bilby_pipe_analysis fails with TypeError with astropy 5.0
This contrived example (adapted from the IGWN Conda Distribution tests) demonstrates a TypeError raised by bilby_pipe_analysis when using Astropy 5.0. Any help is greatly appreciated.
Consider the following script:
#!/bin/bash
cat > test.ini <<INI
accounting = ligo.dev.o4.cbc.pe.lalinference
label = astropy-5
outdir = outdir
detectors = [H1, L1]
duration = 4
sampler = dynesty
sampler-kwargs = {"nlive": 1000, "dlogz": 25}
prior-file = 4s
create-plots=True
plot-corner = True
injection = True
injection-dict={'chirp_mass': 17.051544979894693, 'mass_ratio': 0.3183945489993522, 'a_1': 0.29526500202350264, 'a_2': 0.23262056301313416, 'tilt_1': 1.0264673717225983, 'tilt_2': 2.1701305583885513, 'phi_12': 5.0962562029664955, 'phi_jl': 2.518241237045709, 'luminosity_distance': 497.2983560174788, 'dec': 0.2205292600865073, 'ra': 3.952677097361719, 'theta_jn': 1.8795187965094322, 'psi': 2.6973435044499543, 'phase': 3.686990398567503, 'geocent_time': 0.040833669551002205}
gaussian-noise = False
zero-noise = True
trigger-time = 0
n-simulation = 1
INI
bilby_pipe test.ini
bash -e outdir/submit/bash_astropy-5.shWhen executed I get this output:
$ bash -ex test.sh
$ bash -ex test.sh
+ cat
+ bilby_pipe test.ini
12:43 bilby_pipe INFO : Running bilby_pipe version: 1.0.4: (CLEAN) a0f8deb 2021-05-14 15:08:45 +0000
12:43 bilby_pipe INFO : Running bilby: 1.1.4: release
12:43 bilby_pipe INFO : Setting segment duration 4.0s
12:43 bilby_pipe INFO : Setting prior-file to /home/duncan/opt/mambaforge/envs/bilby-test/lib/python3.8/site-packages/bilby_pipe/data_files/4s.prior
12:43 bilby_pipe INFO : Setting trigger time 0.0
12:43 bilby_pipe INFO : Setting n_simulation=1
12:43 bilby_pipe INFO : Using injection dict from ini file {
"chirp_mass": 17.051544979894693,
"mass_ratio": 0.3183945489993522,
"a_1": 0.29526500202350264,
"a_2": 0.23262056301313416,
"tilt_1": 1.0264673717225983,
"tilt_2": 2.1701305583885513,
"phi_12": 5.0962562029664955,
"phi_jl": 2.518241237045709,
"luminosity_distance": 497.2983560174788,
"dec": 0.2205292600865073,
"ra": 3.952677097361719,
"theta_jn": 1.8795187965094322,
"psi": 2.6973435044499543,
"phase": 3.686990398567503,
"geocent_time": 0.040833669551002205
}
12:43 bilby_pipe INFO : Setting analysis request_memory=4.0GB
12:43 bilby_pipe INFO : Setting request_memory_generation=8GB
12:43 bilby_pipe INFO : Setting analysis request_cpus = 1
/home/duncan/opt/mambaforge/envs/bilby-test/lib/python3.8/encodings/unicode_escape.py:26: DeprecationWarning: invalid escape sequence '\o'
return codecs.unicode_escape_decode(input, self.errors)[0]
12:43 bilby_pipe INFO : Input prior = {
"chirp_mass": "Uniform(minimum=12.299703, maximum=45, name='chirp_mass', latex_label='$\\\\mathcal{M}$', unit='$M_{\\\\odot}$', boundary=None)",
"mass_ratio": "Uniform(minimum=0.125, maximum=1, name='mass_ratio', latex_label='$q$', unit=None, boundary=None)",
"mass_1": "Constraint(minimum=1.001398, maximum=1000, name='mass_1', latex_label='$m_1$', unit=None)",
"mass_2": "Constraint(minimum=1.001398, maximum=1000, name='mass_2', latex_label='$m_2$', unit=None)",
"a_1": "Uniform(minimum=0, maximum=0.88, name='a_1', latex_label='$a_1$', unit=None, boundary=None)",
"a_2": "Uniform(minimum=0, maximum=0.88, name='a_2', latex_label='$a_2$', unit=None, boundary=None)",
"tilt_1": "Sine(minimum=0, maximum=3.141592653589793, name='tilt_1', latex_label='$\\\\theta_1$', unit=None, boundary=None)",
"tilt_2": "Sine(minimum=0, maximum=3.141592653589793, name='tilt_2', latex_label='$\\\\theta_2$', unit=None, boundary=None)",
"phi_12": "Uniform(minimum=0, maximum=6.283185307179586, name='phi_12', latex_label='$\\\\Delta\\\\phi$', unit=None, boundary='periodic')",
"phi_jl": "Uniform(minimum=0, maximum=6.283185307179586, name='phi_jl', latex_label='$\\\\phi_{JL}$', unit=None, boundary='periodic')",
"luminosity_distance": "UniformSourceFrame(minimum=100.0, maximum=5000.0, cosmology=FlatLambdaCDM(name=\"Planck15\", H0=67.7 km / (Mpc s), Om0=0.307, Tcmb0=2.725 K, Neff=3.05, m_nu=[0. 0. 0.06] eV, Ob0=0.0486), name='luminosity_distance', latex_label='$d_L$', unit=Unit(\"Mpc\"), boundary=None)",
"dec": "Cosine(minimum=-1.5707963267948966, maximum=1.5707963267948966, name='dec', latex_label='$\\\\mathrm{DEC}$', unit=None, boundary=None)",
"ra": "Uniform(minimum=0, maximum=6.283185307179586, name='ra', latex_label='$\\\\mathrm{RA}$', unit=None, boundary='periodic')",
"theta_jn": "Sine(minimum=0, maximum=3.141592653589793, name='theta_jn', latex_label='$\\\\theta_{JN}$', unit=None, boundary=None)",
"psi": "Uniform(minimum=0, maximum=3.141592653589793, name='psi', latex_label='$\\\\psi$', unit=None, boundary='periodic')",
"phase": "Uniform(minimum=0, maximum=6.283185307179586, name='phase', latex_label='$\\\\phi$', unit=None, boundary='periodic')"
}
12:43 bilby_pipe INFO : Setting segment duration 4.0s
12:43 bilby_pipe INFO : Setting prior-file to /home/duncan/opt/mambaforge/envs/bilby-test/lib/python3.8/site-packages/bilby_pipe/data_files/4s.prior
12:43 bilby_pipe INFO : Setting trigger time 0.0
12:43 bilby_pipe INFO : Setting n_simulation=1
12:43 bilby_pipe INFO : Using injection dict from ini file {
"chirp_mass": 17.051544979894693,
"mass_ratio": 0.3183945489993522,
"a_1": 0.29526500202350264,
"a_2": 0.23262056301313416,
"tilt_1": 1.0264673717225983,
"tilt_2": 2.1701305583885513,
"phi_12": 5.0962562029664955,
"phi_jl": 2.518241237045709,
"luminosity_distance": 497.2983560174788,
"dec": 0.2205292600865073,
"ra": 3.952677097361719,
"theta_jn": 1.8795187965094322,
"psi": 2.6973435044499543,
"phase": 3.686990398567503,
