Releases: CERN/CAiMIRA
Releases · CERN/CAiMIRA
Calculator-v4.17.5
Project documentation in Mkdocs
Default form values:
NO_DEFAULT = object()
DEFAULTS = {
'activity_type': 'office',
'air_changes': 0.,
'air_supply': 0.,
'arve_sensors_option': False,
'specific_breaks': '{}',
'precise_activity': '{}',
'calculator_version': NO_DEFAULT,
'ceiling_height': 0.,
'conditional_probability_viral_loads': False,
'CO2_fitting_result': '{}',
'exposed_coffee_break_option': 'coffee_break_0',
'exposed_coffee_duration': 5,
'exposed_finish': '17:30',
'exposed_lunch_finish': '13:30',
'exposed_lunch_option': True,
'exposed_lunch_start': '12:30',
'exposed_start': '08:30',
'event_month': 'January',
'floor_area': 0.,
'hepa_amount': 0.,
'hepa_option': False,
'humidity': '',
'infected_coffee_break_option': 'coffee_break_0',
'infected_coffee_duration': 5,
'infected_dont_have_breaks_with_exposed': False,
'infected_finish': '17:30',
'infected_lunch_finish': '13:30',
'infected_lunch_option': True,
'infected_lunch_start': '12:30',
'infected_people': 1,
'dynamic_infected_occupancy': NO_DEFAULT,
'infected_start': '08:30',
'inside_temp': NO_DEFAULT,
'location_latitude': NO_DEFAULT,
'location_longitude': NO_DEFAULT,
'location_name': NO_DEFAULT,
'geographic_population': 0,
'geographic_cases': 0,
'ascertainment_bias': 'confidence_low',
'exposure_option': 'p_deterministic_exposure',
'mask_type': 'Type I',
'mask_wearing_option': 'mask_off',
'mechanical_ventilation_type': 'not-applicable',
'occupancy_format': 'static',
'opening_distance': 0.,
'room_heating_option': False,
'room_number': NO_DEFAULT,
'room_volume': 0.,
'simulation_name': NO_DEFAULT,
'total_people': NO_DEFAULT,
'dynamic_exposed_occupancy': NO_DEFAULT,
'vaccine_option': False,
'vaccine_booster_option': False,
'vaccine_type': 'AZD1222_(AstraZeneca)',
'vaccine_booster_type': 'AZD1222_(AstraZeneca)',
'ventilation_type': 'no_ventilation',
'virus_type': 'SARS_CoV_2',
'volume_type': NO_DEFAULT,
'window_type': 'window_sliding',
'window_height': 0.,
'window_width': 0.,
'windows_duration': 10.,
'windows_frequency': 60.,
'windows_number': 0,
'window_opening_regime': 'windows_open_permanently',
'sensor_in_use': '',
'short_range_option': 'short_range_no',
'short_range_interactions': NO_DEFAULT,
'short_range_occupants': 0,
}
COFFEE_OPTIONS_INT = {'coffee_break_0': 0, 'coffee_break_1': 1,
'coffee_break_2': 2, 'coffee_break_4': 4}
CONFIDENCE_LEVEL_OPTIONS = {'confidence_low': 10,
'confidence_medium': 5, 'confidence_high': 2}
MECHANICAL_VENTILATION_TYPES = {
'mech_type_air_changes', 'mech_type_air_supply', 'not-applicable'}
MASK_WEARING_OPTIONS = {'mask_on', 'mask_off'}
MONTH_NAMES = [
'January', 'February', 'March', 'April', 'May', 'June', 'July',
'August', 'September', 'October', 'November', 'December',
]
VACCINE_BOOSTER_TYPE = ['AZD1222_(AstraZeneca)', 'Ad26.COV2.S_(Janssen)', 'BNT162b2_(Pfizer)', 'BNT162b2_(Pfizer)_(4th_dose)', 'BNT162b2_(Pfizer)_and_mRNA-1273_(Moderna)',
'BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)', 'BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)_(4th_dose)', 'CoronaVac_(Sinovac)', 'Coronavac_(Sinovac)', 'Sinopharm',
'mRNA-1273_(Moderna)', 'mRNA-1273_(Moderna)_(4th_dose)', 'Other']
VACCINE_TYPE = ['Ad26.COV2.S_(Janssen)', 'Any_mRNA_-_heterologous', 'AZD1222_(AstraZeneca)', 'AZD1222_(AstraZeneca)_and_any_mRNA_-_heterologous', 'AZD1222_(AstraZeneca)_and_BNT162b2_(Pfizer)',
'BBIBP-CorV_(Beijing_CNBG)', 'BNT162b2_(Pfizer)', 'BNT162b2_(Pfizer)_and_mRNA-1273_(Moderna)', 'CoronaVac_(Sinovac)', 'CoronaVac_(Sinovac)_and_AZD1222_(AstraZeneca)', 'Covishield',
'mRNA-1273_(Moderna)', 'Sputnik_V_(Gamaleya)', 'CoronaVac_(Sinovac)_and_BNT162b2_(Pfizer)']
VENTILATION_TYPES = {'natural_ventilation', 'mechanical_ventilation',
'no_ventilation', 'from_fitting'}
VOLUME_TYPES = {'room_volume_explicit', 'room_volume_from_dimensions'}
WINDOWS_OPENING_REGIMES = {'windows_open_permanently',
'windows_open_periodically', 'not-applicable'}
WINDOWS_TYPES = {'window_sliding', 'window_hinged', 'not-applicable'}
Configuration:
version = None
expiration_particle = {
"long_range_particle_diameter": {
"minimum_diameter": 0.1,
"maximum_diameter": 30,
"references": "Morawska et al. (https://doi.org/10.1016/j.jaerosci.2008.11.002); Johnson et al. (https://doi.org/10.1016/j.jaerosci.2011.07.009).",
},
"short_range_particle_diameter": {
"minimum_diameter": 0.1,
"maximum_diameter": 100,
"references": "Morawska et al. (https://doi.org/10.1016/j.jaerosci.2008.11.002); Johnson et al. (https://doi.org/10.1016/j.jaerosci.2011.07.009).",
},
"BLOmodel": {
"cn": {"B": 0.06, "L": 0.2, "O": 0.0010008},
"mu": {"B": 0.989541, "L": 1.38629, "O": 4.97673},
"sigma": {"B": 0.262364, "L": 0.506818, "O": 0.585005},
"references": "Morawska et al. (https://doi.org/10.1016/j.jaerosci.2008.11.002); Johnson et al. (https://doi.org/10.1016/j.jaerosci.2011.07.009).",
},
"expiration_BLO_factors": {
"Breathing": {"B": 1., "L": 0., "O": 0., },
"Speaking": {"B": 1., "L": 1., "O": 1., },
"Singing": {"B": 1., "L": 5., "O": 5., },
"Shouting": {"B": 1., "L": 5., "O": 5., },
"references": "Morawska et al. (https://doi.org/10.1016/j.jaerosci.2008.11.002); Johnson et al. (https://doi.org/10.1016/j.jaerosci.2011.07.009).",
},
"particle": {
"evaporation_factor": 0.3,
"references": "Marr et al. (https://doi.org/10.1098/rsif.2018.0298).",
},
}
activity_distributions = {
"Seated": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": -0.6872121723362303,
"lognormal_standard_deviation_gaussian": 0.10498338229297108,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
"exhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": -0.6872121723362303,
"lognormal_standard_deviation_gaussian": 0.10498338229297108,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
},
"Standing": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": -0.5742377578494785,
"lognormal_standard_deviation_gaussian": 0.09373162411398223,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
"exhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": -0.5742377578494785,
"lognormal_standard_deviation_gaussian": 0.09373162411398223,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
},
"Light activity": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 0.21380242785625422,
"lognormal_standard_deviation_gaussian": 0.09435378091059601,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
"exhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 0.21380242785625422,
"lognormal_standard_deviation_gaussian": 0.09435378091059601,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
},
"Moderate activity": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 0.551771330362601,
"lognormal_standard_deviation_gaussian": 0.1894616357138137,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
"exhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 0.551771330362601,
"lognormal_standard_deviation_gaussian": 0.1894616357138137,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
},
"Heavy exercise": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 1.1644665696723049,
"lognormal_standard_deviation_gaussian": 0.21744554768657565,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
"exhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 1.1644665696723049...
