From 1ea01c12745c6190c62e8fab3d07213281fc6797 Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Fri, 21 Jan 2022 17:11:05 +0100 Subject: [PATCH 01/85] Short range presence and short range activities as part of the backend model --- cara/apps/calculator/model_generator.py | 50 +++++++++++++++++++++++- cara/apps/calculator/report_generator.py | 36 ++++++++++++++++- cara/apps/expert.py | 3 ++ cara/models.py | 6 +++ cara/monte_carlo/data.py | 37 +++++++++++++++++- 5 files changed, 128 insertions(+), 4 deletions(-) diff --git a/cara/apps/calculator/model_generator.py b/cara/apps/calculator/model_generator.py index 595094bc..4ded107d 100644 --- a/cara/apps/calculator/model_generator.py +++ b/cara/apps/calculator/model_generator.py @@ -3,6 +3,8 @@ import datetime import html import logging import typing +import ast +import json import numpy as np @@ -11,7 +13,7 @@ from cara import data import cara.data.weather import cara.monte_carlo as mc from .. import calculator -from cara.monte_carlo.data import activity_distributions, virus_distributions, mask_distributions +from cara.monte_carlo.data import activity_distributions, virus_distributions, mask_distributions, initial_concentrations_mouth from cara.monte_carlo.data import expiration_distribution, expiration_BLO_factors, expiration_distributions @@ -76,6 +78,8 @@ class FormData: window_width: float windows_number: int window_opening_regime: str + short_range_option: str + short_range_interactions: list #: The default values for undefined fields. Note that the defaults here #: and the defaults in the html form must not be contradictory. @@ -127,6 +131,8 @@ class FormData: 'windows_frequency': 0., 'windows_number': 0, 'window_opening_regime': 'windows_open_permanently', + 'short_range_option': False, + 'short_range_interactions': [], } @classmethod @@ -416,6 +422,8 @@ class FormData: number=infected_occupants, virus=virus, presence=self.infected_present_interval(), + short_range_presence=self.short_range_intervals(), + short_range_activities=self.short_range_activities(), mask=self.mask(), activity=activity, expiration=expiration, @@ -448,6 +456,7 @@ class FormData: exposed = mc.Population( number=exposed_occupants, presence=self.exposed_present_interval(), + short_range_presence=self.short_range_interactions, activity=activity, mask=self.mask(), host_immunity=0., @@ -623,12 +632,30 @@ class FormData: breaks=self.infected_lunch_break_times() + self.infected_coffee_break_times(), ) + def short_range_intervals(self) -> models.Interval: + if (self.short_range_interactions): + short_range_intervals = [] + for interaction in self.short_range_interactions: + start_time = time_string_to_minutes(interaction['start_time']) + duration = float(interaction['duration']) + short_range_intervals.append(models.SpecificInterval((start_time/60, (start_time + duration)/60))) + + return short_range_intervals + else: + return [] + def exposed_present_interval(self) -> models.Interval: return self.present_interval( self.exposed_start, self.exposed_finish, breaks=self.exposed_lunch_break_times() + self.exposed_coffee_break_times(), ) + def short_range_activities(self): + if (self.short_range_interactions): + return [interaction['activity'] for interaction in self.short_range_interactions] + else: + return [] + def build_expiration(expiration_definition) -> models._ExpirationBase: if isinstance(expiration_definition, str): @@ -642,6 +669,12 @@ def build_expiration(expiration_definition) -> models._ExpirationBase: return expiration_distribution(tuple(BLO_factors)) +def build_concentration_mouth(short_range_def) -> models._ExpirationBase: + expiration_definition = short_range_def[1]['activity'] + if isinstance(expiration_definition, str): + return initial_concentrations_mouth[expiration_definition] + + def baseline_raw_form_data(): # Note: This isn't a special "baseline". It can be updated as required. return { @@ -691,7 +724,8 @@ def baseline_raw_form_data(): 'window_type': 'window_sliding', 'window_width': '2', 'windows_number': '1', - 'window_opening_regime': 'windows_open_permanently' + 'window_opening_regime': 'windows_open_permanently', + 'short_range_option': 'short_range_no', } @@ -736,6 +770,15 @@ def time_minutes_to_string(time: int) -> str: return "{0:0=2d}".format(int(time/60)) + ":" + "{0:0=2d}".format(time%60) +def string_to_list(l: str) -> list: + if (l != []): + return list(ast.literal_eval(l.replace(""", "\""))) + + +def list_to_string(s: list) -> str: + return json.dumps(s) + + def _safe_int_cast(value) -> int: if isinstance(value, int): return value @@ -767,3 +810,6 @@ for _field in dataclasses.fields(FormData): elif _field.type is bool: _CAST_RULES_FORM_ARG_TO_NATIVE[_field.name] = lambda v: v == '1' _CAST_RULES_NATIVE_TO_FORM_ARG[_field.name] = int + elif _field.type is list: + _CAST_RULES_FORM_ARG_TO_NATIVE[_field.name] = string_to_list + _CAST_RULES_NATIVE_TO_FORM_ARG[_field.name] = list_to_string diff --git a/cara/apps/calculator/report_generator.py b/cara/apps/calculator/report_generator.py index e703e225..ec8230c2 100644 --- a/cara/apps/calculator/report_generator.py +++ b/cara/apps/calculator/report_generator.py @@ -12,8 +12,9 @@ import jinja2 import numpy as np from cara import models +from cara.monte_carlo.data import initial_concentrations_mouth, dilution_factor from ... import monte_carlo as mc -from .model_generator import FormData, _DEFAULT_MC_SAMPLE_SIZE +from .model_generator import FormData, _DEFAULT_MC_SAMPLE_SIZE, build_expiration from ... import dataclass_utils @@ -96,13 +97,45 @@ def interesting_times(model: models.ExposureModel, approx_n_pts=100) -> typing.L return nice_times +def short_range_interesting_times(model: models.ExposureModel, times: typing.List[float]) -> typing.List[float]: + short_range_times = [] + for period in model.concentration_model.infected.short_range_presence: + start, finish = period.boundaries() + short_range_times = short_range_times + [time for time in times if time > start and time < finish] + return short_range_times + + +def jet_origin_concentrations(model: models.ExposureModel) -> models._ExpirationBase: + return [initial_concentrations_mouth[activity] for activity in model.concentration_model.infected.short_range_activities] + + +def short_range_initial_concentrations(model: models.ExposureModel, time: float): + dilution = dilution_factor(np.linspace(0.1, 2., 1000)) + jet_origin_initial_concentrations = jet_origin_concentrations(model) + for index, interaction in enumerate(model.concentration_model.infected.short_range_presence): + start, finish = interaction.boundaries() + if start <= time <= finish: + expiration = build_expiration(model.concentration_model.infected.short_range_activities[index]) + single_exposure_model = dataclass_utils.nested_replace( + model, {'concentration_model.infected.expiration': expiration} + ) + concentration = single_exposure_model.concentration_model._normed_concentration(float(time)) + jet_origin_concentration = jet_origin_initial_concentrations[index] * model.concentration_model.infected.virus.viral_load_in_sputum + return concentration + ((1/dilution)*(jet_origin_concentration - concentration)) + + def calculate_report_data(model: models.ExposureModel): times = interesting_times(model) + times_short_range = short_range_interesting_times(model, times) concentrations = [ np.array(model.concentration_model.concentration(float(time))).mean() for time in times ] + short_range_concentrations = [ + np.array(short_range_initial_concentrations(model, float(time))).mean() + for time in times_short_range + ] highest_const = max(concentrations) prob = np.array(model.infection_probability()).mean() er = np.array(model.concentration_model.infected.emission_rate_when_present()).mean() @@ -118,6 +151,7 @@ def calculate_report_data(model: models.ExposureModel): "exposed_presence_intervals": [list(interval) for interval in model.exposed.presence.boundaries()], "cumulative_doses": list(cumulative_doses), "concentrations": concentrations, + "short_range_concentrations": short_range_concentrations, "highest_const": highest_const, "prob_inf": prob, "emission_rate": er, diff --git a/cara/apps/expert.py b/cara/apps/expert.py index 261afe75..e779558a 100644 --- a/cara/apps/expert.py +++ b/cara/apps/expert.py @@ -496,6 +496,8 @@ baseline_model = models.ExposureModel( number=1, virus=models.Virus.types['SARS_CoV_2'], presence=models.SpecificInterval(((8., 12.), (13., 17.))), + short_range_presence=[], + short_range_activities=[], mask=models.Mask.types['No mask'], activity=models.Activity.types['Seated'], expiration=models.Expiration.types['Speaking'], @@ -506,6 +508,7 @@ baseline_model = models.ExposureModel( exposed=models.Population( number=10, presence=models.SpecificInterval(((8., 12.), (13., 17.))), + short_range_presence=[], activity=models.Activity.types['Seated'], mask=models.Mask.types['No mask'], host_immunity=0., diff --git a/cara/models.py b/cara/models.py index 3cedbf22..3092a6ea 100644 --- a/cara/models.py +++ b/cara/models.py @@ -678,6 +678,9 @@ class Population: #: The times in which the people are in the room. presence: Interval + #: Short range interactions + short_range_presence: list + #: The kind of mask being worn by the people. mask: Mask @@ -749,6 +752,9 @@ class EmittingPopulation(_PopulationWithVirus): class InfectedPopulation(_PopulationWithVirus): #: The type of expiration that is being emitted whilst doing the activity. expiration: _ExpirationBase + + #: The type of expiractory activities in the short range interactions + short_range_activities: list @method_cache def fraction_of_infectious_virus(self) -> _VectorisedFloat: diff --git a/cara/monte_carlo/data.py b/cara/monte_carlo/data.py index 3b9172d2..c4e1dfb2 100644 --- a/cara/monte_carlo/data.py +++ b/cara/monte_carlo/data.py @@ -3,6 +3,7 @@ import typing import numpy as np from scipy import special as sp +import scipy.integrate import cara.monte_carlo as mc from cara.monte_carlo.sampleable import Normal,LogNormal,LogCustomKernel,CustomKernel,Uniform @@ -51,6 +52,9 @@ class BLOmodel: np.exp(-(np.log(d) - mu) ** 2 / (2 * sigma ** 2)) for A,cn,mu,sigma in zip(self.BLO_factors, self.cn, self.mu, self.sigma) ) + + def volume(self, d): + return(np.pi * d**3) / 6 def integrate(self, dmin, dmax): """ @@ -162,7 +166,7 @@ def expiration_distribution(BLO_factors): Returns an Expiration with an aerosol diameter distribution, defined by the BLO factors (a length-3 tuple). The total concentration of aerosols is computed by integrating - the distribution between 0.1 and 30 microns - these boundaries are + the distribution between 0.1 and D microns - these boundaries are an historical choice based on previous implementations of the model (it limits the influence of the O-mode). """ @@ -172,6 +176,31 @@ def expiration_distribution(BLO_factors): BLOmodel(BLO_factors).integrate(0.1, 30.)) +def dilution_factor(distance, D=0.02): + u0 = 0.6 + tstar = 2.0 + Cr1 = 0.18 + Cr2 = 0.2 + Cx1 = 2.4 + # The expired flow rate during the expiration period, m^3/s + Q0 = u0 * np.pi/4*D**2 + # Parameters in the jet-like stage + x01 = D/2/Cr1 + # Time of virtual origin + t01 = (x01/Cx1)**2 * (Q0*u0)**(-0.5) + # The transition point, m + xstar = Cx1*(Q0*u0)**0.25*(tstar + t01)**0.5 - x01 + # Dilution factor at the transition point xstar + Sxstar = 2*Cr1*(xstar+x01)/D + return np.mean(np.piecewise(distance, [distance < xstar, distance >= xstar], + [lambda distance : 2*Cr1*(distance + x01)/D, lambda distance : Sxstar*(1 + Cr2*(distance - xstar)/Cr1/(xstar + x01))**3])) + + +def initial_concentration_mouth(BLO_factors): + value, error = scipy.integrate.quad(lambda d: BLOmodel(BLO_factors).distribution(d) * BLOmodel(BLO_factors).volume(d), 0.1, 1000) + return value * 1e-6 #result in mL/m^3 + + expiration_BLO_factors = { 'Breathing': (1., 0., 0.), 'Speaking': (1., 1., 1.), @@ -184,3 +213,9 @@ expiration_distributions = { exp_type: expiration_distribution(BLO_factors) for exp_type,BLO_factors in expiration_BLO_factors.items() } + + +initial_concentrations_mouth = { + exp_type: initial_concentration_mouth(BLO_factors) + for exp_type,BLO_factors in expiration_BLO_factors.items() +} From 141e2346112710a9f64c360464fb79994be1849e Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Fri, 21 Jan 2022 17:32:17 +0100 Subject: [PATCH 02/85] Short range interactions modal dialog and validation --- cara/apps/calculator/static/js/form.js | 183 ++++++++++++++++++ .../templates/base/calculator.form.html.j2 | 42 ++++ 2 files changed, 225 insertions(+) diff --git a/cara/apps/calculator/static/js/form.js b/cara/apps/calculator/static/js/form.js index 5a20f025..89dfeaeb 100644 --- a/cara/apps/calculator/static/js/form.js +++ b/cara/apps/calculator/static/js/form.js @@ -250,6 +250,20 @@ function on_wearing_mask_change() { }) } +function on_short_range_option_change() { + short_range = $('input[type=radio][name=short_range_option]') + short_range.each(function (index){ + if (this.checked) { + getChildElement($(this)).show(); + require_fields(this); + } + else { + getChildElement($(this)).hide(); + require_fields(this); + } + }) +} + /* -------UI------- */ function show_disclaimer() { @@ -379,6 +393,19 @@ function validate_form(form) { } } + // Generate the short range interactions list + let short_range_interactions = []; + $(".form_field_outer_row").each(function (index){ + index = index + 1; + + let obj = {}; + obj.activity = $("#sr_activity_no_" + String(index)).val(); + obj.start_time = $("#sr_start_no_" + String(index)).val(); + obj.duration = $("#sr_duration_no_" + String(index)).val(); + short_range_interactions.push(JSON.stringify(obj)); + }); + $("input[type=text][name=short_range_interactions]").val('[' + short_range_interactions + ']'); + if (submit) { $("#generate_report").prop("disabled", true); //Add spinner to button @@ -492,6 +519,51 @@ function validateLunchTime(obj) { return true; } +function overlapped_times(obj, start_time, finish_time) { + let current_interaction = $(obj).closest(".form_field_outer_row"); + $(".form_field_outer_row").not(current_interaction).each(function(index) { + start_time_2 = parseTimeToMins($('#sr_start_no_' + String(index + 1)).val()); + finish_time_2 = start_time_2 + parseInt($('#sr_duration_no_' + String(index + 1)).val()); + if ((start_time >= start_time_2 && start_time <= finish_time_2) || (finish_time >= start_time_2 && finish_time <= finish_time_2) || start_time == start_time_2 || + (start_time <= start_time_2 && finish_time >= finish_time_2)) { + if (!$(obj).hasClass("red_border")) { //Adds the red border and error message. + var parameter = document.getElementById($(obj).attr('id')); + insertErrorFor(parameter, "Short range interactions must not overlap.") + $(parameter).addClass("red_border"); + } + return false; + } else { + removeErrorFor($(obj)); + $(obj).removeClass("red_border"); + } + }); +} + +function validate_sr_time(obj) { + if ($(obj).val() != "") { + let obj_id = $(obj).attr('id').split('_').slice(-1)[0]; + let start_time = parseTimeToMins($('#sr_start_no_' + String(obj_id)).val()); + let finish_time = start_time + parseInt($('#sr_duration_no_' + String(obj_id)).val()); + overlapped_times(obj, start_time, finish_time); + } +}; + +// Check if short range durations are filled, and if there is no repetitions +function validate_sr_parameter(obj, error_message) { + if ($(obj).val() == "") { + if (!$(obj).hasClass("red_border")) { + var parameter = document.getElementById($(obj).attr('id')); + insertErrorFor(parameter, error_message) + $(parameter).addClass("red_border"); + } + return false; + } else { + removeErrorFor($(obj)); + $(obj).removeClass("red_border"); + return true; + } +} + function parseValToNumber(val) { return parseInt(val.replace(':',''), 10); } @@ -529,6 +601,20 @@ $(document).ready(function () { elemObj.checked = (value==1); } + // Read short range from URL + else if (name == 'short_range_interactions') { + let index = 1; + for (const interaction of JSON.parse(value)) { + $("#dialog_sr").append(inject_sr_interaction(index, value = interaction)) + $('#sr_activity_no_' + String(index)).val(interaction.activity).change(); + document.getElementById('sr_activity_no_' + String(index)).disabled = true; + document.getElementById('sr_start_no_' + String(index)).disabled = true; + document.getElementById('sr_duration_no_' + String(index)).disabled = true; + index++; + } + $("#sr_interactions").text(index - 1); + } + //Ignore 0 (default) values from server side else if (!(elemObj.classList.contains("non_zero") || elemObj.classList.contains("remove_zero")) || (value != "0.0" && value != "0")) { elemObj.value = value; @@ -578,6 +664,12 @@ $(document).ready(function () { // Call the function now to handle forward/back button presses in the browser. on_wearing_mask_change(); + // When the short_range_option changes we want to make its respective + // children show/hide. + $("input[type=radio][name=short_range_option]").change(on_short_range_option_change); + // Call the function now to handle forward/back button presses in the browser. + on_short_range_option_change(); + // Setup the maximum number of people at page load (to handle back/forward), // and update it when total people is changed. setMaxInfectedPeople(); @@ -690,6 +782,97 @@ $(document).ready(function () { } return selectedSuggestion.text; } + + function inject_sr_interaction(index, value) { + return `
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ +
+
+
+
` + } + + // When short_range_yes option is selected, we want to inject rows for each expiractory activity, start_time and duration. + $("body").on("click", ".add_node_btn_frm_field", function(e) { + var index; + if ($(".form_field_outer").find(".form_field_outer_row").length != 0) { + index = parseInt($(".form_field_outer").find(".form_field_outer_row").last().find("input[type='number']").attr('id').split('_').slice(-1)[0]); + } else { + index = 0; + } + var activity, start, duration; + if (index != 0) { + activity = validate_sr_parameter('#sr_activity_no_' + String(index)[0], "You must specify the activity type."); + start = validate_sr_parameter('#sr_start_no_' + String(index)[0], "You must specify the start time."); + duration = validate_sr_parameter('#sr_duration_no_' + String(index)[0], "You must specify the duration."); + } + if ((activity && start && duration) || index == 0) { + if (index != 0) { + document.getElementById('sr_activity_no_' + String(index)).disabled = true; + document.getElementById('sr_start_no_' + String(index)).disabled = true; + document.getElementById('sr_duration_no_' + String(index)).disabled = true; + } + index = index + 1; + $("#dialog_sr").append(inject_sr_interaction(index, value = { activity: "", start_time: "", duration: "" })); + }; + }); + + //Remove short range interaction (modal field row). + $("body").on("click", ".remove_node_btn_frm_field", function() { + $(this).closest(".form_field_outer_row").remove(); + }); + + //Short range modal - save button + $("body").on("click", ".save_btn_frm_field", function() { + let has_interactions = false; + var activity, start, duration; + $(".form_field_outer_row").each(function(index) { + activity = validate_sr_parameter('#sr_activity_no_' + String(index)[0], "You must specify the activity type."); + start = validate_sr_parameter('#sr_start_no_' + String(index)[0], "You must specify the start time."); + duration = validate_sr_parameter('#sr_duration_no_' + String(index)[0], "You must specify the duration."); + has_interactions = true; + }); + if (activity, start, duration || !has_interactions) { + $("#sr_interactions").text($(".form_field_outer").find(".form_field_outer_row").length); + if (has_interactions) { + index = parseInt($(".form_field_outer").find(".form_field_outer_row").last().find("input[type='number']").attr('id').split('_').slice(-1)[0]); + document.getElementById('sr_activity_no_' + String(index)).disabled = true; + document.getElementById('sr_start_no_' + String(index)).disabled = true; + document.getElementById('sr_duration_no_' + String(index)).disabled = true; + } + $('#short_range_dialog').modal('hide'); + } + }); + + //Short range modal - close button + $("body").on("click", ".dismiss_btn_frm_field", function() { + $(".form_field_outer_row").remove(); + $("#sr_interactions").text(0); + }); + + }); diff --git a/cara/apps/templates/base/calculator.form.html.j2 b/cara/apps/templates/base/calculator.form.html.j2 index 81cdae06..b6da060a 100644 --- a/cara/apps/templates/base/calculator.form.html.j2 +++ b/cara/apps/templates/base/calculator.form.html.j2 @@ -365,6 +365,48 @@
+
+
Short range interactions:
+
+ + + + +
+
+ +
+
+ +

0 short range interactions.