"geocent_time": 0.040833669551002205
}
12:43 bilby_pipe INFO : Setting analysis request_memory=4.0GB
12:43 bilby_pipe INFO : Setting request_memory_generation=8GB
12:43 bilby_pipe INFO : Setting analysis request_cpus = 1
12:43 bilby_pipe INFO : Setting segment trigger-times [0.0]
12:43 bilby_pipe INFO : DAG generation complete, to submit jobs run:
$ condor_submit_dag outdir/submit/dag_astropy-5.submit
/home/duncan/opt/mambaforge/envs/bilby-test/lib/python3.8/encodings/unicode_escape.py:26: DeprecationWarning: invalid escape sequence '\o'
return codecs.unicode_escape_decode(input, self.errors)[0]
12:43 bilby_pipe INFO : Overview page available at outdir/results_page/overview.html
+ bash -e outdir/submit/bash_astropy-5.sh
12:43 bilby_pipe INFO : Running bilby_pipe version: 1.0.4: (CLEAN) a0f8deb 2021-05-14 15:08:45 +0000
12:43 bilby_pipe INFO : Running bilby: 1.1.4: release
12:43 bilby_pipe INFO : Command line arguments: Namespace(accounting='ligo.dev.o4.cbc.pe.lalinference', allow_tape=True, analysis_executable=None, calibration_model=None, catch_waveform_errors=False, channel_dict=None, coherence_test=False, condor_job_priority=0, conversion_function=None, convert_to_flat_in_component_mass=False, create_plots=True, create_summary=False, data_dict=None, data_dump_file=None, data_format=None, default_prior='BBHPriorDict', deltaT=0.2, detectors=['H1', 'L1'], distance_marginalization=False, distance_marginalization_lookup_table=None, duration=4.0, email=None, existing_dir=None, extra_likelihood_kwargs=None, frequency_domain_source_model='lal_binary_black_hole', gaussian_noise=False, generation_function=None, generation_seed=None, gps_file=None, gps_tuple=None, idx=0, ignore_gwpy_data_quality_check=True, ini='outdir/astropy-5_config_complete.ini', injection=True, injection_dict="{'chirp_mass': 17.051544979894693, 'mass_ratio': 0.3183945489993522, 'a_1': 0.29526500202350264, 'a_2': 0.23262056301313416, 'tilt_1': 1.0264673717225983, 'tilt_2': 2.1701305583885513, 'phi_12': 5.0962562029664955, 'phi_jl': 2.518241237045709, 'luminosity_distance': 497.2983560174788, 'dec': 0.2205292600865073, 'ra': 3.952677097361719, 'theta_jn': 1.8795187965094322, 'psi': 2.6973435044499543, 'phase': 3.686990398567503, 'geocent_time': 0.040833669551002205}", injection_file=None, injection_numbers=['None'], injection_waveform_approximant=None, jitter_time=True, label='astropy-5_data0_0-0_generation', likelihood_type='GravitationalWaveTransient', local=False, local_generation=False, local_plot=False, log_directory=None, maximum_frequency=None, minimum_frequency='20', mode_array=[None], n_parallel=1, n_simulation=1, notification='Never', numerical_relativity_file=None, online_pe=False, osg=False, outdir='/home/duncan/git/igwn-conda/packages/outdir', overwrite_outdir=False, periodic_restart_time=28800, phase_marginalization=False, plot_calibration=False, plot_corner=True, plot_format='png', plot_marginal=False, plot_skymap=False, plot_waveform=False, pn_amplitude_order=0, pn_phase_order=-1, pn_spin_order=-1, pn_tidal_order=-1, post_trigger_duration=2.0, postprocessing_arguments=None, postprocessing_executable=None, prior_dict=None, prior_file='4s', psd_dict=None, psd_fractional_overlap=0.5, psd_length=32, psd_maximum_duration=1024, psd_method='median', psd_start_time=None, reference_frame='sky', reference_frequency=20.0, request_cpus=1, request_memory=4.0, request_memory_generation=None, resampling_method='lal', result_format='json', roq_folder=None, roq_scale_factor=1.0, roq_weights=None, sampler='dynesty', sampler_kwargs="{'nlive': 1000, 'dlogz': 25}", sampling_frequency=4096.0, sampling_seed=None, scheduler='condor', scheduler_analysis_time='7-00:00:00', scheduler_args=None, scheduler_env=None, scheduler_module=[None], single_postprocessing_arguments=None, single_postprocessing_executable=None, singularity_image=None, spline_calibration_amplitude_uncertainty_dict=None, spline_calibration_envelope_dict=None, spline_calibration_nodes=5, spline_calibration_phase_uncertainty_dict=None, submit=False, summarypages_arguments=None, time_marginalization=False, time_reference='geocent', timeslide_dict=None, timeslide_file=None, transfer_files=True, trigger_time='0.0', tukey_roll_off=0.4, verbose=False, waveform_approximant='IMRPhenomPv2', waveform_arguments_dict=None, waveform_generator='bilby.gw.waveform_generator.WaveformGenerator', webdir=None, zero_noise=True)
12:43 bilby_pipe INFO : Unknown command line arguments: []
12:43 bilby_pipe INFO : Generation seed set to 196744
12:43 bilby_pipe INFO : Setting trigger time 0.0
12:43 bilby_pipe INFO : Setting prior-file to /home/duncan/opt/mambaforge/envs/bilby-test/lib/python3.8/site-packages/bilby_pipe/data_files/4s.prior
12:43 bilby_pipe INFO : Setting segment duration 4.0s
12:43 bilby_pipe INFO : No maximum frequency given. Setting to sampling frequency / 2 = 2048.0
12:43 bilby_pipe INFO : PSD duration set to 128.0s, 32x the duration 4.0s
12:43 bilby_pipe INFO : No calibration_model model provided, calibration marginalization will not be used
12:43 bilby_pipe INFO : Injecting waveform with
12:43 bilby_pipe INFO : minimum_frequency = 20.0
12:43 bilby_pipe INFO : maximum_frequency = 2048.0
12:43 bilby_pipe INFO : trigger_time = 0.0
12:43 bilby_pipe INFO : start_time = -2.0
12:43 bilby_pipe INFO : duration = 4.0
12:43 bilby_pipe INFO : Setting strain data from zero noise
/home/duncan/opt/mambaforge/envs/bilby-test/lib/python3.8/_collections_abc.py:874: MatplotlibDeprecationWarning: Access to the second element returned by HandlerLine2D is deprecated since 3.5; it will be removed two minor releases later.