Calculator-v4.17.4
CO2 fitting algorithm post-review changes
Default form values:
NO_DEFAULT = object()
DEFAULTS = {
'activity_type': 'office',
'air_changes': 0.,
'air_supply': 0.,
'arve_sensors_option': False,
'specific_breaks': '{}',
'precise_activity': '{}',
'calculator_version': NO_DEFAULT,
'ceiling_height': 0.,
'conditional_probability_viral_loads': False,
'CO2_fitting_result': '{}',
'exposed_coffee_break_option': 'coffee_break_0',
'exposed_coffee_duration': 5,
'exposed_finish': '17:30',
'exposed_lunch_finish': '13:30',
'exposed_lunch_option': True,
'exposed_lunch_start': '12:30',
'exposed_start': '08:30',
'event_month': 'January',
'floor_area': 0.,
'hepa_amount': 0.,
'hepa_option': False,
'humidity': '',
'infected_coffee_break_option': 'coffee_break_0',
'infected_coffee_duration': 5,
'infected_dont_have_breaks_with_exposed': False,
'infected_finish': '17:30',
'infected_lunch_finish': '13:30',
'infected_lunch_option': True,
'infected_lunch_start': '12:30',
'infected_people': 1,
'dynamic_infected_occupancy': NO_DEFAULT,
'infected_start': '08:30',
'inside_temp': NO_DEFAULT,
'location_latitude': NO_DEFAULT,
'location_longitude': NO_DEFAULT,
'location_name': NO_DEFAULT,
'geographic_population': 0,
'geographic_cases': 0,
'ascertainment_bias': 'confidence_low',
'exposure_option': 'p_deterministic_exposure',
'mask_type': 'Type I',
'mask_wearing_option': 'mask_off',
'mechanical_ventilation_type': 'not-applicable',
'occupancy_format': 'static',
'opening_distance': 0.,
'room_heating_option': False,
'room_number': NO_DEFAULT,
'room_volume': 0.,
'simulation_name': NO_DEFAULT,
'total_people': NO_DEFAULT,
'dynamic_exposed_occupancy': NO_DEFAULT,
'vaccine_option': False,
'vaccine_booster_option': False,
'vaccine_type': 'AZD1222_(AstraZeneca)',
'vaccine_booster_type': 'AZD1222_(AstraZeneca)',
'ventilation_type': 'no_ventilation',
'virus_type': 'SARS_CoV_2',
'volume_type': NO_DEFAULT,
'window_type': 'window_sliding',
'window_height': 0.,
'window_width': 0.,
'windows_duration': 10.,
'windows_frequency': 60.,
'windows_number': 0,
'window_opening_regime': 'windows_open_permanently',
'sensor_in_use': '',
'short_range_option': 'short_range_no',
'short_range_interactions': NO_DEFAULT,
'short_range_occupants': 0,
}
# ------------------ Activities ----------------------
# ------------------ Validation ----------------------
COFFEE_OPTIONS_INT = {'coffee_break_0': 0, 'coffee_break_1': 1,
'coffee_break_2': 2, 'coffee_break_4': 4}
CONFIDENCE_LEVEL_OPTIONS = {'confidence_low': 10,
'confidence_medium': 5, 'confidence_high': 2}
MECHANICAL_VENTILATION_TYPES = {
'mech_type_air_changes', 'mech_type_air_supply', 'not-applicable'}
MASK_WEARING_OPTIONS = {'mask_on', 'mask_off'}
MONTH_NAMES = [
'January', 'February', 'March', 'April', 'May', 'June', 'July',
'August', 'September', 'October', 'November', 'December',
]
VACCINE_BOOSTER_TYPE = ['AZD1222_(AstraZeneca)', 'Ad26.COV2.S_(Janssen)', 'BNT162b2_(Pfizer)', 'BNT162b2_(Pfizer)_(4th_dose)', 'BNT162b2_(Pfizer)_and_mRNA-1273_(Moderna)',
'BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)', 'BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)_(4th_dose)', 'CoronaVac_(Sinovac)', 'Coronavac_(Sinovac)', 'Sinopharm',
'mRNA-1273_(Moderna)', 'mRNA-1273_(Moderna)_(4th_dose)', 'Other']
VACCINE_TYPE = ['Ad26.COV2.S_(Janssen)', 'Any_mRNA_-_heterologous', 'AZD1222_(AstraZeneca)', 'AZD1222_(AstraZeneca)_and_any_mRNA_-_heterologous', 'AZD1222_(AstraZeneca)_and_BNT162b2_(Pfizer)',
'BBIBP-CorV_(Beijing_CNBG)', 'BNT162b2_(Pfizer)', 'BNT162b2_(Pfizer)_and_mRNA-1273_(Moderna)', 'CoronaVac_(Sinovac)', 'CoronaVac_(Sinovac)_and_AZD1222_(AstraZeneca)', 'Covishield',
'mRNA-1273_(Moderna)', 'Sputnik_V_(Gamaleya)', 'CoronaVac_(Sinovac)_and_BNT162b2_(Pfizer)']
VENTILATION_TYPES = {'natural_ventilation', 'mechanical_ventilation',
'no_ventilation', 'from_fitting'}
VOLUME_TYPES = {'room_volume_explicit', 'room_volume_from_dimensions'}
WINDOWS_OPENING_REGIMES = {'windows_open_permanently',
'windows_open_periodically', 'not-applicable'}
WINDOWS_TYPES = {'window_sliding', 'window_hinged', 'not-applicable'}
Configuration:
version = None
expiration_particle = {
"long_range_particle_diameter": {
"minimum_diameter": 0.1,
"maximum_diameter": 30,
"references": "Morawska et al. (https://doi.org/10.1016/j.jaerosci.2008.11.002); Johnson et al. (https://doi.org/10.1016/j.jaerosci.2011.07.009).",
},
"short_range_particle_diameter": {
"minimum_diameter": 0.1,
"maximum_diameter": 100,
"references": "Morawska et al. (https://doi.org/10.1016/j.jaerosci.2008.11.002); Johnson et al. (https://doi.org/10.1016/j.jaerosci.2011.07.009).",
},
"BLOmodel": {
"cn": {"B": 0.06, "L": 0.2, "O": 0.0010008},
"mu": {"B": 0.989541, "L": 1.38629, "O": 4.97673},
"sigma": {"B": 0.262364, "L": 0.506818, "O": 0.585005},
"references": "Morawska et al. (https://doi.org/10.1016/j.jaerosci.2008.11.002); Johnson et al. (https://doi.org/10.1016/j.jaerosci.2011.07.009).",
},
"expiration_BLO_factors": {
"Breathing": {"B": 1., "L": 0., "O": 0., },
"Speaking": {"B": 1., "L": 1., "O": 1., },
"Singing": {"B": 1., "L": 5., "O": 5., },
"Shouting": {"B": 1., "L": 5., "O": 5., },
"references": "Morawska et al. (https://doi.org/10.1016/j.jaerosci.2008.11.002); Johnson et al. (https://doi.org/10.1016/j.jaerosci.2011.07.009).",
},
"particle": {
"evaporation_factor": 0.3,
"references": "Marr et al. (https://doi.org/10.1098/rsif.2018.0298).",
},
}
activity_distributions = {
"Seated": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": -0.6872121723362303,
"lognormal_standard_deviation_gaussian": 0.10498338229297108,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
"exhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": -0.6872121723362303,
"lognormal_standard_deviation_gaussian": 0.10498338229297108,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
},
"Standing": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": -0.5742377578494785,
"lognormal_standard_deviation_gaussian": 0.09373162411398223,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
"exhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": -0.5742377578494785,
"lognormal_standard_deviation_gaussian": 0.09373162411398223,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
},
"Light activity": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 0.21380242785625422,
"lognormal_standard_deviation_gaussian": 0.09435378091059601,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
"exhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 0.21380242785625422,
"lognormal_standard_deviation_gaussian": 0.09435378091059601,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
},
"Moderate activity": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 0.551771330362601,
"lognormal_standard_deviation_gaussian": 0.1894616357138137,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
"exhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 0.551771330362601,
"lognormal_standard_deviation_gaussian": 0.1894616357138137,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
},
"Heavy exercise": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 1.1644665696723049,
"lognormal_standard_deviation_gaussian": 0.21744554768657565,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
"exhalation_rate": {
"associated_valu...
Calculator-v4.17.3
Added Eq. ventilation to HEPA question
Default form values:
NO_DEFAULT = object()
DEFAULTS = {
'activity_type': 'office',
'air_changes': 0.,
'air_supply': 0.,
'arve_sensors_option': False,
'specific_breaks': '{}',
'precise_activity': '{}',
'calculator_version': NO_DEFAULT,
'ceiling_height': 0.,
'conditional_probability_viral_loads': False,
'CO2_fitting_result': '{}',
'exposed_coffee_break_option': 'coffee_break_0',
'exposed_coffee_duration': 5,
'exposed_finish': '17:30',
'exposed_lunch_finish': '13:30',
'exposed_lunch_option': True,
'exposed_lunch_start': '12:30',
'exposed_start': '08:30',
'event_month': 'January',
'floor_area': 0.,
'hepa_amount': 0.,
'hepa_option': False,
'humidity': '',
'infected_coffee_break_option': 'coffee_break_0',
'infected_coffee_duration': 5,
'infected_dont_have_breaks_with_exposed': False,
'infected_finish': '17:30',
'infected_lunch_finish': '13:30',
'infected_lunch_option': True,
'infected_lunch_start': '12:30',
'infected_people': 1,
'dynamic_infected_occupancy': NO_DEFAULT,
'infected_start': '08:30',
'inside_temp': NO_DEFAULT,
'location_latitude': NO_DEFAULT,
'location_longitude': NO_DEFAULT,
'location_name': NO_DEFAULT,
'geographic_population': 0,
'geographic_cases': 0,
'ascertainment_bias': 'confidence_low',
'exposure_option': 'p_deterministic_exposure',
'mask_type': 'Type I',
'mask_wearing_option': 'mask_off',
'mechanical_ventilation_type': 'not-applicable',
'occupancy_format': 'static',
'opening_distance': 0.,
'room_heating_option': False,
'room_number': NO_DEFAULT,
'room_volume': 0.,
'simulation_name': NO_DEFAULT,
'total_people': NO_DEFAULT,
'dynamic_exposed_occupancy': NO_DEFAULT,
'vaccine_option': False,
'vaccine_booster_option': False,
'vaccine_type': 'AZD1222_(AstraZeneca)',
'vaccine_booster_type': 'AZD1222_(AstraZeneca)',
'ventilation_type': 'no_ventilation',
'virus_type': 'SARS_CoV_2',
'volume_type': NO_DEFAULT,
'window_type': 'window_sliding',
'window_height': 0.,
'window_width': 0.,
'windows_duration': 10.,
'windows_frequency': 60.,
'windows_number': 0,
'window_opening_regime': 'windows_open_permanently',
'sensor_in_use': '',
'short_range_option': 'short_range_no',
'short_range_interactions': NO_DEFAULT,
'short_range_occupants': 0,
}
# ------------------ Activities ----------------------
# ------------------ Validation ----------------------
COFFEE_OPTIONS_INT = {'coffee_break_0': 0, 'coffee_break_1': 1,
'coffee_break_2': 2, 'coffee_break_4': 4}
CONFIDENCE_LEVEL_OPTIONS = {'confidence_low': 10,
'confidence_medium': 5, 'confidence_high': 2}
MECHANICAL_VENTILATION_TYPES = {
'mech_type_air_changes', 'mech_type_air_supply', 'not-applicable'}
MASK_WEARING_OPTIONS = {'mask_on', 'mask_off'}
MONTH_NAMES = [
'January', 'February', 'March', 'April', 'May', 'June', 'July',
'August', 'September', 'October', 'November', 'December',
]
VACCINE_BOOSTER_TYPE = ['AZD1222_(AstraZeneca)', 'Ad26.COV2.S_(Janssen)', 'BNT162b2_(Pfizer)', 'BNT162b2_(Pfizer)_(4th_dose)', 'BNT162b2_(Pfizer)_and_mRNA-1273_(Moderna)',
'BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)', 'BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)_(4th_dose)', 'CoronaVac_(Sinovac)', 'Coronavac_(Sinovac)', 'Sinopharm',
'mRNA-1273_(Moderna)', 'mRNA-1273_(Moderna)_(4th_dose)', 'Other']
VACCINE_TYPE = ['Ad26.COV2.S_(Janssen)', 'Any_mRNA_-_heterologous', 'AZD1222_(AstraZeneca)', 'AZD1222_(AstraZeneca)_and_any_mRNA_-_heterologous', 'AZD1222_(AstraZeneca)_and_BNT162b2_(Pfizer)',
'BBIBP-CorV_(Beijing_CNBG)', 'BNT162b2_(Pfizer)', 'BNT162b2_(Pfizer)_and_mRNA-1273_(Moderna)', 'CoronaVac_(Sinovac)', 'CoronaVac_(Sinovac)_and_AZD1222_(AstraZeneca)', 'Covishield',
'mRNA-1273_(Moderna)', 'Sputnik_V_(Gamaleya)', 'CoronaVac_(Sinovac)_and_BNT162b2_(Pfizer)']
VENTILATION_TYPES = {'natural_ventilation', 'mechanical_ventilation',
'no_ventilation', 'from_fitting'}
VOLUME_TYPES = {'room_volume_explicit', 'room_volume_from_dimensions'}
WINDOWS_OPENING_REGIMES = {'windows_open_permanently',
'windows_open_periodically', 'not-applicable'}
WINDOWS_TYPES = {'window_sliding', 'window_hinged', 'not-applicable'}
Configuration:
version = None
expiration_particle = {
"long_range_particle_diameter": {
"minimum_diameter": 0.1,
"maximum_diameter": 30,
"references": "Morawska et al. (https://doi.org/10.1016/j.jaerosci.2008.11.002); Johnson et al. (https://doi.org/10.1016/j.jaerosci.2011.07.009).",
},
"short_range_particle_diameter": {
"minimum_diameter": 0.1,
"maximum_diameter": 100,
"references": "Morawska et al. (https://doi.org/10.1016/j.jaerosci.2008.11.002); Johnson et al. (https://doi.org/10.1016/j.jaerosci.2011.07.009).",
},
"BLOmodel": {
"cn": {"B": 0.06, "L": 0.2, "O": 0.0010008},
"mu": {"B": 0.989541, "L": 1.38629, "O": 4.97673},
"sigma": {"B": 0.262364, "L": 0.506818, "O": 0.585005},
"references": "Morawska et al. (https://doi.org/10.1016/j.jaerosci.2008.11.002); Johnson et al. (https://doi.org/10.1016/j.jaerosci.2011.07.009).",
},
"expiration_BLO_factors": {
"Breathing": {"B": 1., "L": 0., "O": 0., },
"Speaking": {"B": 1., "L": 1., "O": 1., },
"Singing": {"B": 1., "L": 5., "O": 5., },
"Shouting": {"B": 1., "L": 5., "O": 5., },
"references": "Morawska et al. (https://doi.org/10.1016/j.jaerosci.2008.11.002); Johnson et al. (https://doi.org/10.1016/j.jaerosci.2011.07.009).",
},
"particle": {
"evaporation_factor": 0.3,
"references": "Marr et al. (https://doi.org/10.1098/rsif.2018.0298).",
},
}
activity_distributions = {
"Seated": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": -0.6872121723362303,
"lognormal_standard_deviation_gaussian": 0.10498338229297108,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
"exhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": -0.6872121723362303,
"lognormal_standard_deviation_gaussian": 0.10498338229297108,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
},
"Standing": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": -0.5742377578494785,
"lognormal_standard_deviation_gaussian": 0.09373162411398223,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
"exhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": -0.5742377578494785,
"lognormal_standard_deviation_gaussian": 0.09373162411398223,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
},
"Light activity": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 0.21380242785625422,
"lognormal_standard_deviation_gaussian": 0.09435378091059601,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
"exhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 0.21380242785625422,
"lognormal_standard_deviation_gaussian": 0.09435378091059601,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
},
"Moderate activity": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 0.551771330362601,
"lognormal_standard_deviation_gaussian": 0.1894616357138137,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
"exhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 0.551771330362601,
"lognormal_standard_deviation_gaussian": 0.1894616357138137,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
},
"Heavy exercise": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 1.1644665696723049,
"lognormal_standard_deviation_gaussian": 0.21744554768657565,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
"exhalation_rate": {
"associated_value":...