+
+
+ + + +
+
From 722278b154f6930e00b3bb5a76eb4b63eada500d Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Mon, 24 Jan 2022 15:01:16 +0100 Subject: [PATCH 03/85] Corrected typing types and fixed tests --- cara/apps/calculator/model_generator.py | 14 ++++++-------- cara/apps/calculator/report_generator.py | 8 ++++---- cara/apps/expert.py | 5 ++--- cara/models.py | 16 ++++++++-------- cara/tests/conftest.py | 2 ++ cara/tests/models/test_concentration_model.py | 4 ++++ cara/tests/models/test_exposure_model.py | 6 ++++++ cara/tests/test_infected_population.py | 2 ++ cara/tests/test_known_quantities.py | 8 ++++++++ cara/tests/test_monte_carlo.py | 2 ++ cara/tests/test_monte_carlo_full_models.py | 16 ++++++++++++++++ 11 files changed, 60 insertions(+), 23 deletions(-) diff --git a/cara/apps/calculator/model_generator.py b/cara/apps/calculator/model_generator.py index 4ded107d..9de11436 100644 --- a/cara/apps/calculator/model_generator.py +++ b/cara/apps/calculator/model_generator.py @@ -78,7 +78,7 @@ class FormData: window_width: float windows_number: int window_opening_regime: str - short_range_option: str + short_range_option: bool short_range_interactions: list #: The default values for undefined fields. Note that the defaults here @@ -132,7 +132,7 @@ class FormData: 'windows_number': 0, 'window_opening_regime': 'windows_open_permanently', 'short_range_option': False, - 'short_range_interactions': [], + 'short_range_interactions': '[]', } @classmethod @@ -422,12 +422,12 @@ class FormData: number=infected_occupants, virus=virus, presence=self.infected_present_interval(), - short_range_presence=self.short_range_intervals(), - short_range_activities=self.short_range_activities(), mask=self.mask(), activity=activity, expiration=expiration, host_immunity=0., + short_range_presence=self.short_range_intervals(), + short_range_activities=self.short_range_activities(), ) return infected @@ -456,7 +456,6 @@ class FormData: exposed = mc.Population( number=exposed_occupants, presence=self.exposed_present_interval(), - short_range_presence=self.short_range_interactions, activity=activity, mask=self.mask(), host_immunity=0., @@ -632,14 +631,13 @@ class FormData: breaks=self.infected_lunch_break_times() + self.infected_coffee_break_times(), ) - def short_range_intervals(self) -> models.Interval: + def short_range_intervals(self) -> typing.List[models.SpecificInterval]: if (self.short_range_interactions): short_range_intervals = [] for interaction in self.short_range_interactions: start_time = time_string_to_minutes(interaction['start_time']) duration = float(interaction['duration']) short_range_intervals.append(models.SpecificInterval((start_time/60, (start_time + duration)/60))) - return short_range_intervals else: return [] @@ -650,7 +648,7 @@ class FormData: breaks=self.exposed_lunch_break_times() + self.exposed_coffee_break_times(), ) - def short_range_activities(self): + def short_range_activities(self) -> typing.List[str]: if (self.short_range_interactions): return [interaction['activity'] for interaction in self.short_range_interactions] else: diff --git a/cara/apps/calculator/report_generator.py b/cara/apps/calculator/report_generator.py index ec8230c2..7a11c1b0 100644 --- a/cara/apps/calculator/report_generator.py +++ b/cara/apps/calculator/report_generator.py @@ -98,14 +98,14 @@ def interesting_times(model: models.ExposureModel, approx_n_pts=100) -> typing.L def short_range_interesting_times(model: models.ExposureModel, times: typing.List[float]) -> typing.List[float]: - short_range_times = [] + short_range_times : typing.List[float] = [] for period in model.concentration_model.infected.short_range_presence: - start, finish = period.boundaries() + start, finish = tuple(period.boundaries()) short_range_times = short_range_times + [time for time in times if time > start and time < finish] return short_range_times -def jet_origin_concentrations(model: models.ExposureModel) -> models._ExpirationBase: +def jet_origin_concentrations(model: models.ExposureModel) -> typing.List[float]: return [initial_concentrations_mouth[activity] for activity in model.concentration_model.infected.short_range_activities] @@ -113,7 +113,7 @@ def short_range_initial_concentrations(model: models.ExposureModel, time: float) dilution = dilution_factor(np.linspace(0.1, 2., 1000)) jet_origin_initial_concentrations = jet_origin_concentrations(model) for index, interaction in enumerate(model.concentration_model.infected.short_range_presence): - start, finish = interaction.boundaries() + start, finish = tuple(interaction.boundaries()) if start <= time <= finish: expiration = build_expiration(model.concentration_model.infected.short_range_activities[index]) single_exposure_model = dataclass_utils.nested_replace( diff --git a/cara/apps/expert.py b/cara/apps/expert.py index e779558a..8198f2d1 100644 --- a/cara/apps/expert.py +++ b/cara/apps/expert.py @@ -496,19 +496,18 @@ baseline_model = models.ExposureModel( number=1, virus=models.Virus.types['SARS_CoV_2'], presence=models.SpecificInterval(((8., 12.), (13., 17.))), - short_range_presence=[], - short_range_activities=[], mask=models.Mask.types['No mask'], activity=models.Activity.types['Seated'], expiration=models.Expiration.types['Speaking'], host_immunity=0., + short_range_presence=[], + short_range_activities=[], ), evaporation_factor=0.3, ), exposed=models.Population( number=10, presence=models.SpecificInterval(((8., 12.), (13., 17.))), - short_range_presence=[], activity=models.Activity.types['Seated'], mask=models.Mask.types['No mask'], host_immunity=0., diff --git a/cara/models.py b/cara/models.py index 3092a6ea..b8f0e4a2 100644 --- a/cara/models.py +++ b/cara/models.py @@ -32,7 +32,7 @@ or length N arrays, where N is the number of parameterisations to run; N must be the same for all parameters of a single model. """ -from dataclasses import dataclass +from dataclasses import dataclass, field import typing import numpy as np @@ -678,9 +678,6 @@ class Population: #: The times in which the people are in the room. presence: Interval - #: Short range interactions - short_range_presence: list - #: The kind of mask being worn by the people. mask: Mask @@ -701,6 +698,12 @@ class _PopulationWithVirus(Population): #: The virus with which the population is infected. virus: Virus + #: Short range interactions + short_range_presence: typing.List[SpecificInterval] + + #: The type of expiractory activities in the short range interactions + short_range_activities: typing.List[str] + @method_cache def fraction_of_infectious_virus(self) -> _VectorisedFloat: """ @@ -751,10 +754,7 @@ class EmittingPopulation(_PopulationWithVirus): @dataclass(frozen=True) class InfectedPopulation(_PopulationWithVirus): #: The type of expiration that is being emitted whilst doing the activity. - expiration: _ExpirationBase - - #: The type of expiractory activities in the short range interactions - short_range_activities: list + expiration: _ExpirationBase @method_cache def fraction_of_infectious_virus(self) -> _VectorisedFloat: diff --git a/cara/tests/conftest.py b/cara/tests/conftest.py index 27ce9f1d..45cdbef4 100644 --- a/cara/tests/conftest.py +++ b/cara/tests/conftest.py @@ -23,6 +23,8 @@ def baseline_model(): host_immunity=0., # superspreading event, where ejection factor is fixed based # on Miller et al. (2020) - 50 represents the infectious dose. + short_range_presence=[], + short_range_activities=[], ), evaporation_factor=0.3, ) diff --git a/cara/tests/models/test_concentration_model.py b/cara/tests/models/test_concentration_model.py index 432b4d80..16d5b5b0 100644 --- a/cara/tests/models/test_concentration_model.py +++ b/cara/tests/models/test_concentration_model.py @@ -47,6 +47,8 @@ def test_concentration_model_vectorisation(override_params): ), expiration=models._ExpirationBase.types['Breathing'], host_immunity=0., + short_range_presence=[], + short_range_activities=[], ), evaporation_factor=0.3, ) @@ -69,6 +71,8 @@ def simple_conc_model(): virus=models.Virus.types['SARS_CoV_2'], expiration=models.Expiration.types['Breathing'], host_immunity=0., + short_range_presence=[], + short_range_activities=[], ), evaporation_factor=0.3, ) diff --git a/cara/tests/models/test_exposure_model.py b/cara/tests/models/test_exposure_model.py index 8b572daf..5b674207 100644 --- a/cara/tests/models/test_exposure_model.py +++ b/cara/tests/models/test_exposure_model.py @@ -66,6 +66,8 @@ def known_concentrations(func): virus=models.Virus.types['SARS_CoV_2_ALPHA'], expiration=models.Expiration.types['Speaking'], host_immunity=0., + short_range_presence=[], + short_range_activities=[], ) normed_func = lambda x: func(x) / dummy_infected_population.emission_rate_when_present() return KnownNormedconcentration(dummy_room, dummy_ventilation, @@ -154,6 +156,8 @@ def conc_model(): # superspreading event, where ejection factor is fixed based # on Miller et al. (2020) - 50 represents the infectious dose. host_immunity=0., + short_range_presence=[], + short_range_activities=[], ), evaporation_factor=0.3, ) @@ -197,6 +201,8 @@ def test_infectious_dose_vectorisation(): ), expiration=models.Expiration.types['Speaking'], host_immunity=0., + short_range_presence=[], + short_range_activities=[], ) cm = known_concentrations(lambda t: 1.2) cm = replace(cm, infected=infected_population) diff --git a/cara/tests/test_infected_population.py b/cara/tests/test_infected_population.py index 8856d312..66714f96 100644 --- a/cara/tests/test_infected_population.py +++ b/cara/tests/test_infected_population.py @@ -37,6 +37,8 @@ def test_infected_population_vectorisation(override_params): ), expiration=cara.models._ExpirationBase.types['Breathing'], host_immunity=0., + short_range_presence=[], + short_range_activities=[], ) emission_rate = infected.emission_rate(10) assert isinstance(emission_rate, np.ndarray) diff --git a/cara/tests/test_known_quantities.py b/cara/tests/test_known_quantities.py index 9fc10597..9910a848 100644 --- a/cara/tests/test_known_quantities.py +++ b/cara/tests/test_known_quantities.py @@ -76,6 +76,8 @@ def build_model(interval_duration): host_immunity=0., # superspreading event, where ejection factor is fixed based # on Miller et al. (2020) - 50 represents the infectious dose. + short_range_presence=[], + short_range_activities=[], ), evaporation_factor=0.3, ) @@ -238,6 +240,8 @@ def build_hourly_dependent_model( activity=models.Activity.types['Light activity'], known_individual_emission_rate=970 * 50, host_immunity=0, + short_range_presence=[], + short_range_activities=[], ), evaporation_factor=0.3, ) @@ -261,6 +265,8 @@ def build_constant_temp_model(outside_temp, intervals_open=((7.5, 8.5),)): activity=models.Activity.types['Light activity'], known_individual_emission_rate=970 * 50, host_immunity=0., + short_range_presence=[], + short_range_activities=[], ), evaporation_factor=0.3, ) @@ -291,6 +297,8 @@ def build_hourly_dependent_model_multipleventilation(month, intervals_open=((7.5 activity=models.Activity.types['Light activity'], known_individual_emission_rate=970 * 50, host_immunity=0., + short_range_presence=[], + short_range_activities=[], ), evaporation_factor=0.3, ) diff --git a/cara/tests/test_monte_carlo.py b/cara/tests/test_monte_carlo.py index 1a7fc8a9..c51bcbeb 100644 --- a/cara/tests/test_monte_carlo.py +++ b/cara/tests/test_monte_carlo.py @@ -55,6 +55,8 @@ def baseline_mc_model() -> cara.monte_carlo.ConcentrationModel: activity=cara.models.Activity.types['Light activity'], expiration=cara.models.Expiration.types['Breathing'], host_immunity=0., + short_range_presence=[], + short_range_activities=[], ), evaporation_factor=0.3, ) diff --git a/cara/tests/test_monte_carlo_full_models.py b/cara/tests/test_monte_carlo_full_models.py index 71a630b0..90466d96 100644 --- a/cara/tests/test_monte_carlo_full_models.py +++ b/cara/tests/test_monte_carlo_full_models.py @@ -42,6 +42,8 @@ def shared_office_mc(): activity=activity_distributions['Seated'], expiration=build_expiration({'Speaking': 0.33, 'Breathing': 0.67}), host_immunity=0., + short_range_presence=[], + short_range_activities=[], ), evaporation_factor=0.3, ) @@ -84,6 +86,8 @@ def classroom_mc(): activity=activity_distributions['Light activity'], expiration=build_expiration('Speaking'), host_immunity=0., + short_range_presence=[], + short_range_activities=[], ), evaporation_factor=0.3, ) @@ -117,6 +121,8 @@ def ski_cabin_mc(): activity=activity_distributions['Moderate activity'], expiration=build_expiration('Speaking'), host_immunity=0., + short_range_presence=[], + short_range_activities=[], ), evaporation_factor=0.3, ) @@ -156,6 +162,8 @@ def skagit_chorale_mc(): activity=activity_distributions['Moderate activity'], expiration=build_expiration('Shouting'), host_immunity=0., + short_range_presence=[], + short_range_activities=[], ), evaporation_factor=0.3, ) @@ -195,6 +203,8 @@ def bus_ride_mc(): activity=activity_distributions['Seated'], expiration=build_expiration('Speaking'), host_immunity=0., + short_range_presence=[], + short_range_activities=[], ), evaporation_factor=0.3, ) @@ -229,6 +239,8 @@ def gym_mc(): activity=activity_distributions['Heavy exercise'], expiration=expiration_distributions['Breathing'], host_immunity=0., + short_range_presence=[], + short_range_activities=[], ), evaporation_factor=0.3, ) @@ -263,6 +275,8 @@ def waiting_room_mc(): activity=activity_distributions['Seated'], expiration=build_expiration({'Speaking': 0.3, 'Breathing': 0.7}), host_immunity=0., + short_range_presence=[], + short_range_activities=[], ), evaporation_factor=0.3, ) @@ -340,6 +354,8 @@ def test_small_shared_office_Geneva(mask_type, month, expected_pi, activity=activity_distributions['Seated'], expiration=build_expiration({'Speaking': 0.33, 'Breathing': 0.67}), host_immunity=0., + short_range_presence=[], + short_range_activities=[], ), evaporation_factor=0.3, ) From df4fe11bd418b86867f608b7dacd891e6d37ada1 Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Mon, 24 Jan 2022 15:05:34 +0100 Subject: [PATCH 04/85] numpy version --- setup.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/setup.py b/setup.py index e057da5c..f32d10c2 100644 --- a/setup.py +++ b/setup.py @@ -27,7 +27,7 @@ REQUIREMENTS: dict = { 'matplotlib', 'memoization', 'mistune', - 'numpy != 1.22.0', + 'numpy != 1.22.0, != 1.22.1', 'psutil', 'python-dateutil', 'scipy', From f448bc233e37852db4615a8d6957c05a922fbe4e Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Tue, 25 Jan 2022 15:54:41 +0100 Subject: [PATCH 05/85] added new verifications for lunch time and simulation time --- cara/apps/calculator/report_generator.py | 8 ++----- cara/apps/calculator/static/js/form.js | 30 ++++++++++++++++++++---- 2 files changed, 28 insertions(+), 10 deletions(-) diff --git a/cara/apps/calculator/report_generator.py b/cara/apps/calculator/report_generator.py index 7a11c1b0..917cacf5 100644 --- a/cara/apps/calculator/report_generator.py +++ b/cara/apps/calculator/report_generator.py @@ -110,16 +110,12 @@ def jet_origin_concentrations(model: models.ExposureModel) -> typing.List[float] def short_range_initial_concentrations(model: models.ExposureModel, time: float): - dilution = dilution_factor(np.linspace(0.1, 2., 1000)) + dilution = dilution_factor(distance=np.linspace(0.1, 2., 1000)) jet_origin_initial_concentrations = jet_origin_concentrations(model) for index, interaction in enumerate(model.concentration_model.infected.short_range_presence): start, finish = tuple(interaction.boundaries()) if start <= time <= finish: - expiration = build_expiration(model.concentration_model.infected.short_range_activities[index]) - single_exposure_model = dataclass_utils.nested_replace( - model, {'concentration_model.infected.expiration': expiration} - ) - concentration = single_exposure_model.concentration_model._normed_concentration(float(time)) + concentration = model.concentration_model.concentration(float(time)) jet_origin_concentration = jet_origin_initial_concentrations[index] * model.concentration_model.infected.virus.viral_load_in_sputum return concentration + ((1/dilution)*(jet_origin_concentration - concentration)) diff --git a/cara/apps/calculator/static/js/form.js b/cara/apps/calculator/static/js/form.js index 89dfeaeb..9b5d2f06 100644 --- a/cara/apps/calculator/static/js/form.js +++ b/cara/apps/calculator/static/js/form.js @@ -520,17 +520,39 @@ function validateLunchTime(obj) { } function overlapped_times(obj, start_time, finish_time) { + let simulation_start = parseTimeToMins($("#exposed_start").val()) + let simulation_finish = parseTimeToMins($("#exposed_finish").val()) + let simulation_lunch_start = parseTimeToMins($("#exposed_lunch_start").val()) + let simulation_lunch_finish = parseTimeToMins($("#exposed_lunch_finish").val()) + if (start_time < simulation_start || start_time > simulation_finish || + finish_time < simulation_start || finish_time > simulation_finish || + start_time >= simulation_lunch_start && start_time <= simulation_lunch_finish || + finish_time >= simulation_lunch_start && finish_time <= simulation_lunch_finish ) {//If start and finish inputs are out of the simulation period + let parameter = document.getElementById($(obj).attr('id')); + if (!