v = self[i]
/home/duncan/opt/mambaforge/envs/bilby-test/lib/python3.8/_collections_abc.py:874: MatplotlibDeprecationWarning: Access to the second element returned by HandlerLine2D is deprecated since 3.5; it will be removed two minor releases later.
v = self[i]
12:43 bilby_pipe INFO : Using waveform arguments: {'reference_frequency': 20.0, 'waveform_approximant': 'IMRPhenomPv2', 'minimum_frequency': 20.0, 'maximum_frequency': 2048.0, 'catch_waveform_errors': False, 'pn_spin_order': -1, 'pn_tidal_order': -1, 'pn_phase_order': -1, 'pn_amplitude_order': 0, 'mode_array': None, 'numerical_relativity_file': None}
12:43 bilby_pipe INFO : Using the lal_binary_black_hole source model
12:43 bilby INFO : Waveform generator initiated with
frequency_domain_source_model: bilby.gw.source.lal_binary_black_hole
time_domain_source_model: None
parameter_conversion: bilby.gw.conversion.convert_to_lal_binary_black_hole_parameters
12:43 bilby INFO : Injected signal in H1:
12:43 bilby INFO : optimal SNR = 6.79
12:43 bilby INFO : matched filter SNR = 6.79+0.00j
12:43 bilby INFO : chirp_mass = 17.051544979894693
12:43 bilby INFO : mass_ratio = 0.3183945489993522
12:43 bilby INFO : a_1 = 0.29526500202350264
12:43 bilby INFO : a_2 = 0.23262056301313416
12:43 bilby INFO : tilt_1 = 1.0264673717225983
12:43 bilby INFO : tilt_2 = 2.1701305583885513
12:43 bilby INFO : phi_12 = 5.0962562029664955
12:43 bilby INFO : phi_jl = 2.518241237045709
12:43 bilby INFO : luminosity_distance = 497.2983560174788
12:43 bilby INFO : dec = 0.2205292600865073
12:43 bilby INFO : ra = 3.952677097361719
12:43 bilby INFO : theta_jn = 1.8795187965094322
12:43 bilby INFO : psi = 2.6973435044499543
12:43 bilby INFO : phase = 3.686990398567503
12:43 bilby INFO : geocent_time = 0.040833669551002205
12:43 bilby INFO : Injected signal in L1:
12:43 bilby INFO : optimal SNR = 13.28
12:43 bilby INFO : matched filter SNR = 13.28+0.00j
12:43 bilby INFO : chirp_mass = 17.051544979894693
12:43 bilby INFO : mass_ratio = 0.3183945489993522
12:43 bilby INFO : a_1 = 0.29526500202350264
12:43 bilby INFO : a_2 = 0.23262056301313416
12:43 bilby INFO : tilt_1 = 1.0264673717225983
12:43 bilby INFO : tilt_2 = 2.1701305583885513
12:43 bilby INFO : phi_12 = 5.0962562029664955
12:43 bilby INFO : phi_jl = 2.518241237045709
12:43 bilby INFO : luminosity_distance = 497.2983560174788
12:43 bilby INFO : dec = 0.2205292600865073
12:43 bilby INFO : ra = 3.952677097361719
12:43 bilby INFO : theta_jn = 1.8795187965094322
12:43 bilby INFO : psi = 2.6973435044499543
12:43 bilby INFO : phase = 3.686990398567503
12:43 bilby INFO : geocent_time = 0.040833669551002205
/home/duncan/opt/mambaforge/envs/bilby-test/lib/python3.8/encodings/unicode_escape.py:26: DeprecationWarning: invalid escape sequence '\o'
return codecs.unicode_escape_decode(input, self.errors)[0]
12:43 bilby_pipe INFO : Using the lal_binary_black_hole source model
12:43 bilby INFO : Waveform generator initiated with
frequency_domain_source_model: bilby.gw.source.lal_binary_black_hole
time_domain_source_model: None
parameter_conversion: bilby.gw.conversion.convert_to_lal_binary_black_hole_parameters
12:43 bilby_pipe INFO : Completed data generation
12:43 bilby_pipe INFO : Running bilby_pipe version: 1.0.4: (CLEAN) a0f8deb 2021-05-14 15:08:45 +0000
12:43 bilby_pipe INFO : Running bilby: 1.1.4: release
12:43 bilby_pipe INFO : Command line arguments: Namespace(accounting='ligo.dev.o4.cbc.pe.lalinference', allow_tape=True, analysis_executable=None, calibration_model=None, catch_waveform_errors=False, channel_dict=None, coherence_test=False, condor_job_priority=0, conversion_function=None, convert_to_flat_in_component_mass=False, create_plots=True, create_summary=False, data_dict=None, data_dump_file='outdir/data/astropy-5_data0_0-0_generation_data_dump.pickle', data_format=None, default_prior='BBHPriorDict', deltaT=0.2, detectors=['H1', 'L1'], distance_marginalization=False, distance_marginalization_lookup_table=None, duration=4.0, email=None, existing_dir=None, extra_likelihood_kwargs=None, frequency_domain_source_model='lal_binary_black_hole', gaussian_noise=False, generation_function=None, generation_seed=None, gps_file=None, gps_tuple=None, idx=0, ignore_gwpy_data_quality_check=True, ini='outdir/astropy-5_config_complete.ini', injection=True, injection_dict="{'chirp_mass': 17.051544979894693, 'mass_ratio': 0.3183945489993522, 'a_1': 0.29526500202350264, 'a_2': 0.23262056301313416, 'tilt_1': 1.0264673717225983, 'tilt_2': 2.1701305583885513, 