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%load_ext autoreload
%autoreload 2
%load_ext autoreload
%autoreload 2
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'''
A8:A8
A16:A16
'''
'''
A8:A8
A16:A16
'''
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'\nA8:A8\nA16:A16\n'
Step 0: Data init¶
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from poremind import create_analysis_object
from poremind import create_analysis_object
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sample_paths = {
'A8': 'example_data\A8_20240628_0009.abf',
'A16': 'example_data\A16_20240417_0006.abf'
}
sample_to_group = {
'A8': 'A8',
'A16': 'A16',
}
analysis = create_analysis_object(sample_paths, sample_to_group=sample_to_group, reader='abf').load()
sample_paths = {
'A8': 'example_data\A8_20240628_0009.abf',
'A16': 'example_data\A16_20240417_0006.abf'
}
sample_to_group = {
'A8': 'A8',
'A16': 'A16',
}
analysis = create_analysis_object(sample_paths, sample_to_group=sample_to_group, reader='abf').load()
Step 1: Denoise¶
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# butterworth_filtfilt
analysis.denoise()
# butterworth_filtfilt
analysis.denoise()
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MultiSampleAnalysis(sample_paths={'A8': 'example_data\\A8_20240628_0009.abf', 'A16': 'example_data\\A16_20240417_0006.abf'}, sample_to_group={'A8': 'A8', 'A16': 'A16'}, reader='abf', reader_kwargs={}, traces={'A8__ch0_sw0': Trace(current=array([-147.7051, -147.7051, -146.7896, ..., -1.8311, 0.9155,
-1.5259], shape=(82887168,)), sampling_rate_hz=100000.0, time=array([ 0. , 0. , 0. , ..., 828.8717, 828.8717, 828.8717],
shape=(82887168,)), source='example_data\\A8_20240628_0009.abf', channel=0, sweep=0), 'A8__ch1_sw0': Trace(current=array([-29.9683, -30.0293, -29.9988, ..., -0.0305, 0.061 , 0.0305],
shape=(82887168,)), sampling_rate_hz=100000.0, time=array([ 0. , 0. , 0. , ..., 828.8717, 828.8717, 828.8717],
shape=(82887168,)), source='example_data\\A8_20240628_0009.abf', channel=1, sweep=0), 'A16__ch0_sw0': Trace(current=array([-152.8931, -153.1982, -153.1982, ..., 0.3052, 0.3052,
0.6104], shape=(90599808,)), sampling_rate_hz=100000.0, time=array([ 0. , 0. , 0. , ..., 905.9981, 905.9981, 905.9981],
shape=(90599808,)), source='example_data\\A16_20240417_0006.abf', channel=0, sweep=0), 'A16__ch1_sw0': Trace(current=array([-29.9988, -29.9988, -29.9988, ..., 0. , -0.0305, -0.0305],
shape=(90599808,)), sampling_rate_hz=100000.0, time=array([ 0. , 0. , 0. , ..., 905.9981, 905.9981, 905.9981],
shape=(90599808,)), source='example_data\\A16_20240417_0006.abf', channel=1, sweep=0)}, denoised={'A8__ch0_sw0': array([-147.5986, -147.3472, -147.1134, ..., -1.5899, -1.5575,
-1.5042], shape=(82887168,)), 'A8__ch1_sw0': array([-29.9683, -29.9764, -29.9839, ..., 0.0151, 0.0225, 0.0309],
shape=(82887168,)), 'A16__ch0_sw0': array([-152.8876, -153.3503, -153.8232, ..., 0.4322, 0.5195,
0.6055], shape=(90599808,)), 'A16__ch1_sw0': array([-29.9987, -29.9987, -29.9987, ..., -0.0274, -0.0289, -0.0307],
shape=(90599808,))}, baselines={}, events={}, simple_events={}, detect_events_simple_object={}, feature_df=None, filtered_df=None, best_model_package=None, DL_model_package=None, DL_model_packages={}, ml_explain_results={}, dl_attribute_results={}, model_cv_results={}, preprocess_state={'method': 'butterworth_filtfilt'}, detect_state={}, simple_detect_state={}, feature_state={}, trace_to_sample={'A8__ch0_sw0': 'A8', 'A8__ch1_sw0': 'A8', 'A16__ch0_sw0': 'A16', 'A16__ch1_sw0': 'A16'}, pl=PlotAccessor(analysis=...), plot=PlotAccessor(analysis=...))
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# preview signal with time series
analysis.preview_signal(next(iter(analysis.traces.keys())), start_s=0.0, end_s=0.002).head()
# preview signal with time series
analysis.preview_signal(next(iter(analysis.traces.keys())), start_s=0.0, end_s=0.002).head()
Out[6]:
| time | current | |
|---|---|---|
| 0 | 0.00000 | -147.598602 |
| 1 | 0.00001 | -147.347205 |
| 2 | 0.00002 | -147.113445 |
| 3 | 0.00003 | -146.910641 |
| 4 | 0.00004 | -146.751388 |
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# sample keys of different samples traces
analysis.traces.keys()
# sample keys of different samples traces
analysis.traces.keys()
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dict_keys(['A8__ch0_sw0', 'A8__ch1_sw0', 'A16__ch0_sw0', 'A16__ch1_sw0'])
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# plot the current trace of each sample with the select time window
for sample_id in analysis.traces.keys():
analysis.pl.current(sample_id=sample_id, current='denoise', start_ms=0.0, end_ms=100.0, width=10, height=3) # current can set to 'raw' or 'denoise'
# plot the current trace of each sample with the select time window
for sample_id in analysis.traces.keys():
analysis.pl.current(sample_id=sample_id, current='denoise', start_ms=0.0, end_ms=100.0, width=10, height=3) # current can set to 'raw' or 'denoise'
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analysis.pl.current(sample_id="A8__ch0_sw0", current='denoise', start_ms=20000, end_ms=30000, width=10, height=3)
analysis.pl.current(sample_id="A8__ch0_sw0", current='denoise', start_ms=20000, end_ms=30000, width=10, height=3)
Out[9]:
<Axes: title={'center': 'A8__ch0_sw0 | denoise | 20000-30000 ms'}, xlabel='Time (ms)', ylabel='Current'>
Step 2: Event detection¶
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# simple event detection whithin the select time window for parameters tuning
analysis.detect_events_simple(detect_method='threshold', # threshold / zscore_threshold / cusum / pelt / hmm
detect_params={'sigma_k': 4.0, 'min_duration_s': 0},
baseline_method='rolling_quantile',
baseline_params={'window': 10000, 'q': 0.1},
detect_direction="up",
exclude_current=False,
start_ms=0,
end_ms=10000)
# simple event detection whithin the select time window for parameters tuning
analysis.detect_events_simple(detect_method='threshold', # threshold / zscore_threshold / cusum / pelt / hmm
detect_params={'sigma_k': 4.0, 'min_duration_s': 0},
baseline_method='rolling_quantile',
baseline_params={'window': 10000, 'q': 0.1},
detect_direction="up",
exclude_current=False,
start_ms=0,
end_ms=10000)
d:\Software\anaconda3\envs\poremind\lib\site-packages\tqdm\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html from .autonotebook import tqdm as notebook_tqdm detect_events_simple: 100%|██████████| 4/4 [04:12<00:00, 63.12s/sample, A16__ch1_sw0]
Out[10]:
{'A8__ch0_sw0': [Event(start_idx=819, end_idx=850, baseline_local=-152.46901127390447, delta_i=-32.65022304887882, dwell_time_s=0.00031, snr=-0.8223992805847795),
Event(start_idx=1224, end_idx=1655, baseline_local=-152.72861714055855, delta_i=-93.80624720511182, dwell_time_s=0.00431, snr=-2.3628074485234203),
Event(start_idx=3313, end_idx=4446, baseline_local=-153.003851402715, delta_i=-96.18649820987036, dwell_time_s=0.01133, snr=-2.4227616090507205),
Event(start_idx=4478, end_idx=4728, baseline_local=-153.06491617124388, delta_i=-92.26511278724357, dwell_time_s=0.0025, snr=-2.323989096972134),
Event(start_idx=6133, end_idx=6159, baseline_local=-153.07911446729514, delta_i=-47.23482113319467, dwell_time_s=0.00026, snr=-1.1897585771569168),
Event(start_idx=8384, end_idx=8591, baseline_local=-152.9581759830471, delta_i=-91.04359716523322, dwell_time_s=0.00207, snr=-2.2932213571236044),
Event(start_idx=10462, end_idx=10496, baseline_local=-152.9614262462128, delta_i=-58.15159792968616, dwell_time_s=0.00034, snr=-1.4647321774995188),
Event(start_idx=12061, end_idx=12311, baseline_local=-152.80908555758185, delta_i=-76.36796806937794, dwell_time_s=0.0025, snr=-1.9235691562031916),
Event(start_idx=13368, end_idx=14252, baseline_local=-152.47811005166488, delta_i=-103.87850320234172, dwell_time_s=0.00884, snr=-2.6165091176846684),
Event(start_idx=16467, end_idx=16572, baseline_local=-152.11992171443998, delta_i=-87.14040627771091, dwell_time_s=0.00105, snr=-2.194907132039202),
Event(start_idx=17353, end_idx=17458, baseline_local=-152.23653038730845, delta_i=-84.50378099104357, dwell_time_s=0.00105, snr=-2.1284953732073943),
Event(start_idx=18196, end_idx=18533, baseline_local=-152.0952313934171, delta_i=-93.6679986359858, dwell_time_s=0.00337, snr=-2.3593252204350885),
Event(start_idx=19081, end_idx=19305, baseline_local=-152.27198892208773, delta_i=-97.88110478022178, dwell_time_s=0.00224, snr=-2.465445642854866),
Event(start_idx=23274, end_idx=23282, baseline_local=-152.36093864543363, delta_i=-25.836738449659606, dwell_time_s=8e-05, snr=-0.650780090593801),
Event(start_idx=28027, end_idx=28073, baseline_local=-152.80718930413866, delta_i=-71.00010425890366, dwell_time_s=0.00046, snr=-1.788362504493573),
Event(start_idx=34660, end_idx=35402, baseline_local=-152.43243703865534, delta_i=-95.26456775046367, dwell_time_s=0.00742, snr=-2.399539870398883),
Event(start_idx=35699, end_idx=35793, baseline_local=-152.34474100731313, delta_i=-83.66565364295805, dwell_time_s=0.00094, snr=-2.107384481343897),
Event(start_idx=37317, end_idx=37340, baseline_local=-151.715955174933, delta_i=-35.0764623469086, dwell_time_s=0.00023, snr=-0.8835118019369033),
Event(start_idx=37813, end_idx=38258, baseline_local=-151.50330915851833, delta_i=-99.460455688937, dwell_time_s=0.00445, snr=-2.5052265977712804),
Event(start_idx=39123, end_idx=42258, baseline_local=-151.6406419150359, delta_i=-95.41812701558986, dwell_time_s=0.03135, snr=-2.403407746859569),
Event(start_idx=42335, end_idx=42383, baseline_local=-151.65350300234664, delta_i=-75.28895679742952, dwell_time_s=0.00048, snr=-1.8963908397652056),
Event(start_idx=43795, end_idx=44391, baseline_local=-151.8735010617697, delta_i=-94.56593108634642, dwell_time_s=0.00596, snr=-2.381942493220172),
Event(start_idx=49282, end_idx=49549, baseline_local=-152.28741595724927, delta_i=-73.0343435282853, dwell_time_s=0.00267, snr=-1.8396012635419348),
Event(start_idx=49956, end_idx=50806, baseline_local=-152.41112493320313, delta_i=-95.93877274871585, dwell_time_s=0.0085, snr=-2.4165218586903316),
Event(start_idx=53280, end_idx=53337, baseline_local=-152.2109953565523, delta_i=-29.769131765173945, dwell_time_s=0.00057, snr=-0.7498298713200752),
Event(start_idx=53775, end_idx=54197, baseline_local=-152.18585813052565, delta_i=-77.63417342130671, dwell_time_s=0.00422, snr=-1.9554625484455634),
Event(start_idx=56428, end_idx=56546, baseline_local=-152.35832292723896, delta_i=-91.57458842051871, dwell_time_s=0.00118, snr=-2.3065960536973416),
Event(start_idx=57441, end_idx=58239, baseline_local=-152.21102136664354, delta_i=-97.37547603868856, dwell_time_s=0.00798, snr=-2.4527097815207064),
Event(start_idx=58799, end_idx=58803, baseline_local=-152.37477798340842, delta_i=-24.37013314809883, dwell_time_s=4e-05, snr=-0.6138389908928965),
Event(start_idx=64327, end_idx=64338, baseline_local=-152.35251479087904, delta_i=-25.124349456724964, dwell_time_s=0.00011, snr=-0.6328363174560527),
Event(start_idx=65745, end_idx=66557, baseline_local=-152.45365147682347, delta_i=-103.64736950583956, dwell_time_s=0.00812, snr=-2.61068728346817),
Event(start_idx=76152, end_idx=76619, baseline_local=-152.17220769403005, delta_i=-144.072132193973, dwell_time_s=0.00467, snr=-3.62891296917824),
Event(start_idx=76647, end_idx=77195, baseline_local=-152.14816558412718, delta_i=-96.25011270490762, dwell_time_s=0.00548, snr=-2.424363941594516),
Event(start_idx=78630, end_idx=79235, baseline_local=-152.19645571608004, delta_i=-93.84390588669714, dwell_time_s=0.00605, snr=-2.3637560016955437),
Event(start_idx=80024, end_idx=80037, baseline_local=-152.15938799455762, delta_i=-29.021175898808558, dwell_time_s=0.00013, snr=-0.7309902338239638),
Event(start_idx=83981, end_idx=84293, baseline_local=-152.6962900762506, delta_i=-93.71412020531567, dwell_time_s=0.00312, snr=-2.3604869382395743),
Event(start_idx=84424, end_idx=84787, baseline_local=-152.74283973305657, delta_i=-93.24623190584406, dwell_time_s=0.00363, snr=-2.348701689474093),
Event(start_idx=88604, end_idx=89074, baseline_local=-152.36879953401996, delta_i=-94.57518884807112, dwell_time_s=0.0047, snr=-2.3821756792713304),
Event(start_idx=91071, end_idx=92143, baseline_local=-152.3718828746802, delta_i=-95.72090239918126, dwell_time_s=0.01072, snr=-2.4110341038762293),
Event(start_idx=93568, end_idx=93579, baseline_local=-152.40406528301537, delta_i=-25.42494014421986, dwell_time_s=0.00011, snr=-0.6404076459819317),
Event(start_idx=93909, end_idx=94246, baseline_local=-152.48193848796896, delta_i=-107.28749794398713, dwell_time_s=0.00337, snr=-2.7023754475669923),
Event(start_idx=101116, end_idx=102552, baseline_local=-152.27234655869918, delta_i=-95.76239269273712, dwell_time_s=0.01436, snr=-2.412079168331701),
Event(start_idx=104589, end_idx=105502, baseline_local=-151.99618372608992, delta_i=-96.48742268712292, dwell_time_s=0.00913, snr=-2.4303413451288587),
Event(start_idx=106597, end_idx=106610, baseline_local=-151.94154976594908, delta_i=-27.533912191633135, dwell_time_s=0.00013, snr=-0.6935287867462562),
Event(start_idx=108627, end_idx=110321, baseline_local=-151.93796142911341, delta_i=-104.0942328992589, dwell_time_s=0.01694, snr=-2.621942953382509),
Event(start_idx=110760, end_idx=110783, baseline_local=-152.05675125883326, delta_i=-39.15220556764499, dwell_time_s=0.00023, snr=-0.9861723040585573),
Event(start_idx=112513, end_idx=113771, baseline_local=-152.24981891416274, delta_i=-81.35240108782088, dwell_time_s=0.01258, snr=-2.049117888974598),
Event(start_idx=114769, end_idx=114795, baseline_local=-152.48350851610303, delta_i=-32.748371211185045, dwell_time_s=0.00026, snr=-0.8248714529172784),
Event(start_idx=119229, end_idx=119760, baseline_local=-152.4276397251252, delta_i=-95.55208076620141, dwell_time_s=0.00531, snr=-2.4067817963406295),
Event(start_idx=119962, end_idx=121232, baseline_local=-152.1924641273153, delta_i=-104.9411751317777, dwell_time_s=0.0127, snr=-2.643275876029855),
Event(start_idx=123252, end_idx=124034, baseline_local=-151.08887690082287, delta_i=-93.84990955018283, dwell_time_s=0.00782, snr=-2.363907222975843),
Event(start_idx=124585, end_idx=125480, baseline_local=-151.3194487644932, delta_i=-94.13563729263113, dwell_time_s=0.00895, snr=-2.371104181155296),
Event(start_idx=125856, end_idx=127695, baseline_local=-151.76058817314123, delta_i=-95.40666195352361, dwell_time_s=0.01839, snr=-2.4031189629581227),
Event(start_idx=129570, end_idx=129575, baseline_local=-152.00342433527112, delta_i=-24.752930196467787, dwell_time_s=5e-05, snr=-0.6234809469897146),
Event(start_idx=131807, end_idx=132014, baseline_local=-152.31886381218615, delta_i=-92.48253306983138, dwell_time_s=0.00207, snr=-2.329465515424684),
Event(start_idx=137191, end_idx=137204, baseline_local=-152.88059379532933, delta_i=-27.5364849953554, dwell_time_s=0.00013, snr=-0.6935935909568465),
Event(start_idx=138589, end_idx=138608, baseline_local=-152.84881603717804, delta_i=-26.66674000309094, dwell_time_s=0.00019, snr=-0.6716863085820919),
Event(start_idx=139315, end_idx=139763, baseline_local=-152.8006264679134, delta_i=-94.26624448074394, dwell_time_s=0.00448, snr=-2.374393936860253),
Event(start_idx=148990, end_idx=149550, baseline_local=-152.34642952618057, delta_i=-95.02366098778937, dwell_time_s=0.0056, snr=-2.3934718705565925),
Event(start_idx=151579, end_idx=152471, baseline_local=-151.8849975319429, delta_i=-95.21835673159623, dwell_time_s=0.00892, snr=-2.3983758995244795),
Event(start_idx=154041, end_idx=154833, baseline_local=-152.11672963453174, delta_i=-96.47785266850266, dwell_time_s=0.00792, snr=-2.4301002938987737),
Event(start_idx=156208, end_idx=156458, baseline_local=-152.14339301493763, delta_i=-101.70757238010503, dwell_time_s=0.0025, snr=-2.561827348934299),
Event(start_idx=159702, end_idx=160042, baseline_local=-152.4798405012883, delta_i=-49.82440909818911, dwell_time_s=0.0034, snr=-1.254985552061015),
Event(start_idx=161081, end_idx=161088, baseline_local=-152.51889066770673, delta_i=-24.918742513616703, dwell_time_s=7e-05, snr=-0.6276574553747023),
Event(start_idx=161512, end_idx=161911, baseline_local=-152.47962958114525, delta_i=-93.44676234377991, dwell_time_s=0.00399, snr=-2.353752683693854),
Event(start_idx=167862, end_idx=169007, baseline_local=-151.99421981988905, delta_i=-95.28957532589938, dwell_time_s=0.01145, snr=-2.400169765392761),
Event(start_idx=170007, end_idx=170507, baseline_local=-151.97828292250634, delta_i=-94.61016355581768, dwell_time_s=0.005, snr=-2.38305662806137),
Event(start_idx=172319, end_idx=172549, baseline_local=-152.26468551246367, delta_i=-92.27880160502036, dwell_time_s=0.0023, snr=-2.324333893204455),
Event(start_idx=173604, end_idx=173892, baseline_local=-152.65507391048595, delta_i=-82.48504850323661, dwell_time_s=0.00288, snr=-2.077647201567643),
Event(start_idx=174849, end_idx=175090, baseline_local=-152.5573142099028, delta_i=-92.65037675541382, dwell_time_s=0.00241, snr=-2.3336931902576263),
Event(start_idx=176255, end_idx=176276, baseline_local=-152.38697094470263, delta_i=-35.83459789361361, dwell_time_s=0.00021, snr=-0.9026078469244845),
Event(start_idx=178298, end_idx=178555, baseline_local=-152.37990614461643, delta_i=-46.85944915498364, dwell_time_s=0.00257, snr=-1.1803036449694617),
Event(start_idx=178968, end_idx=179085, baseline_local=-152.30276202018825, delta_i=-92.83793993941389, dwell_time_s=0.00117, snr=-2.3384175631158124),
Event(start_idx=179148, end_idx=181565, baseline_local=-151.80375909179534, delta_i=-95.58756444901309, dwell_time_s=0.02417, snr=-2.4076755652797615),
Event(start_idx=182852, end_idx=185006, baseline_local=-151.3297133728111, delta_i=-95.15035673420739, dwell_time_s=0.02154, snr=-2.396663104213751),
Event(start_idx=185494, end_idx=185721, baseline_local=-151.2694060318172, delta_i=-92.80019029408759, dwell_time_s=0.00227, snr=-2.337466718733763),
Event(start_idx=188294, end_idx=190872, baseline_local=-150.97073135328318, delta_i=-94.94513371938231, dwell_time_s=0.02578, snr=-2.3914939125822294),
Event(start_idx=192342, end_idx=193855, baseline_local=-151.31793027723015, delta_i=-96.10647162333468, dwell_time_s=0.01513, snr=-2.420745886000496),
Event(start_idx=197361, end_idx=197991, baseline_local=-152.245082756055, delta_i=-95.3933077625546, dwell_time_s=0.0063, snr=-2.40278259536182),
Event(start_idx=199369, end_idx=200523, baseline_local=-152.58731248648758, delta_i=-95.78677457014818, dwell_time_s=0.01154, snr=-2.412693303139054),
Event(start_idx=202318, end_idx=202630, baseline_local=-152.44981566072704, delta_i=-92.84906127190409, dwell_time_s=0.00312, snr=-2.338697689099191),
Event(start_idx=210301, end_idx=210590, baseline_local=-152.79917095722726, delta_i=-92.52012877725387, dwell_time_s=0.00289, snr=-2.3304124823930583),
Event(start_idx=221564, end_idx=221722, baseline_local=-152.65423260629177, delta_i=-88.67300529052397, dwell_time_s=0.00158, snr=-2.2335104923799727),
Event(start_idx=223898, end_idx=225435, baseline_local=-151.98990164174126, delta_i=-104.0649111338218, dwell_time_s=0.01537, snr=-2.6212043918491053),
Event(start_idx=226197, end_idx=228322, baseline_local=-151.68378798861013, delta_i=-96.1019576303766, dwell_time_s=0.02125, snr=-2.42063218679067),
Event(start_idx=228940, end_idx=229232, baseline_local=-151.52613909075623, delta_i=-93.45068269988127, dwell_time_s=0.00292, snr=-2.3538514302792164),
Event(start_idx=231333, end_idx=231352, baseline_local=-151.78949559479952, delta_i=-30.872991305530856, dwell_time_s=0.00019, snr=-0.7776340700998855),
Event(start_idx=231685, end_idx=231842, baseline_local=-151.83691551536322, delta_i=-89.58034356673409, dwell_time_s=0.00157, snr=-2.256364680680161),
Event(start_idx=234588, end_idx=235316, baseline_local=-152.12587677257565, delta_i=-94.95716459426266, dwell_time_s=0.00728, snr=-2.3917969482714985),
Event(start_idx=236626, end_idx=238168, baseline_local=-152.21618637061363, delta_i=-96.14163237534362, dwell_time_s=0.01542, snr=-2.4216315209045414),
Event(start_idx=241148, end_idx=241196, baseline_local=-152.32617173173153, delta_i=-66.59517650752484, dwell_time_s=0.00048, snr=-1.6774104473410485),
Event(start_idx=244959, end_idx=245212, baseline_local=-152.43889243912557, delta_i=-91.9180443710666, dwell_time_s=0.00253, snr=-2.31524707964042),
Event(start_idx=249870, end_idx=249921, baseline_local=-152.00519351661205, delta_i=-32.2757423892252, dwell_time_s=0.00051, snr=-0.8129667990782672),
Event(start_idx=250625, end_idx=252132, baseline_local=-152.04458018122878, delta_i=-95.27452969982882, dwell_time_s=0.01507, snr=-2.3997907936461407),
Event(start_idx=252337, end_idx=253161, baseline_local=-152.0993041122983, delta_i=-94.56806742283516, dwell_time_s=0.00824, snr=-2.381996303621062),
Event(start_idx=253515, end_idx=253525, baseline_local=-152.21831580996513, delta_i=-27.082352655939758, dwell_time_s=0.0001, snr=-0.6821548296146469),
Event(start_idx=254921, end_idx=255126, baseline_local=-152.405847657272, delta_i=-90.04734306606214, dwell_time_s=0.00205, snr=-2.2681275421989286),
Event(start_idx=257700, end_idx=257957, baseline_local=-152.82994879037142, delta_i=-93.65155894127729, dwell_time_s=0.00257, snr=-2.358911134654386),
Event(start_idx=268140, end_idx=268490, baseline_local=-152.57938374434198, delta_i=-100.12328754441546, dwell_time_s=0.0035, snr=-2.5219221174398014),
Event(start_idx=270409, end_idx=270610, baseline_local=-152.12130423242328, delta_i=-97.12799868391669, dwell_time_s=0.00201, snr=-2.4464762805053923),
Event(start_idx=270733, end_idx=271825, baseline_local=-152.06973863238872, delta_i=-95.23275377423137, dwell_time_s=0.01092, snr=-2.3987385346430194),
Event(start_idx=273454, end_idx=274333, baseline_local=-152.44320134630382, delta_i=-95.46392181504145, dwell_time_s=0.00879, snr=-2.404561233929692),
Event(start_idx=281491, end_idx=281511, baseline_local=-152.66080687195063, delta_i=-32.51755055147223, dwell_time_s=0.0002, snr=-0.8190575035238014),
Event(start_idx=283065, end_idx=284618, baseline_local=-152.27870055287116, delta_i=-96.76256194966261, dwell_time_s=0.01553, snr=-2.4372715989049056),
Event(start_idx=288257, end_idx=288796, baseline_local=-152.82254756981567, delta_i=-94.96678933486557, dwell_time_s=0.00539, snr=-2.3920393778480378),
Event(start_idx=297182, end_idx=297197, baseline_local=-152.71235278993845, delta_i=-26.750016256794332, dwell_time_s=0.00015, snr=-0.6737838847926109),
Event(start_idx=298958, end_idx=299614, baseline_local=-152.03063431613873, delta_i=-94.2951633375615, dwell_time_s=0.00656, snr=-2.3751223498639407),
Event(start_idx=300100, end_idx=300150, baseline_local=-152.0148724758625, delta_i=-74.20915984984487, dwell_time_s=0.0005, snr=-1.8691927335978498),
Event(start_idx=302463, end_idx=302849, baseline_local=-151.9924509402152, delta_i=-93.6399594148177, dwell_time_s=0.00386, snr=-2.358618963841304),
Event(start_idx=306539, end_idx=306697, baseline_local=-152.5364087387165, delta_i=-89.81611555995703, dwell_time_s=0.00158, snr=-2.2623033450904564),
Event(start_idx=308821, end_idx=309303, baseline_local=-152.8247410903735, delta_i=-103.04683967149542, dwell_time_s=0.00482, snr=-2.595561037531198),
Event(start_idx=310654, end_idx=310871, baseline_local=-152.789607168583, delta_i=-91.34219325339842, dwell_time_s=0.00217, snr=-2.3007424453478675),
Event(start_idx=311738, end_idx=311774, baseline_local=-152.88042820369205, delta_i=-60.802786592213025, dwell_time_s=0.00036, snr=-1.5315107610789498),
Event(start_idx=313160, end_idx=313285, baseline_local=-152.94819764137267, delta_i=-43.24669652889669, dwell_time_s=0.00125, snr=-1.089305027404835),
Event(start_idx=319280, end_idx=320386, baseline_local=-152.64229073955477, delta_i=-96.73289102111534, dwell_time_s=0.01106, snr=-2.4365242425926676),
Event(start_idx=323002, end_idx=323709, baseline_local=-151.96062413594638, delta_i=-101.94374713357116, dwell_time_s=0.00707, snr=-2.567776158136982),
Event(start_idx=324717, end_idx=324743, baseline_local=-151.3862234801054, delta_i=-31.37039113940241, dwell_time_s=0.00026, snr=-0.790162660331155),
Event(start_idx=327189, end_idx=330740, baseline_local=-151.04421624897552, delta_i=-96.30044523135648, dwell_time_s=0.03551, snr=-2.425631725691414),
Event(start_idx=331094, end_idx=331472, baseline_local=-151.68525557635874, delta_i=-100.16450579409492, dwell_time_s=0.00378, snr=-2.5229603296086007),
Event(start_idx=332123, end_idx=332334, baseline_local=-151.7561904346632, delta_i=-89.65942673120753, dwell_time_s=0.00211, snr=-2.258356640657646),
Event(start_idx=332952, end_idx=333246, baseline_local=-152.32657190802553, delta_i=-93.05521263455542, dwell_time_s=0.00294, snr=-2.343890264111074),
Event(start_idx=342824, end_idx=342840, baseline_local=-152.93959455937147, delta_i=-29.58940609637648, dwell_time_s=0.00016, snr=-0.7453029111060399),
Event(start_idx=344056, end_idx=344529, baseline_local=-152.74190884467853, delta_i=-94.39826599293906, dwell_time_s=0.00473, snr=-2.377719316796814),
Event(start_idx=346791, end_idx=347046, baseline_local=-152.42792966243098, delta_i=-91.72018730802571, dwell_time_s=0.00255, snr=-2.3102634228347725),
Event(start_idx=349016, end_idx=350080, baseline_local=-152.45214899069862, delta_i=-96.26534133255605, dwell_time_s=0.01064, snr=-2.424747522815496),
Event(start_idx=352911, end_idx=352925, baseline_local=-151.9503853603133, delta_i=-25.322751408442855, dwell_time_s=0.00014, snr=-0.6378336990088569),
Event(start_idx=354930, end_idx=357142, baseline_local=-152.1876882072235, delta_i=-95.94875823921325, dwell_time_s=0.02212, snr=-2.4167733748955675),
Event(start_idx=357557, end_idx=357570, baseline_local=-152.0982947974251, delta_i=-26.746627550572157, dwell_time_s=0.00013, snr=-0.6736985294933513),
Event(start_idx=358742, end_idx=358999, baseline_local=-152.0961266567619, delta_i=-93.56769806631851, dwell_time_s=0.00257, snr=-2.356798832905878),
Event(start_idx=360905, end_idx=361151, baseline_local=-152.37542687420074, delta_i=-92.71571667660481, dwell_time_s=0.00246, snr=-2.3353389831240485),
Event(start_idx=363848, end_idx=363928, baseline_local=-152.45739862322807, delta_i=-114.30122988423099, dwell_time_s=0.0008, snr=-2.8790385010853696),
Event(start_idx=367475, end_idx=368203, baseline_local=-151.27344880872252, delta_i=-94.04809022198974, dwell_time_s=0.00728, snr=-2.3688990308932287),
Event(start_idx=368813, end_idx=373278, baseline_local=-151.52661588035798, delta_i=-99.34508525513067, dwell_time_s=0.04465, snr=-2.5023206279829258),
Event(start_idx=376459, end_idx=376777, baseline_local=-151.9554940261556, delta_i=-84.42718754066213, dwell_time_s=0.00318, snr=-2.1265661245649916),
Event(start_idx=378090, end_idx=380757, baseline_local=-151.97272093427296, delta_i=-96.77290707559335, dwell_time_s=0.02667, snr=-2.437532173667604),
Event(start_idx=381198, end_idx=381383, baseline_local=-151.23488886767143, delta_i=-87.48053071730443, dwell_time_s=0.00185, snr=-2.203474243326995),
Event(start_idx=382297, end_idx=383049, baseline_local=-150.7485127884875, delta_i=-93.57252874526077, dwell_time_s=0.00752, snr=-2.3569205088552554),
Event(start_idx=384493, end_idx=384532, baseline_local=-151.55236910283566, delta_i=-65.05744756548069, dwell_time_s=0.00039, snr=-1.6386778734845606),
Event(start_idx=384573, end_idx=385083, baseline_local=-151.62472983858748, delta_i=-43.9158210957642, dwell_time_s=0.0051, snr=-1.1061590489406032),
Event(start_idx=385173, end_idx=385267, baseline_local=-151.68272974492706, delta_i=-86.9693595702225, dwell_time_s=0.00094, snr=-2.1905987789546217),
Event(start_idx=385615, end_idx=386919, baseline_local=-151.76711305803363, delta_i=-94.9773237267752, dwell_time_s=0.01304, snr=-2.3923047198738763),
Event(start_idx=389354, end_idx=389665, baseline_local=-152.28677192490872, delta_i=-91.72989631022575, dwell_time_s=0.00311, snr=-2.3105079748065176),
Event(start_idx=391875, end_idx=391880, baseline_local=-152.8314944639802, delta_i=-24.365599187090993, dwell_time_s=5e-05, snr=-0.6137247887244929),
Event(start_idx=400500, end_idx=405196, baseline_local=-151.07091060726628, delta_i=-97.5739842489718, dwell_time_s=0.04696, snr=-2.457709839532032),
Event(start_idx=405658, end_idx=406103, baseline_local=-151.56491971384273, delta_i=-97.67345803950526, dwell_time_s=0.00445, snr=-2.460215402010098),
Event(start_idx=407389, end_idx=407394, baseline_local=-152.064710624516, delta_i=-24.448058396950366, dwell_time_s=5e-05, snr=-0.615801785097976),
Event(start_idx=407731, end_idx=408693, baseline_local=-152.21536885054005, delta_i=-94.69105282721735, dwell_time_s=0.00962, snr=-2.385094080562277),
Event(start_idx=413237, end_idx=413329, baseline_local=-152.82194605809838, delta_i=-45.96346291134377, dwell_time_s=0.00092, snr=-1.1577353935648638),
Event(start_idx=413545, end_idx=413567, baseline_local=-152.9269301444292, delta_i=-40.733480115590446, dwell_time_s=0.00022, snr=-1.0260017119217302),
Event(start_idx=418029, end_idx=418090, baseline_local=-152.69943294478733, delta_i=-66.6772896303322, dwell_time_s=0.00061, snr=-1.6794787264159647),
Event(start_idx=419073, end_idx=419368, baseline_local=-152.83168536621636, delta_i=-94.79710607027351, dwell_time_s=0.00295, snr=-2.387765367391237),
Event(start_idx=422733, end_idx=422993, baseline_local=-152.95947074282628, delta_i=-92.70836097074385, dwell_time_s=0.0026, snr=-2.3351537063742027),
Event(start_idx=424821, end_idx=425242, baseline_local=-152.70710190374962, delta_i=-93.54575299161029, dwell_time_s=0.00421, snr=-2.3562460766926847),
Event(start_idx=425265, end_idx=425347, baseline_local=-152.7089665886469, delta_i=-86.43211891322692, dwell_time_s=0.00082, snr=-2.177066671405077),
Event(start_idx=427327, end_idx=427349, baseline_local=-152.6850886178965, delta_i=-27.472149580039762, dwell_time_s=0.00022, snr=-0.6919730997524679),
Event(start_idx=430651, end_idx=431051, baseline_local=-152.77956927528604, delta_i=-93.84463962485083, dwell_time_s=0.004, snr=-2.363774483214914),
Event(start_idx=432266, end_idx=432295, baseline_local=-152.59503965079784, delta_i=-52.37795240226491, dwell_time_s=0.00029, snr=-1.3193046280155707),
Event(start_idx=434069, end_idx=434990, baseline_local=-152.85243842253274, delta_i=-96.25636746347695, dwell_time_s=0.00921, snr=-2.4245214874997902),
Event(start_idx=436220, end_idx=436269, baseline_local=-152.80706687271595, delta_i=-76.89395258267771, dwell_time_s=0.00049, snr=-1.9368177421221573),
Event(start_idx=439954, end_idx=440076, baseline_local=-152.32414018881857, delta_i=-86.47499728352442, dwell_time_s=0.00122, snr=-2.1781466989697438),
Event(start_idx=440903, end_idx=442660, baseline_local=-152.65347288246173, delta_i=-96.0097166171184, dwell_time_s=0.01757, snr=-2.418308804716667),
Event(start_idx=442703, end_idx=443293, baseline_local=-152.61409641663403, delta_i=-77.61184193831316, dwell_time_s=0.0059, snr=-1.9549000593158323),
Event(start_idx=446185, end_idx=446230, baseline_local=-152.10054197642538, delta_i=-68.41249109183748, dwell_time_s=0.00045, snr=-1.7231852711300781),
Event(start_idx=447207, end_idx=447757, baseline_local=-152.4660612778772, delta_i=-95.55131974287332, dwell_time_s=0.0055, snr=-2.406762627557721),
Event(start_idx=449024, end_idx=449189, baseline_local=-152.70515611903235, delta_i=-94.34233923949527, dwell_time_s=0.00165, snr=-2.376310624374445),
Event(start_idx=449925, end_idx=450291, baseline_local=-152.6913124415311, delta_i=-97.08401407889228, dwell_time_s=0.00366, snr=-2.4453683889153495),
Event(start_idx=450435, end_idx=451020, baseline_local=-152.6691510286851, delta_i=-95.20560084884174, dwell_time_s=0.00585, snr=-2.3980546022155815),
Event(start_idx=460020, end_idx=460184, baseline_local=-153.08389887213707, delta_i=-89.20564429960554, dwell_time_s=0.00164, snr=-2.246926692851997),
Event(start_idx=461028, end_idx=461171, baseline_local=-152.90714494425518, delta_i=-93.55194080244567, dwell_time_s=0.00143, snr=-2.356401936307236),
Event(start_idx=461772, end_idx=461811, baseline_local=-152.88246051967144, delta_i=-62.623598529073675, dwell_time_s=0.00039, snr=-1.5773736767690707),
Event(start_idx=462235, end_idx=462247, baseline_local=-152.9052028954029, delta_i=-27.559083053376526, dwell_time_s=0.00012, snr=-0.6941627946229704),
Event(start_idx=463722, end_idx=464262, baseline_local=-152.86367985865584, delta_i=-102.44702113520837, dwell_time_s=0.0054, snr=-2.5804527078886896),
Event(start_idx=464674, end_idx=465649, baseline_local=-152.81594739562425, delta_i=-96.00867691343029, dwell_time_s=0.00975, snr=-2.4182826164862274),
Event(start_idx=467100, end_idx=468175, baseline_local=-152.72368416086186, delta_i=-97.65429308070173, dwell_time_s=0.01075, snr=-2.4597326718214294),
Event(start_idx=473685, end_idx=474868, baseline_local=-152.60625830788987, delta_i=-96.2703381789138, dwell_time_s=0.01183, snr=-2.424873384217535),
Event(start_idx=478784, end_idx=482797, baseline_local=-148.5678377840366, delta_i=-115.20870202164164, dwell_time_s=0.04013, snr=-2.9018960611038724),
Event(start_idx=485604, end_idx=489610, baseline_local=-145.80802713503437, delta_i=-112.11217821810787, dwell_time_s=0.04006, snr=-2.8239003014875452),
Event(start_idx=489994, end_idx=490066, baseline_local=-147.89020417630672, delta_i=-73.29084565273176, dwell_time_s=0.00072, snr=-1.8460620819656692),
Event(start_idx=491908, end_idx=496002, baseline_local=-150.04205636931633, delta_i=-103.22864737874966, dwell_time_s=0.04094, snr=-2.6001404404782105),
Event(start_idx=496975, end_idx=498409, baseline_local=-151.30180261243586, delta_i=-94.51110303531709, dwell_time_s=0.01434, snr=-2.3805614750980326),
Event(start_idx=499286, end_idx=499521, baseline_local=-151.74044694006443, delta_i=-88.35546628862144, dwell_time_s=0.00235, snr=-2.2255122668753167),
Event(start_idx=501525, end_idx=501760, baseline_local=-152.37776693574926, delta_i=-91.69225236591983, dwell_time_s=0.00235, snr=-2.3095597928394533),
Event(start_idx=503541, end_idx=503944, baseline_local=-152.66278233122145, delta_i=-101.78952712128424, dwell_time_s=0.00403, snr=-2.5638916386662673),
Event(start_idx=507733, end_idx=507979, baseline_local=-152.68121284852182, delta_i=-90.83162045388717, dwell_time_s=0.00246, snr=-2.2878820522542087),
Event(start_idx=511187, end_idx=511447, baseline_local=-152.71292452909626, delta_i=-93.76609748176371, dwell_time_s=0.0026, snr=-2.3617961505746212),
Event(start_idx=512074, end_idx=513097, baseline_local=-152.86526196243884, delta_i=-96.33573064619524, dwell_time_s=0.01023, snr=-2.426520500623674),
Event(start_idx=514762, end_idx=514963, baseline_local=-152.39092782503042, delta_i=-98.0430732479977, dwell_time_s=0.00201, snr=-2.4695253317187653),
Event(start_idx=518015, end_idx=520563, baseline_local=-151.94085852488922, delta_i=-97.27313993219067, dwell_time_s=0.02548, snr=-2.4501321225492587),
Event(start_idx=521264, end_idx=522978, baseline_local=-150.84934021752488, delta_i=-94.40559169978486, dwell_time_s=0.01714, snr=-2.3779038379264477),
Event(start_idx=525032, end_idx=525991, baseline_local=-151.59271149143063, delta_i=-103.51971354372449, dwell_time_s=0.00959, snr=-2.6074718637373877),
Event(start_idx=529834, end_idx=530088, baseline_local=-151.53870828179862, delta_i=-93.14185369514134, dwell_time_s=0.00254, snr=-2.346072593640287),
Event(start_idx=530116, end_idx=531659, baseline_local=-151.93826728834205, delta_i=-96.19187327566704, dwell_time_s=0.01543, snr=-2.422896997107263),
Event(start_idx=532408, end_idx=534083, baseline_local=-152.0588989313414, delta_i=-95.79704652781473, dwell_time_s=0.01675, snr=-2.4129520349272724),
Event(start_idx=534675, end_idx=534685, baseline_local=-151.89849680662155, delta_i=-26.406178819388153, dwell_time_s=0.0001, snr=-0.6651232498947226),
Event(start_idx=534836, end_idx=535023, baseline_local=-151.89103082961896, delta_i=-133.02398786389014, dwell_time_s=0.00187, snr=-3.35063046142156),
Event(start_idx=540450, end_idx=540476, baseline_local=-152.11424175191385, delta_i=-48.713498910315906, dwell_time_s=0.00026, snr=-1.227003760391981),
Event(start_idx=543414, end_idx=543441, baseline_local=-152.0911878424662, delta_i=-28.627992845519824, dwell_time_s=0.00027, snr=-0.7210866732976327),
Event(start_idx=544282, end_idx=544297, baseline_local=-152.20011837085087, delta_i=-29.390368787075083, dwell_time_s=0.00015, snr=-0.7402895260601261),
Event(start_idx=544771, end_idx=545483, baseline_local=-152.27784035055575, delta_i=-95.38143054671387, dwell_time_s=0.00712, snr=-2.4024834300621483),
Event(start_idx=546673, end_idx=547618, baseline_local=-152.56787659352418, delta_i=-94.92655851160565, dwell_time_s=0.00945, snr=-2.3910260371410916),
Event(start_idx=549408, end_idx=549435, baseline_local=-152.90377220511436, delta_i=-26.296721851108252, dwell_time_s=0.00027, snr=-0.662366229465379),
Event(start_idx=549454, end_idx=549492, baseline_local=-152.92492838596044, delta_i=-29.232908173023088, dwell_time_s=0.00038, snr=-0.7363233817699956),
Event(start_idx=549508, end_idx=549578, baseline_local=-152.9044334711773, delta_i=-27.483163413565073, dwell_time_s=0.0007, snr=-0.6922505180339338),
Event(start_idx=549825, end_idx=549951, baseline_local=-153.1091870200776, delta_i=-86.99768065356665, dwell_time_s=0.00126, snr=-2.1913121351400524),
Event(start_idx=550486, end_idx=551050, baseline_local=-153.30128334298837, delta_i=-95.12312190269338, dwell_time_s=0.00564, snr=-2.3959771087211497),
Event(start_idx=555921, end_idx=556031, baseline_local=-153.32947502596812, delta_i=-85.28564360090955, dwell_time_s=0.0011, snr=-2.1481890594314463),
Event(start_idx=556356, end_idx=556360, baseline_local=-153.29354612529278, delta_i=-24.515144397038966, dwell_time_s=4e-05, snr=-0.6174915584917927),
Event(start_idx=559669, end_idx=560812, baseline_local=-152.50888260776603, delta_i=-96.1463032664433, dwell_time_s=0.01143, snr=-2.421749172091007),
Event(start_idx=563971, end_idx=564683, baseline_local=-152.03458140309104, delta_i=-94.14116280128279, dwell_time_s=0.00712, snr=-2.3712433585916393),
Event(start_idx=565388, end_idx=566966, baseline_local=-152.60654970346295, delta_i=-93.78571927742927, dwell_time_s=0.01578, snr=-2.3622903876466004),
Event(start_idx=570876, end_idx=570884, baseline_local=-152.94939869642258, delta_i=-25.72292827651836, dwell_time_s=8e-05, snr=-0.6479134209121125),
Event(start_idx=573046, end_idx=573140, baseline_local=-153.33108548883428, delta_i=-88.22917784047016, dwell_time_s=0.00094, snr=-2.2223312923150416),
Event(start_idx=580973, end_idx=581315, baseline_local=-152.716463230071, delta_i=-93.22052458887757, dwell_time_s=0.00342, snr=-2.3480541692734698),
Event(start_idx=583903, end_idx=584560, baseline_local=-152.13938396779005, delta_i=-104.83352580763218, dwell_time_s=0.00657, snr=-2.64056438684339),
Event(start_idx=585274, end_idx=585292, baseline_local=-152.1532829751571, delta_i=-32.494599223861265, dwell_time_s=0.00018, snr=-0.8184794016441459),
Event(start_idx=586240, end_idx=586925, baseline_local=-152.1787454030592, delta_i=-94.29512079187336, dwell_time_s=0.00685, snr=-2.3751212782160294),
Event(start_idx=587069, end_idx=587152, baseline_local=-152.10262893463474, delta_i=-32.74833209453577, dwell_time_s=0.00083, snr=-0.8248704676405721),
Event(start_idx=590776, end_idx=591379, baseline_local=-151.95863875954305, delta_i=-102.89746894903024, dwell_time_s=0.00603, snr=-2.5917986627838068),
Event(start_idx=591451, end_idx=592338, baseline_local=-151.8941987115541, delta_i=-94.13336012086368, dwell_time_s=0.00887, snr=-2.3710468233718434),
Event(start_idx=592554, end_idx=593932, baseline_local=-151.8716281002444, delta_i=-96.47002477122062, dwell_time_s=0.01378, snr=-2.4299031235124153),
Event(start_idx=595119, end_idx=597399, baseline_local=-152.0007767080019, delta_i=-95.81483152457432, dwell_time_s=0.0228, snr=-2.4134000064011087),
Event(start_idx=601469, end_idx=601672, baseline_local=-153.07182038637805, delta_i=-119.64696217307205, dwell_time_s=0.00203, snr=-3.013687700325455),
Event(start_idx=602021, end_idx=602217, baseline_local=-153.1399635374546, delta_i=-99.97967300730359, dwell_time_s=0.00196, snr=-2.518304730452108),
Event(start_idx=602638, end_idx=602663, baseline_local=-153.1484965980053, delta_i=-38.22444403685629, dwell_time_s=0.00025, snr=-0.9628036914052033),
Event(start_idx=610145, end_idx=612174, baseline_local=-152.17499455825015, delta_i=-115.76495720619614, dwell_time_s=0.02029, snr=-2.9159071097547296),
Event(start_idx=613206, end_idx=613314, baseline_local=-151.59414159644533, delta_i=-85.44164824697913, dwell_time_s=0.00108, snr=-2.15211853055645),
Event(start_idx=614747, end_idx=614756, baseline_local=-151.32909663021564, delta_i=-26.22824564224316, dwell_time_s=9e-05, snr=-0.6606414392603162),
Event(start_idx=615237, end_idx=617963, baseline_local=-151.57969300699253, delta_i=-96.17462796733939, dwell_time_s=0.02726, snr=-2.4224626193959415),
Event(start_idx=621464, end_idx=622836, baseline_local=-150.90381519703885, delta_i=-94.34842186968002, dwell_time_s=0.01372, snr=-2.3764638346811715),
Event(start_idx=622923, end_idx=624130, baseline_local=-151.30555286805986, delta_i=-94.46755576432955, dwell_time_s=0.01207, snr=-2.3794645991508765),
Event(start_idx=624544, end_idx=624604, baseline_local=-151.45719192822773, delta_i=-75.62078385424489, dwell_time_s=0.0006, snr=-1.9047489551874186),
Event(start_idx=624878, end_idx=626437, baseline_local=-151.46094512900265, delta_i=-95.25084416397547, dwell_time_s=0.01559, snr=-2.3991941984064424),
Event(start_idx=634081, end_idx=634092, baseline_local=-152.84297235310078, delta_i=-25.152988755059514, dwell_time_s=0.00011, snr=-0.6335576888938994),
Event(start_idx=635455, end_idx=635689, baseline_local=-152.89988111418026, delta_i=-91.70446452651268, dwell_time_s=0.00234, snr=-2.3098673947835784),
Event(start_idx=636164, end_idx=636229, baseline_local=-152.84062846899033, delta_i=-36.65857458888338, dwell_time_s=0.00065, snr=-0.9233623097774344),
Event(start_idx=640185, end_idx=640205, baseline_local=-152.97097200155258, delta_i=-33.65007836027071, dwell_time_s=0.0002, snr=-0.8475838034453607),
Event(start_idx=640384, end_idx=641119, baseline_local=-152.86935447138183, delta_i=-100.99490926555883, dwell_time_s=0.00735, snr=-2.5438766711755374),
Event(start_idx=645238, end_idx=646048, baseline_local=-152.92018400443555, delta_i=-77.8914936857367, dwell_time_s=0.0081, snr=-1.9619439743160791),
Event(start_idx=647448, end_idx=647455, baseline_local=-152.79459109902382, delta_i=-24.839775097689458, dwell_time_s=7e-05, snr=-0.6256684108909638),
Event(start_idx=651063, end_idx=651072, baseline_local=-153.1569243967533, delta_i=-26.280566678278976, dwell_time_s=9e-05, snr=-0.6619593102693715),
Event(start_idx=660155, end_idx=661920, baseline_local=-152.7085600352152, delta_i=-98.89674822367496, dwell_time_s=0.01765, snr=-2.4910278398271846),
Event(start_idx=666419, end_idx=666931, baseline_local=-152.58288614754565, delta_i=-96.73964256930049, dwell_time_s=0.00512, snr=-2.436694301717899),
Event(start_idx=667753, end_idx=668464, baseline_local=-152.45874686067617, delta_i=-95.3682156391599, dwell_time_s=0.00711, snr=-2.4021505707598054),
Event(start_idx=669028, end_idx=669678, baseline_local=-152.2163751354355, delta_i=-107.27898688761661, dwell_time_s=0.0065, snr=-2.7021610696552196),
Event(start_idx=670099, end_idx=670476, baseline_local=-152.24607147730947, delta_i=-87.73152362994, dwell_time_s=0.00377, snr=-2.2097962948019374),
Event(start_idx=677294, end_idx=677403, baseline_local=-151.6618691520133, delta_i=-91.39546991187498, dwell_time_s=0.00109, snr=-2.3020843867348373),
Event(start_idx=678732, end_idx=681017, baseline_local=-151.21648920299057, delta_i=-101.41892749346809, dwell_time_s=0.02285, snr=-2.55455691323898),
Event(start_idx=682900, end_idx=683886, baseline_local=-150.31798431617312, delta_i=-93.49647388442158, dwell_time_s=0.00986, snr=-2.355004826296349),
Event(start_idx=684150, end_idx=687092, baseline_local=-151.55459132682174, delta_i=-95.8465754875836, dwell_time_s=0.02942, snr=-2.4141995786521977),
Event(start_idx=689070, end_idx=689097, baseline_local=-151.17859065532684, delta_i=-51.41768230277079, dwell_time_s=0.00027, snr=-1.295117184094934),
Event(start_idx=691223, end_idx=693028, baseline_local=-151.92097666841465, delta_i=-95.92285288132294, dwell_time_s=0.01805, snr=-2.4161208664070224),
Event(start_idx=693129, end_idx=693924, baseline_local=-151.4756888459501, delta_i=-58.930274951725075, dwell_time_s=0.00795, snr=-1.4843456246044289),
Event(start_idx=695114, end_idx=695123, baseline_local=-151.05165326595306, delta_i=-26.385519881629282, dwell_time_s=9e-05, snr=-0.664602889114182),
Event(start_idx=696711, end_idx=699371, baseline_local=-151.67846189247712, delta_i=-95.77845068408135, dwell_time_s=0.0266, snr=-2.412483639704204),
Event(start_idx=699899, end_idx=700023, baseline_local=-152.34606770197712, delta_i=-92.42591190004661, dwell_time_s=0.00124, snr=-2.3280393319273416),
Event(start_idx=701514, end_idx=701546, baseline_local=-152.2890490181744, delta_i=-40.30910097551532, dwell_time_s=0.00032, snr=-1.015312379142273),
Event(start_idx=702710, end_idx=702931, baseline_local=-152.4640242010355, delta_i=-90.64287264550703, dwell_time_s=0.00221, snr=-2.283127840878948),
Event(start_idx=703461, end_idx=703801, baseline_local=-152.62235977106235, delta_i=-100.72537113421542, dwell_time_s=0.0034, snr=-2.53708749962914),
Event(start_idx=710266, end_idx=710608, baseline_local=-152.73013565876678, delta_i=-101.0562235763656, dwell_time_s=0.00342, snr=-2.5454210662941112),
Event(start_idx=717188, end_idx=719130, baseline_local=-151.63688147453215, delta_i=-96.96685110367682, dwell_time_s=0.01942, snr=-2.442417268294087),
Event(start_idx=721281, end_idx=723283, baseline_local=-151.39236123484005, delta_i=-99.87052687016929, dwell_time_s=0.02002, snr=-2.515555539289662),
Event(start_idx=724098, end_idx=725396, baseline_local=-152.10702851805004, delta_i=-95.45164013899668, dwell_time_s=0.01298, snr=-2.404251881018734),
Event(start_idx=725513, end_idx=725525, baseline_local=-152.0934530645609, delta_i=-27.142252064310014, dwell_time_s=0.00012, snr=-0.6836635859339347),
Event(start_idx=729543, end_idx=729579, baseline_local=-152.95121978223324, delta_i=-62.86438444577571, dwell_time_s=0.00036, snr=-1.5834386327227945),
Event(start_idx=734288, end_idx=734430, baseline_local=-152.05157897936206, delta_i=-89.36464357362982, dwell_time_s=0.00142, snr=-2.2509315931669294),
Event(start_idx=734783, end_idx=734895, baseline_local=-152.04994591791183, delta_i=-86.91866491808157, dwell_time_s=0.00112, snr=-2.1893218735752074),
Event(start_idx=735871, end_idx=739419, baseline_local=-150.95265909504008, delta_i=-97.48278421929301, dwell_time_s=0.03548, snr=-2.4554126779265855),
Event(start_idx=740884, end_idx=741439, baseline_local=-149.95276868872278, delta_i=-99.99547122999489, dwell_time_s=0.00555, snr=-2.5187026587283214),
Event(start_idx=741966, end_idx=744448, baseline_local=-151.35364224958644, delta_i=-96.44875590315151, dwell_time_s=0.02482, snr=-2.429367399705178),
Event(start_idx=745226, end_idx=745231, baseline_local=-151.87013119459152, delta_i=-24.669520245492457, dwell_time_s=5e-05, snr=-0.6213800031899424),
Event(start_idx=752582, end_idx=754138, baseline_local=-152.2946838050851, delta_i=-96.31084871515488, dwell_time_s=0.01556, snr=-2.425893770381846),
Event(start_idx=760267, end_idx=761443, baseline_local=-151.33213786338615, delta_i=-94.60201712555829, dwell_time_s=0.01176, snr=-2.382851434413087),
Event(start_idx=761633, end_idx=763984, baseline_local=-150.84568392160546, delta_i=-112.21178313142686, dwell_time_s=0.02351, snr=-2.8264091667082702),
Event(start_idx=764704, end_idx=765675, baseline_local=-148.1977028383439, delta_i=-99.98629031207194, dwell_time_s=0.00971, snr=-2.5184714082316977),
Event(start_idx=766381, end_idx=767015, baseline_local=-147.49377424765837, delta_i=-89.88085574799508, dwell_time_s=0.00634, snr=-2.2639340317778864),
Event(start_idx=767377, end_idx=771899, baseline_local=-149.53081431559153, delta_i=-98.05212525746092, dwell_time_s=0.04522, snr=-2.469753335247539),
Event(start_idx=772235, end_idx=772895, baseline_local=-150.4773706206544, delta_i=-92.52137908655021, dwell_time_s=0.0066, snr=-2.330443975392793),
Event(start_idx=773152, end_idx=773245, baseline_local=-151.02253223154494, delta_i=-88.77552325194401, dwell_time_s=0.00093, snr=-2.2360927319436237),
Event(start_idx=774906, end_idx=774946, baseline_local=-151.6576805498451, delta_i=-44.107927724532786, dwell_time_s=0.0004, snr=-1.1109978628457438),
Event(start_idx=775490, end_idx=776442, baseline_local=-151.89232615051213, delta_i=-103.24292894676249, dwell_time_s=0.00952, snr=-2.600500167002645),
Event(start_idx=778213, end_idx=778388, baseline_local=-152.38713296864714, delta_i=-89.62004504572067, dwell_time_s=0.00175, snr=-2.2573646881749903),
Event(start_idx=779255, end_idx=779300, baseline_local=-152.54158419933583, delta_i=-76.04488950802221, dwell_time_s=0.00045, snr=-1.915431399348252),
Event(start_idx=791395, end_idx=791428, baseline_local=-152.6176302433014, delta_i=-63.634279034128696, dwell_time_s=0.00033, snr=-1.6028308664187094),
Event(start_idx=793203, end_idx=793671, baseline_local=-152.47708142118958, delta_i=-101.81133206344695, dwell_time_s=0.00468, snr=-2.5644408651974606),
Event(start_idx=797868, end_idx=797888, baseline_local=-152.6525486111641, delta_i=-32.460668499581516, dwell_time_s=0.0002, snr=-0.8176247488843282),
Event(start_idx=801249, end_idx=801522, baseline_local=-152.74569183604402, delta_i=-100.52807355449696, dwell_time_s=0.00273, snr=-2.5321179351830203),
Event(start_idx=806765, end_idx=807343, baseline_local=-152.5311333315389, delta_i=-94.5152605280061, dwell_time_s=0.00578, snr=-2.3806661947194376),
Event(start_idx=807683, end_idx=808564, baseline_local=-152.44140904588744, delta_i=-95.74160189445, dwell_time_s=0.00881, snr=-2.411555486226114),
Event(start_idx=810422, end_idx=810480, baseline_local=-152.2704477608204, delta_i=-75.06886954631271, dwell_time_s=0.00058, snr=-1.8908472452631595),
Event(start_idx=812661, end_idx=812741, baseline_local=-152.22877526283264, delta_i=-78.8204848320689, dwell_time_s=0.0008, snr=-1.985343558731459),
Event(start_idx=813188, end_idx=813294, baseline_local=-152.32138414680958, delta_i=-90.89457041186826, dwell_time_s=0.00106, snr=-2.2894676463274557),
Event(start_idx=814181, end_idx=814232, baseline_local=-152.3024409711361, delta_i=-76.21510642693907, dwell_time_s=0.00051, snr=-1.9197188515794672),
Event(start_idx=815428, end_idx=815569, baseline_local=-152.1290334408165, delta_i=-87.70443812593923, dwell_time_s=0.00141, snr=-2.2091140605957222),
Event(start_idx=816357, end_idx=816477, baseline_local=-151.90757382959129, delta_i=-85.13984850163882, dwell_time_s=0.0012, snr=-2.1445167480792837),
Event(start_idx=818879, end_idx=821046, baseline_local=-151.2372154820045, delta_i=-95.00812410986472, dwell_time_s=0.02167, snr=-2.3930805250760843),
Event(start_idx=821445, end_idx=821554, baseline_local=-151.11359364669258, delta_i=-84.29948174054606, dwell_time_s=0.00109, snr=-2.1233494495063026),
Event(start_idx=821941, end_idx=822368, baseline_local=-150.99923801858336, delta_i=-92.91651903871072, dwell_time_s=0.00427, snr=-2.340396826615298),
Event(start_idx=822641, end_idx=823027, baseline_local=-151.1166163953938, delta_i=-92.67803898408353, dwell_time_s=0.00386, snr=-2.33438995110129),
Event(start_idx=823244, end_idx=824932, baseline_local=-151.30039759557607, delta_i=-95.08292713898601, dwell_time_s=0.01688, snr=-2.394964676288246),
Event(start_idx=825602, end_idx=825648, baseline_local=-152.06013676135436, delta_i=-70.92216564229001, dwell_time_s=0.00046, snr=-1.7863993735790649),
Event(start_idx=827691, end_idx=827713, baseline_local=-152.06861375272274, delta_i=-28.899021596563134, dwell_time_s=0.00022, snr=-0.7279133908224142),
Event(start_idx=829018, end_idx=829233, baseline_local=-152.17591667715894, delta_i=-89.8710070134942, dwell_time_s=0.00215, snr=-2.2636859602055703),
Event(start_idx=831251, end_idx=831272, baseline_local=-152.53516793109122, delta_i=-40.16831411084249, dwell_time_s=0.00021, snr=-1.0117662160410472),
Event(start_idx=831681, end_idx=832306, baseline_local=-152.58960210540295, delta_i=-103.3364475974083, dwell_time_s=0.00625, snr=-2.602855730420917),
Event(start_idx=832608, end_idx=832888, baseline_local=-152.63435845678407, delta_i=-91.59988479010228, dwell_time_s=0.0028, snr=-2.3072332228865315),
Event(start_idx=839966, end_idx=840209, baseline_local=-152.72171538142265, delta_i=-50.66865700330018, dwell_time_s=0.00243, snr=-1.2762506095388504),
Event(start_idx=844290, end_idx=846408, baseline_local=-152.44969221574587, delta_i=-96.29354748507299, dwell_time_s=0.02118, snr=-2.425457984104023),
Event(start_idx=854330, end_idx=854732, baseline_local=-152.07947527939703, delta_i=-98.44716030595573, dwell_time_s=0.00402, snr=-2.4797035441389625),
Event(start_idx=857777, end_idx=860493, baseline_local=-151.37329154217477, delta_i=-68.54932970518249, dwell_time_s=0.02716, snr=-1.7266319850163105),
Event(start_idx=862506, end_idx=863442, baseline_local=-151.4783734625094, delta_i=-94.55102523747418, dwell_time_s=0.00936, snr=-2.3815670422050075),
Event(start_idx=863519, end_idx=863642, baseline_local=-151.75757212936878, delta_i=-28.054562880983198, dwell_time_s=0.00123, snr=-0.7066430234152202),
Event(start_idx=866837, end_idx=867512, baseline_local=-152.29606392103213, delta_i=-94.30212896606436, dwell_time_s=0.00675, snr=-2.37529780128003),
Event(start_idx=868582, end_idx=869388, baseline_local=-152.38328575640548, delta_i=-96.47586602295192, dwell_time_s=0.00806, snr=-2.430050253938273),
Event(start_idx=871982, end_idx=872313, baseline_local=-152.39516578614712, delta_i=-93.51807010548578, dwell_time_s=0.00331, snr=-2.3555487955255936),
Event(start_idx=872855, end_idx=872885, baseline_local=-152.33211654424667, delta_i=-32.36683315845827, dwell_time_s=0.0003, snr=-0.8152612086133274),
Event(start_idx=873606, end_idx=873617, baseline_local=-152.28569383512843, delta_i=-26.0296603417532, dwell_time_s=0.00011, snr=-0.6556394394879665),
Event(start_idx=875486, end_idx=875758, baseline_local=-152.24547405332765, delta_i=-91.20208837553476, dwell_time_s=0.00272, snr=-2.2972134602444885),
Event(start_idx=876858, end_idx=877286, baseline_local=-152.20262886980706, delta_i=-92.64306400800733, dwell_time_s=0.00428, snr=-2.3335089955525183),
Event(start_idx=879364, end_idx=879744, baseline_local=-152.22715512192562, delta_i=-92.74131012634423, dwell_time_s=0.0038, snr=-2.3359836352179064),
Event(start_idx=882794, end_idx=883628, baseline_local=-152.35161574579757, delta_i=-95.31756717301637, dwell_time_s=0.00834, snr=-2.4008748287210206),