$(obj).hasClass("red_border")) { //Adds the red border and error message. + $(parameter).addClass("red_border"); + } + removeErrorFor($(obj)); + insertErrorFor(parameter, "Short range interactions must be within the simulation time.") + return; + } else { + removeErrorFor($(obj)); + $(obj).removeClass("red_border"); + } let current_interaction = $(obj).closest(".form_field_outer_row"); $(".form_field_outer_row").not(current_interaction).each(function(index) { start_time_2 = parseTimeToMins($('#sr_start_no_' + String(index + 1)).val()); finish_time_2 = start_time_2 + parseInt($('#sr_duration_no_' + String(index + 1)).val()); - if ((start_time >= start_time_2 && start_time <= finish_time_2) || (finish_time >= start_time_2 && finish_time <= finish_time_2) || start_time == start_time_2 || - (start_time <= start_time_2 && finish_time >= finish_time_2)) { + if ((start_time >= start_time_2 && start_time <= finish_time_2) || ( //If hour input is within other time range + finish_time >= start_time_2 && finish_time <= finish_time_2) || //If finish time input is within other time range + (start_time <= start_time_2 && finish_time >= finish_time_2) || //If start and finish inputs encompass other time range + start_time == start_time_2) { + let parameter = document.getElementById($(obj).attr('id')); if (!$(obj).hasClass("red_border")) { //Adds the red border and error message. - var parameter = document.getElementById($(obj).attr('id')); - insertErrorFor(parameter, "Short range interactions must not overlap.") $(parameter).addClass("red_border"); } + removeErrorFor($(obj)); + insertErrorFor(parameter, "Short range interactions must not overlap.") return false; } else { removeErrorFor($(obj)); From f5cf94545010306f843647933e095a442c635451 Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Tue, 25 Jan 2022 16:39:35 +0100 Subject: [PATCH 06/85] added validation for duration --- cara/apps/calculator/static/js/form.js | 7 +++---- 1 file changed, 3 insertions(+), 4 deletions(-) diff --git a/cara/apps/calculator/static/js/form.js b/cara/apps/calculator/static/js/form.js index 9b5d2f06..1b9804f7 100644 --- a/cara/apps/calculator/static/js/form.js +++ b/cara/apps/calculator/static/js/form.js @@ -548,9 +548,7 @@ function overlapped_times(obj, start_time, finish_time) { (start_time <= start_time_2 && finish_time >= finish_time_2) || //If start and finish inputs encompass other time range start_time == start_time_2) { let parameter = document.getElementById($(obj).attr('id')); - if (!$(obj).hasClass("red_border")) { //Adds the red border and error message. - $(parameter).addClass("red_border"); - } + if (!$(obj).hasClass("red_border")) $(parameter).addClass("red_border"); //Adds the red border and error message. removeErrorFor($(obj)); insertErrorFor(parameter, "Short range interactions must not overlap.") return false; @@ -564,6 +562,7 @@ function overlapped_times(obj, start_time, finish_time) { function validate_sr_time(obj) { if ($(obj).val() != "") { let obj_id = $(obj).attr('id').split('_').slice(-1)[0]; + if ($(obj).attr('id').startsWith("sr_start_no_")) $("#sr_duration_no_" + obj_id).prop("disabled", false); let start_time = parseTimeToMins($('#sr_start_no_' + String(obj_id)).val()); let finish_time = start_time + parseInt($('#sr_duration_no_' + String(obj_id)).val()); overlapped_times(obj, start_time, finish_time); @@ -826,7 +825,7 @@ $(document).ready(function () {
-
+
From 266631705652313b06618740c98e436b4a48bd57 Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Tue, 25 Jan 2022 17:12:24 +0100 Subject: [PATCH 07/85] Remake of validation on save and add buttons --- cara/apps/calculator/static/js/form.js | 165 ++++++++++++------------- 1 file changed, 77 insertions(+), 88 deletions(-) diff --git a/cara/apps/calculator/static/js/form.js b/cara/apps/calculator/static/js/form.js index 1b9804f7..b398eaf8 100644 --- a/cara/apps/calculator/static/js/form.js +++ b/cara/apps/calculator/static/js/form.js @@ -520,69 +520,69 @@ function validateLunchTime(obj) { } function overlapped_times(obj, start_time, finish_time) { - let simulation_start = parseTimeToMins($("#exposed_start").val()) - let simulation_finish = parseTimeToMins($("#exposed_finish").val()) - let simulation_lunch_start = parseTimeToMins($("#exposed_lunch_start").val()) - let simulation_lunch_finish = parseTimeToMins($("#exposed_lunch_finish").val()) - if (start_time < simulation_start || start_time > simulation_finish || - finish_time < simulation_start || finish_time > simulation_finish || - start_time >= simulation_lunch_start && start_time <= simulation_lunch_finish || - finish_time >= simulation_lunch_start && finish_time <= simulation_lunch_finish ) {//If start and finish inputs are out of the simulation period - let parameter = document.getElementById($(obj).attr('id')); - if (!$(obj).hasClass("red_border")) { //Adds the red border and error message. - $(parameter).addClass("red_border"); - } - removeErrorFor($(obj)); - insertErrorFor(parameter, "Short range interactions must be within the simulation time.") - return; - } else { + let simulation_start = parseTimeToMins($("#exposed_start").val()) + let simulation_finish = parseTimeToMins($("#exposed_finish").val()) + let simulation_lunch_start = parseTimeToMins($("#exposed_lunch_start").val()) + let simulation_lunch_finish = parseTimeToMins($("#exposed_lunch_finish").val()) + if (start_time < simulation_start || start_time > simulation_finish || + finish_time < simulation_start || finish_time > simulation_finish || + start_time >= simulation_lunch_start && start_time <= simulation_lunch_finish || + finish_time >= simulation_lunch_start && finish_time <= simulation_lunch_finish ) {//If start and finish inputs are out of the simulation period + let parameter = document.getElementById($(obj).attr('id')); + if (!$(obj).hasClass("red_border")) { //Adds the red border and error message. + $(parameter).addClass("red_border"); + } + removeErrorFor($(obj)); + insertErrorFor(parameter, "Short range interactions must be within the simulation time.") + return; + } else { + removeErrorFor($(obj)); + $(obj).removeClass("red_border"); + } + let current_interaction = $(obj).closest(".form_field_outer_row"); + $(".form_field_outer_row").not(current_interaction).each(function(index) { + start_time_2 = parseTimeToMins($('#sr_start_no_' + String(index + 1)).val()); + finish_time_2 = start_time_2 + parseInt($('#sr_duration_no_' + String(index + 1)).val()); + if ((start_time >= start_time_2 && start_time <= finish_time_2) || ( //If hour input is within other time range + finish_time >= start_time_2 && finish_time <= finish_time_2) || //If finish time input is within other time range + (start_time <= start_time_2 && finish_time >= finish_time_2) || //If start and finish inputs encompass other time range + start_time == start_time_2) { + let parameter = document.getElementById($(obj).attr('id')); + if (!$(obj).hasClass("red_border")) $(parameter).addClass("red_border"); //Adds the red border and error message. removeErrorFor($(obj)); - $(obj).removeClass("red_border"); - } - let current_interaction = $(obj).closest(".form_field_outer_row"); - $(".form_field_outer_row").not(current_interaction).each(function(index) { - start_time_2 = parseTimeToMins($('#sr_start_no_' + String(index + 1)).val()); - finish_time_2 = start_time_2 + parseInt($('#sr_duration_no_' + String(index + 1)).val()); - if ((start_time >= start_time_2 && start_time <= finish_time_2) || ( //If hour input is within other time range - finish_time >= start_time_2 && finish_time <= finish_time_2) || //If finish time input is within other time range - (start_time <= start_time_2 && finish_time >= finish_time_2) || //If start and finish inputs encompass other time range - start_time == start_time_2) { - let parameter = document.getElementById($(obj).attr('id')); - if (!$(obj).hasClass("red_border")) $(parameter).addClass("red_border"); //Adds the red border and error message. - removeErrorFor($(obj)); - insertErrorFor(parameter, "Short range interactions must not overlap.") - return false; - } else { - removeErrorFor($(obj)); - $(obj).removeClass("red_border"); - } - }); -} - -function validate_sr_time(obj) { - if ($(obj).val() != "") { - let obj_id = $(obj).attr('id').split('_').slice(-1)[0]; - if ($(obj).attr('id').startsWith("sr_start_no_")) $("#sr_duration_no_" + obj_id).prop("disabled", false); - let start_time = parseTimeToMins($('#sr_start_no_' + String(obj_id)).val()); - let finish_time = start_time + parseInt($('#sr_duration_no_' + String(obj_id)).val()); - overlapped_times(obj, start_time, finish_time); - } -}; - -// Check if short range durations are filled, and if there is no repetitions -function validate_sr_parameter(obj, error_message) { - if ($(obj).val() == "") { - if (!$(obj).hasClass("red_border")) { - var parameter = document.getElementById($(obj).attr('id')); - insertErrorFor(parameter, error_message) - $(parameter).addClass("red_border"); - } + insertErrorFor(parameter, "Short range interactions must not overlap.") return false; } else { removeErrorFor($(obj)); $(obj).removeClass("red_border"); - return true; } + }); +} + +function validate_sr_time(obj) { + if ($(obj).val() != "") { + let obj_id = $(obj).attr('id').split('_').slice(-1)[0]; + if ($(obj).attr('id').startsWith("sr_start_no_")) $("#sr_duration_no_" + obj_id).prop("disabled", false); + let start_time = parseTimeToMins($('#sr_start_no_' + String(obj_id)).val()); + let finish_time = start_time + parseInt($('#sr_duration_no_' + String(obj_id)).val()); + overlapped_times(obj, start_time, finish_time); + } +}; + +// Check if short range durations are filled, and if there is no repetitions +function validate_sr_parameter(obj, error_message) { + if ($(obj).val() == "" || $(obj).val() == null) { + if (!$(obj).hasClass("red_border")) { + var parameter = document.getElementById($(obj).attr('id')); + insertErrorFor(parameter, error_message) + $(parameter).addClass("red_border"); + } + return false; + } else { + removeErrorFor($(obj)); + $(obj).removeClass("red_border"); + return true; + } } function parseValToNumber(val) { @@ -810,7 +810,7 @@ $(document).ready(function () {
-
@@ -837,27 +837,20 @@ $(document).ready(function () { // When short_range_yes option is selected, we want to inject rows for each expiractory activity, start_time and duration. $("body").on("click", ".add_node_btn_frm_field", function(e) { - var index; - if ($(".form_field_outer").find(".form_field_outer_row").length != 0) { - index = parseInt($(".form_field_outer").find(".form_field_outer_row").last().find("input[type='number']").attr('id').split('_').slice(-1)[0]); - } else { - index = 0; - } - var activity, start, duration; - if (index != 0) { - activity = validate_sr_parameter('#sr_activity_no_' + String(index)[0], "You must specify the activity type."); - start = validate_sr_parameter('#sr_start_no_' + String(index)[0], "You must specify the start time."); - duration = validate_sr_parameter('#sr_duration_no_' + String(index)[0], "You must specify the duration."); - } - if ((activity && start && duration) || index == 0) { - if (index != 0) { + let index = $(".form_field_outer").find(".form_field_outer_row").length; + if (index == 0) $("#dialog_sr").append(inject_sr_interaction(1, value = { activity: "", start_time: "", duration: "" })); + else { + let activity = validate_sr_parameter('#sr_activity_no_' + String(index)[0], "You must specify the activity type."); + let start = validate_sr_parameter('#sr_start_no_' + String(index)[0], "You must specify the start time."); + let duration = validate_sr_parameter('#sr_duration_no_' + String(index)[0], "You must specify the duration."); + if (activity && start && duration) { document.getElementById('sr_activity_no_' + String(index)).disabled = true; document.getElementById('sr_start_no_' + String(index)).disabled = true; document.getElementById('sr_duration_no_' + String(index)).disabled = true; + index = index + 1; + $("#dialog_sr").append(inject_sr_interaction(index, value = { activity: "", start_time: "", duration: "" })); } - index = index + 1; - $("#dialog_sr").append(inject_sr_interaction(index, value = { activity: "", start_time: "", duration: "" })); - }; + } }); //Remove short range interaction (modal field row). @@ -867,23 +860,19 @@ $(document).ready(function () { //Short range modal - save button $("body").on("click", ".save_btn_frm_field", function() { - let has_interactions = false; - var activity, start, duration; - $(".form_field_outer_row").each(function(index) { - activity = validate_sr_parameter('#sr_activity_no_' + String(index)[0], "You must specify the activity type."); - start = validate_sr_parameter('#sr_start_no_' + String(index)[0], "You must specify the start time."); - duration = validate_sr_parameter('#sr_duration_no_' + String(index)[0], "You must specify the duration."); - has_interactions = true; - }); - if (activity, start, duration || !has_interactions) { - $("#sr_interactions").text($(".form_field_outer").find(".form_field_outer_row").length); - if (has_interactions) { - index = parseInt($(".form_field_outer").find(".form_field_outer_row").last().find("input[type='number']").attr('id').split('_').slice(-1)[0]); + let index = $(".form_field_outer").find(".form_field_outer_row").length; + if (index == 0) $('#short_range_dialog').modal('hide'); + else { + let activity = validate_sr_parameter('#sr_activity_no_' + String(index)[0], "You must specify the activity type."); + let start = validate_sr_parameter('#sr_start_no_' + String(index)[0], "You must specify the start time."); + let duration = validate_sr_parameter('#sr_duration_no_' + String(index)[0], "You must specify the duration."); + if (activity && start && duration) { document.getElementById('sr_activity_no_' + String(index)).disabled = true; document.getElementById('sr_start_no_' + String(index)).disabled = true; document.getElementById('sr_duration_no_' + String(index)).disabled = true; + $("#sr_interactions").text($(".form_field_outer").find(".form_field_outer_row").length); + $('#short_range_dialog').modal('hide'); } - $('#short_range_dialog').modal('hide'); } }); From f7cec0ea88c562f0dd7a7fac6caafb118172b7d9 Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Tue, 25 Jan 2022 17:20:06 +0100 Subject: [PATCH 08/85] handled error on short_range_option --- cara/apps/calculator/model_generator.