added default values for vaccine types on tests

This commit is contained in:
Luis Aleixo 2022-09-22 11:37:31 +02:00
parent 4dee41a41e
commit 4ab95fcfaa
6 changed files with 190 additions and 75 deletions

View file

@ -554,20 +554,22 @@ class FormData:
# minus the number of infected occupants.
exposed_occupants = self.total_people - infected_occupants
if self.vaccine_option == False:
HI = 0.0
else:
if self.vaccine_booster_option == False:
HI = data.vaccine_host_immunity[self.vaccine_type]
if (self.vaccine_option):
if (self.vaccine_booster_option and self.vaccine_booster_type != 'Other'):
host_immunity = [vaccine['VE'] for vaccine in data.vaccine_booster_host_immunity if
vaccine['primary series vaccine'] == self.vaccine_type and
vaccine['booster vaccine'] == self.vaccine_booster_type][0]
else:
HI = data.vaccine_booster_host_immunity[self.vaccine_booster_type]
host_immunity = data.vaccine_primary_host_immunity[self.vaccine_type]
else:
host_immunity = 0.
exposed = mc.Population(
number=exposed_occupants,
presence=self.exposed_present_interval(),
activity=activity,
mask=self.mask(),
host_immunity=HI,
host_immunity=host_immunity,
)
return exposed
@ -809,8 +811,8 @@ def baseline_raw_form_data() -> typing.Dict[str, typing.Union[str, float]]:
'total_people': '10',
'vaccine_option': '',
'vaccine_booster_option': '',
'vaccine_type': '',
'vaccine_booster_type': '',
'vaccine_type': 'Ad26.COV2.S (Janssen)',
'vaccine_booster_type': 'AZD1222 (AstraZeneca)',
'ventilation_type': 'natural_ventilation',
'virus_type': 'SARS_CoV_2',
'volume_type': 'room_volume_explicit',
@ -835,9 +837,6 @@ VIRUS_TYPES = {'SARS_CoV_2', 'SARS_CoV_2_ALPHA', 'SARS_CoV_2_BETA','SARS_CoV_2_G
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'}
VACCINE_OPTIONS = {'janssen', 'any_mRNA', 'astraZeneca', 'astraZeneca_mRNA', 'astraZeneca_mRNA_pfizer', 'beijingCNBG', 'pfizer',
'pfizer_moderna', 'sinovac', 'sinovac_astraZeneca', 'covishield', 'moderna', 'gamaleya', 'sinovac_pfizer'}
VACCINE_BOOSTER_OPTIONS = {'booster_janssen', 'booster_astraZeneca', 'booster_pfizer', 'booster_pfizer_moderna', 'booster_sinovac', 'booster_moderna'}
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}
MONTH_NAMES = [

View file

@ -214,6 +214,10 @@ def readable_minutes(minutes: int) -> str:
return time_str + unit
def percentage(absolute: float) -> float:
return absolute * 100
def non_zero_percentage(percentage: int) -> str:
if percentage < 0.01:
return "<0.01%"
@ -389,6 +393,7 @@ class ReportGenerator:
env.filters['minutes_to_time'] = minutes_to_time
env.filters['float_format'] = "{0:.2f}".format
env.filters['int_format'] = "{:0.0f}".format
env.filters['percentage'] = percentage
env.filters['JSONify'] = json.dumps
return env