Event(start_idx=886501, end_idx=886541, baseline_local=-152.51172975897788, delta_i=-61.97559721330181, dwell_time_s=0.0004, snr=-1.5610517112158502),
Event(start_idx=890963, end_idx=892336, baseline_local=-152.20779356471135, delta_i=-96.14399166826297, dwell_time_s=0.01373, snr=-2.4216909471693073),
Event(start_idx=896174, end_idx=898516, baseline_local=-151.85614222632984, delta_i=-99.01768535732377, dwell_time_s=0.02342, snr=-2.4940740245824884),
Event(start_idx=899579, end_idx=899593, baseline_local=-152.3784194290638, delta_i=-27.592656484672002, dwell_time_s=0.00014, snr=-0.6950084478273245),
Event(start_idx=900602, end_idx=900884, baseline_local=-152.17013006673216, delta_i=-98.34775005121128, dwell_time_s=0.00282, snr=-2.4771995820109796),
Event(start_idx=904558, end_idx=904599, baseline_local=-152.99170717597008, delta_i=-59.71008617112913, dwell_time_s=0.00041, snr=-1.5039876400623249),
Event(start_idx=905531, end_idx=906319, baseline_local=-152.83459988104056, delta_i=-103.28582301971781, dwell_time_s=0.00788, snr=-2.601580590088484),
Event(start_idx=910209, end_idx=910834, baseline_local=-152.84496683545112, delta_i=-101.32905454455614, dwell_time_s=0.00625, snr=-2.552293178365911),
Event(start_idx=910866, end_idx=911782, baseline_local=-152.9647117474454, delta_i=-95.75506050745635, dwell_time_s=0.00916, snr=-2.4118944840221634),
Event(start_idx=911930, end_idx=912007, baseline_local=-153.02339129595015, delta_i=-79.92539365691218, dwell_time_s=0.00077, snr=-2.013174187064459),
Event(start_idx=918927, end_idx=918983, baseline_local=-153.1055979244411, delta_i=-77.79742434447897, dwell_time_s=0.00056, snr=-1.9595745400105422),
Event(start_idx=921312, end_idx=921323, baseline_local=-152.97256509011441, delta_i=-25.96746950461106, dwell_time_s=0.00011, snr=-0.6540729662774132),
Event(start_idx=922735, end_idx=923008, baseline_local=-153.12291628460744, delta_i=-94.14361666534573, dwell_time_s=0.00273, snr=-2.371305166930192),
Event(start_idx=927311, end_idx=927557, baseline_local=-153.0205066956398, delta_i=-92.11586735291573, dwell_time_s=0.00246, snr=-2.3202298780033073),
Event(start_idx=935177, end_idx=935971, baseline_local=-153.21313731976662, delta_i=-96.49760653123597, dwell_time_s=0.00794, snr=-2.4305978574981504),
Event(start_idx=937448, end_idx=937465, baseline_local=-153.05773264169693, delta_i=-27.68686704841607, dwell_time_s=0.00017, snr=-0.697381439268474),
Event(start_idx=937931, end_idx=938432, baseline_local=-152.89035530082003, delta_i=-94.7699556291148, dwell_time_s=0.00501, snr=-2.3870814975370234),
Event(start_idx=942393, end_idx=943728, baseline_local=-151.25053313347732, delta_i=-94.83901231167803, dwell_time_s=0.01335, snr=-2.388820908810709),
Event(start_idx=943860, end_idx=943929, baseline_local=-151.23540370835775, delta_i=-83.33522019108784, dwell_time_s=0.00069, snr=-2.0990614682761946),
Event(start_idx=945321, end_idx=948184, baseline_local=-151.6508557566325, delta_i=-143.19781625446504, dwell_time_s=0.02863, snr=-3.60689055301959),
Event(start_idx=950358, end_idx=950361, baseline_local=-152.08866176009178, delta_i=-24.154581526915234, dwell_time_s=3e-05, snr=-0.6084096405964255),
Event(start_idx=951534, end_idx=951572, baseline_local=-152.43395921587944, delta_i=-36.721433421302784, dwell_time_s=0.00038, snr=-0.9249456085647879),
Event(start_idx=953330, end_idx=953382, baseline_local=-152.91966827729573, delta_i=-72.75101501802699, dwell_time_s=0.00052, snr=-1.8324647376242782),
Event(start_idx=958803, end_idx=959252, baseline_local=-152.84754687408295, delta_i=-102.25003258301514, dwell_time_s=0.00449, snr=-2.5754909272795765),
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Event(start_idx=964545, end_idx=964680, baseline_local=-152.78622125431343, delta_i=-89.49844112172723, dwell_time_s=0.00135, snr=-2.2543017081929304),
Event(start_idx=970404, end_idx=971535, baseline_local=-152.27896002630655, delta_i=-97.65756206100792, dwell_time_s=0.01131, snr=-2.4598150114442867),
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Event(start_idx=982877, end_idx=983574, baseline_local=-152.47122070210395, delta_i=-95.09347800708441, dwell_time_s=0.00697, snr=-2.3952304333190844),
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Event(start_idx=989051, end_idx=989436, baseline_local=-152.82248466525758, delta_i=-94.60382448849934, dwell_time_s=0.00385, snr=-2.3828969585732205),
Event(start_idx=991596, end_idx=991661, baseline_local=-152.29298023489807, delta_i=-83.68848514172893, dwell_time_s=0.00065, snr=-2.1079595649546805),
Event(start_idx=991789, end_idx=992418, baseline_local=-152.39231611923307, delta_i=-94.58578018122168, dwell_time_s=0.00629, snr=-2.3824424555426718),
Event(start_idx=992477, end_idx=992519, baseline_local=-152.4211424291134, delta_i=-64.71080001647628, dwell_time_s=0.00042, snr=-1.6299464570256004),
Event(start_idx=994251, end_idx=994282, baseline_local=-152.1870695054531, delta_i=-52.22152992145669, dwell_time_s=0.00031, snr=-1.3153646323992656),
Event(start_idx=995254, end_idx=996131, baseline_local=-152.0599479964141, delta_i=-95.43351606820777, dwell_time_s=0.00877, snr=-2.4037953688915197),
Event(start_idx=998424, end_idx=999392, baseline_local=-151.68543242065869, delta_i=-95.02632177533381, dwell_time_s=0.00968, snr=-2.3935388909184154)],
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Event(start_idx=8379, end_idx=8381, baseline_local=-30.00796640427143, delta_i=-0.02171286342795753, dwell_time_s=2e-05, snr=-4.023111910036115),
Event(start_idx=12881, end_idx=12886, baseline_local=-30.007997028296813, delta_i=-0.02332768043066835, dwell_time_s=5e-05, snr=-4.322316551454791),
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Event(start_idx=35075, end_idx=35084, baseline_local=-30.00853140776356, delta_i=-0.025369194677656044, dwell_time_s=9e-05, snr=-4.70058265665164),
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Event(start_idx=54115, end_idx=54117, baseline_local=-30.00832259398885, delta_i=-0.021676602090423103, dwell_time_s=2e-05, snr=-4.01639315461297),
Event(start_idx=56335, end_idx=56338, baseline_local=-30.00841827597469, delta_i=-0.022297605375001694, dwell_time_s=3e-05, snr=-4.131457006907218),
Event(start_idx=57690, end_idx=57694, baseline_local=-30.00821577012539, delta_i=-0.022216960948767905, dwell_time_s=4e-05, snr=-4.116514640934361),
Event(start_idx=59763, end_idx=59765, baseline_local=-30.008264950942248, delta_i=-0.02172074411893732, dwell_time_s=2e-05, snr=-4.0245720998376715),
Event(start_idx=60447, end_idx=60450, baseline_local=-30.008255895227194, delta_i=-0.02239609020170974, dwell_time_s=3e-05, snr=-4.149704967642641),
Event(start_idx=62744, end_idx=62750, baseline_local=-30.008099757833406, delta_i=-0.02306949148593655, dwell_time_s=6e-05, snr=-4.274477489507176),
Event(start_idx=64343, end_idx=64347, baseline_local=-30.00778911821544, delta_i=-0.02323602553370563, dwell_time_s=4e-05, snr=-4.30533408809581),
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Event(start_idx=71703, end_idx=71706, baseline_local=-30.007814502343535, delta_i=-0.02182215988076071, dwell_time_s=3e-05, snr=-4.043363124826652),
Event(start_idx=73337, end_idx=73340, baseline_local=-30.007626720238477, delta_i=-0.02259306625658534, dwell_time_s=3e-05, snr=-4.186202075220889),
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Event(start_idx=80582, end_idx=80584, baseline_local=-30.007444783113897, delta_i=-0.021771836321761384, dwell_time_s=2e-05, snr=-4.034038822196678),
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Event(start_idx=93797, end_idx=93802, baseline_local=-30.00791032621637, delta_i=-0.023433166772701953, dwell_time_s=5e-05, snr=-4.341861802148677),
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Event(start_idx=99830, end_idx=99835, baseline_local=-30.008134605828673, delta_i=-0.022693469221167106, dwell_time_s=5e-05, snr=-4.204805442020116),
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Event(start_idx=100879, end_idx=100884, baseline_local=-30.008368914481252, delta_i=-0.02217317982010627, dwell_time_s=5e-05, snr=-4.108402565770352),
Event(start_idx=102052, end_idx=102054, baseline_local=-30.008384369779378, delta_i=-0.02205132332710491, dwell_time_s=2e-05, snr=-4.085824138473759),
Event(start_idx=102423, end_idx=102425, baseline_local=-30.0084554948844, delta_i=-0.021895435671638097, dwell_time_s=2e-05, snr=-4.056940178262016),
Event(start_idx=104378, end_idx=104381, baseline_local=-30.00859187419216, delta_i=-0.022182350252592187, dwell_time_s=3e-05, snr=-4.110101727941049),
Event(start_idx=106349, end_idx=106356, baseline_local=-30.008826106321067, delta_i=-0.023745891483307396, dwell_time_s=7e-05, snr=-4.399805634014693),
Event(start_idx=106702, end_idx=106711, baseline_local=-30.00885629095137, delta_i=-0.02774846285818613, dwell_time_s=9e-05, snr=-5.141430184018093),
Event(start_idx=111053, end_idx=111058, baseline_local=-30.00893324520439, delta_i=-0.023019429848682195, dwell_time_s=5e-05, snr=-4.265201717578607),
Event(start_idx=111789, end_idx=111793, baseline_local=-30.00880362885073, delta_i=-0.02211545930583725, dwell_time_s=4e-05, snr=-4.097707703290349),
Event(start_idx=113137, end_idx=113138, baseline_local=-30.00905755488202, delta_i=-0.02167736912088003, dwell_time_s=1e-05, snr=-4.016535275405875),
Event(start_idx=113805, end_idx=113810, baseline_local=-30.009011934045702, delta_i=-0.022966449048567483, dwell_time_s=5e-05, snr=-4.255385062642608),
Event(start_idx=114324, end_idx=114332, baseline_local=-30.008932141121477, delta_i=-0.023968020953802238, dwell_time_s=8e-05, snr=-4.440963343189392),
Event(start_idx=115314, end_idx=115318, baseline_local=-30.008831748273224, delta_i=-0.02222294924328594, dwell_time_s=4e-05, snr=-4.117624194221805),
Event(start_idx=115408, end_idx=115413, baseline_local=-30.008778122719377, delta_i=-0.02260371037641562, dwell_time_s=5e-05, snr=-4.1881742925382),
Event(start_idx=115505, end_idx=115506, baseline_local=-30.008723536040634, delta_i=-0.022068581641519813, dwell_time_s=1e-05, snr=-4.089021880240989),
Event(start_idx=116254, end_idx=116256, baseline_local=-30.008696519304067, delta_i=-0.02189771703928045, dwell_time_s=2e-05, snr=-4.057362886089732),
Event(start_idx=117238, end_idx=117242, baseline_local=-30.008562524220906, delta_i=-0.02258757057543903, dwell_time_s=4e-05, snr=-4.185183796800502),
Event(start_idx=117396, end_idx=117402, baseline_local=-30.00861297454685, delta_i=-0.024127738817014688, dwell_time_s=6e-05, snr=-4.47055699120673),
Event(start_idx=120961, end_idx=120966, baseline_local=-30.00857318378985, delta_i=-0.02369685822543488, dwell_time_s=5e-05, snr=-4.39072040744431),
Event(start_idx=123375, end_idx=123380, baseline_local=-30.008423156104982, delta_i=-0.02293036511180162, dwell_time_s=5e-05, snr=-4.24869917728044),
Event(start_idx=124716, end_idx=124720, baseline_local=-30.0083493553102, delta_i=-0.022134974678436947, dwell_time_s=4e-05, snr=-4.1013236486581786),
Event(start_idx=124828, end_idx=124833, baseline_local=-30.008256529457867, delta_i=-0.022776578708908347, dwell_time_s=5e-05, snr=-4.220204551910812),
Event(start_idx=124894, end_idx=124902, baseline_local=-30.0082558109425, delta_i=-0.026129535036574225, dwell_time_s=8e-05, snr=-4.841463861187113),
Event(start_idx=126067, end_idx=126070, baseline_local=-30.008471137688804, delta_i=-0.022363048190679063, dwell_time_s=3e-05, snr=-4.143582711655994),
Event(start_idx=126484, end_idx=126489, baseline_local=-30.008470389805733, delta_i=-0.02272313386690712, dwell_time_s=5e-05, snr=-4.210301916033303),
Event(start_idx=126506, end_idx=126509, baseline_local=-30.00847102701664, delta_i=-0.022105176002507203, dwell_time_s=3e-05, snr=-4.095802340589621),
Event(start_idx=127260, end_idx=127272, baseline_local=-30.008372944779694, delta_i=-0.02377441043518047, dwell_time_s=0.00012, snr=-4.405089825817539),
Event(start_idx=127275, end_idx=127281, baseline_local=-30.008372944779694, delta_i=-0.022388274976511486, dwell_time_s=6e-05, snr=-4.148256907801108),
Event(start_idx=128220, end_idx=128225, baseline_local=-30.008103490807116, delta_i=-0.022306660035110327, dwell_time_s=5e-05, snr=-4.133134717958329),
Event(start_idx=128710, end_idx=128718, baseline_local=-30.00804259692086, delta_i=-0.024037926450375835, dwell_time_s=8e-05, snr=-4.453915924813431),
Event(start_idx=131708, end_idx=131711, baseline_local=-30.0076581411995, delta_i=-0.02221840432942675, dwell_time_s=3e-05, snr=-4.116782080645323),
Event(start_idx=132505, end_idx=132508, baseline_local=-30.00760254729539, delta_i=-0.022073230902871426, dwell_time_s=3e-05, snr=-4.089883328054108),
Event(start_idx=132773, end_idx=132779, baseline_local=-30.007507575210184, delta_i=-0.023017075115395375, dwell_time_s=6e-05, snr=-4.264765416048752),
Event(start_idx=133159, end_idx=133163, baseline_local=-30.007502422318794, delta_i=-0.021980184283592052, dwell_time_s=4e-05, snr=-4.072642996604804),
Event(start_idx=133581, end_idx=133586, baseline_local=-30.007555910386145, delta_i=-0.0229018995910792, dwell_time_s=5e-05, snr=-4.243424885576643),
Event(start_idx=138916, end_idx=138917, baseline_local=-30.007639959454536, delta_i=-0.021722673165413653, dwell_time_s=1e-05, snr=-4.024929527124022),
Event(start_idx=140372, end_idx=140377, baseline_local=-30.00793782901019, delta_i=-0.02325565752798866, dwell_time_s=5e-05, snr=-4.308971641948616),
Event(start_idx=141607, end_idx=141610, baseline_local=-30.00826812442392, delta_i=-0.021886708002928874, dwell_time_s=3e-05, snr=-4.055323054475122),
Event(start_idx=147647, end_idx=147656, baseline_local=-30.00868061091751, delta_i=-0.023574993270042595, dwell_time_s=9e-05, snr=-4.368140412176461),
Event(start_idx=149475, end_idx=149478, baseline_local=-30.008599597339828, delta_i=-0.02208488926711046, dwell_time_s=3e-05, snr=-4.092043471702467),
Event(start_idx=151658, end_idx=151661, baseline_local=-30.00853938050568, delta_i=-0.022416530928618766, dwell_time_s=3e-05, snr=-4.153492369159275),
Event(start_idx=151803, end_idx=151806, baseline_local=-30.008555351756513, delta_i=-0.02179837358342714, dwell_time_s=3e-05, snr=-4.038955832512773),
Event(start_idx=152807, end_idx=152814, baseline_local=-30.008533594198525, delta_i=-0.023427029693721124, dwell_time_s=7e-05, snr=-4.340724681030473),
Event(start_idx=157193, end_idx=157201, baseline_local=-30.00897109787911, delta_i=-0.02350905834990158, dwell_time_s=8e-05, snr=-4.355923526854692),
Event(start_idx=157257, end_idx=157260, baseline_local=-30.008971595515806, delta_i=-0.021893440036289274, dwell_time_s=3e-05, snr=-4.056570412921458),
Event(start_idx=157964, end_idx=157967, baseline_local=-30.0089792618528, delta_i=-0.021952541788702245, dwell_time_s=3e-05, snr=-4.067521200910593),
Event(start_idx=158307, end_idx=158309, baseline_local=-30.00907085184008, delta_i=-0.021852456265605724, dwell_time_s=2e-05, snr=-4.048976651900381),
Event(start_idx=158433, end_idx=158439, baseline_local=-30.00907438993454, delta_i=-0.022994241725086795, dwell_time_s=6e-05, snr=-4.260534685044444),
Event(start_idx=165224, end_idx=165231, baseline_local=-30.008763232933624, delta_i=-0.024168872013011163, dwell_time_s=7e-05, snr=-4.478178438799782),
Event(start_idx=165372, end_idx=165374, baseline_local=-30.008779258467257, delta_i=-0.0218472627658457, dwell_time_s=2e-05, snr=-4.048014363770644),
Event(start_idx=166746, end_idx=166750, baseline_local=-30.008753045462072, delta_i=-0.023062276463917897, dwell_time_s=4e-05, snr=-4.273140639528327),
Event(start_idx=167192, end_idx=167194, baseline_local=-30.008772739674896, delta_i=-0.021915578308039585, dwell_time_s=2e-05, snr=-4.06067234747476),
Event(start_idx=172369, end_idx=172371, baseline_local=-30.00896583404392, delta_i=-0.022473044724506508, dwell_time_s=2e-05, snr=-4.163963642378106),
Event(start_idx=172582, end_idx=172588, baseline_local=-30.009078320115805, delta_i=-0.023803351488443997, dwell_time_s=6e-05, snr=-4.410452227532071),
Event(start_idx=175527, end_idx=175536, baseline_local=-30.00916145928204, delta_i=-0.023814861780339116, dwell_time_s=9e-05, snr=-4.41258493529606),
Event(start_idx=175970, end_idx=175972, baseline_local=-30.009078156668693, delta_i=-0.021922062640442164, dwell_time_s=2e-05, snr=-4.061873810147061),
Event(start_idx=177437, end_idx=177445, baseline_local=-30.008639438077807, delta_i=-0.024258256468300488, dwell_time_s=8e-05, snr=-4.494740218771351),
Event(start_idx=178284, end_idx=178290, baseline_local=-30.00860081706196, delta_i=-0.024151195623024552, dwell_time_s=6e-05, snr=-4.474903233052851),
Event(start_idx=180365, end_idx=180372, baseline_local=-30.008457507938147, delta_i=-0.02351368653665174, dwell_time_s=7e-05, snr=-4.356781069817563),
Event(start_idx=180413, end_idx=180417, baseline_local=-30.00842617545277, delta_i=-0.02219053764315504, dwell_time_s=4e-05, snr=-4.111618745196503),
Event(start_idx=181003, end_idx=181006, baseline_local=-30.008523810033996, delta_i=-0.021714886985137127, dwell_time_s=3e-05, snr=-4.023486848929683),
Event(start_idx=181201, end_idx=181203, baseline_local=-30.008399887010455, delta_i=-0.021831733811836784, dwell_time_s=2e-05, snr=-4.045137050051476),
Event(start_idx=181873, end_idx=181878, baseline_local=-30.008425306528807, delta_i=-0.024030545967752913, dwell_time_s=5e-05, snr=-4.452548417131148),
Event(start_idx=182067, end_idx=182074, baseline_local=-30.008333741687238, delta_i=-0.023023571594226917, dwell_time_s=7e-05, snr=-4.265969129296762),
Event(start_idx=182953, end_idx=182958, baseline_local=-30.007961268536747, delta_i=-0.023554862422088263, dwell_time_s=5e-05, snr=-4.364410427210042),
Event(start_idx=183342, end_idx=183348, baseline_local=-30.00780363411953, delta_i=-0.02315599944798426, dwell_time_s=6e-05, snr=-4.290506292598112),
Event(start_idx=183554, end_idx=183555, baseline_local=-30.00778612587601, delta_i=-0.021695748675256255, dwell_time_s=1e-05, snr=-4.0199407683919794),
Event(start_idx=183918, end_idx=183921, baseline_local=-30.007624611258507, delta_i=-0.021937514848408075, dwell_time_s=3e-05, snr=-4.064736903820094),
Event(start_idx=185581, end_idx=185588, baseline_local=-30.00748075305351, delta_i=-0.024171643984053453, dwell_time_s=7e-05, snr=-4.478692049072859),
Event(start_idx=186440, end_idx=186446, baseline_local=-30.007674505002797, delta_i=-0.022537434097974558, dwell_time_s=6e-05, snr=-4.175894157951908),
Event(start_idx=186606, end_idx=186607, baseline_local=-30.007639358751476, delta_i=-0.02188442509577726, dwell_time_s=1e-05, snr=-4.054900061396313),
Event(start_idx=187232, end_idx=187237, baseline_local=-30.007611163891852, delta_i=-0.023551111647157084, dwell_time_s=5e-05, snr=-4.363715457274475),
Event(start_idx=187982, end_idx=187984, baseline_local=-30.00757743883878, delta_i=-0.021817640980316355, dwell_time_s=2e-05, snr=-4.042525831198464),
Event(start_idx=188453, end_idx=188457, baseline_local=-30.00764069892466, delta_i=-0.023039851498083408, dwell_time_s=4e-05, snr=-4.268985584280537),
Event(start_idx=189298, end_idx=189303, baseline_local=-30.00781625509262, delta_i=-0.02319685602556092, dwell_time_s=5e-05, snr=-4.29807648638657),
Event(start_idx=189423, end_idx=189424, baseline_local=-30.00780158955604, delta_i=-0.021775715798639794, dwell_time_s=1e-05, snr=-4.034757638933402),
Event(start_idx=192073, end_idx=192077, baseline_local=-30.007819791324437, delta_i=-0.02208294544323053, dwell_time_s=4e-05, snr=-4.0916833063549385),
Event(start_idx=193453, end_idx=193456, baseline_local=-30.00792150758207, delta_i=-0.022515018215017335, dwell_time_s=3e-05, snr=-4.171740785643442),
Event(start_idx=195386, end_idx=195387, baseline_local=-30.007883473299444, delta_i=-0.021837220155475734, dwell_time_s=1e-05, snr=-4.046153598352885),
Event(start_idx=196964, end_idx=196965, baseline_local=-30.00791039597243, delta_i=-0.021617654544797915, dwell_time_s=1e-05, snr=-4.00547093914107),
Event(start_idx=197369, end_idx=197374, baseline_local=-30.007889859378338, delta_i=-0.022864328928517353, dwell_time_s=5e-05, snr=-4.236463529211923),
Event(start_idx=199736, end_idx=199742, baseline_local=-30.00756303500384, delta_i=-0.023421549799915436, dwell_time_s=6e-05, snr=-4.339709327799493),
Event(start_idx=200600, end_idx=200609, baseline_local=-30.007241424483556, delta_i=-0.026036227776128525, dwell_time_s=9e-05, snr=-4.824175236311013),
Event(start_idx=201566, end_idx=201567, baseline_local=-30.00714663323015, delta_i=-0.021703289243760082, dwell_time_s=1e-05, snr=-4.021337937911183),
Event(start_idx=202283, end_idx=202285, baseline_local=-30.007290937006474, delta_i=-0.02188196861459346, dwell_time_s=2e-05, snr=-4.054444907301132),
Event(start_idx=202805, end_idx=202808, baseline_local=-30.00722311064601, delta_i=-0.021948259198552478, dwell_time_s=3e-05, snr=-4.066727692514315),
Event(start_idx=204259, end_idx=204263, baseline_local=-30.007481972686946, delta_i=-0.022064978751473063, dwell_time_s=4e-05, snr=-4.088354311455982),
Event(start_idx=205229, end_idx=205230, baseline_local=-30.007585817947984, delta_i=-0.02166703537727699, dwell_time_s=1e-05, snr=-4.014620566776928),
Event(start_idx=206901, end_idx=206905, baseline_local=-30.007445503026247, delta_i=-0.02249361699716701, dwell_time_s=4e-05, snr=-4.167775417615932),
Event(start_idx=207730, end_idx=207734, baseline_local=-30.007533095777035, delta_i=-0.022499596173759073, dwell_time_s=4e-05, snr=-4.168883281469981),
Event(start_idx=208739, end_idx=208741, baseline_local=-30.007570824585855, delta_i=-0.022271729482440605, dwell_time_s=2e-05, snr=-4.126662539706208),
Event(start_idx=209235, end_idx=209241, baseline_local=-30.007535335607827, delta_i=-0.022540092487702168, dwell_time_s=6e-05, snr=-4.176386723080876),
Event(start_idx=210725, end_idx=210729, baseline_local=-30.007614594884217, delta_i=-0.02194400716649625, dwell_time_s=4e-05, snr=-4.065939846136336),
Event(start_idx=213262, end_idx=213268, baseline_local=-30.007379598915577, delta_i=-0.022974573451620017, dwell_time_s=6e-05, snr=-4.256890409129543),
Event(start_idx=216321, end_idx=216323, baseline_local=-30.00756018050015, delta_i=-0.022015802858845746, dwell_time_s=2e-05, snr=-4.079242656515949),
Event(start_idx=217899, end_idx=217904, baseline_local=-30.00771581195295, delta_i=-0.023104578613993, dwell_time_s=5e-05, snr=-4.280978679147189),
Event(start_idx=218788, end_idx=218796, baseline_local=-30.00779021717608, delta_i=-0.026336329921406332, dwell_time_s=8e-05, snr=-4.879780270575631),
Event(start_idx=219186, end_idx=219190, baseline_local=-30.00783316604793, delta_i=-0.02255536195963259, dwell_time_s=4e-05, snr=-4.179215958137187),
Event(start_idx=219640, end_idx=219642, baseline_local=-30.007986617274582, delta_i=-0.02224094907774088, dwell_time_s=2e-05, snr=-4.12095933003264),
Event(start_idx=221017, end_idx=221020, baseline_local=-30.008078321814537, delta_i=-0.022079102200147343, dwell_time_s=3e-05, snr=-4.090971203270404),
Event(start_idx=223017, end_idx=223026, baseline_local=-30.008732155896723, delta_i=-0.024585863011604186, dwell_time_s=9e-05, snr=-4.55544146117284),
Event(start_idx=230182, end_idx=230191, baseline_local=-30.008540529757738, delta_i=-0.02238307809372802, dwell_time_s=9e-05, snr=-4.147293992841016),
Event(start_idx=230223, end_idx=230225, baseline_local=-30.008543740957975, delta_i=-0.021841769681600454, dwell_time_s=2e-05, snr=-4.046996566522335),
Event(start_idx=231244, end_idx=231249, baseline_local=-30.008487378247082, delta_i=-0.022542359174985906, dwell_time_s=5e-05, snr=-4.176806710828591),
Event(start_idx=231663, end_idx=231667, baseline_local=-30.008438259596005, delta_i=-0.021853247342050963, dwell_time_s=4e-05, snr=-4.049123228102969),
Event(start_idx=234027, end_idx=234028, baseline_local=-30.007927452214062, delta_i=-0.021688067711920667, dwell_time_s=1e-05, snr=-4.018517585531806),
Event(start_idx=234472, end_idx=234475, baseline_local=-30.007800994440913, delta_i=-0.021756992507183288, dwell_time_s=3e-05, snr=-4.031288455925658),
Event(start_idx=234931, end_idx=234932, baseline_local=-30.00784671586007, delta_i=-0.021691680412686765, dwell_time_s=1e-05, snr=-4.019186972115833),
Event(start_idx=236289, end_idx=236295, baseline_local=-30.008319271728396, delta_i=-0.022982891418943534, dwell_time_s=6e-05, snr=-4.258431620564763),
Event(start_idx=239660, end_idx=239663, baseline_local=-30.008561849594116, delta_i=-0.023103853440791983, dwell_time_s=3e-05, snr=-4.280844313960786),
Event(start_idx=240244, end_idx=240249, baseline_local=-30.008803758956493, delta_i=-0.023427462351446594, dwell_time_s=5e-05, snr=-4.34080484689409),
Event(start_idx=240408, end_idx=240411, baseline_local=-30.008786944672465, delta_i=-0.022406661447121223, dwell_time_s=3e-05, snr=-4.151663682275557),
Event(start_idx=241064, end_idx=241070, baseline_local=-30.00886108353734, delta_i=-0.02370982247820545, dwell_time_s=6e-05, snr=-4.393122515296139),
Event(start_idx=241953, end_idx=241964, baseline_local=-30.008782608688556, delta_i=-0.024825018947984227, dwell_time_s=0.00011, snr=-4.599753953590009),
Event(start_idx=244787, end_idx=244794, baseline_local=-30.00900717864611, delta_i=-0.024668308678656103, dwell_time_s=7e-05, snr=-4.570717573701617),
Event(start_idx=246283, end_idx=246288, baseline_local=-30.008773823082446, delta_i=-0.022083601401391206, dwell_time_s=5e-05, snr=-4.091804846892301),
Event(start_idx=246413, end_idx=246415, baseline_local=-30.008708020672202, delta_i=-0.02191559857487846, dwell_time_s=2e-05, snr=-4.06067610265708),
Event(start_idx=246670, end_idx=246676, baseline_local=-30.008682520128787, delta_i=-0.022561888294527915, dwell_time_s=6e-05, snr=-4.1804252033264895),
Event(start_idx=248595, end_idx=248597, baseline_local=-30.00870305672288, delta_i=-0.021674268905030658, dwell_time_s=2e-05, snr=-4.015960845628399),
Event(start_idx=249650, end_idx=249652, baseline_local=-30.00866704294458, delta_i=-0.021900142677509393, dwell_time_s=2e-05, snr=-4.057812325385505),
Event(start_idx=251345, end_idx=251350, baseline_local=-30.008427540399133, delta_i=-0.02336341608179282, dwell_time_s=5e-05, snr=-4.3289379040059535),
Event(start_idx=252926, end_idx=252929, baseline_local=-30.00841161981225, delta_i=-0.022021145389241308, dwell_time_s=3e-05, snr=-4.080232558089062),
Event(start_idx=253283, end_idx=253291, baseline_local=-30.008361286018044, delta_i=-0.022779095454666276, dwell_time_s=8e-05, snr=-4.22067087224976),
Event(start_idx=253549, end_idx=253554, baseline_local=-30.00839909631759, delta_i=-0.022752228033823485, dwell_time_s=5e-05, snr=-4.215692687721348),
Event(start_idx=259965, end_idx=259967, baseline_local=-30.00826907530427, delta_i=-0.021976398631295524, dwell_time_s=2e-05, snr=-4.071941564345906),
Event(start_idx=260475, end_idx=260479, baseline_local=-30.00819627987221, delta_i=-0.022806125023862478, dwell_time_s=4e-05, snr=-4.225679100764492),
Event(start_idx=262805, end_idx=262808, baseline_local=-30.007987945340574, delta_i=-0.02244512550479764, dwell_time_s=3e-05, snr=-4.158790573164903),
Event(start_idx=263300, end_idx=263307, baseline_local=-30.00795183610171, delta_i=-0.02459769388253465, dwell_time_s=7e-05, snr=-4.557633568073175),
Event(start_idx=265872, end_idx=265875, baseline_local=-30.007285493426025, delta_i=-0.022427160808244178, dwell_time_s=3e-05, snr=-4.155461947951364),
Event(start_idx=266512, end_idx=266514, baseline_local=-30.0070285317488, delta_i=-0.02174440735564076, dwell_time_s=2e-05, snr=-4.028956590613266),
Event(start_idx=267853, end_idx=267858, baseline_local=-30.00711864233017, delta_i=-0.023181846752777346, dwell_time_s=5e-05, snr=-4.295295462856581),
Event(start_idx=268823, end_idx=268827, baseline_local=-30.007148220203817, delta_i=-0.02262946546841249, dwell_time_s=4e-05, snr=-4.192946376961817),
Event(start_idx=274495, end_idx=274500, baseline_local=-30.008064137771726, delta_i=-0.02287098622055055, dwell_time_s=5e-05, snr=-4.237697039059954),
Event(start_idx=275501, end_idx=275502, baseline_local=-30.00815215241164, delta_i=-0.021749644519559297, dwell_time_s=1e-05, snr=-4.029926969145116),
Event(start_idx=275854, end_idx=275861, baseline_local=-30.008216738700867, delta_i=-0.02477846195802158, dwell_time_s=7e-05, snr=-4.591127547338451),
Event(start_idx=276281, end_idx=276285, baseline_local=-30.00830948818475, delta_i=-0.02233093010210041, dwell_time_s=4e-05, snr=-4.137631646513568),
Event(start_idx=278757, end_idx=278764, baseline_local=-30.008240970782936, delta_i=-0.023802044296514526, dwell_time_s=7e-05, snr=-4.410210021825873),
Event(start_idx=279565, end_idx=279571, baseline_local=-30.00823531858623, delta_i=-0.022952411480105184, dwell_time_s=6e-05, snr=-4.252784083317334),
Event(start_idx=281609, end_idx=281610, baseline_local=-30.00806331820786, delta_i=-0.02170476783862796, dwell_time_s=1e-05, snr=-4.0216119023582415),
Event(start_idx=281886, end_idx=281888, baseline_local=-30.00802719220519, delta_i=-0.021894826058542094, dwell_time_s=2e-05, snr=-4.056827224863898),
Event(start_idx=285361, end_idx=285363, baseline_local=-30.00772433914244, delta_i=-0.021763650105071974, dwell_time_s=2e-05, snr=-4.032522022444743),
Event(start_idx=286904, end_idx=286909, baseline_local=-30.0077848713845, delta_i=-0.022849571947017467, dwell_time_s=5e-05, snr=-4.233729251983801),
Event(start_idx=287720, end_idx=287722, baseline_local=-30.007961731404066, delta_i=-0.021879013256921098, dwell_time_s=2e-05, snr=-4.053897317864596),
Event(start_idx=288073, end_idx=288074, baseline_local=-30.00804639607668, delta_i=-0.021650874051829305, dwell_time_s=1e-05, snr=-4.011626082833976),
Event(start_idx=289182, end_idx=289191, baseline_local=-30.008259573951364, delta_i=-0.024353617885834764, dwell_time_s=9e-05, snr=-4.512409452307177),
Event(start_idx=289583, end_idx=289590, baseline_local=-30.008194787693874, delta_i=-0.023650373025280454, dwell_time_s=7e-05, snr=-4.382107302912878),
Event(start_idx=289705, end_idx=289707, baseline_local=-30.00813814997673, delta_i=-0.02194667987066623, dwell_time_s=2e-05, snr=-4.066435063545773),
Event(start_idx=290414, end_idx=290417, baseline_local=-30.008203582838178, delta_i=-0.022597467659276543, dwell_time_s=3e-05, snr=-4.187017598039728),
Event(start_idx=291112, end_idx=291118, baseline_local=-30.00835894793272, delta_i=-0.02424626915562082, dwell_time_s=6e-05, snr=-4.492519125244424),
Event(start_idx=291557, end_idx=291560, baseline_local=-30.008289389312267, delta_i=-0.02218442831599532, dwell_time_s=3e-05, snr=-4.110486766130723),
Event(start_idx=300070, end_idx=300074, baseline_local=-30.00805320776999, delta_i=-0.022520362579143693, dwell_time_s=4e-05, snr=-4.172731026983082),
Event(start_idx=300468, end_idx=300470, baseline_local=-30.008140789344907, delta_i=-0.021906385321699418, dwell_time_s=2e-05, snr=-4.058969006367465),
Event(start_idx=303164, end_idx=303169, baseline_local=-30.008145581930876, delta_i=-0.022779034160885205, dwell_time_s=5e-05, snr=-4.220659515307298),
Event(start_idx=303323, end_idx=303326, baseline_local=-30.008134989688795, delta_i=-0.022324418576014676, dwell_time_s=3e-05, snr=-4.136425145204566),
Event(start_idx=304084, end_idx=304090, baseline_local=-30.008102986961603, delta_i=-0.022522102202477374, dwell_time_s=6e-05, snr=-4.173053356618504),
Event(start_idx=304909, end_idx=304911, baseline_local=-30.00797274336219, delta_i=-0.021996172989702245, dwell_time_s=2e-05, snr=-4.075605496423928),
Event(start_idx=305282, end_idx=305284, baseline_local=-30.007949210703373, delta_i=-0.02205704596576652, dwell_time_s=2e-05, snr=-4.086884469177388),
Event(start_idx=305443, end_idx=305450, baseline_local=-30.007924359291792, delta_i=-0.025217589218365383, dwell_time_s=7e-05, snr=-4.672492131837975),
Event(start_idx=306344, end_idx=306348, baseline_local=-30.008058317005634, delta_i=-0.02253640624110176, dwell_time_s=4e-05, snr=-4.175703709407869),
Event(start_idx=307703, end_idx=307705, baseline_local=-30.007675366476178, delta_i=-0.02200676431334614, dwell_time_s=2e-05, snr=-4.077567931292833),
Event(start_idx=307785, end_idx=307787, baseline_local=-30.00764707569033, delta_i=-0.022123152727544948, dwell_time_s=2e-05, snr=-4.099133194525251),
Event(start_idx=310289, end_idx=310293, baseline_local=-30.007885292172432, delta_i=-0.02216960848056715, dwell_time_s=4e-05, snr=-4.107740842885101),
Event(start_idx=311349, end_idx=311354, baseline_local=-30.0079459939152, delta_i=-0.022930417244333513, dwell_time_s=5e-05, snr=-4.248708836762279),
Event(start_idx=314566, end_idx=314573, baseline_local=-30.008502991870046, delta_i=-0.023901998143108876, dwell_time_s=7e-05, snr=-4.428730172888486),
Event(start_idx=314608, end_idx=314613, baseline_local=-30.008502991870046, delta_i=-0.022816762950242264, dwell_time_s=5e-05, snr=-4.227650170515776),
Event(start_idx=314632, end_idx=314636, baseline_local=-30.00851860269904, delta_i=-0.022513358111154957, dwell_time_s=4e-05, snr=-4.171433189934438),
Event(start_idx=315554, end_idx=315557, baseline_local=-30.008641930297017, delta_i=-0.021966727326647135, dwell_time_s=3e-05, snr=-4.070149597061369),
Event(start_idx=318127, end_idx=318129, baseline_local=-30.00891797989607, delta_i=-0.021679142006178154, dwell_time_s=2e-05, snr=-4.016863768051798),
Event(start_idx=318864, end_idx=318865, baseline_local=-30.008661651983857, delta_i=-0.021769654575564346, dwell_time_s=1e-05, snr=-4.033634572930379),
Event(start_idx=319750, end_idx=319755, baseline_local=-30.00883709639311, delta_i=-0.023048499787910258, dwell_time_s=5e-05, snr=-4.270588000190317),
Event(start_idx=320055, end_idx=320058, baseline_local=-30.008800813928246, delta_i=-0.02282734197251557, dwell_time_s=3e-05, snr=-4.229610326100298),
Event(start_idx=320719, end_idx=320725, baseline_local=-30.008667685091496, delta_i=-0.02289579401735864, dwell_time_s=6e-05, snr=-4.242293601974446),
Event(start_idx=321232, end_idx=321235, baseline_local=-30.008665258064866, delta_i=-0.02201686305837332, dwell_time_s=3e-05, snr=-4.079439097734333),
Event(start_idx=322605, end_idx=322611, baseline_local=-30.008960609324276, delta_i=-0.023016458767339525, dwell_time_s=6e-05, snr=-4.264651214749948),
Event(start_idx=323873, end_idx=323876, baseline_local=-30.008810428902507, delta_i=-0.02219284841097154, dwell_time_s=3e-05, snr=-4.112046900495076),
Event(start_idx=323994, end_idx=323999, baseline_local=-30.008804505690932, delta_i=-0.022831753746413597, dwell_time_s=5e-05, snr=-4.230427770569215),
Event(start_idx=325039, end_idx=325044, baseline_local=-30.008707470074295, delta_i=-0.02231606054092481, dwell_time_s=5e-05, snr=-4.134876509732044),
Event(start_idx=327960, end_idx=327966, baseline_local=-30.008649902418256, delta_i=-0.02380936939281734, dwell_time_s=6e-05, snr=-4.411567267141572),
Event(start_idx=328102, end_idx=328109, baseline_local=-30.008693194016814, delta_i=-0.023244275876939873, dwell_time_s=7e-05, snr=-4.306862769664582),
Event(start_idx=328247, end_idx=328254, baseline_local=-30.008673014119267, delta_i=-0.024044251663456504, dwell_time_s=7e-05, snr=-4.455087904739652),
Event(start_idx=329781, end_idx=329785, baseline_local=-30.008686017710716, delta_i=-0.022046127300768603, dwell_time_s=4e-05, snr=-4.084861382202215),
Event(start_idx=330347, end_idx=330349, baseline_local=-30.00876305811107, delta_i=-0.021895719241911138, dwell_time_s=2e-05, snr=-4.056992720154825),
Event(start_idx=330790, end_idx=330792, baseline_local=-30.008767692372203, delta_i=-0.021942195117617302, dwell_time_s=2e-05, snr=-4.06560409698696),
Event(start_idx=330954, end_idx=330966, baseline_local=-30.008736334741116, delta_i=-0.025223910798104043, dwell_time_s=0.00012, snr=-4.673663438553058),
Event(start_idx=332388, end_idx=332394, baseline_local=-30.008452500837546, delta_i=-0.02639299425535076, dwell_time_s=6e-05, snr=-4.8902794365434215),
Event(start_idx=333607, end_idx=333609, baseline_local=-30.008360110223293, delta_i=-0.021895716779681607, dwell_time_s=2e-05, snr=-4.056992263935635),
Event(start_idx=333967, end_idx=333970, baseline_local=-30.008356016129255, delta_i=-0.021959222419506357, dwell_time_s=3e-05, snr=-4.068759035130099),
Event(start_idx=335805, end_idx=335812, baseline_local=-30.00838862625616, delta_i=-0.022788390921245343, dwell_time_s=7e-05, snr=-4.222393201615837),
Event(start_idx=336928, end_idx=336937, baseline_local=-30.00838121585548, delta_i=-0.02493882806331587, dwell_time_s=9e-05, snr=-4.620841306203845),
Event(start_idx=338247, end_idx=338250, baseline_local=-30.008698605000973, delta_i=-0.02193702329835408, dwell_time_s=3e-05, snr=-4.0646458259720175),
Event(start_idx=342080, end_idx=342089, baseline_local=-30.008567148819566, delta_i=-0.026730485044835304, dwell_time_s=9e-05, snr=-4.952812101532899),
Event(start_idx=342178, end_idx=342182, baseline_local=-30.008585587143898, delta_i=-0.02320405544787718, dwell_time_s=4e-05, snr=-4.299410445942942),
Event(start_idx=343275, end_idx=343278, baseline_local=-30.008577177921932, delta_i=-0.021807688504244045, dwell_time_s=3e-05, snr=-4.040681766496739),
Event(start_idx=343635, end_idx=343639, baseline_local=-30.008544711396098, delta_i=-0.023017961183199986, dwell_time_s=4e-05, snr=-4.264929592917899),
Event(start_idx=345409, end_idx=345414, baseline_local=-30.00844480097294, delta_i=-0.02270955127223715, dwell_time_s=5e-05, snr=-4.207785237449327),
Event(start_idx=347742, end_idx=347749, baseline_local=-30.00830851521875, delta_i=-0.023657971345853315, dwell_time_s=7e-05, snr=-4.383515173141252),
Event(start_idx=348976, end_idx=348979, baseline_local=-30.00798667035997, delta_i=-0.022409021000233526, dwell_time_s=3e-05, snr=-4.152100876856547),
Event(start_idx=349914, end_idx=349917, baseline_local=-30.00830912590027, delta_i=-0.022096842838588298, dwell_time_s=3e-05, snr=-4.094258313422423),
Event(start_idx=349981, end_idx=349989, baseline_local=-30.00827874056995, delta_i=-0.02463412038463275, dwell_time_s=8e-05, snr=-4.564382926347273),
Event(start_idx=351045, end_idx=351053, baseline_local=-30.008177092764527, delta_i=-0.024707219364984212, dwell_time_s=8e-05, snr=-4.577927219085963),
Event(start_idx=351315, end_idx=351317, baseline_local=-30.008179612457752, delta_i=-0.0216344823622876, dwell_time_s=2e-05, snr=-4.008588915412937),
Event(start_idx=351377, end_idx=351383, baseline_local=-30.008243085816503, delta_i=-0.022816371147200698, dwell_time_s=6e-05, snr=-4.227577574495075),
Event(start_idx=351587, end_idx=351592, baseline_local=-30.008243391290307, delta_i=-0.023444218575059496, dwell_time_s=5e-05, snr=-4.3439095577493845),
Event(start_idx=352314, end_idx=352322, baseline_local=-30.008140843361616, delta_i=-0.02430989098468217, dwell_time_s=8e-05, snr=-4.504307424797095),
Event(start_idx=353297, end_idx=353301, baseline_local=-30.00825758371502, delta_i=-0.022129259812800228, dwell_time_s=4e-05, snr=-4.100264758195222),
Event(start_idx=353505, end_idx=353509, baseline_local=-30.008274683728814, delta_i=-0.022978315709565322, dwell_time_s=4e-05, snr=-4.257583800978119),
Event(start_idx=354587, end_idx=354593, baseline_local=-30.0084370393306, delta_i=-0.023972255863100145, dwell_time_s=6e-05, snr=-4.441748016942388),
Event(start_idx=354926, end_idx=354932, baseline_local=-30.008516589179635, delta_i=-0.022842749327007066, dwell_time_s=6e-05, snr=-4.2324651090064105),
Event(start_idx=356638, end_idx=356641, baseline_local=-30.00832230038941, delta_i=-0.022123748643783376, dwell_time_s=3e-05, snr=-4.0992436100733505),
Event(start_idx=359200, end_idx=359205, baseline_local=-30.008653374388814, delta_i=-0.02277502451397595, dwell_time_s=5e-05, snr=-4.219916579752566),
Event(start_idx=359227, end_idx=359228, baseline_local=-30.00862581655383, delta_i=-0.021836059554516396, dwell_time_s=1e-05, snr=-4.045938554051713),
Event(start_idx=362002, end_idx=362003, baseline_local=-30.00866760313511, delta_i=-0.02164071839888493, dwell_time_s=1e-05, snr=-4.009744372093691),
Event(start_idx=362656, end_idx=362660, baseline_local=-30.008683692663908, delta_i=-0.02310766808329845, dwell_time_s=4e-05, snr=-4.281551117729493),
Event(start_idx=363124, end_idx=363126, baseline_local=-30.008801694959402, delta_i=-0.02165061727509965, dwell_time_s=2e-05, snr=-4.011578505437161),
Event(start_idx=363384, end_idx=363394, baseline_local=-30.00873025879264, delta_i=-0.023576004934739103, dwell_time_s=0.0001, snr=-4.368327860520297),
Event(start_idx=363451, end_idx=363457, baseline_local=-30.00873025879264, delta_i=-0.023752721064511206, dwell_time_s=6e-05, snr=-4.401071066810915),
Event(start_idx=363649, end_idx=363656, baseline_local=-30.008779073134065, delta_i=-0.022541367309713678, dwell_time_s=7e-05, snr=-4.176622931061215),
Event(start_idx=364184, end_idx=364186, baseline_local=-30.008673645555973, delta_i=-0.021722597135294563, dwell_time_s=2e-05, snr=-4.024915439729301),
Event(start_idx=366727, end_idx=366729, baseline_local=-30.00876451842487, delta_i=-0.021638005359363888, dwell_time_s=2e-05, snr=-4.009241681066977),
Event(start_idx=367031, end_idx=367036, baseline_local=-30.00871643051505, delta_i=-0.023181733403453107, dwell_time_s=5e-05, snr=-4.295274460697292),
Event(start_idx=367174, end_idx=367177, baseline_local=-30.008834205567837, delta_i=-0.02175477819385681, dwell_time_s=3e-05, snr=-4.030878172392772),
Event(start_idx=367349, end_idx=367353, baseline_local=-30.00882225111127, delta_i=-0.022933517898536593, dwell_time_s=4e-05, snr=-4.24928334776101),
Event(start_idx=367653, end_idx=367659, baseline_local=-30.0087676551193, delta_i=-0.023524864054706995, dwell_time_s=6e-05, snr=-4.358852118906134),
Event(start_idx=367810, end_idx=367813, baseline_local=-30.008706582710147, delta_i=-0.021956859816630942, dwell_time_s=3e-05, snr=-4.06832127546757),
Event(start_idx=367944, end_idx=367950, baseline_local=-30.008649547273915, delta_i=-0.02292059314928944, dwell_time_s=6e-05, snr=-4.246888559399587),
Event(start_idx=370230, end_idx=370235, baseline_local=-30.008259776979685, delta_i=-0.02320354160201532, dwell_time_s=5e-05, snr=-4.299315236970913),
Event(start_idx=370843, end_idx=370846, baseline_local=-30.00807286053896, delta_i=-0.02281237388357719, dwell_time_s=3e-05, snr=-4.226836933402542),
Event(start_idx=372304, end_idx=372307, baseline_local=-30.00815881602466, delta_i=-0.021860059653893888, dwell_time_s=3e-05, snr=-4.050385461110656),
Event(start_idx=372397, end_idx=372405, baseline_local=-30.0081084407866, delta_i=-0.02419553783789752, dwell_time_s=8e-05, snr=-4.483119270212791),
Event(start_idx=373639, end_idx=373645, baseline_local=-30.007780853658915, delta_i=-0.02377974183847679, dwell_time_s=6e-05, snr=-4.406077665683515),
Event(start_idx=374468, end_idx=374470, baseline_local=-30.007849292829633, delta_i=-0.021727347811520303, dwell_time_s=2e-05, snr=-4.02579567840293),
Event(start_idx=377263, end_idx=377267, baseline_local=-30.007614003494382, delta_i=-0.02310482261998459, dwell_time_s=4e-05, snr=-4.281023890291917),
Event(start_idx=378605, end_idx=378611, baseline_local=-30.007647402584553, delta_i=-0.024116262198958793, dwell_time_s=6e-05, snr=-4.468430522768295),
Event(start_idx=379971, end_idx=379976, baseline_local=-30.00777087211609, delta_i=-0.022538466980586237, dwell_time_s=5e-05, snr=-4.176085537700162),
Event(start_idx=383097, end_idx=383102, baseline_local=-30.007822319865227, delta_i=-0.02355632559501828, dwell_time_s=5e-05, snr=-4.364681534172084),
Event(start_idx=383970, end_idx=383973, baseline_local=-30.00799283757806, delta_i=-0.02232317742603603, dwell_time_s=3e-05, snr=-4.136195176215086),
Event(start_idx=385548, end_idx=385551, baseline_local=-30.008260210976005, delta_i=-0.02193220588787881, dwell_time_s=3e-05, snr=-4.0637532223077),
Event(start_idx=386326, end_idx=386329, baseline_local=-30.008379980921745, delta_i=-0.021836407440180967, dwell_time_s=3e-05, snr=-4.046003012752203),
Event(start_idx=389577, end_idx=389582, baseline_local=-30.00878059230745, delta_i=-0.022871277079229913, dwell_time_s=5e-05, snr=-4.237750931399901),
Event(start_idx=390033, end_idx=390036, baseline_local=-30.008751725777984, delta_i=-0.021898058157148625, dwell_time_s=3e-05, snr=-4.057426090805348),
Event(start_idx=391559, end_idx=391562, baseline_local=-30.008567228913307, delta_i=-0.02281426054378244, dwell_time_s=3e-05, snr=-4.227186507062742),
Event(start_idx=391736, end_idx=391740, baseline_local=-30.00857157073915, delta_i=-0.021949645600443546, dwell_time_s=4e-05, snr=-4.0669845747987985),
Event(start_idx=395381, end_idx=395386, baseline_local=-30.00822589546442, delta_i=-0.022108363009010645, dwell_time_s=5e-05, snr=-4.096392851549353),
Event(start_idx=397860, end_idx=397863, baseline_local=-30.00800532102585, delta_i=-0.02260906652812385, dwell_time_s=3e-05, snr=-4.18916671796384),
Event(start_idx=401130, end_idx=401134, baseline_local=-30.008310820907354, delta_i=-0.023365701078319034, dwell_time_s=4e-05, snr=-4.329361284218771),
Event(start_idx=402445, end_idx=402447, baseline_local=-30.00836332887411, delta_i=-0.021773803142423276, dwell_time_s=2e-05, snr=-4.034403248549563),
Event(start_idx=403655, end_idx=403658, baseline_local=-30.00833153538406, delta_i=-0.021836639653277718, dwell_time_s=3e-05, snr=-4.046046038826506),
Event(start_idx=404760, end_idx=404764, baseline_local=-30.00853499956429, delta_i=-0.022352515915599724, dwell_time_s=4e-05, snr=-4.141631217720058),
Event(start_idx=410533, end_idx=410535, baseline_local=-30.008819822221994, delta_i=-0.02185888925123436, dwell_time_s=2e-05, snr=-4.050168600681596),
Event(start_idx=410705, end_idx=410708, baseline_local=-30.00886334851384, delta_i=-0.021939321535986284, dwell_time_s=3e-05, snr=-4.0650716595899965),
Event(start_idx=411654, end_idx=411659, baseline_local=-30.00896825827658, delta_i=-0.0221944838474883, dwell_time_s=5e-05, snr=-4.112349925664949),
Event(start_idx=413148, end_idx=413153, baseline_local=-30.009056785330177, delta_i=-0.022798066040468256, dwell_time_s=5e-05, snr=-4.224185875691546),
Event(start_idx=416866, end_idx=416868, baseline_local=-30.009256827645004, delta_i=-0.021792198666389595, dwell_time_s=2e-05, snr=-4.0378117004935365),
Event(start_idx=418699, end_idx=418702, baseline_local=-30.00927153043449, delta_i=-0.022170606406234583, dwell_time_s=3e-05, snr=-4.107925745565087),
Event(start_idx=421041, end_idx=421046, baseline_local=-30.009335657581687, delta_i=-0.02211997887770849, dwell_time_s=5e-05, snr=-4.098545121325229),
Event(start_idx=421591, end_idx=421594, baseline_local=-30.00922861136496, delta_i=-0.02337464516676846, dwell_time_s=3e-05, snr=-4.331018507775889),
Event(start_idx=422391, end_idx=422395, baseline_local=-30.009256418794394, delta_i=-0.02302321200647839, dwell_time_s=4e-05, snr=-4.265902502351928),
Event(start_idx=423778, end_idx=423785, baseline_local=-30.009395921602845, delta_i=-0.023967168688679003, dwell_time_s=7e-05, snr=-4.440805429518577),
Event(start_idx=427182, end_idx=427186, baseline_local=-30.00907191261649, delta_i=-0.022907464176569192, dwell_time_s=4e-05, snr=-4.244455931078011),
Event(start_idx=427445, end_idx=427449, baseline_local=-30.00911523308605, delta_i=-0.022088122528202803, dwell_time_s=4e-05, snr=-4.092642553037456),
Event(start_idx=427912, end_idx=427916, baseline_local=-30.00889754667878, delta_i=-0.02278859169189218, dwell_time_s=4e-05, snr=-4.222430401812078),
Event(start_idx=427932, end_idx=427935, baseline_local=-30.00891470722854, delta_i=-0.02196685121543851, dwell_time_s=3e-05, snr=-4.070172552047189),
Event(start_idx=428125, end_idx=428128, baseline_local=-30.008930280804634, delta_i=-0.021723662075449585, dwell_time_s=3e-05, snr=-4.025112759324451),
Event(start_idx=429396, end_idx=429401, baseline_local=-30.008635457605124, delta_i=-0.02268994374444446, dwell_time_s=5e-05, snr=-4.204152216919775),
Event(start_idx=431691, end_idx=431694, baseline_local=-30.008381770923734, delta_i=-0.022343037887821993, dwell_time_s=3e-05, snr=-4.139875062132254),
Event(start_idx=437225, end_idx=437228, baseline_local=-30.008271301165223, delta_i=-0.021966007464622333, dwell_time_s=3e-05, snr=-4.070016215967016),
Event(start_idx=437622, end_idx=437625, baseline_local=-30.0083014536649, delta_i=-0.022363546854345866, dwell_time_s=3e-05, snr=-4.143675107564238),
Event(start_idx=437834, end_idx=437836, baseline_local=-30.00831140577793, delta_i=-0.02173206693987595, dwell_time_s=2e-05, snr=-4.026670071665503),
Event(start_idx=439246, end_idx=439248, baseline_local=-30.00823716633022, delta_i=-0.02191385193282258, dwell_time_s=2e-05, snr=-4.06035247254349),
Event(start_idx=439269, end_idx=439275, baseline_local=-30.00823716633022, delta_i=-0.023426215463056604, dwell_time_s=6e-05, snr=-4.340573814651433),
Event(start_idx=439393, end_idx=439401, baseline_local=-30.008247097954154, delta_i=-0.023980848371877528, dwell_time_s=8e-05, snr=-4.443340097347356),
Event(start_idx=439830, end_idx=439834, baseline_local=-30.0083014536649, delta_i=-0.02245757320008579, dwell_time_s=4e-05, snr=-4.161096969616592),
Event(start_idx=440203, end_idx=440205, baseline_local=-30.00833360478282, delta_i=-0.021868969082333933, dwell_time_s=2e-05, snr=-4.052036262617683),
Event(start_idx=440987, end_idx=440991, baseline_local=-30.00826304592192, delta_i=-0.022646437052230795, dwell_time_s=4e-05, snr=-4.1960909912692825),
Event(start_idx=443482, end_idx=443486, baseline_local=-30.00810408964753, delta_i=-0.022963129936329096, dwell_time_s=4e-05, snr=-4.254770074204012),
Event(start_idx=443722, end_idx=443730, baseline_local=-30.008118513971567, delta_i=-0.022724571759681567, dwell_time_s=8e-05, snr=-4.21056833891048),
Event(start_idx=443854, end_idx=443858, baseline_local=-30.008089144714177, delta_i=-0.022227772644100696, dwell_time_s=4e-05, snr=-4.118517907818315),
Event(start_idx=445197, end_idx=445202, baseline_local=-30.00812167674303, delta_i=-0.022816797766608943, dwell_time_s=5e-05, snr=-4.227656621536846),
Event(start_idx=448112, end_idx=448115, baseline_local=-30.0081078261137, delta_i=-0.022168822871359833, dwell_time_s=3e-05, snr=-4.107595279690773),
Event(start_idx=453188, end_idx=453191, baseline_local=-30.00881846062839, delta_i=-0.02194070839126046, dwell_time_s=3e-05, snr=-4.065328625880488),
Event(start_idx=458662, end_idx=458664, baseline_local=-30.008572448045015, delta_i=-0.021849795563639418, dwell_time_s=2e-05, snr=-4.048483658343579),
Event(start_idx=459035, end_idx=459047, baseline_local=-30.008444033563137, delta_i=-0.027332760323664235, dwell_time_s=0.00012, snr=-5.06440589732204),
Event(start_idx=459384, end_idx=459386, baseline_local=-30.008449537679553, delta_i=-0.02174142194144224, dwell_time_s=2e-05, snr=-4.028403432092359),
Event(start_idx=459823, end_idx=459825, baseline_local=-30.008478842675686, delta_i=-0.021815247192307652, dwell_time_s=2e-05, snr=-4.042082293335304),
Event(start_idx=460049, end_idx=460056, baseline_local=-30.00834323093295, delta_i=-0.024029864681064543, dwell_time_s=7e-05, snr=-4.452422183546194),
Event(start_idx=460992, end_idx=460993, baseline_local=-30.008226066827774, delta_i=-0.021761242098364164, dwell_time_s=1e-05, snr=-4.0320758500411),
Event(start_idx=462232, end_idx=462238, baseline_local=-30.007836120203137, delta_i=-0.023262752371389677, dwell_time_s=6e-05, snr=-4.310286224388706),
Event(start_idx=462413, end_idx=462416, baseline_local=-30.007821472361684, delta_i=-0.02171975352030131, dwell_time_s=3e-05, snr=-4.024388554761555),
Event(start_idx=464581, end_idx=464585, baseline_local=-30.007334848865867, delta_i=-0.022993974918449567, dwell_time_s=4e-05, snr=-4.260485249235875),
Event(start_idx=468578, end_idx=468581, baseline_local=-30.007685201242566, delta_i=-0.02198062360730546, dwell_time_s=3e-05, snr=-4.072724397589508),
Event(start_idx=471222, end_idx=471225, baseline_local=-30.008097460493445, delta_i=-0.021871942738774425, dwell_time_s=3e-05, snr=-4.052587242578562),
Event(start_idx=473223, end_idx=473225, baseline_local=-30.008435918949544, delta_i=-0.021974446505282685, dwell_time_s=2e-05, snr=-4.071579860720854),
Event(start_idx=473254, end_idx=473258, baseline_local=-30.00841498747468, delta_i=-0.02208946978282711, dwell_time_s=4e-05, snr=-4.09289218184127),
Event(start_idx=474011, end_idx=474013, baseline_local=-30.008605426177382, delta_i=-0.02174109788734313, dwell_time_s=2e-05, snr=-4.028343389071781),
Event(start_idx=476106, end_idx=476108, baseline_local=-30.008403673768044, delta_i=-0.022001716529757687, dwell_time_s=2e-05, snr=-4.076632642479297),
Event(start_idx=478229, end_idx=478234, baseline_local=-30.00865551456809, delta_i=-0.02222890245702729, dwell_time_s=5e-05, snr=-4.118727247496436),
Event(start_idx=478438, end_idx=478442, baseline_local=-30.008651402313262, delta_i=-0.022565888005146917, dwell_time_s=4e-05, snr=-4.181166297815542),
Event(start_idx=479020, end_idx=479028, baseline_local=-30.008741098223254, delta_i=-0.024647549195663032, dwell_time_s=8e-05, snr=-4.566871110817865),
Event(start_idx=479513, end_idx=479516, baseline_local=-30.00871408296128, delta_i=-0.022310048516070918, dwell_time_s=3e-05, snr=-4.133762559521222),
Event(start_idx=481054, end_idx=481064, baseline_local=-30.008371567726137, delta_i=-0.02590205221067663, dwell_time_s=0.0001, snr=-4.799314244705903),
Event(start_idx=483724, end_idx=483726, baseline_local=-30.0083442684263, delta_i=-0.021954557582148482, dwell_time_s=2e-05, snr=-4.0678947012850895),
Event(start_idx=483806, end_idx=483809, baseline_local=-30.008270213380456, delta_i=-0.02206823568879675, dwell_time_s=3e-05, snr=-4.088957779689485),
Event(start_idx=483888, end_idx=483892, baseline_local=-30.00827398709953, delta_i=-0.02293995689933581, dwell_time_s=4e-05, snr=-4.2504764110753),
Event(start_idx=483957, end_idx=483962, baseline_local=-30.00826170295477, delta_i=-0.022623468574511207, dwell_time_s=5e-05, snr=-4.191835230320218),
Event(start_idx=485650, end_idx=485655, baseline_local=-30.00838318951428, delta_i=-0.02280572572899473, dwell_time_s=5e-05, snr=-4.225605116605592),
Event(start_idx=487204, end_idx=487207, baseline_local=-30.008474687114358, delta_i=-0.022171710642851394, dwell_time_s=3e-05, snr=-4.108130346284809),
Event(start_idx=487528, end_idx=487535, baseline_local=-30.00853956490755, delta_i=-0.02369972980165715, dwell_time_s=7e-05, snr=-4.391252473265049),
Event(start_idx=488350, end_idx=488357, baseline_local=-30.008302982896566, delta_i=-0.02453743509119834, dwell_time_s=7e-05, snr=-4.546468395781927),
Event(start_idx=489421, end_idx=489423, baseline_local=-30.00815080665052, delta_i=-0.022210302494613643, dwell_time_s=2e-05, snr=-4.115280915760373),
Event(start_idx=490384, end_idx=490386, baseline_local=-30.007967903278768, delta_i=-0.021649470460488374, dwell_time_s=2e-05, snr=-4.011366015567432),
Event(start_idx=491184, end_idx=491191, baseline_local=-30.007977830512182, delta_i=-0.02409625346834738, dwell_time_s=7e-05, snr=-4.464723164561278),