v4.17.2: Merge branch 'bugfix/API_refinement' into 'master'
CAiMIRA REST API
Default form values:
NO_DEFAULT = object()
DEFAULTS = {
'activity_type': 'office',
'air_changes': 0.,
'air_supply': 0.,
'arve_sensors_option': False,
'specific_breaks': '{}',
'precise_activity': '{}',
'calculator_version': NO_DEFAULT,
'ceiling_height': 0.,
'conditional_probability_viral_loads': False,
'CO2_fitting_result': '{}',
'exposed_coffee_break_option': 'coffee_break_0',
'exposed_coffee_duration': 5,
'exposed_finish': '17:30',
'exposed_lunch_finish': '13:30',
'exposed_lunch_option': True,
'exposed_lunch_start': '12:30',
'exposed_start': '08:30',
'event_month': 'January',
'floor_area': 0.,
'hepa_amount': 0.,
'hepa_option': False,
'humidity': '',
'infected_coffee_break_option': 'coffee_break_0',
'infected_coffee_duration': 5,
'infected_dont_have_breaks_with_exposed': False,
'infected_finish': '17:30',
'infected_lunch_finish': '13:30',
'infected_lunch_option': True,
'infected_lunch_start': '12:30',
'infected_people': 1,
'dynamic_infected_occupancy': NO_DEFAULT,
'infected_start': '08:30',
'inside_temp': NO_DEFAULT,
'location_latitude': NO_DEFAULT,
'location_longitude': NO_DEFAULT,
'location_name': NO_DEFAULT,
'geographic_population': 0,
'geographic_cases': 0,
'ascertainment_bias': 'confidence_low',
'exposure_option': 'p_deterministic_exposure',
'mask_type': 'Type I',
'mask_wearing_option': 'mask_off',
'mechanical_ventilation_type': 'not-applicable',
'occupancy_format': 'static',
'opening_distance': 0.,
'room_heating_option': False,
'room_number': NO_DEFAULT,
'room_volume': 0.,
'simulation_name': NO_DEFAULT,
'total_people': NO_DEFAULT,
'dynamic_exposed_occupancy': NO_DEFAULT,
'vaccine_option': False,
'vaccine_booster_option': False,
'vaccine_type': 'AZD1222_(AstraZeneca)',
'vaccine_booster_type': 'AZD1222_(AstraZeneca)',
'ventilation_type': 'no_ventilation',
'virus_type': 'SARS_CoV_2',
'volume_type': NO_DEFAULT,
'window_type': 'window_sliding',
'window_height': 0.,
'window_width': 0.,
'windows_duration': 10.,
'windows_frequency': 60.,
'windows_number': 0,
'window_opening_regime': 'windows_open_permanently',
'sensor_in_use': '',
'short_range_option': 'short_range_no',
'short_range_interactions': NO_DEFAULT,
'short_range_occupants': 0,
}
# ------------------ Activities ----------------------
# ------------------ Validation ----------------------
COFFEE_OPTIONS_INT = {'coffee_break_0': 0, 'coffee_break_1': 1,
'coffee_break_2': 2, 'coffee_break_4': 4}
CONFIDENCE_LEVEL_OPTIONS = {'confidence_low': 10,
'confidence_medium': 5, 'confidence_high': 2}
MECHANICAL_VENTILATION_TYPES = {
'mech_type_air_changes', 'mech_type_air_supply', 'not-applicable'}
MASK_WEARING_OPTIONS = {'mask_on', 'mask_off'}
MONTH_NAMES = [
'January', 'February', 'March', 'April', 'May', 'June', 'July',
'August', 'September', 'October', 'November', 'December',
]
VACCINE_BOOSTER_TYPE = ['AZD1222_(AstraZeneca)', 'Ad26.COV2.S_(Janssen)', 'BNT162b2_(Pfizer)', 'BNT162b2_(Pfizer)_(4th_dose)', 'BNT162b2_(Pfizer)_and_mRNA-1273_(Moderna)',
'BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)', 'BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)_(4th_dose)', 'CoronaVac_(Sinovac)', 'Coronavac_(Sinovac)', 'Sinopharm',
'mRNA-1273_(Moderna)', 'mRNA-1273_(Moderna)_(4th_dose)', 'Other']
VACCINE_TYPE = ['Ad26.COV2.S_(Janssen)', 'Any_mRNA_-_heterologous', 'AZD1222_(AstraZeneca)', 'AZD1222_(AstraZeneca)_and_any_mRNA_-_heterologous', 'AZD1222_(AstraZeneca)_and_BNT162b2_(Pfizer)',
'BBIBP-CorV_(Beijing_CNBG)', 'BNT162b2_(Pfizer)', 'BNT162b2_(Pfizer)_and_mRNA-1273_(Moderna)', 'CoronaVac_(Sinovac)', 'CoronaVac_(Sinovac)_and_AZD1222_(AstraZeneca)', 'Covishield',
'mRNA-1273_(Moderna)', 'Sputnik_V_(Gamaleya)', 'CoronaVac_(Sinovac)_and_BNT162b2_(Pfizer)']
VENTILATION_TYPES = {'natural_ventilation', 'mechanical_ventilation',
'no_ventilation', 'from_fitting'}
VOLUME_TYPES = {'room_volume_explicit', 'room_volume_from_dimensions'}
WINDOWS_OPENING_REGIMES = {'windows_open_permanently',
'windows_open_periodically', 'not-applicable'}
WINDOWS_TYPES = {'window_sliding', 'window_hinged', 'not-applicable'}
Configuration:
version = None
expiration_particle = {
"long_range_particle_diameter": {
"minimum_diameter": 0.1,
"maximum_diameter": 30,
"references": "Morawska et al. (https://doi.org/10.1016/j.jaerosci.2008.11.002); Johnson et al. (https://doi.org/10.1016/j.jaerosci.2011.07.009).",
},
"short_range_particle_diameter": {
"minimum_diameter": 0.1,
"maximum_diameter": 100,
"references": "Morawska et al. (https://doi.org/10.1016/j.jaerosci.2008.11.002); Johnson et al. (https://doi.org/10.1016/j.jaerosci.2011.07.009).",
},
"BLOmodel": {
"cn": {"B": 0.06, "L": 0.2, "O": 0.0010008},
"mu": {"B": 0.989541, "L": 1.38629, "O": 4.97673},
"sigma": {"B": 0.262364, "L": 0.506818, "O": 0.585005},
"references": "Morawska et al. (https://doi.org/10.1016/j.jaerosci.2008.11.002); Johnson et al. (https://doi.org/10.1016/j.jaerosci.2011.07.009).",
},
"expiration_BLO_factors": {
"Breathing": {"B": 1., "L": 0., "O": 0., },
"Speaking": {"B": 1., "L": 1., "O": 1., },
"Singing": {"B": 1., "L": 5., "O": 5., },
"Shouting": {"B": 1., "L": 5., "O": 5., },
"references": "Morawska et al. (https://doi.org/10.1016/j.jaerosci.2008.11.002); Johnson et al. (https://doi.org/10.1016/j.jaerosci.2011.07.009).",
},
"particle": {
"evaporation_factor": 0.3,
"references": "Marr et al. (https://doi.org/10.1098/rsif.2018.0298).",
},
}
activity_distributions = {
"Seated": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": -0.6872121723362303,
"lognormal_standard_deviation_gaussian": 0.10498338229297108,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
"exhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": -0.6872121723362303,
"lognormal_standard_deviation_gaussian": 0.10498338229297108,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
},
"Standing": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": -0.5742377578494785,
"lognormal_standard_deviation_gaussian": 0.09373162411398223,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
"exhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": -0.5742377578494785,
"lognormal_standard_deviation_gaussian": 0.09373162411398223,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
},
"Light activity": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 0.21380242785625422,
"lognormal_standard_deviation_gaussian": 0.09435378091059601,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
"exhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 0.21380242785625422,
"lognormal_standard_deviation_gaussian": 0.09435378091059601,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
},
"Moderate activity": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 0.551771330362601,
"lognormal_standard_deviation_gaussian": 0.1894616357138137,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
"exhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 0.551771330362601,
"lognormal_standard_deviation_gaussian": 0.1894616357138137,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
},
"Heavy exercise": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 1.1644665696723049,
"lognormal_standard_deviation_gaussian": 0.21744554768657565,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
"exhalation_rate": {
"associated_value": "Log-normal distribut...