View file

@ -328,7 +328,22 @@ function on_wearing_mask_change() {
})
}
function on_vaccination_change() {
function update_booster_warning() {
// Check if "Other" is selected
$("#vaccine_booster_type").find(":selected").val() == "Other" ? $("#booster_warning").show() : $("#booster_warning").hide();
}
function update_booster_dropdown(url) {
let primary_vaccine_option = $("#vaccine_type").find(":selected").val();
$($("#vaccine_booster_type > option").get().reverse()).each(function() {
if ($(this).attr('data-primary-vaccine') != primary_vaccine_option && $(this).val() != "Other") $(this).hide();
else $(this).show().prop('selected', true);
});
if (url.searchParams.has('vaccine_booster_type')) $("#vaccine_booster_type").val(url.searchParams.get('vaccine_booster_type'));
update_booster_warning();
}
function on_vaccination_change(url) {
vaccination_option = $('input[type=radio][name=vaccine_option]');
vaccination_option.each(function (index) {
if (this.checked) {
@ -339,7 +354,8 @@ function on_vaccination_change() {
getChildElement($(this)).hide();
require_fields(this);
}
})
});
update_booster_dropdown(url);
}
function on_vaccination_booster_change() {
@ -347,7 +363,7 @@ function on_vaccination_booster_change() {
vaccination_booster_option.each(function (index) {
if (this.checked) getChildElement($(this)).show();
else getChildElement($(this)).hide();
})
});
}
function populate_temp_hum_values(data, index) {
@ -840,6 +856,7 @@ window.onpagehide = function(){
$(document).ready(function () {
var url = new URL(decodeURIComponent(window.location.href));
//Pre-fill form with known values
url.searchParams.forEach((value, name) => {
//If element exists
if(document.getElementsByName(name).length > 0) {
@ -955,9 +972,14 @@ $(document).ready(function () {
// When the vaccinated_option_option changes we want to make its respective
// children show/hide.
$("input[type=radio][name=vaccine_option]").change(on_vaccination_change);
$("input[type=radio][name=vaccine_option]").change(() => on_vaccination_change(url));
// Call the function now to handle forward/back button presses in the browser.
on_vaccination_change();
on_vaccination_change(url);
// When the vaccine_type dropdown selected option changes we want to update
// the booster vaccine dropdown.
$("#vaccine_type").change(() => update_booster_dropdown(url));
$("#vaccine_booster_type").change(update_booster_warning);
// When the vaccinated_booster_option changes we want to make its respective
// children show/hide.