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/cara/apps/calculator/model_generator.py b/cara/apps/calculator/model_generator.py index 9de11436..7e3180b1 100644 --- a/cara/apps/calculator/model_generator.py +++ b/cara/apps/calculator/model_generator.py @@ -78,7 +78,7 @@ class FormData: window_width: float windows_number: int window_opening_regime: str - short_range_option: bool + short_range_option: str short_range_interactions: list #: The default values for undefined fields. Note that the defaults here @@ -131,7 +131,7 @@ class FormData: 'windows_frequency': 0., 'windows_number': 0, 'window_opening_regime': 'windows_open_permanently', - 'short_range_option': False, + 'short_range_option': 'short_range_no', 'short_range_interactions': '[]', } @@ -724,6 +724,7 @@ def baseline_raw_form_data(): 'windows_number': '1', 'window_opening_regime': 'windows_open_permanently', 'short_range_option': 'short_range_no', + 'short_range_interactions': '[]', } From 0fa12a6a6d3474c42259e0be2f339ba5e6b69d07 Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Wed, 26 Jan 2022 15:15:30 +0100 Subject: [PATCH 09/85] code simplification --- cara/apps/calculator/static/js/form.js | 42 +++++++++++++------------- 1 file changed, 21 insertions(+), 21 deletions(-) diff --git a/cara/apps/calculator/static/js/form.js b/cara/apps/calculator/static/js/form.js index b398eaf8..402b0805 100644 --- a/cara/apps/calculator/static/js/form.js +++ b/cara/apps/calculator/static/js/form.js @@ -520,6 +520,9 @@ function validateLunchTime(obj) { } function overlapped_times(obj, start_time, finish_time) { + removeErrorFor($(".short_range_option")); + $(".short_range_option").removeClass("red_border"); + let simulation_start = parseTimeToMins($("#exposed_start").val()) let simulation_finish = parseTimeToMins($("#exposed_finish").val()) let simulation_lunch_start = parseTimeToMins($("#exposed_lunch_start").val()) @@ -529,15 +532,10 @@ function overlapped_times(obj, start_time, finish_time) { start_time >= simulation_lunch_start && start_time <= simulation_lunch_finish || finish_time >= simulation_lunch_start && finish_time <= simulation_lunch_finish ) {//If start and finish inputs are out of the simulation period let parameter = document.getElementById($(obj).attr('id')); - if (!$(obj).hasClass("red_border")) { //Adds the red border and error message. - $(parameter).addClass("red_border"); - } - removeErrorFor($(obj)); + //Adds the red border and error message. + if (!$(obj).hasClass("red_border")) $(parameter).addClass("red_border"); insertErrorFor(parameter, "Short range interactions must be within the simulation time.") return; - } else { - removeErrorFor($(obj)); - $(obj).removeClass("red_border"); } let current_interaction = $(obj).closest(".form_field_outer_row"); $(".form_field_outer_row").not(current_interaction).each(function(index) { @@ -549,30 +547,31 @@ function overlapped_times(obj, start_time, finish_time) { start_time == start_time_2) { let parameter = document.getElementById($(obj).attr('id')); if (!$(obj).hasClass("red_border")) $(parameter).addClass("red_border"); //Adds the red border and error message. - removeErrorFor($(obj)); insertErrorFor(parameter, "Short range interactions must not overlap.") return false; - } else { - removeErrorFor($(obj)); - $(obj).removeClass("red_border"); } }); } function validate_sr_time(obj) { - if ($(obj).val() != "") { let obj_id = $(obj).attr('id').split('_').slice(-1)[0]; - if ($(obj).attr('id').startsWith("sr_start_no_")) $("#sr_duration_no_" + obj_id).prop("disabled", false); - let start_time = parseTimeToMins($('#sr_start_no_' + String(obj_id)).val()); - let finish_time = start_time + parseInt($('#sr_duration_no_' + String(obj_id)).val()); + var start_time, finish_time; + if ($(obj).val() != "") { + $("#sr_duration_no_" + obj_id).prop("disabled", false); + start_time = parseTimeToMins($('#sr_start_no_' + String(obj_id)).val()); + finish_time = start_time + parseInt($('#sr_duration_no_' + String(obj_id)).val()); + } + else { + $("#sr_duration_no_" + obj_id).val(""); + $("#sr_duration_no_" + obj_id).prop("disabled", true); + } overlapped_times(obj, start_time, finish_time); - } }; // Check if short range durations are filled, and if there is no repetitions function validate_sr_parameter(obj, error_message) { if ($(obj).val() == "" || $(obj).val() == null) { - if (!$(obj).hasClass("red_border")) { + if (!$(obj).hasClass("red_border") && !$(obj).prop("disabled")) { var parameter = document.getElementById($(obj).attr('id')); insertErrorFor(parameter, error_message) $(parameter).addClass("red_border"); @@ -819,13 +818,13 @@ $(document).ready(function () {
-
+
-
+
@@ -860,9 +859,10 @@ $(document).ready(function () { //Short range modal - save button $("body").on("click", ".save_btn_frm_field", function() { - let index = $(".form_field_outer").find(".form_field_outer_row").length; - if (index == 0) $('#short_range_dialog').modal('hide'); + var last_element = $(".form_field_outer").find(".form_field_outer_row").last().find(".short_range_option").prop("id"); + if (!last_element) $('#short_range_dialog').modal('hide'); else { + let index = last_element.split("_").slice(-1)[0]; let activity = validate_sr_parameter('#sr_activity_no_' + String(index)[0], "You must specify the activity type."); let start = validate_sr_parameter('#sr_start_no_' + String(index)[0], "You must specify the start time."); let duration = validate_sr_parameter('#sr_duration_no_' + String(index)[0], "You must specify the duration."); From 7c0012d355d25ce61c90a119e914074e755f404b Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Thu, 27 Jan 2022 17:23:42 +0100 Subject: [PATCH 10/85] handled case when back navigation is performed with changing the short range option --- cara/apps/calculator/model_generator.py | 11 +++++++++-- 1 file changed, 9 insertions(+), 2 deletions(-) diff --git a/cara/apps/calculator/model_generator.py b/cara/apps/calculator/model_generator.py index 7e3180b1..893144a4 100644 --- a/cara/apps/calculator/model_generator.py +++ b/cara/apps/calculator/model_generator.py @@ -418,6 +418,13 @@ class FormData: infected_occupants = self.infected_people + if self.short_range_option == "short_range_no": + sr_presence=[] + sr_activities=[] + else: + sr_presence=self.short_range_intervals() + sr_activities=self.short_range_activities() + infected = mc.InfectedPopulation( number=infected_occupants, virus=virus, @@ -426,8 +433,8 @@ class FormData: activity=activity, expiration=expiration, host_immunity=0., - short_range_presence=self.short_range_intervals(), - short_range_activities=self.short_range_activities(), + short_range_presence=sr_presence, + short_range_activities=sr_activities, ) return infected From 99388d2fe58407deb6c657ae8f55e87bec877415 Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Fri, 28 Jan 2022 12:08:28 +0100 Subject: [PATCH 11/85] Removed unused console.log and changed logic for generating the short range interactions list --- cara/apps/calculator/static/js/form.js | 11 +++++------ cara/apps/calculator/static/js/report.js | 2 -- 2 files changed, 5 insertions(+), 8 deletions(-) diff --git a/cara/apps/calculator/static/js/form.js b/cara/apps/calculator/static/js/form.js index 402b0805..575179bd 100644 --- a/cara/apps/calculator/static/js/form.js +++ b/cara/apps/calculator/static/js/form.js @@ -395,13 +395,12 @@ function validate_form(form) { // Generate the short range interactions list let short_range_interactions = []; - $(".form_field_outer_row").each(function (index){ - index = index + 1; - + $(".form_field_outer_row").each(function (index, element){ let obj = {}; - obj.activity = $("#sr_activity_no_" + String(index)).val(); - obj.start_time = $("#sr_start_no_" + String(index)).val(); - obj.duration = $("#sr_duration_no_" + String(index)).val(); + obj.activity = $(element).find("[name='short_range_activity']").val(); + obj.start_time = $(element).find("[name='short_range_start_time']").val(); + obj.duration = $(element).find("[name='short_range_duration']").val(); + console.log(JSON.stringify(obj)) short_range_interactions.push(JSON.stringify(obj)); }); $("input[type=text][name=short_range_interactions]").val('[' + short_range_interactions + ']'); diff --git a/cara/apps/calculator/static/js/report.js b/cara/apps/calculator/static/js/report.js index 2a916544..c9c79841 100644 --- a/cara/apps/calculator/static/js/report.js +++ b/cara/apps/calculator/static/js/report.js @@ -1,8 +1,6 @@ /* Generate the concentration plot using d3 library. */ function draw_concentration_plot(svg_id, times, concentrations, cumulative_doses, exposed_presence_intervals) { - console.log(cumulative_doses) - var time_format = d3.timeFormat('%H:%M'); var data_for_graphs = { From d2164383e5fd73c358ca32c76b74168de8325068 Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Tue, 8 Feb 2022 09:55:51 +0000 Subject: [PATCH 12/85] Removed unused code --- cara/apps/calculator/model_generator.py | 9 ------ cara/apps/calculator/report_generator.py | 32 +------------------ cara/models.py | 8 +---- cara/tests/conftest.py | 2 -- cara/tests/models/test_concentration_model.py | 4 --- cara/tests/models/test_exposure_model.py | 6 ---- cara/tests/test_infected_population.py | 2 -- cara/tests/test_known_quantities.py | 8 ----- cara/tests/test_monte_carlo.py | 2 -- cara/tests/test_monte_carlo_full_models.py | 16 ---------- 10 files changed, 2 insertions(+), 87 deletions(-) diff --git a/cara/apps/calculator/model_generator.py b/cara/apps/calculator/model_generator.py index 893144a4..d0b1aaaa 100644 --- a/cara/apps/calculator/model_generator.py +++ b/cara/apps/calculator/model_generator.py @@ -418,13 +418,6 @@ class FormData: infected_occupants = self.infected_people - if self.short_range_option == "short_range_no": - sr_presence=[] - sr_activities=[] - else: - sr_presence=self.short_range_intervals() - sr_activities=self.short_range_activities() - infected = mc.InfectedPopulation( number=infected_occupants, virus=virus, @@ -433,8 +426,6 @@ class FormData: activity=activity, expiration=expiration, host_immunity=0., - short_range_presence=sr_presence, - short_range_activities=sr_activities, ) return infected diff --git a/cara/apps/calculator/report_generator.py b/cara/apps/calculator/report_generator.py index c6205519..258ed6bf 100644 --- a/cara/apps/calculator/report_generator.py +++ b/cara/apps/calculator/report_generator.py @@ -12,9 +12,8 @@ import jinja2 import numpy as np from cara import models -from cara.monte_carlo.data import initial_concentrations_mouth, dilution_factor from ... import monte_carlo as mc -from .model_generator import FormData, _DEFAULT_MC_SAMPLE_SIZE, build_expiration +from .model_generator import FormData, _DEFAULT_MC_SAMPLE_SIZE from ... import dataclass_utils @@ -97,41 +96,13 @@ def interesting_times(model: models.ExposureModel, approx_n_pts=100) -> typing.L return nice_times -def short_range_interesting_times(model: models.ExposureModel, times: typing.List[float]) -> typing.List[float]: - short_range_times : typing.List[float] = [] - for period in model.concentration_model.infected.short_range_presence: - start, finish = tuple(period.boundaries()) - short_range_times = short_range_times + [time for time in times if time > start and time < finish] - return short_range_times - - -def jet_origin_concentrations(model: models.ExposureModel) -> typing.List[float]: - return [initial_concentrations_mouth[activity] for activity in model.concentration_model.infected.short_range_activities] - - -def short_range_initial_concentrations(model: models.ExposureModel, time: float): - dilution = dilution_factor(distance=np.linspace(0.1, 2., 1000)) - jet_origin_initial_concentrations = jet_origin_concentrations(model) - for index, interaction in enumerate(model.concentration_model.infected.short_range_presence): - start, finish = tuple(interaction.boundaries()) - if start <= time <= finish: - concentration = model.concentration_model.concentration(float(time)) - jet_origin_concentration = jet_origin_initial_concentrations[index] * model.concentration_model.infected.virus.viral_load_in_sputum - return concentration + ((1/dilution)*(jet_origin_concentration - concentration)) - - def calculate_report_data(model: models.ExposureModel): times = interesting_times(model) - times_short_range = short_range_interesting_times(model, times) concentrations = [ np.array(model.concentration_model.concentration(float(time))).mean() for time in times ] - short_range_concentrations = [ - np.array(short_range_initial_concentrations(model, float(time))).mean() - for time in times_short_range - ] highest_const = max(concentrations) prob = np.array(model.infection_probability()).mean() er = np.array(model.concentration_model.infected.emission_rate_when_present()).mean() @@ -147,7 +118,6 @@ def calculate_report_data(model: models.ExposureModel): "exposed_presence_intervals": [list(interval) for interval in model.exposed.presence.boundaries()], "cumulative_doses": list(cumulative_doses), "concentrations": concentrations, - "short_range_concentrations": short_range_concentrations, "highest_const": highest_const, "prob_inf": prob, "emission_rate": er, diff --git a/cara/models.py b/cara/models.py index 6b5e6540..f667ba1f 100644 --- a/cara/models.py +++ b/cara/models.py @@ -32,7 +32,7 @@ or length N arrays, where N is the number of parameterisations to run; N must be the same for all parameters of a single model. """ -from dataclasses import dataclass, field +from dataclasses import dataclass import typing import numpy as np @@ -762,12 +762,6 @@ class _PopulationWithVirus(Population): #: The virus with which the population is infected. virus: Virus - #: Short range interactions - short_range_presence: typing.List[SpecificInterval] - - #: The type of expiractory activities in the short range interactions - short_range_activities: typing.List[str] - @method_cache def fraction_of_infectious_virus(self) -> _VectorisedFloat: """ diff --git a/cara/tests/conftest.py b/cara/tests/conftest.py index 45cdbef4..27ce9f1d 100644 --- a/cara/tests/conftest.py +++ b/cara/tests/conftest.py @@ -23,8 +23,6 @@ def baseline_model(): host_immunity=0., # superspreading event, where ejection factor is fixed based # on Miller et al. (2020) - 50 represents the infectious dose. - short_range_presence=[], - short_range_activities=[], ), evaporation_factor=0.3, ) diff --git a/cara/tests/models/test_concentration_model.py b/cara/tests/models/test_concentration_model.py index 16d5b5b0..432b4d80 100644 --- a/cara/tests/models/test_concentration_model.py +++ b/cara/tests/models/test_concentration_model.py @@ -47,8 +47,6 @@ def test_concentration_model_vectorisation(override_params): ), expiration=models._ExpirationBase.types['Breathing'], host_immunity=0., - short_range_presence=[], - short_range_activities=[], ), evaporation_factor=0.3, ) @@ -71,8 +69,6 @@ def simple_conc_model(): virus=models.Virus.types['SARS_CoV_2'], expiration=models.Expiration.types['Breathing'], host_immunity=0., - short_range_presence=[], - short_range_activities=[], ), evaporation_factor=0.3, ) diff --git a/cara/tests/models/test_exposure_model.py b/cara/tests/models/test_exposure_model.py index 15d20986..238e2316 100644 --- a/cara/tests/models/test_exposure_model.py +++ b/cara/tests/models/test_exposure_model.py @@ -66,8 +66,6 @@ def known_concentrations(func): virus=models.Virus.types['SARS_CoV_2_ALPHA'], expiration=models.Expiration.types['Speaking'], host_immunity=0., - short_range_presence=[], - short_range_activities=[], ) normed_func = lambda x: func(x) / dummy_infected_population.emission_rate_when_present() return KnownNormedconcentration(dummy_room, dummy_ventilation, @@ -166,8 +164,6 @@ def conc_model(): # superspreading event, where ejection factor is fixed based # on Miller et al. (2020) - 50 represents the infectious dose. host_immunity=0., - short_range_presence=[], - short_range_activities=[], ), evaporation_factor=0.3, ) @@ -211,8 +207,6 @@ def test_infectious_dose_vectorisation(): ), expiration=models.Expiration.types['Speaking'], host_immunity=0., - short_range_presence=[], - short_range_activities=[], ) cm = known_concentrations(lambda t: 1.2) cm = replace(cm, infected=infected_population) diff --git a/cara/tests/test_infected_population.py b/cara/tests/test_infected_population.py index 66714f96..8856d312 100644 --- a/cara/tests/test_infected_population.py +++ b/cara/tests/test_infected_population.py @@ -37,8 +37,6 @@ def test_infected_population_vectorisation(override_params): ), expiration=cara.models._ExpirationBase.types['Breathing'], host_immunity=0., - short_range_presence=[], - short_range_activities=[], ) emission_rate = infected.emission_rate(10) assert isinstance(emission_rate, np.ndarray) diff --git a/cara/tests/test_known_quantities.py b/cara/tests/test_known_quantities.py index b94e6acd..2ab80fc8 100644 --- a/cara/tests/test_known_quantities.py +++ b/cara/tests/test_known_quantities.py @@ -76,8 +76,6 @@ def build_model(interval_duration): host_immunity=0., # superspreading