Event(start_idx=494368, end_idx=494374, baseline_local=-30.007792172953486, delta_i=-0.02283707576392165, dwell_time_s=6e-05, snr=-4.231413871370388),
Event(start_idx=495072, end_idx=495077, baseline_local=-30.007844258099794, delta_i=-0.023197524559782322, dwell_time_s=5e-05, snr=-4.298200357104834),
Event(start_idx=500705, end_idx=500710, baseline_local=-30.008458506315947, delta_i=-0.023761497279519973, dwell_time_s=5e-05, snr=-4.402697185597318),
Event(start_idx=503486, end_idx=503490, baseline_local=-30.008456779643893, delta_i=-0.02211593802189782, dwell_time_s=4e-05, snr=-4.097796403165941),
Event(start_idx=504712, end_idx=504717, baseline_local=-30.008596858009696, delta_i=-0.023193023967269254, dwell_time_s=5e-05, snr=-4.2973664556988025),
Event(start_idx=504980, end_idx=504981, baseline_local=-30.008596858009696, delta_i=-0.021675392231827573, dwell_time_s=1e-05, snr=-4.016168983510836),
Event(start_idx=508175, end_idx=508180, baseline_local=-30.00818147137761, delta_i=-0.022533377477338946, dwell_time_s=5e-05, snr=-4.175142518775077),
Event(start_idx=508265, end_idx=508272, baseline_local=-30.008158847157443, delta_i=-0.024620564718329012, dwell_time_s=7e-05, snr=-4.561871237240214),
Event(start_idx=509536, end_idx=509537, baseline_local=-30.007993020117283, delta_i=-0.021733253001002595, dwell_time_s=1e-05, snr=-4.02688983340538),
Event(start_idx=510617, end_idx=510621, baseline_local=-30.007868321612477, delta_i=-0.02201956280180184, dwell_time_s=4e-05, snr=-4.079939325167595),
Event(start_idx=511670, end_idx=511672, baseline_local=-30.007910426706076, delta_i=-0.021863363276679593, dwell_time_s=2e-05, snr=-4.050997579554616),
Event(start_idx=512618, end_idx=512621, baseline_local=-30.007892906665802, delta_i=-0.02283622125636005, dwell_time_s=3e-05, snr=-4.231255542204837),
Event(start_idx=514116, end_idx=514119, baseline_local=-30.007813272997737, delta_i=-0.021868558428195684, dwell_time_s=3e-05, snr=-4.051960173733323),
Event(start_idx=514384, end_idx=514389, baseline_local=-30.007751094177365, delta_i=-0.022468007633142405, dwell_time_s=5e-05, snr=-4.163030334695032),
Event(start_idx=518888, end_idx=518892, baseline_local=-30.007819077000022, delta_i=-0.022279806477513375, dwell_time_s=4e-05, snr=-4.128159102109522),
Event(start_idx=519712, end_idx=519716, baseline_local=-30.00780865503475, delta_i=-0.022953049994043795, dwell_time_s=4e-05, snr=-4.252902391666653),
Event(start_idx=522364, end_idx=522373, baseline_local=-30.007465654984117, delta_i=-0.0261072398166612, dwell_time_s=9e-05, snr=-4.8373328461753635),
Event(start_idx=524574, end_idx=524576, baseline_local=-30.0073421318084, delta_i=-0.02203141372842765, dwell_time_s=2e-05, snr=-4.082135148128092),
Event(start_idx=525112, end_idx=525113, baseline_local=-30.007294518873096, delta_i=-0.021642967709794902, dwell_time_s=1e-05, snr=-4.010161140224772),
Event(start_idx=525529, end_idx=525532, baseline_local=-30.00727104768157, delta_i=-0.021718760874440097, dwell_time_s=3e-05, snr=-4.024204630361167),
Event(start_idx=525768, end_idx=525775, baseline_local=-30.007365752011538, delta_i=-0.023941646318105216, dwell_time_s=7e-05, snr=-4.436076465355539),
Event(start_idx=526351, end_idx=526361, baseline_local=-30.00730961933732, delta_i=-0.02423310302615391, dwell_time_s=0.0001, snr=-4.49007961225973),
Event(start_idx=526772, end_idx=526782, baseline_local=-30.00727561209351, delta_i=-0.02330626962639144, dwell_time_s=0.0001, snr=-4.3183494071868),
Event(start_idx=527086, end_idx=527087, baseline_local=-30.007262285798788, delta_i=-0.021737840480909654, dwell_time_s=1e-05, snr=-4.02773983391832),
Event(start_idx=529687, end_idx=529689, baseline_local=-30.00646989606321, delta_i=-0.021992031561239855, dwell_time_s=2e-05, snr=-4.074838143457016),
Event(start_idx=529741, end_idx=529747, baseline_local=-30.00642886199057, delta_i=-0.022716282334613425, dwell_time_s=6e-05, snr=-4.2090324159849),
Event(start_idx=533521, end_idx=533526, baseline_local=-30.006749534979463, delta_i=-0.02285597615491497, dwell_time_s=5e-05, snr=-4.234915868624775),
Event(start_idx=533646, end_idx=533647, baseline_local=-30.0067780315876, delta_i=-0.021657092301211378, dwell_time_s=1e-05, snr=-4.012778243774498),
Event(start_idx=535548, end_idx=535551, baseline_local=-30.00692497752607, delta_i=-0.02285576023981169, dwell_time_s=3e-05, snr=-4.234875862357225),
Event(start_idx=537434, end_idx=537436, baseline_local=-30.00685998890549, delta_i=-0.02199215964310497, dwell_time_s=2e-05, snr=-4.074861875365002),
Event(start_idx=538691, end_idx=538698, baseline_local=-30.006935366030252, delta_i=-0.023208299588467134, dwell_time_s=7e-05, snr=-4.300196830134597),
Event(start_idx=538798, end_idx=538803, baseline_local=-30.006974266842008, delta_i=-0.02285715622647331, dwell_time_s=5e-05, snr=-4.235134520575348),
Event(start_idx=541128, end_idx=541133, baseline_local=-30.00697483159602, delta_i=-0.022579847696579235, dwell_time_s=5e-05, snr=-4.183752847537468),
Event(start_idx=541198, end_idx=541202, baseline_local=-30.007048135623336, delta_i=-0.021836087654151015, dwell_time_s=4e-05, snr=-4.045943760549469),
Event(start_idx=542405, end_idx=542414, baseline_local=-30.007218282669783, delta_i=-0.022334335123206175, dwell_time_s=9e-05, snr=-4.138262552750785),
Event(start_idx=542480, end_idx=542482, baseline_local=-30.007105169817805, delta_i=-0.021786813700828134, dwell_time_s=2e-05, snr=-4.036813936234698),
Event(start_idx=542756, end_idx=542760, baseline_local=-30.00721536949277, delta_i=-0.02221892469708564, dwell_time_s=4e-05, snr=-4.116878498021733),
Event(start_idx=543788, end_idx=543791, baseline_local=-30.007553913320105, delta_i=-0.021747777422964038, dwell_time_s=3e-05, snr=-4.029581020368046),
Event(start_idx=544196, end_idx=544199, baseline_local=-30.007604090496898, delta_i=-0.021869164507431076, dwell_time_s=3e-05, snr=-4.052072472352915),
Event(start_idx=546249, end_idx=546252, baseline_local=-30.007680183276534, delta_i=-0.022482653526367358, dwell_time_s=3e-05, snr=-4.165744028706968),
Event(start_idx=546477, end_idx=546480, baseline_local=-30.007716784253716, delta_i=-0.02232340711573973, dwell_time_s=3e-05, snr=-4.136237734737394),
Event(start_idx=546934, end_idx=546938, baseline_local=-30.007733449339867, delta_i=-0.02243167302265192, dwell_time_s=4e-05, snr=-4.156298002743707),
Event(start_idx=551021, end_idx=551025, baseline_local=-30.00776993110776, delta_i=-0.023010287396459717, dwell_time_s=4e-05, snr=-4.263507739787736),
Event(start_idx=551701, end_idx=551705, baseline_local=-30.007882156874985, delta_i=-0.022372106237298794, dwell_time_s=4e-05, snr=-4.145261050183679),
Event(start_idx=552145, end_idx=552148, baseline_local=-30.007916659116745, delta_i=-0.022495520614180958, dwell_time_s=3e-05, snr=-4.168128133152801),
Event(start_idx=552995, end_idx=553001, baseline_local=-30.007829517436523, delta_i=-0.022863663102574112, dwell_time_s=6e-05, snr=-4.2363401603024675),
Event(start_idx=553844, end_idx=553846, baseline_local=-30.007695071399212, delta_i=-0.021718028690656865, dwell_time_s=2e-05, snr=-4.024068966204829),
Event(start_idx=555487, end_idx=555490, baseline_local=-30.00758845731616, delta_i=-0.022006261206570343, dwell_time_s=3e-05, snr=-4.077474712134133),
Event(start_idx=556414, end_idx=556416, baseline_local=-30.007634058594704, delta_i=-0.021753878110757796, dwell_time_s=2e-05, snr=-4.030711398671393),
Event(start_idx=557162, end_idx=557167, baseline_local=-30.007629547268152, delta_i=-0.023584775066683505, dwell_time_s=5e-05, snr=-4.369952852193789),
Event(start_idx=557909, end_idx=557913, baseline_local=-30.00756185920909, delta_i=-0.022505146897401573, dwell_time_s=4e-05, snr=-4.169911758550839),
Event(start_idx=558549, end_idx=558554, baseline_local=-30.00756411626935, delta_i=-0.02334189474995583, dwell_time_s=5e-05, snr=-4.324950280414964),
Event(start_idx=559879, end_idx=559885, baseline_local=-30.007533542190988, delta_i=-0.0230343430831302, dwell_time_s=6e-05, snr=-4.267964946450929),
Event(start_idx=560090, end_idx=560094, baseline_local=-30.007523253560066, delta_i=-0.023342536428913263, dwell_time_s=4e-05, snr=-4.325069175201212),
Event(start_idx=562198, end_idx=562199, baseline_local=-30.007339116185904, delta_i=-0.021760734969575424, dwell_time_s=1e-05, snr=-4.031981885655579),
Event(start_idx=562275, end_idx=562278, baseline_local=-30.007340855896473, delta_i=-0.02204280750735658, dwell_time_s=3e-05, snr=-4.084246267550982),
Event(start_idx=562388, end_idx=562389, baseline_local=-30.007343858480453, delta_i=-0.021763953368008515, dwell_time_s=1e-05, snr=-4.0325782131326235),
Event(start_idx=562504, end_idx=562506, baseline_local=-30.007347282022238, delta_i=-0.021889433608976105, dwell_time_s=2e-05, snr=-4.055828073916112),
Event(start_idx=565695, end_idx=565700, baseline_local=-30.007593248039484, delta_i=-0.023088974773872905, dwell_time_s=5e-05, snr=-4.278087490003125),
Event(start_idx=566004, end_idx=566010, baseline_local=-30.00757755773763, delta_i=-0.024631161969637105, dwell_time_s=6e-05, snr=-4.563834770428395),
Event(start_idx=567513, end_idx=567519, baseline_local=-30.00789838905136, delta_i=-0.02207100542432272, dwell_time_s=6e-05, snr=-4.089470975750389),
Event(start_idx=568457, end_idx=568463, baseline_local=-30.007954254746437, delta_i=-0.024886600967117072, dwell_time_s=6e-05, snr=-4.611164302825588),
Event(start_idx=571155, end_idx=571156, baseline_local=-30.00803141668439, delta_i=-0.021802132544053165, dwell_time_s=1e-05, snr=-4.039652319151401),
Event(start_idx=572777, end_idx=572778, baseline_local=-30.008210755884647, delta_i=-0.02165792329924443, dwell_time_s=1e-05, snr=-4.012932216929402),
Event(start_idx=574331, end_idx=574338, baseline_local=-30.008394319564104, delta_i=-0.02436078724037673, dwell_time_s=7e-05, snr=-4.513737840695045),
Event(start_idx=574643, end_idx=574644, baseline_local=-30.00839837267995, delta_i=-0.021708248358208948, dwell_time_s=1e-05, snr=-4.022256797483467),
Event(start_idx=574729, end_idx=574738, baseline_local=-30.008413538336754, delta_i=-0.024786195488913008, dwell_time_s=9e-05, snr=-4.592560470284758),
Event(start_idx=575724, end_idx=575731, baseline_local=-30.00854121255023, delta_i=-0.02383285661543206, dwell_time_s=7e-05, snr=-4.415919144789974),
Event(start_idx=576037, end_idx=576040, baseline_local=-30.008538596332073, delta_i=-0.022098946256392082, dwell_time_s=3e-05, snr=-4.094648049453613),
Event(start_idx=576498, end_idx=576501, baseline_local=-30.008534736931324, delta_i=-0.02232598671298547, dwell_time_s=3e-05, snr=-4.136715700641655),
Event(start_idx=578935, end_idx=578939, baseline_local=-30.008565868251026, delta_i=-0.023331098592620947, dwell_time_s=4e-05, snr=-4.322949892520448),
Event(start_idx=580757, end_idx=580760, baseline_local=-30.008893590420485, delta_i=-0.02238463831417903, dwell_time_s=3e-05, snr=-4.147583081449691),
Event(start_idx=581570, end_idx=581574, baseline_local=-30.00899960845709, delta_i=-0.022086037202825537, dwell_time_s=4e-05, snr=-4.092256169298185),
Event(start_idx=581638, end_idx=581641, baseline_local=-30.009008143097162, delta_i=-0.021801796665689228, dwell_time_s=3e-05, snr=-4.039590085247947),
Event(start_idx=581868, end_idx=581877, baseline_local=-30.009087562561035, delta_i=-0.026537066020258255, dwell_time_s=9e-05, snr=-4.916974065523261),
Event(start_idx=582956, end_idx=582958, baseline_local=-30.00902038998902, delta_i=-0.021724710136595604, dwell_time_s=2e-05, snr=-4.025306951458205),
Event(start_idx=583590, end_idx=583596, baseline_local=-30.009000968188047, delta_i=-0.02373026166977373, dwell_time_s=6e-05, snr=-4.39690963233405),
Event(start_idx=585966, end_idx=585971, baseline_local=-30.009019795805216, delta_i=-0.022237997806769272, dwell_time_s=5e-05, snr=-4.120412497808736),
Event(start_idx=586950, end_idx=586957, baseline_local=-30.00885211676359, delta_i=-0.02509349727935322, dwell_time_s=7e-05, snr=-4.649499505396246),
Event(start_idx=587289, end_idx=587291, baseline_local=-30.00876497477293, delta_i=-0.02173461637357832, dwell_time_s=2e-05, snr=-4.027142448656492),
Event(start_idx=588740, end_idx=588745, baseline_local=-30.008615158498287, delta_i=-0.024225231421678473, dwell_time_s=5e-05, snr=-4.488621106069549),
Event(start_idx=591534, end_idx=591540, baseline_local=-30.008610423654318, delta_i=-0.024079050855107198, dwell_time_s=6e-05, snr=-4.461535743499107),
Event(start_idx=593084, end_idx=593088, baseline_local=-30.008347414433956, delta_i=-0.022566379346244503, dwell_time_s=4e-05, snr=-4.181257336946707),
Event(start_idx=595901, end_idx=595902, baseline_local=-30.008020378649235, delta_i=-0.0216659631987568, dwell_time_s=1e-05, snr=-4.014421906006617),
Event(start_idx=599126, end_idx=599135, baseline_local=-30.00810105684731, delta_i=-0.026117570837312896, dwell_time_s=9e-05, snr=-4.839247050276751),
Event(start_idx=601636, end_idx=601638, baseline_local=-30.00783641077578, delta_i=-0.021872043015264353, dwell_time_s=2e-05, snr=-4.052605822511248),
Event(start_idx=601817, end_idx=601818, baseline_local=-30.007774461060762, delta_i=-0.02165411886107904, dwell_time_s=1e-05, snr=-4.012227303892715),
Event(start_idx=602530, end_idx=602531, baseline_local=-30.00768242031336, delta_i=-0.021726641026361904, dwell_time_s=1e-05, snr=-4.025664720282274),
Event(start_idx=604319, end_idx=604325, baseline_local=-30.00749484449625, delta_i=-0.02426808625614285, dwell_time_s=6e-05, snr=-4.496561550935714),
Event(start_idx=607440, end_idx=607444, baseline_local=-30.007388457655907, delta_i=-0.022560446480156315, dwell_time_s=4e-05, snr=-4.180158053828236),
Event(start_idx=611641, end_idx=611645, baseline_local=-30.00738436728716, delta_i=-0.02214778200118417, dwell_time_s=4e-05, snr=-4.1036966794125505),
Event(start_idx=614828, end_idx=614830, baseline_local=-30.00760830193758, delta_i=-0.022077055570662196, dwell_time_s=2e-05, snr=-4.090591989377937),
Event(start_idx=615413, end_idx=615415, baseline_local=-30.00768195465207, delta_i=-0.02205347826338766, dwell_time_s=2e-05, snr=-4.0862234202107475),
Event(start_idx=616636, end_idx=616641, baseline_local=-30.00785782188177, delta_i=-0.02216106740088435, dwell_time_s=5e-05, snr=-4.1061582916241655),
Event(start_idx=617385, end_idx=617389, baseline_local=-30.00795004889369, delta_i=-0.02267697010347547, dwell_time_s=4e-05, snr=-4.201748369556571),
Event(start_idx=618338, end_idx=618341, baseline_local=-30.007797982543707, delta_i=-0.022061598789453758, dwell_time_s=3e-05, snr=-4.087728048342393),
Event(start_idx=620193, end_idx=620200, baseline_local=-30.007829889655113, delta_i=-0.02300600584307436, dwell_time_s=7e-05, snr=-4.262714423490452),
Event(start_idx=621457, end_idx=621463, baseline_local=-30.00801331177354, delta_i=-0.023715981537255477, dwell_time_s=6e-05, snr=-4.394263709036016),
Event(start_idx=624146, end_idx=624152, baseline_local=-30.008014295250177, delta_i=-0.02265054473188381, dwell_time_s=6e-05, snr=-4.196852091019645),
Event(start_idx=626719, end_idx=626723, baseline_local=-30.007874496281147, delta_i=-0.02228488590685629, dwell_time_s=4e-05, snr=-4.129100254470815),
Event(start_idx=629422, end_idx=629425, baseline_local=-30.00790808101495, delta_i=-0.022374676886708283, dwell_time_s=3e-05, snr=-4.1457373581699635),
Event(start_idx=632988, end_idx=632993, baseline_local=-30.007810946553946, delta_i=-0.02279130419756257, dwell_time_s=5e-05, snr=-4.222932993923192),
Event(start_idx=634286, end_idx=634290, baseline_local=-30.00783011317253, delta_i=-0.022402680619052262, dwell_time_s=4e-05, snr=-4.150926086478062),
Event(start_idx=635434, end_idx=635435, baseline_local=-30.00763490051031, delta_i=-0.02179590703417489, dwell_time_s=1e-05, snr=-4.0384988129351225),
Event(start_idx=636683, end_idx=636687, baseline_local=-30.007563173770905, delta_i=-0.022497591677392847, dwell_time_s=4e-05, snr=-4.168511874297852),
Event(start_idx=640135, end_idx=640138, baseline_local=-30.007667239755392, delta_i=-0.02192006755406813, dwell_time_s=3e-05, snr=-4.061504146524409),
Event(start_idx=640468, end_idx=640475, baseline_local=-30.007621098309755, delta_i=-0.023300278926399187, dwell_time_s=7e-05, snr=-4.3172394081961905),
Event(start_idx=640636, end_idx=640641, baseline_local=-30.007595505565405, delta_i=-0.024364783179407823, dwell_time_s=5e-05, snr=-4.514478236357787),
Event(start_idx=643367, end_idx=643369, baseline_local=-30.007668752223253, delta_i=-0.021734745593221305, dwell_time_s=2e-05, snr=-4.027166391379958),
Event(start_idx=647410, end_idx=647413, baseline_local=-30.007947240024805, delta_i=-0.022077803238062188, dwell_time_s=3e-05, snr=-4.090730522447591),
Event(start_idx=647993, end_idx=648005, baseline_local=-30.00797927379608, delta_i=-0.025564224753528226, dwell_time_s=0.00012, snr=-4.736719199565935),
Event(start_idx=648450, end_idx=648455, baseline_local=-30.008018486201763, delta_i=-0.023232568722778523, dwell_time_s=5e-05, snr=-4.304693585876573),
Event(start_idx=649670, end_idx=649677, baseline_local=-30.008208353072405, delta_i=-0.024134718192077083, dwell_time_s=7e-05, snr=-4.471850178861657),
Event(start_idx=650741, end_idx=650745, baseline_local=-30.008205700665712, delta_i=-0.02242791624007623, dwell_time_s=4e-05, snr=-4.15560191966955),
Event(start_idx=655626, end_idx=655635, baseline_local=-30.007860332727432, delta_i=-0.023250933615397824, dwell_time_s=9e-05, snr=-4.308096362229328),
Event(start_idx=655805, end_idx=655806, baseline_local=-30.00789149105549, delta_i=-0.021768274908026797, dwell_time_s=1e-05, snr=-4.033378938434237),
Event(start_idx=656353, end_idx=656356, baseline_local=-30.007829248905182, delta_i=-0.021741257843435353, dwell_time_s=3e-05, snr=-4.028373026860543),
Event(start_idx=656956, end_idx=656961, baseline_local=-30.00777930393815, delta_i=-0.023340724481931828, dwell_time_s=5e-05, snr=-4.324733444932122),
Event(start_idx=657164, end_idx=657165, baseline_local=-30.00761417672038, delta_i=-0.021609793840980274, dwell_time_s=1e-05, snr=-4.004014452701363),
Event(start_idx=660936, end_idx=660940, baseline_local=-30.007114823907614, delta_i=-0.022443111269922156, dwell_time_s=4e-05, snr=-4.158417361573347),
Event(start_idx=661682, end_idx=661686, baseline_local=-30.007252633571625, delta_i=-0.022538582259130635, dwell_time_s=4e-05, snr=-4.176106897318919),
Event(start_idx=662174, end_idx=662186, baseline_local=-30.007281486255426, delta_i=-0.028504284930401507, dwell_time_s=0.00012, snr=-5.281474208643724),
Event(start_idx=663695, end_idx=663698, baseline_local=-30.00733745470643, delta_i=-0.02174255775601826, dwell_time_s=3e-05, snr=-4.0286138837982595),
Event(start_idx=664106, end_idx=664107, baseline_local=-30.007262356579304, delta_i=-0.021892273207413382, dwell_time_s=1e-05, snr=-4.0563542146681435),
Event(start_idx=664413, end_idx=664414, baseline_local=-30.007342785596848, delta_i=-0.021747567456259276, dwell_time_s=1e-05, snr=-4.029542116261573),
Event(start_idx=665699, end_idx=665705, baseline_local=-30.00752902776003, delta_i=-0.024340546132862073, dwell_time_s=6e-05, snr=-4.509987426062506),
Event(start_idx=666011, end_idx=666016, baseline_local=-30.007584121078253, delta_i=-0.0239622850998785, dwell_time_s=5e-05, snr=-4.439900563869134),
Event(start_idx=666183, end_idx=666185, baseline_local=-30.007584121078253, delta_i=-0.021750252115907642, dwell_time_s=2e-05, snr=-4.030039548866055),
Event(start_idx=667144, end_idx=667152, baseline_local=-30.007579443510622, delta_i=-0.02448937778706295, dwell_time_s=8e-05, snr=-4.537564000777887),
Event(start_idx=667714, end_idx=667718, baseline_local=-30.00754025951028, delta_i=-0.022337370698096493, dwell_time_s=4e-05, snr=-4.138825005397142),
Event(start_idx=669218, end_idx=669222, baseline_local=-30.007588405162096, delta_i=-0.02299162085887474, dwell_time_s=4e-05, snr=-4.260049072536112),
Event(start_idx=670509, end_idx=670514, baseline_local=-30.007409565150738, delta_i=-0.02370543965116667, dwell_time_s=5e-05, snr=-4.392310434304711),
Event(start_idx=670934, end_idx=670938, baseline_local=-30.007473330944777, delta_i=-0.02277269178421193, dwell_time_s=4e-05, snr=-4.219484355190032),
Event(start_idx=671151, end_idx=671152, baseline_local=-30.007460072636604, delta_i=-0.021764307341982203, dwell_time_s=1e-05, snr=-4.032643799917808),
Event(start_idx=673699, end_idx=673701, baseline_local=-30.007490657269955, delta_i=-0.02174539183079105, dwell_time_s=2e-05, snr=-4.02913900108692),
Event(start_idx=675161, end_idx=675164, baseline_local=-30.007370370129745, delta_i=-0.0223124570663155, dwell_time_s=3e-05, snr=-4.134208832635178),
Event(start_idx=676154, end_idx=676158, baseline_local=-30.00737025588751, delta_i=-0.02248934449016815, dwell_time_s=4e-05, snr=-4.166983777496707),
Event(start_idx=678178, end_idx=678181, baseline_local=-30.00757236406207, delta_i=-0.02178071978960361, dwell_time_s=3e-05, snr=-4.035684813541718),
Event(start_idx=678603, end_idx=678610, baseline_local=-30.007550355046988, delta_i=-0.023702822069805864, dwell_time_s=7e-05, snr=-4.3918254304366995),
Event(start_idx=679358, end_idx=679363, baseline_local=-30.00764390155673, delta_i=-0.023440344756454578, dwell_time_s=5e-05, snr=-4.3431917894173315),
Event(start_idx=679618, end_idx=679622, baseline_local=-30.007700368762016, delta_i=-0.022360137672421843, dwell_time_s=4e-05, snr=-4.143043430381378),
Event(start_idx=680463, end_idx=680471, baseline_local=-30.00761866150424, delta_i=-0.023918022077054957, dwell_time_s=8e-05, snr=-4.431699199968585),
Event(start_idx=680511, end_idx=680515, baseline_local=-30.007614232599735, delta_i=-0.022128158888790495, dwell_time_s=4e-05, snr=-4.100060771258616),
Event(start_idx=680941, end_idx=680946, baseline_local=-30.007554415613413, delta_i=-0.023673291565137332, dwell_time_s=5e-05, snr=-4.386353811023832),
Event(start_idx=681018, end_idx=681023, baseline_local=-30.00758529379964, delta_i=-0.02235094658590242, dwell_time_s=5e-05, snr=-4.1413404412862205),
Event(start_idx=682264, end_idx=682267, baseline_local=-30.007555972784758, delta_i=-0.021999060264230746, dwell_time_s=3e-05, snr=-4.076140470937156),
Event(start_idx=685659, end_idx=685663, baseline_local=-30.007295340299606, delta_i=-0.02284527265487668, dwell_time_s=4e-05, snr=-4.232932648925264),
Event(start_idx=687684, end_idx=687691, baseline_local=-30.00723007268139, delta_i=-0.024024632099099108, dwell_time_s=7e-05, snr=-4.4514526539908115),
Event(start_idx=689347, end_idx=689349, baseline_local=-30.00704867579043, delta_i=-0.021747350614987226, dwell_time_s=2e-05, snr=-4.029501938386966),
Event(start_idx=689831, end_idx=689832, baseline_local=-30.00699106603861, delta_i=-0.021666925602403353, dwell_time_s=1e-05, snr=-4.014600226916964),
Event(start_idx=692047, end_idx=692055, baseline_local=-30.007014140486717, delta_i=-0.025903407007945134, dwell_time_s=8e-05, snr=-4.799565271063836),
Event(start_idx=695171, end_idx=695174, baseline_local=-30.007087524980307, delta_i=-0.021933094191808777, dwell_time_s=3e-05, snr=-4.063917813501868),
Event(start_idx=696411, end_idx=696412, baseline_local=-30.007005874067545, delta_i=-0.02164235126838321, dwell_time_s=1e-05, snr=-4.010046921628342),
Event(start_idx=699333, end_idx=699336, baseline_local=-30.007314257323742, delta_i=-0.022029678477944497, dwell_time_s=3e-05, snr=-4.081813628725143),
Event(start_idx=699729, end_idx=699735, baseline_local=-30.007271207869053, delta_i=-0.023301637136228237, dwell_time_s=6e-05, snr=-4.31749106685732),
Event(start_idx=700108, end_idx=700115, baseline_local=-30.007182274013758, delta_i=-0.025362026862889513, dwell_time_s=7e-05, snr=-4.6992545535641845),
Event(start_idx=701474, end_idx=701482, baseline_local=-30.007005874067545, delta_i=-0.023536258257536247, dwell_time_s=8e-05, snr=-4.360963316872254),
Event(start_idx=702663, end_idx=702671, baseline_local=-30.007084641605616, delta_i=-0.025509939664175363, dwell_time_s=8e-05, snr=-4.726660876754782),
Event(start_idx=703290, end_idx=703296, baseline_local=-30.007164270306628, delta_i=-0.02363960869464184, dwell_time_s=6e-05, snr=-4.380112812092289),
Event(start_idx=705604, end_idx=705606, baseline_local=-30.0071923956275, delta_i=-0.021651931535416225, dwell_time_s=2e-05, snr=-4.01182202082379),
Event(start_idx=710925, end_idx=710930, baseline_local=-30.007515963166952, delta_i=-0.02286942068258213, dwell_time_s=5e-05, snr=-4.237406965184288),
Event(start_idx=715970, end_idx=715977, baseline_local=-30.008070435374975, delta_i=-0.02541732247469294, dwell_time_s=7e-05, snr=-4.709500113075818),
Event(start_idx=717635, end_idx=717640, baseline_local=-30.007890213280916, delta_i=-0.022901168205680732, dwell_time_s=5e-05, snr=-4.243289369350643),
Event(start_idx=721049, end_idx=721055, baseline_local=-30.00796063616872, delta_i=-0.02265936572469703, dwell_time_s=6e-05, snr=-4.198486506552306),
Event(start_idx=721635, end_idx=721642, baseline_local=-30.00791670754552, delta_i=-0.024203972741426178, dwell_time_s=7e-05, snr=-4.484682148409799),
Event(start_idx=722215, end_idx=722220, baseline_local=-30.00775451287627, delta_i=-0.02262882774539321, dwell_time_s=5e-05, snr=-4.19282821515959),
Event(start_idx=723339, end_idx=723344, baseline_local=-30.0077592022717, delta_i=-0.023149481600012223, dwell_time_s=5e-05, snr=-4.289298619925591),
Event(start_idx=723959, end_idx=723961, baseline_local=-30.007838347926736, delta_i=-0.021701340641357092, dwell_time_s=2e-05, snr=-4.020976887165325),
Event(start_idx=725191, end_idx=725197, baseline_local=-30.007853905980785, delta_i=-0.02379414503411681, dwell_time_s=6e-05, snr=-4.408746390981502),
Event(start_idx=725419, end_idx=725425, baseline_local=-30.007838331783812, delta_i=-0.02351353098219988, dwell_time_s=6e-05, snr=-4.356752247595658),
Event(start_idx=726349, end_idx=726359, baseline_local=-30.00795443803072, delta_i=-0.02449451630582189, dwell_time_s=0.0001, snr=-4.538516101641397),
Event(start_idx=728204, end_idx=728205, baseline_local=-30.008254252374172, delta_i=-0.021741066961112665, dwell_time_s=1e-05, snr=-4.028337658842485),
Event(start_idx=728366, end_idx=728371, baseline_local=-30.008206330239773, delta_i=-0.022997566540107074, dwell_time_s=5e-05, snr=-4.261150730134542),
Event(start_idx=728467, end_idx=728469, baseline_local=-30.008175890892744, delta_i=-0.022109639278824034, dwell_time_s=2e-05, snr=-4.096629327788597),
Event(start_idx=728587, end_idx=728593, baseline_local=-30.008086128160357, delta_i=-0.02255350865213283, dwell_time_s=6e-05, snr=-4.178872564300625),
Event(start_idx=729942, end_idx=729948, baseline_local=-30.008140307540696, delta_i=-0.02412986762131671, dwell_time_s=6e-05, snr=-4.470951431026703),
Event(start_idx=730136, end_idx=730143, baseline_local=-30.00820129737258, delta_i=-0.022828379706619932, dwell_time_s=7e-05, snr=-4.229802604767207),
Event(start_idx=731531, end_idx=731540, baseline_local=-30.008318055421114, delta_i=-0.025122984868883376, dwell_time_s=9e-05, snr=-4.654963173190715),
Event(start_idx=739020, end_idx=739027, baseline_local=-30.007799193263054, delta_i=-0.025066316909812616, dwell_time_s=7e-05, snr=-4.644463335534044),
Event(start_idx=739611, end_idx=739615, baseline_local=-30.007822930812836, delta_i=-0.023230567002201497, dwell_time_s=4e-05, snr=-4.304322693022173),
Event(start_idx=740105, end_idx=740111, baseline_local=-30.007799193263054, delta_i=-0.023586438281957573, dwell_time_s=6e-05, snr=-4.370261024407014),
Event(start_idx=741828, end_idx=741833, baseline_local=-30.00783325061202, delta_i=-0.024338160615116067, dwell_time_s=5e-05, snr=-4.509545420571733),
Event(start_idx=742861, end_idx=742865, baseline_local=-30.007865512743592, delta_i=-0.02211529541955315, dwell_time_s=4e-05, snr=-4.097677337288019),
Event(start_idx=742942, end_idx=742946, baseline_local=-30.007876377552748, delta_i=-0.022298365673123044, dwell_time_s=4e-05, snr=-4.131597880285679),
Event(start_idx=743762, end_idx=743771, baseline_local=-30.00778728350997, delta_i=-0.02687824717860268, dwell_time_s=9e-05, snr=-4.980190507986948),
Event(start_idx=745479, end_idx=745484, baseline_local=-30.00801257044077, delta_i=-0.02285946487536421, dwell_time_s=5e-05, snr=-4.235562283264497),
Event(start_idx=745967, end_idx=745971, baseline_local=-30.00807908922434, delta_i=-0.02200071223728628, dwell_time_s=4e-05, snr=-4.076446560113133),
Event(start_idx=746549, end_idx=746553, baseline_local=-30.00801257044077, delta_i=-0.022009110517274166, dwell_time_s=4e-05, snr=-4.078002652443156),
Event(start_idx=746800, end_idx=746808, baseline_local=-30.008044499903917, delta_i=-0.02501695993237263, dwell_time_s=8e-05, snr=-4.635318127927455),
Event(start_idx=747454, end_idx=747457, baseline_local=-30.00815662741661, delta_i=-0.022166198290506145, dwell_time_s=3e-05, snr=-4.107108978907537),
Event(start_idx=747874, end_idx=747882, baseline_local=-30.00835831463337, delta_i=-0.02541271998927641, dwell_time_s=8e-05, snr=-4.708647332236642),
Event(start_idx=748087, end_idx=748093, baseline_local=-30.00843695551157, delta_i=-0.022706131122807467, dwell_time_s=6e-05, snr=-4.207151528129949),
Event(start_idx=749594, end_idx=749597, baseline_local=-30.008606147021055, delta_i=-0.02176237880818614, dwell_time_s=3e-05, snr=-4.03228646762446),
Event(start_idx=749749, end_idx=749758, baseline_local=-30.00855606297652, delta_i=-0.02631406501859601, dwell_time_s=9e-05, snr=-4.875654872929705),
Event(start_idx=750955, end_idx=750963, baseline_local=-30.008447665721178, delta_i=-0.02309940174870917, dwell_time_s=8e-05, snr=-4.280019473170091),
Event(start_idx=751117, end_idx=751120, baseline_local=-30.008437011390924, delta_i=-0.022209871612176357, dwell_time_s=3e-05, snr=-4.115201078834625),
Event(start_idx=754543, end_idx=754547, baseline_local=-30.00847176089883, delta_i=-0.022176016836283452, dwell_time_s=4e-05, snr=-4.108928228063088),
Event(start_idx=755309, end_idx=755312, baseline_local=-30.008177030831575, delta_i=-0.02193378499062722, dwell_time_s=3e-05, snr=-4.064045809561122),
Event(start_idx=756933, end_idx=756940, baseline_local=-30.00806972756982, delta_i=-0.024369439762137648, dwell_time_s=7e-05, snr=-4.515341040727307),
Event(start_idx=757576, end_idx=757579, baseline_local=-30.00796229640643, delta_i=-0.022004515965818428, dwell_time_s=3e-05, snr=-4.077151341663987),
Event(start_idx=760721, end_idx=760723, baseline_local=-30.007704611867666, delta_i=-0.022355877391873946, dwell_time_s=2e-05, snr=-4.1422540556649015),
Event(start_idx=762697, end_idx=762702, baseline_local=-30.008170119673014, delta_i=-0.023642717108486977, dwell_time_s=5e-05, snr=-4.380688760852027),
Event(start_idx=763908, end_idx=763921, baseline_local=-30.008186444353598, delta_i=-0.025850234464577133, dwell_time_s=0.00013, snr=-4.789713088590506),
Event(start_idx=766737, end_idx=766743, baseline_local=-30.00884208828211, delta_i=-0.02332046971150703, dwell_time_s=6e-05, snr=-4.320980498739584),
Event(start_idx=769312, end_idx=769318, baseline_local=-30.008936822414398, delta_i=-0.023100110757695802, dwell_time_s=6e-05, snr=-4.280150843337268),
Event(start_idx=772717, end_idx=772719, baseline_local=-30.008988589048386, delta_i=-0.022020204811724398, dwell_time_s=2e-05, snr=-4.080058281277385),
Event(start_idx=775090, end_idx=775097, baseline_local=-30.009324070066214, delta_i=-0.02397955596877312, dwell_time_s=7e-05, snr=-4.443100631818585),
Event(start_idx=776735, end_idx=776743, baseline_local=-30.009076602756977, delta_i=-0.023503635867655248, dwell_time_s=8e-05, snr=-4.354918811240855),
Event(start_idx=777494, end_idx=777497, baseline_local=-30.009298004209995, delta_i=-0.022549589336752735, dwell_time_s=3e-05, snr=-4.178146366006367),
Event(start_idx=780748, end_idx=780757, baseline_local=-30.009847220033407, delta_i=-0.023171804944164858, dwell_time_s=9e-05, snr=-4.293434845994082),
Event(start_idx=782878, end_idx=782884, baseline_local=-30.00965990871191, delta_i=-0.0231181298284658, dwell_time_s=6e-05, snr=-4.283489543387729),
Event(start_idx=787029, end_idx=787037, baseline_local=-30.009541794657707, delta_i=-0.023085651131054874, dwell_time_s=8e-05, snr=-4.2774716621068976),
Event(start_idx=787209, end_idx=787211, baseline_local=-30.00949513539672, delta_i=-0.021893500399073673, dwell_time_s=2e-05, snr=-4.056581597362314),
Event(start_idx=788046, end_idx=788051, baseline_local=-30.009321317076683, delta_i=-0.024385685483866836, dwell_time_s=5e-05, snr=-4.518351162206341),
Event(start_idx=788314, end_idx=788320, baseline_local=-30.009147375822067, delta_i=-0.023794111885914997, dwell_time_s=6e-05, snr=-4.408740249049742),
Event(start_idx=788526, end_idx=788534, baseline_local=-30.009090594947338, delta_i=-0.025060304974090286, dwell_time_s=8e-05, snr=-4.643349401838145),
Event(start_idx=790663, end_idx=790668, baseline_local=-30.00848065689206, delta_i=-0.02340962533817219, dwell_time_s=5e-05, snr=-4.337499879735713),
Event(start_idx=790825, end_idx=790829, baseline_local=-30.008456148207188, delta_i=-0.02231225053901653, dwell_time_s=4e-05, snr=-4.134170565805979),
Event(start_idx=793563, end_idx=793568, baseline_local=-30.008540757000446, delta_i=-0.02336413763805467, dwell_time_s=5e-05, snr=-4.329071599020453),
Event(start_idx=795370, end_idx=795373, baseline_local=-30.0085037201643, delta_i=-0.02259814516279827, dwell_time_s=3e-05, snr=-4.1871431306529825),
Event(start_idx=796008, end_idx=796012, baseline_local=-30.008708126842976, delta_i=-0.022471895751323245, dwell_time_s=4e-05, snr=-4.163750752552993),
Event(start_idx=796521, end_idx=796525, baseline_local=-30.008635241538286, delta_i=-0.022293900952718104, dwell_time_s=4e-05, snr=-4.130770625515912),
Event(start_idx=797172, end_idx=797181, baseline_local=-30.008519250899553, delta_i=-0.022454263701648516, dwell_time_s=9e-05, snr=-4.160483762490622),
Event(start_idx=799851, end_idx=799855, baseline_local=-30.008510943502188, delta_i=-0.022387203332300487, dwell_time_s=4e-05, snr=-4.148058346031359),
Event(start_idx=803137, end_idx=803141, baseline_local=-30.008551578968763, delta_i=-0.022602396852789752, dwell_time_s=4e-05, snr=-4.187930913650802),
Event(start_idx=803343, end_idx=803344, baseline_local=-30.008524231612682, delta_i=-0.02161612392319512, dwell_time_s=1e-05, snr=-4.00518733481498),
Event(start_idx=804761, end_idx=804766, baseline_local=-30.00836530327797, delta_i=-0.024282972675791825, dwell_time_s=5e-05, snr=-4.499319811373647),
Event(start_idx=807376, end_idx=807377, baseline_local=-30.008621353656054, delta_i=-0.021784922814731544, dwell_time_s=1e-05, snr=-4.036463579571657),
Event(start_idx=809061, end_idx=809069, baseline_local=-30.00867661833763, delta_i=-0.02336516530328936, dwell_time_s=8e-05, snr=-4.329262012056436),
Event(start_idx=809286, end_idx=809288, baseline_local=-30.008675672113895, delta_i=-0.02249714614390541, dwell_time_s=2e-05, snr=-4.168429322722582),
Event(start_idx=813472, end_idx=813476, baseline_local=-30.008593471720815, delta_i=-0.022177950154400605, dwell_time_s=4e-05, snr=-4.109286446829065),
Event(start_idx=816728, end_idx=816730, baseline_local=-30.00862753763795, delta_i=-0.021860378465589747, dwell_time_s=2e-05, snr=-4.050444532781922),
Event(start_idx=817732, end_idx=817740, baseline_local=-30.00868906825781, delta_i=-0.024657967481857668, dwell_time_s=8e-05, snr=-4.568801484092255),
Event(start_idx=819315, end_idx=819323, baseline_local=-30.008735589683056, delta_i=-0.023106082712956777, dwell_time_s=8e-05, snr=-4.281257369172351),
Event(start_idx=819633, end_idx=819640, baseline_local=-30.008776009082794, delta_i=-0.025891245198571205, dwell_time_s=7e-05, snr=-4.797311845563224),
Event(start_idx=820177, end_idx=820182, baseline_local=-30.00880827382207, delta_i=-0.024025034353871887, dwell_time_s=5e-05, snr=-4.451527186581715),
Event(start_idx=822958, end_idx=822967, baseline_local=-30.008518133312464, delta_i=-0.026498853399769158, dwell_time_s=9e-05, snr=-4.909893762682806),
Event(start_idx=823057, end_idx=823062, baseline_local=-30.00846067070961, delta_i=-0.022623454282802415, dwell_time_s=5e-05, snr=-4.191832582251987),
Event(start_idx=824498, end_idx=824502, baseline_local=-30.008391439914703, delta_i=-0.021993464266870433, dwell_time_s=4e-05, snr=-4.0751036052237275),
Event(start_idx=824522, end_idx=824524, baseline_local=-30.008384093642235, delta_i=-0.021715910449529474, dwell_time_s=2e-05, snr=-4.023676483604079),
Event(start_idx=825134, end_idx=825136, baseline_local=-30.00827781483531, delta_i=-0.02177982220064223, dwell_time_s=2e-05, snr=-4.035518501951687),
Event(start_idx=829457, end_idx=829466, baseline_local=-30.007998757892185, delta_i=-0.024115751570914452, dwell_time_s=9e-05, snr=-4.4683359100161075),
Event(start_idx=831078, end_idx=831082, baseline_local=-30.008391332812607, delta_i=-0.022720031122389628, dwell_time_s=4e-05, snr=-4.209727017726429),
Event(start_idx=832215, end_idx=832221, baseline_local=-30.008429164687794, delta_i=-0.023033939125828812, dwell_time_s=6e-05, snr=-4.267890098403561),
Event(start_idx=833034, end_idx=833042, baseline_local=-30.008508924394846, delta_i=-0.024085062184440176, dwell_time_s=8e-05, snr=-4.462649564838927),
Event(start_idx=833362, end_idx=833366, baseline_local=-30.00861184298992, delta_i=-0.022364618226902166, dwell_time_s=4e-05, snr=-4.143873618999897),
Event(start_idx=836118, end_idx=836124, baseline_local=-30.00869115504126, delta_i=-0.023052360548263096, dwell_time_s=6e-05, snr=-4.271303348997665),
Event(start_idx=838251, end_idx=838254, baseline_local=-30.008939370512962, delta_i=-0.02244239212480655, dwell_time_s=3e-05, snr=-4.158284113312967),
Event(start_idx=840014, end_idx=840018, baseline_local=-30.00882902368903, delta_i=-0.02258650831686282, dwell_time_s=4e-05, snr=-4.184986974067118),
Event(start_idx=841409, end_idx=841415, baseline_local=-30.00850711762905, delta_i=-0.024139506580316567, dwell_time_s=6e-05, snr=-4.4727374050821895),
Event(start_idx=842158, end_idx=842161, baseline_local=-30.008715206136305, delta_i=-0.022090766143567937, dwell_time_s=3e-05, snr=-4.0931323806687265),
Event(start_idx=842217, end_idx=842221, baseline_local=-30.00873163435608, delta_i=-0.023025257348535888, dwell_time_s=4e-05, snr=-4.266281477700754),
Event(start_idx=844346, end_idx=844347, baseline_local=-30.008818458765745, delta_i=-0.02172108432660025, dwell_time_s=1e-05, snr=-4.024635135904064),
Event(start_idx=844662, end_idx=844667, baseline_local=-30.008770301938057, delta_i=-0.022899139463515895, dwell_time_s=5e-05, snr=-4.242913469746576),
Event(start_idx=849809, end_idx=849815, baseline_local=-30.00839215517044, delta_i=-0.02278379845984091, dwell_time_s=6e-05, snr=-4.221542278096059),
Event(start_idx=854269, end_idx=854272, baseline_local=-30.008429519832134, delta_i=-0.022314431261293066, dwell_time_s=3e-05, snr=-4.134574625353091),
Event(start_idx=855048, end_idx=855054, baseline_local=-30.00837278117736, delta_i=-0.02337439676921349, dwell_time_s=6e-05, snr=-4.33097248293144),
Event(start_idx=856152, end_idx=856153, baseline_local=-30.00848898664117, delta_i=-0.02163421143177402, dwell_time_s=1e-05, snr=-4.00853871550358),
Event(start_idx=857116, end_idx=857119, baseline_local=-30.00833471864462, delta_i=-0.022669784469447524, dwell_time_s=3e-05, snr=-4.200416964791148),
Event(start_idx=857494, end_idx=857496, baseline_local=-30.00845355540514, delta_i=-0.021710040502966876, dwell_time_s=2e-05, snr=-4.0225888586574365),
Event(start_idx=859723, end_idx=859728, baseline_local=-30.00853705778718, delta_i=-0.022779700934370338, dwell_time_s=5e-05, snr=-4.220783059783973),
Event(start_idx=862263, end_idx=862269, baseline_local=-30.008671656250954, delta_i=-0.022869488601979054, dwell_time_s=6e-05, snr=-4.237419549767412),
Event(start_idx=862734, end_idx=862742, baseline_local=-30.008580416440964, delta_i=-0.02361211602601543, dwell_time_s=8e-05, snr=-4.3750187772609745),
Event(start_idx=863445, end_idx=863450, baseline_local=-30.008585706353188, delta_i=-0.02313141557842755, dwell_time_s=5e-05, snr=-4.285951220498269),
Event(start_idx=865653, end_idx=865657, baseline_local=-30.0085757561028, delta_i=-0.022654151337746953, dwell_time_s=4e-05, snr=-4.197520348297224),
Event(start_idx=865797, end_idx=865800, baseline_local=-30.00854203601678, delta_i=-0.022064895365777677, dwell_time_s=3e-05, snr=-4.088338861168398),
Event(start_idx=868234, end_idx=868238, baseline_local=-30.008413664996624, delta_i=-0.02300239328974385, dwell_time_s=4e-05, snr=-4.262045064224327),
Event(start_idx=869030, end_idx=869037, baseline_local=-30.008492328226566, delta_i=-0.023637866422177467, dwell_time_s=7e-05, snr=-4.379789991607317),
Event(start_idx=870679, end_idx=870680, baseline_local=-30.008698150515556, delta_i=-0.021610528421661, dwell_time_s=1e-05, snr=-4.004150560971713),
Event(start_idx=870977, end_idx=870984, baseline_local=-30.008737531091487, delta_i=-0.024224042303103488, dwell_time_s=7e-05, snr=-4.488400777824159),
Event(start_idx=871807, end_idx=871810, baseline_local=-30.00873428583145, delta_i=-0.021913715477239748, dwell_time_s=3e-05, snr=-4.0603271890942425),
Event(start_idx=872488, end_idx=872493, baseline_local=-30.00882213562727, delta_i=-0.02370918579163117, dwell_time_s=5e-05, snr=-4.393004545533724),
Event(start_idx=878938, end_idx=878944, baseline_local=-30.009080480784178, delta_i=-0.02373114858513266, dwell_time_s=6e-05, snr=-4.397073966244018),
Event(start_idx=882748, end_idx=882754, baseline_local=-30.008731693029404, delta_i=-0.023611392562543188, dwell_time_s=6e-05, snr=-4.3748847288651325),
Event(start_idx=884763, end_idx=884768, baseline_local=-30.008945159614086, delta_i=-0.023154688249087486, dwell_time_s=5e-05, snr=-4.290263344452854),
Event(start_idx=885260, end_idx=885266, baseline_local=-30.00904656201601, delta_i=-0.02490382677933667, dwell_time_s=6e-05, snr=-4.614356022357682),
Event(start_idx=885666, end_idx=885670, baseline_local=-30.00894235447049, delta_i=-0.021891485209835082, dwell_time_s=4e-05, snr=-4.0562082089396565),
Event(start_idx=887238, end_idx=887243, baseline_local=-30.00937482342124, delta_i=-0.02218853802423837, dwell_time_s=5e-05, snr=-4.111248241752501),
Event(start_idx=887712, end_idx=887720, baseline_local=-30.00946231931448, delta_i=-0.023695049527418632, dwell_time_s=8e-05, snr=-4.3903852791663205),
Event(start_idx=888323, end_idx=888324, baseline_local=-30.009395133703947, delta_i=-0.021737145775659883, dwell_time_s=1e-05, snr=-4.027611114048018),
Event(start_idx=888646, end_idx=888654, baseline_local=-30.00931883091107, delta_i=-0.02461125385127616, dwell_time_s=8e-05, snr=-4.560146054366137),
Event(start_idx=889259, end_idx=889275, baseline_local=-30.009182473877445, delta_i=-0.028038895779104678, dwell_time_s=0.00016, snr=-5.195243636448761),
Event(start_idx=890908, end_idx=890916, baseline_local=-30.009345274418592, delta_i=-0.024369615076921036, dwell_time_s=8e-05, snr=-4.5153735242822925),
Event(start_idx=891204, end_idx=891207, baseline_local=-30.009339361141127, delta_i=-0.02189360104299946, dwell_time_s=3e-05, snr=-4.0566002453760985),
Event(start_idx=891848, end_idx=891853, baseline_local=-30.009475640952587, delta_i=-0.022418569604451478, dwell_time_s=5e-05, snr=-4.153870109343129),
Event(start_idx=892683, end_idx=892690, baseline_local=-30.009486541152, delta_i=-0.025262029647689945, dwell_time_s=7e-05, snr=-4.68072636686165),
Event(start_idx=892713, end_idx=892719, baseline_local=-30.009497992694378, delta_i=-0.02342986653290306, dwell_time_s=6e-05, snr=-4.341250310528285),
Event(start_idx=893529, end_idx=893536, baseline_local=-30.00941911712289, delta_i=-0.02441104024663738, dwell_time_s=7e-05, snr=-4.523049070817831),
Event(start_idx=895687, end_idx=895695, baseline_local=-30.00954715302214, delta_i=-0.02546951735462244, dwell_time_s=8e-05, snr=-4.7191711471973194),
Event(start_idx=896630, end_idx=896633, baseline_local=-30.009475901722908, delta_i=-0.022446855722591863, dwell_time_s=3e-05, snr=-4.1591111600758826),
Event(start_idx=898177, end_idx=898179, baseline_local=-30.009105432778597, delta_i=-0.021994609877310722, dwell_time_s=2e-05, snr=-4.075315871976193),
Event(start_idx=898867, end_idx=898874, baseline_local=-30.009247092796222, delta_i=-0.022618665703833227, dwell_time_s=7e-05, snr=-4.190945320691714),
Event(start_idx=898966, end_idx=898969, baseline_local=-30.009268975506227, delta_i=-0.0219432101636509, dwell_time_s=3e-05, snr=-4.065792171848691),
Event(start_idx=899344, end_idx=899349, baseline_local=-30.00914729386568, delta_i=-0.023462547876806638, dwell_time_s=5e-05, snr=-4.347305739575251),
Event(start_idx=899558, end_idx=899562, baseline_local=-30.009095050394535, delta_i=-0.023469663317882805, dwell_time_s=4e-05, snr=-4.348624138497332),
Event(start_idx=901318, end_idx=901320, baseline_local=-30.009241189807653, delta_i=-0.02163436451337475, dwell_time_s=2e-05, snr=-4.008567079538252),
Event(start_idx=901778, end_idx=901783, baseline_local=-30.009273633360863, delta_i=-0.02241834100896085, dwell_time_s=5e-05, snr=-4.1538277535643084),
Event(start_idx=902935, end_idx=902938, baseline_local=-30.009219855070114, delta_i=-0.022467378688512934, dwell_time_s=3e-05, snr=-4.162913799414553),
Event(start_idx=903782, end_idx=903784, baseline_local=-30.00902839563787, delta_i=-0.021673285174529155, dwell_time_s=2e-05, snr=-4.015778573128506),
Event(start_idx=905306, end_idx=905311, baseline_local=-30.008851055055857, delta_i=-0.023395083787545446, dwell_time_s=5e-05, snr=-4.334805519053578),
Event(start_idx=905379, end_idx=905387, baseline_local=-30.008845531847328, delta_i=-0.02516307468033574, dwell_time_s=8e-05, snr=-4.662391295163676),
Event(start_idx=906314, end_idx=906320, baseline_local=-30.008885335177183, delta_i=-0.023386225394309196, dwell_time_s=6e-05, snr=-4.333164173707729),
Event(start_idx=907982, end_idx=907990, baseline_local=-30.008865034673363, delta_i=-0.02477536883816356, dwell_time_s=8e-05, snr=-4.590554432356115),
Event(start_idx=911976, end_idx=911979, baseline_local=-30.00912033766508, delta_i=-0.02249502711462507, dwell_time_s=3e-05, snr=-4.168036694087315),
Event(start_idx=912918, end_idx=912922, baseline_local=-30.009198363870382, delta_i=-0.022983854231597434, dwell_time_s=4e-05, snr=-4.258610017258865),
Event(start_idx=913085, end_idx=913090, baseline_local=-30.009187627583742, delta_i=-0.02256306080653303, dwell_time_s=5e-05, snr=-4.180642454589921),
Event(start_idx=916792, end_idx=916799, baseline_local=-30.00885831458228, delta_i=-0.023375126693671127, dwell_time_s=7e-05, snr=-4.3311077284640564),
Event(start_idx=917584, end_idx=917592, baseline_local=-30.00888330861926, delta_i=-0.024113996053074516, dwell_time_s=8e-05, snr=-4.468010635334878),
Event(start_idx=918368, end_idx=918374, baseline_local=-30.00876520201564, delta_i=-0.02327301322338826, dwell_time_s=6e-05, snr=-4.312187427148977),
Event(start_idx=919434, end_idx=919438, baseline_local=-30.008967451751232, delta_i=-0.021993526321239187, dwell_time_s=4e-05, snr=-4.07511510309322),
Event(start_idx=921099, end_idx=921102, baseline_local=-30.00876046096285, delta_i=-0.02175852948069708, dwell_time_s=3e-05, snr=-4.031573237178452),
Event(start_idx=921397, end_idx=921406, baseline_local=-30.008648447692394, delta_i=-0.025046643417125678, dwell_time_s=9e-05, snr=-4.6408180925653575),
Event(start_idx=921885, end_idx=921888, baseline_local=-30.008498717099428, delta_i=-0.021790148265002546, dwell_time_s=3e-05, snr=-4.037431787716581),
Event(start_idx=922806, end_idx=922813, baseline_local=-30.008239121841534, delta_i=-0.024739306417879043, dwell_time_s=7e-05, snr=-4.5838725337188055),
Event(start_idx=923053, end_idx=923054, baseline_local=-30.008251663297415, delta_i=-0.021639839741510514, dwell_time_s=1e-05, snr=-4.009581568281122),
Event(start_idx=924828, end_idx=924832, baseline_local=-30.0081432685256, delta_i=-0.023087869559958563, dwell_time_s=4e-05, snr=-4.277882708202849),
Event(start_idx=926258, end_idx=926266, baseline_local=-30.008331399410963, delta_i=-0.02358699233218431, dwell_time_s=8e-05, snr=-4.370363682726279),
Event(start_idx=926797, end_idx=926802, baseline_local=-30.008357577770948, delta_i=-0.022845577428961407, dwell_time_s=5e-05, snr=-4.232989119609298),
Event(start_idx=927299, end_idx=927303, baseline_local=-30.008290629833937, delta_i=-0.0230324216365716, dwell_time_s=4e-05, snr=-4.26760892733074),
Event(start_idx=927434, end_idx=927438, baseline_local=-30.008331399410963, delta_i=-0.023246266780461156, dwell_time_s=4e-05, snr=-4.307231658258883),
Event(start_idx=928335, end_idx=928338, baseline_local=-30.008369226008654, delta_i=-0.021862813364047422, dwell_time_s=3e-05, snr=-4.050895687877946),
Event(start_idx=928846, end_idx=928851, baseline_local=-30.008171590417625, delta_i=-0.023465577925708202, dwell_time_s=5e-05, snr=-4.347867168327582),
Event(start_idx=929357, end_idx=929361, baseline_local=-30.00804654508829, delta_i=-0.022205248649243003, dwell_time_s=4e-05, snr=-4.114344503777239),
Event(start_idx=931870, end_idx=931876, baseline_local=-30.007833532989025, delta_i=-0.024718167161305853, dwell_time_s=6e-05, snr=-4.5799557037174985),
Event(start_idx=933958, end_idx=933961, baseline_local=-30.00791673734784, delta_i=-0.02199433156874875, dwell_time_s=3e-05, snr=-4.075264305010185),
Event(start_idx=935348, end_idx=935355, baseline_local=-30.008153772779874, delta_i=-0.02309873875973218, dwell_time_s=7e-05, snr=-4.279896629913678),
Event(start_idx=935500, end_idx=935505, baseline_local=-30.00808356627822, delta_i=-0.022591419966192915, dwell_time_s=5e-05, snr=-4.185897038968663),
Event(start_idx=936511, end_idx=936514, baseline_local=-30.00800808146596, delta_i=-0.022885708670401073, dwell_time_s=3e-05, snr=-4.24042491802143),
Event(start_idx=937447, end_idx=937452, baseline_local=-30.00803764909506, delta_i=-0.022634812848627915, dwell_time_s=5e-05, snr=-4.193937177143634),
Event(start_idx=940292, end_idx=940298, baseline_local=-30.008267239977915, delta_i=-0.02264850172620451, dwell_time_s=6e-05, snr=-4.196473548571389),
Event(start_idx=941533, end_idx=941542, baseline_local=-30.00823799520731, delta_i=-0.024384067537337413, dwell_time_s=9e-05, snr=-4.518051377704222),
Event(start_idx=941668, end_idx=941675, baseline_local=-30.008215203881264, delta_i=-0.022691999851823703, dwell_time_s=7e-05, snr=-4.20453318694306),
Event(start_idx=945131, end_idx=945135, baseline_local=-30.00814451277256, delta_i=-0.022408458633208284, dwell_time_s=4e-05, snr=-4.151996677542414),
Event(start_idx=945408, end_idx=945410, baseline_local=-30.008086126297712, delta_i=-0.021851849490758468, dwell_time_s=2e-05, snr=-4.048864224392935),
Event(start_idx=946085, end_idx=946093, baseline_local=-30.00794080644846, delta_i=-0.023780616996077697, dwell_time_s=8e-05, snr=-4.406239821033455),
Event(start_idx=946300, end_idx=946308, baseline_local=-30.007877007126808, delta_i=-0.023918381228554608, dwell_time_s=8e-05, snr=-4.431765746082162),
Event(start_idx=946445, end_idx=946451, baseline_local=-30.007847391068935, delta_i=-0.022705058619825042, dwell_time_s=6e-05, snr=-4.206952807240995),
Event(start_idx=946540, end_idx=946541, baseline_local=-30.007819291204214, delta_i=-0.02175161517880042, dwell_time_s=1e-05, snr=-4.030292106736935),
Event(start_idx=949048, end_idx=949053, baseline_local=-30.007504988461733, delta_i=-0.023380535915384824, dwell_time_s=5e-05, snr=-4.332109987073227),
Event(start_idx=950827, end_idx=950829, baseline_local=-30.007398534566164, delta_i=-0.021682857683117618, dwell_time_s=2e-05, snr=-4.017552234784829),
Event(start_idx=953389, end_idx=953393, baseline_local=-30.00709492713213, delta_i=-0.022217057637590187, dwell_time_s=4e-05, snr=-4.116532556118776),
Event(start_idx=955168, end_idx=955175, baseline_local=-30.00709071595754, delta_i=-0.025585913577223045, dwell_time_s=7e-05, snr=-4.740737857225291),
Event(start_idx=955518, end_idx=955523, baseline_local=-30.007070761173964, delta_i=-0.023016477741657583, dwell_time_s=5e-05, snr=-4.264654730444929),
Event(start_idx=956617, end_idx=956622, baseline_local=-30.007139708846807, delta_i=-0.02218210684677615, dwell_time_s=5e-05, snr=-4.1100566280010655),
Event(start_idx=957040, end_idx=957045, baseline_local=-30.007051680237055, delta_i=-0.02212010211587767, dwell_time_s=5e-05, snr=-4.098567955759197),
Event(start_idx=957187, end_idx=957192, baseline_local=-30.007070761173964, delta_i=-0.02270941676597431, dwell_time_s=5e-05, snr=-4.207760315183786),
Event(start_idx=958104, end_idx=958112, baseline_local=-30.007149055600166, delta_i=-0.023815204198967876, dwell_time_s=8e-05, snr=-4.412648381025738),
Event(start_idx=958660, end_idx=958664, baseline_local=-30.007118970155716, delta_i=-0.02236059096298959, dwell_time_s=4e-05, snr=-4.143127419242997),
Event(start_idx=958852, end_idx=958857, baseline_local=-30.0072291046381, delta_i=-0.022518441889769748, dwell_time_s=5e-05, snr=-4.172375148159387),
Event(start_idx=959534, end_idx=959539, baseline_local=-30.007261402904987, delta_i=-0.02291826842119917, dwell_time_s=5e-05, snr=-4.246457817443392),
Event(start_idx=959561, end_idx=959563, baseline_local=-30.00729914754629, delta_i=-0.021847234844699415, dwell_time_s=2e-05, snr=-4.0480091903444615),
Event(start_idx=959609, end_idx=959611, baseline_local=-30.007298953831196, delta_i=-0.02173721111148552, dwell_time_s=2e-05, snr=-4.027623219928901),
Event(start_idx=961520, end_idx=961523, baseline_local=-30.007491905242205, delta_i=-0.022486939939881267, dwell_time_s=3e-05, snr=-4.166538245523021),
Event(start_idx=962772, end_idx=962775, baseline_local=-30.007434364408255, delta_i=-0.022020586030218208, dwell_time_s=3e-05, snr=-4.080128916118702),
Event(start_idx=963157, end_idx=963165, baseline_local=-30.007400267757475, delta_i=-0.024730319620289265, dwell_time_s=8e-05, snr=-4.58220739671205),
Event(start_idx=963289, end_idx=963292, baseline_local=-30.007497671991587, delta_i=-0.021946430787769106, dwell_time_s=3e-05, snr=-4.066388911716314),
Event(start_idx=963954, end_idx=963961, baseline_local=-30.00742571428418, delta_i=-0.023356829093765036, dwell_time_s=7e-05, snr=-4.327717420578065),
Event(start_idx=964311, end_idx=964319, baseline_local=-30.0074229137972, delta_i=-0.02402806659745238, dwell_time_s=8e-05, snr=-4.452089021979579),
Event(start_idx=965104, end_idx=965107, baseline_local=-30.007377937436104, delta_i=-0.022267262435586115, dwell_time_s=3e-05, snr=-4.125834853875521),
Event(start_idx=966790, end_idx=966796, baseline_local=-30.007586281746626, delta_i=-0.022789777218955958, dwell_time_s=6e-05, snr=-4.222650064597034),
Event(start_idx=966826, end_idx=966831, baseline_local=-30.007586281746626, delta_i=-0.02220233073549025, dwell_time_s=5e-05, snr=-4.113803852213243),
Event(start_idx=971560, end_idx=971563, baseline_local=-30.007828801870346, delta_i=-0.02197326099788673, dwell_time_s=3e-05, snr=-4.071360201580091),
Event(start_idx=971800, end_idx=971803, baseline_local=-30.007771734148264, delta_i=-0.021774128701508744, dwell_time_s=3e-05, snr=-4.03446357042459),