'phi_12': 5.0962562029664955, 'phi_jl': 2.518241237045709, 'luminosity_distance': 497.2983560174788, 'dec': 0.2205292600865073, 'ra': 3.952677097361719, 'theta_jn': 1.8795187965094322, 'psi': 2.6973435044499543, 'phase': 3.686990398567503, 'geocent_time': 0.040833669551002205}", injection_file=None, injection_numbers=['None'], injection_waveform_approximant=None, jitter_time=True, label='astropy-5_data0_0-0_analysis_H1L1_dynesty', likelihood_type='GravitationalWaveTransient', local=False, local_generation=False, local_plot=False, log_directory=None, maximum_frequency=None, minimum_frequency='20', mode_array=[None], n_parallel=1, n_simulation=1, notification='Never', numerical_relativity_file=None, online_pe=False, osg=False, outdir='outdir', overwrite_outdir=False, periodic_restart_time=28800, phase_marginalization=False, plot_calibration=False, plot_corner=True, plot_format='png', plot_marginal=False, plot_skymap=False, plot_waveform=False, pn_amplitude_order=0, pn_phase_order=-1, pn_spin_order=-1, pn_tidal_order=-1, post_trigger_duration=2.0, postprocessing_arguments=None, postprocessing_executable=None, prior_dict=None, prior_file='4s', psd_dict=None, psd_fractional_overlap=0.5, psd_length=32, psd_maximum_duration=1024, psd_method='median', psd_start_time=None, reference_frame='sky', reference_frequency=20.0, request_cpus=1, request_memory=4.0, request_memory_generation=None, resampling_method='lal', result_format='json', roq_folder=None, roq_scale_factor=1.0, roq_weights=None, sampler='dynesty', sampler_kwargs="{'nlive': 1000, 'dlogz': 25}", sampling_frequency=4096.0, sampling_seed=None, scheduler='condor', scheduler_analysis_time='7-00:00:00', scheduler_args=None, scheduler_env=None, scheduler_module=[None], single_postprocessing_arguments=None, single_postprocessing_executable=None, singularity_image=None, spline_calibration_amplitude_uncertainty_dict=None, spline_calibration_envelope_dict=None, spline_calibration_nodes=5, spline_calibration_phase_uncertainty_dict=None, submit=False, summarypages_arguments=None, time_marginalization=False, time_reference='geocent', timeslide_dict=None, timeslide_file=None, transfer_files=True, trigger_time='0', tukey_roll_off=0.4, verbose=False, waveform_approximant='IMRPhenomPv2', waveform_arguments_dict=None, waveform_generator='bilby.gw.waveform_generator.WaveformGenerator', webdir=None, zero_noise=True)
12:43 bilby_pipe INFO : Sampling seed set to 236421
12:43 bilby_pipe INFO : No maximum frequency given. Setting to sampling frequency / 2 = 2048.0
12:43 bilby_pipe INFO : No calibration_model model provided, calibration marginalization will not be used
12:43 bilby_pipe INFO : Found data for detectors = ['H1', 'L1']
12:43 bilby_pipe INFO : Using data for detectors = ['H1', 'L1']
12:43 bilby_pipe INFO : H1: sampling-frequency=4096.0, segment-start-time=-2.0, duration=4.0
12:43 bilby_pipe INFO : L1: sampling-frequency=4096.0, segment-start-time=-2.0, duration=4.0
12:43 bilby_pipe INFO : Using the lal_binary_black_hole source model
12:43 bilby_pipe INFO : Using conversion_function convert_to_lal_binary_black_hole_parameters
12:43 bilby INFO : Waveform generator initiated with
frequency_domain_source_model: bilby.gw.source.lal_binary_black_hole
time_domain_source_model: None
parameter_conversion: bilby.gw.conversion.convert_to_lal_binary_black_hole_parameters
12:43 bilby_pipe INFO : Using generation_function generate_all_bbh_parameters
12:43 bilby INFO : Running for label 'astropy-5_data0_0-0_analysis_H1L1_dynesty', output will be saved to 'outdir/result'
12:43 bilby INFO : Using lal version 7.1.4
12:43 bilby INFO : Using lal git version Branch: None;Tag: lal-v7.1.4;Id: d98dd3eaa8d798dba6293387b1eff83b31074af7;;Builder: Adam Mercer <adam.mercer@ligo.org>;Repository status: CLEAN: All modifications committed
12:43 bilby INFO : Using lalsimulation version 3.0.0
12:43 bilby INFO : Using lalsimulation git version Branch: None;Tag: lalsimulation-v3.0.0;Id: e8e5ff5aa1ae2676019f59b6785f55284c417fda;;Builder: Adam Mercer <adam.mercer@ligo.org>;Repository status: CLEAN: All modifications committed
12:43 bilby INFO : Search parameters:
12:43 bilby INFO : chirp_mass = Uniform(minimum=12.299703, maximum=45, name='chirp_mass', latex_label='$\\mathcal{M}$', unit='$M_{\\odot}$', boundary=None)
12:43 bilby INFO : mass_ratio = Uniform(minimum=0.125, maximum=1, name='mass_ratio', latex_label='$q$', unit=None, boundary=None)
12:43 bilby INFO : a_1 = Uniform(minimum=0, maximum=0.88, name='a_1', latex_label='$a_1$', unit=None, boundary=None)