event, where ejection factor is fixed based # on Miller et al. (2020) - 50 represents the infectious dose. - short_range_presence=[], - short_range_activities=[], ), evaporation_factor=0.3, ) @@ -240,8 +238,6 @@ def build_hourly_dependent_model( activity=models.Activity.types['Light activity'], known_individual_emission_rate=970 * 50, host_immunity=0, - short_range_presence=[], - short_range_activities=[], ), evaporation_factor=0.3, ) @@ -265,8 +261,6 @@ def build_constant_temp_model(outside_temp, intervals_open=((7.5, 8.5),)): activity=models.Activity.types['Light activity'], known_individual_emission_rate=970 * 50, host_immunity=0., - short_range_presence=[], - short_range_activities=[], ), evaporation_factor=0.3, ) @@ -297,8 +291,6 @@ def build_hourly_dependent_model_multipleventilation(month, intervals_open=((7.5 activity=models.Activity.types['Light activity'], known_individual_emission_rate=970 * 50, host_immunity=0., - short_range_presence=[], - short_range_activities=[], ), evaporation_factor=0.3, ) diff --git a/cara/tests/test_monte_carlo.py b/cara/tests/test_monte_carlo.py index 339612df..8a8b0271 100644 --- a/cara/tests/test_monte_carlo.py +++ b/cara/tests/test_monte_carlo.py @@ -55,8 +55,6 @@ def baseline_mc_model() -> cara.monte_carlo.ConcentrationModel: activity=cara.models.Activity.types['Light activity'], expiration=cara.models.Expiration.types['Breathing'], host_immunity=0., - short_range_presence=[], - short_range_activities=[], ), evaporation_factor=0.3, ) diff --git a/cara/tests/test_monte_carlo_full_models.py b/cara/tests/test_monte_carlo_full_models.py index 4a68b9e1..b4aa247d 100644 --- a/cara/tests/test_monte_carlo_full_models.py +++ b/cara/tests/test_monte_carlo_full_models.py @@ -67,8 +67,6 @@ def shared_office_mc(): activity=activity_distributions['Seated'], expiration=build_expiration({'Speaking': 0.33, 'Breathing': 0.67}), host_immunity=0., - short_range_presence=[], - short_range_activities=[], ), evaporation_factor=0.3, ) @@ -111,8 +109,6 @@ def classroom_mc(): activity=activity_distributions['Light activity'], expiration=build_expiration('Speaking'), host_immunity=0., - short_range_presence=[], - short_range_activities=[], ), evaporation_factor=0.3, ) @@ -146,8 +142,6 @@ def ski_cabin_mc(): activity=activity_distributions['Moderate activity'], expiration=build_expiration('Speaking'), host_immunity=0., - short_range_presence=[], - short_range_activities=[], ), evaporation_factor=0.3, ) @@ -187,8 +181,6 @@ def skagit_chorale_mc(): activity=activity_distributions['Moderate activity'], expiration=build_expiration('Shouting'), host_immunity=0., - short_range_presence=[], - short_range_activities=[], ), evaporation_factor=0.3, ) @@ -228,8 +220,6 @@ def bus_ride_mc(): activity=activity_distributions['Seated'], expiration=build_expiration('Speaking'), host_immunity=0., - short_range_presence=[], - short_range_activities=[], ), evaporation_factor=0.3, ) @@ -264,8 +254,6 @@ def gym_mc(): activity=activity_distributions['Heavy exercise'], expiration=expiration_distributions['Breathing'], host_immunity=0., - short_range_presence=[], - short_range_activities=[], ), evaporation_factor=0.3, ) @@ -300,8 +288,6 @@ def waiting_room_mc(): activity=activity_distributions['Seated'], expiration=build_expiration({'Speaking': 0.3, 'Breathing': 0.7}), host_immunity=0., - short_range_presence=[], - short_range_activities=[], ), evaporation_factor=0.3, ) @@ -379,8 +365,6 @@ def test_small_shared_office_Geneva(mask_type, month, expected_pi, activity=activity_distributions['Seated'], expiration=build_expiration({'Speaking': 0.33, 'Breathing': 0.67}), host_immunity=0., - short_range_presence=[], - short_range_activities=[], ), evaporation_factor=0.3, ) From 1760a518de9bfb4f79630e30e236b81ed2215372 Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Tue, 8 Feb 2022 09:57:16 +0000 Subject: [PATCH 13/85] Implemented ShortRangeModel dataclass --- cara/apps/calculator/model_generator.py | 25 ++++++++++++---- cara/apps/expert.py | 3 +- cara/models.py | 39 +++++++++++++++++++++++-- cara/monte_carlo/data.py | 11 ++++--- 4 files changed, 65 insertions(+), 13 deletions(-) diff --git a/cara/apps/calculator/model_generator.py b/cara/apps/calculator/model_generator.py index d0b1aaaa..da43e39c 100644 --- a/cara/apps/calculator/model_generator.py +++ b/cara/apps/calculator/model_generator.py @@ -13,7 +13,7 @@ from cara import data import cara.data.weather import cara.monte_carlo as mc from .. import calculator -from cara.monte_carlo.data import activity_distributions, virus_distributions, mask_distributions, initial_concentrations_mouth +from cara.monte_carlo.data import activity_distributions, dilution_factor, virus_distributions, mask_distributions, initial_concentrations_mouth from cara.monte_carlo.data import expiration_distribution, expiration_BLO_factors, expiration_distributions @@ -246,12 +246,29 @@ class FormData: humidity = 0.5 room = models.Room(volume=volume, humidity=humidity) + if self.short_range_option == "short_range_no": + sr_presence=[] + sr_activities=[] + else: + sr_presence=self.short_range_intervals() + sr_activities=self.short_range_activities() + + jet_origin_concentration = [initial_concentrations_mouth[activity] for activity in sr_activities] + + short_range = models.ShortRangeModel( + presence=sr_presence, + activities=sr_activities, + dilutions=dilution_factor(activities=sr_activities, distance=np.random.uniform(0.5, 1.5, 250000)), + jet_origin_concentrations=jet_origin_concentration, + ) + # Initializes and returns a model with the attributes defined above return mc.ExposureModel( concentration_model=mc.ConcentrationModel( room=room, ventilation=self.ventilation(), infected=self.infected_population(), + short_range=short_range, evaporation_factor=0.3, ), exposed=self.exposed_population(), @@ -647,10 +664,8 @@ class FormData: ) def short_range_activities(self) -> typing.List[str]: - if (self.short_range_interactions): - return [interaction['activity'] for interaction in self.short_range_interactions] - else: - return [] + return ([interaction['activity'] for interaction in self.short_range_interactions] + if self.short_range_interactions else []) def build_expiration(expiration_definition) -> models._ExpirationBase: diff --git a/cara/apps/expert.py b/cara/apps/expert.py index 29df1d1c..a7f82243 100644 --- a/cara/apps/expert.py +++ b/cara/apps/expert.py @@ -500,9 +500,8 @@ baseline_model = models.ExposureModel( activity=models.Activity.types['Seated'], expiration=models.Expiration.types['Speaking'], host_immunity=0., - short_range_presence=[], - short_range_activities=[], ), + short_range=[], evaporation_factor=0.3, ), exposed=models.Population( diff --git a/cara/models.py b/cara/models.py index f667ba1f..89f3e3d3 100644 --- a/cara/models.py +++ b/cara/models.py @@ -882,11 +882,35 @@ class InfectedPopulation(_PopulationWithVirus): return self.expiration.particle +@dataclass(frozen=True) +class ShortRangeModel: + #: Short range interactions + presence: typing.List[SpecificInterval] + + #: The type of expiractory activities in the short range interactions + activities: typing.List[str] + + #: The dilution factors for each of the expiratory activity in the short range interactions + dilutions: _VectorisedFloat + + #: The concentration on the jet origin for each of the expiratory activity in the short range interactions + jet_origin_concentrations: _VectorisedFloat + + def short_range_concentration(self, time: float, background_concentration: _VectorisedFloat, viral_load: _VectorisedFloat) -> _VectorisedFloat: + for index, period in enumerate(self.presence): + start, finish = tuple(period.boundaries()) + if time >= start and time <= finish: + dilution = self.dilutions[index] + jet_origin_concentration = self.jet_origin_concentrations[index] * 1e-6 * viral_load + return background_concentration + ((1/dilution)*(jet_origin_concentration - background_concentration)) + + @dataclass(frozen=True) class ConcentrationModel: room: Room ventilation: _VentilationBase infected: _PopulationWithVirus + short_range: ShortRangeModel #: evaporation factor: the particles' diameter is multiplied by this # factor as soon as they are in the air (but AFTER going out of the, @@ -1018,8 +1042,13 @@ class ConcentrationModel: Note that time is not vectorised. You can only pass a single float to this method. """ - return (self._normed_concentration(time) * - self.infected.emission_rate_when_present()) + background_concentration = self._normed_concentration(time) * self.infected.emission_rate_when_present() + for period in self.short_range.presence: + start, finish = tuple(period.boundaries()) + if time >= start and time <= finish: + return self.short_range.short_range_concentration(time, background_concentration, self.virus.viral_load_in_sputum) + + return background_concentration @method_cache def normed_integrated_concentration(self, start: float, stop: float) -> _VectorisedFloat: @@ -1027,6 +1056,12 @@ class ConcentrationModel: Get the integrated concentration of viruses in the air between the times start and stop, normalized by the emission rate. """ + for period in self.short_range.presence: + time1, time2 = tuple(period.boundaries()) + if (time1 <= start <= time2 and time1 <= stop <= time2): + # Check if the given times are within the short range interactions + return scipy.integrate.quad_vec(lambda t: self.concentration(t), start, stop)[0] + if stop <= self._first_presence_time(): return 0.0 state_change_times = self.state_change_times() diff --git a/cara/monte_carlo/data.py b/cara/monte_carlo/data.py index 9dee5d49..ec58d6ee 100644 --- a/cara/monte_carlo/data.py +++ b/cara/monte_carlo/data.py @@ -176,8 +176,10 @@ def expiration_distribution(BLO_factors): cn=BLOmodel(BLO_factors).integrate(0.1, 30.)) -def dilution_factor(distance, D=0.02): - u0 = 0.6 +def dilution_factor(activities, distance, D=0.02): + factors = [] + for activity in activities: + u0 = 0.98 if activity == "Breathing" else 3.9 tstar = 2.0 Cr1 = 0.18 Cr2 = 0.2 @@ -192,13 +194,14 @@ def dilution_factor(distance, D=0.02): xstar = Cx1*(Q0*u0)**0.25*(tstar + t01)**0.5 - x01 # Dilution factor at the transition point xstar Sxstar = 2*Cr1*(xstar+x01)/D - return np.mean(np.piecewise(distance, [distance < xstar, distance >= xstar], + factors.append(np.piecewise(distance, [distance < xstar, distance >= xstar], [lambda distance : 2*Cr1*(distance + x01)/D, lambda distance : Sxstar*(1 + Cr2*(distance - xstar)/Cr1/(xstar + x01))**3])) + return factors def initial_concentration_mouth(BLO_factors): value, error = scipy.integrate.quad(lambda d: BLOmodel(BLO_factors).distribution(d) * BLOmodel(BLO_factors).volume(d), 0.1, 1000) - return value * 1e-6 #result in mL/m^3 + return value expiration_BLO_factors = { From bc9a25a7e4824d49813133e072d858a5e334041d Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Tue, 8 Feb 2022 09:57:37 +0000 Subject: [PATCH 14/85] UI adjustments on the short range interactions Removed unused code --- cara/apps/calculator/model_generator.py | 63 ++++---- cara/apps/calculator/report_generator.py | 42 +++-- cara/apps/calculator/static/js/form.js | 15 +- cara/apps/calculator/static/js/report.js | 55 ++++++- cara/apps/expert.py | 1 - .../templates/base/calculator.report.html.j2 | 15 +- cara/models.py | 148 +++++++++++++++--- cara/monte_carlo/data.py | 15 +- 8 files changed, 266 insertions(+), 88 deletions(-) diff --git a/cara/apps/calculator/model_generator.py b/cara/apps/calculator/model_generator.py index da43e39c..b05da082 100644 --- a/cara/apps/calculator/model_generator.py +++ b/cara/apps/calculator/model_generator.py @@ -13,8 +13,8 @@ from cara import data import cara.data.weather import cara.monte_carlo as mc from .. import calculator -from cara.monte_carlo.data import activity_distributions, dilution_factor, virus_distributions, mask_distributions, initial_concentrations_mouth -from cara.monte_carlo.data import expiration_distribution, expiration_BLO_factors, expiration_distributions +from cara.monte_carlo.data import activity_distributions, virus_distributions, mask_distributions, dilution_factor +from cara.monte_carlo.data import expiration_distribution, expiration_BLO_factors, expiration_distributions, short_range_expiration_distributions LOG = logging.getLogger(__name__) @@ -234,7 +234,7 @@ class FormData: raise ValueError("mechanical_ventilation_type cannot be 'not-applicable' if " "ventilation_type is 'mechanical_ventilation'") - def build_mc_model(self) -> mc.ExposureModel: + def build_mc_model(self) -> mc.SimulationModel: # Initializes room with volume either given directly or as product of area and height if self.volume_type == 'room_volume_explicit': volume = self.room_volume @@ -253,28 +253,29 @@ class FormData: sr_presence=self.short_range_intervals() sr_activities=self.short_range_activities() - jet_origin_concentration = [initial_concentrations_mouth[activity] for activity in sr_activities] - - short_range = models.ShortRangeModel( - presence=sr_presence, - activities=sr_activities, - dilutions=dilution_factor(activities=sr_activities, distance=np.random.uniform(0.5, 1.5, 250000)), - jet_origin_concentrations=jet_origin_concentration, - ) + short_range_expirations = [short_range_expiration_distributions[activity] for activity in sr_activities] # Initializes and returns a model with the attributes defined above - return mc.ExposureModel( - concentration_model=mc.ConcentrationModel( - room=room, - ventilation=self.ventilation(), - infected=self.infected_population(), - short_range=short_range, - evaporation_factor=0.3, + return mc.SimulationModel( + mc.ExposureModel( + concentration_model=mc.ConcentrationModel( + room=room, + ventilation=self.ventilation(), + infected=self.infected_population(), + evaporation_factor=0.3, + ), + exposed=self.exposed_population(), + ), + mc.ShortRangeModel( + presence=sr_presence, + long_range_presence=self.long_range_intervals(), + activities=sr_activities, + expirations=short_range_expirations, + dilutions=dilution_factor(activities=sr_activities, distance=np.random.uniform(0.5, 1.5, 250000)), ), - exposed=self.exposed_population(), ) - def build_model(self, sample_size=_DEFAULT_MC_SAMPLE_SIZE) -> models.ExposureModel: + def build_model(self, sample_size=_DEFAULT_MC_SAMPLE_SIZE) -> models.SimulationModel: return self.build_mc_model().build_model(size=sample_size) def tz_name_and_utc_offset(self) -> typing.Tuple[str, float]: @@ -643,7 +644,7 @@ class FormData: def infected_present_interval(self) -> models.Interval: return self.present_interval( self.infected_start, self.infected_finish, - breaks=self.infected_lunch_break_times() + self.infected_coffee_break_times(), + breaks=self.infected_lunch_break_times() + self.infected_coffee_break_times() ) def short_range_intervals(self) -> typing.List[models.SpecificInterval]: @@ -657,10 +658,22 @@ class FormData: else: return [] + def long_range_intervals(self) -> models.Interval: + short_range_intervals = [] + for interval in self.short_range_interactions: + short_range_intervals.append( + (time_string_to_minutes(interval['start_time']), + time_string_to_minutes(interval['start_time']) + float(interval['duration'])), + ) + return self.present_interval( + self.exposed_start, self.exposed_finish, + breaks=self.infected_lunch_break_times() + self.infected_coffee_break_times() + tuple(short_range_intervals), + ) + def exposed_present_interval(self) -> models.Interval: return self.present_interval( self.exposed_start, self.exposed_finish, - breaks=self.exposed_lunch_break_times() + self.exposed_coffee_break_times(), + breaks=self.exposed_lunch_break_times() + self.exposed_coffee_break_times() ) def short_range_activities(self) -> typing.List[str]: @@ -678,12 +691,6 @@ def build_expiration(expiration_definition) -> models._ExpirationBase: for exp_type, weight in expiration_definition.items() ], axis=0) return expiration_distribution(tuple(BLO_factors)) - - -def build_concentration_mouth(short_range_def) -> models._ExpirationBase: - expiration_definition = short_range_def[1]['activity'] - if isinstance(expiration_definition, str): - return initial_concentrations_mouth[expiration_definition] def baseline_raw_form_data(): diff --git a/cara/apps/calculator/report_generator.py b/cara/apps/calculator/report_generator.py index 258ed6bf..ef8bafc4 100644 --- a/cara/apps/calculator/report_generator.py +++ b/cara/apps/calculator/report_generator.py @@ -96,18 +96,29 @@ def interesting_times(model: models.ExposureModel, approx_n_pts=100) -> typing.L return nice_times -def calculate_report_data(model: models.ExposureModel): - times = interesting_times(model) +def short_range_interesting_times(model: models.ExposureModel, times: typing.List[float]) -> typing.List[float]: + short_range_times : typing.List[float] = [] + for period in model.concentration_model.infected.short_range_presence: + start, finish = tuple(period.boundaries()) + short_range_times = short_range_times + [time for time in times if time >= start and time <= finish] + return short_range_times + + +def calculate_report_data(model: models.SimulationModel): + times = interesting_times(model.exposure_model) + short_range_intervals = [] + for interval in model.short_range.presence: + short_range_intervals.append(list(interval.boundaries())) concentrations = [ - np.array(model.concentration_model.concentration(float(time))).mean() + np.array(model.concentration(float(time))).mean() for time in times ] highest_const = max(concentrations) prob = np.array(model.infection_probability()).mean() - er = np.array(model.concentration_model.infected.emission_rate_when_present()).mean() - exposed_occupants = model.exposed.number - expected_new_cases = np.array(model.expected_new_cases()).mean() + er = np.array(model.exposure_model.concentration_model.infected.emission_rate_when_present()).mean() + exposed_occupants = model.exposure_model.exposed.number + expected_new_cases = np.array(model.exposure_model.expected_new_cases()).mean() cumulative_doses = np.cumsum([ np.array(model.deposited_exposure_between_bounds(float(time1), float(time2))).mean() for time1, time2 in zip(times[:-1], times[1:]) @@ -115,7 +126,8 @@ def calculate_report_data(model: models.ExposureModel): return { "times": list(times), - "exposed_presence_intervals": [list(interval) for interval in model.exposed.presence.boundaries()], + "short_range_intervals": short_range_intervals, + "exposed_presence_intervals": [list(interval) for interval in model.exposure_model.exposed.presence.boundaries()], "cumulative_doses": list(cumulative_doses), "concentrations": concentrations, "highest_const": highest_const, @@ -234,20 +246,20 @@ def manufacture_alternative_scenarios(form: FormData) -> typing.Dict[str, mc.Exp return scenarios -def scenario_statistics(mc_model: mc.ExposureModel, sample_times: np.ndarray): +def scenario_statistics(mc_model: mc.SimulationModel, sample_times: np.ndarray): model = mc_model.build_model(size=_DEFAULT_MC_SAMPLE_SIZE) return { - 'probability_of_infection': np.mean(model.infection_probability()), - 'expected_new_cases': np.mean(model.expected_new_cases()), + 'probability_of_infection': np.mean(model.exposure_model.infection_probability()), + 'expected_new_cases': np.mean(model.exposure_model.expected_new_cases()), 'concentrations': [ - np.mean(model.concentration_model.concentration(time)) + np.mean(model.exposure_model.concentration_model.concentration(time)) for time in sample_times ], } def comparison_report( - scenarios: typing.Dict[str, mc.ExposureModel], + scenarios: typing.Dict[str, mc.SimulationModel], sample_times: typing.List[float], executor_factory: typing.Callable[[], concurrent.futures.Executor], ): @@ -285,7 +297,7 @@ class ReportGenerator: def prepare_context( self, base_url: str, - model: models.ExposureModel, + model: models.SimulationModel, form: FormData, executor_factory: typing.Callable[[], concurrent.futures.Executor], ) -> dict: @@ -293,12 +305,12 @@ class ReportGenerator: time = now.strftime("%Y-%m-%d %H:%M:%S UTC") context = { - 'model': model, + 'model': model.exposure_model, 'form': form, 'creation_date': time, } - scenario_sample_times = interesting_times(model) + scenario_sample_times = interesting_times(model.exposure_model) context.update(calculate_report_data(model)) alternative_scenarios = manufacture_alternative_scenarios(form) diff --git a/cara/apps/calculator/static/js/form.js b/cara/apps/calculator/static/js/form.js index 575179bd..b041ffa3 100644 --- a/cara/apps/calculator/static/js/form.js +++ b/cara/apps/calculator/static/js/form.js @@ -404,6 +404,10 @@ function validate_form(form) { short_range_interactions.push(JSON.stringify(obj)); }); $("input[type=text][name=short_range_interactions]").val('[' + short_range_interactions + ']'); + if (short_range_interactions.length == 0) { + $("input[type=radio][id=short_range_no]").prop("checked", true); + on_short_range_option_change(); + } if (submit) { $("#generate_report").prop("disabled", true); @@ -859,7 +863,11 @@ $(document).ready(function () { //Short range modal - save button $("body").on("click", ".save_btn_frm_field", function() { var last_element = $(".form_field_outer").find(".form_field_outer_row").last().find(".short_range_option").prop("id"); - if (!last_element) $('#short_range_dialog').modal('hide'); + if (!last_element) { + $('#short_range_dialog').modal('hide'); + $("input[type=radio][id=short_range_no]").prop("checked", true); + on_short_range_option_change(); + } else { let index = last_element.split("_").slice(-1)[0]; let activity = validate_sr_parameter('#sr_activity_no_' + String(index)[0], "You must specify the activity type."); @@ -875,13 +883,14 @@ $(document).ready(function () { } }); - //Short range modal - close button + //Short range modal - reset button $("body").on("click", ".dismiss_btn_frm_field", function() { $(".form_field_outer_row").remove(); $("#sr_interactions").text(0); + $('input[type=radio][id=short_range_no]').prop("checked", true); + on_short_range_option_change(); }); - }); diff --git a/cara/apps/calculator/static/js/report.js b/cara/apps/calculator/static/js/report.js index c9c79841..a185b094 100644 --- a/cara/apps/calculator/static/js/report.js +++ b/cara/apps/calculator/static/js/report.js @@ -1,5 +1,5 @@ /* Generate the concentration plot using d3 library. */ -function draw_concentration_plot(svg_id, times, concentrations, cumulative_doses, exposed_presence_intervals) { +function draw_concentration_plot(svg_id, times, concentrations, cumulative_doses, exposed_presence_intervals, short_range_intervals) { var time_format = d3.timeFormat('%H:%M'); @@ -50,6 +50,16 @@ function draw_concentration_plot(svg_id, times, concentrations, cumulative_doses .attr('fill-opacity', '0.1'); }); + // Area representing the short range interaction(s). + var shortRangeArea = {}; + var drawShortRangeArea = {}; + short_range_intervals.forEach((b, index) => { + shortRangeArea[index] = d3.area(); + drawShortRangeArea[index] = vis.append('svg:path') + .attr('fill', '#1f00b4') + .attr('fill-opacity', '0.1'); + }); + // Plot tittle. var plotTitleEl = vis.append('svg:foreignObject') .attr("background-color", "transparent") @@ -105,10 +115,16 @@ function draw_concentration_plot(svg_id, times, concentrations, cumulative_doses var legendAreaIcon = vis.append('rect') .attr('width', 20) - .attr('height', 20) + .attr('height', 15) .attr('fill', '#1f77b4') .attr('fill-opacity', '0.1'); + var legendShortRangeAreaIcon = vis.append('rect') + .attr('width', 20) + .attr('height', 15) + .attr('fill', '#1f00b4') + .attr('fill-opacity', '0.1'); + var legendLineText = vis.append('text') .text('Mean concentration') .style('font-size', '15px') @@ -124,10 +140,15 @@ function draw_concentration_plot(svg_id, times, concentrations, cumulative_doses .style('font-size', '15px') .attr('alignment-baseline', 'central'); + var legendShortRangeText = vis.append('text') + .text('Short range interaction(s)') + .style('font-size', '15px') + .attr('alignment-baseline', 'central'); + // Legend bounding var legendBBox = vis.append('rect') .attr('width', 255) - .attr('height', 70) + .attr('height', 90) .attr('stroke', 'lightgrey') .attr('stroke-width', '2') .attr('rx', '5px') @@ -217,7 +238,7 @@ function draw_concentration_plot(svg_id, times, concentrations, cumulative_doses .y(d => yRange(d.concentration)); draw_line.attr("d", lineFunc(data_for_graphs.concentrations)); - // Cumulative line + // Cumulative line. lineCumulative.defined(d => !isNaN(d.concentration)) .x(d => xTimeRange(d.time)) .y(d => yCumulativeRange(d.concentration)); @@ -234,6 +255,18 @@ function draw_concentration_plot(svg_id, times, concentrations, cumulative_doses }))); }); + // Short Range Area. + short_range_intervals.forEach((b, index) => { + shortRangeArea[index].x(d => xTimeRange(d.time)) + .y0(graph_height - margins.bottom) + .y1(d => yRange(d.concentration)); + + drawShortRangeArea[index].attr('d', shortRangeArea[index](data_for_graphs.concentrations.filter(d => { + return d.time >= b[0] && d.time <= b[1] + }))) + }) + + // Title. plotTitleEl.attr('width', graph_width); @@ -282,10 +315,15 @@ function draw_concentration_plot(svg_id, times, concentrations, cumulative_doses .attr('y', margins.top + 2 * size); legendAreaIcon.attr('x', graph_width + size * 2.5) - .attr('y', margins.top + 2.5 * size); + .attr('y', margins.top + 2.6 * size); legendAreaText.attr('x', graph_width + 4 * size) .attr('y', margins.top + 3 * size); + legendShortRangeAreaIcon.attr('x', graph_width + size * 2.5) + .attr('y', margins.top + 3.6 * size); + legendShortRangeText.attr('x', graph_width + 4 * size) + .attr('y', margins.top + 4 * size); + legendBBox.attr('x', graph_width * 1.07) .attr('y', margins.top * 1.2); } @@ -306,7 +344,12 @@ function draw_concentration_plot(svg_id, times, concentrations, cumulative_doses legendAreaIcon.attr('x', size * 0.50) .attr('y', graph_height * 1.09 + size); legendAreaText.attr('x', 2 * size) - .attr('y', graph_height + 2.7 * size); + .attr('y', graph_height + 2.6 * size); + + legendShortRangeAreaIcon.attr('x', size * 0.50) + .attr('y', graph_height * 1.175 + size); + legendShortRangeText.attr('x', 2 * size) + .attr('y', graph_height + 3.65 * size); legendBBox.attr('x', 1) .attr('y', graph_height); diff --git a/cara/apps/expert.py b/cara/apps/expert.py index a7f82243..bba12b6b 100644 --- a/cara/apps/expert.py +++ b/cara/apps/expert.py @@ -501,7 +501,6 @@ baseline_model = models.ExposureModel( expiration=models.Expiration.types['Speaking'], host_immunity=0., ), - short_range=[], evaporation_factor=0.3, ), exposed=models.Population( diff --git a/cara/apps/templates/base/calculator.report.html.j2 b/cara/apps/templates/base/calculator.report.html.j2 index b113710b..7278aab5 100644 --- a/cara/apps/templates/base/calculator.report.html.j2 +++ b/cara/apps/templates/base/calculator.report.html.j2 @@ -96,7 +96,8 @@ var concentrations = {{ concentrations | JSONify }} var cumulative_doses = {{ cumulative_doses | JSONify }} var exposed_presence_intervals = {{ exposed_presence_intervals | JSONify }} - draw_concentration_plot("concentration_plot", times, concentrations, cumulative_doses, exposed_presence_intervals); + var short_range_intervals = {{ short_range_intervals | JSONify }} + draw_concentration_plot("concentration_plot", times, concentrations, cumulative_doses, exposed_presence_intervals, short_range_intervals);

@@ -309,6 +310,18 @@ Gym = For comparison only, all persons doing heavy physical exercise, breathing and not speaking. {% endif %}

+ {% if form.short_range_option == "short_range_yes" %} +

  • + Short range interactions: {{ form.short_range_interactions|length }} +

    • +
      + {% for interaction in form.short_range_interactions %} +
    • Expiratory activity {{ loop.index if form.short_range_interactions|length > 1 }}: {{ interaction.activity }}
      • +
    • Start time {{ loop.index if form.short_range_interactions|length > 1 }}: {{ interaction.start_time }}
      • +
    • Duration {{ loop.index if form.short_range_interactions|length > 1 }}: {{ interaction.duration }} {{ "minutes" if interaction.duration|int > 1 else "minute" }}
      • + {% endfor %} +
    + {% endif %}

  • Exposed occupant(s) activity time:

    • Start time: {{ form.exposed_start | minutes_to_time }}

      • diff --git a/cara/models.py b/cara/models.py index 89f3e3d3..74844cd3 100644 --- a/cara/models.py +++ b/cara/models.py @@ -667,6 +667,11 @@ class Expiration(_ExpirationBase): return self.cn * (volume(self.diameter) * (1 - mask.exhale_efficiency(self.diameter))) * 1e-12 + def jet_origin_concentration(self): + def volume(d): + return (np.pi * d**3) / 6. + return self.cn * volume(self.diameter) + @dataclass(frozen=True) class MultipleExpiration(_ExpirationBase): @@ -885,24 +890,22 @@ class InfectedPopulation(_PopulationWithVirus): @dataclass(frozen=True) class ShortRangeModel: #: Short range interactions - presence: typing.List[SpecificInterval] + presence: typing.List[Interval] + + #: Long range presence intervals + long_range_presence: Interval #: The type of expiractory activities in the short range interactions activities: typing.List[str] + #: Expiration type + expirations: typing.List[Expiration] + #: The dilution factors for each of the expiratory activity in the short range interactions dilutions: _VectorisedFloat - - #: The concentration on the jet origin for each of the expiratory activity in the short range interactions - jet_origin_concentrations: _VectorisedFloat - def short_range_concentration(self, time: float, background_concentration: _VectorisedFloat, viral_load: _VectorisedFloat) -> _VectorisedFloat: - for index, period in enumerate(self.presence): - start, finish = tuple(period.boundaries()) - if time >= start and time <= finish: - dilution = self.dilutions[index] - jet_origin_concentration = self.jet_origin_concentrations[index] * 1e-6 * viral_load - return background_concentration + ((1/dilution)*(jet_origin_concentration - background_concentration)) + def short_range_concentration(self, long_range_concentration: _VectorisedFloat, dilution: _VectorisedFloat, jet_origin_concentration: _VectorisedFloat) -> _VectorisedFloat: + return long_range_concentration + ((1/dilution)*(jet_origin_concentration - long_range_concentration)) @dataclass(frozen=True) @@ -910,7 +913,6 @@ class ConcentrationModel: room: Room ventilation: _VentilationBase infected: _PopulationWithVirus - short_range: ShortRangeModel #: evaporation factor: the particles' diameter is multiplied by this # factor as soon as they are in the air (but AFTER going out of the, @@ -1042,13 +1044,8 @@ class ConcentrationModel: Note that time is not vectorised. You can only pass a single float to this method. """ - background_concentration = self._normed_concentration(time) * self.infected.emission_rate_when_present() - for period in self.short_range.presence: - start, finish = tuple(period.boundaries()) - if time >= start and time <= finish: - return self.short_range.short_range_concentration(time, background_concentration, self.virus.viral_load_in_sputum) - - return background_concentration + return (self._normed_concentration(time) * + self.infected.emission_rate_when_present()) @method_cache def normed_integrated_concentration(self, start: float, stop: float) -> _VectorisedFloat: @@ -1056,11 +1053,6 @@ class ConcentrationModel: Get the integrated concentration of viruses in the air between the times start and stop, normalized by the emission rate. """ - for period in self.short_range.presence: - time1, time2 = tuple(period.boundaries()) - if (time1 <= start <= time2 and time1 <= stop <= time2): - # Check if the given times are within the short range interactions - return scipy.integrate.quad_vec(lambda t: self.concentration(t), start, stop)[0] if stop <= self._first_presence_time(): return 0.0 @@ -1226,3 +1218,111 @@ class ExposureModel: ) return single_exposure_model.expected_new_cases() + + +@dataclass(frozen=True) +class SimulationModel: + exposure_model: ExposureModel + short_range: ShortRangeModel + + def normed_integrated_concentration(self, time1, time2): + return scipy.integrate.quad_vec(lambda t: self._normed_concentration(t), time1, time2)[0] + + def _normed_exposure_between_bounds(self, time1: float, time2: float) -> _VectorisedFloat: + """The number of virions per meter^3 between any two times, normalized + by the emission rate of the infected