Event(start_idx=972049, end_idx=972054, baseline_local=-30.007826138287783, delta_i=-0.023444382898196635, dwell_time_s=5e-05, snr=-4.3439400046949155),
Event(start_idx=973908, end_idx=973912, baseline_local=-30.008218641392887, delta_i=-0.022469782169309838, dwell_time_s=4e-05, snr=-4.163359133225621),
Event(start_idx=974987, end_idx=974990, baseline_local=-30.008266177028418, delta_i=-0.02225879748493753, dwell_time_s=3e-05, snr=-4.124266408336995),
Event(start_idx=979491, end_idx=979499, baseline_local=-30.008239034563303, delta_i=-0.024620164241923703, dwell_time_s=8e-05, snr=-4.561797034157731),
Event(start_idx=981016, end_idx=981020, baseline_local=-30.00820805132389, delta_i=-0.023527226082023844, dwell_time_s=4e-05, snr=-4.359289771925129),
Event(start_idx=983948, end_idx=983953, baseline_local=-30.00802641361952, delta_i=-0.022442446681088767, dwell_time_s=5e-05, snr=-4.158294221884298),
Event(start_idx=984577, end_idx=984590, baseline_local=-30.008082188665867, delta_i=-0.02820188138985731, dwell_time_s=0.00013, snr=-5.225442755692478),
Event(start_idx=988264, end_idx=988269, baseline_local=-30.007667869329453, delta_i=-0.02321931246042368, dwell_time_s=5e-05, snr=-4.302237372437048),
Event(start_idx=990750, end_idx=990752, baseline_local=-30.008344259113073, delta_i=-0.021866177415631682, dwell_time_s=2e-05, snr=-4.05151900299433),
Event(start_idx=991948, end_idx=991951, baseline_local=-30.008382234722376, delta_i=-0.022075779161847702, dwell_time_s=3e-05, snr=-4.090355487383591),
Event(start_idx=992040, end_idx=992046, baseline_local=-30.00843420997262, delta_i=-0.02406616457013418, dwell_time_s=6e-05, snr=-4.45914808206868),
Event(start_idx=993564, end_idx=993573, baseline_local=-30.008690543472767, delta_i=-0.02600832030091422, dwell_time_s=9e-05, snr=-4.819004343200289),
Event(start_idx=995420, end_idx=995422, baseline_local=-30.0089170075953, delta_i=-0.021767707650724333, dwell_time_s=2e-05, snr=-4.033273833015177),
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Event(start_idx=997979, end_idx=997981, baseline_local=-30.00902420654893, delta_i=-0.021721526470628305, dwell_time_s=2e-05, snr=-4.024717059456484),
Event(start_idx=999305, end_idx=999308, baseline_local=-30.008963083227474, delta_i=-0.02191360987611309, dwell_time_s=3e-05, snr=-4.060307622575446)],
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Event(start_idx=129579, end_idx=129588, baseline_local=-157.71224856956138, delta_i=-20.36510983117235, dwell_time_s=9e-05, snr=-1.09074089390868),
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Event(start_idx=189819, end_idx=189825, baseline_local=-157.4033745266497, delta_i=-20.53640282235574, dwell_time_s=6e-05, snr=-1.0999152254920863),
Event(start_idx=194196, end_idx=194212, baseline_local=-157.3026376934722, delta_i=-27.071515091971378, dwell_time_s=0.00016, snr=-1.4499312213716333),
Event(start_idx=195275, end_idx=195280, baseline_local=-157.51752963289618, delta_i=-20.15402261633426, dwell_time_s=5e-05, snr=-1.0794352118223125),
Event(start_idx=196069, end_idx=196083, baseline_local=-157.5995586924255, delta_i=-21.42125389926202, dwell_time_s=0.00014, snr=-1.1473072239935378),
Event(start_idx=200075, end_idx=200096, baseline_local=-157.28532509878278, delta_i=-29.526486482061003, dwell_time_s=0.00021, snr=-1.581417754503306),
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Event(start_idx=352166, end_idx=352172, baseline_local=-157.80680811405182, delta_i=-20.666940989438444, dwell_time_s=6e-05, snr=-1.1069067574913416),
Event(start_idx=355371, end_idx=355388, baseline_local=-157.7210966721177, delta_i=-26.995363436447565, dwell_time_s=0.00017, snr=-1.4458525925055357),
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Event(start_idx=362036, end_idx=362046, baseline_local=-157.418384462595, delta_i=-21.77716657081619, dwell_time_s=0.0001, snr=-1.1663696552174636),
Event(start_idx=369538, end_idx=369553, baseline_local=-157.7484274879098, delta_i=-24.901271569139013, dwell_time_s=0.00015, snr=-1.3336945116402512),
Event(start_idx=376636, end_idx=376643, baseline_local=-157.37429138273, delta_i=-20.65333999234385, dwell_time_s=7e-05, snr=-1.1061782976965262),
Event(start_idx=377807, end_idx=377815, baseline_local=-157.3378100991249, delta_i=-20.45722866052529, dwell_time_s=8e-05, snr=-1.0956747133237095),
Event(start_idx=384361, end_idx=384365, baseline_local=-157.31774375587702, delta_i=-19.981115756789222, dwell_time_s=4e-05, snr=-1.0701744425897097),
Event(start_idx=391644, end_idx=391666, baseline_local=-157.4774364978075, delta_i=-32.369736750758335, dwell_time_s=0.00022, snr=-1.7337002300408557),
Event(start_idx=392649, end_idx=392685, baseline_local=-157.67859222739935, delta_i=-32.59075983192047, dwell_time_s=0.00036, snr=-1.7455380701075087),
Event(start_idx=394001, end_idx=394019, baseline_local=-157.77943486720324, delta_i=-22.60647184518166, dwell_time_s=0.00018, snr=-1.210786659779845),
Event(start_idx=402411, end_idx=402415, baseline_local=-157.79256803542376, delta_i=-19.842472785967402, dwell_time_s=4e-05, snr=-1.0627488230285094),
Event(start_idx=404331, end_idx=404370, baseline_local=-157.69004417210817, delta_i=-23.773571122736218, dwell_time_s=0.00039, snr=-1.273295672489979),
Event(start_idx=404381, end_idx=404409, baseline_local=-157.69004417210817, delta_i=-21.322039021993987, dwell_time_s=0.00028, snr=-1.1419933452657771),
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Event(start_idx=418442, end_idx=418444, baseline_local=-157.1973359286785, delta_i=-19.81120092328638, dwell_time_s=2e-05, snr=-1.0610739241579579),
Event(start_idx=419628, end_idx=419693, baseline_local=-157.20608842143645, delta_i=-46.72067372929305, dwell_time_s=0.00065, snr=-2.5023262751817565),
Event(start_idx=425369, end_idx=425393, baseline_local=-157.2916243672371, delta_i=-27.08966998612353, dwell_time_s=0.00024, snr=-1.4509035846753668),
Event(start_idx=425943, end_idx=425968, baseline_local=-157.29343351721764, delta_i=-27.976123121809213, dwell_time_s=0.00025, snr=-1.4983813883131336),
Event(start_idx=425986, end_idx=425993, baseline_local=-157.29343351721764, delta_i=-20.84475415698918, dwell_time_s=7e-05, snr=-1.1164303051142546),
Event(start_idx=429760, end_idx=429776, baseline_local=-157.3642733246088, delta_i=-24.66112022573361, dwell_time_s=0.00016, snr=-1.3208321753626227),
Event(start_idx=430072, end_idx=430082, baseline_local=-157.35476283431052, delta_i=-22.124175457423554, dwell_time_s=0.0001, snr=-1.1849552060104684),
Event(start_idx=430586, end_idx=430595, baseline_local=-157.35790513621436, delta_i=-21.670060792006552, dwell_time_s=9e-05, snr=-1.1606331453783276),
Event(start_idx=430727, end_idx=431037, baseline_local=-157.39050207873507, delta_i=-58.11266762092109, dwell_time_s=0.0031, snr=-3.1124734191827614),
Event(start_idx=433370, end_idx=433382, baseline_local=-157.45653669536114, delta_i=-22.525699231773615, dwell_time_s=0.00012, snr=-1.206460535674333),
Event(start_idx=440016, end_idx=440670, baseline_local=-157.65629090220648, delta_i=-95.5440893452045, dwell_time_s=0.00654, snr=-5.117273920151498),
Event(start_idx=445306, end_idx=445323, baseline_local=-157.30870996415615, delta_i=-24.68193107547567, dwell_time_s=0.00017, snr=-1.3219467897712278),
Event(start_idx=447185, end_idx=447195, baseline_local=-156.96754297614098, delta_i=-20.769936922192574, dwell_time_s=0.0001, snr=-1.112423146879492),
Event(start_idx=449579, end_idx=449603, baseline_local=-157.25225328964493, delta_i=-24.62531460656707, dwell_time_s=0.00024, snr=-1.3189144516979612),
Event(start_idx=449927, end_idx=449935, baseline_local=-157.27554129995406, delta_i=-21.162756772362627, dwell_time_s=8e-05, snr=-1.1334623005138966),
Event(start_idx=451831, end_idx=451836, baseline_local=-157.16656331717968, delta_i=-20.312204060144722, dwell_time_s=5e-05, snr=-1.087907298192183),
Event(start_idx=455030, end_idx=455036, baseline_local=-157.31515522301197, delta_i=-20.487320876990754, dwell_time_s=6e-05, snr=-1.0972864311764163),
Event(start_idx=455514, end_idx=455567, baseline_local=-157.34149333834648, delta_i=-41.477382851351614, dwell_time_s=0.00053, snr=-2.221499320324139),
Event(start_idx=460503, end_idx=460526, baseline_local=-157.37270039319992, delta_i=-22.07316209790904, dwell_time_s=0.00023, snr=-1.18222296651756),
Event(start_idx=463290, end_idx=463311, baseline_local=-157.50084148347378, delta_i=-30.843476012193907, dwell_time_s=0.00021, snr=-1.6519547832389294),
Event(start_idx=464811, end_idx=464854, baseline_local=-157.38217566907406, delta_i=-23.2503908088669, dwell_time_s=0.00043, snr=-1.2452745045239828),
Event(start_idx=465192, end_idx=465199, baseline_local=-157.40830029121466, delta_i=-20.37615202507004, dwell_time_s=7e-05, snr=-1.0913323060121514),
Event(start_idx=466196, end_idx=466235, baseline_local=-157.38460750877857, delta_i=-38.971077270304356, dwell_time_s=0.00039, snr=-2.087263364194143),
Event(start_idx=488348, end_idx=488582, baseline_local=-157.2140400918503, delta_i=-49.29196207770982, dwell_time_s=0.00234, snr=-2.640042662419509),
Event(start_idx=491081, end_idx=491103, baseline_local=-157.5979038029909, delta_i=-30.425217713060025, dwell_time_s=0.00022, snr=-1.6295531642511594),
Event(start_idx=500445, end_idx=500463, baseline_local=-157.68358212129937, delta_i=-24.570207496121938, dwell_time_s=0.00018, snr=-1.3159629537975845),
Event(start_idx=501333, end_idx=501516, baseline_local=-157.6616519560905, delta_i=-31.17454944944386, dwell_time_s=0.00183, snr=-1.669686842623293),
Event(start_idx=502600, end_idx=502621, baseline_local=-157.46551947295666, delta_i=-20.49808897678962, dwell_time_s=0.00021, snr=-1.0978631629936115),
Event(start_idx=502628, end_idx=502659, baseline_local=-157.46551947295666, delta_i=-21.11963644067967, dwell_time_s=0.00031, snr=-1.1311528060149514),
Event(start_idx=515163, end_idx=515788, baseline_local=-157.18682636916637, delta_i=-59.22475810282752, dwell_time_s=0.00625, snr=-3.1720361996635837),
Event(start_idx=521326, end_idx=521338, baseline_local=-157.19144982099533, delta_i=-22.158007503215533, dwell_time_s=0.00012, snr=-1.1867672264795854),
Event(start_idx=523764, end_idx=523785, baseline_local=-157.2226660847664, delta_i=-23.75930343342147, dwell_time_s=0.00021, snr=-1.2725315051308932),
Event(start_idx=523910, end_idx=523914, baseline_local=-157.26719298958778, delta_i=-19.91469216661062, dwell_time_s=4e-05, snr=-1.0666168420302895),
Event(start_idx=524326, end_idx=524373, baseline_local=-157.25603035092354, delta_i=-42.29065576539514, dwell_time_s=0.00047, snr=-2.2650576429950893),
Event(start_idx=526398, end_idx=526407, baseline_local=-157.17266977661185, delta_i=-21.11777709134751, dwell_time_s=9e-05, snr=-1.131053220578415),
Event(start_idx=529836, end_idx=529840, baseline_local=-157.41560630500317, delta_i=-19.973535040277056, dwell_time_s=4e-05, snr=-1.0697684247693544),
Event(start_idx=531434, end_idx=531450, baseline_local=-157.426314775832, delta_i=-24.046823476441205, dwell_time_s=0.00016, snr=-1.2879308754922538),
Event(start_idx=539071, end_idx=539122, baseline_local=-157.3189037144184, delta_i=-43.02818889473108, dwell_time_s=0.00051, snr=-2.3045593963098585),
Event(start_idx=540319, end_idx=540329, baseline_local=-157.23636044561863, delta_i=-21.382216050801798, dwell_time_s=0.0001, snr=-1.1452163844115877),
Event(start_idx=542609, end_idx=542622, baseline_local=-157.33598071565996, delta_i=-24.000789566932674, dwell_time_s=0.00013, snr=-1.2854653318235136),
Event(start_idx=546645, end_idx=546664, baseline_local=-157.56713111698627, delta_i=-24.788611167576164, dwell_time_s=0.00019, snr=-1.3276605001309847),
Event(start_idx=548283, end_idx=548303, baseline_local=-157.66700844466686, delta_i=-26.38668456331361, dwell_time_s=0.0002, snr=-1.4132521821129913),
Event(start_idx=548766, end_idx=548793, baseline_local=-157.63109821081161, delta_i=-25.61973002337402, dwell_time_s=0.00027, snr=-1.372174638833527),
Event(start_idx=550316, end_idx=550489, baseline_local=-157.73162755551022, delta_i=-40.94861284902352, dwell_time_s=0.00173, snr=-2.193178772593597),
Event(start_idx=556293, end_idx=557640, baseline_local=-157.02813291921382, delta_i=-83.40797523218819, dwell_time_s=0.01347, snr=-4.467272222839409),
Event(start_idx=563824, end_idx=563852, baseline_local=-157.34893456101418, delta_i=-40.83867741865106, dwell_time_s=0.00028, snr=-2.1872907086160023),
Event(start_idx=565551, end_idx=565576, baseline_local=-157.58698987960815, delta_i=-34.82742907848209, dwell_time_s=0.00025, snr=-1.8653324946697765),
Event(start_idx=567976, end_idx=567993, baseline_local=-157.739738104098, delta_i=-26.094882070908653, dwell_time_s=0.00017, snr=-1.3976234467882558),
Event(start_idx=577723, end_idx=577733, baseline_local=-157.75432313978672, delta_i=-20.884677343117072, dwell_time_s=0.0001, snr=-1.1185685627561635),
Event(start_idx=582142, end_idx=582147, baseline_local=-157.88323101103305, delta_i=-20.36977519309148, dwell_time_s=5e-05, snr=-1.0909907673968304),
Event(start_idx=589533, end_idx=589544, baseline_local=-157.6812096387148, delta_i=-21.465816671833057, dwell_time_s=0.00011, snr=-1.1496939746073145),
Event(start_idx=599509, end_idx=599518, baseline_local=-157.63988275163703, delta_i=-21.992476024147535, dwell_time_s=9e-05, snr=-1.1779014774143737),
Event(start_idx=601587, end_idx=601601, baseline_local=-157.82027937471867, delta_i=-22.505360044971376, dwell_time_s=0.00014, snr=-1.2053711831995384),
Event(start_idx=601732, end_idx=601752, baseline_local=-157.7986757606268, delta_i=-28.236709107947537, dwell_time_s=0.0002, snr=-1.5123381896177612),
Event(start_idx=602255, end_idx=602256, baseline_local=-157.79194796085358, delta_i=-19.747087786905468, dwell_time_s=1e-05, snr=-1.0576400698715271),
Event(start_idx=608579, end_idx=608601, baseline_local=-157.493550543758, delta_i=-33.77948143743825, dwell_time_s=0.00022, snr=-1.8092051594264364),
Event(start_idx=617466, end_idx=617470, baseline_local=-157.72878494858742, delta_i=-20.112728617852554, dwell_time_s=4e-05, snr=-1.0772235344392593),
Event(start_idx=620758, end_idx=620762, baseline_local=-157.885421782732, delta_i=-19.883847646648064, dwell_time_s=4e-05, snr=-1.064964831333807),
Event(start_idx=621493, end_idx=621521, baseline_local=-157.9567391127348, delta_i=-39.00597846015756, dwell_time_s=0.00028, snr=-2.089132647263792),
Event(start_idx=625636, end_idx=625667, baseline_local=-157.56501644849777, delta_i=-36.87839001139265, dwell_time_s=0.00031, snr=-1.9751805131621898),
Event(start_idx=628091, end_idx=628102, baseline_local=-157.65782371163368, delta_i=-22.322644679214466, dwell_time_s=0.00011, snr=-1.1955850773042742),
Event(start_idx=628183, end_idx=628204, baseline_local=-157.66873048245907, delta_i=-29.901412929585646, dwell_time_s=0.00021, snr=-1.601498550134325),
Event(start_idx=629311, end_idx=629329, baseline_local=-157.48022493720055, delta_i=-27.398476896057318, dwell_time_s=0.00018, snr=-1.4674430645887422),
Event(start_idx=634427, end_idx=634448, baseline_local=-157.02674469351768, delta_i=-23.276191951396566, dwell_time_s=0.00021, snr=-1.2466563954884793),
Event(start_idx=638663, end_idx=638673, baseline_local=-156.78853580355644, delta_i=-21.462633498292416, dwell_time_s=0.0001, snr=-1.1495234860814991),
Event(start_idx=641573, end_idx=645590, baseline_local=-153.7356709483728, delta_i=-143.66209876979048, dwell_time_s=0.04017, snr=-7.694440507907527),
Event(start_idx=649178, end_idx=653195, baseline_local=-153.23128319672085, delta_i=-143.45119492397293, dwell_time_s=0.04017, snr=-7.683144646936343),
Event(start_idx=656731, end_idx=656738, baseline_local=-156.68316224217415, delta_i=-20.732915264022136, dwell_time_s=7e-05, snr=-1.1104402930249553),
Event(start_idx=665635, end_idx=665643, baseline_local=-156.9697395414114, delta_i=-20.598848055815324, dwell_time_s=8e-05, snr=-1.1032597480764814),
Event(start_idx=673297, end_idx=673306, baseline_local=-156.9204971641302, delta_i=-21.726188355228967, dwell_time_s=9e-05, snr=-1.1636392980084707),
Event(start_idx=675633, end_idx=675636, baseline_local=-157.0315538495779, delta_i=-19.920741844611864, dwell_time_s=3e-05, snr=-1.066940858509731),
Event(start_idx=675921, end_idx=675939, baseline_local=-157.03605545477734, delta_i=-26.476498792206662, dwell_time_s=0.00018, snr=-1.4180625687556685),
Event(start_idx=677403, end_idx=677918, baseline_local=-157.17119494005314, delta_i=-80.40914507731976, dwell_time_s=0.00515, snr=-4.3066569985210625),
Event(start_idx=679756, end_idx=679768, baseline_local=-157.14127887537083, delta_i=-22.22530523912671, dwell_time_s=0.00012, snr=-1.1903716456668283),
Event(start_idx=680325, end_idx=680450, baseline_local=-157.23179593932628, delta_i=-49.98824992026389, dwell_time_s=0.00125, snr=-2.6773353473154513),
Event(start_idx=683151, end_idx=683177, baseline_local=-157.42563450336456, delta_i=-26.617038777456262, dwell_time_s=0.00026, snr=-1.425589791069315),
Event(start_idx=684497, end_idx=684520, baseline_local=-157.45500889355722, delta_i=-24.4712871350348, dwell_time_s=0.00023, snr=-1.3106648491483868),
Event(start_idx=691271, end_idx=691292, baseline_local=-157.23136971890926, delta_i=-30.272340342491155, dwell_time_s=0.00021, snr=-1.6213651602965988),
Event(start_idx=694982, end_idx=694991, baseline_local=-157.39192409813404, delta_i=-21.833830578045713, dwell_time_s=9e-05, snr=-1.1694045394096115),
Event(start_idx=708639, end_idx=709002, baseline_local=-157.2055025794864, delta_i=-97.89035774381529, dwell_time_s=0.00363, snr=-5.242938397861957),
Event(start_idx=712458, end_idx=716513, baseline_local=-152.6235019382581, delta_i=-123.597578433851, dwell_time_s=0.04055, snr=-6.619798974986726),
Event(start_idx=716578, end_idx=716608, baseline_local=-43.04043753494819, delta_i=-22.804522903915494, dwell_time_s=0.0003, snr=-1.22139413455576),
Event(start_idx=716706, end_idx=716760, baseline_local=-41.884263021526515, delta_i=-22.382276366464794, dwell_time_s=0.00054, snr=-1.1987789083415683),
Event(start_idx=716875, end_idx=716880, baseline_local=-40.672732698917386, delta_i=-19.951060413569213, dwell_time_s=5e-05, snr=-1.0685646996419773),
Event(start_idx=716917, end_idx=716933, baseline_local=-40.40165213216096, delta_i=-20.61100556026213, dwell_time_s=0.00016, snr=-1.1039108954249581),
Event(start_idx=717049, end_idx=717058, baseline_local=-39.80100517306063, delta_i=-20.373488383367658, dwell_time_s=9e-05, snr=-1.091189643244526),
Event(start_idx=717260, end_idx=717280, baseline_local=-39.10070536956191, delta_i=-20.788675819011406, dwell_time_s=0.0002, snr=-1.113426788953435),
Event(start_idx=717365, end_idx=717374, baseline_local=-38.841367541088, delta_i=-19.953690353574025, dwell_time_s=9e-05, snr=-1.0687055573704922),
Event(start_idx=717549, end_idx=717561, baseline_local=-38.583239659667015, delta_i=-20.019469720699515, dwell_time_s=0.00012, snr=-1.0722286537983534),
Event(start_idx=718243, end_idx=718248, baseline_local=-38.66833555698395, delta_i=-19.912573231384158, dwell_time_s=5e-05, snr=-1.0665033533566608),
Event(start_idx=718300, end_idx=718307, baseline_local=-38.726834803819656, delta_i=-19.909964346193842, dwell_time_s=7e-05, snr=-1.0663636233091343),
Event(start_idx=718541, end_idx=718554, baseline_local=-38.72907171570338, delta_i=-20.569825754715847, dwell_time_s=0.00013, snr=-1.101705334134845),
Event(start_idx=721086, end_idx=721091, baseline_local=-38.82937507331371, delta_i=-19.999636781588197, dwell_time_s=5e-05, snr=-1.0711664155922034),
Event(start_idx=721375, end_idx=721377, baseline_local=-38.86460044980049, delta_i=-19.770616191904992, dwell_time_s=2e-05, snr=-1.058900234619676),
Event(start_idx=721578, end_idx=721604, baseline_local=-38.89807467162609, delta_i=-20.893791509648928, dwell_time_s=0.00026, snr=-1.1190567110761382),
Event(start_idx=721753, end_idx=721766, baseline_local=-38.879851922392845, delta_i=-20.723869033444387, dwell_time_s=0.00013, snr=-1.1099557833066833),
Event(start_idx=721779, end_idx=721794, baseline_local=-38.879851922392845, delta_i=-21.090739243788025, dwell_time_s=0.00015, snr=-1.1296050925662962),
Event(start_idx=721844, end_idx=721851, baseline_local=-38.87767553116594, delta_i=-19.88382715439158, dwell_time_s=7e-05, snr=-1.064963733783028),
Event(start_idx=722544, end_idx=722556, baseline_local=-38.93016962707043, delta_i=-21.129334861024592, dwell_time_s=0.00012, snr=-1.1316722465563587),
Event(start_idx=723000, end_idx=723012, baseline_local=-38.887308195233345, delta_i=-20.487011566602934, dwell_time_s=0.00012, snr=-1.097269864730583),
Event(start_idx=723293, end_idx=723316, baseline_local=-38.846616983413696, delta_i=-21.97495712072629, dwell_time_s=0.00023, snr=-1.1769631773248381),
Event(start_idx=723321, end_idx=723332, baseline_local=-38.846616983413696, delta_i=-20.00022875551473, dwell_time_s=0.00011, snr=-1.0711981212974584),
Event(start_idx=723347, end_idx=723352, baseline_local=-38.846616983413696, delta_i=-19.943838050961496, dwell_time_s=5e-05, snr=-1.068177875003555),
Event(start_idx=723824, end_idx=723842, baseline_local=-38.74229162931442, delta_i=-21.464753463295185, dwell_time_s=0.00018, snr=-1.1496370299092193),
Event(start_idx=723904, end_idx=723922, baseline_local=-38.74229162931442, delta_i=-21.84851700797056, dwell_time_s=0.00018, snr=-1.1701911342199196),
Event(start_idx=724316, end_idx=724334, baseline_local=-38.82100087404251, delta_i=-21.119399085847867, dwell_time_s=0.00018, snr=-1.1311400934578593),
Event(start_idx=726354, end_idx=726374, baseline_local=-38.351285234093666, delta_i=-21.012005895236506, dwell_time_s=0.0002, snr=-1.125388190045689),
Event(start_idx=726770, end_idx=726777, baseline_local=-38.252928495407104, delta_i=-19.952493123976247, dwell_time_s=7e-05, snr=-1.068641434599119),
Event(start_idx=727156, end_idx=727163, baseline_local=-38.32923911511898, delta_i=-20.146130400443717, dwell_time_s=7e-05, snr=-1.0790125103153363),
Event(start_idx=729598, end_idx=729616, baseline_local=-37.96372465789318, delta_i=-22.345171731637997, dwell_time_s=0.00018, snr=-1.1967916103159428),
Event(start_idx=730164, end_idx=730173, baseline_local=-37.79515464603901, delta_i=-19.95592296702994, dwell_time_s=9e-05, snr=-1.068825134569773),
Event(start_idx=730188, end_idx=730193, baseline_local=-37.79515464603901, delta_i=-19.799067807756366, dwell_time_s=5e-05, snr=-1.0604240830626328),
Event(start_idx=730973, end_idx=730982, baseline_local=-37.9304264485836, delta_i=-19.98276804977407, dwell_time_s=9e-05, snr=-1.0702629382345765),
Event(start_idx=731094, end_idx=731099, baseline_local=-37.83098734021187, delta_i=-19.775457949005066, dwell_time_s=5e-05, snr=-1.0591595557090885),
Event(start_idx=731790, end_idx=731807, baseline_local=-37.71234908699989, delta_i=-20.39868999245193, dwell_time_s=0.00017, snr=-1.0925394236212782),
Event(start_idx=732502, end_idx=732521, baseline_local=-37.99665712055407, delta_i=-20.282135488808546, dwell_time_s=0.00019, snr=-1.0862968467558947),
Event(start_idx=734179, end_idx=734209, baseline_local=-38.0117847725749, delta_i=-21.183575648876527, dwell_time_s=0.0003, snr=-1.1345773448307304),
Event(start_idx=734341, end_idx=734348, baseline_local=-37.90913273394108, delta_i=-20.376767231284507, dwell_time_s=7e-05, snr=-1.091365256022334),
Event(start_idx=734409, end_idx=734429, baseline_local=-37.90913273394108, delta_i=-20.61033309837803, dwell_time_s=0.0002, snr=-1.1038748788415633),
Event(start_idx=734992, end_idx=735007, baseline_local=-38.05494184792042, delta_i=-20.593280406482517, dwell_time_s=0.00015, snr=-1.1029615487119515),
Event(start_idx=735163, end_idx=735182, baseline_local=-38.12754449248314, delta_i=-20.969482141988056, dwell_time_s=0.00019, snr=-1.123110647866193),
Event(start_idx=735380, end_idx=735388, baseline_local=-38.11982837319374, delta_i=-20.26830634835642, dwell_time_s=8e-05, snr=-1.085556167764041),
Event(start_idx=735455, end_idx=735464, baseline_local=-38.2079463104407, delta_i=-20.348534697459804, dwell_time_s=9e-05, snr=-1.0898531414579369),
Event(start_idx=735718, end_idx=735733, baseline_local=-38.098200024167696, delta_i=-21.150520876360435, dwell_time_s=0.00015, snr=-1.1328069545690995),
Event(start_idx=735970, end_idx=735985, baseline_local=-38.10736022889614, delta_i=-21.068305134214462, dwell_time_s=0.00015, snr=-1.1284035375080044),
Event(start_idx=736145, end_idx=736155, baseline_local=-38.13045418709517, delta_i=-20.23796359067783, dwell_time_s=0.0001, snr=-1.0839310311009753),
Event(start_idx=736616, end_idx=736631, baseline_local=-38.271506652235985, delta_i=-20.71698995847255, dwell_time_s=0.00015, snr=-1.1095873449114941),
Event(start_idx=737286, end_idx=737314, baseline_local=-38.12013290982161, delta_i=-21.266906586808286, dwell_time_s=0.00028, snr=-1.1390404909901883),
Event(start_idx=738460, end_idx=738467, baseline_local=-38.01914275756904, delta_i=-19.936723409353622, dwell_time_s=7e-05, snr=-1.0677968198257757),
Event(start_idx=738785, end_idx=738796, baseline_local=-38.149551540613174, delta_i=-20.208873506296765, dwell_time_s=0.00011, snr=-1.0823729867346683),
Event(start_idx=739132, end_idx=739140, baseline_local=-38.04641628265381, delta_i=-20.11017536406871, dwell_time_s=8e-05, snr=-1.077086783970558),
Event(start_idx=739289, end_idx=739296, baseline_local=-38.04641628265381, delta_i=-19.90617399396641, dwell_time_s=7e-05, snr=-1.0661606147218468),
Event(start_idx=739363, end_idx=739375, baseline_local=-38.04641628265381, delta_i=-20.084398106516648, dwell_time_s=0.00012, snr=-1.0757061722685866),
Event(start_idx=739676, end_idx=739681, baseline_local=-38.169659435749054, delta_i=-19.84435151796788, dwell_time_s=5e-05, snr=-1.0628494465870664),
Event(start_idx=739720, end_idx=739728, baseline_local=-38.169659435749054, delta_i=-19.827939088339917, dwell_time_s=8e-05, snr=-1.0619704084521373),
Event(start_idx=739938, end_idx=739953, baseline_local=-38.11696921288967, delta_i=-20.623735528811814, dwell_time_s=0.00015, snr=-1.1045927035463197),
Event(start_idx=740569, end_idx=740584, baseline_local=-37.984311148524284, delta_i=-20.457652780227363, dwell_time_s=0.00015, snr=-1.0956974288752974),
Event(start_idx=740624, end_idx=740632, baseline_local=-37.984311148524284, delta_i=-19.96788020443637, dwell_time_s=8e-05, snr=-1.069465555757063),
Event(start_idx=740734, end_idx=740767, baseline_local=-37.984311148524284, delta_i=-21.70533908310939, dwell_time_s=0.00033, snr=-1.1625226257244723),
Event(start_idx=741888, end_idx=741900, baseline_local=-38.207585617899895, delta_i=-20.150389345518004, dwell_time_s=0.00012, snr=-1.0792406164044244),
Event(start_idx=742433, end_idx=742442, baseline_local=-37.98658381899198, delta_i=-19.953595125530327, dwell_time_s=9e-05, snr=-1.0687004570237537),
Event(start_idx=743612, end_idx=743617, baseline_local=-38.028102561831474, delta_i=-19.941023990139364, dwell_time_s=5e-05, snr=-1.068027155894152),
Event(start_idx=743845, end_idx=743853, baseline_local=-38.01972831785679, delta_i=-19.807205843389966, dwell_time_s=8e-05, snr=-1.060859950501367),
Event(start_idx=743914, end_idx=743934, baseline_local=-38.01972831785679, delta_i=-21.36321951523423, dwell_time_s=0.0002, snr=-1.144198943388293),
Event(start_idx=744569, end_idx=744578, baseline_local=-38.112593933939934, delta_i=-20.556185997505153, dwell_time_s=9e-05, snr=-1.1009747983755969),
Event(start_idx=744662, end_idx=744677, baseline_local=-38.03461606800556, delta_i=-20.608797276578844, dwell_time_s=0.00015, snr=-1.1037926213111098),
Event(start_idx=745141, end_idx=745144, baseline_local=-37.75322489440441, delta_i=-19.876836170442402, dwell_time_s=3e-05, snr=-1.0645893016220802),
Event(start_idx=745358, end_idx=745367, baseline_local=-37.916049021813606, delta_i=-20.07157169861926, dwell_time_s=9e-05, snr=-1.0750191989238997),
Event(start_idx=746291, end_idx=746299, baseline_local=-38.01297612115741, delta_i=-20.184556953492574, dwell_time_s=8e-05, snr=-1.0810706093469549),
Event(start_idx=746770, end_idx=746780, baseline_local=-37.957800179719925, delta_i=-20.200451490562408, dwell_time_s=0.0001, snr=-1.0819219095223793),
Event(start_idx=747108, end_idx=747123, baseline_local=-37.9698833078146, delta_i=-21.141264985191324, dwell_time_s=0.00015, snr=-1.1323112155776867),
Event(start_idx=748927, end_idx=748931, baseline_local=-38.007327660918236, delta_i=-19.8590489923954, dwell_time_s=4e-05, snr=-1.0636366329331344),
Event(start_idx=749267, end_idx=749279, baseline_local=-38.03506700694561, delta_i=-20.979610390573118, dwell_time_s=0.00012, snr=-1.1236531097044538),
Event(start_idx=749346, end_idx=749363, baseline_local=-38.087523203562284, delta_i=-20.86899641545161, dwell_time_s=0.00017, snr=-1.1177287033495147),
Event(start_idx=749460, end_idx=749467, baseline_local=-38.08987101061003, delta_i=-20.106353440987213, dwell_time_s=7e-05, snr=-1.0768820844706328),
Event(start_idx=749655, end_idx=749665, baseline_local=-37.94569331407547, delta_i=-20.67879292005673, dwell_time_s=0.0001, snr=-1.1075415385214613),
Event(start_idx=752564, end_idx=752571, baseline_local=-38.42475154995918, delta_i=-20.185016008227, dwell_time_s=7e-05, snr=-1.0810951959941928),
Event(start_idx=752629, end_idx=752635, baseline_local=-38.45287216206392, delta_i=-20.03260527489086, dwell_time_s=6e-05, snr=-1.072932184800122),
Event(start_idx=752879, end_idx=752895, baseline_local=-38.34928332269192, delta_i=-20.930132923764177, dwell_time_s=0.00016, snr=-1.1210031315396949),
Event(start_idx=753392, end_idx=753410, baseline_local=-38.57365122437477, delta_i=-20.980592269553906, dwell_time_s=0.00018, snr=-1.1237056984489335),
Event(start_idx=754073, end_idx=754090, baseline_local=-38.53438740968704, delta_i=-21.123059367925368, dwell_time_s=0.00017, snr=-1.1313361355798155),
Event(start_idx=754856, end_idx=754861, baseline_local=-38.87327812612057, delta_i=-19.84222591686994, dwell_time_s=5e-05, snr=-1.0627356008940707),
Event(start_idx=755155, end_idx=755169, baseline_local=-39.00627991557121, delta_i=-20.689624519553035, dwell_time_s=0.00014, snr=-1.1081216713375868),
Event(start_idx=755282, end_idx=755303, baseline_local=-39.03560821002438, delta_i=-21.487234618913913, dwell_time_s=0.00021, snr=-1.1508411047204505),
Event(start_idx=755322, end_idx=755356, baseline_local=-39.03374820421724, delta_i=-21.485335657016975, dwell_time_s=0.00034, snr=-1.1507393976629323),
Event(start_idx=755623, end_idx=755631, baseline_local=-39.004350300878286, delta_i=-20.13587261782959, dwell_time_s=8e-05, snr=-1.0784631107259992),
Event(start_idx=755858, end_idx=755888, baseline_local=-39.05008036593596, delta_i=-20.861052353524915, dwell_time_s=0.0003, snr=-1.1173032250054735),
Event(start_idx=755963, end_idx=755979, baseline_local=-39.09013844653964, delta_i=-20.430411116045434, dwell_time_s=0.00016, snr=-1.094238384588884),
Event(start_idx=756492, end_idx=756510, baseline_local=-38.94537675380707, delta_i=-20.622730914658558, dwell_time_s=0.00018, snr=-1.1045388971220658),
Event(start_idx=756704, end_idx=756728, baseline_local=-39.126585096120834, delta_i=-20.95025707377742, dwell_time_s=0.00024, snr=-1.1220809667960017),
Event(start_idx=756757, end_idx=756787, baseline_local=-39.096542820334435, delta_i=-21.186560310454418, dwell_time_s=0.0003, snr=-1.1347372011960764),
Event(start_idx=757108, end_idx=757127, baseline_local=-39.096542820334435, delta_i=-21.33063897318942, dwell_time_s=0.00019, snr=-1.1424539525756439),
Event(start_idx=757494, end_idx=757509, baseline_local=-39.06777711212635, delta_i=-20.323391508124768, dwell_time_s=0.00015, snr=-1.0885064900016783),
Event(start_idx=757646, end_idx=757660, baseline_local=-39.17317615236555, delta_i=-20.217096149655326, dwell_time_s=0.00014, snr=-1.0828133857033733),
Event(start_idx=757680, end_idx=757729, baseline_local=-39.231887832283974, delta_i=-21.164276472882044, dwell_time_s=0.00049, snr=-1.133543694599996),
Event(start_idx=757738, end_idx=757759, baseline_local=-39.231887832283974, delta_i=-21.288141933048056, dwell_time_s=0.00021, snr=-1.1401778411312897),
Event(start_idx=757772, end_idx=757787, baseline_local=-39.26162429451942, delta_i=-20.344921127644678, dwell_time_s=0.00015, snr=-1.0896596012117497),
Event(start_idx=758433, end_idx=758450, baseline_local=-39.342694848775864, delta_i=-20.567452491754118, dwell_time_s=0.00017, snr=-1.1015782238474066),
Event(start_idx=758564, end_idx=758582, baseline_local=-39.342694848775864, delta_i=-21.04252886865288, dwell_time_s=0.00018, snr=-1.127022978936342),
Event(start_idx=758839, end_idx=758847, baseline_local=-39.26193970441818, delta_i=-20.34290671441704, dwell_time_s=8e-05, snr=-1.0895517106625294),
Event(start_idx=759411, end_idx=759429, baseline_local=-39.234615191817284, delta_i=-20.567283420409595, dwell_time_s=0.00018, snr=-1.1015691685056486),
Event(start_idx=759615, end_idx=759618, baseline_local=-39.28782807290554, delta_i=-19.827638834094007, dwell_time_s=3e-05, snr=-1.0619543270468663),
Event(start_idx=759797, end_idx=759812, baseline_local=-39.29182290037473, delta_i=-20.425028131281337, dwell_time_s=0.00015, snr=-1.0939500757281824),
Event(start_idx=760538, end_idx=760552, baseline_local=-39.34188775718212, delta_i=-20.987652399909816, dwell_time_s=0.00014, snr=-1.1240838340425718),
Event(start_idx=760766, end_idx=760771, baseline_local=-39.28333658576012, delta_i=-19.89362650606781, dwell_time_s=5e-05, snr=-1.0654885801352287),
Event(start_idx=761044, end_idx=761052, baseline_local=-39.249367624521255, delta_i=-19.99604377709329, dwell_time_s=8e-05, snr=-1.070973976810037),
Event(start_idx=761998, end_idx=762030, baseline_local=-38.964263529051095, delta_i=-20.621770560886944, dwell_time_s=0.00032, snr=-1.104487461252581),
Event(start_idx=762460, end_idx=762469, baseline_local=-38.839885741472244, delta_i=-20.31263762184729, dwell_time_s=9e-05, snr=-1.0879305194506463),
Event(start_idx=764320, end_idx=764321, baseline_local=-38.88702234625816, delta_i=-19.740855800919235, dwell_time_s=1e-05, snr=-1.0573062891052163),
Event(start_idx=764359, end_idx=764371, baseline_local=-38.95060428480307, delta_i=-20.460134692645322, dwell_time_s=0.00012, snr=-1.095830358350847),
Event(start_idx=764643, end_idx=764656, baseline_local=-38.781616911292076, delta_i=-19.943078248904875, dwell_time_s=0.00013, snr=-1.0681371805422286),
Event(start_idx=764665, end_idx=764666, baseline_local=-38.781616911292076, delta_i=-19.73730391357094, dwell_time_s=1e-05, snr=-1.057116052528372),
Event(start_idx=765021, end_idx=765034, baseline_local=-38.55858154594898, delta_i=-20.620064410810862, dwell_time_s=0.00013, snr=-1.1043960810599596),
Event(start_idx=765225, end_idx=765243, baseline_local=-38.63982703453965, delta_i=-22.15307273244899, dwell_time_s=0.00018, snr=-1.1865029236439144),
Event(start_idx=765258, end_idx=765285, baseline_local=-38.60450737178326, delta_i=-21.52554270901062, dwell_time_s=0.00027, snr=-1.15289285896005),
Event(start_idx=765550, end_idx=765558, baseline_local=-38.55858154594898, delta_i=-20.05065936536994, dwell_time_s=8e-05, snr=-1.0738991491303471),
Event(start_idx=765852, end_idx=765878, baseline_local=-38.54643305964195, delta_i=-20.52842914058755, dwell_time_s=0.00026, snr=-1.099488160730262),
Event(start_idx=765897, end_idx=765908, baseline_local=-38.54956382919442, delta_i=-20.398469896563753, dwell_time_s=0.00011, snr=-1.0925276354410127),
Event(start_idx=766259, end_idx=766267, baseline_local=-38.49537613987923, delta_i=-19.945209983503446, dwell_time_s=8e-05, snr=-1.0682513547411845),
Event(start_idx=766634, end_idx=766641, baseline_local=-38.43569601646492, delta_i=-19.832849304723954, dwell_time_s=7e-05, snr=-1.06223339617243),
Event(start_idx=767204, end_idx=767213, baseline_local=-38.27043204009533, delta_i=-20.08133699703548, dwell_time_s=9e-05, snr=-1.075542221407554),
Event(start_idx=767252, end_idx=767306, baseline_local=-38.22600215673447, delta_i=-22.398795062676072, dwell_time_s=0.00054, snr=-1.1996636380396188),
Event(start_idx=767342, end_idx=767368, baseline_local=-38.21071107685566, delta_i=-19.886894753381895, dwell_time_s=0.00026, snr=-1.0651280322175853),
Event(start_idx=767398, end_idx=767457, baseline_local=-38.251463890075684, delta_i=-20.736864741228647, dwell_time_s=0.00059, snr=-1.110651824233695),
Event(start_idx=767633, end_idx=767658, baseline_local=-38.09700101494789, delta_i=-20.940451443344354, dwell_time_s=0.00025, snr=-1.121555784158021),
Event(start_idx=767982, end_idx=768022, baseline_local=-37.931176787987354, delta_i=-21.21288274761755, dwell_time_s=0.0004, snr=-1.1361470123328286),
Event(start_idx=768584, end_idx=768593, baseline_local=-38.20008113980293, delta_i=-19.970724360292984, dwell_time_s=9e-05, snr=-1.0696178867352495),
Event(start_idx=768851, end_idx=768863, baseline_local=-38.21949648857117, delta_i=-20.785346867283806, dwell_time_s=0.00012, snr=-1.1132484926509234),
Event(start_idx=770028, end_idx=770041, baseline_local=-38.22471213340759, delta_i=-21.088301119681162, dwell_time_s=0.00013, snr=-1.1294745083617508),
Event(start_idx=770341, end_idx=770343, baseline_local=-38.17771768569946, delta_i=-19.769126524683088, dwell_time_s=2e-05, snr=-1.058820449095772),
Event(start_idx=770747, end_idx=770759, baseline_local=-38.06626468896866, delta_i=-20.757450339694817, dwell_time_s=0.00012, snr=-1.111754374343111),
Event(start_idx=771881, end_idx=771905, baseline_local=-38.32080157101154, delta_i=-20.22028562698203, dwell_time_s=0.00024, snr=-1.0829842118555162),
Event(start_idx=771975, end_idx=771986, baseline_local=-38.32080157101154, delta_i=-20.140502586452797, dwell_time_s=0.00011, snr=-1.0787110885742264),
Event(start_idx=772067, end_idx=772072, baseline_local=-38.32080157101154, delta_i=-19.811227765306832, dwell_time_s=5e-05, snr=-1.0610753617976085),
Event(start_idx=772084, end_idx=772097, baseline_local=-38.32080157101154, delta_i=-20.501678800281997, dwell_time_s=0.00013, snr=-1.0980554314035298),
Event(start_idx=772424, end_idx=772448, baseline_local=-38.36027606576681, delta_i=-20.801586426328868, dwell_time_s=0.00024, snr=-1.1141182719595712),
Event(start_idx=772528, end_idx=772534, baseline_local=-38.394564628601074, delta_i=-19.830162591300905, dwell_time_s=6e-05, snr=-1.0620894976997468),
Event(start_idx=773430, end_idx=773449, baseline_local=-38.134465008974075, delta_i=-20.486980203343066, dwell_time_s=0.00019, snr=-1.0972681849365438),
Event(start_idx=774030, end_idx=774040, baseline_local=-38.23377650976181, delta_i=-20.113391307462006, dwell_time_s=0.0001, snr=-1.0772590276265286),
Event(start_idx=775007, end_idx=775011, baseline_local=-38.016430363059044, delta_i=-19.7880409846548, dwell_time_s=4e-05, snr=-1.0598334942081418),
Event(start_idx=775038, end_idx=775040, baseline_local=-38.016430363059044, delta_i=-19.739378096535802, dwell_time_s=2e-05, snr=-1.0572271443024885),
Event(start_idx=775154, end_idx=775167, baseline_local=-37.99578033387661, delta_i=-20.436077168426262, dwell_time_s=0.00013, snr=-1.0945418543511405),
Event(start_idx=775291, end_idx=775309, baseline_local=-37.9807226061821, delta_i=-20.426858402219498, dwell_time_s=0.00018, snr=-1.0940481037464809),
Event(start_idx=776539, end_idx=776552, baseline_local=-37.99970746154968, delta_i=-20.71617048126287, dwell_time_s=0.00013, snr=-1.1095434542911327),
Event(start_idx=776644, end_idx=776660, baseline_local=-38.0970057612285, delta_i=-20.739828427264, dwell_time_s=0.00016, snr=-1.1108105571638025),
Event(start_idx=778379, end_idx=778399, baseline_local=-37.992361932992935, delta_i=-20.549767162743954, dwell_time_s=0.0002, snr=-1.100631010120914),
Event(start_idx=778469, end_idx=778482, baseline_local=-37.98737717706423, delta_i=-20.178400725197907, dwell_time_s=0.00013, snr=-1.080740886109079),
Event(start_idx=779210, end_idx=779229, baseline_local=-38.29348549246788, delta_i=-20.42257315866453, dwell_time_s=0.00019, snr=-1.0938185891293486),
Event(start_idx=779347, end_idx=779353, baseline_local=-38.29339571297169, delta_i=-20.138184162788093, dwell_time_s=6e-05, snr=-1.0785869154407908),
Event(start_idx=779565, end_idx=779586, baseline_local=-38.319294691085815, delta_i=-21.335732012676697, dwell_time_s=0.00021, snr=-1.1427267321721752),
Event(start_idx=780019, end_idx=780027, baseline_local=-38.191266775131226, delta_i=-20.084574082517065, dwell_time_s=8e-05, snr=-1.0757155974188357),
Event(start_idx=780108, end_idx=780117, baseline_local=-38.23726001381874, delta_i=-20.17167788123091, dwell_time_s=9e-05, snr=-1.0803808153361265),
Event(start_idx=780209, end_idx=780247, baseline_local=-38.23726001381874, delta_i=-21.13428241007128, dwell_time_s=0.00038, snr=-1.131937233787686),
Event(start_idx=780853, end_idx=780872, baseline_local=-38.22620720612375, delta_i=-20.49520762852932, dwell_time_s=0.00019, snr=-1.0977088400165613),
Event(start_idx=781780, end_idx=781785, baseline_local=-37.69169251024723, delta_i=-19.861068346351384, dwell_time_s=5e-05, snr=-1.0637447881042739),
Event(start_idx=781848, end_idx=781873, baseline_local=-37.77961918711662, delta_i=-21.195335327796638, dwell_time_s=0.00025, snr=-1.1352071849250749),
Event(start_idx=781907, end_idx=781913, baseline_local=-37.84667108952999, delta_i=-19.83977274922654, dwell_time_s=6e-05, snr=-1.0626042109683373),
Event(start_idx=782052, end_idx=782088, baseline_local=-38.06056913153993, delta_i=-20.593164540387484, dwell_time_s=0.00036, snr=-1.102955343005765),
Event(start_idx=784647, end_idx=784668, baseline_local=-38.534684736813816, delta_i=-21.018020520563283, dwell_time_s=0.00021, snr=-1.125710329128652),
Event(start_idx=784788, end_idx=784793, baseline_local=-38.57901206612587, delta_i=-19.837729333341123, dwell_time_s=5e-05, snr=-1.062494767057258),
Event(start_idx=784816, end_idx=784826, baseline_local=-38.57901206612587, delta_i=-20.074291133601218, dwell_time_s=0.0001, snr=-1.0751648499401592),
Event(start_idx=785594, end_idx=785636, baseline_local=-38.55831141805365, delta_i=-21.13907972306368, dwell_time_s=0.00042, snr=-1.1321941744820927),
Event(start_idx=785815, end_idx=785838, baseline_local=-38.569477304816246, delta_i=-20.419386361361198, dwell_time_s=0.00023, snr=-1.0936479065173637),
Event(start_idx=785896, end_idx=785909, baseline_local=-38.569477304816246, delta_i=-20.15680838863437, dwell_time_s=0.00013, snr=-1.0795844158184627),
Event(start_idx=786442, end_idx=786464, baseline_local=-38.60606510530818, delta_i=-20.05733224127272, dwell_time_s=0.00022, snr=-1.0742565436490843),
Event(start_idx=786517, end_idx=786526, baseline_local=-38.64220650494099, delta_i=-19.894507608997326, dwell_time_s=9e-05, snr=-1.0655357713856042),
Event(start_idx=786545, end_idx=786571, baseline_local=-38.61641327177103, delta_i=-21.092728668465636, dwell_time_s=0.00026, snr=-1.1297116447464322),
Event(start_idx=787573, end_idx=787592, baseline_local=-38.50318147242069, delta_i=-20.861286892996805, dwell_time_s=0.00019, snr=-1.1173157867738777),
Event(start_idx=787712, end_idx=787717, baseline_local=-38.47810098528862, delta_i=-19.864424769207837, dwell_time_s=5e-05, snr=-1.0639245557410377),
Event(start_idx=788871, end_idx=788875, baseline_local=-38.00573702156544, delta_i=-19.823977395892143, dwell_time_s=4e-05, snr=-1.0617582230037064),
Event(start_idx=789064, end_idx=789078, baseline_local=-38.10306945762464, delta_i=-20.078486140684358, dwell_time_s=0.00014, snr=-1.075389531555616),
Event(start_idx=789813, end_idx=789823, baseline_local=-38.31060214340687, delta_i=-20.54498446173966, dwell_time_s=0.0001, snr=-1.1003748520342662),
Event(start_idx=789868, end_idx=789888, baseline_local=-38.31060214340687, delta_i=-21.602375920070337, dwell_time_s=0.0002, snr=-1.1570079914591085),
Event(start_idx=789919, end_idx=789928, baseline_local=-38.31060214340687, delta_i=-20.094027688830263, dwell_time_s=9e-05, snr=-1.0762219258936734),
Event(start_idx=790464, end_idx=790474, baseline_local=-38.44584257900715, delta_i=-20.26262640962377, dwell_time_s=0.0001, snr=-1.085251954258592),
Event(start_idx=790572, end_idx=790606, baseline_local=-38.591622698394694, delta_i=-20.777261790846858, dwell_time_s=0.00034, snr=-1.1128154616693444),
Event(start_idx=790611, end_idx=790628, baseline_local=-38.67475597560406, delta_i=-20.366931070792763, dwell_time_s=0.00017, snr=-1.090838438215981),
Event(start_idx=790724, end_idx=790728, baseline_local=-38.61789943277836, delta_i=-19.893720683874562, dwell_time_s=4e-05, snr=-1.0654936242320185),
Event(start_idx=790914, end_idx=790919, baseline_local=-38.649349078536034, delta_i=-19.946682813949884, dwell_time_s=5e-05, snr=-1.0683302384992905),
Event(start_idx=790980, end_idx=790991, baseline_local=-38.649349078536034, delta_i=-20.12945840854875, dwell_time_s=0.00011, snr=-1.0781195702087762),
Event(start_idx=791205, end_idx=791213, baseline_local=-38.49786348640919, delta_i=-20.057703525642864, dwell_time_s=8e-05, snr=-1.0742764293776241),
Event(start_idx=791258, end_idx=791270, baseline_local=-38.49786348640919, delta_i=-20.381987041483324, dwell_time_s=0.00012, snr=-1.0916448253686075),
Event(start_idx=791503, end_idx=791534, baseline_local=-38.59392262995243, delta_i=-21.39598548322195, dwell_time_s=0.00031, snr=-1.1459538654834345),
Event(start_idx=791592, end_idx=791609, baseline_local=-38.59392262995243, delta_i=-21.288441385087722, dwell_time_s=0.00017, snr=-1.140193879570961),
Event(start_idx=791933, end_idx=791935, baseline_local=-38.4302566498518, delta_i=-19.742597819771618, dwell_time_s=2e-05, snr=-1.057399590404154),
Event(start_idx=792098, end_idx=792102, baseline_local=-38.207672253251076, delta_i=-19.846060090931132, dwell_time_s=4e-05, snr=-1.0629409565478127),
Event(start_idx=792262, end_idx=792273, baseline_local=-38.06618425656449, delta_i=-20.191286594014276, dwell_time_s=0.00011, snr=-1.0814310441385753),
Event(start_idx=792900, end_idx=792902, baseline_local=-38.22288556396961, delta_i=-19.7539900271222, dwell_time_s=2e-05, snr=-1.0580097489808657),
Event(start_idx=792953, end_idx=792958, baseline_local=-38.160837799310684, delta_i=-20.085288048163058, dwell_time_s=5e-05, snr=-1.075753836914394),
Event(start_idx=793483, end_idx=793497, baseline_local=-38.07878130674362, delta_i=-20.745606219129904, dwell_time_s=0.00014, snr=-1.111120011613932),
Event(start_idx=793853, end_idx=793861, baseline_local=-37.68199899792671, delta_i=-19.977384269121103, dwell_time_s=8e-05, snr=-1.0699745867466293),
Event(start_idx=794527, end_idx=794537, baseline_local=-37.64559794962406, delta_i=-20.074230693466962, dwell_time_s=0.0001, snr=-1.0751616128092716),
Event(start_idx=794635, end_idx=794637, baseline_local=-37.5922392308712, delta_i=-19.809023422654718, dwell_time_s=2e-05, snr=-1.060957298762605),
Event(start_idx=795353, end_idx=795376, baseline_local=-37.592200701651365, delta_i=-20.69536248035729, dwell_time_s=0.00023, snr=-1.1084289924641963),
Event(start_idx=795409, end_idx=795418, baseline_local=-37.585728108882904, delta_i=-20.357096244167124, dwell_time_s=9e-05, snr=-1.0903116918505542),
Event(start_idx=796009, end_idx=796021, baseline_local=-38.07858653366566, delta_i=-20.166561681156356, dwell_time_s=0.00012, snr=-1.0801067952749044),
Event(start_idx=796193, end_idx=796198, baseline_local=-38.01908953487873, delta_i=-19.792068172246218, dwell_time_s=5e-05, snr=-1.0600491875301918),
Event(start_idx=796263, end_idx=796277, baseline_local=-38.01908953487873, delta_i=-20.668332451089686, dwell_time_s=0.00014, snr=-1.1069812831942667),
Event(start_idx=796831, end_idx=796852, baseline_local=-38.01908953487873, delta_i=-21.981064367950673, dwell_time_s=0.00021, snr=-1.1772902771711964),
Event(start_idx=797622, end_idx=797664, baseline_local=-38.3438782780653, delta_i=-23.566756461325678, dwell_time_s=0.00042, snr=-1.2622188253464857),
Event(start_idx=798265, end_idx=798286, baseline_local=-38.46856243908405, delta_i=-22.154434356927162, dwell_time_s=0.00021, snr=-1.1865758512889308),
Event(start_idx=799248, end_idx=799271, baseline_local=-38.212613835930824, delta_i=-20.783616928464692, dwell_time_s=0.00023, snr=-1.1131558383500328),
Event(start_idx=799542, end_idx=799563, baseline_local=-38.29475665092468, delta_i=-21.504169974387402, dwell_time_s=0.00021, snr=-1.1517481503942009),
Event(start_idx=799804, end_idx=799819, baseline_local=-38.1261248588562, delta_i=-20.671946810372173, dwell_time_s=0.00015, snr=-1.1071748657237679),
Event(start_idx=799916, end_idx=799932, baseline_local=-38.1261248588562, delta_i=-20.59353962755995, dwell_time_s=0.00016, snr=-1.1029754324097103),
Event(start_idx=799948, end_idx=799965, baseline_local=-38.1261025001021, delta_i=-20.364922056905925, dwell_time_s=0.00017, snr=-1.0907308368516393),
Event(start_idx=800103, end_idx=800111, baseline_local=-38.092080941423774, delta_i=-19.994966730242595, dwell_time_s=8e-05, snr=-1.0709162909416843),
Event(start_idx=800831, end_idx=800837, baseline_local=-37.7751374617219, delta_i=-19.983088463234406, dwell_time_s=6e-05, snr=-1.070280099353129),
Event(start_idx=801494, end_idx=801499, baseline_local=-37.82117323577404, delta_i=-19.975860408693553, dwell_time_s=5e-05, snr=-1.0698929698587893),
Event(start_idx=801863, end_idx=801873, baseline_local=-37.82117323577404, delta_i=-20.282825558632613, dwell_time_s=0.0001, snr=-1.0863338064081138),
Event(start_idx=802131, end_idx=802145, baseline_local=-37.961943835020065, delta_i=-20.880364998576365, dwell_time_s=0.00014, snr=-1.1183375966293827),
Event(start_idx=802270, end_idx=802310, baseline_local=-37.961943835020065, delta_i=-20.96269795149565, dwell_time_s=0.0004, snr=-1.122747291416683),
Event(start_idx=802572, end_idx=802583, baseline_local=-37.89055463400754, delta_i=-20.060901420868255, dwell_time_s=0.00011, snr=-1.0744477063864732),
Event(start_idx=802593, end_idx=802610, baseline_local=-37.96866202442085, delta_i=-21.013528560069116, dwell_time_s=0.00017, snr=-1.1254697428983087),
Event(start_idx=803129, end_idx=803132, baseline_local=-37.94325448572636, delta_i=-19.788215468016762, dwell_time_s=3e-05, snr=-1.05984283941373),
Event(start_idx=803216, end_idx=803244, baseline_local=-38.17854691562908, delta_i=-20.63739879835131, dwell_time_s=0.00028, snr=-1.1053244986092863),
Event(start_idx=803475, end_idx=803487, baseline_local=-38.58307382464409, delta_i=-19.905570387995493, dwell_time_s=0.00012, snr=-1.066128286012513),
Event(start_idx=803526, end_idx=803541, baseline_local=-38.58307382464409, delta_i=-20.859699463533858, dwell_time_s=0.00015, snr=-1.1172307651734155),
Event(start_idx=804101, end_idx=804121, baseline_local=-38.50576817542314, delta_i=-20.995248347707093, dwell_time_s=0.0002, snr=-1.124490667639796),
Event(start_idx=804624, end_idx=804633, baseline_local=-38.5073159635067, delta_i=-19.929356216763455, dwell_time_s=9e-05, snr=-1.0674022381958208),
Event(start_idx=805029, end_idx=805044, baseline_local=-38.53182518482208, delta_i=-21.47356786460926, dwell_time_s=0.00015, snr=-1.1501091230159244),
Event(start_idx=805154, end_idx=805179, baseline_local=-38.51423800468445, delta_i=-20.554864637590946, dwell_time_s=0.00025, snr=-1.100904027272178),
Event(start_idx=805432, end_idx=805446, baseline_local=-38.30686796775886, delta_i=-20.914734554676606, dwell_time_s=0.00014, snr=-1.1201784057708408),
Event(start_idx=806400, end_idx=806426, baseline_local=-37.93640559911728, delta_i=-21.17117730735873, dwell_time_s=0.00026, snr=-1.1339132984188909),
Event(start_idx=806499, end_idx=806517, baseline_local=-38.017923748327625, delta_i=-20.169320117526997, dwell_time_s=0.00018, snr=-1.080254535177986),
Event(start_idx=806580, end_idx=806590, baseline_local=-37.928354650735855, delta_i=-20.213085739221423, dwell_time_s=0.0001, snr=-1.0825985909540259),
Event(start_idx=807039, end_idx=807049, baseline_local=-37.66369039565325, delta_i=-20.20680080940947, dwell_time_s=0.0001, snr=-1.0822619745538162),
Event(start_idx=807715, end_idx=807729, baseline_local=-37.77063211798668, delta_i=-20.823808864091657, dwell_time_s=0.00014, snr=-1.1153084900252312),
Event(start_idx=807885, end_idx=807894, baseline_local=-37.762091279029846, delta_i=-20.09258802804268, dwell_time_s=9e-05, snr=-1.0761448186790603),
Event(start_idx=808982, end_idx=808987, baseline_local=-37.61438735127449, delta_i=-19.98612328004092, dwell_time_s=5e-05, snr=-1.0704426419970838),
Event(start_idx=809692, end_idx=809705, baseline_local=-37.61347378331881, delta_i=-20.12558111197387, dwell_time_s=0.00013, snr=-1.0779119049436687),
Event(start_idx=810088, end_idx=810092, baseline_local=-37.61740205064416, delta_i=-19.811499713920057, dwell_time_s=4e-05, snr=-1.0610899271731917),
Event(start_idx=810821, end_idx=810832, baseline_local=-37.64007693529129, delta_i=-20.180647791871294, dwell_time_s=0.00011, snr=-1.080861237412476),
Event(start_idx=811087, end_idx=811093, baseline_local=-37.735526107251644, delta_i=-19.981342050557334, dwell_time_s=6e-05, snr=-1.0701865627240454),
Event(start_idx=811375, end_idx=811379, baseline_local=-37.85100257396698, delta_i=-19.811843192903325, dwell_time_s=4e-05, snr=-1.061108323664856),
Event(start_idx=811600, end_idx=811608, baseline_local=-37.946212857961655, delta_i=-20.28918539872393, dwell_time_s=8e-05, snr=-1.0866744349499595),
Event(start_idx=811977, end_idx=812000, baseline_local=-38.05346544086933, delta_i=-24.028520780008126, dwell_time_s=0.00023, snr=-1.2869505960027814),
Event(start_idx=812110, end_idx=812127, baseline_local=-38.06589515507221, delta_i=-20.940880960237017, dwell_time_s=0.00017, snr=-1.1215787887793236),
Event(start_idx=812445, end_idx=812457, baseline_local=-38.155721962451935, delta_i=-19.86956624337472, dwell_time_s=0.00012, snr=-1.064199929464788),
Event(start_idx=812695, end_idx=812712, baseline_local=-38.106018006801605, delta_i=-20.74514200302827, dwell_time_s=0.00017, snr=-1.1110951485275131),
Event(start_idx=812888, end_idx=812893, baseline_local=-38.106018006801605, delta_i=-20.014786924235523, dwell_time_s=5e-05, snr=-1.0719778465282983),
Event(start_idx=813474, end_idx=813489, baseline_local=-37.611281022429466, delta_i=-20.399491446837782, dwell_time_s=0.00015, snr=-1.0925823489519293),
Event(start_idx=813531, end_idx=813544, baseline_local=-37.611281022429466, delta_i=-20.358942492721745, dwell_time_s=0.00013, snr=-1.090410575618702),
Event(start_idx=813859, end_idx=813870, baseline_local=-37.60560342669487, delta_i=-20.119235721924767, dwell_time_s=0.00011, snr=-1.0775720503358746),
Event(start_idx=814330, end_idx=814333, baseline_local=-37.77886978785197, delta_i=-19.774118116435904, dwell_time_s=3e-05, snr=-1.059087795223322),
Event(start_idx=814611, end_idx=814621, baseline_local=-37.77556194514036, delta_i=-20.291800261568277, dwell_time_s=0.0001, snr=-1.0868144851564123),
Event(start_idx=815464, end_idx=815475, baseline_local=-38.09760901738297, delta_i=-20.193398230963133, dwell_time_s=0.00011, snr=-1.081544141921612),