View file

@ -368,55 +368,91 @@
<label class="mb-0" for="vaccinated_yes">Yes</label>
</div>
</div>
<div id="DIVvaccine_booster" style="display: none;" class="mt-3">
<div id="DIVvaccine_booster" class="mt-3">
<div class="form-group row">
<div class="col-sm-4"><label class="col-form-label">Primary vaccine:</label></div>
<div class="col-sm-6 align-self-center">
<select id="vaccine_type" name="vaccine_type" class="form-control form-control-sm">
<option value='Ad26.COV2.S_(Janssen)'>Ad26.COV2.S (Janssen)</option>
<option value='Any_mRNA_-_heterologous'>Any mRNA - heterologous</option>
<option value='AZD1222_(AstraZeneca)_and_any_mRNA_-_heterologous'>AZD1222 (AstraZeneca) and any mRNA - heterologous</option>
<option value='AZD1222_(AstraZeneca)_and_BNT162b2_(Pfizer)'>AZD1222 (AstraZeneca) and BNT162b2 (Pfizer)</option>
<option value='BBIBP-CorV_(Beijing_CNBG)'>BBIBP-CorV (Beijing CNBG)</option>
<option value='BNT162b2_(Pfizer)'>BNT162b2 (Pfizer)</option>
<option value='BNT162b2_(Pfizer)_and_mRNA-1273_(Moderna)'>BNT162b2 (Pfizer) and mRNA-1273 (Moderna)</option>
<option value='CoronaVac_(Sinovac)'>CoronaVac (Sinovac)</option>
<option value='CoronaVac_(Sinovac)_and_AZD1222_(AstraZeneca)'>CoronaVac (Sinovac) and AZD1222 (AstraZeneca)</option>
<option value='Covishield'>Covishield</option>
<option value='mRNA-1273_(Moderna)'>mRNA-1273 (Moderna)</option>
<option value='Sputnik_V_(Gamaleya)'>Sputnik V (Gamaleya)</option>
<option value='CoronaVac_(Sinovac)_and_BNT162b2_(Pfizer)'>CoronaVac (Sinovac) and BNT162b2 (Pfizer)</option>
</select>
</div>
</div>
<div class="form-group row">
<div class="d-flex flex-row col-sm-4"><div class="ml-4" style="border: 1px solid #2f4858"></div><p class="ml-2">With booster?</p></div>
<div class="col-sm-6 ml-0">
<input type="radio" id="vaccinated_booster_no" name="vaccine_booster_option" value="0" data-enables="#DIVvaccine_booster_no" checked="checked">
<input type="radio" id="vaccinated_booster_no" name="vaccine_booster_option" value="0" checked="checked">
<label class="mb-0" for="vaccinated_booster_no">No</label>
<input class="ml-2" type="radio" id="vaccinated_booster_yes" name="vaccine_booster_option" value="1" data-enables="#DIVvaccine_booster_yes">
<label class="mb-0" for="vaccinated_booster_yes">Yes</label>
</div>
</div>
<div id="DIVvaccine_booster_no" class="mt-3" style="display: none;">
<div class="form-group row">
<div class="col-sm-4"><label class="col-form-label">Primary vaccine:</label></div>
<div class="col-sm-6 align-self-center">
<select id="vaccine_type" name="vaccine_type" class="form-control form-control-sm">
<option value="janssen">Ad26.COV2.S (Janssen)</option>
<option value="any_mRNA">Any mRNA - heterologous</option>
<option value="astraZeneca">AZD1222 (AstraZeneca)</option>
<option value="astraZeneca_mRNA">AZD1222 (AstraZeneca) & any mRNA - heterologous</option>
<option value="astraZeneca_mRNA_pfizer">AZD1222 (AstraZeneca) & BNT162b2 (Pfizer)</option>
<option value="beijingCNBG">BBIBP-CorV (Beijing CNBG)</option>
<option value="pfizer">BNT162b2 (Pfizer)</option>
<option value="pfizer_moderna">BNT162b2 (Pfizer) & mRNA-1273 (Moderna)</option>
<option value="sinovac">CoronaVac (Sinovac)</option>
<option value="sinovac_astraZeneca">CoronaVac (Sinovac) & AZD1222 (AstraZeneca)</option>