Calculator-v4.16.1: Merge branch 'bugfix/short-range-f_inf' into 'master'
Fixed error with fraction of infectious virus (f_inf) (short-range).
Default form values:
NO_DEFAULT = object()
DEFAULTS = {
'activity_type': 'office',
'air_changes': 0.,
'air_supply': 0.,
'arve_sensors_option': False,
'specific_breaks': '{}',
'precise_activity': '{}',
'calculator_version': NO_DEFAULT,
'ceiling_height': 0.,
'conditional_probability_plot': False,
'conditional_probability_viral_loads': False,
'CO2_fitting_result': '{}',
'exposed_coffee_break_option': 'coffee_break_0',
'exposed_coffee_duration': 5,
'exposed_finish': '17:30',
'exposed_lunch_finish': '13:30',
'exposed_lunch_option': True,
'exposed_lunch_start': '12:30',
'exposed_start': '08:30',
'event_month': 'January',
'floor_area': 0.,
'hepa_amount': 0.,
'hepa_option': False,
'humidity': '',
'infected_coffee_break_option': 'coffee_break_0',
'infected_coffee_duration': 5,
'infected_dont_have_breaks_with_exposed': False,
'infected_finish': '17:30',
'infected_lunch_finish': '13:30',
'infected_lunch_option': True,
'infected_lunch_start': '12:30',
'infected_people': 1,
'infected_start': '08:30',
'inside_temp': NO_DEFAULT,
'location_latitude': NO_DEFAULT,
'location_longitude': NO_DEFAULT,
'location_name': NO_DEFAULT,
'geographic_population': 0,
'geographic_cases': 0,
'ascertainment_bias': 'confidence_low',
'exposure_option': 'p_deterministic_exposure',
'mask_type': 'Type I',
'mask_wearing_option': 'mask_off',
'mechanical_ventilation_type': 'not-applicable',
'opening_distance': 0.,
'room_heating_option': False,
'room_number': NO_DEFAULT,
'room_volume': 0.,
'simulation_name': NO_DEFAULT,
'total_people': NO_DEFAULT,
'vaccine_option': False,
'vaccine_booster_option': False,
'vaccine_type': 'AZD1222_(AstraZeneca)',
'vaccine_booster_type': 'AZD1222_(AstraZeneca)',
'ventilation_type': 'no_ventilation',
'virus_type': 'SARS_CoV_2',
'volume_type': NO_DEFAULT,
'window_type': 'window_sliding',
'window_height': 0.,
'window_width': 0.,
'windows_duration': 10.,
'windows_frequency': 60.,
'windows_number': 0,
'window_opening_regime': 'windows_open_permanently',
'sensor_in_use': '',
'short_range_option': 'short_range_no',
'short_range_interactions': '[]',
'short_range_occupants': 0,
}
# ------------------ Activities ----------------------
# ------------------ Validation ----------------------
COFFEE_OPTIONS_INT = {'coffee_break_0': 0, 'coffee_break_1': 1,
'coffee_break_2': 2, 'coffee_break_4': 4}
CONFIDENCE_LEVEL_OPTIONS = {'confidence_low': 10,
'confidence_medium': 5, 'confidence_high': 2}
MECHANICAL_VENTILATION_TYPES = {
'mech_type_air_changes', 'mech_type_air_supply', 'not-applicable'}
MASK_WEARING_OPTIONS = {'mask_on', 'mask_off'}
MONTH_NAMES = [
'January', 'February', 'March', 'April', 'May', 'June', 'July',
'August', 'September', 'October', 'November', 'December',
]
VACCINE_BOOSTER_TYPE = ['AZD1222_(AstraZeneca)', 'Ad26.COV2.S_(Janssen)', 'BNT162b2_(Pfizer)', 'BNT162b2_(Pfizer)_(4th_dose)', 'BNT162b2_(Pfizer)_and_mRNA-1273_(Moderna)',
'BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)', 'BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)_(4th_dose)', 'CoronaVac_(Sinovac)', 'Coronavac_(Sinovac)', 'Sinopharm',
'mRNA-1273_(Moderna)', 'mRNA-1273_(Moderna)_(4th_dose)', 'Other']
VACCINE_TYPE = ['Ad26.COV2.S_(Janssen)', 'Any_mRNA_-_heterologous', 'AZD1222_(AstraZeneca)', 'AZD1222_(AstraZeneca)_and_any_mRNA_-_heterologous', 'AZD1222_(AstraZeneca)_and_BNT162b2_(Pfizer)',
'BBIBP-CorV_(Beijing_CNBG)', 'BNT162b2_(Pfizer)', 'BNT162b2_(Pfizer)_and_mRNA-1273_(Moderna)', 'CoronaVac_(Sinovac)', 'CoronaVac_(Sinovac)_and_AZD1222_(AstraZeneca)', 'Covishield',
'mRNA-1273_(Moderna)', 'Sputnik_V_(Gamaleya)', 'CoronaVac_(Sinovac)_and_BNT162b2_(Pfizer)']
VENTILATION_TYPES = {'natural_ventilation', 'mechanical_ventilation',
'no_ventilation', 'from_fitting'}
VOLUME_TYPES = {'room_volume_explicit', 'room_volume_from_dimensions'}
WINDOWS_OPENING_REGIMES = {'windows_open_permanently',
'windows_open_periodically', 'not-applicable'}
WINDOWS_TYPES = {'window_sliding', 'window_hinged', 'not-applicable'}
Configuration:
version = None
expiration_particle = {
"long_range_particle_diameter": {
"minimum_diameter": 0.1,
"maximum_diameter": 30,
"references": "Morawska et al. (https://doi.org/10.1016/j.jaerosci.2008.11.002); Johnson et al. (https://doi.org/10.1016/j.jaerosci.2011.07.009).",
},
"short_range_particle_diameter": {
"minimum_diameter": 0.1,
"maximum_diameter": 100,
"references": "Morawska et al. (https://doi.org/10.1016/j.jaerosci.2008.11.002); Johnson et al. (https://doi.org/10.1016/j.jaerosci.2011.07.009).",
},
"BLOmodel": {
"cn": {"B": 0.06, "L": 0.2, "O": 0.0010008},
"mu": {"B": 0.989541, "L": 1.38629, "O": 4.97673},
"sigma": {"B": 0.262364, "L": 0.506818, "O": 0.585005},
"references": "Morawska et al. (https://doi.org/10.1016/j.jaerosci.2008.11.002); Johnson et al. (https://doi.org/10.1016/j.jaerosci.2011.07.009).",
},
"expiration_BLO_factors": {
"Breathing": {"B": 1., "L": 0., "O": 0., },
"Speaking": {"B": 1., "L": 1., "O": 1., },
"Singing": {"B": 1., "L": 5., "O": 5., },
"Shouting": {"B": 1., "L": 5., "O": 5., },
"references": "Morawska et al. (https://doi.org/10.1016/j.jaerosci.2008.11.002); Johnson et al. (https://doi.org/10.1016/j.jaerosci.2011.07.009).",
},
"particle": {
"evaporation_factor": 0.3,
"references": "Marr et al. (https://doi.org/10.1098/rsif.2018.0298).",
},
}
activity_distributions = {
"Seated": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": -0.6872121723362303,
"lognormal_standard_deviation_gaussian": 0.10498338229297108,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
"exhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": -0.6872121723362303,
"lognormal_standard_deviation_gaussian": 0.10498338229297108,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
},
"Standing": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": -0.5742377578494785,
"lognormal_standard_deviation_gaussian": 0.09373162411398223,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
"exhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": -0.5742377578494785,
"lognormal_standard_deviation_gaussian": 0.09373162411398223,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
},
"Light activity": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 0.21380242785625422,
"lognormal_standard_deviation_gaussian": 0.09435378091059601,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
"exhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 0.21380242785625422,
"lognormal_standard_deviation_gaussian": 0.09435378091059601,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
},
"Moderate activity": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 0.551771330362601,
"lognormal_standard_deviation_gaussian": 0.1894616357138137,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
"exhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 0.551771330362601,
"lognormal_standard_deviation_gaussian": 0.1894616357138137,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
},
"Heavy exercise": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 1.1644665696723049,
"lognormal_standard_deviation_gaussian": 0.21744554768657565,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
"exhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
...