12:43 bilby INFO : a_2 = Uniform(minimum=0, maximum=0.88, name='a_2', latex_label='$a_2$', unit=None, boundary=None)
12:43 bilby INFO : tilt_1 = Sine(minimum=0, maximum=3.141592653589793, name='tilt_1', latex_label='$\\theta_1$', unit=None, boundary=None)
12:43 bilby INFO : tilt_2 = Sine(minimum=0, maximum=3.141592653589793, name='tilt_2', latex_label='$\\theta_2$', unit=None, boundary=None)
12:43 bilby INFO : phi_12 = Uniform(minimum=0, maximum=6.283185307179586, name='phi_12', latex_label='$\\Delta\\phi$', unit=None, boundary='periodic')
12:43 bilby INFO : phi_jl = Uniform(minimum=0, maximum=6.283185307179586, name='phi_jl', latex_label='$\\phi_{JL}$', unit=None, boundary='periodic')
12:43 bilby INFO : luminosity_distance = UniformSourceFrame(minimum=100.0, maximum=5000.0, cosmology=FlatLambdaCDM(name="Planck15", H0=67.7 km / (Mpc s), Om0=0.307, Tcmb0=2.725 K, Neff=3.05, m_nu=[0. 0. 0.06] eV, Ob0=0.0486), name='luminosity_distance', latex_label='$d_L$', unit=Unit("Mpc"), boundary=None)
12:43 bilby INFO : dec = Cosine(minimum=-1.5707963267948966, maximum=1.5707963267948966, name='dec', latex_label='$\\mathrm{DEC}$', unit=None, boundary=None)
12:43 bilby INFO : ra = Uniform(minimum=0, maximum=6.283185307179586, name='ra', latex_label='$\\mathrm{RA}$', unit=None, boundary='periodic')
12:43 bilby INFO : theta_jn = Sine(minimum=0, maximum=3.141592653589793, name='theta_jn', latex_label='$\\theta_{JN}$', unit=None, boundary=None)
12:43 bilby INFO : psi = Uniform(minimum=0, maximum=3.141592653589793, name='psi', latex_label='$\\psi$', unit=None, boundary='periodic')
12:43 bilby INFO : phase = Uniform(minimum=0, maximum=6.283185307179586, name='phase', latex_label='$\\phi$', unit=None, boundary='periodic')
12:43 bilby INFO : geocent_time = Uniform(minimum=-0.1, maximum=0.1, name='geocent_time', latex_label='$t_c$', unit='$s$', boundary=None)
12:43 bilby INFO : mass_1 = Constraint(minimum=1.001398, maximum=1000, name='mass_1', latex_label='$m_1$', unit=None)
12:43 bilby INFO : mass_2 = Constraint(minimum=1.001398, maximum=1000, name='mass_2', latex_label='$m_2$', unit=None)
12:43 bilby INFO : Single likelihood evaluation took 3.303e-03 s
0it [00:00, ?it/s]12:43 bilby INFO : Using sampler Dynesty with kwargs {'bound': 'multi', 'sample': 'rwalk', 'verbose': True, 'periodic': None, 'reflective': None, 'check_point_delta_t': 1800, 'nlive': 1000, 'first_update': None, 'walks': 100, 'npdim': None, 'rstate': None, 'queue_size': 1, 'pool': None, 'use_pool': None, 'live_points': None, 'logl_args': None, 'logl_kwargs': None, 'ptform_args': None, 'ptform_kwargs': None, 'enlarge': 1.5, 'bootstrap': None, 'vol_dec': 0.5, 'vol_check': 8.0, 'facc': 0.2, 'slices': 5, 'update_interval': 600, 'print_func': <bound method Dynesty._print_func of <bilby.core.sampler.dynesty.Dynesty object at 0x7f4b8765dfa0>>, 'dlogz': 25, 'maxiter': None, 'maxcall': None, 'logl_max': inf, 'add_live': True, 'print_progress': True, 'save_bounds': False, 'n_effective': None, 'maxmcmc': 5000, 'nact': 5, 'print_method': 'tqdm'}
12:43 bilby INFO : Checkpoint every check_point_delta_t = 600s
12:43 bilby INFO : Using dynesty version 1.0.1
12:43 bilby INFO : Using the bilby-implemented rwalk sample method with ACT estimated walks
12:43 bilby INFO : Resume file outdir/result/astropy-5_data0_0-0_analysis_H1L1_dynesty_resume.pickle does not exist.
12:43 bilby INFO : Generating initial points from the prior
/home/duncan/opt/mambaforge/envs/bilby-test/lib/python3.8/site-packages/dynesty/dynesty.py:379: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.
if np.intersect1d(periodic, reflective) != 0:
23it [00:05, 5.50it/s, bound:0 nc: 1 ncall:1.0e+03 eff:2.2% logz-ratio=-327.03+/-0.12 dlogz:339.630>
250it [00:05, 14.34it/s, bound:0 nc: 1 ncall:1.1e+03 eff:4.7% logz-ratio=-186.60+/-0.12 dlogz:196.859>
276it [00:06, 25.51it/s, bound:0 nc: 1 ncall:1.1e+03 eff:7.0% logz-ratio=-115.16+/-0.11 dlogz:122.798>
2101it [00:06, 39.21it/s, bound:0 nc: 2 ncall:1.1e+03 eff:9.1% logz-ratio=-93.34+/-0.11 dlogz:101.162>
2128it [00:06, 57.58it/s, bound:0 nc: 1 ncall:1.1e+03 eff:11.2% logz-ratio=-79.26+/-0.10 dlogz:86.436>
2153it [00:06, 77.29it/s, bound:0 nc: 1 ncall:1.2e+03 eff:13.1% logz-ratio=-70.38+/-0.10 dlogz:77.391>
2178it [00:06, 98.42it/s, bound:0 nc: 1 ncall:1.2e+03 eff:14.9% logz-ratio=-64.74+/-0.09 dlogz:71.578>
2202it [00:06, 119.69it/s, bound:0 nc: 1 ncall:1.2e+03 eff:16.5% logz-ratio=-58.29+/-0.10 dlogz:65.247>