<option value="covishield">Covishield</option>
<option value="moderna">mRNA-1273 (Moderna)</option>
<option value="gamaleya">Sputnik V (Gamaleya)</option>
<option value="sinovac_pfizer">CoronaVac (Sinovac) & BNT162b2 (Pfizer)</option>
</select>
</div>
</div>
</div>
<div id="DIVvaccine_booster_yes" class="mt-3" style="display: none;">
<div id="DIVvaccine_booster_yes" class="mt-3">
<div class="form-group row">
<div class="col-sm-4"><label class="col-form-label">Booster:</label></div>
<div class="col-sm-6 align-self-center">
<select id="vaccine_booster_type" name="vaccine_booster_type" class="form-control form-control-sm">
<option value="booster_janssen">Ad26.COV2.S (Janssen)</option>
<option value="booster_astraZeneca">AZD1222 (AstraZeneca)</option>
<option value="booster_pfizer">BNT162b2 (Pfizer)</option>
<option value="booster_pfizer_moderna">BNT162b2 (Pfizer) & mRNA-1273 (Moderna)</option>
<option value="booster_sinovac">CoronaVac (Sinovac)</option>
<option value="booster_moderna">mRNA-1273 (Moderna)</option>
</select>
<option value="AZD1222_(AstraZeneca)" data-primary-vaccine="AZD1222_(AstraZeneca)">AZD1222 (AstraZeneca)</option>
<option value="BNT162b2_(Pfizer)" data-primary-vaccine="AZD1222_(AstraZeneca)">BNT162b2 (Pfizer)</option>
<option value="BNT162b2_(Pfizer)_and_mRNA-1273_(Moderna)" data-primary-vaccine="AZD1222_(AstraZeneca)">BNT162b2 (Pfizer) and mRNA-1273 (Moderna)</option
><option value="BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)" data-primary-vaccine="AZD1222_(AstraZeneca)">BNT162b2 (Pfizer) or mRNA-1273 (Moderna)</option>
<option value="Sinopharm" data-primary-vaccine="AZD1222_(AstraZeneca)">Sinopharm</option>
<option value="mRNA-1273_(Moderna)" data-primary-vaccine="AZD1222_(AstraZeneca)">mRNA-1273 (Moderna)</option>
<option value="Ad26.COV2.S_(Janssen)" data-primary-vaccine="Ad26.COV2.S_(Janssen)">Ad26.COV2.S (Janssen)</option>
<option value="BNT162b2_(Pfizer)" data-primary-vaccine="Ad26.COV2.S_(Janssen)">BNT162b2 (Pfizer)</option>
<option value="BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)" data-primary-vaccine="Ad26.COV2.S_(Janssen)">BNT162b2 (Pfizer) or mRNA-1273 (Moderna)</option>
<option value="Ad26.COV2.S_(Janssen)" data-primary-vaccine="BBIBP-CorV_(Beijing_CNBG)">Ad26.COV2.S (Janssen)</option>
<option value="BNT162b2_(Pfizer)" data-primary-vaccine="BBIBP-CorV_(Beijing CNBG)">BNT162b2 (Pfizer)</option>
<option value="Sinopharm" data-primary-vaccine="BBIBP-CorV_(Beijing_CNBG)">Sinopharm</option>
<option value="mRNA-1273_(Moderna)" data-primary-vaccine="BBIBP-CorV_(Beijing_CNBG)">mRNA-1273 (Moderna)</option>
<option value="AZD1222_(AstraZeneca)" data-primary-vaccine="BNT162b2_(Pfizer)">AZD1222 (AstraZeneca)</option>
<option value="Ad26.COV2.S_(Janssen)" data-primary-vaccine="BNT162b2_(Pfizer)">Ad26.COV2.S (Janssen)</option>
<option value="BNT162b2_(Pfizer)" data-primary-vaccine="BNT162b2_(Pfizer)">BNT162b2 (Pfizer)</option>
<option value="BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)" data-primary-vaccine="BNT162b2_(Pfizer)">BNT162b2 (Pfizer) or mRNA-1273 (Moderna)</option>
<option value="CoronaVac_(Sinovac)" data-primary-vaccine="BNT162b2_(Pfizer)">CoronaVac (Sinovac)</option>
<option value="Sinopharm" data-primary-vaccine="BNT162b2_(Pfizer)">Sinopharm</option>