Calculator-v4.16.0: Merge branch 'changes/caimira_schema_2.0.2' into 'master'
Deprecate ExpertApplication and CO2Application
Default form values:
NO_DEFAULT = object()
DEFAULTS = {
'activity_type': 'office',
'air_changes': 0.,
'air_supply': 0.,
'arve_sensors_option': False,
'specific_breaks': '{}',
'precise_activity': '{}',
'calculator_version': NO_DEFAULT,
'ceiling_height': 0.,
'conditional_probability_plot': False,
'conditional_probability_viral_loads': False,
'CO2_fitting_result': '{}',
'exposed_coffee_break_option': 'coffee_break_0',
'exposed_coffee_duration': 5,
'exposed_finish': '17:30',
'exposed_lunch_finish': '13:30',
'exposed_lunch_option': True,
'exposed_lunch_start': '12:30',
'exposed_start': '08:30',
'event_month': 'January',
'floor_area': 0.,
'hepa_amount': 0.,
'hepa_option': False,
'humidity': '',
'infected_coffee_break_option': 'coffee_break_0',
'infected_coffee_duration': 5,
'infected_dont_have_breaks_with_exposed': False,
'infected_finish': '17:30',
'infected_lunch_finish': '13:30',
'infected_lunch_option': True,
'infected_lunch_start': '12:30',
'infected_people': 1,
'infected_start': '08:30',
'inside_temp': NO_DEFAULT,
'location_latitude': NO_DEFAULT,
'location_longitude': NO_DEFAULT,
'location_name': NO_DEFAULT,
'geographic_population': 0,
'geographic_cases': 0,
'ascertainment_bias': 'confidence_low',
'exposure_option': 'p_deterministic_exposure',
'mask_type': 'Type I',
'mask_wearing_option': 'mask_off',
'mechanical_ventilation_type': 'not-applicable',
'opening_distance': 0.,
'room_heating_option': False,
'room_number': NO_DEFAULT,
'room_volume': 0.,
'simulation_name': NO_DEFAULT,
'total_people': NO_DEFAULT,
'vaccine_option': False,
'vaccine_booster_option': False,
'vaccine_type': 'AZD1222_(AstraZeneca)',
'vaccine_booster_type': 'AZD1222_(AstraZeneca)',
'ventilation_type': 'no_ventilation',
'virus_type': 'SARS_CoV_2',
'volume_type': NO_DEFAULT,
'window_type': 'window_sliding',
'window_height': 0.,
'window_width': 0.,
'windows_duration': 10.,
'windows_frequency': 60.,
'windows_number': 0,
'window_opening_regime': 'windows_open_permanently',
'sensor_in_use': '',
'short_range_option': 'short_range_no',
'short_range_interactions': '[]',
'short_range_occupants': 0,
}
# ------------------ Activities ----------------------
# ------------------ Validation ----------------------
COFFEE_OPTIONS_INT = {'coffee_break_0': 0, 'coffee_break_1': 1,
'coffee_break_2': 2, 'coffee_break_4': 4}
CONFIDENCE_LEVEL_OPTIONS = {'confidence_low': 10,
'confidence_medium': 5, 'confidence_high': 2}
MECHANICAL_VENTILATION_TYPES = {
'mech_type_air_changes', 'mech_type_air_supply', 'not-applicable'}
MASK_WEARING_OPTIONS = {'mask_on', 'mask_off'}
MONTH_NAMES = [
'January', 'February', 'March', 'April', 'May', 'June', 'July',
'August', 'September', 'October', 'November', 'December',
]
VACCINE_BOOSTER_TYPE = ['AZD1222_(AstraZeneca)', 'Ad26.COV2.S_(Janssen)', 'BNT162b2_(Pfizer)', 'BNT162b2_(Pfizer)_(4th_dose)', 'BNT162b2_(Pfizer)_and_mRNA-1273_(Moderna)',
'BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)', 'BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)_(4th_dose)', 'CoronaVac_(Sinovac)', 'Coronavac_(Sinovac)', 'Sinopharm',
'mRNA-1273_(Moderna)', 'mRNA-1273_(Moderna)_(4th_dose)', 'Other']
VACCINE_TYPE = ['Ad26.COV2.S_(Janssen)', 'Any_mRNA_-_heterologous', 'AZD1222_(AstraZeneca)', 'AZD1222_(AstraZeneca)_and_any_mRNA_-_heterologous', 'AZD1222_(AstraZeneca)_and_BNT162b2_(Pfizer)',
'BBIBP-CorV_(Beijing_CNBG)', 'BNT162b2_(Pfizer)', 'BNT162b2_(Pfizer)_and_mRNA-1273_(Moderna)', 'CoronaVac_(Sinovac)', 'CoronaVac_(Sinovac)_and_AZD1222_(AstraZeneca)', 'Covishield',
'mRNA-1273_(Moderna)', 'Sputnik_V_(Gamaleya)', 'CoronaVac_(Sinovac)_and_BNT162b2_(Pfizer)']
VENTILATION_TYPES = {'natural_ventilation', 'mechanical_ventilation',
'no_ventilation', 'from_fitting'}
VOLUME_TYPES = {'room_volume_explicit', 'room_volume_from_dimensions'}
WINDOWS_OPENING_REGIMES = {'windows_open_permanently',
'windows_open_periodically', 'not-applicable'}
WINDOWS_TYPES = {'window_sliding', 'window_hinged', 'not-applicable'}
Configuration:
version = None
expiration_particle = {
"long_range_particle_diameter": {
"minimum_diameter": 0.1,
"maximum_diameter": 30,
"references": "Morawska et al. (https://doi.org/10.1016/j.jaerosci.2008.11.002); Johnson et al. (https://doi.org/10.1016/j.jaerosci.2011.07.009).",
},
"short_range_particle_diameter": {
"minimum_diameter": 0.1,
"maximum_diameter": 100,
"references": "Morawska et al. (https://doi.org/10.1016/j.jaerosci.2008.11.002); Johnson et al. (https://doi.org/10.1016/j.jaerosci.2011.07.009).",
},
"BLOmodel": {
"cn": {"B": 0.06, "L": 0.2, "O": 0.0010008},
"mu": {"B": 0.989541, "L": 1.38629, "O": 4.97673},
"sigma": {"B": 0.262364, "L": 0.506818, "O": 0.585005},
"references": "Morawska et al. (https://doi.org/10.1016/j.jaerosci.2008.11.002); Johnson et al. (https://doi.org/10.1016/j.jaerosci.2011.07.009).",
},
"expiration_BLO_factors": {
"Breathing": {"B": 1., "L": 0., "O": 0., },
"Speaking": {"B": 1., "L": 1., "O": 1., },
"Singing": {"B": 1., "L": 5., "O": 5., },
"Shouting": {"B": 1., "L": 5., "O": 5., },
"references": "Morawska et al. (https://doi.org/10.1016/j.jaerosci.2008.11.002); Johnson et al. (https://doi.org/10.1016/j.jaerosci.2011.07.009).",
},
"particle": {
"evaporation_factor": 0.3,
"references": "Marr et al. (https://doi.org/10.1098/rsif.2018.0298).",
},
}
activity_distributions = {
"Seated": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": -0.6872121723362303,
"lognormal_standard_deviation_gaussian": 0.10498338229297108,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
"exhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": -0.6872121723362303,
"lognormal_standard_deviation_gaussian": 0.10498338229297108,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
},
"Standing": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": -0.5742377578494785,
"lognormal_standard_deviation_gaussian": 0.09373162411398223,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
"exhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": -0.5742377578494785,
"lognormal_standard_deviation_gaussian": 0.09373162411398223,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
},
"Light activity": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 0.21380242785625422,
"lognormal_standard_deviation_gaussian": 0.09435378091059601,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
"exhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 0.21380242785625422,
"lognormal_standard_deviation_gaussian": 0.09435378091059601,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
},
"Moderate activity": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 0.551771330362601,
"lognormal_standard_deviation_gaussian": 0.1894616357138137,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
"exhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 0.551771330362601,
"lognormal_standard_deviation_gaussian": 0.1894616357138137,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
},
"Heavy exercise": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 1.1644665696723049,
"lognormal_standard_deviation_gaussian": 0.21744554768657565,
},
"references": "Henriques et al. (https://doi.org/10.1098/rsfs.2021.0076) and references therein.",
},
"exhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognorm...
Calculator-v4.15.3: Merge branch 'changes/schema_update' into 'master'
Data registry (schema v2.1.1) and model updates to reflect changes.
Default form values:
NO_DEFAULT = object()
DEFAULTS = {
'activity_type': 'office',
'air_changes': 0.,
'air_supply': 0.,
'arve_sensors_option': False,
'specific_breaks': '{}',
'precise_activity': '{}',
'calculator_version': NO_DEFAULT,
'ceiling_height': 0.,
'conditional_probability_plot': False,
'conditional_probability_viral_loads': False,
'CO2_fitting_result': '{}',
'exposed_coffee_break_option': 'coffee_break_0',
'exposed_coffee_duration': 5,
'exposed_finish': '17:30',
'exposed_lunch_finish': '13:30',
'exposed_lunch_option': True,
'exposed_lunch_start': '12:30',
'exposed_start': '08:30',
'event_month': 'January',
'floor_area': 0.,
'hepa_amount': 0.,
'hepa_option': False,
'humidity': '',
'infected_coffee_break_option': 'coffee_break_0',
'infected_coffee_duration': 5,
'infected_dont_have_breaks_with_exposed': False,
'infected_finish': '17:30',
'infected_lunch_finish': '13:30',
'infected_lunch_option': True,
'infected_lunch_start': '12:30',
'infected_people': 1,
'infected_start': '08:30',
'inside_temp': NO_DEFAULT,
'location_latitude': NO_DEFAULT,
'location_longitude': NO_DEFAULT,
'location_name': NO_DEFAULT,
'geographic_population': 0,
'geographic_cases': 0,
'ascertainment_bias': 'confidence_low',
'exposure_option': 'p_deterministic_exposure',
'mask_type': 'Type I',
'mask_wearing_option': 'mask_off',
'mechanical_ventilation_type': 'not-applicable',
'opening_distance': 0.,
'room_heating_option': False,
'room_number': NO_DEFAULT,
'room_volume': 0.,
'simulation_name': NO_DEFAULT,
'total_people': NO_DEFAULT,
'vaccine_option': False,
'vaccine_booster_option': False,
'vaccine_type': 'AZD1222_(AstraZeneca)',
'vaccine_booster_type': 'AZD1222_(AstraZeneca)',
'ventilation_type': 'no_ventilation',
'virus_type': 'SARS_CoV_2',
'volume_type': NO_DEFAULT,
'window_type': 'window_sliding',
'window_height': 0.,
'window_width': 0.,
'windows_duration': 10.,
'windows_frequency': 60.,
'windows_number': 0,
'window_opening_regime': 'windows_open_permanently',
'sensor_in_use': '',
'short_range_option': 'short_range_no',
'short_range_interactions': '[]',
'short_range_occupants': 0,
}
# ------------------ Activities ----------------------
# ------------------ Validation ----------------------
COFFEE_OPTIONS_INT = {'coffee_break_0': 0, 'coffee_break_1': 1,
'coffee_break_2': 2, 'coffee_break_4': 4}
CONFIDENCE_LEVEL_OPTIONS = {'confidence_low': 10,
'confidence_medium': 5, 'confidence_high': 2}
MECHANICAL_VENTILATION_TYPES = {
'mech_type_air_changes', 'mech_type_air_supply', 'not-applicable'}
MASK_WEARING_OPTIONS = {'mask_on', 'mask_off'}
MONTH_NAMES = [
'January', 'February', 'March', 'April', 'May', 'June', 'July',
'August', 'September', 'October', 'November', 'December',
]
VACCINE_BOOSTER_TYPE = ['AZD1222_(AstraZeneca)', 'Ad26.COV2.S_(Janssen)', 'BNT162b2_(Pfizer)', 'BNT162b2_(Pfizer)_(4th_dose)', 'BNT162b2_(Pfizer)_and_mRNA-1273_(Moderna)',
'BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)', 'BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)_(4th_dose)', 'CoronaVac_(Sinovac)', 'Coronavac_(Sinovac)', 'Sinopharm',
'mRNA-1273_(Moderna)', 'mRNA-1273_(Moderna)_(4th_dose)', 'Other']
VACCINE_TYPE = ['Ad26.COV2.S_(Janssen)', 'Any_mRNA_-_heterologous', 'AZD1222_(AstraZeneca)', 'AZD1222_(AstraZeneca)_and_any_mRNA_-_heterologous', 'AZD1222_(AstraZeneca)_and_BNT162b2_(Pfizer)',
'BBIBP-CorV_(Beijing_CNBG)', 'BNT162b2_(Pfizer)', 'BNT162b2_(Pfizer)_and_mRNA-1273_(Moderna)', 'CoronaVac_(Sinovac)', 'CoronaVac_(Sinovac)_and_AZD1222_(AstraZeneca)', 'Covishield',
'mRNA-1273_(Moderna)', 'Sputnik_V_(Gamaleya)', 'CoronaVac_(Sinovac)_and_BNT162b2_(Pfizer)']