226it [00:06, 137.98it/s, bound:0 nc: 2 ncall:1.3e+03 eff:18.0% logz-ratio=-52.03+/-0.10 dlogz:58.853>
249it [00:06, 151.58it/s, bound:0 nc: 1 ncall:1.3e+03 eff:19.4% logz-ratio=-47.53+/-0.10 dlogz:54.353>
279it [00:06, 182.69it/s, bound:0 nc: 1 ncall:1.3e+03 eff:21.2% logz-ratio=-43.56+/-0.09 dlogz:50.269>
304it [00:07, 195.68it/s, bound:0 nc: 1 ncall:1.3e+03 eff:22.6% logz-ratio=-40.01+/-0.09 dlogz:46.680>
329it [00:07, 200.30it/s, bound:0 nc: 2 ncall:1.4e+03 eff:23.8% logz-ratio=-37.08+/-0.09 dlogz:43.808>
355it [00:07, 212.55it/s, bound:0 nc: 2 ncall:1.4e+03 eff:25.1% logz-ratio=-34.46+/-0.09 dlogz:41.086>
379it [00:07, 206.03it/s, bound:0 nc: 2 ncall:1.5e+03 eff:26.0% logz-ratio=-32.09+/-0.09 dlogz:38.696>
402it [00:07, 210.58it/s, bound:0 nc: 1 ncall:1.5e+03 eff:27.0% logz-ratio=-30.29+/-0.09 dlogz:36.865>
425it [00:07, 210.71it/s, bound:0 nc: 1 ncall:1.5e+03 eff:27.9% logz-ratio=-28.82+/-0.08 dlogz:35.331>
447it [00:07, 194.96it/s, bound:0 nc: 3 ncall:1.6e+03 eff:28.6% logz-ratio=-27.62+/-0.08 dlogz:34.120>
468it [00:07, 187.13it/s, bound:0 nc: 2 ncall:1.6e+03 eff:29.3% logz-ratio=-26.54+/-0.08 dlogz:33.000>
488it [00:07, 178.88it/s, bound:0 nc: 1 ncall:1.6e+03 eff:29.9% logz-ratio=-25.56+/-0.08 dlogz:32.006>
510it [00:08, 188.43it/s, bound:0 nc: 1 ncall:1.7e+03 eff:30.6% logz-ratio=-24.51+/-0.08 dlogz:30.928>
530it [00:08, 189.91it/s, bound:0 nc: 2 ncall:1.7e+03 eff:31.3% logz-ratio=-23.63+/-0.08 dlogz:30.028>
550it [00:08, 192.63it/s, bound:0 nc: 1 ncall:1.7e+03 eff:31.9% logz-ratio=-22.69+/-0.08 dlogz:29.066>
572it [00:08, 195.78it/s, bound:0 nc: 5 ncall:1.8e+03 eff:32.6% logz-ratio=-21.68+/-0.08 dlogz:28.035>
592it [00:08, 187.15it/s, bound:0 nc: 1 ncall:1.8e+03 eff:33.0% logz-ratio=-20.97+/-0.08 dlogz:27.297>
611it [00:08, 179.89it/s, bound:0 nc: 1 ncall:1.8e+03 eff:33.4% logz-ratio=-20.32+/-0.08 dlogz:26.631>
630it [00:08, 174.01it/s, bound:0 nc: 2 ncall:1.9e+03 eff:33.9% logz-ratio=-19.62+/-0.08 dlogz:25.908>
648it [00:08, 163.32it/s, bound:0 nc: 2 ncall:1.9e+03 eff:34.1% logz-ratio=-19.10+/-0.08 dlogz:25.365>25]
12:43 bilby INFO : Written checkpoint file outdir/result/astropy-5_data0_0-0_analysis_H1L1_dynesty_resume.pickle
661it [00:14, 45.65it/s, bound:0 nc: 1 ncall:1.9e+03 eff:86.2% logz-ratio=0.25+/-1.09 dlogz:0.330>25]
12:43 bilby INFO : Sampling time: 0:00:03.243979
Traceback (most recent call last):
File "/home/duncan/opt/mambaforge/envs/bilby-test/bin/bilby_pipe_analysis", line 10, in <module>
sys.exit(main())
File "/home/duncan/opt/mambaforge/envs/bilby-test/lib/python3.8/site-packages/bilby_pipe/data_analysis.py", line 271, in main
analysis.run_sampler()
File "/home/duncan/opt/mambaforge/envs/bilby-test/lib/python3.8/site-packages/bilby_pipe/data_analysis.py", line 234, in run_sampler
self.result = bilby.run_sampler(
File "/home/duncan/opt/mambaforge/envs/bilby-test/lib/python3.8/site-packages/bilby/core/sampler/__init__.py", line 267, in run_sampler
result.injection_parameters = conversion_function(result.injection_parameters)
File "/home/duncan/opt/mambaforge/envs/bilby-test/lib/python3.8/site-packages/bilby/gw/conversion.py", line 866, in generate_all_bbh_parameters
output_sample = _generate_all_cbc_parameters(
File "/home/duncan/opt/mambaforge/envs/bilby-test/lib/python3.8/site-packages/bilby/gw/conversion.py", line 839, in _generate_all_cbc_parameters
output_sample = func(output_sample)
File "/home/duncan/opt/mambaforge/envs/bilby-test/lib/python3.8/site-packages/bilby/gw/conversion.py", line 993, in generate_spin_parameters
output_sample = generate_component_spins(output_sample)
File "/home/duncan/opt/mambaforge/envs/bilby-test/lib/python3.8/site-packages/bilby/gw/conversion.py", line 1049, in generate_component_spins
) = np.vectorize(bilby_to_lalsimulation_spins)(
File "/home/duncan/opt/mambaforge/envs/bilby-test/lib/python3.8/site-packages/numpy/lib/function_base.py", line 2108, in __call__
return self._vectorize_call(func=func, args=vargs)
File "/home/duncan/opt/mambaforge/envs/bilby-test/lib/python3.8/site-packages/numpy/lib/function_base.py", line 2192, in _vectorize_call
outputs = ufunc(*inputs)
File "/home/duncan/opt/mambaforge/envs/bilby-test/lib/python3.8/site-packages/astropy/units/quantity.py", line 594, in __array_ufunc__
converters, unit = converters_and_unit(function, method, *inputs)
File "/home/duncan/opt/mambaforge/envs/bilby-test/lib/python3.8/site-packages/astropy/units/quantity_helper/converters.py", line 165, in converters_and_unit
ufunc_helper = UFUNC_HELPERS[function]