<option value="mRNA-1273_(Moderna)" data-primary-vaccine="BNT162b2_(Pfizer)">mRNA-1273 (Moderna)</option>
<option value="BNT162b2_(Pfizer)_and_mRNA-1273_(Moderna)" data-primary-vaccine="BNT162b2_(Pfizer)_and_mRNA-1273_(Moderna)">BNT162b2 (Pfizer) and mRNA-1273 (Moderna)</option>
<option value="mRNA-1273_(Moderna)_(4th_dose)" data-primary-vaccine="BNT162b2_(Pfizer)_(2_doses)_+_mRNA-1273_(Moderna)_(3rd_dose)">mRNA-1273 (Moderna) (4th dose)</option>
<option value="BNT162b2_(Pfizer)_(4th_dose)" data-primary-vaccine="BNT162b2_(Pfizer)_(3_doses)">BNT162b2 (Pfizer) (4th dose)</option>
<option value="mRNA-1273_(Moderna)_(4th_dose)" data-primary-vaccine="BNT162b2_(Pfizer)_(3_doses)">mRNA-1273 (Moderna) (4th dose)</option>
<option value="BNT162b2_(Pfizer)" data-primary-vaccine="BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)">BNT162b2 (Pfizer)</option>
<option value="BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)" data-primary-vaccine="BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)">BNT162b2 (Pfizer) or mRNA-1273 (Moderna)</option>
<option value="mRNA-1273_(Moderna)" data-primary-vaccine="BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)">mRNA-1273 (Moderna)</option>
<option value="BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)_(4th_dose)" data-primary-vaccine="BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)_(3_doses)">BNT162b2 (Pfizer) or mRNA-1273 (Moderna) (4th dose)</option>
<option value="AZD1222_(AstraZeneca)" data-primary-vaccine="CoronaVac_(Sinovac)">AZD1222 (AstraZeneca)</option>
<option value="BNT162b2_(Pfizer)" data-primary-vaccine="CoronaVac_(Sinovac)">BNT162b2 (Pfizer)</option>
<option value="CoronaVac_(Sinovac)" data-primary-vaccine="CoronaVac_(Sinovac)">CoronaVac (Sinovac)</option>
<option value="Coronavac_(Sinovac)" data-primary-vaccine="CoronaVac_(Sinovac)">Coronavac (Sinovac)</option>
<option value="Ad26.COV2.S_(Janssen)" data-primary-vaccine="Sputnik_V_(Gamaleya)">Ad26.COV2.S (Janssen)</option>
<option value="BNT162b2_(Pfizer)" data-primary-vaccine="Sputnik_V_(Gamaleya)">BNT162b2 (Pfizer)</option>
<option value="Sinopharm" data-primary-vaccine="Sputnik_V_(Gamaleya)">Sinopharm</option>
<option value="mRNA-1273_(Moderna)" data-primary-vaccine="Sputnik_V_(Gamaleya)">mRNA-1273 (Moderna)</option>
<option value="Ad26.COV2.S_(Janssen)" data-primary-vaccine="mRNA-1273_(Moderna)">Ad26.COV2.S (Janssen)</option>
<option value="BNT162b2_(Pfizer)" data-primary-vaccine="mRNA-1273_(Moderna)">BNT162b2 (Pfizer)</option>
<option value="BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)" data-primary-vaccine="mRNA-1273_(Moderna)">BNT162b2 (Pfizer) or mRNA-1273 (Moderna)</option>
<option value="Sinopharm" data-primary-vaccine="mRNA-1273_(Moderna)">Sinopharm</option>
<option value="mRNA-1273_(Moderna)" data-primary-vaccine="mRNA-1273_(Moderna)">mRNA-1273 (Moderna)</option>
<option value="mRNA-1273_(Moderna)_(4th_dose)" data-primary-vaccine="mRNA-1273_(Moderna)_(3 doses)">mRNA-1273 (Moderna) (4th dose)</option>
<option value="Other">Other</option>
</select>
</div>
</div>
<p id="booster_warning" class="red_text" style="display: none; max-width: 85%">Due to the lack of data, only the efficiency of the primary dose(s) is considered</p>
</div>
</div>