VENTILATION_TYPES = {'natural_ventilation', 'mechanical_ventilation',
'no_ventilation', 'from_fitting'}
VOLUME_TYPES = {'room_volume_explicit', 'room_volume_from_dimensions'}
WINDOWS_OPENING_REGIMES = {'windows_open_permanently',
'windows_open_periodically', 'not-applicable'}
WINDOWS_TYPES = {'window_sliding', 'window_hinged', 'not-applicable'}
Configuration:
version = None
expiration_particle = {
"long_range_expiration_distributions": {
"minimum_diameter": 0.1,
"maximum_diameter": 30,
},
"short_range_expiration_distributions": {
"minimum_diameter": 0.1,
"maximum_diameter": 100,
},
"BLOmodel": {
"cn": {"B": 0.06, "L": 0.2, "O": 0.0010008},
"mu": {"B": 0.989541, "L": 1.38629, "O": 4.97673},
"sigma": {"B": 0.262364, "L": 0.506818, "O": 0.585005},
},
"expiration_BLO_factors": {
"Breathing": {"B": 1., "L": 0., "O": 0., },
"Speaking": {"B": 1., "L": 1., "O": 1., },
"Singing": {"B": 1., "L": 5., "O": 5., },
"Shouting": {"B": 1., "L": 5., "O": 5., },
},
"particle": {
"evaporation_factor": 0.3,
}
}
activity_distributions = {
"Seated": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": -0.6872121723362303,
"lognormal_standard_deviation_gaussian": 0.10498338229297108,
},
},
"exhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": -0.6872121723362303,
"lognormal_standard_deviation_gaussian": 0.10498338229297108,
},
},
},
"Standing": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": -0.5742377578494785,
"lognormal_standard_deviation_gaussian": 0.09373162411398223,
},
},
"exhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": -0.5742377578494785,
"lognormal_standard_deviation_gaussian": 0.09373162411398223,
},
},
},
"Light activity": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 0.21380242785625422,
"lognormal_standard_deviation_gaussian": 0.09435378091059601,
},
},
"exhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 0.21380242785625422,
"lognormal_standard_deviation_gaussian": 0.09435378091059601,
},
},
},
"Moderate activity": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 0.551771330362601,
"lognormal_standard_deviation_gaussian": 0.1894616357138137,
},
},
"exhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 0.551771330362601,
"lognormal_standard_deviation_gaussian": 0.1894616357138137,
},
},
},
"Heavy exercise": {
"inhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 1.1644665696723049,
"lognormal_standard_deviation_gaussian": 0.21744554768657565,
},
},
"exhalation_rate": {
"associated_value": "Log-normal distribution",
"parameters": {
"lognormal_mean_gaussian": 1.1644665696723049,
"lognormal_standard_deviation_gaussian": 0.21744554768657565,
},
},
},
}
virological_data = {
"symptomatic_vl_frequencies": {
"log_variable": [
2.46032,
2.67431,
2.85434,
3.06155,
3.25856,
3.47256,
3.66957,
3.85979,
4.09927,
4.27081,
4.47631,
4.66653,
4.87204,
5.10302,
5.27456,
5.46478,
5.6533,
5.88428,
6.07281,
6.30549,
6.48552,
6.64856,
6.85407,
7.10373,
7.30075,
7.47229,
7.66081,
7.85782,
8.05653,
8.27053,
8.48453,
8.65607,
8.90573,
9.06878,
9.27429,
9.473,
9.66152,
9.87552,
],
"frequencies": [
0.001206885,
0.007851618,
0.008078144,
0.01502491,
0.013258014,
0.018528495,
0.020053765,
0.021896167,
0.022047184,
0.018604005,
0.01547796,
0.018075445,
0.021503523,
0.022349217,
0.025097721,
0.032875078,
0.030594727,
0.032573045,
0.034717482,
0.034792991,
0.033267721,
0.04288...
Calculator-v4.15.2: Merge branch 'feature/expected_reproduction_sr' into 'master'
model: expected number of new cases fix
Default form values:
NO_DEFAULT = object()
DEFAULTS = {
'activity_type': 'office',
'air_changes': 0.,
'air_supply': 0.,
'arve_sensors_option': False,
'specific_breaks': '{}',
'precise_activity': '{}',
'calculator_version': NO_DEFAULT,
'ceiling_height': 0.,
'conditional_probability_plot': False,
'conditional_probability_viral_loads': False,
'CO2_fitting_result': '{}',
'exposed_coffee_break_option': 'coffee_break_0',
'exposed_coffee_duration': 5,
'exposed_finish': '17:30',
'exposed_lunch_finish': '13:30',
'exposed_lunch_option': True,
'exposed_lunch_start': '12:30',
'exposed_start': '08:30',
'event_month': 'January',
'floor_area': 0.,
'hepa_amount': 0.,
'hepa_option': False,
'humidity': '',
'infected_coffee_break_option': 'coffee_break_0',
'infected_coffee_duration': 5,
'infected_dont_have_breaks_with_exposed': False,
'infected_finish': '17:30',
'infected_lunch_finish': '13:30',
'infected_lunch_option': True,
'infected_lunch_start': '12:30',
'infected_people': 1,
'infected_start': '08:30',
'inside_temp': NO_DEFAULT,
'location_latitude': NO_DEFAULT,
'location_longitude': NO_DEFAULT,
'location_name': NO_DEFAULT,
'geographic_population': 0,
'geographic_cases': 0,
'ascertainment_bias': 'confidence_low',
'exposure_option': 'p_deterministic_exposure',
'mask_type': 'Type I',
'mask_wearing_option': 'mask_off',
'mechanical_ventilation_type': 'not-applicable',
'opening_distance': 0.,
'room_heating_option': False,
'room_number': NO_DEFAULT,
'room_volume': 0.,
'simulation_name': NO_DEFAULT,
'total_people': NO_DEFAULT,
'vaccine_option': False,
'vaccine_booster_option': False,
'vaccine_type': 'AZD1222_(AstraZeneca)',
'vaccine_booster_type': 'AZD1222_(AstraZeneca)',
'ventilation_type': 'no_ventilation',
'virus_type': 'SARS_CoV_2',
'volume_type': NO_DEFAULT,
'window_type': 'window_sliding',
'window_height': 0.,
'window_width': 0.,
'windows_duration': 10.,
'windows_frequency': 60.,
'windows_number': 0,
'window_opening_regime': 'windows_open_permanently',
'sensor_in_use': '',
'short_range_option': 'short_range_no',
'short_range_interactions': '[]',
'short_range_occupants': 0,
}
# ------------------ Activities ----------------------
# ------------------ Validation ----------------------
COFFEE_OPTIONS_INT = {'coffee_break_0': 0, 'coffee_break_1': 1,
'coffee_break_2': 2, 'coffee_break_4': 4}
CONFIDENCE_LEVEL_OPTIONS = {'confidence_low': 10,
'confidence_medium': 5, 'confidence_high': 2}
MECHANICAL_VENTILATION_TYPES = {
'mech_type_air_changes', 'mech_type_air_supply', 'not-applicable'}
MASK_WEARING_OPTIONS = {'mask_on', 'mask_off'}
MONTH_NAMES = [
'January', 'February', 'March', 'April', 'May', 'June', 'July',
'August', 'September', 'October', 'November', 'December',
]
VACCINE_BOOSTER_TYPE = ['AZD1222_(AstraZeneca)', 'Ad26.COV2.S_(Janssen)', 'BNT162b2_(Pfizer)', 'BNT162b2_(Pfizer)_(4th_dose)', 'BNT162b2_(Pfizer)_and_mRNA-1273_(Moderna)',
'BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)', 'BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)_(4th_dose)', 'CoronaVac_(Sinovac)', 'Coronavac_(Sinovac)', 'Sinopharm',
'mRNA-1273_(Moderna)', 'mRNA-1273_(Moderna)_(4th_dose)', 'Other']
VACCINE_TYPE = ['Ad26.COV2.S_(Janssen)', 'Any_mRNA_-_heterologous', 'AZD1222_(AstraZeneca)', 'AZD1222_(AstraZeneca)_and_any_mRNA_-_heterologous', 'AZD1222_(AstraZeneca)_and_BNT162b2_(Pfizer)',
'BBIBP-CorV_(Beijing_CNBG)', 'BNT162b2_(Pfizer)', 'BNT162b2_(Pfizer)_and_mRNA-1273_(Moderna)', 'CoronaVac_(Sinovac)', 'CoronaVac_(Sinovac)_and_AZD1222_(AstraZeneca)', 'Covishield',
'mRNA-1273_(Moderna)', 'Sputnik_V_(Gamaleya)', 'CoronaVac_(Sinovac)_and_BNT162b2_(Pfizer)']
VENTILATION_TYPES = {'natural_ventilation', 'mechanical_ventilation',
'no_ventilation', 'from_fitting'}
VOLUME_TYPES = {'room_volume_explicit', 'room_volume_from_dimensions'}
WINDOWS_OPENING_REGIMES = {'windows_open_permanently',
'windows_open_periodically', 'not-applicable'}
WINDOWS_TYPES = {'window_sliding', 'window_hinged', 'not-applicable'}
Configuration:
version = None
BLOmodel = {
"cn": {
"B": 0.06,
"L": 0.2,
"O": 0.0010008,
},
"mu": {
"B": 0.989541,
"L": 1.38629,
"O": 4.97673,
},
"sigma": {
"B": 0.262364,
"L": 0.506818,
"O": 0.585005,
},
}
activity_distributions = {
"Seated": {
"inhalation_rate": {
"associated_distribution": "Log-normal",
"parameters": {
"lognormal_mean_gaussian": -0.6872121723362303,
"lognormal_standard_deviation_gaussian": 0.10498338229297108,
},
},
"exhalation_rate": {
"associated_distribution": "Log-normal",
"parameters": {
"lognormal_mean_gaussian": -0.6872121723362303,
"lognormal_standard_deviation_gaussian": 0.10498338229297108,
},
},
},
"Standing": {
"inhalation_rate": {
"associated_distribution": "Log-normal",
"parameters": {
"lognormal_mean_gaussian": -0.5742377578494785,
"lognormal_standard_deviation_gaussian": 0.09373162411398223,
},
},
"exhalation_rate": {
"associated_distribution": "Log-normal",
"parameters": {
"lognormal_mean_gaussian": -0.5742377578494785,
"lognormal_standard_deviation_gaussian": 0.09373162411398223,
},
},
},
"Light activity": {
"inhalation_rate": {
"associated_distribution": "Log-normal",
"parameters": {
"lognormal_mean_gaussian": 0.21380242785625422,
"lognormal_standard_deviation_gaussian": 0.09435378091059601,
},
},
"exhalation_rate": {
"associated_distribution": "Log-normal",
"parameters": {
"lognormal_mean_gaussian": 0.21380242785625422,
"lognormal_standard_deviation_gaussian": 0.09435378091059601,
},
},
},
"Moderate activity": {
"inhalation_rate": {
"associated_distribution": "Log-normal",
"parameters": {
"lognormal_mean_gaussian": 0.551771330362601,
"lognormal_standard_deviation_gaussian": 0.1894616357138137,
},
},
"exhalation_rate": {
"associated_distribution": "Log-normal",
"parameters": {
"lognormal_mean_gaussian": 0.551771330362601,
"lognormal_standard_deviation_gaussian": 0.1894616357138137,
},
},
},
"Heavy exercise": {
"inhalation_rate": {
"associated_distribution": "Log-normal",
"parameters": {
"lognormal_mean_gaussian": 1.1644665696723049,
"lognormal_standard_deviation_gaussian": 0.21744554768657565,
},
},
"exhalation_rate": {
"associated_distribution": "Log-normal",
"parameters": {
"lognormal_mean_gaussian": 1.1644665696723049,
"lognormal_standard_deviation_gaussian": 0.21744554768657565,
},
},
},
}
symptomatic_vl_frequencies = {
"log_variable": [
2.46032,
2.67431,
2.85434,
3.06155,
3.25856,
3.47256,
3.66957,
3.85979,
4.09927,
4.27081,
4.47631,
4.66653,
4.87204,
5.10302,
5.27456,
5.46478,
5.6533,
5.88428,
6.07281,
6.30549,
6.48552,
6.64856,
6.85407,
7.10373,
7.30075,
7.47229,
7.66081,
7.85782,
8.05653,
8.27053,
8.48453,
8.65607,
8.90573,
9.06878,
9.27429,
9.473,
9.66152,
9.87552,
],
"frequencies": [
0.001206885,
0.007851618,
0.008078144,
0.01502491,
0.013258014,
0.018528495,
0.020053765,
0.021896167,
0.022047184,
0.018604005,
0.01547796,
0.018075445,
0.021503523,
0.022349217,
0.025097721,
0.032875078,
0.030594727,
0.032573045,
0.034717482,
0.034792991,
0.033267721,
0.042887485,
0.036846816,
0.03876473,
0.045016819,
0.040063473,
0.04883754,
0.043944602,
0.048142864,
0.041588741,
0.048762031,
0.027921732,
0.033871788,
0.022122693,
0.016927718,
0.008833228,
0.00478598,
0.002807662,
],
"kernel_bandwidth": 0.1,
}
covid_overal_vl_data = {
"shape_factor": 3.47,
"scale_factor": 7.01,
"start": 0.01,
"stop": 0.99,
"num": 30.0,
"min_bound": 2,
"max_bound": 10,
"interpolation_fp_left": 0,
"interpolation_fp_right": 0,
"max_function": 0.2,
}
viable_to_RNA_ratio_distribution = {
"low": 0.01,
"high": 0.6,
}
infectious_dose_distribution = {
"low": 10,
"high": 100,
}
virus_distributions = {
"SARS_CoV_2": {
...