File "/home/duncan/opt/mambaforge/envs/bilby-test/lib/python3.8/site-packages/astropy/units/quantity_helper/converters.py", line 92, in __missing__
raise TypeError("unknown ufunc {}. If you believe this ufunc "
TypeError: unknown ufunc ? (vectorized). If you believe this ufunc should be supported, please raise an issue on https://github.com/astropy/astropyConda list
$ conda list
# packages in environment at /home/duncan/opt/mambaforge/envs/bilby-test:
#
# Name Version Build Channel
_libgcc_mutex 0.1 conda_forge conda-forge
_openmp_mutex 4.5 1_gnu conda-forge
arviz 0.11.4 pyhd8ed1ab_0 conda-forge
astroplan 0.8 pyhd8ed1ab_0 conda-forge
astropy 5.0 py38h6c62de6_0 conda-forge
astropy-healpix 0.6 py38h6c62de6_1 conda-forge
attrs 21.2.0 pyhd8ed1ab_0 conda-forge
bilby 1.1.4 pyhd8ed1ab_0 conda-forge
bilby_pipe 1.0.4 pyhd8ed1ab_0 conda-forge
blosc 1.21.0 h9c3ff4c_0 conda-forge
boost-cpp 1.74.0 h359cf19_5 conda-forge
boto 2.49.0 py_0 conda-forge
brotli 1.0.9 h7f98852_6 conda-forge
brotli-bin 1.0.9 h7f98852_6 conda-forge
brotlipy 0.7.0 py38h497a2fe_1003 conda-forge
bzip2 1.0.8 h7f98852_4 conda-forge
c-ares 1.18.1 h7f98852_0 conda-forge
ca-certificates 2021.10.8 ha878542_0 conda-forge
cached-property 1.5.2 hd8ed1ab_1 conda-forge
cached_property 1.5.2 pyha770c72_1 conda-forge
certifi 2021.10.8 py38h578d9bd_1 conda-forge
cffi 1.15.0 py38h3931269_0 conda-forge
cfitsio 4.0.0 h9a35b8e_0 conda-forge
cftime 1.5.1.1 py38h6c62de6_1 conda-forge
charset-normalizer 2.0.9 pyhd8ed1ab_0 conda-forge
chealpix 3.31.0 h09b7d57_1 conda-forge
click 8.0.3 py38h578d9bd_1 conda-forge
colorama 0.4.4 pyh9f0ad1d_0 conda-forge
configargparse 1.5.3 pyhd8ed1ab_0 conda-forge
configobj 5.0.6 py_0 conda-forge
corner 2.2.1 pyhd8ed1ab_0 conda-forge
cryptography 3.3.1 py38h2b97feb_1 conda-forge
curl 7.80.0 h2574ce0_0 conda-forge
cycler 0.11.0 pyhd8ed1ab_0 conda-forge
cyrus-sasl 2.1.27 h230043b_5 conda-forge
dataclasses 0.8 pyhc8e2a94_3 conda-forge
deepdish 0.3.7 pyhd8ed1ab_0 conda-forge
dill 0.3.4 pyhd8ed1ab_0 conda-forge
dqsegdb2 1.0.1 py_0 conda-forge
dynesty 1.0.1 py_1 conda-forge
emcee 3.1.1 pyh8a188c0_0 conda-forge
fftw 3.3.10 nompi_h77c792f_102 conda-forge
flask 0.12.4 py_0 conda-forge
flask-cache 0.13.1 py_1000 conda-forge
flask-sqlalchemy 2.4.0 py_0 conda-forge
fonttools 4.28.3 py38h497a2fe_0 conda-forge
freetype 2.10.4 h0708190_1 conda-forge
future 0.18.2 py38h578d9bd_4 conda-forge
greenlet 1.1.2 py38h709712a_1 conda-forge
gsl 2.7 he838d99_0 conda-forge
gwdatafind 1.0.4 pyh9f0ad1d_1 conda-forge
gwosc 0.6.1 pyhd8ed1ab_0 conda-forge
gwpy 2.1.2 pyhd8ed1ab_0 conda-forge
h5py 3.6.0 nompi_py38hfbb2109_100 conda-forge
hdf4 4.2.15 h10796ff_3 conda-forge
hdf5 1.12.1 nompi_h2750804_103 conda-forge
healpy 1.15.0 py38hd689940_2 conda-forge
icu 69.1 h9c3ff4c_0 conda-forge
idna 3.1 pyhd3deb0d_0 conda-forge
importlib-metadata 4.8.2 py38h578d9bd_0 conda-forge
importlib_metadata 4.8.2 hd8ed1ab_0 conda-forge
iniconfig 1.1.1 pyh9f0ad1d_0 conda-forge
itsdangerous 2.0.1 pyhd8ed1ab_0 conda-forge
jbig 2.1 h7f98852_2003 conda-forge
jinja2 3.0.3 pyhd8ed1ab_0 conda-forge
joblib 1.1.0 pyhd8ed1ab_0 conda-forge
jpeg 9d h36c2ea0_0 conda-forge
kiwisolver 1.3.2 py38h1fd1430_1 conda-forge
krb5 1.19.2 hcc1bbae_3 conda-forge
lcms2 2.12 hddcbb42_0 conda-forge
ld_impl_linux-64 2.36.1 hea4e1c9_2 conda-forge
ldas-tools-al 2.6.7 h37f9cb6_0 conda-forge
ldas-tools-framecpp 2.8.1 h7a4f57c_0 conda-forge
lerc 3.0 h9c3ff4c_0 conda-forge
libblas 3.9.0 12_linux64_openblas conda-forge
libbrotlicommon 1.0.9 h7f98852_6 conda-forge
libbrotlidec 1.0.9 h7f98852_6 conda-forge
libbrotlienc 1.0.9 h7f98852_6 conda-forge
libcblas 3.9.0 12_linux64_openblas conda-forge
libcurl 7.80.0 h2574ce0_0 conda-forge
libdeflate 1.8 h7f98852_0 conda-forge
libedit 3.1.20191231 he28a2e2_2 conda-forge
libev 4.33 h516909a_1 conda-forge
libffi 3.4.2 h7f98852_5 conda-forge
libframel 8.41.3 h7f98852_1 conda-forge
libgcc-ng 11.2.0 h1d223b6_11 conda-forge
libgfortran-ng 11.2.0 h69a702a_11 conda-forge
libgfortran5 11.2.0 h5c6108e_11 conda-forge
libgomp 11.2.0 h1d223b6_11 conda-forge
liblal 7.1.4 fftw_hace999c_101 conda-forge
liblalburst 1.5.9 h43a23d0_2 conda-forge
liblalframe 1.5.5 h7f98852_2 conda-forge
liblalinference 3.0.0 h43a23d0_1 conda-forge
liblalinspiral 2.0.3 h43a23d0_0 conda-forge
liblalmetaio 2.0.3 h7f98852_1 conda-forge
liblalpulsar 3.1.0 hf58c25d_2 conda-forge
liblalsimulation 3.0.0 h43a23d0_3 conda-forge
liblapack 3.9.0 12_linux64_openblas conda-forge
libnetcdf 4.8.1 nompi_hb3fd0d9_101 conda-forge
libnghttp2 1.43.0 h812cca2_1 conda-forge