View file

@ -375,6 +375,21 @@
</ul>
</div>
</div>
{% if form.vaccine_option %}
<br>
<div class="card">
<div class="card-header"><strong>Vaccination data:</strong></div>
<div class="card-body">
<ul>
<li>Primary vaccine: {{ form.vaccine_type | replace("_", " ") }}
{% if form.vaccine_booster_option %}
<li>Booster vaccine: {{ form.vaccine_booster_type | replace("_", " ")}} </li>
{% endif %}
<li>Vaccine effectiveness: {{ model.exposed.host_immunity | percentage | non_zero_percentage }} </li>
</ul>
</div>
</div>
{% endif %}
<br>
<div class="card">
<div class="card-header"><strong>Ventilation data:</strong></div>

View file

@ -42,30 +42,68 @@ GenevaTemperatures = {
}
# ------- VACCINATION DATA -------
# From data available in Results of COVID-19 Vaccine Effectiveness
# Studies: An Ongoing Systematic Review - Updated September 8, 2022.
# https://view-hub.org/resources
vaccine_host_immunity = {
'janssen': 0.551277778,
'any_mRNA': 0.93875,
'astraZeneca': 0.55921875,
'astraZeneca_mRNA': 0.718571429,
'astraZeneca_mRNA_pfizer': 0.7865,
'beijingCNBG': 0.4325,
'pfizer': 0.62503012,
'pfizer_moderna': 0.567126761,
'sinovac': 0.286884615,
'sinovac_astraZeneca': 0.561333333,
'covishield': 0.98,
'moderna': 0.683255814,
'gamaleya': 0.696,
'sinovac_pfizer': 0.7965,
}
vaccine_booster_host_immunity = {
'booster_janssen': 0.492666667,
'booster_astraZeneca': 0.672166667,
'booster_pfizer': 0.612971831,
'booster_pfizer_moderna': 0.645,
'booster_sinovac': 0.427857143,
'booster_moderna': 0.632442105,
}
vaccine_primary_host_immunity = {
'Ad26.COV2.S_(Janssen)': 0.551277778,
'Any_mRNA_-_heterologous': 0.93875,
'AZD1222_(AstraZeneca)': 0.55921875,
'AZD1222_(AstraZeneca)_and_any_mRNA_-_heterologous': 0.718571429,
'AZD1222_(AstraZeneca)_and_BNT162b2_(Pfizer)': 0.7865,
'BBIBP-CorV_(Beijing_CNBG)': 0.4325,
'BNT162b2_(Pfizer)': 0.62503012,
'BNT162b2_(Pfizer)_and_mRNA-1273_(Moderna)': 0.567126761,
'CoronaVac_(Sinovac)': 0.286884615,
'CoronaVac_(Sinovac)_and_AZD1222_(AstraZeneca)': 0.561333333,
'Covishield': 0.98,
'mRNA-1273_(Moderna)': 0.683255814,
'Sputnik_V_(Gamaleya)': 0.696,
'CoronaVac_(Sinovac)_and_BNT162b2_(Pfizer)': 0.7965,
}
vaccine_booster_host_immunity = [
{'primary series vaccine': 'AZD1222_(AstraZeneca)', 'booster vaccine': 'AZD1222_(AstraZeneca)', 'VE': 0.6353636363636364},
{'primary series vaccine': 'AZD1222_(AstraZeneca)', 'booster vaccine': 'BNT162b2_(Pfizer)', 'VE': 0.7389019607843137},
{'primary series vaccine': 'AZD1222_(AstraZeneca)', 'booster vaccine': 'BNT162b2_(Pfizer)_and_mRNA-1273_(Moderna)', 'VE': 0.26},
{'primary series vaccine': 'AZD1222_(AstraZeneca)', 'booster vaccine': 'BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)', 'VE': 0.3846666666666667},
{'primary series vaccine': 'AZD1222_(AstraZeneca)', 'booster vaccine': 'Sinopharm', 'VE': 0.7346666666666666},
{'primary series vaccine': 'AZD1222_(AstraZeneca)', 'booster vaccine': 'mRNA-1273_(Moderna)', 'VE': 0.8642399999999999},
{'primary series vaccine': 'Ad26.COV2.S_(Janssen)', 'booster vaccine': 'Ad26.COV2.S_(Janssen)', 'VE': 0.615},
{'primary series vaccine': 'Ad26.COV2.S_(Janssen)', 'booster vaccine': 'BNT162b2_(Pfizer)', 'VE': 0.9155000000000001},
{'primary series vaccine': 'Ad26.COV2.S_(Janssen)', 'booster vaccine': 'BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)', 'VE': 0.6725},
{'primary series vaccine': 'BBIBP-CorV_(Beijing_CNBG)', 'booster vaccine': 'Ad26.COV2.S_(Janssen)', 'VE': 0.8973333333333333},
{'primary series vaccine': 'BBIBP-CorV_(Beijing_CNBG)', 'booster vaccine': 'BNT162b2_(Pfizer)', 'VE': 0.9283333333333332},
{'primary series vaccine': 'BBIBP-CorV_(Beijing_CNBG)', 'booster vaccine': 'Sinopharm', 'VE': 0.7639999999999999},
{'primary series vaccine': 'BBIBP-CorV_(Beijing_CNBG)', 'booster vaccine': 'mRNA-1273_(Moderna)', 'VE': 0.9526666666666667},