Calculator-v4.15.0
model: compute deposited exposures in parallel
Default form values:
NO_DEFAULT = object()
DEFAULTS = {
'activity_type': 'office',
'air_changes': 0.,
'air_supply': 0.,
'arve_sensors_option': False,
'specific_breaks': '{}',
'precise_activity': '{}',
'calculator_version': NO_DEFAULT,
'ceiling_height': 0.,
'conditional_probability_plot': False,
'conditional_probability_viral_loads': False,
'CO2_fitting_result': '{}',
'exposed_coffee_break_option': 'coffee_break_0',
'exposed_coffee_duration': 5,
'exposed_finish': '17:30',
'exposed_lunch_finish': '13:30',
'exposed_lunch_option': True,
'exposed_lunch_start': '12:30',
'exposed_start': '08:30',
'event_month': 'January',
'floor_area': 0.,
'hepa_amount': 0.,
'hepa_option': False,
'humidity': '',
'infected_coffee_break_option': 'coffee_break_0',
'infected_coffee_duration': 5,
'infected_dont_have_breaks_with_exposed': False,
'infected_finish': '17:30',
'infected_lunch_finish': '13:30',
'infected_lunch_option': True,
'infected_lunch_start': '12:30',
'infected_people': 1,
'infected_start': '08:30',
'inside_temp': NO_DEFAULT,
'location_latitude': NO_DEFAULT,
'location_longitude': NO_DEFAULT,
'location_name': NO_DEFAULT,
'geographic_population': 0,
'geographic_cases': 0,
'ascertainment_bias': 'confidence_low',
'exposure_option': 'p_deterministic_exposure',
'mask_type': 'Type I',
'mask_wearing_option': 'mask_off',
'mechanical_ventilation_type': 'not-applicable',
'opening_distance': 0.,
'room_heating_option': False,
'room_number': NO_DEFAULT,
'room_volume': 0.,
'simulation_name': NO_DEFAULT,
'total_people': NO_DEFAULT,
'vaccine_option': False,
'vaccine_booster_option': False,
'vaccine_type': 'AZD1222_(AstraZeneca)',
'vaccine_booster_type': 'AZD1222_(AstraZeneca)',
'ventilation_type': 'no_ventilation',
'virus_type': 'SARS_CoV_2',
'volume_type': NO_DEFAULT,
'window_type': 'window_sliding',
'window_height': 0.,
'window_width': 0.,
'windows_duration': 10.,
'windows_frequency': 60.,
'windows_number': 0,
'window_opening_regime': 'windows_open_permanently',
'sensor_in_use': '',
'short_range_option': 'short_range_no',
'short_range_interactions': '[]',
}
COFFEE_OPTIONS_INT = {'coffee_break_0': 0, 'coffee_break_1': 1,
'coffee_break_2': 2, 'coffee_break_4': 4}
CONFIDENCE_LEVEL_OPTIONS = {'confidence_low': 10,
'confidence_medium': 5, 'confidence_high': 2}
MECHANICAL_VENTILATION_TYPES = {
'mech_type_air_changes', 'mech_type_air_supply', 'not-applicable'}
MASK_WEARING_OPTIONS = {'mask_on', 'mask_off'}
MONTH_NAMES = [
'January', 'February', 'March', 'April', 'May', 'June', 'July',
'August', 'September', 'October', 'November', 'December',
]
VACCINE_BOOSTER_TYPE = ['AZD1222_(AstraZeneca)', 'Ad26.COV2.S_(Janssen)', 'BNT162b2_(Pfizer)', 'BNT162b2_(Pfizer)_(4th_dose)', 'BNT162b2_(Pfizer)_and_mRNA-1273_(Moderna)',
'BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)', 'BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)_(4th_dose)', 'CoronaVac_(Sinovac)', 'Coronavac_(Sinovac)', 'Sinopharm',
'mRNA-1273_(Moderna)', 'mRNA-1273_(Moderna)_(4th_dose)', 'Other']
VACCINE_TYPE = ['Ad26.COV2.S_(Janssen)', 'Any_mRNA_-_heterologous', 'AZD1222_(AstraZeneca)', 'AZD1222_(AstraZeneca)_and_any_mRNA_-_heterologous', 'AZD1222_(AstraZeneca)_and_BNT162b2_(Pfizer)',
'BBIBP-CorV_(Beijing_CNBG)', 'BNT162b2_(Pfizer)', 'BNT162b2_(Pfizer)_and_mRNA-1273_(Moderna)', 'CoronaVac_(Sinovac)', 'CoronaVac_(Sinovac)_and_AZD1222_(AstraZeneca)', 'Covishield',
'mRNA-1273_(Moderna)', 'Sputnik_V_(Gamaleya)', 'CoronaVac_(Sinovac)_and_BNT162b2_(Pfizer)']
VENTILATION_TYPES = {'natural_ventilation', 'mechanical_ventilation',
'no_ventilation', 'from_fitting'}
VOLUME_TYPES = {'room_volume_explicit', 'room_volume_from_dimensions'}
WINDOWS_OPENING_REGIMES = {'windows_open_permanently',
'windows_open_periodically', 'not-applicable'}
WINDOWS_TYPES = {'window_sliding', 'window_hinged', 'not-applicable'}
Configuration:
version = None
BLOmodel = {
"cn": {
"B": 0.06,
"L": 0.2,
"O": 0.0010008,
},
"mu": {
"B": 0.989541,
"L": 1.38629,
"O": 4.97673,
},
"sigma": {
"B": 0.262364,
"L": 0.506818,
"O": 0.585005,
},
}
activity_distributions = {
"Seated": {
"inhalation_rate": {
"associated_distribution": "Log-normal",
"parameters": {
"lognormal_mean_gaussian": -0.6872121723362303,
"lognormal_standard_deviation_gaussian": 0.10498338229297108,
},
},
"exhalation_rate": {
"associated_distribution": "Log-normal",
"parameters": {
"lognormal_mean_gaussian": -0.6872121723362303,
"lognormal_standard_deviation_gaussian": 0.10498338229297108,
},
},
},
"Standing": {
"inhalation_rate": {
"associated_distribution": "Log-normal",
"parameters": {
"lognormal_mean_gaussian": -0.5742377578494785,
"lognormal_standard_deviation_gaussian": 0.09373162411398223,
},
},
"exhalation_rate": {
"associated_distribution": "Log-normal",
"parameters": {
"lognormal_mean_gaussian": -0.5742377578494785,
"lognormal_standard_deviation_gaussian": 0.09373162411398223,
},
},
},
"Light activity": {
"inhalation_rate": {
"associated_distribution": "Log-normal",
"parameters": {
"lognormal_mean_gaussian": 0.21380242785625422,
"lognormal_standard_deviation_gaussian": 0.09435378091059601,
},
},
"exhalation_rate": {
"associated_distribution": "Log-normal",
"parameters": {
"lognormal_mean_gaussian": 0.21380242785625422,
"lognormal_standard_deviation_gaussian": 0.09435378091059601,
},
},
},
"Moderate activity": {
"inhalation_rate": {
"associated_distribution": "Log-normal",
"parameters": {
"lognormal_mean_gaussian": 0.551771330362601,
"lognormal_standard_deviation_gaussian": 0.1894616357138137,
},
},
"exhalation_rate": {
"associated_distribution": "Log-normal",
"parameters": {
"lognormal_mean_gaussian": 0.551771330362601,
"lognormal_standard_deviation_gaussian": 0.1894616357138137,
},
},
},
"Heavy exercise": {
"inhalation_rate": {
"associated_distribution": "Log-normal",
"parameters": {
"lognormal_mean_gaussian": 1.1644665696723049,
"lognormal_standard_deviation_gaussian": 0.21744554768657565,
},
},
"exhalation_rate": {
"associated_distribution": "Log-normal",
"parameters": {
"lognormal_mean_gaussian": 1.1644665696723049,
"lognormal_standard_deviation_gaussian": 0.21744554768657565,
},
},
},
}
symptomatic_vl_frequencies = {
"log_variable": [
2.46032,
2.67431,
2.85434,
3.06155,
3.25856,
3.47256,
3.66957,
3.85979,
4.09927,
4.27081,
4.47631,
4.66653,
4.87204,
5.10302,
5.27456,
5.46478,
5.6533,
5.88428,
6.07281,
6.30549,
6.48552,
6.64856,
6.85407,
7.10373,
7.30075,
7.47229,
7.66081,
7.85782,
8.05653,
8.27053,
8.48453,
8.65607,
8.90573,
9.06878,
9.27429,
9.473,
9.66152,
9.87552,
],
"frequencies": [
0.001206885,
0.007851618,
0.008078144,
0.01502491,
0.013258014,
0.018528495,
0.020053765,
0.021896167,
0.022047184,
0.018604005,
0.01547796,
0.018075445,
0.021503523,
0.022349217,
0.025097721,
0.032875078,
0.030594727,
0.032573045,
0.034717482,
0.034792991,
0.033267721,
0.042887485,
0.036846816,
0.03876473,
0.045016819,
0.040063473,
0.04883754,
0.043944602,
0.048142864,
0.041588741,
0.048762031,
0.027921732,
0.033871788,
0.022122693,
0.016927718,
...