Event(start_idx=815787, end_idx=815798, baseline_local=-38.16485480964184, delta_i=-20.406951718455687, dwell_time_s=0.00011, snr=-1.0929819158288465),
Event(start_idx=816038, end_idx=816052, baseline_local=-38.127412497997284, delta_i=-21.266792968713812, dwell_time_s=0.00014, snr=-1.1390344056853234),
Event(start_idx=816201, end_idx=816216, baseline_local=-38.1977483779192, delta_i=-20.20201708426078, dwell_time_s=0.00015, snr=-1.0820057616147185),
Event(start_idx=816538, end_idx=816543, baseline_local=-38.2540422976017, delta_i=-19.777540210075678, dwell_time_s=5e-05, snr=-1.0592710801408416),
Event(start_idx=816769, end_idx=816780, baseline_local=-38.380476623773575, delta_i=-20.13330901278691, dwell_time_s=0.00011, snr=-1.0783258058511882),
Event(start_idx=817113, end_idx=817134, baseline_local=-38.27758672833443, delta_i=-20.666670607624663, dwell_time_s=0.00021, snr=-1.1068922760324296),
Event(start_idx=817542, end_idx=817566, baseline_local=-38.4014925211668, delta_i=-21.263281507029507, dwell_time_s=0.00024, snr=-1.1388463342784803),
Event(start_idx=817736, end_idx=817739, baseline_local=-38.4014925211668, delta_i=-19.744604827836156, dwell_time_s=3e-05, snr=-1.0575070843380705),
Event(start_idx=817749, end_idx=817766, baseline_local=-38.4014925211668, delta_i=-20.492430836838835, dwell_time_s=0.00017, snr=-1.0975601170155176),
Event(start_idx=818350, end_idx=818354, baseline_local=-38.445786975324154, delta_i=-19.94604015117511, dwell_time_s=4e-05, snr=-1.068295817935137),
Event(start_idx=818465, end_idx=818488, baseline_local=-38.43374478816986, delta_i=-22.757670869686358, dwell_time_s=0.00023, snr=-1.2188847727050174),
Event(start_idx=818523, end_idx=818544, baseline_local=-38.43374478816986, delta_i=-20.76339130241069, dwell_time_s=0.00021, snr=-1.1120725681086792),
Event(start_idx=818601, end_idx=818605, baseline_local=-38.41173054277897, delta_i=-19.861084213480353, dwell_time_s=4e-05, snr=-1.063745637936491),
Event(start_idx=819096, end_idx=819109, baseline_local=-38.455126479268074, delta_i=-21.018360016580957, dwell_time_s=0.00013, snr=-1.1257285122954932),
Event(start_idx=820096, end_idx=820108, baseline_local=-38.69422131404281, delta_i=-20.458645425814513, dwell_time_s=0.00012, snr=-1.095750594271607),
Event(start_idx=820224, end_idx=820252, baseline_local=-38.802483045629096, delta_i=-20.777807311653824, dwell_time_s=0.00028, snr=-1.1128446793783364),
Event(start_idx=820484, end_idx=820511, baseline_local=-38.77189618349075, delta_i=-21.731449022406228, dwell_time_s=0.00027, snr=-1.163921055625643),
Event(start_idx=820516, end_idx=820542, baseline_local=-38.77189618349075, delta_i=-21.328554556382677, dwell_time_s=0.00026, snr=-1.1423423126841867),
Event(start_idx=820857, end_idx=820877, baseline_local=-38.96465630829334, delta_i=-21.393156480416657, dwell_time_s=0.0002, snr=-1.1458023460919706),
Event(start_idx=820989, end_idx=820990, baseline_local=-38.872159257531166, delta_i=-19.781818568706512, dwell_time_s=1e-05, snr=-1.059500226006302),
Event(start_idx=821204, end_idx=821218, baseline_local=-38.878557190299034, delta_i=-20.500560485491796, dwell_time_s=0.00014, snr=-1.0979955352534945),
Event(start_idx=821251, end_idx=821263, baseline_local=-38.878557190299034, delta_i=-20.444555344448116, dwell_time_s=0.00012, snr=-1.0949959394687487),
Event(start_idx=821942, end_idx=821960, baseline_local=-38.61674255132675, delta_i=-20.66352029201678, dwell_time_s=0.00018, snr=-1.1067235473542774),
Event(start_idx=822884, end_idx=822903, baseline_local=-38.69957247376442, delta_i=-20.644823337120837, dwell_time_s=0.00019, snr=-1.1057221516600908),
Event(start_idx=823166, end_idx=823172, baseline_local=-38.662663236260414, delta_i=-20.17052633439501, dwell_time_s=6e-05, snr=-1.0803191393012033),
Event(start_idx=823399, end_idx=823435, baseline_local=-38.617447013656296, delta_i=-20.471616747633863, dwell_time_s=0.00036, snr=-1.0964453291035674),
Event(start_idx=823653, end_idx=823662, baseline_local=-38.586412355303764, delta_i=-20.013554476098054, dwell_time_s=9e-05, snr=-1.0719118374768224),
Event(start_idx=823773, end_idx=823784, baseline_local=-38.586412355303764, delta_i=-20.212056025100704, dwell_time_s=0.00011, snr=-1.0825434401932486),
Event(start_idx=823921, end_idx=823927, baseline_local=-38.61982372403145, delta_i=-19.932199127972126, dwell_time_s=6e-05, snr=-1.067554502511543),
Event(start_idx=823935, end_idx=823954, baseline_local=-38.61982372403145, delta_i=-20.831468049338774, dwell_time_s=0.00019, snr=-1.1157187105755897),
Event(start_idx=824906, end_idx=824914, baseline_local=-38.30716958642006, delta_i=-19.8600201344816, dwell_time_s=8e-05, snr=-1.063688646617126),
Event(start_idx=825005, end_idx=825011, baseline_local=-38.270034059882164, delta_i=-19.91251179281001, dwell_time_s=6e-05, snr=-1.0665000627500378),
Event(start_idx=825024, end_idx=825041, baseline_local=-38.270034059882164, delta_i=-20.831803786020508, dwell_time_s=0.00017, snr=-1.115736692395054),
Event(start_idx=825690, end_idx=825702, baseline_local=-38.45064554363489, delta_i=-20.615838402416557, dwell_time_s=0.00012, snr=-1.1041697390361807),
Event(start_idx=826455, end_idx=826458, baseline_local=-38.41829764842987, delta_i=-19.785046074539423, dwell_time_s=3e-05, snr=-1.059673088938369),
Event(start_idx=826523, end_idx=826534, baseline_local=-38.465356528759, delta_i=-20.435593457977202, dwell_time_s=0.00011, snr=-1.094515947161247),
Event(start_idx=826800, end_idx=826804, baseline_local=-38.40571300685406, delta_i=-19.768810332054272, dwell_time_s=4e-05, snr=-1.0588035140419736),
Event(start_idx=826830, end_idx=826847, baseline_local=-38.414221316576004, delta_i=-22.236867098082953, dwell_time_s=0.00017, snr=-1.1909908906636748),
Event(start_idx=827073, end_idx=827079, baseline_local=-38.49103985726833, delta_i=-19.827616944132995, dwell_time_s=6e-05, snr=-1.0619531546360206),
Event(start_idx=827116, end_idx=827133, baseline_local=-38.53019637395354, delta_i=-20.93725618484485, dwell_time_s=0.00017, snr=-1.1213846483703473),
Event(start_idx=827139, end_idx=827164, baseline_local=-38.53123699128628, delta_i=-20.08383836593479, dwell_time_s=0.00025, snr=-1.0756761929584981),
Event(start_idx=827904, end_idx=827917, baseline_local=-38.28391955792904, delta_i=-20.037354027924057, dwell_time_s=0.00013, snr=-1.073186524657423),
Event(start_idx=828226, end_idx=828236, baseline_local=-38.24145044386387, delta_i=-20.229018064867706, dwell_time_s=0.0001, snr=-1.0834519150589061),
Event(start_idx=828281, end_idx=828303, baseline_local=-38.26580805399201, delta_i=-21.646097009197216, dwell_time_s=0.00022, snr=-1.1593496621022943),
Event(start_idx=828601, end_idx=828610, baseline_local=-38.12596759200096, delta_i=-19.913055286121864, dwell_time_s=9e-05, snr=-1.066529171867824),
Event(start_idx=828880, end_idx=828900, baseline_local=-38.0877096503973, delta_i=-21.41352324122563, dwell_time_s=0.0002, snr=-1.1468931754110838),
Event(start_idx=828970, end_idx=828985, baseline_local=-38.0877096503973, delta_i=-20.73098818293462, dwell_time_s=0.00015, snr=-1.1103370799234569),
Event(start_idx=829107, end_idx=829114, baseline_local=-38.13727341592312, delta_i=-19.808990633381264, dwell_time_s=7e-05, snr=-1.0609555425922854),
Event(start_idx=829119, end_idx=829140, baseline_local=-38.13727341592312, delta_i=-20.681781034295756, dwell_time_s=0.00021, snr=-1.1077015798088983),
Event(start_idx=830674, end_idx=830690, baseline_local=-37.52678470313549, delta_i=-21.46827174932696, dwell_time_s=0.00016, snr=-1.1498254668232915),
Event(start_idx=831636, end_idx=831641, baseline_local=-37.81157942712307, delta_i=-20.086126112379134, dwell_time_s=5e-05, snr=-1.075798723041686),
Event(start_idx=831892, end_idx=831900, baseline_local=-37.94771806150675, delta_i=-20.084002983523533, dwell_time_s=8e-05, snr=-1.0756850097602433),
Event(start_idx=832971, end_idx=832984, baseline_local=-38.20381563901901, delta_i=-20.33480887580663, dwell_time_s=0.00013, snr=-1.0891179961479567),
Event(start_idx=833576, end_idx=833626, baseline_local=-38.46760106295347, delta_i=-21.30277320586145, dwell_time_s=0.0005, snr=-1.1409614817656786),
Event(start_idx=834074, end_idx=834088, baseline_local=-38.551637038588524, delta_i=-20.865380559848354, dwell_time_s=0.00014, snr=-1.1175350406781306),
Event(start_idx=834637, end_idx=834661, baseline_local=-38.931612715125084, delta_i=-21.058450224692933, dwell_time_s=0.00024, snr=-1.1278757155168628),
Event(start_idx=834931, end_idx=834937, baseline_local=-38.98775352537632, delta_i=-20.03916551436608, dwell_time_s=6e-05, snr=-1.0732835465913806),
Event(start_idx=835152, end_idx=835163, baseline_local=-39.11599099636078, delta_i=-20.143940368328582, dwell_time_s=0.00011, snr=-1.0788952137425827),
Event(start_idx=835189, end_idx=835204, baseline_local=-39.11599099636078, delta_i=-20.964407605926194, dwell_time_s=0.00015, snr=-1.1228388593000536),
Event(start_idx=835479, end_idx=835495, baseline_local=-39.01210328377783, delta_i=-20.91444486536784, dwell_time_s=0.00016, snr=-1.1201628902161387),
Event(start_idx=835501, end_idx=835508, baseline_local=-39.0233613550663, delta_i=-19.961541796502257, dwell_time_s=7e-05, snr=-1.0691260751064144),
Event(start_idx=835787, end_idx=835797, baseline_local=-39.05674350261688, delta_i=-20.426128820236773, dwell_time_s=0.0001, snr=-1.0940090278509609),
Event(start_idx=835849, end_idx=835874, baseline_local=-39.096398398280144, delta_i=-21.090660617016255, dwell_time_s=0.00025, snr=-1.1296008813719525),
Event(start_idx=836022, end_idx=836025, baseline_local=-39.181976824998856, delta_i=-19.785984395382304, dwell_time_s=3e-05, snr=-1.0597233447397578),
Event(start_idx=836053, end_idx=836062, baseline_local=-39.05490498410331, delta_i=-20.056159952965874, dwell_time_s=9e-05, snr=-1.0741937567156314),
Event(start_idx=836506, end_idx=836514, baseline_local=-38.91215404868126, delta_i=-19.9837129896041, dwell_time_s=8e-05, snr=-1.0703135485442405),
Event(start_idx=836864, end_idx=836875, baseline_local=-38.71015107631683, delta_i=-20.578779065812174, dwell_time_s=0.00011, snr=-1.1021848671513428),
Event(start_idx=837581, end_idx=837587, baseline_local=-38.700490936636925, delta_i=-19.911013853736222, dwell_time_s=6e-05, snr=-1.0664198341915911),
Event(start_idx=837989, end_idx=838001, baseline_local=-38.624004885554314, delta_i=-20.49054758879356, dwell_time_s=0.00012, snr=-1.097459251580792),
Event(start_idx=840163, end_idx=840183, baseline_local=-38.90363545715809, delta_i=-20.145049525145442, dwell_time_s=0.0002, snr=-1.0789546193980362),
Event(start_idx=840273, end_idx=840282, baseline_local=-38.90363545715809, delta_i=-20.286842388721805, dwell_time_s=9e-05, snr=-1.0865489449896626),
Event(start_idx=840357, end_idx=840399, baseline_local=-38.90784979327803, delta_i=-21.10702991323723, dwell_time_s=0.00042, snr=-1.1304776093120785),
Event(start_idx=840744, end_idx=840766, baseline_local=-38.836989521980286, delta_i=-20.73233817704022, dwell_time_s=0.00022, snr=-1.1104093846539356),
Event(start_idx=841250, end_idx=841260, baseline_local=-38.77857904136181, delta_i=-19.960669939499347, dwell_time_s=0.0001, snr=-1.0690793790613355),
Event(start_idx=841265, end_idx=841272, baseline_local=-38.77857904136181, delta_i=-19.88108104972967, dwell_time_s=7e-05, snr=-1.0648166543575532),
Event(start_idx=841447, end_idx=841450, baseline_local=-38.745854273438454, delta_i=-19.75823816160361, dwell_time_s=3e-05, snr=-1.0582372760622374),
Event(start_idx=841465, end_idx=841476, baseline_local=-38.745854273438454, delta_i=-20.288470618342135, dwell_time_s=0.00011, snr=-1.0866361518177274),
Event(start_idx=841621, end_idx=841627, baseline_local=-38.73687735199928, delta_i=-19.952434407236677, dwell_time_s=6e-05, snr=-1.068638289772033),
Event(start_idx=841742, end_idx=841759, baseline_local=-38.809184099821486, delta_i=-20.382583428393392, dwell_time_s=0.00017, snr=-1.091676767430143),
Event(start_idx=842020, end_idx=842029, baseline_local=-38.56260687112808, delta_i=-19.96250336772452, dwell_time_s=9e-05, snr=-1.0691775761816957),
Event(start_idx=842337, end_idx=842355, baseline_local=-38.5795783251524, delta_i=-21.200120350294227, dwell_time_s=0.00018, snr=-1.1354634673492632),
Event(start_idx=842849, end_idx=842861, baseline_local=-38.54088509082794, delta_i=-19.978495044633746, dwell_time_s=0.00012, snr=-1.0700340790982854),
Event(start_idx=842963, end_idx=842975, baseline_local=-38.483585054675736, delta_i=-20.246456099674106, dwell_time_s=0.00012, snr=-1.0843858838825668),
Event(start_idx=843165, end_idx=843172, baseline_local=-38.27861113846302, delta_i=-20.040656387672893, dwell_time_s=7e-05, snr=-1.0733633967123404),
Event(start_idx=843472, end_idx=843510, baseline_local=-38.405069783329964, delta_i=-22.209694480425433, dwell_time_s=0.00038, snr=-1.1895355444603248),
Event(start_idx=843562, end_idx=843567, baseline_local=-38.405069783329964, delta_i=-19.888954895362257, dwell_time_s=5e-05, snr=-1.0652383719664926),
Event(start_idx=844117, end_idx=844124, baseline_local=-38.44680081307888, delta_i=-20.27887128266905, dwell_time_s=7e-05, snr=-1.0861220181813371),
Event(start_idx=844190, end_idx=844198, baseline_local=-38.296788707375526, delta_i=-20.07959817314986, dwell_time_s=8e-05, snr=-1.075449091228779),
Event(start_idx=844224, end_idx=844232, baseline_local=-38.18323821388185, delta_i=-20.067394785233773, dwell_time_s=8e-05, snr=-1.0747954863941056),
Event(start_idx=844462, end_idx=844479, baseline_local=-38.07624052464962, delta_i=-20.96908162057619, dwell_time_s=0.00017, snr=-1.1230891962223557),
Event(start_idx=844533, end_idx=844541, baseline_local=-38.09894625283778, delta_i=-19.93304323137272, dwell_time_s=8e-05, snr=-1.0675997120932907),
Event(start_idx=845309, end_idx=845324, baseline_local=-38.30192320048809, delta_i=-20.8825926600645, dwell_time_s=0.00015, snr=-1.1184569086047678),
Event(start_idx=846592, end_idx=846596, baseline_local=-37.73551449179649, delta_i=-19.957482307450846, dwell_time_s=4e-05, snr=-1.0689086517409891),
Event(start_idx=847599, end_idx=847612, baseline_local=-38.04882142864741, delta_i=-20.25179691369144, dwell_time_s=0.00013, snr=-1.084671934107867),
Event(start_idx=848952, end_idx=848968, baseline_local=-37.73408504296094, delta_i=-22.784306269022636, dwell_time_s=0.00016, snr=-1.2203113458746448),
Event(start_idx=849630, end_idx=849640, baseline_local=-37.84011107683182, delta_i=-20.25207694163546, dwell_time_s=0.0001, snr=-1.0846869322066992),
Event(start_idx=849936, end_idx=849958, baseline_local=-37.71321766078472, delta_i=-20.444375313691456, dwell_time_s=0.00022, snr=-1.09498629714862),
Event(start_idx=850998, end_idx=851020, baseline_local=-38.03662820160389, delta_i=-20.442102379377253, dwell_time_s=0.00022, snr=-1.0948645603926574),
Event(start_idx=851093, end_idx=851109, baseline_local=-38.101764280349016, delta_i=-20.407322401704732, dwell_time_s=0.00016, snr=-1.0930017693617649),
Event(start_idx=851150, end_idx=851172, baseline_local=-38.09839511391792, delta_i=-21.181618718472734, dwell_time_s=0.00022, snr=-1.1344725330209418),
Event(start_idx=851278, end_idx=851288, baseline_local=-38.23167298734188, delta_i=-20.52082840213552, dwell_time_s=0.0001, snr=-1.0990810705489538),
Event(start_idx=851358, end_idx=851365, baseline_local=-38.18043367564678, delta_i=-19.89535281474569, dwell_time_s=7e-05, snr=-1.0655810400083194),
Event(start_idx=851971, end_idx=851980, baseline_local=-37.97017751634121, delta_i=-20.272374897160464, dwell_time_s=9e-05, snr=-1.0857740763634165),
Event(start_idx=852030, end_idx=852045, baseline_local=-37.97017751634121, delta_i=-20.095767057066162, dwell_time_s=0.00015, snr=-1.0763150852274648),
Event(start_idx=852257, end_idx=852267, baseline_local=-37.93867385387421, delta_i=-20.247398880496622, dwell_time_s=0.0001, snr=-1.084436378557314),
Event(start_idx=853474, end_idx=853480, baseline_local=-37.51406382024288, delta_i=-20.026000254321843, dwell_time_s=6e-05, snr=-1.0725784245651193),
Event(start_idx=855617, end_idx=855649, baseline_local=-37.83193676173687, delta_i=-20.28678397074691, dwell_time_s=0.00032, snr=-1.0865458161642016),
Event(start_idx=856416, end_idx=856433, baseline_local=-37.98380959033966, delta_i=-21.16722285314737, dwell_time_s=0.00017, snr=-1.133701500645288),
Event(start_idx=857200, end_idx=857203, baseline_local=-38.00165471434593, delta_i=-19.778995384462178, dwell_time_s=3e-05, snr=-1.059349018252852),
Event(start_idx=857957, end_idx=857965, baseline_local=-37.867130130529404, delta_i=-20.11091014626436, dwell_time_s=8e-05, snr=-1.0771261383858082),
Event(start_idx=858769, end_idx=858781, baseline_local=-37.65034504234791, delta_i=-20.14746573776938, dwell_time_s=0.00012, snr=-1.0790840300390372),
Event(start_idx=862190, end_idx=862196, baseline_local=-37.55079307903846, delta_i=-19.79570080867658, dwell_time_s=6e-05, snr=-1.0602437489708199),
Event(start_idx=863645, end_idx=863675, baseline_local=-37.99840271472931, delta_i=-21.101872823139033, dwell_time_s=0.0003, snr=-1.1302013992100801),
Event(start_idx=863976, end_idx=863987, baseline_local=-38.003567934036255, delta_i=-20.219236264005303, dwell_time_s=0.00011, snr=-1.0829280087158937),
Event(start_idx=864877, end_idx=864884, baseline_local=-37.552862361073494, delta_i=-19.876264606735536, dwell_time_s=7e-05, snr=-1.0645586890737697),
Event(start_idx=865275, end_idx=865280, baseline_local=-37.446293926239015, delta_i=-19.814849655143917, dwell_time_s=5e-05, snr=-1.0612693476582933),
Event(start_idx=865298, end_idx=865312, baseline_local=-37.48077577352524, delta_i=-20.429893723356404, dwell_time_s=0.00014, snr=-1.0942106734020152),
Event(start_idx=865762, end_idx=865763, baseline_local=-37.442597821354866, delta_i=-19.754384648054838, dwell_time_s=1e-05, snr=-1.0580308845992046),
Event(start_idx=868548, end_idx=868556, baseline_local=-37.745832588523626, delta_i=-19.905683261808008, dwell_time_s=8e-05, snr=-1.066134331454162),
Event(start_idx=868730, end_idx=868740, baseline_local=-37.90462055653334, delta_i=-20.083021666668355, dwell_time_s=0.0001, snr=-1.075632451122814),
Event(start_idx=870103, end_idx=870113, baseline_local=-38.41411375999451, delta_i=-20.184377262275667, dwell_time_s=0.0001, snr=-1.0810609852123354),
Event(start_idx=870135, end_idx=870143, baseline_local=-38.39781719446182, delta_i=-19.948492256226018, dwell_time_s=8e-05, snr=-1.0684271509491672),
Event(start_idx=870836, end_idx=870846, baseline_local=-38.54131391644478, delta_i=-20.140975400060416, dwell_time_s=0.0001, snr=-1.0787364121369913),
Event(start_idx=870862, end_idx=870895, baseline_local=-38.58637534262556, delta_i=-20.152726843275808, dwell_time_s=0.00033, snr=-1.07936581113281),
Event(start_idx=870908, end_idx=870924, baseline_local=-38.554470042698085, delta_i=-20.62345151824411, dwell_time_s=0.00016, snr=-1.1045774921409768),
Event(start_idx=871290, end_idx=871310, baseline_local=-38.67742416262627, delta_i=-20.95982600445859, dwell_time_s=0.0002, snr=-1.1225934719625075),
Event(start_idx=871361, end_idx=871375, baseline_local=-38.662100449204445, delta_i=-20.60181894911719, dwell_time_s=0.00014, snr=-1.1034188670226914),
Event(start_idx=871395, end_idx=871407, baseline_local=-38.662100449204445, delta_i=-20.257179781328887, dwell_time_s=0.00012, snr=-1.084960236695348),
Event(start_idx=871433, end_idx=871445, baseline_local=-38.662100449204445, delta_i=-20.16777355891342, dwell_time_s=0.00012, snr=-1.0801717025913395),
Event(start_idx=871477, end_idx=871482, baseline_local=-38.662100449204445, delta_i=-19.83651004731655, dwell_time_s=5e-05, snr=-1.0624294629592492),
Event(start_idx=871592, end_idx=871606, baseline_local=-38.662100449204445, delta_i=-20.3901730117255, dwell_time_s=0.00014, snr=-1.0920832601511097),
Event(start_idx=871624, end_idx=871639, baseline_local=-38.68100818693638, delta_i=-20.158901027217507, dwell_time_s=0.00015, snr=-1.0796964960624544),
Event(start_idx=871654, end_idx=871667, baseline_local=-38.65787264819328, delta_i=-20.53860791457387, dwell_time_s=0.00013, snr=-1.100033328673316),
Event(start_idx=872207, end_idx=872228, baseline_local=-38.494619607925415, delta_i=-21.330254778886836, dwell_time_s=0.00021, snr=-1.142433375400244),
Event(start_idx=873897, end_idx=873909, baseline_local=-38.38368362188339, delta_i=-20.511746805161238, dwell_time_s=0.00012, snr=-1.098594666631471),
Event(start_idx=874666, end_idx=874682, baseline_local=-38.40446616709232, delta_i=-20.5584400461521, dwell_time_s=0.00016, snr=-1.1010955236285644),
Event(start_idx=875542, end_idx=875562, baseline_local=-38.44396253451705, delta_i=-20.221398328943177, dwell_time_s=0.0002, snr=-1.0830438073863933),
Event(start_idx=875593, end_idx=875611, baseline_local=-38.33504248576032, delta_i=-23.209067370690818, dwell_time_s=0.00018, snr=-1.243061250371699),
Event(start_idx=876001, end_idx=876026, baseline_local=-38.227999314665794, delta_i=-21.745171359330417, dwell_time_s=0.00025, snr=-1.1646560142960005),
Event(start_idx=876185, end_idx=876195, baseline_local=-38.227999314665794, delta_i=-20.002525776810945, dwell_time_s=0.0001, snr=-1.0713211481351594),
Event(start_idx=876367, end_idx=876386, baseline_local=-38.243361338973045, delta_i=-20.078778145785787, dwell_time_s=0.00019, snr=-1.0754051711425368),
Event(start_idx=876745, end_idx=876754, baseline_local=-38.37475007772446, delta_i=-20.466575301666225, dwell_time_s=9e-05, snr=-1.0961753128194953),
Event(start_idx=877106, end_idx=877117, baseline_local=-38.45377926528454, delta_i=-20.386232978156343, dwell_time_s=0.00011, snr=-1.0918722347369145),
Event(start_idx=877222, end_idx=877234, baseline_local=-38.45587114865581, delta_i=-20.180332529436175, dwell_time_s=0.00012, snr=-1.0808443521791946),
Event(start_idx=877391, end_idx=877395, baseline_local=-38.51934392750263, delta_i=-19.784917903598398, dwell_time_s=4e-05, snr=-1.0596662241933248),
Event(start_idx=877994, end_idx=878002, baseline_local=-38.45055113732815, delta_i=-20.42303288425319, dwell_time_s=8e-05, snr=-1.093843211707065),
Event(start_idx=878261, end_idx=878268, baseline_local=-38.559355571866035, delta_i=-19.82830850660269, dwell_time_s=7e-05, snr=-1.0619901942332848),
Event(start_idx=878273, end_idx=878276, baseline_local=-38.541164423028626, delta_i=-19.74251783483972, dwell_time_s=3e-05, snr=-1.0573953064677135),
Event(start_idx=878441, end_idx=878444, baseline_local=-38.3638077378273, delta_i=-19.76433844429751, dwell_time_s=3e-05, snr=-1.0585640028932635),
Event(start_idx=878617, end_idx=878665, baseline_local=-38.17797453701496, delta_i=-28.453521615592763, dwell_time_s=0.00048, snr=-1.523950514341763),
Event(start_idx=878827, end_idx=878840, baseline_local=-38.20209864469675, delta_i=-20.087028759531677, dwell_time_s=0.00013, snr=-1.0758470681854249),
Event(start_idx=879124, end_idx=879136, baseline_local=-38.10410253703594, delta_i=-20.15363365326387, dwell_time_s=0.00012, snr=-1.0794143792350783),
Event(start_idx=879406, end_idx=879425, baseline_local=-38.20699175878575, delta_i=-20.49560985670082, dwell_time_s=0.00019, snr=-1.0977303830732388),
Event(start_idx=879441, end_idx=879456, baseline_local=-38.2070769071579, delta_i=-20.50844552020232, dwell_time_s=0.00015, snr=-1.0984178521415424),
Event(start_idx=879546, end_idx=879561, baseline_local=-38.16395132342974, delta_i=-20.35589972231537, dwell_time_s=0.00015, snr=-1.0902476069855582),
Event(start_idx=879759, end_idx=879767, baseline_local=-38.10215336084366, delta_i=-19.850203256472014, dwell_time_s=8e-05, snr=-1.0631628615668938),
Event(start_idx=879800, end_idx=879812, baseline_local=-38.10215336084366, delta_i=-20.306736222545926, dwell_time_s=0.00012, snr=-1.0876144446736062),
Event(start_idx=880471, end_idx=880485, baseline_local=-37.6560517847538, delta_i=-21.054088950356736, dwell_time_s=0.00014, snr=-1.1276421287448062),
Event(start_idx=882890, end_idx=882892, baseline_local=-37.55951925367117, delta_i=-19.76233371021226, dwell_time_s=2e-05, snr=-1.0584566307520709),
Event(start_idx=882924, end_idx=882928, baseline_local=-37.60471749305725, delta_i=-19.83886274555698, dwell_time_s=4e-05, snr=-1.0625554718147445),
Event(start_idx=883391, end_idx=883408, baseline_local=-38.05532963573933, delta_i=-20.75460821806508, dwell_time_s=0.00017, snr=-1.1116021523166788),
Event(start_idx=884198, end_idx=884223, baseline_local=-38.0714221149683, delta_i=-20.558842602185905, dwell_time_s=0.00025, snr=-1.1011170842453155),
Event(start_idx=884496, end_idx=884507, baseline_local=-38.02165675163269, delta_i=-20.101802091706883, dwell_time_s=0.00011, snr=-1.0766383174188627),
Event(start_idx=886114, end_idx=886124, baseline_local=-38.09870171546936, delta_i=-20.069987472426146, dwell_time_s=0.0001, snr=-1.0749343488883067),
Event(start_idx=886219, end_idx=886235, baseline_local=-38.13142547570169, delta_i=-20.37918427027762, dwell_time_s=0.00016, snr=-1.0914947109230841),
Event(start_idx=886303, end_idx=886311, baseline_local=-38.15431769192219, delta_i=-19.918007293948904, dwell_time_s=8e-05, snr=-1.0667943979082768),
Event(start_idx=886319, end_idx=886330, baseline_local=-38.15431769192219, delta_i=-20.25795300203291, dwell_time_s=0.00011, snr=-1.0850016498499484),
Event(start_idx=886477, end_idx=886523, baseline_local=-38.1626006692, delta_i=-21.62714955386827, dwell_time_s=0.00046, snr=-1.1583348497819035),
Event(start_idx=886743, end_idx=886752, baseline_local=-38.0432535558939, delta_i=-19.963148842979635, dwell_time_s=9e-05, snr=-1.0692121473803093),
Event(start_idx=886766, end_idx=886786, baseline_local=-38.03910375535488, delta_i=-21.03465607697144, dwell_time_s=0.0002, snr=-1.1266013177762817),
Event(start_idx=886889, end_idx=886912, baseline_local=-37.983719240712084, delta_i=-20.5574394059165, dwell_time_s=0.00023, snr=-1.1010419300445324),
Event(start_idx=887178, end_idx=887184, baseline_local=-37.69114117324352, delta_i=-20.021243957336992, dwell_time_s=6e-05, snr=-1.0723236806590977),
Event(start_idx=887268, end_idx=887298, baseline_local=-37.64900617301464, delta_i=-20.963850531168283, dwell_time_s=0.0003, snr=-1.1228090227696124),
Event(start_idx=889493, end_idx=889505, baseline_local=-37.81740924715996, delta_i=-20.664147704529267, dwell_time_s=0.00012, snr=-1.1067571511251577),
Event(start_idx=890274, end_idx=890279, baseline_local=-38.10996858775616, delta_i=-19.816926401108503, dwell_time_s=5e-05, snr=-1.0613805767048643),
Event(start_idx=890971, end_idx=890983, baseline_local=-37.98682115972042, delta_i=-20.02303342691933, dwell_time_s=0.00012, snr=-1.072419523385606),
Event(start_idx=891076, end_idx=891081, baseline_local=-37.98682115972042, delta_i=-19.772365906462074, dwell_time_s=5e-05, snr=-1.05899394809512),
Event(start_idx=891086, end_idx=891112, baseline_local=-37.98682115972042, delta_i=-20.611310238949955, dwell_time_s=0.00026, snr=-1.1039272138002123),
Event(start_idx=891262, end_idx=891273, baseline_local=-37.9631452831355, delta_i=-20.566283515993167, dwell_time_s=0.00011, snr=-1.1015156143315714),
Event(start_idx=892165, end_idx=892178, baseline_local=-38.14151604473591, delta_i=-20.725412069676587, dwell_time_s=0.00013, snr=-1.1100384272370718),
Event(start_idx=892222, end_idx=892229, baseline_local=-38.07224913580077, delta_i=-20.114924665806548, dwell_time_s=7e-05, snr=-1.077341153216092),
Event(start_idx=892357, end_idx=892380, baseline_local=-38.14378350973129, delta_i=-20.760316952617597, dwell_time_s=0.00023, snr=-1.111907908105895),
Event(start_idx=893390, end_idx=893416, baseline_local=-37.562576711177826, delta_i=-23.838612727104472, dwell_time_s=0.00026, snr=-1.2767792548658174),
Event(start_idx=893447, end_idx=893459, baseline_local=-37.562576711177826, delta_i=-20.225207167910412, dwell_time_s=0.00012, snr=-1.083247806110403),
Event(start_idx=893604, end_idx=893615, baseline_local=-37.76023754477501, delta_i=-20.06585757358169, dwell_time_s=0.00011, snr=-1.074713154424113),
Event(start_idx=894696, end_idx=894705, baseline_local=-38.145860600802635, delta_i=-20.333086231826908, dwell_time_s=9e-05, snr=-1.08902573255351),
Event(start_idx=894845, end_idx=894851, baseline_local=-38.10996858775616, delta_i=-19.8481647153385, dwell_time_s=6e-05, snr=-1.0630536787440819),
Event(start_idx=895107, end_idx=895121, baseline_local=-38.1040114622031, delta_i=-20.875732088860655, dwell_time_s=0.00014, snr=-1.118089461258319),
Event(start_idx=895730, end_idx=895733, baseline_local=-38.20731456577778, delta_i=-19.743254493921995, dwell_time_s=3e-05, snr=-1.0574347614076853),
Event(start_idx=895747, end_idx=895759, baseline_local=-38.20834746211767, delta_i=-20.190759238010894, dwell_time_s=0.00012, snr=-1.0814027993236293),
Event(start_idx=895958, end_idx=895966, baseline_local=-37.93221125006676, delta_i=-20.060568377608433, dwell_time_s=8e-05, snr=-1.0744298688247838),
Event(start_idx=898306, end_idx=898315, baseline_local=-38.080329805612564, delta_i=-20.585301497123307, dwell_time_s=9e-05, snr=-1.1025342039640456),
Event(start_idx=899063, end_idx=899082, baseline_local=-37.93898543793904, delta_i=-20.15943402257797, dwell_time_s=0.00019, snr=-1.0797250429173815),
Event(start_idx=900343, end_idx=900358, baseline_local=-37.94147486488024, delta_i=-20.699991506524384, dwell_time_s=0.00015, snr=-1.10867691983514),
Event(start_idx=901537, end_idx=901556, baseline_local=-38.486234813928604, delta_i=-20.33365577121118, dwell_time_s=0.00019, snr=-1.0890562366805325),
Event(start_idx=901630, end_idx=901636, baseline_local=-38.421831861138344, delta_i=-20.04967585376774, dwell_time_s=6e-05, snr=-1.0738464729438182),
Event(start_idx=901820, end_idx=901825, baseline_local=-38.42739215493202, delta_i=-19.89518998079002, dwell_time_s=5e-05, snr=-1.0655723187367017),
Event(start_idx=902570, end_idx=902581, baseline_local=-38.401241605932064, delta_i=-20.741281288252637, dwell_time_s=0.00011, snr=-1.1108883713718576),
Event(start_idx=903289, end_idx=903306, baseline_local=-38.04107466340065, delta_i=-20.954111302654972, dwell_time_s=0.00017, snr=-1.1222873965715385),
Event(start_idx=904566, end_idx=904574, baseline_local=-37.98830137215555, delta_i=-19.938746614847332, dwell_time_s=8e-05, snr=-1.0679051812825548),
Event(start_idx=905548, end_idx=905553, baseline_local=-38.1714024245739, delta_i=-19.851041052304208, dwell_time_s=5e-05, snr=-1.0632077333197345),
Event(start_idx=905805, end_idx=905827, baseline_local=-38.167139425873756, delta_i=-21.518301785246216, dwell_time_s=0.00022, snr=-1.1525050401991896),
Event(start_idx=905956, end_idx=905962, baseline_local=-38.166391015052795, delta_i=-20.19790951923157, dwell_time_s=6e-05, snr=-1.0817857633338894),
Event(start_idx=906678, end_idx=906684, baseline_local=-38.594172425568104, delta_i=-20.080265835548442, dwell_time_s=6e-05, snr=-1.0754848507551207),
Event(start_idx=907047, end_idx=907071, baseline_local=-38.76045259833336, delta_i=-20.334346924792044, dwell_time_s=0.00024, snr=-1.0890932543779999),
Event(start_idx=907123, end_idx=907138, baseline_local=-38.76045259833336, delta_i=-20.993383008117476, dwell_time_s=0.00015, snr=-1.1243907613693027),
Event(start_idx=907316, end_idx=907330, baseline_local=-38.90033295750618, delta_i=-21.321458920237742, dwell_time_s=0.00014, snr=-1.1419622754255745),
Event(start_idx=907703, end_idx=907730, baseline_local=-38.823357209563255, delta_i=-20.17478739839323, dwell_time_s=0.00027, snr=-1.08054735887836),
Event(start_idx=907776, end_idx=907807, baseline_local=-38.823357209563255, delta_i=-20.858058240595124, dwell_time_s=0.00031, snr=-1.1171428624323974),
Event(start_idx=907973, end_idx=908013, baseline_local=-38.93761306777596, delta_i=-21.297549029276706, dwell_time_s=0.0004, snr=-1.1406816785588598),
Event(start_idx=908085, end_idx=908102, baseline_local=-38.78734703361988, delta_i=-20.750711926368666, dwell_time_s=0.00017, snr=-1.1113934696862828),
Event(start_idx=908262, end_idx=908267, baseline_local=-38.71399675309658, delta_i=-19.827848996035755, dwell_time_s=5e-05, snr=-1.0619655831719796),
Event(start_idx=908557, end_idx=908569, baseline_local=-38.905581921339035, delta_i=-20.44089725163455, dwell_time_s=0.00012, snr=-1.0948000146022223),
Event(start_idx=908774, end_idx=908782, baseline_local=-38.8247680272907, delta_i=-19.97692532860674, dwell_time_s=8e-05, snr=-1.0699500062169374),
Event(start_idx=908926, end_idx=908934, baseline_local=-38.78734703361988, delta_i=-20.344594182097353, dwell_time_s=8e-05, snr=-1.0896420902392332),
Event(start_idx=910286, end_idx=910292, baseline_local=-38.297433783610664, delta_i=-20.061167955243338, dwell_time_s=6e-05, snr=-1.074461981779287),
Event(start_idx=912269, end_idx=912274, baseline_local=-37.89934581518173, delta_i=-19.858959252759814, dwell_time_s=5e-05, snr=-1.0636318265416564),
Event(start_idx=912422, end_idx=912435, baseline_local=-37.89934581518173, delta_i=-20.243834751156662, dwell_time_s=0.00013, snr=-1.0842454863080453),
Event(start_idx=913696, end_idx=913724, baseline_local=-37.91123402118683, delta_i=-21.05154359696566, dwell_time_s=0.00028, snr=-1.1275058014155597),
Event(start_idx=914026, end_idx=914038, baseline_local=-37.690526604652405, delta_i=-20.072418918522697, dwell_time_s=0.00012, snr=-1.0750645754233379),
Event(start_idx=914833, end_idx=914836, baseline_local=-37.82574488222599, delta_i=-19.79800373222679, dwell_time_s=3e-05, snr=-1.0603670919290746),
Event(start_idx=915128, end_idx=915130, baseline_local=-37.692078933119774, delta_i=-19.767938535194844, dwell_time_s=2e-05, snr=-1.0587568212181369),
Event(start_idx=915750, end_idx=915751, baseline_local=-37.50217196345329, delta_i=-19.740211331285536, dwell_time_s=1e-05, snr=-1.0572717717669755),
Event(start_idx=916130, end_idx=916140, baseline_local=-37.59393401443958, delta_i=-19.863963274285197, dwell_time_s=0.0001, snr=-1.063899838399043),
Event(start_idx=916295, end_idx=916323, baseline_local=-37.47477880918554, delta_i=-20.36226357466408, dwell_time_s=0.00028, snr=-1.090588450421075),
Event(start_idx=918642, end_idx=918652, baseline_local=-37.534589007496834, delta_i=-20.014690812118353, dwell_time_s=0.0001, snr=-1.0719726988312093),
Event(start_idx=918844, end_idx=918848, baseline_local=-37.534589007496834, delta_i=-19.763678390532732, dwell_time_s=4e-05, snr=-1.0585286508799725),
Event(start_idx=919401, end_idx=919403, baseline_local=-37.470708929002285, delta_i=-19.754206367302686, dwell_time_s=2e-05, snr=-1.0580213360080808),
Event(start_idx=920518, end_idx=920527, baseline_local=-37.102601915597916, delta_i=-20.21892354813301, dwell_time_s=9e-05, snr=-1.0829112598747181),
Event(start_idx=920716, end_idx=920721, baseline_local=-37.13036869466305, delta_i=-19.986698135733604, dwell_time_s=5e-05, snr=-1.0704734308618287),
Event(start_idx=921355, end_idx=921364, baseline_local=-37.403926610946655, delta_i=-20.36373781133443, dwell_time_s=9e-05, snr=-1.0906674094955402),
Event(start_idx=922935, end_idx=922960, baseline_local=-37.5973162651062, delta_i=-21.544629028998315, dwell_time_s=0.00025, snr=-1.153915108773451),
Event(start_idx=923835, end_idx=923845, baseline_local=-38.22903713583946, delta_i=-20.248072496056558, dwell_time_s=0.0001, snr=-1.0844724569307715),
Event(start_idx=923922, end_idx=923931, baseline_local=-38.22903713583946, delta_i=-20.17327382819106, dwell_time_s=9e-05, snr=-1.080466293127721),
Event(start_idx=926280, end_idx=926297, baseline_local=-37.72837062180042, delta_i=-20.597694602192323, dwell_time_s=0.00017, snr=-1.103197969915388),
Event(start_idx=926430, end_idx=926441, baseline_local=-37.736622378230095, delta_i=-20.282052092423495, dwell_time_s=0.00011, snr=-1.0862923801044337),
Event(start_idx=926573, end_idx=926600, baseline_local=-37.656706465615166, delta_i=-20.697869378280032, dwell_time_s=0.00027, snr=-1.108563260145729),
Event(start_idx=928100, end_idx=928127, baseline_local=-37.81010579124645, delta_i=-21.455058052239043, dwell_time_s=0.00027, snr=-1.149117750543193),
Event(start_idx=928145, end_idx=928151, baseline_local=-37.79543952643871, delta_i=-19.83917977148667, dwell_time_s=6e-05, snr=-1.0625724514995492),
Event(start_idx=928171, end_idx=928173, baseline_local=-37.7209899276495, delta_i=-19.744895204901695, dwell_time_s=2e-05, snr=-1.0575226367285395),
Event(start_idx=929579, end_idx=929587, baseline_local=-37.75249621272087, delta_i=-20.064712818944827, dwell_time_s=8e-05, snr=-1.074651842174571),
Event(start_idx=930140, end_idx=930153, baseline_local=-37.70047256350517, delta_i=-20.166603338546476, dwell_time_s=0.00013, snr=-1.0801090264152868),
Event(start_idx=930460, end_idx=930476, baseline_local=-37.75729142129421, delta_i=-20.418217727390584, dwell_time_s=0.00016, snr=-1.0935853153075776),
Event(start_idx=930537, end_idx=930543, baseline_local=-37.87353961914778, delta_i=-19.985853766401608, dwell_time_s=6e-05, snr=-1.0704282070369828),
Event(start_idx=930888, end_idx=930890, baseline_local=-38.10445090383291, delta_i=-19.74743467522785, dwell_time_s=2e-05, snr=-1.0576586489649855),
Event(start_idx=931066, end_idx=931074, baseline_local=-38.318192318081856, delta_i=-20.02213057980407, dwell_time_s=8e-05, snr=-1.0723711675320051),
Event(start_idx=931523, end_idx=931561, baseline_local=-38.46593150496483, delta_i=-20.212261098314467, dwell_time_s=0.00038, snr=-1.0825544237696865),
Event(start_idx=931611, end_idx=931632, baseline_local=-38.551738515496254, delta_i=-21.560964194215124, dwell_time_s=0.00021, snr=-1.1547900086811085),
Event(start_idx=931817, end_idx=931834, baseline_local=-38.636145919561386, delta_i=-20.386728793053944, dwell_time_s=0.00017, snr=-1.0918987902325197),
Event(start_idx=932020, end_idx=932032, baseline_local=-38.53712508703271, delta_i=-19.90169091740002, dwell_time_s=0.00012, snr=-1.0659205043083986),
Event(start_idx=932049, end_idx=932075, baseline_local=-38.50644940137863, delta_i=-20.942538634694827, dwell_time_s=0.00026, snr=-1.1216675726520802),
Event(start_idx=932139, end_idx=932156, baseline_local=-38.37040960788727, delta_i=-20.349682475494987, dwell_time_s=0.00017, snr=-1.0899146156385566),
Event(start_idx=932464, end_idx=932474, baseline_local=-38.32789332717657, delta_i=-20.551600239612164, dwell_time_s=0.0001, snr=-1.1007291884228436),
Event(start_idx=932893, end_idx=932915, baseline_local=-38.331666588783264, delta_i=-22.014147363772448, dwell_time_s=0.00022, snr=-1.1790621790531388),
Event(start_idx=933382, end_idx=933388, baseline_local=-38.66064170002937, delta_i=-19.959145257715136, dwell_time_s=6e-05, snr=-1.0689977181822132),
Event(start_idx=934584, end_idx=934600, baseline_local=-38.066516041755676, delta_i=-20.680999757780228, dwell_time_s=0.00016, snr=-1.1076597351907251),
Event(start_idx=936017, end_idx=936047, baseline_local=-38.15099718769391, delta_i=-20.834019280970097, dwell_time_s=0.0003, snr=-1.1158553527392308),
Event(start_idx=936288, end_idx=936294, baseline_local=-38.34473767876625, delta_i=-20.049466306654114, dwell_time_s=6e-05, snr=-1.0738352497484644),
Event(start_idx=937760, end_idx=937781, baseline_local=-38.038743942976, delta_i=-20.150014162196644, dwell_time_s=0.00021, snr=-1.0792205218508122),
Event(start_idx=938630, end_idx=938650, baseline_local=-38.05656450986862, delta_i=-20.42794033307582, dwell_time_s=0.0002, snr=-1.0941060511987244),
Event(start_idx=938995, end_idx=939022, baseline_local=-38.021578550338745, delta_i=-20.19237337368368, dwell_time_s=0.00027, snr=-1.0814892512898213),
Event(start_idx=939418, end_idx=939432, baseline_local=-38.013847306370735, delta_i=-20.13544024247676, dwell_time_s=0.00014, snr=-1.0784399530075897),
Event(start_idx=939705, end_idx=939717, baseline_local=-38.11983401328325, delta_i=-20.369346452799316, dwell_time_s=0.00012, snr=-1.0909678043697018),
Event(start_idx=940063, end_idx=940072, baseline_local=-38.22517628967762, delta_i=-20.207540737671984, dwell_time_s=9e-05, snr=-1.082301604588772),
Event(start_idx=940539, end_idx=940545, baseline_local=-38.13215040167173, delta_i=-19.94495196904366, dwell_time_s=6e-05, snr=-1.0682375356690144),
Event(start_idx=941396, end_idx=941407, baseline_local=-37.49703860282898, delta_i=-20.16141762618314, dwell_time_s=0.00011, snr=-1.0798312833249903),
Event(start_idx=941800, end_idx=941815, baseline_local=-37.431668266654015, delta_i=-22.07293706908822, dwell_time_s=0.00015, snr=-1.1822109141329074),
Event(start_idx=941988, end_idx=941990, baseline_local=-37.430336862802505, delta_i=-19.734842327423394, dwell_time_s=2e-05, snr=-1.0569842117135044),
Event(start_idx=942362, end_idx=942380, baseline_local=-37.8061061874032, delta_i=-21.041901859713512, dwell_time_s=0.00018, snr=-1.1269893967805529),
Event(start_idx=943064, end_idx=943082, baseline_local=-37.70348997414112, delta_i=-20.375333482296103, dwell_time_s=0.00018, snr=-1.0912884654395079),
Event(start_idx=943809, end_idx=943834, baseline_local=-37.34174221754074, delta_i=-19.99288619134575, dwell_time_s=0.00025, snr=-1.0708048587483414),
Event(start_idx=944087, end_idx=944094, baseline_local=-37.43140125913279, delta_i=-20.1730643136959, dwell_time_s=7e-05, snr=-1.0804550716793893),
Event(start_idx=944548, end_idx=944560, baseline_local=-37.6582190208137, delta_i=-20.17577958626983, dwell_time_s=0.00012, snr=-1.0806004997600158),
Event(start_idx=945485, end_idx=945497, baseline_local=-37.908819660544395, delta_i=-20.696097786538303, dwell_time_s=0.00012, snr=-1.1084683749437323),
Event(start_idx=945954, end_idx=945970, baseline_local=-37.93663668911904, delta_i=-20.128846227948088, dwell_time_s=0.00016, snr=-1.0780867822483315),
Event(start_idx=947798, end_idx=947800, baseline_local=-38.19689680635929, delta_i=-19.80197555711493, dwell_time_s=2e-05, snr=-1.0605798200638528),
Event(start_idx=947870, end_idx=947884, baseline_local=-38.19689680635929, delta_i=-20.889527967399253, dwell_time_s=0.00014, snr=-1.1188283587655847),
Event(start_idx=948277, end_idx=948287, baseline_local=-38.056266471743584, delta_i=-20.385242877341806, dwell_time_s=0.0001, snr=-1.091819205636828),
Event(start_idx=948378, end_idx=948387, baseline_local=-38.12404726445675, delta_i=-20.22405128284461, dwell_time_s=9e-05, snr=-1.083185897722951),
Event(start_idx=948556, end_idx=948565, baseline_local=-38.21986749768257, delta_i=-20.48791757743392, dwell_time_s=9e-05, snr=-1.0973183900305628),
Event(start_idx=948866, end_idx=948879, baseline_local=-38.28546203672886, delta_i=-20.128360798009314, dwell_time_s=0.00013, snr=-1.0780607829637836),
Event(start_idx=949615, end_idx=949621, baseline_local=-38.27894288301468, delta_i=-19.864651371724904, dwell_time_s=6e-05, snr=-1.0639366924117493),
Event(start_idx=950072, end_idx=950096, baseline_local=-38.13558704468111, delta_i=-20.48912787189086, dwell_time_s=0.00024, snr=-1.0973832125465621),
Event(start_idx=951004, end_idx=951015, baseline_local=-38.03596449711106, delta_i=-20.050474909557536, dwell_time_s=0.00011, snr=-1.0738892698073592),
Event(start_idx=951419, end_idx=951421, baseline_local=-38.25582003593445, delta_i=-19.743176960386336, dwell_time_s=2e-05, snr=-1.0574306087662955),
Event(start_idx=951857, end_idx=951860, baseline_local=-38.312001183629036, delta_i=-19.781779896467924, dwell_time_s=3e-05, snr=-1.0594981547485265),
Event(start_idx=953189, end_idx=953225, baseline_local=-38.285798758268356, delta_i=-21.281138652935624, dwell_time_s=0.00036, snr=-1.1398027503965256),
Event(start_idx=953890, end_idx=953894, baseline_local=-38.363456040620804, delta_i=-19.890602068044245, dwell_time_s=4e-05, snr=-1.0653265933715559),
Event(start_idx=953959, end_idx=953964, baseline_local=-38.31085888445377, delta_i=-19.878072842210532, dwell_time_s=5e-05, snr=-1.06465553688823),
Event(start_idx=954401, end_idx=954408, baseline_local=-38.34458911418915, delta_i=-20.11773938233299, dwell_time_s=7e-05, snr=-1.0774919074445544),
Event(start_idx=954731, end_idx=954766, baseline_local=-38.36337080044406, delta_i=-20.37439663639026, dwell_time_s=0.00035, snr=-1.0912382886347047),
Event(start_idx=954774, end_idx=954792, baseline_local=-38.33520820736885, delta_i=-20.368602846542167, dwell_time_s=0.00018, snr=-1.0909279773439522),
Event(start_idx=954828, end_idx=954838, baseline_local=-38.32779103815555, delta_i=-20.97622547503561, dwell_time_s=0.0001, snr=-1.1234718160198238),
Event(start_idx=954896, end_idx=954926, baseline_local=-38.32775169610977, delta_i=-22.422089431559048, dwell_time_s=0.0003, snr=-1.20091126797872),
Event(start_idx=955142, end_idx=955154, baseline_local=-38.271241545677185, delta_i=-20.16710033500567, dwell_time_s=0.00012, snr=-1.0801356451944963),
Event(start_idx=955445, end_idx=955459, baseline_local=-38.23523376030581, delta_i=-20.875362065221584, dwell_time_s=0.00014, snr=-1.1180696430536445),
Event(start_idx=956428, end_idx=956442, baseline_local=-37.88590434193611, delta_i=-20.66471739578992, dwell_time_s=0.00014, snr=-1.1067876633865719),
Event(start_idx=959388, end_idx=959394, baseline_local=-37.380440175533295, delta_i=-19.789011117070913, dwell_time_s=6e-05, snr=-1.059885453814917),
Event(start_idx=960350, end_idx=960362, baseline_local=-37.72773248453935, delta_i=-20.18987706070766, dwell_time_s=0.00012, snr=-1.0813555505305565),
Event(start_idx=960870, end_idx=960892, baseline_local=-38.218126237392426, delta_i=-22.812657077204097, dwell_time_s=0.00022, snr=-1.221829795130025),
Event(start_idx=960994, end_idx=960995, baseline_local=-38.09791398048401, delta_i=-19.746470242738724, dwell_time_s=1e-05, snr=-1.0576069946422724),
Event(start_idx=961640, end_idx=961650, baseline_local=-37.718103140592575, delta_i=-19.987607249058783, dwell_time_s=0.0001, snr=-1.0705221223292054),
Event(start_idx=962047, end_idx=962065, baseline_local=-38.027958589295544, delta_i=-21.04863132836504, dwell_time_s=0.00018, snr=-1.127349822366928),
Event(start_idx=962494, end_idx=962499, baseline_local=-38.17025637626648, delta_i=-19.922657065093517, dwell_time_s=5e-05, snr=-1.0670434363655594),
Event(start_idx=963052, end_idx=963067, baseline_local=-38.30769729614258, delta_i=-20.311431523288288, dwell_time_s=0.00015, snr=-1.087865921663976),
Event(start_idx=963095, end_idx=963110, baseline_local=-38.30769729614258, delta_i=-21.19689075810214, dwell_time_s=0.00015, snr=-1.1352904926732725),
Event(start_idx=963246, end_idx=963265, baseline_local=-38.30769729614258, delta_i=-20.562210407794307, dwell_time_s=0.00019, snr=-1.1012974615342312),
Event(start_idx=963560, end_idx=963566, baseline_local=-38.307592019438744, delta_i=-19.877973378325503, dwell_time_s=6e-05, snr=-1.0646502096728225),
Event(start_idx=963623, end_idx=963640, baseline_local=-38.25055703520775, delta_i=-20.822528531884444, dwell_time_s=0.00017, snr=-1.1152399163368116),
Event(start_idx=964703, end_idx=964718, baseline_local=-37.922468557953835, delta_i=-20.557640506327154, dwell_time_s=0.00015, snr=-1.1010527008404427),
Event(start_idx=965855, end_idx=965862, baseline_local=-38.106910437345505, delta_i=-19.99790943813111, dwell_time_s=7e-05, snr=-1.071073900297069),
Event(start_idx=965899, end_idx=965922, baseline_local=-38.106910437345505, delta_i=-21.964944080490135, dwell_time_s=0.00023, snr=-1.176426885964346),
Event(start_idx=966001, end_idx=966026, baseline_local=-38.15633952319622, delta_i=-20.374245583713055, dwell_time_s=0.00025, snr=-1.0912301983600374),
Event(start_idx=966108, end_idx=966137, baseline_local=-38.205773055553436, delta_i=-21.045618407492494, dwell_time_s=0.00029, snr=-1.1271884524537266),
Event(start_idx=966202, end_idx=966214, baseline_local=-38.2282060533762, delta_i=-20.59403290770327, dwell_time_s=0.00012, snr=-1.103001852145667),
Event(start_idx=966540, end_idx=966552, baseline_local=-38.19641290605068, delta_i=-20.26600983242194, dwell_time_s=0.00012, snr=-1.0854331679931577),
Event(start_idx=967865, end_idx=967871, baseline_local=-37.88234682381153, delta_i=-19.86428812984377, dwell_time_s=6e-05, snr=-1.0639172374332386),
Event(start_idx=968869, end_idx=968874, baseline_local=-38.050939217209816, delta_i=-19.81392017379403, dwell_time_s=5e-05, snr=-1.0612195652939038),
Event(start_idx=968945, end_idx=968966, baseline_local=-38.00916315615177, delta_i=-20.27356645535855, dwell_time_s=0.00021, snr=-1.0858378953786292),
Event(start_idx=971041, end_idx=971048, baseline_local=-37.54584351181984, delta_i=-20.098126624577812, dwell_time_s=7e-05, snr=-1.0764414619962734),
Event(start_idx=971526, end_idx=971535, baseline_local=-37.6582442091571, delta_i=-20.278998093265628, dwell_time_s=9e-05, snr=-1.0861288100672937),
Event(start_idx=971811, end_idx=971818, baseline_local=-37.70637892186642, delta_i=-20.271104708846128, dwell_time_s=7e-05, snr=-1.0857060459747323),
Event(start_idx=972796, end_idx=972799, baseline_local=-37.26412111520767, delta_i=-19.823549115409453, dwell_time_s=3e-05, snr=-1.0617352846036483),
Event(start_idx=973534, end_idx=973546, baseline_local=-37.50272259116173, delta_i=-20.19319165746371, dwell_time_s=0.00012, snr=-1.0815330779909342),
Event(start_idx=973878, end_idx=973888, baseline_local=-37.620047718286514, delta_i=-20.222038992494344, dwell_time_s=0.0001, snr=-1.083078120873543),
Event(start_idx=975717, end_idx=975724, baseline_local=-37.99247270822525, delta_i=-20.063320902575338, dwell_time_s=7e-05, snr=-1.0745772921172578),
Event(start_idx=976750, end_idx=976812, baseline_local=-38.191427747568774, delta_i=-21.22481586270395, dwell_time_s=0.00062, snr=-1.136786141545701),
Event(start_idx=976915, end_idx=976935, baseline_local=-38.224201425909996, delta_i=-20.891407859418543, dwell_time_s=0.0002, snr=-1.1189290444539295),
Event(start_idx=977762, end_idx=977768, baseline_local=-38.19238878786564, delta_i=-20.015498540053766, dwell_time_s=6e-05, snr=-1.0720159601687425),
Event(start_idx=978914, end_idx=978924, baseline_local=-38.30806191265583, delta_i=-20.02258429378271, dwell_time_s=0.0001, snr=-1.0723954681321366),
Event(start_idx=980387, end_idx=980396, baseline_local=-38.53589005768299, delta_i=-20.33297100249264, dwell_time_s=9e-05, snr=-1.08901956095178),
Event(start_idx=980590, end_idx=980607, baseline_local=-38.42106867274817, delta_i=-20.9599267559893, dwell_time_s=0.00017, snr=-1.1225988681433077),
Event(start_idx=980726, end_idx=980732, baseline_local=-38.505373331407704, delta_i=-19.820460646413267, dwell_time_s=6e-05, snr=-1.0615698683863217),
Event(start_idx=981280, end_idx=981306, baseline_local=-38.97019912302494, delta_i=-21.233943113913902, dwell_time_s=0.00026, snr=-1.1372749906717898),
Event(start_idx=981376, end_idx=981379, baseline_local=-38.97019912302494, delta_i=-19.81629745972653, dwell_time_s=3e-05, snr=-1.0613468910488144),
Event(start_idx=981458, end_idx=981479, baseline_local=-38.94760427091803, delta_i=-20.644929265603423, dwell_time_s=0.00021, snr=-1.105727825114776),
Event(start_idx=982097, end_idx=982120, baseline_local=-38.6226480551388, delta_i=-21.627324156301178, dwell_time_s=0.00023, snr=-1.1583442013648473),
Event(start_idx=982345, end_idx=982352, baseline_local=-38.65638627111912, delta_i=-20.30571340237345, dwell_time_s=7e-05, snr=-1.087559663147826),
Event(start_idx=982582, end_idx=982585, baseline_local=-38.80893938243389, delta_i=-19.831061283747356, dwell_time_s=3e-05, snr=-1.0621376310322217),
Event(start_idx=982657, end_idx=982659, baseline_local=-38.79961235821247, delta_i=-19.75542129855603, dwell_time_s=2e-05, snr=-1.0580864068676192),
Event(start_idx=982924, end_idx=982930, baseline_local=-38.91884618500868, delta_i=-19.84841766146322, dwell_time_s=6e-05, snr=-1.0630672263598069),
Event(start_idx=983060, end_idx=983085, baseline_local=-38.94033995270729, delta_i=-21.054940168112516, dwell_time_s=0.00025, snr=-1.1276877193663912),
Event(start_idx=984461, end_idx=984482, baseline_local=-38.96429031235831, delta_i=-20.546478113957814, dwell_time_s=0.00021, snr=-1.1004548509917542),
Event(start_idx=984612, end_idx=984652, baseline_local=-38.9331323236227, delta_i=-20.336885052965954, dwell_time_s=0.0004, snr=-1.0892291947297197),
Event(start_idx=984985, end_idx=985001, baseline_local=-39.006689965724945, delta_i=-20.83721652661916, dwell_time_s=0.00016, snr=-1.1160265949572308),
Event(start_idx=986222, end_idx=986232, baseline_local=-38.899848982691765, delta_i=-19.94240635391325, dwell_time_s=0.0001, snr=-1.068101194321194),
Event(start_idx=986245, end_idx=986256, baseline_local=-38.88694170794704, delta_i=-20.17362505908717, dwell_time_s=0.00011, snr=-1.0804851048063597),
Event(start_idx=986327, end_idx=986359, baseline_local=-38.860368221998215, delta_i=-21.01811373909004, dwell_time_s=0.00032, snr=-1.1257153218470832),
Event(start_idx=986444, end_idx=986456, baseline_local=-38.85609918832779, delta_i=-19.858363109485555, dwell_time_s=0.00012, snr=-1.0635998975290828),
Event(start_idx=986918, end_idx=986975, baseline_local=-39.26045743598227, delta_i=-20.857516158339486, dwell_time_s=0.00057, snr=-1.117113828889785),
Event(start_idx=988424, end_idx=988439, baseline_local=-39.11212898790836, delta_i=-20.8111464176327, dwell_time_s=0.00015, snr=-1.1146302983393426),
Event(start_idx=988731, end_idx=988734, baseline_local=-39.09525969624519, delta_i=-19.76527868149181, dwell_time_s=3e-05, snr=-1.0586143613330803),
Event(start_idx=988809, end_idx=988835, baseline_local=-39.040309101343155, delta_i=-21.37122605719532, dwell_time_s=0.00026, snr=-1.1446277681188324),
Event(start_idx=988912, end_idx=988922, baseline_local=-39.040309101343155, delta_i=-20.18338326010853, dwell_time_s=0.0001, snr=-1.0810077471585602),
Event(start_idx=989091, end_idx=989119, baseline_local=-39.01216889492103, delta_i=-20.51739686468084, dwell_time_s=0.00028, snr=-1.09889727982738),
Event(start_idx=989130, end_idx=989146, baseline_local=-39.00568759441376, delta_i=-20.699755465378985, dwell_time_s=0.00016, snr=-1.1086642776381637),
Event(start_idx=989834, end_idx=989839, baseline_local=-39.201543390750885, delta_i=-19.844305285438896, dwell_time_s=5e-05, snr=-1.0628469704054788),
Event(start_idx=989957, end_idx=990026, baseline_local=-39.20733095770297, delta_i=-21.351212583590247, dwell_time_s=0.00069, snr=-1.1435558606127505),
Event(start_idx=990668, end_idx=990686, baseline_local=-39.147790893912315, delta_i=-20.69754209328029, dwell_time_s=0.00018, snr=-1.108545730992381),
Event(start_idx=990775, end_idx=990798, baseline_local=-39.13750423879727, delta_i=-20.93835127491342, dwell_time_s=0.00023, snr=-1.1214433006207012),
Event(start_idx=991206, end_idx=991225, baseline_local=-38.75515219569206, delta_i=-21.543353814435633, dwell_time_s=0.00019, snr=-1.1538468091824565),
Event(start_idx=991485, end_idx=991495, baseline_local=-38.7920341193676, delta_i=-20.346763384155928, dwell_time_s=0.0001, snr=-1.0897582711688747),
Event(start_idx=991524, end_idx=991533, baseline_local=-38.7920341193676, delta_i=-20.58312363136146, dwell_time_s=9e-05, snr=-1.102417559012578),