{'primary series vaccine': 'BNT162b2_(Pfizer)', 'booster vaccine': 'AZD1222_(AstraZeneca)', 'VE': 0.8960000000000001},
{'primary series vaccine': 'BNT162b2_(Pfizer)', 'booster vaccine': 'Ad26.COV2.S_(Janssen)', 'VE': 0.9306666666666666},
{'primary series vaccine': 'BNT162b2_(Pfizer)', 'booster vaccine': 'BNT162b2_(Pfizer)', 'VE': 0.7413183520599251},
{'primary series vaccine': 'BNT162b2_(Pfizer)', 'booster vaccine': 'BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)', 'VE': 0.6004285714285714},
{'primary series vaccine': 'BNT162b2_(Pfizer)', 'booster vaccine': 'CoronaVac_(Sinovac)', 'VE': 0.121},
{'primary series vaccine': 'BNT162b2_(Pfizer)', 'booster vaccine': 'Sinopharm', 'VE': 0.6683333333333333},
{'primary series vaccine': 'BNT162b2_(Pfizer)', 'booster vaccine': 'mRNA-1273_(Moderna)', 'VE': 0.7530214285714285},
{'primary series vaccine': 'BNT162b2_(Pfizer)_and_mRNA-1273_(Moderna)', 'booster vaccine': 'BNT162b2_(Pfizer)_and_mRNA-1273_(Moderna)', 'VE': 0.645},
{'primary series vaccine': 'BNT162b2_(Pfizer)_(2_doses)_+_mRNA-1273_(Moderna)_(3rd_dose)', 'booster vaccine': 'mRNA-1273_(Moderna)_(4th_dose)', 'VE': 0.6466666666666667},
{'primary series vaccine': 'BNT162b2_(Pfizer)_(3_doses)', 'booster vaccine': 'BNT162b2_(Pfizer)_(4th_dose)', 'VE': 0.6068333333333333},
{'primary series vaccine': 'BNT162b2_(Pfizer)_(3_doses)', 'booster vaccine': 'mRNA-1273_(Moderna)_(4th_dose)', 'VE': 0.498},
{'primary series vaccine': 'BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)', 'booster vaccine': 'BNT162b2_(Pfizer)', 'VE': 0.7564285714285713},
{'primary series vaccine': 'BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)', 'booster vaccine': 'BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)', 'VE': 0.7541721854304636},
{'primary series vaccine': 'BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)', 'booster vaccine': 'mRNA-1273_(Moderna)', 'VE': 0.7538571428571429},
{'primary series vaccine': 'BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)_(3_doses)', 'booster vaccine': 'BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)_(4th_dose)', 'VE': 0.5788888888888889},
{'primary series vaccine': 'CoronaVac_(Sinovac)', 'booster vaccine': 'AZD1222_(AstraZeneca)', 'VE': 0.9584285714285714},
{'primary series vaccine': 'CoronaVac_(Sinovac)', 'booster vaccine': 'BNT162b2_(Pfizer)', 'VE': 0.7631960784313726},
{'primary series vaccine': 'CoronaVac_(Sinovac)', 'booster vaccine': 'CoronaVac_(Sinovac)', 'VE': 0.7141851851851851},
{'primary series vaccine': 'CoronaVac_(Sinovac)', 'booster vaccine': 'Coronavac_(Sinovac)', 'VE': 0.5107647058823529},
{'primary series vaccine': 'Sputnik_V_(Gamaleya)', 'booster vaccine': 'Ad26.COV2.S_(Janssen)', 'VE': 0.8076666666666666},
{'primary series vaccine': 'Sputnik_V_(Gamaleya)', 'booster vaccine': 'BNT162b2_(Pfizer)', 'VE': 0.936},
{'primary series vaccine': 'Sputnik_V_(Gamaleya)', 'booster vaccine': 'Sinopharm', 'VE': 0.5285},
{'primary series vaccine': 'Sputnik_V_(Gamaleya)', 'booster vaccine': 'mRNA-1273_(Moderna)', 'VE': 0.9366666666666668},
{'primary series vaccine': 'mRNA-1273_(Moderna)', 'booster vaccine': 'Ad26.COV2.S_(Janssen)', 'VE': 0.8873333333333333},
{'primary series vaccine': 'mRNA-1273_(Moderna)', 'booster vaccine': 'BNT162b2_(Pfizer)', 'VE': 0.8068636363636363},
{'primary series vaccine': 'mRNA-1273_(Moderna)', 'booster vaccine': 'BNT162b2_(Pfizer)_or_mRNA-1273_(Moderna)', 'VE': 0.5692499999999999},
{'primary series vaccine': 'mRNA-1273_(Moderna)', 'booster vaccine': 'Sinopharm', 'VE': 0.7739999999999999},
{'primary series vaccine': 'mRNA-1273_(Moderna)', 'booster vaccine': 'mRNA-1273_(Moderna)', 'VE': 0.7141650485436892},
{'primary series vaccine': 'mRNA-1273_(Moderna)_(3_doses)', 'booster vaccine': 'mRNA-1273_(Moderna)_(4th_dose)', 'VE': 0.7066666666666667}]