Calculator-v4.14.0: Merge branch 'feature/CO2_fit' into 'master'
Fit ventilation and exhalation rates on CO2 sensor data
Default form values:
NO_DEFAULT = object()
DEFAULT_MC_SAMPLE_SIZE = config.monte_carlo_sample_size
DEFAULTS = {
'activity_type': 'office',
'air_changes': 0.,
'air_supply': 0.,
'arve_sensors_option': False,
'specific_breaks': '{}',
'precise_activity': '{}',
'calculator_version': NO_DEFAULT,
'ceiling_height': 0.,
'conditional_probability_plot': False,
'conditional_probability_viral_loads': False,
'CO2_fitting_result': '{}',
'exposed_coffee_break_option': 'coffee_break_0',
'exposed_coffee_duration': 5,
'exposed_finish': '17:30',
'exposed_lunch_finish': '13:30',
'exposed_lunch_option': True,
'exposed_lunch_start': '12:30',
'exposed_start': '08:30',
'event_month': 'January',
'floor_area': 0.,
'hepa_amount': 0.,
'hepa_option': False,
'humidity': '',
'infected_coffee_break_option': 'coffee_break_0',
'infected_coffee_duration': 5,
'infected_dont_have_breaks_with_exposed': False,
'infected_finish': '17:30',
'infected_lunch_finish': '13:30',
'infected_lunch_option': True,
'infected_lunch_start': '12:30',
'infected_people': 1,
'infected_start': '08:30',
'inside_temp': NO_DEFAULT,
'location_latitude': NO_DEFAULT,
'location_longitude': NO_DEFAULT,
'location_name': NO_DEFAULT,
'geographic_population': 0,
'geographic_cases': 0,
'ascertainment_bias': 'confidence_low',
'exposure_option': 'p_deterministic_exposure',
'mask_type': 'Type I',
'mask_wearing_option': 'mask_off',
'mechanical_ventilation_type': 'not-applicable',
'opening_distance': 0.,
'room_heating_option': False,
'room_number': NO_DEFAULT,
'room_volume': 0.,
'simulation_name': NO_DEFAULT,
'total_people': NO_DEFAULT,
'vaccine_option': False,
'vaccine_booster_option': False,
'vaccine_type': 'AZD1222_(AstraZeneca)',
'vaccine_booster_type': 'AZD1222_(AstraZeneca)',
'ventilation_type': 'no_ventilation',
'virus_type': 'SARS_CoV_2',
'volume_type': NO_DEFAULT,
'window_type': 'window_sliding',
'window_height': 0.,
'window_width': 0.,
'windows_duration': 10.,
'windows_frequency': 60.,
'windows_number': 0,
'window_opening_regime': 'windows_open_permanently',
'sensor_in_use': '',
'short_range_option': 'short_range_no',
'short_range_interactions': '[]',
}
ACTIVITIES: typing.Dict[str, typing.Dict] = config.population_scenario_activity
ACTIVITY_TYPES: typing.List[str] = list(ACTIVITIES.keys())
COFFEE_OPTIONS_INT = {'coffee_break_0': 0, 'coffee_break_1': 1,
'coffee_break_2': 2, 'coffee_break_4': 4}
CONFIDENCE_LEVEL_OPTIONS = {'confidence_low': 10,
'confidence_medium': 5, 'confidence_high': 2}
MECHANICAL_VENTILATION_TYPES = {
'mech_type_air_changes', 'mech_type_air_supply', 'not-applicable'}
MASK_TYPES: typing.List[str] = list(config.mask_distributions.keys())
MASK_WEARING_OPTIONS = {'mask_on', 'mask_off'}
MONTH_NAMES = [
'January', 'February', 'March', 'April', 'May', 'June', 'July',
'August', 'September', 'October', 'November', 'December',
]
VACCINE_BOOSTER_TYPE = ['AZD1222_(AstraZeneca)', 'Ad26.COV2.S_(Janssen)', 'BNT162b2_(Pfizer)', 'BNT162b2_(Pfizer)_(4th_dose)', 'BNT162b2_(Pfizer)_and_mRNA-1273_(Moderna)',
'BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)', 'BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)_(4th_dose)', 'CoronaVac_(Sinovac)', 'Coronavac_(Sinovac)', 'Sinopharm',
'mRNA-1273_(Moderna)', 'mRNA-1273_(Moderna)_(4th_dose)', 'Other']
VACCINE_TYPE = ['Ad26.COV2.S_(Janssen)', 'Any_mRNA_-_heterologous', 'AZD1222_(AstraZeneca)', 'AZD1222_(AstraZeneca)_and_any_mRNA_-_heterologous', 'AZD1222_(AstraZeneca)_and_BNT162b2_(Pfizer)',
'BBIBP-CorV_(Beijing_CNBG)', 'BNT162b2_(Pfizer)', 'BNT162b2_(Pfizer)_and_mRNA-1273_(Moderna)', 'CoronaVac_(Sinovac)', 'CoronaVac_(Sinovac)_and_AZD1222_(AstraZeneca)', 'Covishield',
'mRNA-1273_(Moderna)', 'Sputnik_V_(Gamaleya)', 'CoronaVac_(Sinovac)_and_BNT162b2_(Pfizer)']
VENTILATION_TYPES = {'natural_ventilation', 'mechanical_ventilation',
'no_ventilation', 'from_fitting'}
VIRUS_TYPES: typing.List[str] = list(config.virus_distributions)
VOLUME_TYPES = {'room_volume_explicit', 'room_volume_from_dimensions'}
WINDOWS_OPENING_REGIMES = {'windows_open_permanently',
'windows_open_periodically', 'not-applicable'}
WINDOWS_TYPES = {'window_sliding', 'window_hinged', 'not-applicable'}
Configuration:
BLOmodel = {
"cn": {
"B": 0.06,
"L": 0.2,
"O": 0.0010008,
},
"mu": {
"B": 0.989541,
"L": 1.38629,
"O": 4.97673,
},
"sigma": {
"B": 0.262364,
"L": 0.506818,
"O": 0.585005,
},
}
activity_distributions = {
"Seated": {
"inhalation_rate": {
"associated_distribution": "Numpy Log-normal Distribution (random.lognormal)",
"parameters": {
"mean_gaussian": -0.6872121723362303,
"standard_deviation_gaussian": 0.10498338229297108,
},
},
"exhalation_rate": {
"associated_distribution": "Numpy Log-normal Distribution (random.lognormal)",
"parameters": {
"mean_gaussian": -0.6872121723362303,
"standard_deviation_gaussian": 0.10498338229297108,
},
},
},
"Standing": {
"inhalation_rate": {
"associated_distribution": "Numpy Log-normal Distribution (random.lognormal)",
"parameters": {
"mean_gaussian": -0.5742377578494785,
"standard_deviation_gaussian": 0.09373162411398223,
},
},
"exhalation_rate": {
"associated_distribution": "Numpy Log-normal Distribution (random.lognormal)",
"parameters": {
"mean_gaussian": -0.5742377578494785,
"standard_deviation_gaussian": 0.09373162411398223,
},
},
},
"Light activity": {
"inhalation_rate": {
"associated_distribution": "Numpy Log-normal Distribution (random.lognormal)",
"parameters": {
"mean_gaussian": 0.21380242785625422,
"standard_deviation_gaussian": 0.09435378091059601,
},
},
"exhalation_rate": {
"associated_distribution": "Numpy Log-normal Distribution (random.lognormal)",
"parameters": {
"mean_gaussian": 0.21380242785625422,
"standard_deviation_gaussian": 0.09435378091059601,
},
},
},
"Moderate activity": {
"inhalation_rate": {
"associated_distribution": "Numpy Log-normal Distribution (random.lognormal)",
"parameters": {
"mean_gaussian": 0.551771330362601,
"standard_deviation_gaussian": 0.1894616357138137,
},
},
"exhalation_rate": {
"associated_distribution": "Numpy Log-normal Distribution (random.lognormal)",
"parameters": {
"mean_gaussian": 0.551771330362601,
"standard_deviation_gaussian": 0.1894616357138137,
},
},
},
"Heavy exercise": {
"inhalation_rate": {
"associated_distribution": "Numpy Log-normal Distribution (random.lognormal)",
"parameters": {
"mean_gaussian": 1.1644665696723049,
"standard_deviation_gaussian": 0.21744554768657565,
},
},
"exhalation_rate": {
"associated_distribution": "Numpy Log-normal Distribution (random.lognormal)",
"parameters": {
"mean_gaussian": 1.1644665696723049,
"standard_deviation_gaussian": 0.21744554768657565,
},
},
},
}
symptomatic_vl_frequencies = {
"log_variable": [
2.46032,
2.67431,
2.85434,
3.06155,
3.25856,
3.47256,
3.66957,
3.85979,
4.09927,
4.27081,
4.47631,
4.66653,
4.87204,
5.10302,
5.27456,
5.46478,
5.6533,
5.88428,
6.07281,
6.30549,
6.48552,
6.64856,
6.85407,
7.10373,
7.30075,
7.47229,
7.66081,
7.85782,
8.05653,
8.27053,
8.48453,
8.65607,
8.90573,
9.06878,
9.27429,
9.473,
9.66152,
9.87552,
],
"frequencies": [
0.001206885,
0.007851618,
0.008078144,
0.01502491,
0.013258014,
0.018528495,
0.020053765,
0.021896167,
0.022047184,
0.018604005,
0.01547796,
0.018075445,
0.021503523,
0.022349217,
0.025097721,
0.032875078,
0.030594727,
0.032573045,
0.034717482,
0.034792991,
0.033267721,
0.042887485,
0.036846816,
0.03876473,
0.045016819,
0.040063473,
0.04883754,
0.043944602,
0.048142864,
0.041588741,
0.048762031,
0.027921732,
0.033871788,
0.022122693,
0.016927718,
0.008833228,
0.00478598,
0.002807662,
],
"kernel_bandwidth": 0.1,
}
covid_overal_vl_data = {
"shape_factor": 3.47,
"scale_factor": 7.01...