Event(start_idx=992356, end_idx=992364, baseline_local=-39.33881087601185, delta_i=-19.933664442505687, dwell_time_s=8e-05, snr=-1.0676329837226655),
Event(start_idx=992421, end_idx=992427, baseline_local=-39.28443033993244, delta_i=-20.08707300356279, dwell_time_s=6e-05, snr=-1.0758494378644714),
Event(start_idx=992512, end_idx=992521, baseline_local=-39.18040765821934, delta_i=-19.981536159498823, dwell_time_s=9e-05, snr=-1.070196959061807),
Event(start_idx=992827, end_idx=992856, baseline_local=-39.22884264588356, delta_i=-21.483846536548487, dwell_time_s=0.00029, snr=-1.1506596414227548),
Event(start_idx=992939, end_idx=992946, baseline_local=-39.09593607485294, delta_i=-19.92337616027466, dwell_time_s=7e-05, snr=-1.0670819505953961),
Event(start_idx=992965, end_idx=992972, baseline_local=-39.09593607485294, delta_i=-20.108114181352512, dwell_time_s=7e-05, snr=-1.0769763884805748),
Event(start_idx=993172, end_idx=993188, baseline_local=-39.0809410661459, delta_i=-20.849779555923305, dwell_time_s=0.00016, snr=-1.1166994619305495),
Event(start_idx=993222, end_idx=993226, baseline_local=-39.059425354003906, delta_i=-19.78522090939805, dwell_time_s=4e-05, snr=-1.0596824529698703),
Event(start_idx=993351, end_idx=993364, baseline_local=-39.059425354003906, delta_i=-20.518696354128995, dwell_time_s=0.00013, snr=-1.0989668795640892),
Event(start_idx=993534, end_idx=993541, baseline_local=-39.059425354003906, delta_i=-19.940346273194468, dwell_time_s=7e-05, snr=-1.0679908578534139),
Event(start_idx=993619, end_idx=993632, baseline_local=-39.19649601670412, delta_i=-20.286740606364148, dwell_time_s=0.00013, snr=-1.0865434935984992),
Event(start_idx=993814, end_idx=993831, baseline_local=-39.087665006518364, delta_i=-20.86931811393622, dwell_time_s=0.00017, snr=-1.1177459332930595),
Event(start_idx=994214, end_idx=994221, baseline_local=-39.01966196298599, delta_i=-19.87257449142635, dwell_time_s=7e-05, snr=-1.0643610491050028),
Event(start_idx=994248, end_idx=994261, baseline_local=-39.01966196298599, delta_i=-20.282717257594832, dwell_time_s=0.00013, snr=-1.0863280058810487),
Event(start_idx=994289, end_idx=994315, baseline_local=-38.94485178991006, delta_i=-21.165985450148582, dwell_time_s=0.00026, snr=-1.1336352262149407),
Event(start_idx=994421, end_idx=994440, baseline_local=-38.905479192733765, delta_i=-20.9280029862727, dwell_time_s=0.00019, snr=-1.1208890535925253),
Event(start_idx=994622, end_idx=994643, baseline_local=-38.77187370260557, delta_i=-21.364074919816282, dwell_time_s=0.00021, snr=-1.144244758253335),
Event(start_idx=995170, end_idx=995172, baseline_local=-38.72867264598608, delta_i=-19.742287080734968, dwell_time_s=2e-05, snr=-1.0573829474408987),
Event(start_idx=995796, end_idx=995825, baseline_local=-38.7512290513721, delta_i=-20.189931856917923, dwell_time_s=0.00029, snr=-1.0813584853768627),
Event(start_idx=995843, end_idx=995851, baseline_local=-38.75455374456942, delta_i=-19.873784572118893, dwell_time_s=8e-05, snr=-1.0644258601719319),
Event(start_idx=996019, end_idx=996028, baseline_local=-38.77983619272709, delta_i=-20.156794709463913, dwell_time_s=9e-05, snr=-1.0795836831717578),
Event(start_idx=996050, end_idx=996055, baseline_local=-38.718776082992555, delta_i=-19.836868403479457, dwell_time_s=5e-05, snr=-1.0624486562621436),
Event(start_idx=996096, end_idx=996124, baseline_local=-38.72482781431505, delta_i=-21.080686589104257, dwell_time_s=0.00028, snr=-1.129066679483979),
Event(start_idx=996163, end_idx=996170, baseline_local=-38.70700219273567, delta_i=-20.24958945225392, dwell_time_s=7e-05, snr=-1.0845537040329207),
Event(start_idx=996245, end_idx=996259, baseline_local=-38.72603977578027, delta_i=-20.684770024381578, dwell_time_s=0.00014, snr=-1.1078616680060709),
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Event(start_idx=997605, end_idx=997608, baseline_local=-38.319498951236405, delta_i=-19.836326148360968, dwell_time_s=3e-05, snr=-1.0624196134611192),
Event(start_idx=997955, end_idx=997967, baseline_local=-38.38364438960949, delta_i=-20.28027593685935, dwell_time_s=0.00012, snr=-1.0861972504673332),
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Event(start_idx=998693, end_idx=998704, baseline_local=-38.73514340682463, delta_i=-20.622275526550684, dwell_time_s=0.00011, snr=-1.1045145068567552),
Event(start_idx=998777, end_idx=998780, baseline_local=-38.756098518768944, delta_i=-19.775318212186296, dwell_time_s=3e-05, snr=-1.059152071503804),
Event(start_idx=998927, end_idx=998942, baseline_local=-38.8190280020237, delta_i=-20.5428129033496, dwell_time_s=0.00015, snr=-1.1002585449011753),
Event(start_idx=999001, end_idx=999011, baseline_local=-38.88160488903522, delta_i=-20.390641072578727, dwell_time_s=0.0001, snr=-1.0921083291597073),
Event(start_idx=999048, end_idx=999052, baseline_local=-38.89985066652298, delta_i=-19.827188062481582, dwell_time_s=4e-05, snr=-1.0619301840377906),
Event(start_idx=999842, end_idx=999854, baseline_local=-38.78407356888056, delta_i=-20.42718310188502, dwell_time_s=0.00012, snr=-1.094065494431155),
Event(start_idx=999990, end_idx=999998, baseline_local=-38.76816233061254, delta_i=-19.958352925255895, dwell_time_s=8e-05, snr=-1.0689552814155063)],
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Event(start_idx=17582, end_idx=17584, baseline_local=-30.012066066614352, delta_i=-0.02285477996476004, dwell_time_s=2e-05, snr=-3.9832959486950186),
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Event(start_idx=39067, end_idx=39072, baseline_local=-30.01229943172075, delta_i=-0.02387061400993389, dwell_time_s=5e-05, snr=-4.1603428352949585),
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Event(start_idx=60895, end_idx=60901, baseline_local=-30.01301359028245, delta_i=-0.024063149822855696, dwell_time_s=6e-05, snr=-4.193899365910116),
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Event(start_idx=65586, end_idx=65590, baseline_local=-30.01306820975151, delta_i=-0.024214204767403658, dwell_time_s=4e-05, snr=-4.220226311502066),
Event(start_idx=68334, end_idx=68342, baseline_local=-30.013538179773604, delta_i=-0.026594043120994115, dwell_time_s=8e-05, snr=-4.635001710216145),
Event(start_idx=70814, end_idx=70815, baseline_local=-30.013822115026414, delta_i=-0.02287873013904118, dwell_time_s=1e-05, snr=-3.9874701578684038),
Event(start_idx=71891, end_idx=71897, baseline_local=-30.013814172241837, delta_i=-0.02579090355624203, dwell_time_s=6e-05, snr=-4.495024752247333),
Event(start_idx=73984, end_idx=73989, baseline_local=-30.013720764778554, delta_i=-0.024462811528519524, dwell_time_s=5e-05, snr=-4.26355529151841),
Event(start_idx=74890, end_idx=74901, baseline_local=-30.013642818285998, delta_i=-0.027358927593571603, dwell_time_s=0.00011, snr=-4.768311294711618),
Event(start_idx=75016, end_idx=75020, baseline_local=-30.013630143832415, delta_i=-0.02437232361702968, dwell_time_s=4e-05, snr=-4.247784405436849),
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Event(start_idx=78508, end_idx=78511, baseline_local=-30.01316682761535, delta_i=-0.02353083753204525, dwell_time_s=3e-05, snr=-4.101124139253145),
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Event(start_idx=107006, end_idx=107013, baseline_local=-30.012340265259677, delta_i=-0.023726529234133004, dwell_time_s=7e-05, snr=-4.135230701001772),
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Event(start_idx=110415, end_idx=110419, baseline_local=-30.012432259507477, delta_i=-0.023322925300078623, dwell_time_s=4e-05, snr=-4.064887695386532),
Event(start_idx=110749, end_idx=110752, baseline_local=-30.0123966448009, delta_i=-0.0231994510562951, dwell_time_s=3e-05, snr=-4.043367713317597),
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Event(start_idx=130681, end_idx=130685, baseline_local=-30.013091888744384, delta_i=-0.02439914974866042, dwell_time_s=4e-05, snr=-4.252459857207055),
Event(start_idx=131901, end_idx=131904, baseline_local=-30.013168248347938, delta_i=-0.023218512332126313, dwell_time_s=3e-05, snr=-4.046689849995898),
Event(start_idx=132575, end_idx=132579, baseline_local=-30.013180665206164, delta_i=-0.023429449104980904, dwell_time_s=4e-05, snr=-4.083453432670422),
Event(start_idx=132792, end_idx=132797, baseline_local=-30.013200030196458, delta_i=-0.024364983920327175, dwell_time_s=5e-05, snr=-4.2465051901398825),
Event(start_idx=133130, end_idx=133136, baseline_local=-30.013157504688326, delta_i=-0.024306615250168306, dwell_time_s=6e-05, snr=-4.236332277176684),
Event(start_idx=138243, end_idx=138244, baseline_local=-30.01270178053528, delta_i=-0.02294974953986184, dwell_time_s=1e-05, snr=-3.9998479314459168),
Event(start_idx=138330, end_idx=138334, baseline_local=-30.012696207966655, delta_i=-0.023587916351232252, dwell_time_s=4e-05, snr=-4.111072247682736),
Event(start_idx=138457, end_idx=138467, baseline_local=-30.012683471199125, delta_i=-0.027209072237565125, dwell_time_s=0.0001, snr=-4.742193422065667),
Event(start_idx=138729, end_idx=138735, baseline_local=-30.01254767505452, delta_i=-0.025385532490342182, dwell_time_s=6e-05, snr=-4.424373758144271),
Event(start_idx=140625, end_idx=140632, baseline_local=-30.012584666987614, delta_i=-0.025078480382766038, dwell_time_s=7e-05, snr=-4.370858501465704),
Event(start_idx=141457, end_idx=141466, baseline_local=-30.012416251935065, delta_i=-0.026478341830119864, dwell_time_s=9e-05, snr=-4.6148364544618214),
Event(start_idx=141803, end_idx=141809, baseline_local=-30.01239695586264, delta_i=-0.02432458256631283, dwell_time_s=6e-05, snr=-4.239463750667909),
Event(start_idx=143963, end_idx=143972, baseline_local=-30.0122690902402, delta_i=-0.028202488854099608, dwell_time_s=9e-05, snr=-4.915333237461377),
Event(start_idx=145380, end_idx=145385, baseline_local=-30.01216214541346, delta_i=-0.02409947638061567, dwell_time_s=5e-05, snr=-4.200230620491365),
Event(start_idx=145799, end_idx=145803, baseline_local=-30.01235945057124, delta_i=-0.02378929307838007, dwell_time_s=4e-05, snr=-4.146169636616087),
Event(start_idx=147354, end_idx=147357, baseline_local=-30.012400117702782, delta_i=-0.023395449666926044, dwell_time_s=3e-05, snr=-4.0775277653014665),
Event(start_idx=148295, end_idx=148303, baseline_local=-30.01252413354814, delta_i=-0.024270683145999783, dwell_time_s=8e-05, snr=-4.230069770813322),
Event(start_idx=149102, end_idx=149106, baseline_local=-30.012525795027614, delta_i=-0.022970540630183223, dwell_time_s=4e-05, snr=-4.003471552674116),
Event(start_idx=149551, end_idx=149554, baseline_local=-30.012570636346936, delta_i=-0.02313430928802518, dwell_time_s=3e-05, snr=-4.03201433594794),
Event(start_idx=150218, end_idx=150222, baseline_local=-30.01259632455185, delta_i=-0.023877429959384244, dwell_time_s=4e-05, snr=-4.161530768142003),
Event(start_idx=150408, end_idx=150413, baseline_local=-30.012629626132547, delta_i=-0.024408229132905034, dwell_time_s=5e-05, snr=-4.254042277800645),
Event(start_idx=150676, end_idx=150681, baseline_local=-30.012590487487614, delta_i=-0.024727735499391203, dwell_time_s=5e-05, snr=-4.309728152579093),
Event(start_idx=151600, end_idx=151603, baseline_local=-30.012573255226016, delta_i=-0.023363701126072556, dwell_time_s=3e-05, snr=-4.07199440053691),
Event(start_idx=153918, end_idx=153923, baseline_local=-30.012735937722027, delta_i=-0.024524480719901477, dwell_time_s=5e-05, snr=-4.274303443133512),
Event(start_idx=154189, end_idx=154194, baseline_local=-30.012725182808936, delta_i=-0.025270377271681355, dwell_time_s=5e-05, snr=-4.4043036757951946),
Event(start_idx=158496, end_idx=158503, baseline_local=-30.013128211455687, delta_i=-0.02355461145663997, dwell_time_s=7e-05, snr=-4.105267630359545),
Event(start_idx=162012, end_idx=162018, baseline_local=-30.013072016648948, delta_i=-0.025099993438061574, dwell_time_s=6e-05, snr=-4.3746079519585495),
Event(start_idx=162593, end_idx=162594, baseline_local=-30.01281138230115, delta_i=-0.022798462109221873, dwell_time_s=1e-05, snr=-3.9734804665004724),
Event(start_idx=163918, end_idx=163922, baseline_local=-30.012804134748876, delta_i=-0.023596480603771397, dwell_time_s=4e-05, snr=-4.11256488740604),
Event(start_idx=164085, end_idx=164088, baseline_local=-30.01277295127511, delta_i=-0.023036951888874075, dwell_time_s=3e-05, snr=-4.015046185993661),
Event(start_idx=164438, end_idx=164443, baseline_local=-30.012784082442522, delta_i=-0.024471995761223296, dwell_time_s=5e-05, snr=-4.26515598585794),
Event(start_idx=164683, end_idx=164691, baseline_local=-30.012821394600905, delta_i=-0.02606050131879556, dwell_time_s=8e-05, snr=-4.542012195443573),
Event(start_idx=164947, end_idx=164951, baseline_local=-30.012843871489167, delta_i=-0.02351694985298991, dwell_time_s=4e-05, snr=-4.098703694348262),
Event(start_idx=166041, end_idx=166044, baseline_local=-30.012846602126956, delta_i=-0.023560541159364828, dwell_time_s=3e-05, snr=-4.10630110173303),
Event(start_idx=166541, end_idx=166545, baseline_local=-30.01291809277609, delta_i=-0.024083632971098723, dwell_time_s=4e-05, snr=-4.197469316771107),
Event(start_idx=166948, end_idx=166953, baseline_local=-30.012793782167137, delta_i=-0.02498932707194399, dwell_time_s=5e-05, snr=-4.3553202192176235),
Event(start_idx=167086, end_idx=167090, baseline_local=-30.01285422500223, delta_i=-0.023399101167456138, dwell_time_s=4e-05, snr=-4.0781641751593),
Event(start_idx=169246, end_idx=169248, baseline_local=-30.012564160395414, delta_i=-0.023140777861044626, dwell_time_s=2e-05, snr=-4.033141725524296),
Event(start_idx=170345, end_idx=170350, baseline_local=-30.01277097929269, delta_i=-0.023403065828460967, dwell_time_s=5e-05, snr=-4.078855164884111),
Event(start_idx=172760, end_idx=172762, baseline_local=-30.012885038740933, delta_i=-0.02311637682851142, dwell_time_s=2e-05, snr=-4.028888937521815),
Event(start_idx=174222, end_idx=174224, baseline_local=-30.013376844115555, delta_i=-0.02315744971076583, dwell_time_s=2e-05, snr=-4.03604741578052),
Event(start_idx=174242, end_idx=174248, baseline_local=-30.013376844115555, delta_i=-0.02487048359076501, dwell_time_s=6e-05, snr=-4.334607319866198),
Event(start_idx=174413, end_idx=174416, baseline_local=-30.013286386616528, delta_i=-0.02332202977216487, dwell_time_s=3e-05, snr=-4.064731616320521),
Event(start_idx=175660, end_idx=175662, baseline_local=-30.013132791034877, delta_i=-0.02287455787154613, dwell_time_s=2e-05, snr=-3.9867429849866025),
Event(start_idx=176558, end_idx=176567, baseline_local=-30.01303022261709, delta_i=-0.02611078666576658, dwell_time_s=9e-05, snr=-4.550776288520699),
Event(start_idx=178226, end_idx=178232, baseline_local=-30.012911177240312, delta_i=-0.02542428311301137, dwell_time_s=6e-05, snr=-4.431127496247442),
Event(start_idx=179533, end_idx=179538, baseline_local=-30.012860029935837, delta_i=-0.02457958965596845, dwell_time_s=5e-05, snr=-4.283908226120307),
Event(start_idx=182332, end_idx=182335, baseline_local=-30.012842853553593, delta_i=-0.02354182120961923, dwell_time_s=3e-05, snr=-4.103038453827586),
Event(start_idx=182440, end_idx=182448, baseline_local=-30.012882911600173, delta_i=-0.025201209235916622, dwell_time_s=8e-05, snr=-4.392248571477162),
Event(start_idx=182541, end_idx=182544, baseline_local=-30.012866637669504, delta_i=-0.023080679352991258, dwell_time_s=3e-05, snr=-4.022667323932126),
Event(start_idx=182794, end_idx=182799, baseline_local=-30.012859081849456, delta_i=-0.023769289145138827, dwell_time_s=5e-05, snr=-4.1426832068031265),
Event(start_idx=184716, end_idx=184721, baseline_local=-30.01275638025254, delta_i=-0.024292588070875355, dwell_time_s=5e-05, snr=-4.233887519163901),
Event(start_idx=185858, end_idx=185859, baseline_local=-30.012786048464477, delta_i=-0.02283120485139989, dwell_time_s=1e-05, snr=-3.9791871078449943),
Event(start_idx=185893, end_idx=185898, baseline_local=-30.012766679003835, delta_i=-0.024355946824289276, dwell_time_s=5e-05, snr=-4.244930139840066),
Event(start_idx=186003, end_idx=186010, baseline_local=-30.012759692966938, delta_i=-0.02412577777129497, dwell_time_s=7e-05, snr=-4.204814616622565),
Event(start_idx=186266, end_idx=186272, baseline_local=-30.01275872811675, delta_i=-0.02546748681857025, dwell_time_s=6e-05, snr=-4.4386573497654656),
Event(start_idx=190143, end_idx=190153, baseline_local=-30.013292744848876, delta_i=-0.025909327342969846, dwell_time_s=0.0001, snr=-4.515664504221729),
Event(start_idx=190741, end_idx=190745, baseline_local=-30.013434465043247, delta_i=-0.023408253214256547, dwell_time_s=4e-05, snr=-4.079759259907371),
Event(start_idx=192524, end_idx=192531, baseline_local=-30.01335334405303, delta_i=-0.024427909269141828, dwell_time_s=7e-05, snr=-4.257472273935487),
Event(start_idx=193601, end_idx=193611, baseline_local=-30.013184942025692, delta_i=-0.026792285843134776, dwell_time_s=0.0001, snr=-4.669552882145114),
Event(start_idx=194255, end_idx=194260, baseline_local=-30.013385036960244, delta_i=-0.024379806478691535, dwell_time_s=5e-05, snr=-4.249088572555862),
Event(start_idx=197840, end_idx=197845, baseline_local=-30.01313045155257, delta_i=-0.02390751914390421, dwell_time_s=5e-05, snr=-4.166774928312555),
Event(start_idx=197895, end_idx=197898, baseline_local=-30.013121995143592, delta_i=-0.023166399621459277, dwell_time_s=3e-05, snr=-4.037607270789466),
Event(start_idx=198014, end_idx=198017, baseline_local=-30.01312874816358, delta_i=-0.023087506900613636, dwell_time_s=3e-05, snr=-4.023857278192271),
Event(start_idx=199877, end_idx=199883, baseline_local=-30.012925431132317, delta_i=-0.02346988885111993, dwell_time_s=6e-05, snr=-4.090501563398882),
Event(start_idx=200737, end_idx=200739, baseline_local=-30.012751335278153, delta_i=-0.023096778929243555, dwell_time_s=2e-05, snr=-4.025473274239255),
Event(start_idx=200775, end_idx=200779, baseline_local=-30.01277428586036, delta_i=-0.02320131768686906, dwell_time_s=4e-05, snr=-4.043693043161701),
Event(start_idx=201038, end_idx=201045, baseline_local=-30.01272850856185, delta_i=-0.025058505287591158, dwell_time_s=7e-05, snr=-4.367377097759014),
Event(start_idx=201061, end_idx=201069, baseline_local=-30.01276863180101, delta_i=-0.025493833956346634, dwell_time_s=8e-05, snr=-4.4432493190308096),
Event(start_idx=204359, end_idx=204362, baseline_local=-30.012199136428535, delta_i=-0.023082270699205765, dwell_time_s=3e-05, snr=-4.022944675231897),
Event(start_idx=205778, end_idx=205790, baseline_local=-30.012091599404812, delta_i=-0.02464665458385677, dwell_time_s=0.00012, snr=-4.295596785623788),
Event(start_idx=206257, end_idx=206258, baseline_local=-30.012005086056888, delta_i=-0.023112138326723652, dwell_time_s=1e-05, snr=-4.028150220849601),
Event(start_idx=206327, end_idx=206329, baseline_local=-30.011967937462032, delta_i=-0.023097364946920607, dwell_time_s=2e-05, snr=-4.025575409628108),
Event(start_idx=206822, end_idx=206828, baseline_local=-30.01193263474852, delta_i=-0.024384072454760524, dwell_time_s=6e-05, snr=-4.249832077644033),
Event(start_idx=211605, end_idx=211613, baseline_local=-30.012373669072986, delta_i=-0.0242734724578213, dwell_time_s=8e-05, snr=-4.230555912202362),
Event(start_idx=212212, end_idx=212214, baseline_local=-30.012435287237167, delta_i=-0.023181224962399938, dwell_time_s=2e-05, snr=-4.040191138172919),
Event(start_idx=213544, end_idx=213547, baseline_local=-30.012503631412983, delta_i=-0.023210864059516705, dwell_time_s=3e-05, snr=-4.045356853863477),
Event(start_idx=213604, end_idx=213609, baseline_local=-30.01251284405589, delta_i=-0.023804657160144415, dwell_time_s=5e-05, snr=-4.148847399637289),
Event(start_idx=214356, end_idx=214359, baseline_local=-30.012767983600497, delta_i=-0.023817748817994772, dwell_time_s=3e-05, snr=-4.151129108223302),
Event(start_idx=217004, end_idx=217006, baseline_local=-30.01283618900925, delta_i=-0.0228923719331533, dwell_time_s=2e-05, snr=-3.9898477481713304),
Event(start_idx=220178, end_idx=220180, baseline_local=-30.0127057088539, delta_i=-0.02309472241279309, dwell_time_s=2e-05, snr=-4.025114849714574),
Event(start_idx=220252, end_idx=220254, baseline_local=-30.01267665810883, delta_i=-0.023057259962001808, dwell_time_s=2e-05, snr=-4.018585623500399),
Event(start_idx=220298, end_idx=220300, baseline_local=-30.01267665810883, delta_i=-0.023058873862396467, dwell_time_s=2e-05, snr=-4.018866905705415),
Event(start_idx=221671, end_idx=221674, baseline_local=-30.01273975893855, delta_i=-0.023551900178214662, dwell_time_s=3e-05, snr=-4.104795089193804),
Event(start_idx=223031, end_idx=223038, baseline_local=-30.012996539473534, delta_i=-0.025373534281860493, dwell_time_s=7e-05, snr=-4.4222826238034285),
Event(start_idx=223799, end_idx=223802, baseline_local=-30.012999082915485, delta_i=-0.023364588726281, dwell_time_s=3e-05, snr=-4.072149097905243),
Event(start_idx=223869, end_idx=223871, baseline_local=-30.013031345326453, delta_i=-0.022890882727210737, dwell_time_s=2e-05, snr=-3.989588198615092),
Event(start_idx=224044, end_idx=224045, baseline_local=-30.01285006571561, delta_i=-0.022871941868515933, dwell_time_s=1e-05, snr=-3.9862870491041296),
Event(start_idx=225315, end_idx=225316, baseline_local=-30.013063833117485, delta_i=-0.022981000163781573, dwell_time_s=1e-05, snr=-4.005294515654804),
Event(start_idx=225366, end_idx=225370, baseline_local=-30.01307670865208, delta_i=-0.023858771076731955, dwell_time_s=4e-05, snr=-4.158278763450178),
Event(start_idx=225752, end_idx=225755, baseline_local=-30.013064908174176, delta_i=-0.023536703899329343, dwell_time_s=3e-05, snr=-4.10214657206905),
Event(start_idx=225821, end_idx=225827, baseline_local=-30.013065968174487, delta_i=-0.024207797091359378, dwell_time_s=6e-05, snr=-4.219109535489911),
Event(start_idx=230883, end_idx=230886, baseline_local=-30.013656620246667, delta_i=-0.023177860614926733, dwell_time_s=3e-05, snr=-4.03960477542164),
Event(start_idx=231641, end_idx=231648, baseline_local=-30.013478588978096, delta_i=-0.02507561509063245, dwell_time_s=7e-05, snr=-4.370359117679679),
Event(start_idx=234416, end_idx=234418, baseline_local=-30.013207683339715, delta_i=-0.023088958325388376, dwell_time_s=2e-05, snr=-4.0241102429739914),
Event(start_idx=235795, end_idx=235802, baseline_local=-30.013225266709924, delta_i=-0.025038132338587666, dwell_time_s=7e-05, snr=-4.363826353216572),
Event(start_idx=236508, end_idx=236511, baseline_local=-30.013278077356517, delta_i=-0.023395723560724946, dwell_time_s=3e-05, snr=-4.077575501488873),
Event(start_idx=239133, end_idx=239135, baseline_local=-30.013186835683882, delta_i=-0.022958162056852416, dwell_time_s=2e-05, snr=-4.0013141256030496),
Event(start_idx=245389, end_idx=245395, baseline_local=-30.013139920309186, delta_i=-0.026364815043848466, dwell_time_s=6e-05, snr=-4.595050187058657),
Event(start_idx=245990, end_idx=245994, baseline_local=-30.013358797878027, delta_i=-0.023507027065420516, dwell_time_s=4e-05, snr=-4.096974279338103),
Event(start_idx=246097, end_idx=246099, baseline_local=-30.013413512147963, delta_i=-0.022927875835875966, dwell_time_s=2e-05, snr=-3.996035624497251),
Event(start_idx=246808, end_idx=246814, baseline_local=-30.013262721709907, delta_i=-0.024766694436872665, dwell_time_s=6e-05, snr=-4.316518197290732),
Event(start_idx=247936, end_idx=247938, baseline_local=-30.013199766166508, delta_i=-0.023452304473380536, dwell_time_s=2e-05, snr=-4.087436831175792),
Event(start_idx=248055, end_idx=248056, baseline_local=-30.0131549006328, delta_i=-0.022826946260920522, dwell_time_s=1e-05, snr=-3.9784448899706693),
Event(start_idx=249979, end_idx=249985, baseline_local=-30.013194974511862, delta_i=-0.02293574365103268, dwell_time_s=6e-05, snr=-3.9974068840887735),
Event(start_idx=252311, end_idx=252316, baseline_local=-30.01336996164173, delta_i=-0.02355261749908095, dwell_time_s=5e-05, snr=-4.104920109049825),
Event(start_idx=254249, end_idx=254253, baseline_local=-30.013595398515463, delta_i=-0.0237224598620287, dwell_time_s=4e-05, snr=-4.134521461471056),
Event(start_idx=256180, end_idx=256189, baseline_local=-30.013551140204072, delta_i=-0.024564857393923174, dwell_time_s=9e-05, snr=-4.281340581198301),
Event(start_idx=256782, end_idx=256784, baseline_local=-30.013698868919164, delta_i=-0.02421582081285578, dwell_time_s=2e-05, snr=-4.220507967563174),
Event(start_idx=257061, end_idx=257070, baseline_local=-30.013758333399892, delta_i=-0.024859423417486443, dwell_time_s=9e-05, snr=-4.332679673068447),
Event(start_idx=259292, end_idx=259294, baseline_local=-30.01358899474144, delta_i=-0.023059741368342657, dwell_time_s=2e-05, snr=-4.019018100900742),
Event(start_idx=262412, end_idx=262420, baseline_local=-30.01295625604689, delta_i=-0.02630673866053712, dwell_time_s=8e-05, snr=-4.584928215956085),
Event(start_idx=262585, end_idx=262587, baseline_local=-30.012917920015752, delta_i=-0.023132153688834478, dwell_time_s=2e-05, snr=-4.031638642568412),
Event(start_idx=264944, end_idx=264949, baseline_local=-30.012538599781692, delta_i=-0.023667621274671546, dwell_time_s=5e-05, snr=-4.1249637968079655),
Event(start_idx=265397, end_idx=265402, baseline_local=-30.012597544118762, delta_i=-0.023230605194066813, dwell_time_s=5e-05, snr=-4.048797481224463),
Event(start_idx=265600, end_idx=265605, baseline_local=-30.01257604956627, delta_i=-0.023692996597355888, dwell_time_s=5e-05, snr=-4.129386391127457),
Event(start_idx=266277, end_idx=266278, baseline_local=-30.01234239898622, delta_i=-0.02300400938315761, dwell_time_s=1e-05, snr=-4.009304728418371),
Event(start_idx=267223, end_idx=267226, baseline_local=-30.012064495434362, delta_i=-0.02321682476137236, dwell_time_s=3e-05, snr=-4.046395727989135),
Event(start_idx=267356, end_idx=267357, baseline_local=-30.01211950276047, delta_i=-0.02299108359352431, dwell_time_s=1e-05, snr=-4.00705192854196),
Event(start_idx=268046, end_idx=268051, baseline_local=-30.012070355936885, delta_i=-0.02352504080081417, dwell_time_s=5e-05, snr=-4.100113843110979),
Event(start_idx=268367, end_idx=268369, baseline_local=-30.012007856741548, delta_i=-0.02323895099652873, dwell_time_s=2e-05, snr=-4.050252047892199),
Event(start_idx=268749, end_idx=268751, baseline_local=-30.01200131326914, delta_i=-0.023380522869388187, dwell_time_s=2e-05, snr=-4.0749262153302475),
Event(start_idx=268821, end_idx=268831, baseline_local=-30.012015135027468, delta_i=-0.026973240726351832, dwell_time_s=0.0001, snr=-4.701091004775324),
Event(start_idx=270090, end_idx=270093, baseline_local=-30.01170764863491, delta_i=-0.0234575625411253, dwell_time_s=3e-05, snr=-4.088353245159123),
Event(start_idx=272506, end_idx=272511, baseline_local=-30.012112431414426, delta_i=-0.023838826704877646, dwell_time_s=5e-05, snr=-4.154802714425465),
Event(start_idx=275165, end_idx=275170, baseline_local=-30.012146771885455, delta_i=-0.025134977299967432, dwell_time_s=5e-05, snr=-4.380705191818841),
Event(start_idx=276748, end_idx=276753, baseline_local=-30.01216712128371, delta_i=-0.023414605698735613, dwell_time_s=5e-05, snr=-4.080866416735336),
Event(start_idx=278573, end_idx=278582, baseline_local=-30.012100289575756, delta_i=-0.025360224531292868, dwell_time_s=9e-05, snr=-4.419962904445119),
Event(start_idx=284938, end_idx=284942, baseline_local=-30.011979807168245, delta_i=-0.0234931608209763, dwell_time_s=4e-05, snr=-4.094557570211897),
Event(start_idx=285970, end_idx=285976, baseline_local=-30.01188791822642, delta_i=-0.02515524290227707, dwell_time_s=6e-05, snr=-4.3842372272049746),
Event(start_idx=288934, end_idx=288937, baseline_local=-30.01204694745441, delta_i=-0.023351395953795873, dwell_time_s=3e-05, snr=-4.069849766331143),
Event(start_idx=289483, end_idx=289491, baseline_local=-30.012215576833114, delta_i=-0.026690257150733032, dwell_time_s=8e-05, snr=-4.651770585499897),
Event(start_idx=290409, end_idx=290416, baseline_local=-30.01225390098989, delta_i=-0.024171969087676968, dwell_time_s=7e-05, snr=-4.212865172510349),
Event(start_idx=294220, end_idx=294228, baseline_local=-30.012223618105054, delta_i=-0.02564716933505906, dwell_time_s=8e-05, snr=-4.469973715142196),
Event(start_idx=295724, end_idx=295727, baseline_local=-30.012106426681083, delta_i=-0.023875498100096593, dwell_time_s=3e-05, snr=-4.161194069767054),
Event(start_idx=296092, end_idx=296098, baseline_local=-30.012141585350037, delta_i=-0.024163650429727568, dwell_time_s=6e-05, snr=-4.2114153367841025),
Event(start_idx=296136, end_idx=296139, baseline_local=-30.012135500088334, delta_i=-0.02310734043961323, dwell_time_s=3e-05, snr=-4.027314010467409),
Event(start_idx=297900, end_idx=297902, baseline_local=-30.01208870112896, delta_i=-0.023235181600739452, dwell_time_s=2e-05, snr=-4.049595090397985),
Event(start_idx=300689, end_idx=300695, baseline_local=-30.01138504780829, delta_i=-0.024133612464917558, dwell_time_s=6e-05, snr=-4.20618010355415),
Event(start_idx=304649, end_idx=304650, baseline_local=-30.01186792179942, delta_i=-0.022853682960430888, dwell_time_s=1e-05, snr=-3.983104754865686),
Event(start_idx=305352, end_idx=305361, baseline_local=-30.01195334870782, delta_i=-0.026759015975282335, dwell_time_s=9e-05, snr=-4.66375436953486),
Event(start_idx=306170, end_idx=306176, baseline_local=-30.012039366799097, delta_i=-0.024382175790985155, dwell_time_s=6e-05, snr=-4.249501513396899),
Event(start_idx=306813, end_idx=306815, baseline_local=-30.01217915676534, delta_i=-0.022888100367481456, dwell_time_s=2e-05, snr=-3.989103268886845),
Event(start_idx=309185, end_idx=309191, baseline_local=-30.01236658729613, delta_i=-0.025138516143518547, dwell_time_s=6e-05, snr=-4.381321967005561),
Event(start_idx=311518, end_idx=311523, baseline_local=-30.013012586161494, delta_i=-0.023410755297300058, dwell_time_s=5e-05, snr=-4.080195340992636),
Event(start_idx=312009, end_idx=312016, baseline_local=-30.01294687576592, delta_i=-0.025618321607843036, dwell_time_s=7e-05, snr=-4.464945925107646),
Event(start_idx=313793, end_idx=313794, baseline_local=-30.013032825663686, delta_i=-0.0230401355779577, dwell_time_s=1e-05, snr=-4.015601062297361),
Event(start_idx=314308, end_idx=314312, baseline_local=-30.013107113540173, delta_i=-0.023315427817806267, dwell_time_s=4e-05, snr=-4.063580980082034),
Event(start_idx=315526, end_idx=315530, baseline_local=-30.012997588608414, delta_i=-0.02382830799774638, dwell_time_s=4e-05, snr=-4.152969438254524),
Event(start_idx=317387, end_idx=317391, baseline_local=-30.01292414404452, delta_i=-0.023724975733671272, dwell_time_s=4e-05, snr=-4.13495994573285),
Event(start_idx=317554, end_idx=317558, baseline_local=-30.012944297865033, delta_i=-0.0235098857617686, dwell_time_s=4e-05, snr=-4.097472513563042),
Event(start_idx=318542, end_idx=318546, baseline_local=-30.012954581528902, delta_i=-0.023523486121462156, dwell_time_s=4e-05, snr=-4.099842882376553),
Event(start_idx=319746, end_idx=319748, baseline_local=-30.012911329977214, delta_i=-0.02319378536435579, dwell_time_s=2e-05, snr=-4.042380255648645),
Event(start_idx=320453, end_idx=320455, baseline_local=-30.012691719457507, delta_i=-0.022938339278653075, dwell_time_s=2e-05, snr=-3.9978592687978183),
Event(start_idx=320990, end_idx=320995, baseline_local=-30.012600356712937, delta_i=-0.0242265008614595, dwell_time_s=5e-05, snr=-4.222369363490006),
Event(start_idx=322711, end_idx=322717, baseline_local=-30.01289532147348, delta_i=-0.024786597533951255, dwell_time_s=6e-05, snr=-4.319987052649736),
Event(start_idx=326088, end_idx=326094, baseline_local=-30.012902447022498, delta_i=-0.024574662737374336, dwell_time_s=6e-05, snr=-4.28304952720018),
Event(start_idx=326740, end_idx=326744, baseline_local=-30.012970278039575, delta_i=-0.02324919318971297, dwell_time_s=4e-05, snr=-4.052037131217413),
Event(start_idx=327591, end_idx=327593, baseline_local=-30.01284400932491, delta_i=-0.023002617625479616, dwell_time_s=2e-05, snr=-4.0090621628487675),
Event(start_idx=329089, end_idx=329094, baseline_local=-30.012656884267926, delta_i=-0.02394345835527929, dwell_time_s=5e-05, snr=-4.173038673371154),
Event(start_idx=329889, end_idx=329894, baseline_local=-30.012615395709872, delta_i=-0.02382319733242184, dwell_time_s=5e-05, snr=-4.152078714628492),
Event(start_idx=330013, end_idx=330017, baseline_local=-30.012615395709872, delta_i=-0.024839936078251412, dwell_time_s=4e-05, snr=-4.329283278986096),
Event(start_idx=336571, end_idx=336576, baseline_local=-30.011916486546397, delta_i=-0.02365794950401323, dwell_time_s=5e-05, snr=-4.123278130836148),
Event(start_idx=336785, end_idx=336791, baseline_local=-30.01195430010557, delta_i=-0.024283227166733923, dwell_time_s=6e-05, snr=-4.232256033251538),
Event(start_idx=337723, end_idx=337725, baseline_local=-30.012085407972336, delta_i=-0.023091025507710583, dwell_time_s=2e-05, snr=-4.0244705264237535),
Event(start_idx=339387, end_idx=339390, baseline_local=-30.012260666737955, delta_i=-0.023039870854972833, dwell_time_s=3e-05, snr=-4.015554924465591),
Event(start_idx=342375, end_idx=342376, baseline_local=-30.012085342779756, delta_i=-0.023004221242445055, dwell_time_s=1e-05, snr=-4.009341652783545),
Event(start_idx=344907, end_idx=344916, baseline_local=-30.01214782376256, delta_i=-0.025192774586533535, dwell_time_s=9e-05, snr=-4.390778519926978),
Event(start_idx=346733, end_idx=346735, baseline_local=-30.01233922317624, delta_i=-0.02297822015134443, dwell_time_s=2e-05, snr=-4.004809995029567),
Event(start_idx=346890, end_idx=346895, baseline_local=-30.01228233650327, delta_i=-0.023918374805089116, dwell_time_s=5e-05, snr=-4.168666931267075),
Event(start_idx=347723, end_idx=347729, baseline_local=-30.01215061514328, delta_i=-0.024454902656771083, dwell_time_s=6e-05, snr=-4.262176876287859),
Event(start_idx=354070, end_idx=354071, baseline_local=-30.013470182195306, delta_i=-0.023081750792243838, dwell_time_s=1e-05, snr=-4.022854062095462),
Event(start_idx=354574, end_idx=354582, baseline_local=-30.01340871118009, delta_i=-0.024277241608899658, dwell_time_s=8e-05, snr=-4.231212827046591),
Event(start_idx=356960, end_idx=356963, baseline_local=-30.013790231198072, delta_i=-0.023208067930227116, dwell_time_s=3e-05, snr=-4.044869524276913),
Event(start_idx=357749, end_idx=357751, baseline_local=-30.01383942179382, delta_i=-0.02292514118971667, dwell_time_s=2e-05, snr=-3.9955590106342322),
Event(start_idx=359316, end_idx=359317, baseline_local=-30.01362313516438, delta_i=-0.022843603337150853, dwell_time_s=1e-05, snr=-3.9813480053963124),
Event(start_idx=361388, end_idx=361389, baseline_local=-30.01347635872662, delta_i=-0.022819278247425245, dwell_time_s=1e-05, snr=-3.9771084532542638),
Event(start_idx=363799, end_idx=363805, baseline_local=-30.013244555021327, delta_i=-0.0258711805385398, dwell_time_s=6e-05, snr=-4.509016003917803),
Event(start_idx=366341, end_idx=366346, baseline_local=-30.013205399736762, delta_i=-0.024492585381722165, dwell_time_s=5e-05, snr=-4.268744493471874),
Event(start_idx=368040, end_idx=368044, baseline_local=-30.013637758791447, delta_i=-0.023604826312066507, dwell_time_s=4e-05, snr=-4.114019437661704),
Event(start_idx=369708, end_idx=369711, baseline_local=-30.013962825760245, delta_i=-0.02419145210372638, dwell_time_s=3e-05, snr=-4.216260813116719),
Event(start_idx=370250, end_idx=370256, baseline_local=-30.014058658853173, delta_i=-0.023390127112937382, dwell_time_s=6e-05, snr=-4.076600112190282),
Event(start_idx=372121, end_idx=372129, baseline_local=-30.014153588563204, delta_i=-0.02585571608091186, dwell_time_s=8e-05, snr=-4.506320746666886),
Event(start_idx=373772, end_idx=373774, baseline_local=-30.0142539748922, delta_i=-0.023133639477919132, dwell_time_s=2e-05, snr=-4.031897596610001),
Event(start_idx=375509, end_idx=375513, baseline_local=-30.014397708699107, delta_i=-0.023756163762300275, dwell_time_s=4e-05, snr=-4.140395620382846),
Event(start_idx=376409, end_idx=376411, baseline_local=-30.01443180628121, delta_i=-0.023073833702028423, dwell_time_s=2e-05, snr=-4.0214742144911915),
Event(start_idx=377417, end_idx=377422, baseline_local=-30.014360649511218, delta_i=-0.023578458730571582, dwell_time_s=5e-05, snr=-4.109423905317592),
Event(start_idx=377871, end_idx=377876, baseline_local=-30.014310466125607, delta_i=-0.024029381118270975, dwell_time_s=5e-05, snr=-4.1880139124350695),
Event(start_idx=379848, end_idx=379853, baseline_local=-30.014133166521788, delta_i=-0.02365161929410533, dwell_time_s=5e-05, snr=-4.122174856181156),
Event(start_idx=382670, end_idx=382676, baseline_local=-30.014039451256394, delta_i=-0.02388792758377652, dwell_time_s=6e-05, snr=-4.163360369861081),
Event(start_idx=383106, end_idx=383107, baseline_local=-30.014184396713972, delta_i=-0.02284411093842209, dwell_time_s=1e-05, snr=-3.981436473808189),
Event(start_idx=386764, end_idx=386767, baseline_local=-30.013815699145198, delta_i=-0.023418666573282582, dwell_time_s=3e-05, snr=-4.0815741752504495),
Event(start_idx=386981, end_idx=386989, baseline_local=-30.01377836568281, delta_i=-0.0254327379731194, dwell_time_s=8e-05, snr=-4.432601070268589),
Event(start_idx=388618, end_idx=388626, baseline_local=-30.013775505125523, delta_i=-0.02546584044893052, dwell_time_s=8e-05, snr=-4.438370408586154),
Event(start_idx=390208, end_idx=390214, baseline_local=-30.013460049405694, delta_i=-0.023904605088167347, dwell_time_s=6e-05, snr=-4.166267045653925),
Event(start_idx=394163, end_idx=394167, baseline_local=-30.012961288914084, delta_i=-0.023314187763389782, dwell_time_s=4e-05, snr=-4.06336485445138),
Event(start_idx=395364, end_idx=395369, baseline_local=-30.01323995180428, delta_i=-0.024822141535241826, dwell_time_s=5e-05, snr=-4.326181917643381),
Event(start_idx=398088, end_idx=398089, baseline_local=-30.01310344785452, delta_i=-0.022827625004993024, dwell_time_s=1e-05, snr=-3.9785631863847395),
Event(start_idx=398647, end_idx=398655, baseline_local=-30.013238037005067, delta_i=-0.02534540920072459, dwell_time_s=8e-05, snr=-4.417380781741588),
Event(start_idx=398762, end_idx=398766, baseline_local=-30.013251589611173, delta_i=-0.023349316981011725, dwell_time_s=4e-05, snr=-4.0694874279546065),
Event(start_idx=400633, end_idx=400642, baseline_local=-30.013428023084998, delta_i=-0.025565284310939913, dwell_time_s=9e-05, snr=-4.455702202341131),
Event(start_idx=408336, end_idx=408339, baseline_local=-30.013499777764082, delta_i=-0.023271911219126196, dwell_time_s=3e-05, snr=-4.055996593293337),
Event(start_idx=411558, end_idx=411563, baseline_local=-30.013543590903282, delta_i=-0.024482388761316542, dwell_time_s=5e-05, snr=-4.266967352899323),
Event(start_idx=412182, end_idx=412185, baseline_local=-30.013562630861998, delta_i=-0.023049362253762713, dwell_time_s=3e-05, snr=-4.017209153926801),
Event(start_idx=413048, end_idx=413055, baseline_local=-30.01346643748028, delta_i=-0.024384176521120286, dwell_time_s=7e-05, snr=-4.2498502150800475),
Event(start_idx=413506, end_idx=413512, baseline_local=-30.013344958424568, delta_i=-0.023790076096550667, dwell_time_s=6e-05, snr=-4.1463061066723075),
Event(start_idx=414790, end_idx=414796, baseline_local=-30.013206439403195, delta_i=-0.024252146059173658, dwell_time_s=6e-05, snr=-4.226838993576832),
Event(start_idx=417924, end_idx=417929, baseline_local=-30.01339497976005, delta_i=-0.023529714719006733, dwell_time_s=5e-05, snr=-4.100928447295735),
Event(start_idx=418080, end_idx=418084, baseline_local=-30.01330680400133, delta_i=-0.023319849659287684, dwell_time_s=4e-05, snr=-4.064351650518846),
Event(start_idx=428419, end_idx=428420, baseline_local=-30.014348819851875, delta_i=-0.02289330159419478, dwell_time_s=1e-05, snr=-3.9900097762051114),
Event(start_idx=429166, end_idx=429171, baseline_local=-30.014287274330854, delta_i=-0.024585101096636208, dwell_time_s=5e-05, snr=-4.284868799764735),
Event(start_idx=432609, end_idx=432612, baseline_local=-30.014499709010124, delta_i=-0.023283993363444704, dwell_time_s=3e-05, snr=-4.058102356577414),
Event(start_idx=432771, end_idx=432774, baseline_local=-30.01447289995849, delta_i=-0.02329679179441276, dwell_time_s=3e-05, snr=-4.060332959466757),
Event(start_idx=433291, end_idx=433299, baseline_local=-30.014499709010124, delta_i=-0.026305199033458848, dwell_time_s=8e-05, snr=-4.584659878640529),
Event(start_idx=434468, end_idx=434473, baseline_local=-30.01446754038334, delta_i=-0.02552573336461137, dwell_time_s=5e-05, snr=-4.4488089780563005),
Event(start_idx=434737, end_idx=434743, baseline_local=-30.0144218125691, delta_i=-0.02618341916005799, dwell_time_s=6e-05, snr=-4.563435203666708),
Event(start_idx=435893, end_idx=435899, baseline_local=-30.014428781345487, delta_i=-0.024437896225208533, dwell_time_s=6e-05, snr=-4.25921287269433),
Event(start_idx=437703, end_idx=437708, baseline_local=-30.014208490028977, delta_i=-0.02401565505169856, dwell_time_s=5e-05, snr=-4.18562163451974),
Event(start_idx=439001, end_idx=439007, baseline_local=-30.013856649398804, delta_i=-0.02463164346712195, dwell_time_s=6e-05, snr=-4.292980539894562),
Event(start_idx=440448, end_idx=440452, baseline_local=-30.013863530009985, delta_i=-0.023450574173693894, dwell_time_s=4e-05, snr=-4.087135262062352),
Event(start_idx=440843, end_idx=440846, baseline_local=-30.01386869698763, delta_i=-0.02349931890588171, dwell_time_s=3e-05, snr=-4.09563084567958),
Event(start_idx=442406, end_idx=442411, baseline_local=-30.013905953615904, delta_i=-0.023568632404294475, dwell_time_s=5e-05, snr=-4.107711302277418),
Event(start_idx=442842, end_idx=442847, baseline_local=-30.01395144686103, delta_i=-0.023495813794852438, dwell_time_s=5e-05, snr=-4.095019949640144),
Event(start_idx=443959, end_idx=443962, baseline_local=-30.014018673449755, delta_i=-0.02375304717452309, dwell_time_s=3e-05, snr=-4.139852438978966),
Event(start_idx=443984, end_idx=443993, baseline_local=-30.01404701752795, delta_i=-0.025649591346639983, dwell_time_s=9e-05, snr=-4.4703958407952475),
Event(start_idx=447866, end_idx=447872, baseline_local=-30.014110505580902, delta_i=-0.025255464963644652, dwell_time_s=6e-05, snr=-4.401704651158778),
Event(start_idx=447907, end_idx=447911, baseline_local=-30.014131110627204, delta_i=-0.023550921094624755, dwell_time_s=4e-05, snr=-4.104624447441701),
Event(start_idx=449607, end_idx=449611, baseline_local=-30.014693306759, delta_i=-0.02357649174848575, dwell_time_s=4e-05, snr=-4.109081085487967),
Event(start_idx=449977, end_idx=449981, baseline_local=-30.01480702869594, delta_i=-0.02414721495699723, dwell_time_s=4e-05, snr=-4.208550844015299),
Event(start_idx=452362, end_idx=452366, baseline_local=-30.01475703716278, delta_i=-0.02308539704085888, dwell_time_s=4e-05, snr=-4.023489556611647),
Event(start_idx=453828, end_idx=453831, baseline_local=-30.014822028577328, delta_i=-0.023034074393459985, dwell_time_s=3e-05, snr=-4.014544675331866),
Event(start_idx=454640, end_idx=454645, baseline_local=-30.01469948142767, delta_i=-0.024003153856028803, dwell_time_s=5e-05, snr=-4.183442835942726),
Event(start_idx=456089, end_idx=456091, baseline_local=-30.014846174046397, delta_i=-0.02317773507616039, dwell_time_s=2e-05, snr=-4.0395828956196835),
Event(start_idx=456307, end_idx=456314, baseline_local=-30.01482460089028, delta_i=-0.02544264437171608, dwell_time_s=7e-05, snr=-4.434327628890337),
Event(start_idx=457838, end_idx=457843, baseline_local=-30.014697439968586, delta_i=-0.023745338808930684, dwell_time_s=5e-05, snr=-4.138508969407934),
Event(start_idx=459280, end_idx=459288, baseline_local=-30.014430610463023, delta_i=-0.02669419297552622, dwell_time_s=8e-05, snr=-4.652456549441692),
Event(start_idx=460243, end_idx=460245, baseline_local=-30.014317590743303, delta_i=-0.02297703098133752, dwell_time_s=2e-05, snr=-4.004602737900942),
Event(start_idx=462625, end_idx=462629, baseline_local=-30.013942131772637, delta_i=-0.023862211858499904, dwell_time_s=4e-05, snr=-4.158878447721816),
Event(start_idx=462733, end_idx=462737, baseline_local=-30.013991279527545, delta_i=-0.02380150510327894, dwell_time_s=4e-05, snr=-4.148298036424794),
Event(start_idx=464617, end_idx=464626, baseline_local=-30.013972856104374, delta_i=-0.026619980764735374, dwell_time_s=9e-05, snr=-4.639522309906563),
Event(start_idx=464841, end_idx=464843, baseline_local=-30.01398842036724, delta_i=-0.022885152703565836, dwell_time_s=2e-05, snr=-3.988589528752339),
Event(start_idx=464934, end_idx=464941, baseline_local=-30.014018638059497, delta_i=-0.02383026922864571, dwell_time_s=7e-05, snr=-4.153311255725872),
Event(start_idx=465051, end_idx=465054, baseline_local=-30.01402341388166, delta_i=-0.02326888753214007, dwell_time_s=3e-05, snr=-4.055469603309598),
Event(start_idx=465698, end_idx=465702, baseline_local=-30.01414172910154, delta_i=-0.023394345905444425, dwell_time_s=4e-05, snr=-4.077335393786849),
Event(start_idx=465943, end_idx=465947, baseline_local=-30.01424827426672, delta_i=-0.023737617345091166, dwell_time_s=4e-05, snr=-4.137163216979892),
Event(start_idx=466394, end_idx=466401, baseline_local=-30.014354253187776, delta_i=-0.02472077641719547, dwell_time_s=7e-05, snr=-4.3085152735244865),
Event(start_idx=466653, end_idx=466658, baseline_local=-30.014176005497575, delta_i=-0.023719318150597246, dwell_time_s=5e-05, snr=-4.133973901335445),
Event(start_idx=467765, end_idx=467772, baseline_local=-30.014175709336996, delta_i=-0.026539928117017553, dwell_time_s=7e-05, snr=-4.625570156885252),
Event(start_idx=467938, end_idx=467940, baseline_local=-30.01424827426672, delta_i=-0.023302788147702813, dwell_time_s=2e-05, snr=-4.061378047181627),
Event(start_idx=468537, end_idx=468540, baseline_local=-30.014340471476316, delta_i=-0.023813657277817885, dwell_time_s=3e-05, snr=-4.150416005080955),
Event(start_idx=468758, end_idx=468759, baseline_local=-30.01420997828245, delta_i=-0.022930989444375882, dwell_time_s=1e-05, snr=-3.9965782866511925),
Event(start_idx=472661, end_idx=472662, baseline_local=-30.014342173933983, delta_i=-0.022797690434344986, dwell_time_s=1e-05, snr=-3.973345973435321),
Event(start_idx=473363, end_idx=473368, baseline_local=-30.01454852744937, delta_i=-0.024726293202547822, dwell_time_s=5e-05, snr=-4.309476778679108),
Event(start_idx=476084, end_idx=476087, baseline_local=-30.014260729774833, delta_i=-0.0235491630416315, dwell_time_s=3e-05, snr=-4.104318041281745),
Event(start_idx=476679, end_idx=476681, baseline_local=-30.01424061693251, delta_i=-0.023478679018353432, dwell_time_s=2e-05, snr=-4.092033577165085),
Event(start_idx=478201, end_idx=478205, baseline_local=-30.01401033066213, delta_i=-0.02383470251561448, dwell_time_s=4e-05, snr=-4.1540839209647995),
Event(start_idx=483423, end_idx=483431, baseline_local=-30.013527864590287, delta_i=-0.026359312274905733, dwell_time_s=8e-05, snr=-4.594091124785033),
Event(start_idx=483695, end_idx=483700, baseline_local=-30.013469506800174, delta_i=-0.023819556903436023, dwell_time_s=5e-05, snr=-4.151444234399277),
Event(start_idx=486564, end_idx=486572, baseline_local=-30.013421578332782, delta_i=-0.02440740947940867, dwell_time_s=8e-05, snr=-4.253899422675527),
Event(start_idx=487624, end_idx=487628, baseline_local=-30.013336066156626, delta_i=-0.023943247267652623, dwell_time_s=4e-05, snr=-4.173001883496589),
Event(start_idx=491711, end_idx=491716, baseline_local=-30.01304248534143, delta_i=-0.024556651102102478, dwell_time_s=5e-05, snr=-4.279910329451683),
Event(start_idx=491785, end_idx=491794, baseline_local=-30.01304248534143, delta_i=-0.026080871682905935, dwell_time_s=9e-05, snr=-4.545562489472193),
Event(start_idx=492143, end_idx=492149, baseline_local=-30.013087099418044, delta_i=-0.023533591418451277, dwell_time_s=6e-05, snr=-4.101604106445181),
Event(start_idx=492681, end_idx=492683, baseline_local=-30.0132910721004, delta_i=-0.022843004157721225, dwell_time_s=2e-05, snr=-3.9812435760822584),
Event(start_idx=493687, end_idx=493689, baseline_local=-30.01335236430168, delta_i=-0.022905564752136343, dwell_time_s=2e-05, snr=-3.9921470878494216),
Event(start_idx=493873, end_idx=493876, baseline_local=-30.013379083946347, delta_i=-0.023061628752505687, dwell_time_s=3e-05, snr=-4.0193470478300855),
Event(start_idx=494744, end_idx=494745, baseline_local=-30.013232795521617, delta_i=-0.02287495558402952, dwell_time_s=1e-05, snr=-3.9868123011876895),
Event(start_idx=495238, end_idx=495242, baseline_local=-30.013322906568646, delta_i=-0.02323886967258204, dwell_time_s=4e-05, snr=-4.050237874168021),
Event(start_idx=495497, end_idx=495506, baseline_local=-30.01339022256434, delta_i=-0.027185205911539216, dwell_time_s=9e-05, snr=-4.738033826571166),
Event(start_idx=495662, end_idx=495669, baseline_local=-30.0134484693408, delta_i=-0.025028722723033883, dwell_time_s=7e-05, snr=-4.362186377527812),
Event(start_idx=496031, end_idx=496033, baseline_local=-30.013454660773277, delta_i=-0.02304107632699015, dwell_time_s=2e-05, snr=-4.015765022826208),
Event(start_idx=497274, end_idx=497275, baseline_local=-30.013251522555947, delta_i=-0.02279962371721922, dwell_time_s=1e-05, snr=-3.9736829199232107),
Event(start_idx=498223, end_idx=498231, baseline_local=-30.0135832100641, delta_i=-0.024905136084612423, dwell_time_s=8e-05, snr=-4.3406468065104535),
Event(start_idx=499214, end_idx=499219, baseline_local=-30.01364908181131, delta_i=-0.023575382601757157, dwell_time_s=5e-05, snr=-4.108887775393653),
Event(start_idx=499914, end_idx=499926, baseline_local=-30.01382895372808, delta_i=-0.02543715473575503, dwell_time_s=0.00012, snr=-4.433370855527514),
Event(start_idx=501553, end_idx=501556, baseline_local=-30.01405124180019, delta_i=-0.023044182969745936, dwell_time_s=3e-05, snr=-4.0163064709400045),
Event(start_idx=501620, end_idx=501623, baseline_local=-30.014085797592998, delta_i=-0.023245471703376097, dwell_time_s=3e-05, snr=-4.051388523728229),
Event(start_idx=504699, end_idx=504705, baseline_local=-30.014344387687743, delta_i=-0.024847173801314664, dwell_time_s=6e-05, snr=-4.330544721581478),
Event(start_idx=505367, end_idx=505374, baseline_local=-30.01431256905198, delta_i=-0.0256282518271941, dwell_time_s=7e-05, snr=-4.466676635382334),
Event(start_idx=507052, end_idx=507055, baseline_local=-30.014479253441095, delta_i=-0.023136675035705895, dwell_time_s=3e-05, snr=-4.032426655522522),
Event(start_idx=507198, end_idx=507201, baseline_local=-30.01446849294007, delta_i=-0.023420843936188856, dwell_time_s=3e-05, snr=-4.0819536617673515),
Event(start_idx=507670, end_idx=507677, baseline_local=-30.014483259458625, delta_i=-0.02466261632779216, dwell_time_s=7e-05, snr=-4.298378713520271),
Event(start_idx=508064, end_idx=508066, baseline_local=-30.014358921907842, delta_i=-0.023002378542514634, dwell_time_s=2e-05, snr=-4.009020493744655),
Event(start_idx=508156, end_idx=508159, baseline_local=-30.01433697156608, delta_i=-0.02348148821117017, dwell_time_s=3e-05, snr=-4.0925231835574145),
Event(start_idx=508584, end_idx=508589, baseline_local=-30.014295410364866, delta_i=-0.025245462929160568, dwell_time_s=5e-05, snr=-4.399961424424563),
Event(start_idx=508802, end_idx=508805, baseline_local=-30.014342552050948, delta_i=-0.023333382474296133, dwell_time_s=3e-05, snr=-4.066710247157305),
Event(start_idx=509203, end_idx=509210, baseline_local=-30.014392653480172, delta_i=-0.026353161868168433, dwell_time_s=7e-05, snr=-4.593019187523886),
Event(start_idx=509255, end_idx=509262, baseline_local=-30.01442519761622, delta_i=-0.024722421990905526, dwell_time_s=7e-05, snr=-4.308802075983432),
Event(start_idx=509978, end_idx=509986, baseline_local=-30.01420823438093, delta_i=-0.026547797022715258, dwell_time_s=8e-05, snr=-4.626941606544127),
Event(start_idx=510007, end_idx=510010, baseline_local=-30.014192102476954, delta_i=-0.023264455794712074, dwell_time_s=3e-05, snr=-4.054697208135817),
Event(start_idx=510033, end_idx=510042, baseline_local=-30.014192102476954, delta_i=-0.025559758103402903, dwell_time_s=9e-05, snr=-4.4547390550201875),
Event(start_idx=510106, end_idx=510107, baseline_local=-30.014204232022166, delta_i=-0.023139135198562144, dwell_time_s=1e-05, snr=-4.032855430455097),
Event(start_idx=510520, end_idx=510527, baseline_local=-30.014125756919384, delta_i=-0.024905039153574244, dwell_time_s=7e-05, snr=-4.340629912669766),
Event(start_idx=512596, end_idx=512606, baseline_local=-30.013959201611577, delta_i=-0.023830220261334033, dwell_time_s=0.0001, snr=-4.153302721349495),
Event(start_idx=512675, end_idx=512677, baseline_local=-30.013949127867818, delta_i=-0.023016607788349575, dwell_time_s=2e-05, snr=-4.0115004693722796),
Event(start_idx=513715, end_idx=513724, baseline_local=-30.013974402099848, delta_i=-0.028801964719504112, dwell_time_s=9e-05, snr=-5.019814216481437),
Event(start_idx=516280, end_idx=516283, baseline_local=-30.01396437548101, delta_i=-0.023510656995919515, dwell_time_s=3e-05, snr=-4.09760692981529),
Event(start_idx=519079, end_idx=519081, baseline_local=-30.014071775600314, delta_i=-0.023262514448333604, dwell_time_s=2e-05, snr=-4.0543588562822315),
Event(start_idx=520002, end_idx=520008, baseline_local=-30.014153165742755, delta_i=-0.024292784401571527, dwell_time_s=6e-05, snr=-4.23392173709415),
Event(start_idx=520631, end_idx=520640, baseline_local=-30.014064513146877, delta_i=-0.02459902220162904, dwell_time_s=9e-05, snr=-4.287295070383171),
Event(start_idx=520729, end_idx=520734, baseline_local=-30.014098884537816, delta_i=-0.02419406641511159, dwell_time_s=5e-05, snr=-4.2167164541670985),
Event(start_idx=524553, end_idx=524560, baseline_local=-30.01324093155563, delta_i=-0.02402302006618941, dwell_time_s=7e-05, snr=-4.186905262383527),
Event(start_idx=525505, end_idx=525510, baseline_local=-30.01300692483783, delta_i=-0.024585727318844876, dwell_time_s=5e-05, snr=-4.284977942289433),
Event(start_idx=525601, end_idx=525606, baseline_local=-30.012920908629894, delta_i=-0.02372194717891034, dwell_time_s=5e-05, snr=-4.134432107358198),
Event(start_idx=525838, end_idx=525848, baseline_local=-30.012938363477588, delta_i=-0.026080354365512905, dwell_time_s=0.0001, snr=-4.545472327664508),
Event(start_idx=526972, end_idx=526979, baseline_local=-30.012844587809273, delta_i=-0.024560974729476066, dwell_time_s=7e-05, snr=-4.280663882425172),
Event(start_idx=528651, end_idx=528660, baseline_local=-30.012608608644868, delta_i=-0.023625777094720333, dwell_time_s=9e-05, snr=-4.117670891221776),
Event(start_idx=529496, end_idx=529503, baseline_local=-30.01233422383666, delta_i=-0.02436257743225464, dwell_time_s=7e-05, snr=-4.246085770035874),
Event(start_idx=534744, end_idx=534749, baseline_local=-30.012530094012618, delta_i=-0.02503772484787987, dwell_time_s=5e-05, snr=-4.363755332795986),
Event(start_idx=535379, end_idx=535382, baseline_local=-30.012529123574495, delta_i=-0.023018344994701085, dwell_time_s=3e-05, snr=-4.011803242229104),
Event(start_idx=535602, end_idx=535606, baseline_local=-30.01244978234172, delta_i=-0.023622560137596338, dwell_time_s=4e-05, snr=-4.117110216723973),