libnsl 2.0.0 h7f98852_0 conda-forge
libntlm 1.4 h7f98852_1002 conda-forge
libopenblas 0.3.18 pthreads_h8fe5266_0 conda-forge
libpng 1.6.37 h21135ba_2 conda-forge
libpq 14.1 hd57d9b9_1 conda-forge
libssh2 1.10.0 ha56f1ee_2 conda-forge
libstdcxx-ng 11.2.0 he4da1e4_11 conda-forge
libtiff 4.3.0 h6f004c6_2 conda-forge
libwebp-base 1.2.1 h7f98852_0 conda-forge
libzip 1.8.0 h4de3113_1 conda-forge
libzlib 1.2.11 h36c2ea0_1013 conda-forge
ligo-common 1.0.4 py_0 conda-forge
ligo-gracedb 2.7.6 pyhd8ed1ab_0 conda-forge
ligo-segments 1.4.0 py38h497a2fe_2 conda-forge
ligo.skymap 0.6.0 py38h1e9c115_0 conda-forge
ligotimegps 2.0.1 py_0 conda-forge
lscsoft-glue 2.0.0 py38h497a2fe_6 conda-forge
lz4-c 1.9.3 h9c3ff4c_1 conda-forge
lzo 2.10 h516909a_1000 conda-forge
markupsafe 2.0.1 py38h497a2fe_1 conda-forge
matplotlib-base 3.5.0 py38hf4fb855_0 conda-forge
metaio 8.5.1 h27826a3_1001 conda-forge
mock 4.0.3 py38h578d9bd_2 conda-forge
more-itertools 8.12.0 pyhd8ed1ab_0 conda-forge
mpi 1.0 mpich conda-forge
mpi4py 3.1.3 py38he865349_0 conda-forge
mpich 3.4.2 h846660c_101 conda-forge
mpmath 1.2.1 pyhd8ed1ab_0 conda-forge
munkres 1.1.4 pyh9f0ad1d_0 conda-forge
ncurses 6.2 h58526e2_4 conda-forge
nds2-client 0.16.7 h37f9cb6_0 conda-forge
netcdf4 1.5.8 nompi_py38h2823cc8_101 conda-forge
networkx 2.6.3 pyhd8ed1ab_1 conda-forge
nomkl 1.0 h5ca1d4c_0 conda-forge
numexpr 2.8.0 py38h6045d29_100 conda-forge
numpy 1.19.5 py38h9894fe3_2 conda-forge
olefile 0.46 pyh9f0ad1d_1 conda-forge
openjpeg 2.4.0 hb52868f_1 conda-forge
openssl 1.1.1l h7f98852_0 conda-forge
p_astro 0.8.2 pyhd8ed1ab_1 conda-forge
packaging 21.3 pyhd8ed1ab_0 conda-forge
pamela 1.0.0 py_0 conda-forge
pandas 1.3.4 py38h43a58ef_1 conda-forge
patsy 0.5.2 pyhd8ed1ab_0 conda-forge
pepredicates 0.0.3 py_0 conda-forge
pesummary 0.13.2 pyhd8ed1ab_0 conda-forge
pillow 8.4.0 py38h8e6f84c_0 conda-forge
pip 21.3.1 pyhd8ed1ab_0 conda-forge
plotly 5.4.0 pyhd8ed1ab_0 conda-forge
pluggy 1.0.0 py38h578d9bd_2 conda-forge
psycopg2 2.9.2 py38h497a2fe_1 conda-forge
ptemcee 1.0.0 py_0 conda-forge
py 1.11.0 pyh6c4a22f_0 conda-forge
pycondor 0.5.0 py_1 conda-forge
pycparser 2.21 pyhd8ed1ab_0 conda-forge
pyerfa 2.0.0.1 py38h6c62de6_1 conda-forge
pygments 2.10.0 pyhd8ed1ab_0 conda-forge
pyopenssl 21.0.0 pyhd8ed1ab_0 conda-forge
pyparsing 3.0.6 pyhd8ed1ab_0 conda-forge
pysocks 1.7.1 py38h578d9bd_4 conda-forge
pytables 3.6.1 py38hdb04529_5 conda-forge
pytest 6.2.5 py38h578d9bd_1 conda-forge
pytest-runner 5.3.1 pyhd8ed1ab_0 conda-forge
python 3.8.12 hb7a2778_2_cpython conda-forge
python-dateutil 2.8.2 pyhd8ed1ab_0 conda-forge
python-lal 7.1.4 fftw_py38h916f30c_101 conda-forge
python-lalburst 1.5.9 py38hb2fb00f_2 conda-forge
python-lalframe 1.5.5 py38h6c62de6_2 conda-forge
python-lalinference 3.0.0 py38hff97c14_1 conda-forge
python-lalinspiral 2.0.3 py38h6c62de6_0 conda-forge
python-lalmetaio 2.0.3 py38h6c62de6_1 conda-forge
python-lalpulsar 3.1.0 py38hff97c14_2 conda-forge
python-lalsimulation 3.0.0 py38hff97c14_3 conda-forge
python-ldas-tools-al 2.6.9 py38h1fd1430_1 conda-forge
python-ldas-tools-framecpp 2.6.12 py38h43a58ef_1 conda-forge
python-ligo-lw 1.7.1 py38h497a2fe_2 conda-forge
python-nds2-client 0.16.10 py38h43a58ef_1 conda-forge
python-pegasus-wms 4.9.3 py38h578d9bd_1 conda-forge
python_abi 3.8 2_cp38 conda-forge
pytz 2021.3 pyhd8ed1ab_0 conda-forge
pyyaml 6.0 py38h497a2fe_3 conda-forge
readline 8.1 h46c0cb4_0 conda-forge
reproject 0.8 py38h6c62de6_2 conda-forge
requests 2.26.0 pyhd8ed1ab_1 conda-forge
schwimmbad 0.3.2 py38h578d9bd_1 conda-forge
scikit-learn 0.22.2.post1 py38hcdab131_0 conda-forge
scipy 1.7.3 py38h56a6a73_0 conda-forge
seaborn 0.11.2 hd8ed1ab_0 conda-forge
seaborn-base 0.11.2 pyhd8ed1ab_0 conda-forge
setuptools 59.4.0 py38h578d9bd_0 conda-forge
six 1.16.0 pyh6c4a22f_0 conda-forge
sqlalchemy 1.4.28 py38h497a2fe_0 conda-forge
sqlite 3.37.0 h9cd32fc_0 conda-forge
statsmodels 0.13.1 py38h6c62de6_0 conda-forge
tenacity 8.0.1 pyhd8ed1ab_0 conda-forge
tk 8.6.11 h27826a3_1 conda-forge
toml 0.10.2 pyhd8ed1ab_0 conda-forge
tqdm 4.62.3 pyhd8ed1ab_0 conda-forge
typing_extensions 3.10.0.2 pyha770c72_0 conda-forge
unicodedata2 13.0.0.post2 py38h497a2fe_4 conda-forge
urllib3 1.26.7 pyhd8ed1ab_0 conda-forge
werkzeug 2.0.1 pyhd8ed1ab_0 conda-forge
wheel 0.37.0 pyhd8ed1ab_1 conda-forge
xarray 0.20.2 pyhd8ed1ab_0 conda-forge
xz 5.2.5 h516909a_1 conda-forge
yaml 0.2.5 h516909a_0 conda-forge
zipp 3.6.0 pyhd8ed1ab_0 conda-forge
zlib 1.2.11 h36c2ea0_1013 conda-forge
zstd 1.5.0 ha95c52a_0 conda-forge