Event(start_idx=536591, end_idx=536596, baseline_local=-30.012386165559292, delta_i=-0.02404960455478431, dwell_time_s=5e-05, snr=-4.1915385988619995),
Event(start_idx=539119, end_idx=539123, baseline_local=-30.012396121397614, delta_i=-0.023749628179416504, dwell_time_s=4e-05, snr=-4.139256551843861),
Event(start_idx=540771, end_idx=540777, baseline_local=-30.01237427070737, delta_i=-0.024676133355796992, dwell_time_s=6e-05, snr=-4.3007345586858365),
Event(start_idx=541106, end_idx=541107, baseline_local=-30.01238749548793, delta_i=-0.02318339109160661, dwell_time_s=1e-05, snr=-4.040568666799604),
Event(start_idx=542553, end_idx=542556, baseline_local=-30.012440744787455, delta_i=-0.023636959620489506, dwell_time_s=3e-05, snr=-4.119619862494359),
Event(start_idx=543891, end_idx=543894, baseline_local=-30.012527272105217, delta_i=-0.02325511242709884, dwell_time_s=3e-05, snr=-4.053068778616113),
Event(start_idx=543969, end_idx=543978, baseline_local=-30.012456819415092, delta_i=-0.024955504119740606, dwell_time_s=9e-05, snr=-4.349425311076202),
Event(start_idx=544500, end_idx=544502, baseline_local=-30.012406149879098, delta_i=-0.02319286551573896, dwell_time_s=2e-05, snr=-4.0422199377950285),
Event(start_idx=545793, end_idx=545801, baseline_local=-30.012566197663546, delta_i=-0.024702492147639532, dwell_time_s=8e-05, snr=-4.305328559105914),
Event(start_idx=546983, end_idx=546990, baseline_local=-30.012446964159608, delta_i=-0.02457088937840776, dwell_time_s=7e-05, snr=-4.282391878974831),
Event(start_idx=547964, end_idx=547970, baseline_local=-30.01235717503975, delta_i=-0.024235637670471988, dwell_time_s=6e-05, snr=-4.22396179248646),
Event(start_idx=548329, end_idx=548330, baseline_local=-30.012355947867036, delta_i=-0.022865656180329097, dwell_time_s=1e-05, snr=-3.985191534015908),
Event(start_idx=548691, end_idx=548694, baseline_local=-30.01236918196082, delta_i=-0.023414158738281305, dwell_time_s=3e-05, snr=-4.0807885172425555),
Event(start_idx=548885, end_idx=548894, baseline_local=-30.012380499392748, delta_i=-0.02564029480607941, dwell_time_s=9e-05, snr=-4.468775572632136),
Event(start_idx=549047, end_idx=549052, baseline_local=-30.01240572333336, delta_i=-0.023470597619780164, dwell_time_s=5e-05, snr=-4.0906250927147285),
Event(start_idx=549415, end_idx=549423, baseline_local=-30.012403815984726, delta_i=-0.02708647484814719, dwell_time_s=8e-05, snr=-4.7208262645020405),
Event(start_idx=550490, end_idx=550493, baseline_local=-30.01256567053497, delta_i=-0.02343436985453688, dwell_time_s=3e-05, snr=-4.084311056406072),
Event(start_idx=550606, end_idx=550607, baseline_local=-30.01248404942453, delta_i=-0.022850790900065476, dwell_time_s=1e-05, snr=-3.9826007057190878),
Event(start_idx=551655, end_idx=551657, baseline_local=-30.01257574185729, delta_i=-0.022903011765265546, dwell_time_s=2e-05, snr=-3.9917021348778685),
Event(start_idx=553227, end_idx=553232, baseline_local=-30.012383711338043, delta_i=-0.023468198620139446, dwell_time_s=5e-05, snr=-4.090206977748646),
Event(start_idx=553558, end_idx=553564, baseline_local=-30.012439550831914, delta_i=-0.023547330128243022, dwell_time_s=6e-05, snr=-4.103998587911995),
Event(start_idx=557905, end_idx=557916, baseline_local=-30.01241842843592, delta_i=-0.027323806411666075, dwell_time_s=0.00011, snr=-4.7621901217310265),
Event(start_idx=558627, end_idx=558632, baseline_local=-30.012309230864048, delta_i=-0.02356081431016719, dwell_time_s=5e-05, snr=-4.10634870842564),
Event(start_idx=560048, end_idx=560050, baseline_local=-30.012683384120464, delta_i=-0.02304069851766144, dwell_time_s=2e-05, snr=-4.015699175490519),
Event(start_idx=562421, end_idx=562425, baseline_local=-30.012644987553358, delta_i=-0.02340261666040533, dwell_time_s=4e-05, snr=-4.078776880634643),
Event(start_idx=567304, end_idx=567315, baseline_local=-30.013071710751817, delta_i=-0.026600722489836862, dwell_time_s=0.00011, snr=-4.636165838809472),
Event(start_idx=567621, end_idx=567626, baseline_local=-30.013122966140507, delta_i=-0.02332262823911151, dwell_time_s=5e-05, snr=-4.064835921457899),
Event(start_idx=571417, end_idx=571424, baseline_local=-30.013232797384262, delta_i=-0.02338429917108442, dwell_time_s=7e-05, snr=-4.075584376435751),
Event(start_idx=572039, end_idx=572042, baseline_local=-30.01321018114686, delta_i=-0.02381786749447201, dwell_time_s=3e-05, snr=-4.151149792016002),
Event(start_idx=576326, end_idx=576340, baseline_local=-30.01368128721203, delta_i=-0.025822626823030857, dwell_time_s=0.00014, snr=-4.500553712065549),
Event(start_idx=576344, end_idx=576348, baseline_local=-30.013652622699738, delta_i=-0.02346708784079965, dwell_time_s=4e-05, snr=-4.0900133831110725),
Event(start_idx=576820, end_idx=576827, baseline_local=-30.013622242957354, delta_i=-0.02407960973115613, dwell_time_s=7e-05, snr=-4.196768117486377),
Event(start_idx=577602, end_idx=577607, baseline_local=-30.01365242525935, delta_i=-0.02434468064966495, dwell_time_s=5e-05, snr=-4.242966589641483),
Event(start_idx=578582, end_idx=578589, baseline_local=-30.013523714882986, delta_i=-0.02445968526548573, dwell_time_s=7e-05, snr=-4.263010423841002),
Event(start_idx=581646, end_idx=581648, baseline_local=-30.01396556943655, delta_i=-0.022937179354812542, dwell_time_s=2e-05, snr=-3.9976571089020805),
Event(start_idx=581906, end_idx=581913, baseline_local=-30.013980079442263, delta_i=-0.024082566079284464, dwell_time_s=7e-05, snr=-4.1972833711681306),
Event(start_idx=582367, end_idx=582371, baseline_local=-30.01399198360741, delta_i=-0.02382218222805932, dwell_time_s=4e-05, snr=-4.15190179491625),
Event(start_idx=582559, end_idx=582564, baseline_local=-30.01401138305664, delta_i=-0.023549059333527113, dwell_time_s=5e-05, snr=-4.104299966285063),
Event(start_idx=584686, end_idx=584692, baseline_local=-30.014340948313475, delta_i=-0.02425334947823406, dwell_time_s=6e-05, snr=-4.227048734133306),
Event(start_idx=590884, end_idx=590889, baseline_local=-30.013748690485954, delta_i=-0.024356864050787408, dwell_time_s=5e-05, snr=-4.245090000691917),
Event(start_idx=590929, end_idx=590930, baseline_local=-30.013746112585068, delta_i=-0.022845538424007827, dwell_time_s=1e-05, snr=-3.98168526629533),
Event(start_idx=593456, end_idx=593457, baseline_local=-30.013152930885553, delta_i=-0.022853634243801935, dwell_time_s=1e-05, snr=-3.9830962641801033),
Event(start_idx=594217, end_idx=594224, baseline_local=-30.013093814253807, delta_i=-0.02417880019090392, dwell_time_s=7e-05, snr=-4.214055746466913),
Event(start_idx=594666, end_idx=594681, baseline_local=-30.012986078610023, delta_i=-0.02670489746202899, dwell_time_s=0.00015, snr=-4.65432220458189),
Event(start_idx=595728, end_idx=595738, baseline_local=-30.013053964823484, delta_i=-0.024599509445579315, dwell_time_s=0.0001, snr=-4.287379990774272),
Event(start_idx=596134, end_idx=596138, baseline_local=-30.013083036988974, delta_i=-0.023476225828062525, dwell_time_s=4e-05, snr=-4.091606017461504),
Event(start_idx=596172, end_idx=596174, baseline_local=-30.013071306049824, delta_i=-0.02299027822482458, dwell_time_s=2e-05, snr=-4.006911563074265),
Event(start_idx=596356, end_idx=596360, baseline_local=-30.013152487576008, delta_i=-0.023365382783822497, dwell_time_s=4e-05, snr=-4.072287491982672),
Event(start_idx=596622, end_idx=596627, baseline_local=-30.013028610497713, delta_i=-0.023745051375226468, dwell_time_s=5e-05, snr=-4.13845887338814),
Event(start_idx=597099, end_idx=597110, baseline_local=-30.013014513999224, delta_i=-0.030129550540054464, dwell_time_s=0.00011, snr=-5.251195451772131),
Event(start_idx=598450, end_idx=598456, baseline_local=-30.012730162590742, delta_i=-0.025046359563627146, dwell_time_s=6e-05, snr=-4.365260253355593),
Event(start_idx=598742, end_idx=598754, baseline_local=-30.012666784226894, delta_i=-0.027451562935993934, dwell_time_s=0.00012, snr=-4.784456450549732),
Event(start_idx=600007, end_idx=600016, baseline_local=-30.012918420549894, delta_i=-0.026901106613473127, dwell_time_s=9e-05, snr=-4.688518951137727),
Event(start_idx=602527, end_idx=602535, baseline_local=-30.013155068736523, delta_i=-0.02421893315226953, dwell_time_s=8e-05, snr=-4.221050408531621),
Event(start_idx=605057, end_idx=605061, baseline_local=-30.01272190734744, delta_i=-0.023443284753739135, dwell_time_s=4e-05, snr=-4.085864809359727),
Event(start_idx=605317, end_idx=605319, baseline_local=-30.012818709015846, delta_i=-0.022998281938271248, dwell_time_s=2e-05, snr=-4.0083065080002624),
Event(start_idx=605504, end_idx=605514, baseline_local=-30.01286442577839, delta_i=-0.025747899073303417, dwell_time_s=0.0001, snr=-4.487529620684954),
Event(start_idx=606261, end_idx=606264, baseline_local=-30.012799847871065, delta_i=-0.02338679941749433, dwell_time_s=3e-05, snr=-4.076020137419261),
Event(start_idx=607261, end_idx=607267, baseline_local=-30.012793879956007, delta_i=-0.025371158406263323, dwell_time_s=6e-05, snr=-4.421868539062495),
Event(start_idx=608635, end_idx=608637, baseline_local=-30.01300998777151, delta_i=-0.02313598807040762, dwell_time_s=2e-05, snr=-4.0323069262539075),
Event(start_idx=608787, end_idx=608790, baseline_local=-30.01300198584795, delta_i=-0.023123375526665768, dwell_time_s=3e-05, snr=-4.0301087211315165),
Event(start_idx=609128, end_idx=609135, baseline_local=-30.013082057237625, delta_i=-0.024248692198073383, dwell_time_s=7e-05, snr=-4.22623702974479),
Event(start_idx=609480, end_idx=609483, baseline_local=-30.013180639594793, delta_i=-0.02308996443207434, dwell_time_s=3e-05, snr=-4.024285594506245),
Event(start_idx=610656, end_idx=610662, baseline_local=-30.013264592116077, delta_i=-0.024131027606623928, dwell_time_s=6e-05, snr=-4.205729595801074),
Event(start_idx=612105, end_idx=612108, baseline_local=-30.013495083898306, delta_i=-0.023868176112046058, dwell_time_s=3e-05, snr=-4.15991794086172),
Event(start_idx=613400, end_idx=613405, baseline_local=-30.013825164735316, delta_i=-0.024176854026154614, dwell_time_s=5e-05, snr=-4.213716554832893),
Event(start_idx=615973, end_idx=615975, baseline_local=-30.014429312199354, delta_i=-0.023419250887400267, dwell_time_s=2e-05, snr=-4.081676013730686),
Event(start_idx=618270, end_idx=618274, baseline_local=-30.0148411616683, delta_i=-0.023959543095998015, dwell_time_s=4e-05, snr=-4.175842038034455),
Event(start_idx=620469, end_idx=620471, baseline_local=-30.014659836888313, delta_i=-0.023094466303973604, dwell_time_s=2e-05, snr=-4.025070213221698),
Event(start_idx=621426, end_idx=621431, baseline_local=-30.014841601252556, delta_i=-0.023983627749476, dwell_time_s=5e-05, snr=-4.180039685212528),
Event(start_idx=622507, end_idx=622512, baseline_local=-30.014876100420953, delta_i=-0.023967627812999125, dwell_time_s=5e-05, snr=-4.177251100844358),
Event(start_idx=622677, end_idx=622681, baseline_local=-30.014925733208656, delta_i=-0.024546126021959935, dwell_time_s=4e-05, snr=-4.278075942546356),
Event(start_idx=622815, end_idx=622818, baseline_local=-30.01480472460389, delta_i=-0.023255716754041107, dwell_time_s=3e-05, snr=-4.053174105075809),
Event(start_idx=623834, end_idx=623840, baseline_local=-30.01461613178253, delta_i=-0.02344730671029538, dwell_time_s=6e-05, snr=-4.086565784966624),
Event(start_idx=627630, end_idx=627633, baseline_local=-30.014212626963854, delta_i=-0.022994341975694017, dwell_time_s=3e-05, snr=-4.00761982289561),
Event(start_idx=628096, end_idx=628099, baseline_local=-30.01430367678404, delta_i=-0.02305980239816563, dwell_time_s=3e-05, snr=-4.019028737618617),
Event(start_idx=628184, end_idx=628186, baseline_local=-30.0143044218421, delta_i=-0.022913138924195664, dwell_time_s=2e-05, snr=-3.9934671692033064),
Event(start_idx=636195, end_idx=636198, baseline_local=-30.014295358210802, delta_i=-0.02359581032942515, dwell_time_s=3e-05, snr=-4.112448067156969),
Event(start_idx=636938, end_idx=636943, baseline_local=-30.014286283403635, delta_i=-0.02386373592344171, dwell_time_s=5e-05, snr=-4.159144072755948),
Event(start_idx=637295, end_idx=637303, baseline_local=-30.014195956289768, delta_i=-0.024831805676285512, dwell_time_s=8e-05, snr=-4.327866253870913),
Event(start_idx=638068, end_idx=638078, baseline_local=-30.014151183888316, delta_i=-0.02513945358186902, dwell_time_s=0.0001, snr=-4.3814853505248665),
Event(start_idx=639217, end_idx=639222, baseline_local=-30.01373305246234, delta_i=-0.02456603341342998, dwell_time_s=5e-05, snr=-4.281545546362887),
Event(start_idx=639290, end_idx=639294, baseline_local=-30.01363980397582, delta_i=-0.023632119443391275, dwell_time_s=4e-05, snr=-4.118776281507971),
Event(start_idx=639754, end_idx=639759, baseline_local=-30.013555333018303, delta_i=-0.023267944591862034, dwell_time_s=5e-05, snr=-4.055305260874661),
Event(start_idx=643655, end_idx=643658, baseline_local=-30.013824108988047, delta_i=-0.023280560709887748, dwell_time_s=3e-05, snr=-4.057504088949033),
Event(start_idx=643906, end_idx=643915, baseline_local=-30.013826585064333, delta_i=-0.02695198727825401, dwell_time_s=9e-05, snr=-4.697386800497952),
Event(start_idx=645902, end_idx=645906, baseline_local=-30.01415298972279, delta_i=-0.02378384678763723, dwell_time_s=4e-05, snr=-4.145220417770629),
Event(start_idx=647890, end_idx=647901, baseline_local=-30.014339357614517, delta_i=-0.02819387225033345, dwell_time_s=0.00011, snr=-4.913831473588517),
Event(start_idx=648332, end_idx=648334, baseline_local=-30.01434564590454, delta_i=-0.02307138075320836, dwell_time_s=2e-05, snr=-4.02104669687289),
Event(start_idx=648378, end_idx=648379, baseline_local=-30.014390639960766, delta_i=-0.022802286667683802, dwell_time_s=1e-05, snr=-3.9741470381432724),
Event(start_idx=648514, end_idx=648519, baseline_local=-30.014380868524313, delta_i=-0.023617626996929174, dwell_time_s=5e-05, snr=-4.116250433376063),
Event(start_idx=651299, end_idx=651306, baseline_local=-30.01460492078747, delta_i=-0.024357225071980793, dwell_time_s=7e-05, snr=-4.245152922070256),
Event(start_idx=652652, end_idx=652656, baseline_local=-30.014396637678146, delta_i=-0.023439461439693332, dwell_time_s=4e-05, snr=-4.0851984546027476),
Event(start_idx=655960, end_idx=655962, baseline_local=-30.013796523213387, delta_i=-0.023232940737216268, dwell_time_s=2e-05, snr=-4.049204536535413),
Event(start_idx=656331, end_idx=656334, baseline_local=-30.01382968078057, delta_i=-0.023322121350550635, dwell_time_s=3e-05, snr=-4.0647475772623265),
Event(start_idx=657294, end_idx=657301, baseline_local=-30.01352147758007, delta_i=-0.024932021751478066, dwell_time_s=7e-05, snr=-4.345332634510942),
Event(start_idx=658447, end_idx=658453, baseline_local=-30.013507537543774, delta_i=-0.024740261602194853, dwell_time_s=6e-05, snr=-4.311911292151106),
Event(start_idx=658505, end_idx=658507, baseline_local=-30.013521194458008, delta_i=-0.02304009357067116, dwell_time_s=2e-05, snr=-4.015593740964382),
Event(start_idx=658649, end_idx=658651, baseline_local=-30.01355028524995, delta_i=-0.023047330008466815, dwell_time_s=2e-05, snr=-4.0168549595540535),
Event(start_idx=658890, end_idx=658895, baseline_local=-30.013549023866652, delta_i=-0.02446734627683327, dwell_time_s=5e-05, snr=-4.264345640172579),
Event(start_idx=659261, end_idx=659265, baseline_local=-30.013534396886826, delta_i=-0.024071771456192437, dwell_time_s=4e-05, snr=-4.195402006372825),
Event(start_idx=660374, end_idx=660376, baseline_local=-30.0134716629982, delta_i=-0.02292433383036041, dwell_time_s=2e-05, snr=-3.995418298220554),
Event(start_idx=660783, end_idx=660788, baseline_local=-30.013485934585333, delta_i=-0.024908111625882155, dwell_time_s=5e-05, snr=-4.341165405311369),
Event(start_idx=661182, end_idx=661184, baseline_local=-30.013485934585333, delta_i=-0.02320733573378675, dwell_time_s=2e-05, snr=-4.044741911798513),
Event(start_idx=661812, end_idx=661817, baseline_local=-30.013446923345327, delta_i=-0.02393875938887504, dwell_time_s=5e-05, snr=-4.172219703603344),
Event(start_idx=662078, end_idx=662087, baseline_local=-30.01350224349234, delta_i=-0.02760414777539053, dwell_time_s=9e-05, snr=-4.811050037254041),
Event(start_idx=662446, end_idx=662452, baseline_local=-30.013559471815825, delta_i=-0.023544264840741864, dwell_time_s=6e-05, snr=-4.103464347490352),
Event(start_idx=662697, end_idx=662705, baseline_local=-30.013627737760544, delta_i=-0.024940288611333017, dwell_time_s=8e-05, snr=-4.346773442491568),
Event(start_idx=663496, end_idx=663502, baseline_local=-30.013551518321037, delta_i=-0.025344103979023203, dwell_time_s=6e-05, snr=-4.417153298286342),
Event(start_idx=664312, end_idx=664318, baseline_local=-30.01391974526147, delta_i=-0.02366435766422607, dwell_time_s=6e-05, snr=-4.124394991232693),
Event(start_idx=666969, end_idx=666981, baseline_local=-30.01433712989092, delta_i=-0.02826271588704306, dwell_time_s=0.00012, snr=-4.9258300392986945),
Event(start_idx=667218, end_idx=667221, baseline_local=-30.01435375958681, delta_i=-0.023276777481441968, dwell_time_s=3e-05, snr=-4.056844720599641),
Event(start_idx=667790, end_idx=667791, baseline_local=-30.01424853876233, delta_i=-0.022858607600028336, dwell_time_s=1e-05, snr=-3.9839630565858313),
Event(start_idx=668841, end_idx=668853, baseline_local=-30.014212645590305, delta_i=-0.02455721088639014, dwell_time_s=0.00012, snr=-4.280007892696161),
Event(start_idx=669119, end_idx=669124, baseline_local=-30.014232620596886, delta_i=-0.024359931203616726, dwell_time_s=5e-05, snr=-4.245624566216411),
Event(start_idx=669386, end_idx=669391, baseline_local=-30.014233709871768, delta_i=-0.02544032220812369, dwell_time_s=5e-05, snr=-4.433922905465127),
Event(start_idx=670565, end_idx=670570, baseline_local=-30.014198925346136, delta_i=-0.02369349990221963, dwell_time_s=5e-05, snr=-4.1294741107304365),
Event(start_idx=672446, end_idx=672452, baseline_local=-30.014248602092266, delta_i=-0.02552989338861759, dwell_time_s=6e-05, snr=-4.449534017054532),
Event(start_idx=673457, end_idx=673459, baseline_local=-30.01415665447712, delta_i=-0.023000510951987962, dwell_time_s=2e-05, snr=-4.008694996593067),
Event(start_idx=673988, end_idx=673992, baseline_local=-30.01377709954977, delta_i=-0.023384097962889427, dwell_time_s=4e-05, snr=-4.075549308419817),
Event(start_idx=675243, end_idx=675245, baseline_local=-30.013449236750603, delta_i=-0.023077590003140358, dwell_time_s=2e-05, snr=-4.02212888975056),
Event(start_idx=675338, end_idx=675343, baseline_local=-30.01339526474476, delta_i=-0.023030831912910797, dwell_time_s=5e-05, snr=-4.01397955242737),
Event(start_idx=677422, end_idx=677431, baseline_local=-30.012955259531736, delta_i=-0.024422772723786085, dwell_time_s=9e-05, snr=-4.256577039750893),
Event(start_idx=682624, end_idx=682629, baseline_local=-30.01255886629224, delta_i=-0.023803461635725397, dwell_time_s=5e-05, snr=-4.148639035015876),
Event(start_idx=682829, end_idx=682838, baseline_local=-30.012586809694767, delta_i=-0.02684499915135853, dwell_time_s=9e-05, snr=-4.678740137827021),
Event(start_idx=683190, end_idx=683191, baseline_local=-30.012565303593874, delta_i=-0.02283234275637369, dwell_time_s=1e-05, snr=-3.979385430133773),
Event(start_idx=683868, end_idx=683875, baseline_local=-30.012567974627018, delta_i=-0.02566274365614975, dwell_time_s=7e-05, snr=-4.472688120190062),
Event(start_idx=684467, end_idx=684475, baseline_local=-30.012548256665468, delta_i=-0.02590350202490299, dwell_time_s=8e-05, snr=-4.514649225759571),
Event(start_idx=684850, end_idx=684856, baseline_local=-30.01248225569725, delta_i=-0.02508104394928523, dwell_time_s=6e-05, snr=-4.371305298334711),
Event(start_idx=686016, end_idx=686019, baseline_local=-30.012713458389044, delta_i=-0.023241925776649925, dwell_time_s=3e-05, snr=-4.050770514034655),
Event(start_idx=686532, end_idx=686535, baseline_local=-30.012844938784838, delta_i=-0.023221430469675397, dwell_time_s=3e-05, snr=-4.047198444062213),
Event(start_idx=686555, end_idx=686562, baseline_local=-30.01280222513846, delta_i=-0.02719801956066346, dwell_time_s=7e-05, snr=-4.740267081790568),
Event(start_idx=687266, end_idx=687272, baseline_local=-30.012871641665697, delta_i=-0.02530596449605582, dwell_time_s=6e-05, snr=-4.410506074019754),
Event(start_idx=687594, end_idx=687601, baseline_local=-30.012844938784838, delta_i=-0.025346967859929594, dwell_time_s=7e-05, snr=-4.417652436113508),
Event(start_idx=688589, end_idx=688598, baseline_local=-30.01264112442732, delta_i=-0.02563695052817315, dwell_time_s=9e-05, snr=-4.468192707749786),
Event(start_idx=689390, end_idx=689392, baseline_local=-30.01290602236986, delta_i=-0.023001571045824676, dwell_time_s=2e-05, snr=-4.008879757395469),
Event(start_idx=690152, end_idx=690158, baseline_local=-30.013153510789078, delta_i=-0.023310155392209708, dwell_time_s=6e-05, snr=-4.062662063708699),
Event(start_idx=692406, end_idx=692411, baseline_local=-30.0128951407969, delta_i=-0.023451982197366307, dwell_time_s=5e-05, snr=-4.087380662586821),
Event(start_idx=693880, end_idx=693883, baseline_local=-30.01292174309492, delta_i=-0.023538752224946318, dwell_time_s=3e-05, snr=-4.102503569036174),
Event(start_idx=694057, end_idx=694063, baseline_local=-30.01296564936638, delta_i=-0.023992465755024266, dwell_time_s=6e-05, snr=-4.181580036585381),
Event(start_idx=696582, end_idx=696587, baseline_local=-30.012569833546877, delta_i=-0.02442863192754885, dwell_time_s=5e-05, snr=-4.2575982240566175),
Event(start_idx=696635, end_idx=696644, baseline_local=-30.012566186487675, delta_i=-0.026589915585746995, dwell_time_s=9e-05, snr=-4.634282333593255),
Event(start_idx=698457, end_idx=698462, baseline_local=-30.01287784576416, delta_i=-0.02344678879780986, dwell_time_s=5e-05, snr=-4.086475519441928),
Event(start_idx=699632, end_idx=699636, baseline_local=-30.01298349350691, delta_i=-0.02384183820686303, dwell_time_s=4e-05, snr=-4.155327580719359),
Event(start_idx=700282, end_idx=700292, baseline_local=-30.01299257464707, delta_i=-0.02694079020020581, dwell_time_s=0.0001, snr=-4.6954352929491865),
Event(start_idx=700358, end_idx=700364, baseline_local=-30.013031851500273, delta_i=-0.024734229363275517, dwell_time_s=6e-05, snr=-4.310859950029852),
Event(start_idx=700965, end_idx=700969, baseline_local=-30.012942165136337, delta_i=-0.023016708779778128, dwell_time_s=4e-05, snr=-4.011518070887097),
Event(start_idx=701275, end_idx=701278, baseline_local=-30.012960873544216, delta_i=-0.023301028474634222, dwell_time_s=3e-05, snr=-4.061071358663254),
Event(start_idx=701343, end_idx=701346, baseline_local=-30.012960873544216, delta_i=-0.023794733907683014, dwell_time_s=3e-05, snr=-4.147117903602397),
Event(start_idx=702954, end_idx=702956, baseline_local=-30.013326454907656, delta_i=-0.023668623941830447, dwell_time_s=2e-05, snr=-4.125138548874627),
Event(start_idx=703745, end_idx=703750, baseline_local=-30.01352979019284, delta_i=-0.023796626496914542, dwell_time_s=5e-05, snr=-4.147447757708633),
Event(start_idx=703863, end_idx=703866, baseline_local=-30.013534054160118, delta_i=-0.02341889618037385, dwell_time_s=3e-05, snr=-4.081614192830923),
Event(start_idx=704426, end_idx=704431, baseline_local=-30.013728071004152, delta_i=-0.02390852806856856, dwell_time_s=5e-05, snr=-4.166950770982414),
Event(start_idx=705526, end_idx=705529, baseline_local=-30.01383861899376, delta_i=-0.023473140290964995, dwell_time_s=3e-05, snr=-4.091068247794105),
Event(start_idx=706271, end_idx=706277, baseline_local=-30.01396732032299, delta_i=-0.02406438980794216, dwell_time_s=6e-05, snr=-4.194115479457433),
Event(start_idx=707350, end_idx=707356, baseline_local=-30.01417103409767, delta_i=-0.024882453413132073, dwell_time_s=6e-05, snr=-4.336693506870178),
Event(start_idx=708796, end_idx=708800, baseline_local=-30.014220479875803, delta_i=-0.02362585565651898, dwell_time_s=4e-05, snr=-4.117684583538865),
Event(start_idx=709589, end_idx=709592, baseline_local=-30.014188557863235, delta_i=-0.02372276233260588, dwell_time_s=3e-05, snr=-4.134574178225562),
Event(start_idx=709667, end_idx=709673, baseline_local=-30.014190286397934, delta_i=-0.024942314777945285, dwell_time_s=6e-05, snr=-4.347126577427475),
Event(start_idx=710633, end_idx=710640, baseline_local=-30.014204122126102, delta_i=-0.02511307279772674, dwell_time_s=7e-05, snr=-4.376887517128116),
Event(start_idx=710804, end_idx=710811, baseline_local=-30.014252380068815, delta_i=-0.02503239101445485, dwell_time_s=7e-05, snr=-4.362825713823252),
Event(start_idx=711618, end_idx=711623, baseline_local=-30.014092791825533, delta_i=-0.023852374519992735, dwell_time_s=5e-05, snr=-4.1571639253907335),
Event(start_idx=712339, end_idx=712345, baseline_local=-30.013958456615608, delta_i=-0.023420403351944213, dwell_time_s=6e-05, snr=-4.0818768735663955),
Event(start_idx=713011, end_idx=713012, baseline_local=-30.014059498906136, delta_i=-0.022834718213744054, dwell_time_s=1e-05, snr=-3.9797994419831215),
Event(start_idx=713273, end_idx=713279, baseline_local=-30.013944476221997, delta_i=-0.024933573695913463, dwell_time_s=6e-05, snr=-4.345603118584369),
Event(start_idx=713399, end_idx=713401, baseline_local=-30.013892516493797, delta_i=-0.022860412136196828, dwell_time_s=2e-05, snr=-3.9842775641689414),
Event(start_idx=713808, end_idx=713811, baseline_local=-30.014059498906136, delta_i=-0.02326834462686141, dwell_time_s=3e-05, snr=-4.0553749818605915),
Event(start_idx=714075, end_idx=714078, baseline_local=-30.014108259230852, delta_i=-0.023550264138975763, dwell_time_s=3e-05, snr=-4.104509948471282),
Event(start_idx=715258, end_idx=715262, baseline_local=-30.01419746130705, delta_i=-0.024605804952216204, dwell_time_s=4e-05, snr=-4.288477217092809),
Event(start_idx=716109, end_idx=716113, baseline_local=-30.014199931174517, delta_i=-0.023181685569625188, dwell_time_s=4e-05, snr=-4.040271416123401),
Event(start_idx=716338, end_idx=716345, baseline_local=-30.0141593989517, delta_i=-0.02504316743644657, dwell_time_s=7e-05, snr=-4.364703906399477),
Event(start_idx=718388, end_idx=718393, baseline_local=-30.013849161565304, delta_i=-0.024125482460658532, dwell_time_s=5e-05, snr=-4.204763147754192),
Event(start_idx=722259, end_idx=722264, baseline_local=-30.013466876000166, delta_i=-0.02339679099532077, dwell_time_s=5e-05, snr=-4.0777615416917365),
Event(start_idx=722902, end_idx=722908, baseline_local=-30.01334170314173, delta_i=-0.024853350659820233, dwell_time_s=6e-05, snr=-4.331621269047646),
Event(start_idx=724990, end_idx=725004, baseline_local=-30.012993797659874, delta_i=-0.027374846832572075, dwell_time_s=0.00014, snr=-4.771085814541372),
Event(start_idx=730667, end_idx=730672, baseline_local=-30.013000570237637, delta_i=-0.023695896895515035, dwell_time_s=5e-05, snr=-4.129891876016182),
Event(start_idx=731987, end_idx=731989, baseline_local=-30.01295268163085, delta_i=-0.02343234941463379, dwell_time_s=2e-05, snr=-4.083958919562359),
Event(start_idx=736820, end_idx=736823, baseline_local=-30.012593381106853, delta_i=-0.02319327451823483, dwell_time_s=3e-05, snr=-4.042291221700948),
Event(start_idx=737686, end_idx=737693, baseline_local=-30.012548442929983, delta_i=-0.02585933849072067, dwell_time_s=7e-05, snr=-4.506952086383925),
Event(start_idx=740048, end_idx=740052, baseline_local=-30.012311216443777, delta_i=-0.023656707792270026, dwell_time_s=4e-05, snr=-4.123061716354636),
Event(start_idx=741412, end_idx=741415, baseline_local=-30.01217209920287, delta_i=-0.023494407705887472, dwell_time_s=3e-05, snr=-4.094774886310447),
Event(start_idx=741916, end_idx=741917, baseline_local=-30.01206998154521, delta_i=-0.02283351567621139, dwell_time_s=1e-05, snr=-3.979589855065663),
Event(start_idx=742024, end_idx=742029, baseline_local=-30.01220493018627, delta_i=-0.024048400346873677, dwell_time_s=5e-05, snr=-4.191328720819016),
Event(start_idx=742371, end_idx=742377, baseline_local=-30.012224335223436, delta_i=-0.02424223349165307, dwell_time_s=6e-05, snr=-4.225111359790517),
Event(start_idx=742919, end_idx=742925, baseline_local=-30.01221547462046, delta_i=-0.025333089181306907, dwell_time_s=6e-05, snr=-4.415233559868966),
Event(start_idx=743002, end_idx=743004, baseline_local=-30.012258231639862, delta_i=-0.022897856339568534, dwell_time_s=2e-05, snr=-3.9908036100911777),
Event(start_idx=743113, end_idx=743118, baseline_local=-30.012281704694033, delta_i=-0.025720065984205575, dwell_time_s=5e-05, snr=-4.48267866910222),
Event(start_idx=744043, end_idx=744048, baseline_local=-30.0122063010931, delta_i=-0.02380047868755355, dwell_time_s=5e-05, snr=-4.1481191452866195),
Event(start_idx=744406, end_idx=744416, baseline_local=-30.0122326053679, delta_i=-0.02711916638818366, dwell_time_s=0.0001, snr=-4.726523981967912),
Event(start_idx=744748, end_idx=744752, baseline_local=-30.012273985892534, delta_i=-0.02350688757496755, dwell_time_s=4e-05, snr=-4.096949967935542),
Event(start_idx=746468, end_idx=746472, baseline_local=-30.01236437447369, delta_i=-0.02357054805406733, dwell_time_s=4e-05, snr=-4.108045175541178),
Event(start_idx=747670, end_idx=747678, baseline_local=-30.012661661952734, delta_i=-0.026294253107039367, dwell_time_s=8e-05, snr=-4.582752143609666),
Event(start_idx=747823, end_idx=747831, baseline_local=-30.01266076043248, delta_i=-0.02469322145896058, dwell_time_s=8e-05, snr=-4.303712796595252),
Event(start_idx=748518, end_idx=748522, baseline_local=-30.012823097407818, delta_i=-0.02404117631999725, dwell_time_s=4e-05, snr=-4.190069665293892),
Event(start_idx=749889, end_idx=749894, baseline_local=-30.01278168335557, delta_i=-0.025149226470603026, dwell_time_s=5e-05, snr=-4.383188640084478),
Event(start_idx=751528, end_idx=751533, baseline_local=-30.012769527733326, delta_i=-0.023544056181162887, dwell_time_s=5e-05, snr=-4.103427980793456),
Event(start_idx=751701, end_idx=751705, baseline_local=-30.012769527733326, delta_i=-0.023142719760471664, dwell_time_s=4e-05, snr=-4.0334801737671775),
Event(start_idx=753816, end_idx=753817, baseline_local=-30.012724496424198, delta_i=-0.022789091781305615, dwell_time_s=1e-05, snr=-3.9718473381446393),
Event(start_idx=754487, end_idx=754492, baseline_local=-30.012816018611193, delta_i=-0.023531160684979114, dwell_time_s=5e-05, snr=-4.101180460677996),
Event(start_idx=758639, end_idx=758643, baseline_local=-30.012080654501915, delta_i=-0.023891072236892796, dwell_time_s=4e-05, snr=-4.163908442694748),
Event(start_idx=761162, end_idx=761171, baseline_local=-30.01202160782284, delta_i=-0.026809141881838312, dwell_time_s=9e-05, snr=-4.672490674186094),
Event(start_idx=763033, end_idx=763038, baseline_local=-30.01197649538517, delta_i=-0.023766806639650896, dwell_time_s=5e-05, snr=-4.1422505378354995),
Event(start_idx=763715, end_idx=763721, baseline_local=-30.012030825018883, delta_i=-0.02342570614731206, dwell_time_s=6e-05, snr=-4.082801083002587),
Event(start_idx=768864, end_idx=768866, baseline_local=-30.012460134923458, delta_i=-0.02330861013069807, dwell_time_s=2e-05, snr=-4.062392744383444),
Event(start_idx=769680, end_idx=769682, baseline_local=-30.012898948043585, delta_i=-0.023010444746887515, dwell_time_s=2e-05, snr=-4.0104263300401435),
Event(start_idx=769820, end_idx=769824, baseline_local=-30.012805657461286, delta_i=-0.02359195570056727, dwell_time_s=4e-05, snr=-4.111776254628606),
Event(start_idx=770347, end_idx=770349, baseline_local=-30.012859899550676, delta_i=-0.023386448098335677, dwell_time_s=2e-05, snr=-4.075958906981535),
Event(start_idx=770443, end_idx=770446, baseline_local=-30.012841204802196, delta_i=-0.02316679488861458, dwell_time_s=3e-05, snr=-4.03767616080113),
Event(start_idx=770613, end_idx=770617, baseline_local=-30.012987729161978, delta_i=-0.024405061847346587, dwell_time_s=4e-05, snr=-4.253490260421664),
Event(start_idx=770710, end_idx=770711, baseline_local=-30.01292648538947, delta_i=-0.022934665668799425, dwell_time_s=1e-05, snr=-3.997219005567558),
Event(start_idx=771475, end_idx=771484, baseline_local=-30.01279735399617, delta_i=-0.024452691174297395, dwell_time_s=9e-05, snr=-4.261791443166576),
Event(start_idx=772154, end_idx=772158, baseline_local=-30.012870371341705, delta_i=-0.023035672867990797, dwell_time_s=4e-05, snr=-4.014823269006033),
Event(start_idx=772563, end_idx=772565, baseline_local=-30.012911397963762, delta_i=-0.022871794728416717, dwell_time_s=2e-05, snr=-3.9862614044660276),
Event(start_idx=772620, end_idx=772623, baseline_local=-30.012901175767183, delta_i=-0.02328070941985061, dwell_time_s=3e-05, snr=-4.0575300071942975),
Event(start_idx=772948, end_idx=772953, baseline_local=-30.012897354364394, delta_i=-0.02428927733853925, dwell_time_s=5e-05, snr=-4.233310500845548),
Event(start_idx=774730, end_idx=774731, baseline_local=-30.01317721232772, delta_i=-0.023073498453413777, dwell_time_s=1e-05, snr=-4.021415784943824),
Event(start_idx=775447, end_idx=775453, baseline_local=-30.0131870880723, delta_i=-0.024281348350086773, dwell_time_s=6e-05, snr=-4.231928579530676),
Event(start_idx=776286, end_idx=776289, baseline_local=-30.013256561011076, delta_i=-0.023243555351352068, dwell_time_s=3e-05, snr=-4.051054528071069),
Event(start_idx=776998, end_idx=777005, baseline_local=-30.013342771679163, delta_i=-0.025448145850922237, dwell_time_s=7e-05, snr=-4.435286466379366),
Event(start_idx=777557, end_idx=777561, baseline_local=-30.01330367475748, delta_i=-0.023807247706827184, dwell_time_s=4e-05, snr=-4.149298898803866),
Event(start_idx=777912, end_idx=777915, baseline_local=-30.01338392868638, delta_i=-0.02339433836217116, dwell_time_s=3e-05, snr=-4.07733407909076),
Event(start_idx=779281, end_idx=779286, baseline_local=-30.01350225880742, delta_i=-0.02412561106375506, dwell_time_s=5e-05, snr=-4.204785561629721),
Event(start_idx=780381, end_idx=780394, baseline_local=-30.013569861650467, delta_i=-0.025599058997963418, dwell_time_s=0.00013, snr=-4.461588698478771),
Event(start_idx=781138, end_idx=781141, baseline_local=-30.01353559891383, delta_i=-0.023161672803022764, dwell_time_s=3e-05, snr=-4.036783446768521),
Event(start_idx=781327, end_idx=781336, baseline_local=-30.013613156974316, delta_i=-0.025993073053844757, dwell_time_s=9e-05, snr=-4.530260310935378),
Event(start_idx=782590, end_idx=782591, baseline_local=-30.013650983572006, delta_i=-0.022963229779634275, dwell_time_s=1e-05, snr=-4.002197364892915),
Event(start_idx=782876, end_idx=782887, baseline_local=-30.013490565121174, delta_i=-0.025611407427525344, dwell_time_s=0.00011, snr=-4.46374087187631),
Event(start_idx=785023, end_idx=785027, baseline_local=-30.013157963752747, delta_i=-0.023251116178244047, dwell_time_s=4e-05, snr=-4.052372283532904),
Event(start_idx=788567, end_idx=788570, baseline_local=-30.012683372944593, delta_i=-0.023545000816739048, dwell_time_s=3e-05, snr=-4.103592618697182),
Event(start_idx=789090, end_idx=789101, baseline_local=-30.012743718922138, delta_i=-0.02522508327555525, dwell_time_s=0.00011, snr=-4.396409511355742),
Event(start_idx=789106, end_idx=789111, baseline_local=-30.012740150094032, delta_i=-0.02299948505406064, dwell_time_s=5e-05, snr=-4.0085161957004765),
Event(start_idx=789875, end_idx=789882, baseline_local=-30.01253536396793, delta_i=-0.025142540293537814, dwell_time_s=7e-05, snr=-4.3820233249050204),
Event(start_idx=791919, end_idx=791920, baseline_local=-30.012213114649057, delta_i=-0.02305315980447631, dwell_time_s=1e-05, snr=-4.017871018464362),
Event(start_idx=792024, end_idx=792035, baseline_local=-30.01222663372755, delta_i=-0.02748838901110999, dwell_time_s=0.00011, snr=-4.7908747646198),
Event(start_idx=792217, end_idx=792220, baseline_local=-30.012222193181515, delta_i=-0.023360180883173598, dwell_time_s=3e-05, snr=-4.0713808672060505),
Event(start_idx=798292, end_idx=798295, baseline_local=-30.012713840852182, delta_i=-0.02356349206820596, dwell_time_s=3e-05, snr=-4.106815407416567),
Event(start_idx=799139, end_idx=799146, baseline_local=-30.01243731752038, delta_i=-0.027195810112711376, dwell_time_s=7e-05, snr=-4.73988200326039),
Event(start_idx=799957, end_idx=799964, baseline_local=-30.012190345674753, delta_i=-0.025641483007348143, dwell_time_s=7e-05, snr=-4.468982660922082),
Event(start_idx=801848, end_idx=801854, baseline_local=-30.01233810558915, delta_i=-0.024663093385394557, dwell_time_s=6e-05, snr=-4.29846185856117),
Event(start_idx=802385, end_idx=802389, baseline_local=-30.012376450002193, delta_i=-0.0236548099819629, dwell_time_s=4e-05, snr=-4.122730952281675),
Event(start_idx=805117, end_idx=805121, baseline_local=-30.012300606817007, delta_i=-0.023456748005855843, dwell_time_s=4e-05, snr=-4.088211282075519),
Event(start_idx=805438, end_idx=805439, baseline_local=-30.012100163847208, delta_i=-0.02287570680346107, dwell_time_s=1e-05, snr=-3.986943229130242),
Event(start_idx=807746, end_idx=807749, baseline_local=-30.011839035898447, delta_i=-0.023871880408781482, dwell_time_s=3e-05, snr=-4.160563552423141),
Event(start_idx=808018, end_idx=808020, baseline_local=-30.011796910315752, delta_i=-0.02356871295523888, dwell_time_s=2e-05, snr=-4.107725341277181),
Event(start_idx=808307, end_idx=808311, baseline_local=-30.011687878519297, delta_i=-0.023263363244950597, dwell_time_s=4e-05, snr=-4.054506790680679),
Event(start_idx=809083, end_idx=809086, baseline_local=-30.011615820229053, delta_i=-0.023537399343998306, dwell_time_s=3e-05, snr=-4.102267779183566),
Event(start_idx=813513, end_idx=813517, baseline_local=-30.012102259323, delta_i=-0.02332720971890012, dwell_time_s=4e-05, snr=-4.065634414810674),
Event(start_idx=818746, end_idx=818754, baseline_local=-30.011598385870457, delta_i=-0.023243311653232013, dwell_time_s=8e-05, snr=-4.051012054604432),
Event(start_idx=819013, end_idx=819016, baseline_local=-30.01160155981779, delta_i=-0.02355930088833702, dwell_time_s=3e-05, snr=-4.106084938349793),
Event(start_idx=821282, end_idx=821286, baseline_local=-30.011763464659452, delta_i=-0.02352189148632533, dwell_time_s=4e-05, snr=-4.099564957859671),
Event(start_idx=822201, end_idx=822213, baseline_local=-30.011802551647026, delta_i=-0.026790361713059003, dwell_time_s=0.00012, snr=-4.669217530872977),
Event(start_idx=823612, end_idx=823618, baseline_local=-30.011719148606062, delta_i=-0.023376879831024173, dwell_time_s=6e-05, snr=-4.074291280319772),
Event(start_idx=823802, end_idx=823803, baseline_local=-30.011706966906786, delta_i=-0.02293436088348244, dwell_time_s=1e-05, snr=-3.9971658853834984),
Event(start_idx=824686, end_idx=824690, baseline_local=-30.01171374693513, delta_i=-0.023932013416697373, dwell_time_s=4e-05, snr=-4.1710439669002675),
Event(start_idx=824784, end_idx=824787, baseline_local=-30.01171374693513, delta_i=-0.023236025573169172, dwell_time_s=3e-05, snr=-4.049742184002268),
Event(start_idx=825888, end_idx=825892, baseline_local=-30.01195841282606, delta_i=-0.023936633095900106, dwell_time_s=4e-05, snr=-4.171849117922543),
Event(start_idx=826371, end_idx=826377, baseline_local=-30.01218903809786, delta_i=-0.02387673236671617, dwell_time_s=6e-05, snr=-4.161409186658704),
Event(start_idx=826557, end_idx=826562, baseline_local=-30.01220152154565, delta_i=-0.023971106140925257, dwell_time_s=5e-05, snr=-4.1778573289313385),
Event(start_idx=827113, end_idx=827114, baseline_local=-30.012235336005688, delta_i=-0.02281757738910528, dwell_time_s=1e-05, snr=-3.976812015394627),
Event(start_idx=827527, end_idx=827529, baseline_local=-30.012245658785105, delta_i=-0.02313566177372195, dwell_time_s=2e-05, snr=-4.03225005691331),
Event(start_idx=828139, end_idx=828150, baseline_local=-30.012222733348608, delta_i=-0.02575148675119139, dwell_time_s=0.00011, snr=-4.488154907072241),
Event(start_idx=830522, end_idx=830532, baseline_local=-30.01196551322937, delta_i=-0.02797039496299476, dwell_time_s=0.0001, snr=-4.874882239570332),
Event(start_idx=830551, end_idx=830557, baseline_local=-30.01196551322937, delta_i=-0.025246623549719516, dwell_time_s=6e-05, snr=-4.400163705749414),
Event(start_idx=830569, end_idx=830574, baseline_local=-30.011943620443343, delta_i=-0.023876930789629113, dwell_time_s=5e-05, snr=-4.161443769235587),
Event(start_idx=833539, end_idx=833550, baseline_local=-30.01162525808269, delta_i=-0.02743435378926568, dwell_time_s=0.00011, snr=-4.781457116294542),
Event(start_idx=833826, end_idx=833833, baseline_local=-30.011591318462575, delta_i=-0.024523367551539974, dwell_time_s=7e-05, snr=-4.274109432119999),
Event(start_idx=834114, end_idx=834122, baseline_local=-30.011619929224253, delta_i=-0.02583892568156898, dwell_time_s=8e-05, snr=-4.503394394727266),
Event(start_idx=834398, end_idx=834401, baseline_local=-30.01152577623725, delta_i=-0.023041363517222635, dwell_time_s=3e-05, snr=-4.015815076411993),
Event(start_idx=836914, end_idx=836919, baseline_local=-30.011560175567865, delta_i=-0.02430648924273555, dwell_time_s=5e-05, snr=-4.236310315692164),
Event(start_idx=837143, end_idx=837148, baseline_local=-30.011595974862576, delta_i=-0.024322247553936905, dwell_time_s=5e-05, snr=-4.2390567878639995),
Event(start_idx=837605, end_idx=837611, baseline_local=-30.0116250179708, delta_i=-0.024922215135120496, dwell_time_s=6e-05, snr=-4.343623466657752),
Event(start_idx=838351, end_idx=838352, baseline_local=-30.011706110090017, delta_i=-0.022884105056618864, dwell_time_s=1e-05, snr=-3.9884069372836843),
Event(start_idx=839675, end_idx=839676, baseline_local=-30.011938698589802, delta_i=-0.02279795389404171, dwell_time_s=1e-05, snr=-3.973391891092119),
Event(start_idx=841773, end_idx=841780, baseline_local=-30.012198612093925, delta_i=-0.024220023331119073, dwell_time_s=7e-05, snr=-4.221240412767123),
Event(start_idx=841784, end_idx=841789, baseline_local=-30.012198612093925, delta_i=-0.023454364967619767, dwell_time_s=5e-05, snr=-4.087795948978198),
Event(start_idx=841805, end_idx=841814, baseline_local=-30.012198612093925, delta_i=-0.025261780059433175, dwell_time_s=9e-05, snr=-4.402805291615997),
Event(start_idx=841859, end_idx=841862, baseline_local=-30.012161538004875, delta_i=-0.023417354129075345, dwell_time_s=3e-05, snr=-4.081345433004773),
Event(start_idx=844005, end_idx=844010, baseline_local=-30.01232112944126, delta_i=-0.023692094908619767, dwell_time_s=5e-05, snr=-4.129229238308873),
Event(start_idx=844104, end_idx=844112, baseline_local=-30.012359868735075, delta_i=-0.025293788182466415, dwell_time_s=8e-05, snr=-4.408383898235716),
Event(start_idx=844342, end_idx=844347, baseline_local=-30.01248139888048, delta_i=-0.023721694274718173, dwell_time_s=5e-05, snr=-4.134388029390893),
Event(start_idx=844575, end_idx=844581, baseline_local=-30.01249048858881, delta_i=-0.023968109975309442, dwell_time_s=6e-05, snr=-4.177335135570584),
Event(start_idx=846449, end_idx=846453, baseline_local=-30.012550488114357, delta_i=-0.02384822087401517, dwell_time_s=4e-05, snr=-4.156439998001353),
Event(start_idx=848178, end_idx=848181, baseline_local=-30.01252704610427, delta_i=-0.02340827398196173, dwell_time_s=3e-05, snr=-4.079762879452869),
Event(start_idx=848542, end_idx=848551, baseline_local=-30.01238802820444, delta_i=-0.026419460375210393, dwell_time_s=9e-05, snr=-4.604574169672564),
Event(start_idx=849437, end_idx=849447, baseline_local=-30.012430287897587, delta_i=-0.027663305751502776, dwell_time_s=0.0001, snr=-4.821360516153608),
Event(start_idx=851157, end_idx=851164, baseline_local=-30.01234333962202, delta_i=-0.024786064033053532, dwell_time_s=7e-05, snr=-4.319894070264091),
Event(start_idx=852158, end_idx=852166, baseline_local=-30.012408807873726, delta_i=-0.024407246132682303, dwell_time_s=8e-05, snr=-4.253870953429515),
Event(start_idx=852273, end_idx=852285, baseline_local=-30.012454303291936, delta_i=-0.030328990255611643, dwell_time_s=0.00012, snr=-5.285955244349996),
Event(start_idx=853680, end_idx=853685, baseline_local=-30.012264266610146, delta_i=-0.023621689102037637, dwell_time_s=5e-05, snr=-4.116958406362311),
Event(start_idx=854737, end_idx=854742, baseline_local=-30.01229065656662, delta_i=-0.02390039024503494, dwell_time_s=5e-05, snr=-4.165532452382863),
Event(start_idx=855196, end_idx=855200, baseline_local=-30.01212475821376, delta_i=-0.023675845185834987, dwell_time_s=4e-05, snr=-4.126397119380761),
Event(start_idx=855695, end_idx=855702, baseline_local=-30.012081425637007, delta_i=-0.02439126763381085, dwell_time_s=7e-05, snr=-4.251086105361889),
Event(start_idx=855867, end_idx=855870, baseline_local=-30.01205201819539, delta_i=-0.02375042664183032, dwell_time_s=3e-05, snr=-4.139395713634219),
Event(start_idx=856205, end_idx=856210, baseline_local=-30.012036837637424, delta_i=-0.024239721228877898, dwell_time_s=5e-05, snr=-4.224673504508172),
Event(start_idx=856469, end_idx=856474, baseline_local=-30.011858981102705, delta_i=-0.024385576005443, dwell_time_s=5e-05, snr=-4.25009412730504),
Event(start_idx=856730, end_idx=856733, baseline_local=-30.011896293610334, delta_i=-0.023563088556935934, dwell_time_s=3e-05, snr=-4.106745080561107),
Event(start_idx=863108, end_idx=863116, baseline_local=-30.013055805116892, delta_i=-0.025026297644217266, dwell_time_s=8e-05, snr=-4.361763717294793),
Event(start_idx=871164, end_idx=871169, baseline_local=-30.012555550038815, delta_i=-0.023830950536830642, dwell_time_s=5e-05, snr=-4.153429999031957),
Event(start_idx=872142, end_idx=872150, baseline_local=-30.012527011334896, delta_i=-0.02479258848700283, dwell_time_s=8e-05, snr=-4.321031199172081),
Event(start_idx=873780, end_idx=873781, baseline_local=-30.012712854892015, delta_i=-0.02280698590857355, dwell_time_s=1e-05, snr=-3.9749660557503965),
Event(start_idx=876340, end_idx=876346, baseline_local=-30.013329599052668, delta_i=-0.02373624274756973, dwell_time_s=6e-05, snr=-4.136923642206184),
Event(start_idx=877412, end_idx=877413, baseline_local=-30.01354095339775, delta_i=-0.022810630420281086, dwell_time_s=1e-05, snr=-3.97560124754581),
Event(start_idx=878512, end_idx=878517, baseline_local=-30.01389205083251, delta_i=-0.02440691288356902, dwell_time_s=5e-05, snr=-4.2538128723696715),
Event(start_idx=879328, end_idx=879329, baseline_local=-30.0137647241354, delta_i=-0.02289313077562838, dwell_time_s=1e-05, snr=-3.989980004712909),
Event(start_idx=879944, end_idx=879954, baseline_local=-30.013940386474133, delta_i=-0.02628153806699629, dwell_time_s=0.0001, snr=-4.5805360746923895),
Event(start_idx=882549, end_idx=882553, baseline_local=-30.01373526081443, delta_i=-0.02492292352030745, dwell_time_s=4e-05, snr=-4.343746929139108),
Event(start_idx=882622, end_idx=882632, baseline_local=-30.01372953131795, delta_i=-0.026658977271381445, dwell_time_s=0.0001, snr=-4.646318902443269),
Event(start_idx=883968, end_idx=883973, baseline_local=-30.01368511468172, delta_i=-0.024316254119185032, dwell_time_s=5e-05, snr=-4.238012208813021),
Event(start_idx=884278, end_idx=884281, baseline_local=-30.013551119714975, delta_i=-0.023138380449078493, dwell_time_s=3e-05, snr=-4.032723887269595),
Event(start_idx=884520, end_idx=884522, baseline_local=-30.013548597693443, delta_i=-0.023182340828952874, dwell_time_s=2e-05, snr=-4.040385619446703),
Event(start_idx=886306, end_idx=886312, baseline_local=-30.01289018491904, delta_i=-0.02458207751563653, dwell_time_s=6e-05, snr=-4.28434182825308),
Event(start_idx=889381, end_idx=889389, baseline_local=-30.012693881988525, delta_i=-0.02506338055127344, dwell_time_s=8e-05, snr=-4.368226793888418),
Event(start_idx=889713, end_idx=889716, baseline_local=-30.012683529406786, delta_i=-0.023353984781351755, dwell_time_s=3e-05, snr=-4.070300965875883),
Event(start_idx=890151, end_idx=890152, baseline_local=-30.012705497443676, delta_i=-0.022953200630581705, dwell_time_s=1e-05, snr=-4.000449412436073),
Event(start_idx=890608, end_idx=890611, baseline_local=-30.01266724988818, delta_i=-0.02328046215613237, dwell_time_s=3e-05, snr=-4.057486912289483),
Event(start_idx=890852, end_idx=890855, baseline_local=-30.01264652237296, delta_i=-0.023357187249530398, dwell_time_s=3e-05, snr=-4.070859115135752),
Event(start_idx=890964, end_idx=890972, baseline_local=-30.012611258774996, delta_i=-0.02666806934075794, dwell_time_s=8e-05, snr=-4.6479035338931665),
Event(start_idx=892887, end_idx=892892, baseline_local=-30.012782588601112, delta_i=-0.02459415168614214, dwell_time_s=5e-05, snr=-4.286446201803515),
Event(start_idx=895952, end_idx=895954, baseline_local=-30.01295445114374, delta_i=-0.02305117634432463, dwell_time_s=2e-05, snr=-4.017525326718532),
Event(start_idx=897715, end_idx=897718, baseline_local=-30.012793365865946, delta_i=-0.023129986214977787, dwell_time_s=3e-05, snr=-4.031260879586419),
Event(start_idx=899660, end_idx=899664, baseline_local=-30.012545317411423, delta_i=-0.024100934563193732, dwell_time_s=4e-05, snr=-4.200484763071806),
Event(start_idx=900481, end_idx=900483, baseline_local=-30.012345977127552, delta_i=-0.023093943925232452, dwell_time_s=2e-05, snr=-4.024979169285745),
Event(start_idx=901320, end_idx=901323, baseline_local=-30.012276902794838, delta_i=-0.023287531207946206, dwell_time_s=3e-05, snr=-4.05871895764256),
Event(start_idx=904219, end_idx=904220, baseline_local=-30.012452948838472, delta_i=-0.023015517083877057, dwell_time_s=1e-05, snr=-4.011310373527414),
Event(start_idx=906334, end_idx=906338, baseline_local=-30.012203115969896, delta_i=-0.02331535890402847, dwell_time_s=4e-05, snr=-4.063568969291629),
Event(start_idx=915502, end_idx=915504, baseline_local=-30.011791571974754, delta_i=-0.023218098391225794, dwell_time_s=2e-05, snr=-4.0466177053891865),
Event(start_idx=919024, end_idx=919031, baseline_local=-30.011447444558144, delta_i=-0.026118258192322434, dwell_time_s=7e-05, snr=-4.5520784800756555),
Event(start_idx=920745, end_idx=920751, baseline_local=-30.011514987796545, delta_i=-0.025196170214106434, dwell_time_s=6e-05, snr=-4.391370334399717),
Event(start_idx=922170, end_idx=922176, baseline_local=-30.011409946406882, delta_i=-0.023710088539398082, dwell_time_s=6e-05, snr=-4.132365298104333),
Event(start_idx=923327, end_idx=923330, baseline_local=-30.011584193756182, delta_i=-0.023717726880325547, dwell_time_s=3e-05, snr=-4.133696563271534),
Event(start_idx=923732, end_idx=923734, baseline_local=-30.01159853115678, delta_i=-0.023404267058594996, dwell_time_s=2e-05, snr=-4.079064523938703),
Event(start_idx=923763, end_idx=923767, baseline_local=-30.011633000336587, delta_i=-0.023758833692454573, dwell_time_s=4e-05, snr=-4.14086095507359),
Event(start_idx=927496, end_idx=927499, baseline_local=-30.012105453759432, delta_i=-0.02321208689136256, dwell_time_s=3e-05, snr=-4.045569977820262),
Event(start_idx=930118, end_idx=930125, baseline_local=-30.012071646749973, delta_i=-0.023812349084697156, dwell_time_s=7e-05, snr=-4.150188003745307),
Event(start_idx=935727, end_idx=935733, baseline_local=-30.01169593570133, delta_i=-0.026644483971116035, dwell_time_s=6e-05, snr=-4.64379290550436),
Event(start_idx=939297, end_idx=939300, baseline_local=-30.011991012841463, delta_i=-0.02341666517744064, dwell_time_s=3e-05, snr=-4.081225357543115),
Event(start_idx=939907, end_idx=939912, baseline_local=-30.01197825744748, delta_i=-0.024194681331755417, dwell_time_s=5e-05, snr=-4.216823626276387),
Event(start_idx=940048, end_idx=940052, baseline_local=-30.01197825744748, delta_i=-0.023405515640433805, dwell_time_s=4e-05, snr=-4.079282135790045),
Event(start_idx=940378, end_idx=940382, baseline_local=-30.01202662847936, delta_i=-0.023930991377483224, dwell_time_s=4e-05, snr=-4.170865838532048),
Event(start_idx=942986, end_idx=942991, baseline_local=-30.012339621782303, delta_i=-0.02489947316735197, dwell_time_s=5e-05, snr=-4.339659832432553),
Event(start_idx=944349, end_idx=944351, baseline_local=-30.01218719035387, delta_i=-0.023027078099403298, dwell_time_s=2e-05, snr=-4.01332531072565),
Event(start_idx=944622, end_idx=944624, baseline_local=-30.012154940515757, delta_i=-0.023165664150837983, dwell_time_s=2e-05, snr=-4.037479087663192),
Event(start_idx=945287, end_idx=945292, baseline_local=-30.01219094917178, delta_i=-0.024888584275140603, dwell_time_s=5e-05, snr=-4.33776203773498),
Event(start_idx=946050, end_idx=946053, baseline_local=-30.012187015265226, delta_i=-0.023079383508653944, dwell_time_s=3e-05, snr=-4.022441474831547),
Event(start_idx=946951, end_idx=946957, baseline_local=-30.011977769434452, delta_i=-0.02491913276859729, dwell_time_s=6e-05, snr=-4.343086249580921),
Event(start_idx=947217, end_idx=947220, baseline_local=-30.011892307549715, delta_i=-0.023339674601023336, dwell_time_s=3e-05, snr=-4.067806884400796),
Event(start_idx=950842, end_idx=950851, baseline_local=-30.01195004954934, delta_i=-0.026982341615015077, dwell_time_s=9e-05, snr=-4.7026771733141475),
Event(start_idx=951451, end_idx=951457, baseline_local=-30.0119631588459, delta_i=-0.024618214495300588, dwell_time_s=6e-05, snr=-4.290640041795974),
Event(start_idx=951751, end_idx=951755, baseline_local=-30.012049160897732, delta_i=-0.023693253961255323, dwell_time_s=4e-05, snr=-4.129431246364722),
Event(start_idx=952748, end_idx=952750, baseline_local=-30.011893909424543, delta_i=-0.023281308847799664, dwell_time_s=2e-05, snr=-4.05763447982211),
Event(start_idx=956237, end_idx=956240, baseline_local=-30.01183047766487, delta_i=-0.023305865812896325, dwell_time_s=3e-05, snr=-4.061914444876799),
Event(start_idx=956863, end_idx=956864, baseline_local=-30.011961232870817, delta_i=-0.022923797024304804, dwell_time_s=1e-05, snr=-3.995324739788146),
Event(start_idx=957438, end_idx=957446, baseline_local=-30.012204736471176, delta_i=-0.03011922483165108, dwell_time_s=8e-05, snr=-5.249395812811965),
Event(start_idx=957978, end_idx=957982, baseline_local=-30.012109894305468, delta_i=-0.023957559285690877, dwell_time_s=4e-05, snr=-4.175496285261005),
Event(start_idx=958242, end_idx=958248, baseline_local=-30.012217361479998, delta_i=-0.025105839439068706, dwell_time_s=6e-05, snr=-4.375626835192765),
Event(start_idx=960020, end_idx=960027, baseline_local=-30.012366861104965, delta_i=-0.026846357795745592, dwell_time_s=7e-05, snr=-4.67897693217337),
Event(start_idx=960895, end_idx=960901, baseline_local=-30.012543380260468, delta_i=-0.025090740118988226, dwell_time_s=6e-05, snr=-4.372995216748073),
Event(start_idx=961800, end_idx=961806, baseline_local=-30.012380499392748, delta_i=-0.023791800125006073, dwell_time_s=6e-05, snr=-4.146606582790321),
Event(start_idx=963363, end_idx=963370, baseline_local=-30.01255765929818, delta_i=-0.025112392097850846, dwell_time_s=7e-05, snr=-4.37676887984252),
Event(start_idx=963441, end_idx=963443, baseline_local=-30.0125040858984, delta_i=-0.023225392668791756, dwell_time_s=2e-05, snr=-4.047889004711339),
Event(start_idx=963656, end_idx=963658, baseline_local=-30.012632340192795, delta_i=-0.02297498901225481, dwell_time_s=2e-05, snr=-4.004246848796472),
Event(start_idx=964153, end_idx=964159, baseline_local=-30.01267223060131, delta_i=-0.024474735745267633, dwell_time_s=6e-05, snr=-4.265633530046077),
Event(start_idx=964995, end_idx=965000, baseline_local=-30.012863997370005, delta_i=-0.023934804133205034, dwell_time_s=5e-05, snr=-4.171530353108144),
Event(start_idx=967185, end_idx=967192, baseline_local=-30.013134532208955, delta_i=-0.025295160422112013, dwell_time_s=7e-05, snr=-4.408623062061811),
Event(start_idx=967578, end_idx=967586, baseline_local=-30.012867737561464, delta_i=-0.024905334013055835, dwell_time_s=8e-05, snr=-4.340681302907619),
Event(start_idx=967776, end_idx=967787, baseline_local=-30.012985581024125, delta_i=-0.029968582537218357, dwell_time_s=0.00011, snr=-5.223140786859354),
Event(start_idx=969052, end_idx=969053, baseline_local=-30.013130571693182, delta_i=-0.02299405772191676, dwell_time_s=1e-05, snr=-4.007570281096429),
Event(start_idx=970685, end_idx=970687, baseline_local=-30.0130802039057, delta_i=-0.022991939345047285, dwell_time_s=2e-05, snr=-4.0072010750916025),
Event(start_idx=970707, end_idx=970715, baseline_local=-30.013094145804644, delta_i=-0.02424722129114798, dwell_time_s=8e-05, snr=-4.225980669473289),
Event(start_idx=971192, end_idx=971195, baseline_local=-30.01314763724804, delta_i=-0.023135854158984632, dwell_time_s=3e-05, snr=-4.032283587204943),
Event(start_idx=971568, end_idx=971572, baseline_local=-30.01314638182521, delta_i=-0.024456810248466354, dwell_time_s=4e-05, snr=-4.262509345131718),
Event(start_idx=972140, end_idx=972150, baseline_local=-30.01294081285596, delta_i=-0.02459432857021966, dwell_time_s=0.0001, snr=-4.286477030436757),
Event(start_idx=972815, end_idx=972817, baseline_local=-30.013094145804644, delta_i=-0.02286779640644454, dwell_time_s=2e-05, snr=-3.9855645480649637),
Event(start_idx=973634, end_idx=973639, baseline_local=-30.013183783739805, delta_i=-0.023746957457660756, dwell_time_s=5e-05, snr=-4.138791079187105),
Event(start_idx=974040, end_idx=974045, baseline_local=-30.013263784348965, delta_i=-0.024365178139851194, dwell_time_s=5e-05, snr=-4.246539040119815),
Event(start_idx=974878, end_idx=974883, baseline_local=-30.01320472955704, delta_i=-0.02414131837813329, dwell_time_s=5e-05, snr=-4.207523145707282),
Event(start_idx=977475, end_idx=977480, baseline_local=-30.01332417950034, delta_i=-0.024271868896357775, dwell_time_s=5e-05, snr=-4.23027643194086),
Event(start_idx=977791, end_idx=977795, baseline_local=-30.01336651854217, delta_i=-0.02316955094329387, dwell_time_s=4e-05, snr=-4.038156505895476),
Event(start_idx=977936, end_idx=977942, baseline_local=-30.01339975744486, delta_i=-0.024250370119716536, dwell_time_s=6e-05, snr=-4.2265294700349045),
Event(start_idx=977983, end_idx=977988, baseline_local=-30.013422917574644, delta_i=-0.024672475196348388, dwell_time_s=5e-05, snr=-4.3000969882636415),
Event(start_idx=978095, end_idx=978103, baseline_local=-30.013568241149187, delta_i=-0.024767611611309803, dwell_time_s=8e-05, snr=-4.316678049069017),
Event(start_idx=978256, end_idx=978263, baseline_local=-30.013555005192757, delta_i=-0.025450554582675977, dwell_time_s=7e-05, snr=-4.435706277528323),
Event(start_idx=978605, end_idx=978620, baseline_local=-30.013505969196558, delta_i=-0.025858729413084803, dwell_time_s=0.00015, snr=-4.506845931939073),
Event(start_idx=978629, end_idx=978640, baseline_local=-30.013505969196558, delta_i=-0.02778989307915419, dwell_time_s=0.00011, snr=-4.84342306893983),
Event(start_idx=981140, end_idx=981142, baseline_local=-30.013456255197525, delta_i=-0.02305883839744638, dwell_time_s=2e-05, snr=-4.018860724618035),
Event(start_idx=981519, end_idx=981521, baseline_local=-30.01332087442279, delta_i=-0.02315670554935423, dwell_time_s=2e-05, snr=-4.035917717960607),
Event(start_idx=982128, end_idx=982131, baseline_local=-30.013344465444487, delta_i=-0.023180182011856232, dwell_time_s=3e-05, snr=-4.040009365227311),
Event(start_idx=983697, end_idx=983701, baseline_local=-30.013071876950562, delta_i=-0.02332050557333787, dwell_time_s=4e-05, snr=-4.06446596795191),
Event(start_idx=983734, end_idx=983741, baseline_local=-30.01308253141386, delta_i=-0.02560542879928107, dwell_time_s=7e-05, snr=-4.462698873410305),
Event(start_idx=983923, end_idx=983926, baseline_local=-30.013013571500778, delta_i=-0.02306001560949274, dwell_time_s=3e-05, snr=-4.019065897627019),
Event(start_idx=984359, end_idx=984367, baseline_local=-30.012944950722158, delta_i=-0.024483497174060176, dwell_time_s=8e-05, snr=-4.267160535069443),
Event(start_idx=984841, end_idx=984850, baseline_local=-30.01289463415742, delta_i=-0.02705705975828702, dwell_time_s=9e-05, snr=-4.715699590412368),
Event(start_idx=986346, end_idx=986351, baseline_local=-30.013113666325808, delta_i=-0.02430586851460248, dwell_time_s=5e-05, snr=-4.236202130714601),
Event(start_idx=987797, end_idx=987800, baseline_local=-30.012871040652197, delta_i=-0.023194206397420203, dwell_time_s=3e-05, snr=-4.04245363632885),
Event(start_idx=987917, end_idx=987927, baseline_local=-30.01283387467265, delta_i=-0.026120936227471248, dwell_time_s=0.0001, snr=-4.5525452273633205),
Event(start_idx=988811, end_idx=988816, baseline_local=-30.012730371207, delta_i=-0.02385992018444085, dwell_time_s=5e-05, snr=-4.158479038232456),
Event(start_idx=989963, end_idx=989968, baseline_local=-30.01280281916261, delta_i=-0.025901234619595925, dwell_time_s=5e-05, snr=-4.514254046003407),
Event(start_idx=992034, end_idx=992039, baseline_local=-30.012953583151102, delta_i=-0.024788845263537952, dwell_time_s=5e-05, snr=-4.320378803179396),
Event(start_idx=993498, end_idx=993501, baseline_local=-30.013013381510973, delta_i=-0.023314781713149085, dwell_time_s=3e-05, snr=-4.063468372300758),
Event(start_idx=993939, end_idx=993942, baseline_local=-30.013024732470512, delta_i=-0.02308658028565939, dwell_time_s=3e-05, snr=-4.023695781052551),
Event(start_idx=995950, end_idx=995952, baseline_local=-30.012698281556368, delta_i=-0.022842596628834144, dwell_time_s=2e-05, snr=-3.9811725490075114),
Event(start_idx=996550, end_idx=996555, baseline_local=-30.012674871087075, delta_i=-0.02387685794110439, dwell_time_s=5e-05, snr=-4.161431072669099),
Event(start_idx=999507, end_idx=999513, baseline_local=-30.012606863553327, delta_i=-0.02447644353560463, dwell_time_s=6e-05, snr=-4.265931176067656)]}
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import pandas as pd
pd.DataFrame(analysis.simple_events["A8__ch0_sw0"]).head()
import pandas as pd
pd.DataFrame(analysis.simple_events["A8__ch0_sw0"]).head()
Out[11]:
| start_idx | end_idx | baseline_local | delta_i | dwell_time_s | snr | |
|---|---|---|---|---|---|---|
| 0 | 819 | 850 | -152.469011 | -32.650223 | 0.00031 | -0.822399 |
| 1 | 1224 | 1655 | -152.728617 | -93.806247 | 0.00431 | -2.362807 |
| 2 | 3313 | 4446 | -153.003851 | -96.186498 | 0.01133 | -2.422762 |
| 3 | 4478 | 4728 | -153.064916 | -92.265113 | 0.00250 | -2.323989 |
| 4 | 6133 | 6159 | -153.079114 | -47.234821 | 0.00026 | -1.189759 |
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analysis.plot.event_current_simple(sample_id="A8__ch0_sw0", current="denoise", start_event=1, end_event=10)
analysis.plot.event_current_simple(sample_id="A8__ch0_sw0", current="denoise", start_event=1, end_event=10)
Out[12]:
<Axes: title={'center': 'Simple events | A8__ch0_sw0 | denoise | event 1-10'}, xlabel='Time (ms)', ylabel='Current'>
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# final event detection with the tuned parameters for all traces
analysis = analysis.detect_events(detect_method='threshold', # threshold / zscore_threshold / cusum / pelt / hmm
detect_params={'sigma_k': 4.0, 'min_duration_s': 0},
baseline_method='global_quantile',
baseline_params={'q': 0.1},
detect_direction="up",
merge_event=True,
merge_event_params={"merge_gap_ms": 2},
exclude_current=True,
exclude_current_params={"min": None, "max": -10})
# final event detection with the tuned parameters for all traces
analysis = analysis.detect_events(detect_method='threshold', # threshold / zscore_threshold / cusum / pelt / hmm
detect_params={'sigma_k': 4.0, 'min_duration_s': 0},
baseline_method='global_quantile',
baseline_params={'q': 0.1},
detect_direction="up",
merge_event=True,
merge_event_params={"merge_gap_ms": 2},
exclude_current=True,
exclude_current_params={"min": None, "max": -10})
detect_events: 100%|██████████| 4/4 [00:23<00:00, 5.99s/sample, A16__ch1_sw0]
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import pandas as pd
import numpy as np
pd.DataFrame(analysis.events["A8__ch0_sw0"]).head()
import pandas as pd
import numpy as np
pd.DataFrame(analysis.events["A8__ch0_sw0"]).head()
Out[14]:
| start_idx | end_idx | baseline_local | delta_i | dwell_time_s | snr | |
|---|---|---|---|---|---|---|
| 0 | 1229 | 1649 | -153.215207 | -95.834663 | 0.00420 | -0.626467 |
| 1 | 3318 | 4722 | -153.215207 | -94.272725 | 0.01404 | -0.616256 |
| 2 | 6138 | 6152 | -153.215207 | -57.306458 | 0.00014 | -0.374610 |
| 3 | 8388 | 8586 | -153.215207 | -93.868170 | 0.00198 | -0.613612 |
| 4 | 10467 | 10490 | -153.215207 | -69.171143 | 0.00023 | -0.452168 |
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analysis.plot.event_current(sample_id="A8__ch0_sw0", current="denoise", start_event=1, end_event=10)
analysis.plot.event_current(sample_id="A8__ch0_sw0", current="denoise", start_event=1, end_event=10)
Out[15]:
<Axes: title={'center': 'Detected events | A8__ch0_sw0 | denoise | event 1-10'}, xlabel='Time (ms)', ylabel='Current'>
Step 3: Feature extract¶
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# feature extraction (support custom feature functions)
def custom_shape_features(seg):
import numpy as np
return {'p2p': float(np.max(seg) - np.min(seg)), 'energy': float(np.sum(seg**2)), 'duration': float(len(seg))}
feat_df = analysis.extract_features(custom_feature_fns={'custom': custom_shape_features}, max_event_per_sample=1000)
feat_df.head()
# feature extraction (support custom feature functions)
def custom_shape_features(seg):
import numpy as np
return {'p2p': float(np.max(seg) - np.min(seg)), 'energy': float(np.sum(seg**2)), 'duration': float(len(seg))}
feat_df = analysis.extract_features(custom_feature_fns={'custom': custom_shape_features}, max_event_per_sample=1000)
feat_df.head()
extract_features(samples): 100%|██████████| 4/4 [00:06<00:00, 1.58s/sample, A16__ch1_sw0]
Out[16]:
| trace_id | sample_id | channel | sweep | event_id | start_idx | end_idx | start_time_s | end_time_s | duration_s | ... | segment_std | segment_min | segment_max | segment_skew | segment_kurt | peak_factor | custom_p2p | custom_energy | custom_duration | label | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | A8__ch0_sw0 | A8 | 0 | 0 | 0 | 1229 | 1649 | 0.01229 | 0.01648 | 0.00420 | ... | 6.828606 | -105.036903 | -50.997760 | -4.621815 | 26.412061 | 1.817705 | 54.039143 | 1.402446e+06 | 420.0 | A8 |
| 1 | A8__ch0_sw0 | A8 | 0 | 0 | 1 | 3318 | 4722 | 0.03318 | 0.04721 | 0.01404 | ... | 14.829981 | -144.713575 | -50.120984 | -4.572500 | 23.797319 | 2.380961 | 94.592590 | 5.186579e+06 | 1404.0 | A8 |
| 2 | A8__ch0_sw0 | A8 | 0 | 0 | 2 | 6138 | 6152 | 0.06138 | 0.06151 | 0.00014 | ... | 4.635603 | -104.947063 | -90.535516 | -0.535693 | 1.979909 | 1.092963 | 14.411546 | 1.290797e+05 | 14.0 | A8 |
| 3 | A8__ch0_sw0 | A8 | 0 | 0 | 3 | 8388 | 8586 | 0.08388 | 0.08585 | 0.00198 | ... | 10.362797 | -106.205649 | -49.613810 | -2.813885 | 10.878297 | 1.762896 | 56.591839 | 7.186328e+05 | 198.0 | A8 |
| 4 | A8__ch0_sw0 | A8 | 0 | 0 | 4 | 10467 | 10490 | 0.10467 | 0.10489 | 0.00023 | ... | 10.414434 | -104.089899 | -71.659301 | -0.476675 | 1.899303 | 1.229115 | 32.430599 | 1.649529e+05 | 23.0 | A8 |
5 rows × 27 columns
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analysis.pl.plot_2d(data='full',
x = "blockade_ratio",
y = "custom_duration",
value='label',
x_log2 = False,
y_log2 = True,)
analysis.pl.plot_2d(data='full',
x = "blockade_ratio",
y = "custom_duration",
value='label',
x_log2 = False,
y_log2 = True,)
Out[17]:
<Axes: title={'center': '2D feature scatter'}, xlabel='blockade_ratio', ylabel='custom_duration (log2)'>
Step 4: events filter¶
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# eveent filtering based on features, defaultly using GMM with blockade_ratio and custom_duration features
analysis.filter_events(method="blockade_gmm",
parameters={"n_components": 2, "prior_mean": None},
blockage_lim=(0.1, 1.0))
analysis.filtered_df.head()
# eveent filtering based on features, defaultly using GMM with blockade_ratio and custom_duration features
analysis.filter_events(method="blockade_gmm",
parameters={"n_components": 2, "prior_mean": None},
blockage_lim=(0.1, 1.0))
analysis.filtered_df.head()
Out[18]:
| trace_id | sample_id | channel | sweep | event_id | start_idx | end_idx | start_time_s | end_time_s | duration_s | ... | segment_max | segment_skew | segment_kurt | peak_factor | custom_p2p | custom_energy | custom_duration | label | is_noise | quality_tag | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | A8__ch0_sw0 | A8 | 0 | 0 | 0 | 1229 | 1649 | 0.01229 | 0.01648 | 0.00420 | ... | -50.997760 | -4.621815 | 26.412061 | 1.817705 | 54.039143 | 1.402446e+06 | 420.0 | A8 | False | valid |
| 1 | A8__ch0_sw0 | A8 | 0 | 0 | 1 | 3318 | 4722 | 0.03318 | 0.04721 | 0.01404 | ... | -50.120984 | -4.572500 | 23.797319 | 2.380961 | 94.592590 | 5.186579e+06 | 1404.0 | A8 | False | valid |
| 3 | A8__ch0_sw0 | A8 | 0 | 0 | 3 | 8388 | 8586 | 0.08388 | 0.08585 | 0.00198 | ... | -49.613810 | -2.813885 | 10.878297 | 1.762896 | 56.591839 | 7.186328e+05 | 198.0 | A8 | False | valid |
| 6 | A8__ch0_sw0 | A8 | 0 | 0 | 6 | 13373 | 14246 | 0.13373 | 0.14245 | 0.00873 | ... | -41.446233 | -6.028505 | 46.619157 | 2.126152 | 60.797189 | 2.018814e+06 | 873.0 | A8 | False | valid |
| 7 | A8__ch0_sw0 | A8 | 0 | 0 | 7 | 16471 | 16567 | 0.16471 | 0.16566 | 0.00096 | ... | -42.227151 | -1.445777 | 4.626064 | 1.691756 | 62.357612 | 3.668873e+05 | 96.0 | A8 | False | valid |
5 rows × 29 columns
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from collections import Counter as count
count(analysis.filtered_df.sample_id)
from collections import Counter as count
count(analysis.filtered_df.sample_id)
Out[19]:
Counter({'A8': 763, 'A16': 746})
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analysis.pl.plot_2d(data='full',
x = "blockade_ratio",
y = "custom_duration",
value='quality_tag',
x_log2 = False,
y_log2 = True,)
analysis.pl.plot_2d(data='full',
x = "blockade_ratio",
y = "custom_duration",
value='quality_tag',
x_log2 = False,
y_log2 = True,)
Out[20]:
<Axes: title={'center': '2D feature scatter'}, xlabel='blockade_ratio', ylabel='custom_duration (log2)'>
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analysis.pl.plot_2d(data='filtered',
x = "blockade_ratio",
y = "custom_duration",
value='label',
x_log2 = False,
y_log2 = True,
xlim=(0, 1.2),
ylim=(0, 20))
analysis.pl.plot_2d(data='filtered',
x = "blockade_ratio",
y = "custom_duration",
value='label',
x_log2 = False,
y_log2 = True,
xlim=(0, 1.2),
ylim=(0, 20))
Out[21]:
<Axes: title={'center': '2D feature scatter'}, xlabel='blockade_ratio', ylabel='custom_duration (log2)'>
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analysis.pl.plot_3d(data='filtered',
x = "blockade_ratio",
y = "duration_s",
value='label',
x_log2 = False,
y_log2 = True,
xlim=(0, 1.2),
zlim=(0, 10))
analysis.pl.plot_3d(data='filtered',
x = "blockade_ratio",
y = "duration_s",
value='label',
x_log2 = False,
y_log2 = True,
xlim=(0, 1.2),
zlim=(0, 10))
Out[22]:
<Axes3D: title={'center': '3D feature scatter'}, xlabel='blockade_ratio', ylabel='duration_s (log2)', zlabel='segment_std'>
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analysis.pl.box_significance(group_col="label",
value_col="blockade_ratio",
data="filtered",
method="ttest",
width = 4.0,
height = 4.0,)
analysis.pl.box_significance(group_col="label",
value_col="blockade_ratio",
data="filtered",
method="ttest",
width = 4.0,
height = 4.0,)
Out[23]:
<Axes: title={'center': 'blockade_ratio by label'}, xlabel='label', ylabel='blockade_ratio'>
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feature_cols = ["duration_s", "blockade_ratio", "segment_std", "segment_skew", "segment_kurt"]
analysis.do_pca(feature_cols=feature_cols, data="filtered")
#analysis.do_tsne(feature_cols=feature_cols, data="filtered")
#analysis.do_umap(feature_cols=feature_cols, data="filtered") # Requires umap-learn
feature_cols = ["duration_s", "blockade_ratio", "segment_std", "segment_skew", "segment_kurt"]
analysis.do_pca(feature_cols=feature_cols, data="filtered")
#analysis.do_tsne(feature_cols=feature_cols, data="filtered")
#analysis.do_umap(feature_cols=feature_cols, data="filtered") # Requires umap-learn
Out[24]:
| trace_id | sample_id | channel | sweep | event_id | start_idx | end_idx | start_time_s | end_time_s | duration_s | ... | segment_kurt | peak_factor | custom_p2p | custom_energy | custom_duration | label | is_noise | quality_tag | PC1 | PC2 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | A8__ch0_sw0 | A8 | 0 | 0 | 0 | 1229 | 1649 | 0.01229 | 0.01648 | 0.00420 | ... | 26.412061 | 1.817705 | 54.039143 | 1.402446e+06 | 420.0 | A8 | False | valid | 11.819907 | 0.870341 |
| 1 | A8__ch0_sw0 | A8 | 0 | 0 | 1 | 3318 | 4722 | 0.03318 | 0.04721 | 0.01404 | ... | 23.797319 | 2.380961 | 94.592590 | 5.186579e+06 | 1404.0 | A8 | False | valid | 9.427621 | 8.936142 |
| 3 | A8__ch0_sw0 | A8 | 0 | 0 | 3 | 8388 | 8586 | 0.08388 | 0.08585 | 0.00198 | ... | 10.878297 | 1.762896 | 56.591839 | 7.186328e+05 | 198.0 | A8 | False | valid | -3.717316 | 4.805459 |
| 6 | A8__ch0_sw0 | A8 | 0 | 0 | 6 | 13373 | 14246 | 0.13373 | 0.14245 | 0.00873 | ... | 46.619157 | 2.126152 | 60.797189 | 2.018814e+06 | 873.0 | A8 | False | valid | 32.031055 | -0.693856 |
| 7 | A8__ch0_sw0 | A8 | 0 | 0 | 7 | 16471 | 16567 | 0.16471 | 0.16566 | 0.00096 | ... | 4.626064 | 1.691756 | 62.357612 | 3.668873e+05 | 96.0 | A8 | False | valid | -9.962370 | 9.140334 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 2992 | A16__ch0_sw0 | A16 | 0 | 0 | 992 | 6822882 | 6822894 | 68.22882 | 68.22893 | 0.00012 | ... | 1.873570 | 1.024508 | 5.306739 | 2.012380e+05 | 12.0 | A16 | False | valid | -13.139614 | -3.560382 |
| 2993 | A16__ch0_sw0 | A16 | 0 | 0 | 993 | 6826063 | 6826078 | 68.26063 | 68.26077 | 0.00015 | ... | 1.945952 | 1.033402 | 6.940237 | 2.489905e+05 | 15.0 | A16 | False | valid | -13.054624 | -3.143258 |
| 2994 | A16__ch0_sw0 | A16 | 0 | 0 | 994 | 6827058 | 6827068 | 68.27058 | 68.27067 | 0.00010 | ... | 1.881499 | 1.012882 | 2.831142 | 1.746787e+05 | 10.0 | A16 | False | valid | -13.151316 | -4.387303 |
| 2996 | A16__ch0_sw0 | A16 | 0 | 0 | 996 | 6832801 | 6832810 | 68.32801 | 68.32809 | 0.00009 | ... | 1.828414 | 1.005875 | 1.345298 | 1.596210e+05 | 9.0 | A16 | False | valid | -13.217707 | -4.880713 |
| 2997 | A16__ch0_sw0 | A16 | 0 | 0 | 997 | 6839377 | 6839403 | 68.39377 | 68.39402 | 0.00026 | ... | 1.836653 | 1.114646 | 22.995085 | 3.683286e+05 | 26.0 | A16 | False | valid | -13.030934 | 2.135811 |
1509 rows × 31 columns
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analysis.pl.plot_2d(data='filtered',
x = "PC1",
y = "PC2",
value='label',
x_log2 = False,
y_log2 = False)
analysis.pl.plot_2d(data='filtered',
x = "PC1",
y = "PC2",
value='label',
x_log2 = False,
y_log2 = False)
Out[25]:
<Axes: title={'center': '2D feature scatter'}, xlabel='PC1', ylabel='PC2'>
Step 5: model training¶
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# 10 fold cross validation for model selection
feature_cols = ["duration_s", "blockade_ratio", "segment_std", "segment_skew", "segment_kurt"]
best_pkg = analysis.build_best_model(cv=10, scoring='accuracy', feature_cols=feature_cols)
best_pkg['best_model'], best_pkg['scores']
# 10 fold cross validation for model selection
feature_cols = ["duration_s", "blockade_ratio", "segment_std", "segment_skew", "segment_kurt"]
best_pkg = analysis.build_best_model(cv=10, scoring='accuracy', feature_cols=feature_cols)
best_pkg['best_model'], best_pkg['scores']
d:\Software\anaconda3\envs\poremind\lib\site-packages\sklearn\linear_model\_sag.py:348: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge warnings.warn( d:\Software\anaconda3\envs\poremind\lib\site-packages\sklearn\linear_model\_sag.py:348: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge warnings.warn( d:\Software\anaconda3\envs\poremind\lib\site-packages\sklearn\linear_model\_sag.py:348: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge warnings.warn( d:\Software\anaconda3\envs\poremind\lib\site-packages\sklearn\linear_model\_sag.py:348: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge warnings.warn( d:\Software\anaconda3\envs\poremind\lib\site-packages\sklearn\linear_model\_sag.py:348: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge warnings.warn( d:\Software\anaconda3\envs\poremind\lib\site-packages\sklearn\linear_model\_sag.py:348: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge warnings.warn( d:\Software\anaconda3\envs\poremind\lib\site-packages\sklearn\linear_model\_sag.py:348: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge warnings.warn( d:\Software\anaconda3\envs\poremind\lib\site-packages\sklearn\linear_model\_sag.py:348: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge warnings.warn( d:\Software\anaconda3\envs\poremind\lib\site-packages\sklearn\linear_model\_sag.py:348: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge warnings.warn( d:\Software\anaconda3\envs\poremind\lib\site-packages\sklearn\linear_model\_sag.py:348: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge warnings.warn( d:\Software\anaconda3\envs\poremind\lib\site-packages\sklearn\linear_model\_sag.py:348: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge warnings.warn( d:\Software\anaconda3\envs\poremind\lib\site-packages\sklearn\linear_model\_sag.py:348: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge warnings.warn( d:\Software\anaconda3\envs\poremind\lib\site-packages\sklearn\linear_model\_sag.py:348: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge warnings.warn( d:\Software\anaconda3\envs\poremind\lib\site-packages\sklearn\linear_model\_sag.py:348: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge warnings.warn( d:\Software\anaconda3\envs\poremind\lib\site-packages\sklearn\linear_model\_sag.py:348: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge warnings.warn( d:\Software\anaconda3\envs\poremind\lib\site-packages\sklearn\linear_model\_sag.py:348: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge warnings.warn( d:\Software\anaconda3\envs\poremind\lib\site-packages\sklearn\linear_model\_sag.py:348: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge warnings.warn( d:\Software\anaconda3\envs\poremind\lib\site-packages\sklearn\linear_model\_sag.py:348: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge warnings.warn( d:\Software\anaconda3\envs\poremind\lib\site-packages\sklearn\linear_model\_sag.py:348: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge warnings.warn( d:\Software\anaconda3\envs\poremind\lib\site-packages\sklearn\linear_model\_sag.py:348: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge warnings.warn( d:\Software\anaconda3\envs\poremind\lib\site-packages\sklearn\linear_model\_sag.py:348: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge warnings.warn( d:\Software\anaconda3\envs\poremind\lib\site-packages\sklearn\linear_model\_sag.py:348: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge warnings.warn(
Out[26]:
('Random Forest',
{'Random Forest': 1.0,
'Logistic Regression': 0.9973492379058979,
'SVM': 0.9933730947647449,
'Neural Network': 1.0,
'Elastic Net': 0.9966865473823724,
'Lasso': 0.9966865473823724,
'Decision Tree': 1.0,
'LDA': 1.0,
'AdaBoost': 1.0,
'Naive Bayes': 1.0})
In [27]:
Copied!
# confusion matrix for the best model on the test set
analysis.pl.model_cm(model_name=best_pkg['best_model'], split='test')
# confusion matrix for the best model on the test set
analysis.pl.model_cm(model_name=best_pkg['best_model'], split='test')
Out[27]:
<Axes: title={'center': 'Random Forest'}, xlabel='Predicted', ylabel='True'>
In [28]:
Copied!
# plot the model metric for different models on the test set
analysis.pl.model_metric_bar(metric='accuracy', split='test')
# plot the model metric for different models on the test set
analysis.pl.model_metric_bar(metric='accuracy', split='test')
Out[28]:
<Axes: title={'center': 'Model comparison | test_accuracy_weighted'}, ylabel='test_accuracy_weighted'>
In [29]:
Copied!
analysis.model_cv_results.keys()
analysis.model_cv_results.keys()
Out[29]:
dict_keys(['Random Forest', 'Logistic Regression', 'SVM', 'Neural Network', 'Elastic Net', 'Lasso', 'Decision Tree', 'LDA', 'AdaBoost', 'Naive Bayes'])
In [30]:
Copied!
best_pkg.keys()
best_pkg.keys()
Out[30]:
dict_keys(['model', 'feature_cols', 'label_col', 'scores', 'best_model', 'models', 'cv_results', 'all_samples_feature_pred', 'preprocess_state', 'detect_state', 'feature_state'])
In [31]:
Copied!
best_pkg["cv_results"]
best_pkg["cv_results"]
Out[31]:
{'Random Forest': {'folds': [{'fold': 1,
'train_n': 1358,
'test_n': 151,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[672, 0],
[ 0, 686]]),
'test_cm': array([[74, 0],
[ 0, 77]]),
'fit_error': None},
{'fold': 2,
'train_n': 1358,
'test_n': 151,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[672, 0],
[ 0, 686]]),
'test_cm': array([[74, 0],
[ 0, 77]]),
'fit_error': None},
{'fold': 3,
'train_n': 1358,
'test_n': 151,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[672, 0],
[ 0, 686]]),
'test_cm': array([[74, 0],
[ 0, 77]]),
'fit_error': None},
{'fold': 4,
'train_n': 1358,
'test_n': 151,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[671, 0],
[ 0, 687]]),
'test_cm': array([[75, 0],
[ 0, 76]]),
'fit_error': None},
{'fold': 5,
'train_n': 1358,
'test_n': 151,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[671, 0],
[ 0, 687]]),
'test_cm': array([[75, 0],
[ 0, 76]]),
'fit_error': None},
{'fold': 6,
'train_n': 1358,
'test_n': 151,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[671, 0],
[ 0, 687]]),
'test_cm': array([[75, 0],
[ 0, 76]]),
'fit_error': None},
{'fold': 7,
'train_n': 1358,
'test_n': 151,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[671, 0],
[ 0, 687]]),
'test_cm': array([[75, 0],
[ 0, 76]]),
'fit_error': None},
{'fold': 8,
'train_n': 1358,
'test_n': 151,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[671, 0],
[ 0, 687]]),
'test_cm': array([[75, 0],
[ 0, 76]]),
'fit_error': None},
{'fold': 9,
'train_n': 1358,
'test_n': 151,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[671, 0],
[ 0, 687]]),
'test_cm': array([[75, 0],
[ 0, 76]]),
'fit_error': None},
{'fold': 10,
'train_n': 1359,
'test_n': 150,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[672, 0],
[ 0, 687]]),
'test_cm': array([[74, 0],
[ 0, 76]]),
'fit_error': None}],
'aggregate': {'train_n_total': 13581,
'test_n_total': 1509,
'train_f1_weighted': 1.0,
'train_accuracy_weighted': 1.0,
'train_recall_weighted': 1.0,
'test_f1_weighted': 1.0,
'test_accuracy_weighted': 1.0,
'test_recall_weighted': 1.0,
'average_mode': 'binary'},
'labels': ['A16', 'A8']},
'Logistic Regression': {'folds': [{'fold': 1,
'train_n': 1358,
'test_n': 151,
'train_f1': 0.9978181818181818,
'train_accuracy': 0.9977908689248896,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[669, 3],
[ 0, 686]]),
'test_cm': array([[74, 0],
[ 0, 77]]),
'fit_error': None},
{'fold': 2,
'train_n': 1358,
'test_n': 151,
'train_f1': 0.9985443959243085,
'train_accuracy': 0.9985272459499264,
'train_recall': 1.0,
'test_f1': 0.9871794871794872,
'test_accuracy': 0.9867549668874173,
'test_recall': 1.0,
'train_cm': array([[670, 2],
[ 0, 686]]),
'test_cm': array([[72, 2],
[ 0, 77]]),
'fit_error': None},
{'fold': 3,
'train_n': 1358,
'test_n': 151,
'train_f1': 0.9978181818181818,
'train_accuracy': 0.9977908689248896,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[669, 3],
[ 0, 686]]),
'test_cm': array([[74, 0],
[ 0, 77]]),
'fit_error': None},
{'fold': 4,
'train_n': 1358,
'test_n': 151,
'train_f1': 0.9978213507625272,
'train_accuracy': 0.9977908689248896,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[668, 3],
[ 0, 687]]),
'test_cm': array([[75, 0],
[ 0, 76]]),
'fit_error': None},
{'fold': 5,
'train_n': 1358,
'test_n': 151,
'train_f1': 0.9978213507625272,
'train_accuracy': 0.9977908689248896,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[668, 3],
[ 0, 687]]),
'test_cm': array([[75, 0],
[ 0, 76]]),
'fit_error': None},
{'fold': 6,
'train_n': 1358,
'test_n': 151,
'train_f1': 0.9978213507625272,
'train_accuracy': 0.9977908689248896,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[668, 3],
[ 0, 687]]),
'test_cm': array([[75, 0],
[ 0, 76]]),
'fit_error': None},
{'fold': 7,
'train_n': 1358,
'test_n': 151,
'train_f1': 0.9978213507625272,
'train_accuracy': 0.9977908689248896,
'train_recall': 1.0,
'test_f1': 0.9934640522875817,
'test_accuracy': 0.9933774834437086,
'test_recall': 1.0,
'train_cm': array([[668, 3],
[ 0, 687]]),
'test_cm': array([[74, 1],
[ 0, 76]]),
'fit_error': None},
{'fold': 8,
'train_n': 1358,
'test_n': 151,
'train_f1': 0.998546511627907,
'train_accuracy': 0.9985272459499264,
'train_recall': 1.0,
'test_f1': 0.9934640522875817,
'test_accuracy': 0.9933774834437086,
'test_recall': 1.0,
'train_cm': array([[669, 2],
[ 0, 687]]),
'test_cm': array([[74, 1],
[ 0, 76]]),
'fit_error': None},
{'fold': 9,
'train_n': 1358,
'test_n': 151,
'train_f1': 0.9978213507625272,
'train_accuracy': 0.9977908689248896,
'train_recall': 1.0,
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'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[668, 3],
[ 0, 687]]),
'test_cm': array([[75, 0],
[ 0, 76]]),
'fit_error': None},
{'fold': 10,
'train_n': 1359,
'test_n': 150,
'train_f1': 0.9978213507625272,
'train_accuracy': 0.9977924944812362,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[669, 3],
[ 0, 687]]),
'test_cm': array([[74, 0],
[ 0, 76]]),
'fit_error': None}],
'aggregate': {'train_n_total': 13581,
'test_n_total': 1509,
'train_f1_weighted': 0.9979655269595705,
'train_accuracy_weighted': 0.9979382961490317,
'train_recall_weighted': 1.0,
'test_f1_weighted': 0.9974090433101076,
'test_accuracy_weighted': 0.9973492379058979,
'test_recall_weighted': 1.0,
'average_mode': 'binary'},
'labels': ['A16', 'A8']},
'SVM': {'folds': [{'fold': 1,
'train_n': 1358,
'test_n': 151,
'train_f1': 0.9942028985507246,
'train_accuracy': 0.9941089837997055,
'train_recall': 1.0,
'test_f1': 0.9935483870967742,
'test_accuracy': 0.9933774834437086,
'test_recall': 1.0,
'train_cm': array([[664, 8],
[ 0, 686]]),
'test_cm': array([[73, 1],
[ 0, 77]]),
'fit_error': None},
{'fold': 2,
'train_n': 1358,
'test_n': 151,
'train_f1': 0.9942028985507246,
'train_accuracy': 0.9941089837997055,
'train_recall': 1.0,
'test_f1': 0.9871794871794872,
'test_accuracy': 0.9867549668874173,
'test_recall': 1.0,
'train_cm': array([[664, 8],
[ 0, 686]]),
'test_cm': array([[72, 2],
[ 0, 77]]),
'fit_error': None},
{'fold': 3,
'train_n': 1358,
'test_n': 151,
'train_f1': 0.9942028985507246,
'train_accuracy': 0.9941089837997055,
'train_recall': 1.0,
'test_f1': 0.9935483870967742,
'test_accuracy': 0.9933774834437086,
'test_recall': 1.0,
'train_cm': array([[664, 8],
[ 0, 686]]),
'test_cm': array([[73, 1],
[ 0, 77]]),
'fit_error': None},
{'fold': 4,
'train_n': 1358,
'test_n': 151,
'train_f1': 0.9942112879884226,
'train_accuracy': 0.9941089837997055,
'train_recall': 1.0,
'test_f1': 0.9934640522875817,
'test_accuracy': 0.9933774834437086,
'test_recall': 1.0,
'train_cm': array([[663, 8],
[ 0, 687]]),
'test_cm': array([[74, 1],
[ 0, 76]]),
'fit_error': None},
{'fold': 5,
'train_n': 1358,
'test_n': 151,
'train_f1': 0.9934924078091106,
'train_accuracy': 0.9933726067746687,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[662, 9],
[ 0, 687]]),
'test_cm': array([[75, 0],
[ 0, 76]]),
'fit_error': None},
{'fold': 6,
'train_n': 1358,
'test_n': 151,
'train_f1': 0.9934924078091106,
'train_accuracy': 0.9933726067746687,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[662, 9],
[ 0, 687]]),
'test_cm': array([[75, 0],
[ 0, 76]]),
'fit_error': None},
{'fold': 7,
'train_n': 1358,
'test_n': 151,
'train_f1': 0.9956521739130435,
'train_accuracy': 0.9955817378497791,
'train_recall': 1.0,
'test_f1': 0.9743589743589743,
'test_accuracy': 0.9735099337748344,
'test_recall': 1.0,
'train_cm': array([[665, 6],
[ 0, 687]]),
'test_cm': array([[71, 4],
[ 0, 76]]),
'fit_error': None},
{'fold': 8,
'train_n': 1358,
'test_n': 151,
'train_f1': 0.9942112879884226,
'train_accuracy': 0.9941089837997055,
'train_recall': 1.0,
'test_f1': 0.9934640522875817,
'test_accuracy': 0.9933774834437086,
'test_recall': 1.0,
'train_cm': array([[663, 8],
[ 0, 687]]),
'test_cm': array([[74, 1],
[ 0, 76]]),
'fit_error': None},
{'fold': 9,
'train_n': 1358,
'test_n': 151,
'train_f1': 0.9934924078091106,
'train_accuracy': 0.9933726067746687,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[662, 9],
[ 0, 687]]),
'test_cm': array([[75, 0],
[ 0, 76]]),
'fit_error': None},
{'fold': 10,
'train_n': 1359,
'test_n': 150,
'train_f1': 0.9934924078091106,
'train_accuracy': 0.9933774834437086,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[663, 9],
[ 0, 687]]),
'test_cm': array([[74, 0],
[ 0, 76]]),
'fit_error': None}],
'aggregate': {'train_n_total': 13581,
'test_n_total': 1509,
'train_f1_weighted': 0.9940652654939269,
'train_accuracy_weighted': 0.9939621530078786,
'train_recall_weighted': 1.0,
'test_f1_weighted': 0.9935520638743427,
'test_accuracy_weighted': 0.9933730947647449,
'test_recall_weighted': 1.0,
'average_mode': 'binary'},
'labels': ['A16', 'A8']},
'Neural Network': {'folds': [{'fold': 1,
'train_n': 1358,
'test_n': 151,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[672, 0],
[ 0, 686]]),
'test_cm': array([[74, 0],
[ 0, 77]]),
'fit_error': None},
{'fold': 2,
'train_n': 1358,
'test_n': 151,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[672, 0],
[ 0, 686]]),
'test_cm': array([[74, 0],
[ 0, 77]]),
'fit_error': None},
{'fold': 3,
'train_n': 1358,
'test_n': 151,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[672, 0],
[ 0, 686]]),
'test_cm': array([[74, 0],
[ 0, 77]]),
'fit_error': None},
{'fold': 4,
'train_n': 1358,
'test_n': 151,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[671, 0],
[ 0, 687]]),
'test_cm': array([[75, 0],
[ 0, 76]]),
'fit_error': None},
{'fold': 5,
'train_n': 1358,
'test_n': 151,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[671, 0],
[ 0, 687]]),
'test_cm': array([[75, 0],
[ 0, 76]]),
'fit_error': None},
{'fold': 6,
'train_n': 1358,
'test_n': 151,
'train_f1': 1.0,
'train_accuracy': 1.0,
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'fit_error': None},
{'fold': 3,
'train_n': 1358,
'test_n': 151,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[672, 0],
[ 0, 686]]),
'test_cm': array([[74, 0],
[ 0, 77]]),
'fit_error': None},
{'fold': 4,
'train_n': 1358,
'test_n': 151,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[671, 0],
[ 0, 687]]),
'test_cm': array([[75, 0],
[ 0, 76]]),
'fit_error': None},
{'fold': 5,
'train_n': 1358,
'test_n': 151,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[671, 0],
[ 0, 687]]),
'test_cm': array([[75, 0],
[ 0, 76]]),
'fit_error': None},
{'fold': 6,
'train_n': 1358,
'test_n': 151,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[671, 0],
[ 0, 687]]),
'test_cm': array([[75, 0],
[ 0, 76]]),
'fit_error': None},
{'fold': 7,
'train_n': 1358,
'test_n': 151,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[671, 0],
[ 0, 687]]),
'test_cm': array([[75, 0],
[ 0, 76]]),
'fit_error': None},
{'fold': 8,
'train_n': 1358,
'test_n': 151,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[671, 0],
[ 0, 687]]),
'test_cm': array([[75, 0],
[ 0, 76]]),
'fit_error': None},
{'fold': 9,
'train_n': 1358,
'test_n': 151,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[671, 0],
[ 0, 687]]),
'test_cm': array([[75, 0],
[ 0, 76]]),
'fit_error': None},
{'fold': 10,
'train_n': 1359,
'test_n': 150,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[672, 0],
[ 0, 687]]),
'test_cm': array([[74, 0],
[ 0, 76]]),
'fit_error': None}],
'aggregate': {'train_n_total': 13581,
'test_n_total': 1509,
'train_f1_weighted': 1.0,
'train_accuracy_weighted': 1.0,
'train_recall_weighted': 1.0,
'test_f1_weighted': 1.0,
'test_accuracy_weighted': 1.0,
'test_recall_weighted': 1.0,
'average_mode': 'binary'},
'labels': ['A16', 'A8']},
'Naive Bayes': {'folds': [{'fold': 1,
'train_n': 1358,
'test_n': 151,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[672, 0],
[ 0, 686]]),
'test_cm': array([[74, 0],
[ 0, 77]]),
'fit_error': None},
{'fold': 2,
'train_n': 1358,
'test_n': 151,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[672, 0],
[ 0, 686]]),
'test_cm': array([[74, 0],
[ 0, 77]]),
'fit_error': None},
{'fold': 3,
'train_n': 1358,
'test_n': 151,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[672, 0],
[ 0, 686]]),
'test_cm': array([[74, 0],
[ 0, 77]]),
'fit_error': None},
{'fold': 4,
'train_n': 1358,
'test_n': 151,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[671, 0],
[ 0, 687]]),
'test_cm': array([[75, 0],
[ 0, 76]]),
'fit_error': None},
{'fold': 5,
'train_n': 1358,
'test_n': 151,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[671, 0],
[ 0, 687]]),
'test_cm': array([[75, 0],
[ 0, 76]]),
'fit_error': None},
{'fold': 6,
'train_n': 1358,
'test_n': 151,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[671, 0],
[ 0, 687]]),
'test_cm': array([[75, 0],
[ 0, 76]]),
'fit_error': None},
{'fold': 7,
'train_n': 1358,
'test_n': 151,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[671, 0],
[ 0, 687]]),
'test_cm': array([[75, 0],
[ 0, 76]]),
'fit_error': None},
{'fold': 8,
'train_n': 1358,
'test_n': 151,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[671, 0],
[ 0, 687]]),
'test_cm': array([[75, 0],
[ 0, 76]]),
'fit_error': None},
{'fold': 9,
'train_n': 1358,
'test_n': 151,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[671, 0],
[ 0, 687]]),
'test_cm': array([[75, 0],
[ 0, 76]]),
'fit_error': None},
{'fold': 10,
'train_n': 1359,
'test_n': 150,
'train_f1': 1.0,
'train_accuracy': 1.0,
'train_recall': 1.0,
'test_f1': 1.0,
'test_accuracy': 1.0,
'test_recall': 1.0,
'train_cm': array([[672, 0],
[ 0, 687]]),
'test_cm': array([[74, 0],
[ 0, 76]]),
'fit_error': None}],
'aggregate': {'train_n_total': 13581,
'test_n_total': 1509,
'train_f1_weighted': 1.0,
'train_accuracy_weighted': 1.0,
'train_recall_weighted': 1.0,
'test_f1_weighted': 1.0,
'test_accuracy_weighted': 1.0,
'test_recall_weighted': 1.0,
'average_mode': 'binary'},
'labels': ['A16', 'A8']}}
In [32]:
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best_pkg["feature_cols"]
best_pkg["feature_cols"]
Out[32]:
['duration_s', 'blockade_ratio', 'segment_std', 'segment_skew', 'segment_kurt']
In [33]:
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best_pkg["all_samples_feature_pred"]
best_pkg["all_samples_feature_pred"]
Out[33]:
| trace_id | sample_id | label | duration_s | blockade_ratio | segment_std | segment_skew | segment_kurt | best_model_pred | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | A8__ch0_sw0 | A8 | A8 | 0.00420 | 0.625491 | 6.828606 | -4.621815 | 26.412061 | A8 |
| 1 | A8__ch0_sw0 | A8 | A8 | 0.01404 | 0.615296 | 14.829981 | -4.572500 | 23.797319 | A8 |
| 2 | A8__ch0_sw0 | A8 | A8 | 0.00014 | 0.374026 | 4.635603 | -0.535693 | 1.979909 | A16 |
| 3 | A8__ch0_sw0 | A8 | A8 | 0.00198 | 0.612656 | 10.362797 | -2.813885 | 10.878297 | A8 |
| 4 | A8__ch0_sw0 | A8 | A8 | 0.00023 | 0.451464 | 10.414434 | -0.476675 | 1.899303 | A8 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 3995 | A16__ch1_sw0 | A16 | A16 | 0.00007 | 0.000831 | 0.000855 | -0.389151 | 1.620216 | A16 |
| 3996 | A16__ch1_sw0 | A16 | A16 | 0.00005 | 0.000811 | 0.000572 | -0.267082 | 1.280141 | A16 |
| 3997 | A16__ch1_sw0 | A16 | A16 | 0.00009 | 0.000850 | 0.001327 | -0.519819 | 1.922746 | A16 |
| 3998 | A16__ch1_sw0 | A16 | A16 | 0.00001 | 0.000764 | 0.000000 | 0.000000 | 0.000000 | A16 |
| 3999 | A16__ch1_sw0 | A16 | A16 | 0.00008 | 0.000868 | 0.001292 | -0.561915 | 1.926442 | A16 |
4000 rows × 9 columns
Setp 5.1: model training (neural network)¶
In [34]:
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# need torch: pip install torch
dl_pkg = analysis.build_DL_model(model=None, # defaultly using residual-CNN
model_name="residual-CNN",
device="cuda",
interp_length=500,
expand=50,
scale="mad",
epoch=30,
batch_size=64,
learning_rate=1e-4,
early_stop_patience=5,)
# need torch: pip install torch
dl_pkg = analysis.build_DL_model(model=None, # defaultly using residual-CNN
model_name="residual-CNN",
device="cuda",
interp_length=500,
expand=50,
scale="mad",
epoch=30,
batch_size=64,
learning_rate=1e-4,
early_stop_patience=5,)
In [ ]:
Copied!
dl_pkg = analysis.build_DL_model(
model_name="MAGJAM",
interp_length=500,
interp_method="padding",# defaultly using "interp"
expand=50,
scale="blockade",
device="cuda",
batch_size=64,
learning_rate=1e-3,
epoch=30,
early_stop_patience=5,
cv=10,
label_col="label",
)
dl_pkg = analysis.build_DL_model(
model_name="MAGJAM",
interp_length=500,
interp_method="padding",# defaultly using "interp"
expand=50,
scale="blockade",
device="cuda",
batch_size=64,
learning_rate=1e-3,
epoch=30,
early_stop_patience=5,
cv=10,
label_col="label",
)
In [ ]:
Copied!
import torch
import torch.nn as nn
class one_DCNN(nn.Module):
def __init__(self, out_dim: int = 10):
super().__init__()
self.net = nn.Sequential(
nn.Conv1d(1, 16, kernel_size=7, padding=3),
nn.ReLU(),
nn.MaxPool1d(2),
nn.Conv1d(16, 32, kernel_size=5, padding=2),
nn.ReLU(),
nn.MaxPool1d(2),
nn.AdaptiveAvgPool1d(1),
nn.Flatten(),
nn.Linear(32, out_dim),
nn.ReLU(),
)
def forward(self, x):
return self.net(x)
dl_pkg = analysis.build_DL_model(model=one_DCNN(), # using self-defined 1D-CNN model
model_name="1D-CNN", # set the model name
device="cuda",
interp_length=500,
expand=50,
scale="mad",
epoch=30,
batch_size=64,
learning_rate=1e-4,
early_stop_patience=5,)
import torch
import torch.nn as nn
class one_DCNN(nn.Module):
def __init__(self, out_dim: int = 10):
super().__init__()
self.net = nn.Sequential(
nn.Conv1d(1, 16, kernel_size=7, padding=3),
nn.ReLU(),
nn.MaxPool1d(2),
nn.Conv1d(16, 32, kernel_size=5, padding=2),
nn.ReLU(),
nn.MaxPool1d(2),
nn.AdaptiveAvgPool1d(1),
nn.Flatten(),
nn.Linear(32, out_dim),
nn.ReLU(),
)
def forward(self, x):
return self.net(x)
dl_pkg = analysis.build_DL_model(model=one_DCNN(), # using self-defined 1D-CNN model
model_name="1D-CNN", # set the model name
device="cuda",
interp_length=500,
expand=50,
scale="mad",
epoch=30,
batch_size=64,
learning_rate=1e-4,
early_stop_patience=5,)
In [43]:
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loss = analysis.model_cv_results["1D-CNN"].get("fold_losses").copy()
loss[0].keys(), len(loss)
loss = analysis.model_cv_results["1D-CNN"].get("fold_losses").copy()
loss[0].keys(), len(loss)
Out[43]:
(dict_keys(['train_loss', 'val_loss']), 10)
In [44]:
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# plot the model metric for different models on the test set
analysis.pl.model_metric_bar(metric='accuracy', split='test')
# plot the model metric for different models on the test set
analysis.pl.model_metric_bar(metric='accuracy', split='test')
Out[44]:
<Axes: title={'center': 'Model comparison | test_accuracy_weighted'}, ylabel='test_accuracy_weighted'>
In [47]:
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dl_pkg
dl_pkg
Out[47]:
{'model_name': 'MAGJAM',
'model': ModuleDict(
(extractor): MAGJAMExtractor(
(stem): Sequential(
(0): Conv1d(1, 128, kernel_size=(7,), stride=(1,), padding=(3,))
(1): BatchNorm1d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(2): GELU(approximate='none')
)
(blocks): ModuleList(
(0-7): 8 x MSSHybridBlock(
(norm1): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
(mamba): FastSSMBlock(
(in_proj): Linear(in_features=128, out_features=256, bias=True)
(dw_conv): Conv1d(128, 128, kernel_size=(7,), stride=(1,), padding=(3,), groups=128)
(gate): Linear(in_features=128, out_features=128, bias=True)
(out_proj): Linear(in_features=128, out_features=128, bias=True)
(act): SiLU()
)
(se): SE1D(
(fc1): Linear(in_features=128, out_features=32, bias=True)
(fc2): Linear(in_features=32, out_features=128, bias=True)
)
(ffn): SwiGLUFFN(
(norm): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
(w1): Linear(in_features=128, out_features=256, bias=False)
(w2): Linear(in_features=128, out_features=256, bias=False)
(w3): Linear(in_features=256, out_features=128, bias=False)
)
(drop_path): DropPath()
)
)
(norms): ModuleList(
(0-7): 8 x LayerNorm((128,), eps=1e-05, elementwise_affine=True)
)
(pools): ModuleList(
(0-7): 8 x MagGAP(
(ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
)
)
)
(head): Sequential(
(0): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)
(1): Linear(in_features=1024, out_features=256, bias=True)
(2): GELU(approximate='none')
(3): Dropout(p=0.3, inplace=False)
(4): Linear(in_features=256, out_features=2, bias=True)
)
),
'model_state_dict': {'extractor.stem.0.weight': tensor([[[ 2.2574e-01, -9.0194e-02, 1.2878e-01, -1.1575e-01, -2.2610e-01,
1.4921e-01, 3.4103e-01]],
[[-2.8320e-01, -2.1248e-01, 2.4689e-02, -3.5019e-01, -6.5146e-02,
-1.1101e-01, -8.4889e-02]],
[[ 3.7545e-01, -2.9178e-01, 2.9007e-01, -2.6421e-01, -4.7763e-02,
1.4655e-01, -4.2221e-03]],
[[ 3.7314e-01, -2.9407e-01, 1.5838e-01, 5.7668e-02, 1.9745e-01,
-1.5233e-01, 5.4367e-02]],
[[-1.0577e-01, -8.6458e-02, -7.5877e-02, 1.9556e-01, -2.7147e-01,
-1.1238e-02, -3.6567e-01]],
[[-3.0651e-01, -1.8320e-02, -2.3840e-02, -9.4969e-02, -2.4421e-02,
2.2878e-01, 1.2365e-01]],
[[ 1.7095e-01, -2.1016e-01, 2.3269e-01, 3.3216e-01, -3.4150e-01,
-9.4385e-02, 3.5646e-01]],
[[ 1.9527e-01, -1.8936e-01, 9.5630e-02, -2.4438e-01, -1.2503e-01,
1.9095e-01, 5.6351e-02]],
[[-9.7208e-02, -1.9730e-01, 2.7886e-01, 6.1162e-02, -1.6846e-02,
1.2665e-02, -2.1788e-01]],
[[ 1.2589e-02, -2.9088e-01, -1.2199e-01, 3.2016e-01, 3.0756e-01,
2.7512e-01, 2.9092e-01]],
[[-1.0157e-01, -9.7210e-02, -1.5972e-01, -3.1915e-01, 1.4284e-01,
-2.2742e-01, -3.1620e-01]],
[[ 1.0874e-01, -1.2261e-01, -5.3156e-02, 3.5451e-01, 1.5024e-01,
-1.6249e-03, 2.4983e-01]],
[[-1.2760e-01, 3.6815e-01, -1.3298e-01, 2.7164e-01, -3.7848e-02,
2.9867e-01, -2.3275e-01]],
[[-2.4638e-01, -2.5988e-01, 3.1699e-01, 3.5962e-01, 3.3021e-01,
-3.5992e-01, -3.3098e-01]],
[[ 2.9654e-01, -1.1834e-01, 2.8982e-01, 3.6283e-01, 8.6876e-03,
-2.5683e-02, 1.2810e-01]],
[[ 5.3730e-03, -3.6050e-01, -1.9534e-01, 3.2249e-01, 2.6153e-01,
-7.2084e-02, 1.4074e-01]],
[[ 2.7239e-01, -2.0187e-01, -2.7191e-01, 6.3825e-02, -2.1013e-01,
1.0109e-01, -1.3744e-01]],
[[ 3.6629e-01, 3.0463e-01, 5.4536e-02, -1.9979e-01, -7.7672e-02,
3.6633e-01, 2.8291e-01]],
[[-2.6449e-01, -2.3180e-01, -3.0623e-01, -1.8632e-01, -2.2202e-01,
-2.4077e-02, -2.1678e-01]],
[[ 2.3052e-02, -2.0298e-01, -2.7834e-02, 3.5833e-02, -1.3125e-01,
2.4182e-02, -4.4638e-02]],
[[ 3.2670e-01, -1.7122e-02, -5.3379e-02, -1.1052e-01, 2.3439e-01,
-3.6910e-01, -1.9826e-01]],
[[ 1.1848e-01, 1.2250e-01, 1.9083e-01, 1.8270e-01, 2.3947e-01,
4.3261e-02, 2.3828e-01]],
[[-3.6486e-01, -2.5457e-01, 5.6012e-02, 1.1003e-01, -1.1231e-01,
-3.5255e-01, -7.4454e-02]],
[[-1.7577e-01, -1.7658e-01, 2.6711e-02, 8.0703e-04, 8.3393e-02,
-2.2304e-01, -4.1945e-02]],
[[-1.7229e-01, -1.4698e-01, -3.5978e-01, -1.8622e-01, 2.0038e-02,
-1.8128e-01, 1.8094e-01]],
[[ 1.2997e-01, -2.8882e-01, 1.3151e-01, 6.5757e-02, -3.3672e-01,
-3.1994e-03, 3.6570e-01]],
[[-1.9423e-01, -6.4610e-02, -7.1474e-03, 2.3310e-01, 2.9789e-01,
-3.4697e-01, -6.9551e-02]],
[[-3.6949e-01, 2.4165e-02, -3.5201e-01, -3.4102e-01, 3.7611e-01,
1.6836e-01, -2.5862e-01]],
[[-1.7720e-01, -1.6321e-01, -3.9661e-02, 2.1879e-01, -5.1507e-02,
-2.7456e-01, 6.8282e-02]],
[[-3.4074e-01, -2.1301e-02, 2.6138e-01, 1.7937e-03, -2.5843e-01,
-6.9088e-02, 3.2377e-01]],
[[-8.7701e-02, 5.1083e-02, 2.4407e-03, -2.5916e-01, 2.1202e-01,
-2.0954e-01, 6.1474e-02]],
[[ 2.1131e-01, -2.8648e-01, -2.7688e-01, -2.9009e-01, -2.5387e-01,
-2.5943e-02, -1.7286e-01]],
[[-1.8821e-01, 1.0239e-01, 2.2617e-01, 3.2898e-01, -3.8763e-02,
2.4293e-01, 3.1453e-01]],
[[ 7.7763e-02, -1.2036e-01, 2.0394e-01, -2.0172e-01, -1.9493e-01,
-2.6589e-01, -1.0493e-01]],
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'feature_cols': None,
'interp_length': 500,
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In [48]:
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analysis.filtered_df[["trace_id", "event_id", "pred_label_MAGJAM", "pred_proba_A16_MAGJAM", "pred_proba_A8_MAGJAM"]].head()
analysis.filtered_df[["trace_id", "event_id", "pred_label_MAGJAM", "pred_proba_A16_MAGJAM", "pred_proba_A8_MAGJAM"]].head()
Out[48]:
| trace_id | event_id | pred_label_MAGJAM | pred_proba_A16_MAGJAM | pred_proba_A8_MAGJAM | |
|---|---|---|---|---|---|
| 0 | A8__ch0_sw0 | 0 | A8 | 3.480889e-07 | 1.000000 |
| 1 | A8__ch0_sw0 | 1 | A8 | 1.266230e-07 | 1.000000 |
| 3 | A8__ch0_sw0 | 3 | A8 | 1.831178e-06 | 0.999998 |
| 6 | A8__ch0_sw0 | 6 | A8 | 9.044451e-09 | 1.000000 |
| 7 | A8__ch0_sw0 | 7 | A8 | 2.705627e-05 | 0.999973 |
step 6：explain analysis¶
In [ ]:
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# explain the feature importance for the selected model
result_explain = analysis.explain_ml(model_name="Naive Bayes")
# explain the feature importance for the selected model
result_explain = analysis.explain_ml(model_name="Naive Bayes")
In [55]:
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result_explain["ranking"]
result_explain["ranking"]
Out[55]:
| feature | importance_mean | importance_std | rank | |
|---|---|---|---|---|
| 0 | blockade_ratio | 0.315905 | 0.005853 | 1 |
| 1 | segment_kurt | 0.170245 | 0.003072 | 2 |
| 2 | duration_s | 0.032869 | 0.002846 | 3 |
| 3 | segment_skew | 0.003380 | 0.001003 | 4 |
| 4 | segment_std | 0.000000 | 0.000000 | 5 |
In [58]:
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analysis.explain_dl(model_name="residual-CNN")
analysis.explain_dl(model_name="residual-CNN")
In [62]:
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analysis.pl.attribute(model_name="residual-CNN",
sample_id="A8",
event_index=1)
analysis.pl.attribute(model_name="residual-CNN",
sample_id="A8",
event_index=1)
Out[62]:
<Axes: title={'center': 'A8: event 0'}, xlabel='Interpolated time index', ylabel='Scaled current (mad)'>
Step 7: new sample classify¶
In [64]:
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new_paths = {'unknown_01': 'example_data\mix_20240410_0012.abf',}
new_analysis, pred = analysis.classify_new_samples(new_paths,
model="Naive Bayes",
custom_feature_fns={'custom': custom_shape_features},
reader='abf')
pred[['sample_id', 'event_id', 'start_time_s', 'end_time_s']+[col for col in pred.columns if 'pred' in col]].head()
new_paths = {'unknown_01': 'example_data\mix_20240410_0012.abf',}
new_analysis, pred = analysis.classify_new_samples(new_paths,
model="Naive Bayes",
custom_feature_fns={'custom': custom_shape_features},
reader='abf')
pred[['sample_id', 'event_id', 'start_time_s', 'end_time_s']+[col for col in pred.columns if 'pred' in col]].head()
detect_events: 100%|██████████| 2/2 [00:09<00:00, 4.80s/sample, unknown_01__ch1_sw0] extract_features(samples): 100%|██████████| 2/2 [00:48<00:00, 24.32s/sample, unknown_01__ch1_sw0]
Out[64]:
| sample_id | event_id | start_time_s | end_time_s | pred_label | pred_proba_A16 | pred_proba_A8 | |
|---|---|---|---|---|---|---|---|
| 0 | unknown_01 | 0 | 0.00000 | 0.26879 | A8 | 0.0 | 1.0 |
| 1 | unknown_01 | 1 | 0.42557 | 0.76103 | A8 | 0.0 | 1.0 |
| 2 | unknown_01 | 2 | 1.21961 | 1.42283 | A8 | 0.0 | 1.0 |
| 3 | unknown_01 | 3 | 1.59630 | 1.66440 | A8 | 0.0 | 1.0 |
| 4 | unknown_01 | 4 | 1.76237 | 1.78908 | A8 | 0.0 | 1.0 |
In [65]:
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new_analysis.feature_df.columns
new_analysis.feature_df.columns
Out[65]:
Index(['trace_id', 'sample_id', 'channel', 'sweep', 'event_id', 'start_idx',
'end_idx', 'start_time_s', 'end_time_s', 'duration_s', 'delta_i', 'snr',
'left_baseline', 'right_baseline', 'global_baseline', 'blockade_ratio',
'segment_mean', 'segment_std', 'segment_min', 'segment_max',
'segment_skew', 'segment_kurt', 'peak_factor', 'custom_p2p',
'custom_energy', 'custom_duration', 'pred_label', 'pred_proba_A16',
'pred_proba_A8'],
dtype='object')
In [66]:
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new_analysis.pl.plot_2d(data='full',
x = "blockade_ratio",
y = "duration_s",
value='pred_label',
x_log2 = False,
y_log2 = True,
xlim=(0, 1.2))
new_analysis.pl.plot_2d(data='full',
x = "blockade_ratio",
y = "duration_s",
value='pred_label',
x_log2 = False,
y_log2 = True,
xlim=(0, 1.2))
Out[66]:
<Axes: title={'center': '2D feature scatter'}, xlabel='blockade_ratio', ylabel='duration_s (log2)'>
In [67]:
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new_analysis.pl.plot_2d(data='full',
x = "blockade_ratio",
y = "duration_s",
value='pred_proba_A8',
x_log2 = False,
y_log2 = True,
xlim=(0, 1.2))
new_analysis.pl.plot_2d(data='full',
x = "blockade_ratio",
y = "duration_s",
value='pred_proba_A8',
x_log2 = False,
y_log2 = True,
xlim=(0, 1.2))
Out[67]:
<Axes: title={'center': '2D feature scatter'}, xlabel='blockade_ratio', ylabel='duration_s (log2)'>
In [68]:
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new_analysis.pl.plot_3d(data='full',
x = "blockade_ratio",
y = "duration_s",
value='pred_proba_A8',
x_log2 = False,
y_log2 = True,
xlim=(0, 1.2),
zlim=(0, 10))
new_analysis.pl.plot_3d(data='full',
x = "blockade_ratio",
y = "duration_s",
value='pred_proba_A8',
x_log2 = False,
y_log2 = True,
xlim=(0, 1.2),
zlim=(0, 10))
Out[68]:
<Axes3D: title={'center': '3D feature scatter'}, xlabel='blockade_ratio', ylabel='duration_s (log2)', zlabel='segment_std'>
In [69]:
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new_analysis.pl.event_current_label(sample_id="unknown_01__ch0_sw0",
current="denoise",
lable_col='pred_label',
label_size=9,
lable_color={"A8": "red", "A16": "blue"},
label_offset=3,
ylim=(-180, 20),
start_event=1,
end_event=10)
new_analysis.pl.event_current_label(sample_id="unknown_01__ch0_sw0",
current="denoise",
lable_col='pred_label',
label_size=9,
lable_color={"A8": "red", "A16": "blue"},
label_offset=3,
ylim=(-180, 20),
start_event=1,
end_event=10)
Out[69]:
<Axes: title={'center': 'Detected events (pred_label) | unknown_01__ch0_sw0 | denoise | event 1-10'}, xlabel='Time (ms)', ylabel='Current'>
In [70]:
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new_analysis.feature_df.pred_label.value_counts()
new_analysis.feature_df.pred_label.value_counts()
Out[70]:
pred_label A16 43177 A8 1210 Name: count, dtype: int64
In [71]:
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new_analysis.pl.stacked_bar(group_col="sample_id",
value_col="pred_label",
width = 2.0,
height = 4.5,)
new_analysis.pl.stacked_bar(group_col="sample_id",
value_col="pred_label",
width = 2.0,
height = 4.5,)
Out[71]:
<Axes: title={'center': 'Stacked proportion: pred_label by sample_id'}, xlabel='sample_id', ylabel='Proportion'>