population""" + exposure = 0. + for start, stop in self.exposure_model.exposed.presence.boundaries(): + if stop < time1: + continue + elif start > time2: + break + elif start <= time1 and time2<= stop: + exposure += self.normed_integrated_concentration(time1, time2) + elif start <= time1 and stop < time2: + exposure += self.normed_integrated_concentration(time1, stop) + elif time1 < start and time2 <= stop: + exposure += self.normed_integrated_concentration(start, time2) + elif time1 <= start and stop < time2: + exposure += self.normed_integrated_concentration(start, stop) + return exposure + + def _normed_concentration(self, time: float) -> _VectorisedFloat: + for index, period in enumerate(self.short_range.presence): + start, finish = tuple(period.boundaries()) + if start <= time <= finish: + model = nested_replace( + self, {'exposure_model.concentration_model.infected.expiration': self.short_range.expirations[index]} + ) + dilution = self.short_range.dilutions[index] + jet_origin_concentration = (model.exposure_model.concentration_model.infected.expiration.jet_origin_concentration() + * 1e-6 * model.exposure_model.concentration_model.virus.viral_load_in_sputum) + long_range_normed_concentration=np.interp(model.short_range.expirations[index].particle.diameter, self.exposure_model.concentration_model.infected.particle.diameter, self.exposure_model.concentration_model._normed_concentration(time)) + return self.short_range.short_range_concentration(long_range_normed_concentration, dilution, jet_origin_concentration) + + return self.exposure_model.concentration_model._normed_concentration(time) + + def concentration(self, time: float) -> _VectorisedFloat: + for index, period in enumerate(self.short_range.presence): + start, finish = tuple(period.boundaries()) + if start <= time <= finish: + model = nested_replace( + self, {'exposure_model.concentration_model.infected.expiration': self.short_range.expirations[index]} + ) + return model._normed_concentration(time) * model.exposure_model.concentration_model.infected.emission_rate_when_present() + return self._normed_concentration(time) * self.exposure_model.concentration_model.infected.emission_rate_when_present() + + def deposited_exposure_between_bounds(self, time1: float, time2: float) -> _VectorisedFloat: + for index, period in enumerate(self.short_range.presence): + start, finish = tuple(period.boundaries()) + if (start <= time1 <= finish and start <= time2 <= finish): # What if one is SR and another LR? + # Check if the given times are within the short range interactions + model = nested_replace( + self, {'exposure_model.concentration_model.infected.expiration': self.short_range.expirations[index]} + ) + emission_rate_per_aerosol = model.exposure_model.concentration_model.infected.emission_rate_per_aerosol_when_present() + aerosols = model.exposure_model.concentration_model.infected.aerosols() + fdep = model.exposure_model.fraction_deposited() + f_inf = model.exposure_model.concentration_model.infected.fraction_of_infectious_virus() + + diameter = self.exposure_model.concentration_model.infected.particle.diameter + + if not np.isscalar(diameter) and diameter is not None: + # we compute first the mean of all diameter-dependent quantities + # to perform properly the Monte-Carlo integration over + # particle diameters (doing things in another order would + # lead to wrong results). + dep_exposure_integrated = np.array(self._normed_exposure_between_bounds(time1, time2) * + aerosols * + fdep).mean() + else: + # in the case of a single diameter or no diameter defined, + # one should not take any mean at this stage. + dep_exposure_integrated = self._normed_exposure_between_bounds(time1, time2)*aerosols*fdep + + # then we multiply by the diameter-independent quantity emission_rate_per_aerosol, + # and parameters of the vD equation (i.e. f_inf, BR_k and n_in). + return (dep_exposure_integrated * emission_rate_per_aerosol * + f_inf * model.exposure_model.exposed.activity.inhalation_rate * + (1 - self.exposure_model.exposed.mask.inhale_efficiency())) + + return self.exposure_model.deposited_exposure_between_bounds(time1, time2) + + def infection_probability(self): + dose = 0.0 + for start, stop in self.short_range.long_range_presence.boundaries(): + dose += self.exposure_model.deposited_exposure_between_bounds(start, stop) + + for presence in self.short_range.presence: + start, stop = presence.boundaries() + dose += self.deposited_exposure_between_bounds(start, stop) + + vD = dose * self.exposure_model.repeats + + # oneoverln2 multiplied by ID_50 corresponds to ID_63. + infectious_dose = oneoverln2 * self.exposure_model.concentration_model.virus.infectious_dose + + # Probability of infection. + return (1 - np.exp(-((vD * (1 - self.exposure_model.exposed.host_immunity))/(infectious_dose * + self.exposure_model.concentration_model.virus.transmissibility_factor)))) * 100 + \ No newline at end of file diff --git a/cara/monte_carlo/data.py b/cara/monte_carlo/data.py index ec58d6ee..065380dd 100644 --- a/cara/monte_carlo/data.py +++ b/cara/monte_carlo/data.py @@ -161,7 +161,7 @@ mask_distributions = { } -def expiration_distribution(BLO_factors): +def expiration_distribution(BLO_factors, d_max=30.): """ Returns an Expiration with an aerosol diameter distribution, defined by the BLO factors (a length-3 tuple). @@ -170,10 +170,10 @@ def expiration_distribution(BLO_factors): an historical choice based on previous implementations of the model (it limits the influence of the O-mode). """ - dscan = np.linspace(0.1, 30. ,3000) + dscan = np.linspace(0.1, d_max ,3000) return mc.Expiration(CustomKernel(dscan, BLOmodel(BLO_factors).distribution(dscan),kernel_bandwidth=0.1), - cn=BLOmodel(BLO_factors).integrate(0.1, 30.)) + cn=BLOmodel(BLO_factors).integrate(0.1, d_max)) def dilution_factor(activities, distance, D=0.02): @@ -199,11 +199,6 @@ def dilution_factor(activities, distance, D=0.02): return factors -def initial_concentration_mouth(BLO_factors): - value, error = scipy.integrate.quad(lambda d: BLOmodel(BLO_factors).distribution(d) * BLOmodel(BLO_factors).volume(d), 0.1, 1000) - return value - - expiration_BLO_factors = { 'Breathing': (1., 0., 0.), 'Speaking': (1., 1., 1.), @@ -218,7 +213,7 @@ expiration_distributions = { } -initial_concentrations_mouth = { - exp_type: initial_concentration_mouth(BLO_factors) +short_range_expiration_distributions = { + exp_type: expiration_distribution(BLO_factors, d_max=1000).build_model(250000) for exp_type,BLO_factors in expiration_BLO_factors.items() } From 444fde14b7e841454e6ef89b330b71e51b1326cf Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Tue, 15 Feb 2022 16:12:51 +0000 Subject: [PATCH 15/85] Changed max diameters size --- cara/monte_carlo/data.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cara/monte_carlo/data.py b/cara/monte_carlo/data.py index 065380dd..8a7cae0f 100644 --- a/cara/monte_carlo/data.py +++ b/cara/monte_carlo/data.py @@ -214,6 +214,6 @@ expiration_distributions = { short_range_expiration_distributions = { - exp_type: expiration_distribution(BLO_factors, d_max=1000).build_model(250000) + exp_type: expiration_distribution(BLO_factors, d_max=100).build_model(250000) for exp_type,BLO_factors in expiration_BLO_factors.items() } From 01820fa4e01d4428c44925237c4d2b983572b18d Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Tue, 15 Feb 2022 16:13:13 +0000 Subject: [PATCH 16/85] Introduced short_range in ExposureModel --- cara/apps/calculator/model_generator.py | 40 ++-- cara/apps/calculator/report_generator.py | 28 +-- cara/apps/expert.py | 1 + cara/models.py | 252 +++++++++-------------- cara/monte_carlo/data.py | 4 - 5 files changed, 122 insertions(+), 203 deletions(-) diff --git a/cara/apps/calculator/model_generator.py b/cara/apps/calculator/model_generator.py index b05da082..19596e0a 100644 --- a/cara/apps/calculator/model_generator.py +++ b/cara/apps/calculator/model_generator.py @@ -234,7 +234,7 @@ class FormData: raise ValueError("mechanical_ventilation_type cannot be 'not-applicable' if " "ventilation_type is 'mechanical_ventilation'") - def build_mc_model(self) -> mc.SimulationModel: + def build_mc_model(self) -> mc.ExposureModel: # Initializes room with volume either given directly or as product of area and height if self.volume_type == 'room_volume_explicit': volume = self.room_volume @@ -256,26 +256,22 @@ class FormData: short_range_expirations = [short_range_expiration_distributions[activity] for activity in sr_activities] # Initializes and returns a model with the attributes defined above - return mc.SimulationModel( - mc.ExposureModel( - concentration_model=mc.ConcentrationModel( - room=room, - ventilation=self.ventilation(), - infected=self.infected_population(), - evaporation_factor=0.3, - ), - exposed=self.exposed_population(), + return mc.ExposureModel( + concentration_model=mc.ConcentrationModel( + room=room, + ventilation=self.ventilation(), + infected=self.infected_population(), + evaporation_factor=0.3, ), - mc.ShortRangeModel( + short_range = mc.ShortRangeModel( presence=sr_presence, - long_range_presence=self.long_range_intervals(), - activities=sr_activities, expirations=short_range_expirations, dilutions=dilution_factor(activities=sr_activities, distance=np.random.uniform(0.5, 1.5, 250000)), ), + exposed=self.exposed_population(), ) - def build_model(self, sample_size=_DEFAULT_MC_SAMPLE_SIZE) -> models.SimulationModel: + def build_model(self, sample_size=_DEFAULT_MC_SAMPLE_SIZE) -> models.ExposureModel: return self.build_mc_model().build_model(size=sample_size) def tz_name_and_utc_offset(self) -> typing.Tuple[str, float]: @@ -644,7 +640,7 @@ class FormData: def infected_present_interval(self) -> models.Interval: return self.present_interval( self.infected_start, self.infected_finish, - breaks=self.infected_lunch_break_times() + self.infected_coffee_break_times() + breaks=self.infected_lunch_break_times() + self.infected_coffee_break_times(), ) def short_range_intervals(self) -> typing.List[models.SpecificInterval]: @@ -658,22 +654,10 @@ class FormData: else: return [] - def long_range_intervals(self) -> models.Interval: - short_range_intervals = [] - for interval in self.short_range_interactions: - short_range_intervals.append( - (time_string_to_minutes(interval['start_time']), - time_string_to_minutes(interval['start_time']) + float(interval['duration'])), - ) - return self.present_interval( - self.exposed_start, self.exposed_finish, - breaks=self.infected_lunch_break_times() + self.infected_coffee_break_times() + tuple(short_range_intervals), - ) - def exposed_present_interval(self) -> models.Interval: return self.present_interval( self.exposed_start, self.exposed_finish, - breaks=self.exposed_lunch_break_times() + self.exposed_coffee_break_times() + breaks=self.exposed_lunch_break_times() + self.exposed_coffee_break_times(), ) def short_range_activities(self) -> typing.List[str]: diff --git a/cara/apps/calculator/report_generator.py b/cara/apps/calculator/report_generator.py index ef8bafc4..b1fc09fc 100644 --- a/cara/apps/calculator/report_generator.py +++ b/cara/apps/calculator/report_generator.py @@ -104,8 +104,8 @@ def short_range_interesting_times(model: models.ExposureModel, times: typing.Lis return short_range_times -def calculate_report_data(model: models.SimulationModel): - times = interesting_times(model.exposure_model) +def calculate_report_data(model: models.ExposureModel): + times = interesting_times(model) short_range_intervals = [] for interval in model.short_range.presence: short_range_intervals.append(list(interval.boundaries())) @@ -116,9 +116,9 @@ def calculate_report_data(model: models.SimulationModel): ] highest_const = max(concentrations) prob = np.array(model.infection_probability()).mean() - er = np.array(model.exposure_model.concentration_model.infected.emission_rate_when_present()).mean() - exposed_occupants = model.exposure_model.exposed.number - expected_new_cases = np.array(model.exposure_model.expected_new_cases()).mean() + er = np.array(model.concentration_model.infected.emission_rate_when_present()).mean() + exposed_occupants = model.exposed.number + expected_new_cases = np.array(model.expected_new_cases()).mean() cumulative_doses = np.cumsum([ np.array(model.deposited_exposure_between_bounds(float(time1), float(time2))).mean() for time1, time2 in zip(times[:-1], times[1:]) @@ -127,7 +127,7 @@ def calculate_report_data(model: models.SimulationModel): return { "times": list(times), "short_range_intervals": short_range_intervals, - "exposed_presence_intervals": [list(interval) for interval in model.exposure_model.exposed.presence.boundaries()], + "exposed_presence_intervals": [list(interval) for interval in model.exposed.presence.boundaries()], "cumulative_doses": list(cumulative_doses), "concentrations": concentrations, "highest_const": highest_const, @@ -246,20 +246,20 @@ def manufacture_alternative_scenarios(form: FormData) -> typing.Dict[str, mc.Exp return scenarios -def scenario_statistics(mc_model: mc.SimulationModel, sample_times: np.ndarray): +def scenario_statistics(mc_model: mc.ExposureModel, sample_times: np.ndarray): model = mc_model.build_model(size=_DEFAULT_MC_SAMPLE_SIZE) return { - 'probability_of_infection': np.mean(model.exposure_model.infection_probability()), - 'expected_new_cases': np.mean(model.exposure_model.expected_new_cases()), + 'probability_of_infection': np.mean(model.infection_probability()), + 'expected_new_cases': np.mean(model.expected_new_cases()), 'concentrations': [ - np.mean(model.exposure_model.concentration_model.concentration(time)) + np.mean(model.concentration(time)) for time in sample_times ], } def comparison_report( - scenarios: typing.Dict[str, mc.SimulationModel], + scenarios: typing.Dict[str, mc.ExposureModel], sample_times: typing.List[float], executor_factory: typing.Callable[[], concurrent.futures.Executor], ): @@ -297,7 +297,7 @@ class ReportGenerator: def prepare_context( self, base_url: str, - model: models.SimulationModel, + model: models.ExposureModel, form: FormData, executor_factory: typing.Callable[[], concurrent.futures.Executor], ) -> dict: @@ -305,12 +305,12 @@ class ReportGenerator: time = now.strftime("%Y-%m-%d %H:%M:%S UTC") context = { - 'model': model.exposure_model, + 'model': model, 'form': form, 'creation_date': time, } - scenario_sample_times = interesting_times(model.exposure_model) + scenario_sample_times = interesting_times(model) context.update(calculate_report_data(model)) alternative_scenarios = manufacture_alternative_scenarios(form) diff --git a/cara/apps/expert.py b/cara/apps/expert.py index bba12b6b..31f589dc 100644 --- a/cara/apps/expert.py +++ b/cara/apps/expert.py @@ -503,6 +503,7 @@ baseline_model = models.ExposureModel( ), evaporation_factor=0.3, ), + short_range=[], exposed=models.Population( number=10, presence=models.SpecificInterval(((8., 12.), (13., 17.))), diff --git a/cara/models.py b/cara/models.py index 74844cd3..f95dc1d8 100644 --- a/cara/models.py +++ b/cara/models.py @@ -634,6 +634,9 @@ class _ExpirationBase: """ raise NotImplementedError("Subclass must implement") + def jet_origin_concentration(self): + raise NotImplementedError("Subclass must implement") + @dataclass(frozen=True) class Expiration(_ExpirationBase): @@ -670,7 +673,9 @@ class Expiration(_ExpirationBase): def jet_origin_concentration(self): def volume(d): return (np.pi * d**3) / 6. - return self.cn * volume(self.diameter) + + # final result converted from microns^3/cm3 to mL/m3 + return self.cn * volume(self.diameter) * 1e-6 @dataclass(frozen=True) @@ -887,27 +892,6 @@ class InfectedPopulation(_PopulationWithVirus): return self.expiration.particle -@dataclass(frozen=True) -class ShortRangeModel: - #: Short range interactions - presence: typing.List[Interval] - - #: Long range presence intervals - long_range_presence: Interval - - #: The type of expiractory activities in the short range interactions - activities: typing.List[str] - - #: Expiration type - expirations: typing.List[Expiration] - - #: The dilution factors for each of the expiratory activity in the short range interactions - dilutions: _VectorisedFloat - - def short_range_concentration(self, long_range_concentration: _VectorisedFloat, dilution: _VectorisedFloat, jet_origin_concentration: _VectorisedFloat) -> _VectorisedFloat: - return long_range_concentration + ((1/dilution)*(jet_origin_concentration - long_range_concentration)) - - @dataclass(frozen=True) class ConcentrationModel: room: Room @@ -1053,7 +1037,6 @@ class ConcentrationModel: Get the integrated concentration of viruses in the air between the times start and stop, normalized by the emission rate. """ - if stop <= self._first_presence_time(): return 0.0 state_change_times = self.state_change_times() @@ -1086,6 +1069,40 @@ class ConcentrationModel: self.infected.emission_rate_when_present()) +@dataclass(frozen=True) +class ShortRangeModel: + #: Short range interactions + presence: typing.List[Interval] + + #: Expiration type + expirations: typing.List[Expiration] + + #: The dilution factors for each of the expiratory activity in the short range interactions + dilutions: _VectorisedFloat + + def _normed_concentration(self, concentration_model: ConcentrationModel, time: float) -> _VectorisedFloat: + # normalized only by the viral load + for index, period in enumerate(self.presence): + start, finish = tuple(period.boundaries()) + if start < time <= finish: + dilution = self.dilutions[index] + jet_origin_concentration = concentration_model.infected.expiration.jet_origin_concentration() + + background_concentration = concentration_model.concentration(time) / concentration_model.virus.viral_load_in_sputum + long_range_normed_concentration=np.interp(self.expirations[index].particle.diameter, concentration_model.infected.particle.diameter, background_concentration) + + return ((1/dilution)*(jet_origin_concentration - long_range_normed_concentration)) + + return 0. + + def short_range_concentration(self, concentration_model: ConcentrationModel, time: float): + return (self._normed_concentration(concentration_model, time) * + concentration_model.virus.viral_load_in_sputum) + + def normed_exposure_between_bounds(self, concentration_model, time1, time2): + return scipy.integrate.quad_vec(lambda t: self._normed_concentration(concentration_model, t), time1, time2)[0] + + @dataclass(frozen=True) class ExposureModel: """ @@ -1098,13 +1115,16 @@ class ExposureModel: #: The virus concentration model which this exposure model should consider. concentration_model: ConcentrationModel + #: The short range model which this simulation model should consider. + short_range: ShortRangeModel + #: The population of non-infected people to be used in the model. exposed: Population #: The number of times the exposure event is repeated (default 1). repeats: int = 1 - def fraction_deposited(self) -> _VectorisedFloat: + def long_range_fraction_deposited(self) -> _VectorisedFloat: """ The fraction of particles actually deposited in the respiratory tract (over the total number of particles). It depends on the @@ -1113,7 +1133,7 @@ class ExposureModel: return self.concentration_model.infected.particle.fraction_deposited( self.concentration_model.evaporation_factor) - def _normed_exposure_between_bounds(self, time1: float, time2: float) -> _VectorisedFloat: + def _long_range_normed_exposure_between_bounds(self, time1: float, time2: float) -> _VectorisedFloat: """The number of virions per meter^3 between any two times, normalized by the emission rate of the infected population""" exposure = 0. @@ -1131,50 +1151,75 @@ class ExposureModel: elif time1 <= start and stop < time2: exposure += self.concentration_model.normed_integrated_concentration(start, stop) return exposure - - def _normed_exposure(self) -> _VectorisedFloat: - """ - The number of virions per meter^3, normalized by the emission rate - of the infected population. - """ - normed_exposure = 0.0 - for start, stop in self.exposed.presence.boundaries(): - normed_exposure += self.concentration_model.normed_integrated_concentration(start, stop) - - return normed_exposure * self.repeats + def concentration(self, time: float) -> _VectorisedFloat: + return (self.concentration_model.concentration(time) + + self.short_range.short_range_concentration(self.concentration_model, time)) def deposited_exposure_between_bounds(self, time1: float, time2: float) -> _VectorisedFloat: - """ - The number of virus per m^3 deposited on the respiratory tract - between any two times. - """ + deposited_exposure = 0. + for index, period in enumerate(self.short_range.presence): + start, stop = tuple(period.boundaries()) + if stop < time1: + continue + elif start > time2: + break + elif start <= time1 and time2<= stop: + short_range_exposure = self.short_range.normed_exposure_between_bounds(self.concentration_model, time1, time2) + elif start <= time1 and stop < time2: + short_range_exposure = self.short_range.normed_exposure_between_bounds(self.concentration_model, time1, stop) + elif time1 < start and time2 <= stop: + short_range_exposure = self.short_range.normed_exposure_between_bounds(self.concentration_model, start, time2) + elif time1 <= start and stop < time2: + short_range_exposure = self.short_range.normed_exposure_between_bounds(self.concentration_model, start, stop) + + fdep = self.short_range.expirations[index].particle.fraction_deposited(evaporation_factor=1.0) #ASK for evaporation factor + diameter = self.short_range.expirations[index].particle.diameter + + if not np.isscalar(diameter) and diameter is not None: + # we compute first the mean of all diameter-dependent quantities + # to perform properly the Monte-Carlo integration over + # particle diameters (doing things in another order would + # lead to wrong results). + deposited_exposure += np.array(short_range_exposure * + #aerosols * + fdep).mean() + else: + # in the case of a single diameter or no diameter defined, + # one should not take any mean at this stage. + deposited_exposure += short_range_exposure*fdep#*aerosols + + deposited_exposure *= self.concentration_model.virus.viral_load_in_sputum + + # Background concentration emission_rate_per_aerosol = self.concentration_model.infected.emission_rate_per_aerosol_when_present() - aerosols = self.concentration_model.infected.aerosols() - fdep = self.fraction_deposited() f_inf = self.concentration_model.infected.fraction_of_infectious_virus() + aerosols = self.concentration_model.infected.aerosols() + fdep = self.long_range_fraction_deposited() diameter = self.concentration_model.infected.particle.diameter - + if not np.isscalar(diameter) and diameter is not None: # we compute first the mean of all diameter-dependent quantities # to perform properly the Monte-Carlo integration over # particle diameters (doing things in another order would # lead to wrong results). - dep_exposure_integrated = np.array(self._normed_exposure_between_bounds(time1, time2) * - aerosols * - fdep).mean() + dep_exposure_integrated = np.array(self._long_range_normed_exposure_between_bounds(time1, time2) * + aerosols * + fdep).mean() else: # in the case of a single diameter or no diameter defined, # one should not take any mean at this stage. - dep_exposure_integrated = self._normed_exposure_between_bounds(time1, time2)*aerosols*fdep + dep_exposure_integrated = self._long_range_normed_exposure_between_bounds(time1, time2)*aerosols*fdep # then we multiply by the diameter-independent quantity emission_rate_per_aerosol, # and parameters of the vD equation (i.e. f_inf, BR_k and n_in). - return (dep_exposure_integrated * emission_rate_per_aerosol * - f_inf * self.exposed.activity.inhalation_rate * + deposited_exposure += (dep_exposure_integrated * emission_rate_per_aerosol * + self.exposed.activity.inhalation_rate * (1 - self.exposed.mask.inhale_efficiency())) + return f_inf * deposited_exposure + def deposited_exposure(self) -> _VectorisedFloat: """ The number of virus per m^3 deposited on the respiratory tract. @@ -1189,7 +1234,7 @@ class ExposureModel: def infection_probability(self) -> _VectorisedFloat: # viral dose (vD) vD = self.deposited_exposure() - + # oneoverln2 multiplied by ID_50 corresponds to ID_63. infectious_dose = oneoverln2 * self.concentration_model.virus.infectious_dose @@ -1218,111 +1263,4 @@ class ExposureModel: ) return single_exposure_model.expected_new_cases() - - -@dataclass(frozen=True) -class SimulationModel: - exposure_model: ExposureModel - short_range: ShortRangeModel - - def normed_integrated_concentration(self, time1, time2): - return scipy.integrate.quad_vec(lambda t: self._normed_concentration(t), time1, time2)[0] - - def _normed_exposure_between_bounds(self, time1: float, time2: float) -> _VectorisedFloat: - """The number of virions per meter^3 between any two times, normalized - by the emission rate of the infected population""" - exposure = 0. - for start, stop in self.exposure_model.exposed.presence.boundaries(): - if stop < time1: - continue - elif start > time2: - break - elif start <= time1 and time2<= stop: - exposure += self.normed_integrated_concentration(time1, time2) - elif start <= time1 and stop < time2: - exposure += self.normed_integrated_concentration(time1, stop) - elif time1 < start and time2 <= stop: - exposure += self.normed_integrated_concentration(start, time2) - elif time1 <= start and stop < time2: - exposure += self.normed_integrated_concentration(start, stop) - return exposure - - def _normed_concentration(self, time: float) -> _VectorisedFloat: - for index, period in enumerate(self.short_range.presence): - start, finish = tuple(period.boundaries()) - if start <= time <= finish: - model = nested_replace( - self, {'exposure_model.concentration_model.infected.expiration': self.short_range.expirations[index]} - ) - dilution = self.short_range.dilutions[index] - jet_origin_concentration = (model.exposure_model.concentration_model.infected.expiration.jet_origin_concentration() - * 1e-6 * model.exposure_model.concentration_model.virus.viral_load_in_sputum) - long_range_normed_concentration=np.interp(model.short_range.expirations[index].particle.diameter, self.exposure_model.concentration_model.infected.particle.diameter, self.exposure_model.concentration_model._normed_concentration(time)) - return self.short_range.short_range_concentration(long_range_normed_concentration, dilution, jet_origin_concentration) - - return self.exposure_model.concentration_model._normed_concentration(time) - - def concentration(self, time: float) -> _VectorisedFloat: - for index, period in enumerate(self.short_range.presence): - start, finish = tuple(period.boundaries()) - if start <= time <= finish: - model = nested_replace( - self, {'exposure_model.concentration_model.infected.expiration': self.short_range.expirations[index]} - ) - return model._normed_concentration(time) * model.exposure_model.concentration_model.infected.emission_rate_when_present() - return self._normed_concentration(time) * self.exposure_model.concentration_model.infected.emission_rate_when_present() - - def deposited_exposure_between_bounds(self, time1: float, time2: float) -> _VectorisedFloat: - for index, period in enumerate(self.short_range.presence): - start, finish = tuple(period.boundaries()) - if (start <= time1 <= finish and start <= time2 <= finish): # What if one is SR and another LR? - # Check if the given times are within the short range interactions - model = nested_replace( - self, {'exposure_model.concentration_model.infected.expiration': self.short_range.expirations[index]} - ) - emission_rate_per_aerosol = model.exposure_model.concentration_model.infected.emission_rate_per_aerosol_when_present() - aerosols = model.exposure_model.concentration_model.infected.aerosols() - fdep = model.exposure_model.fraction_deposited() - f_inf = model.exposure_model.concentration_model.infected.fraction_of_infectious_virus() - - diameter = self.exposure_model.concentration_model.infected.particle.diameter - - if not np.isscalar(diameter) and diameter is not None: - # we compute first the mean of all diameter-dependent quantities - # to perform properly the Monte-Carlo integration over - # particle diameters (doing things in another order would - # lead to wrong results). - dep_exposure_integrated = np.array(self._normed_exposure_between_bounds(time1, time2) * - aerosols * - fdep).mean() - else: - # in the case of a single diameter or no diameter defined, - # one should not take any mean at this stage. - dep_exposure_integrated = self._normed_exposure_between_bounds(time1, time2)*aerosols*fdep - - # then we multiply by the diameter-independent quantity emission_rate_per_aerosol, - # and parameters of the vD equation (i.e. f_inf, BR_k and n_in). - return (dep_exposure_integrated * emission_rate_per_aerosol * - f_inf * model.exposure_model.exposed.activity.inhalation_rate * - (1 - self.exposure_model.exposed.mask.inhale_efficiency())) - - return self.exposure_model.deposited_exposure_between_bounds(time1, time2) - - def infection_probability(self): - dose = 0.0 - for start, stop in self.short_range.long_range_presence.boundaries(): - dose += self.exposure_model.deposited_exposure_between_bounds(start, stop) - - for presence in self.short_range.presence: - start, stop = presence.boundaries() - dose += self.deposited_exposure_between_bounds(start, stop) - - vD = dose * self.exposure_model.repeats - - # oneoverln2 multiplied by ID_50 corresponds to ID_63. - infectious_dose = oneoverln2 * self.exposure_model.concentration_model.virus.infectious_dose - - # Probability of infection. - return (1 - np.exp(-((vD * (1 - self.exposure_model.exposed.host_immunity))/(infectious_dose * - self.exposure_model.concentration_model.virus.transmissibility_factor)))) * 100 \ No newline at end of file diff --git a/cara/monte_carlo/data.py b/cara/monte_carlo/data.py index 8a7cae0f..832e1137 100644 --- a/cara/monte_carlo/data.py +++ b/cara/monte_carlo/data.py @@ -3,7 +3,6 @@ import typing import numpy as np from scipy import special as sp -import scipy.integrate import cara.monte_carlo as mc from cara.monte_carlo.sampleable import Normal,LogNormal,LogCustomKernel,CustomKernel,Uniform @@ -52,9 +51,6 @@ class BLOmodel: np.exp(-(np.log(d) - mu) ** 2 / (2 * sigma ** 2)) for A,cn,mu,sigma in zip(self.BLO_factors, self.cn, self.mu, self.sigma) ) - - def volume(self, d): - return(np.pi * d**3) / 6 def integrate(self, dmin, dmax): """ From e8065e48c3e8296052d2ae1c792034abae8c9bf6 Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Thu, 17 Feb 2022 11:54:10 +0100 Subject: [PATCH 17/85] Fixed ExposureModel in tests --- cara/apps/calculator/report_generator.py | 8 ------ cara/apps/expert.py | 6 +++- cara/models.py | 7 +++-- cara/tests/conftest.py | 22 +++++++++++---- cara/tests/models/test_exposure_model.py | 32 ++++++++++++++-------- cara/tests/test_known_quantities.py | 23 ++++++++-------- cara/tests/test_monte_carlo.py | 26 ++++++++++++------ cara/tests/test_monte_carlo_full_models.py | 32 ++++++++++++++++------ 8 files changed, 100 insertions(+), 56 deletions(-) diff --git a/cara/apps/calculator/report_generator.py b/cara/apps/calculator/report_generator.py index b1fc09fc..4d2a9210 100644 --- a/cara/apps/calculator/report_generator.py +++ b/cara/apps/calculator/report_generator.py @@ -96,14 +96,6 @@ def interesting_times(model: models.ExposureModel, approx_n_pts=100) -> typing.L return nice_times -def short_range_interesting_times(model: models.ExposureModel, times: typing.List[float]) -> typing.List[float]: - short_range_times : typing.List[float] = [] - for period in model.concentration_model.infected.short_range_presence: - start, finish = tuple(period.boundaries()) - short_range_times = short_range_times + [time for time in times if time >= start and time <= finish] - return short_range_times - - def calculate_report_data(model: models.ExposureModel): times = interesting_times(model) short_range_intervals = [] diff --git a/cara/apps/expert.py b/cara/apps/expert.py index 31f589dc..33065bbe 100644 --- a/cara/apps/expert.py +++ b/cara/apps/expert.py @@ -503,7 +503,11 @@ baseline_model = models.ExposureModel( ), evaporation_factor=0.3, ), - short_range=[], + short_range=models.ShortRangeModel( + presence=[], + expirations=[], + dilutions=[], + ), exposed=models.Population( number=10, presence=models.SpecificInterval(((8., 12.), (13., 17.))), diff --git a/cara/models.py b/cara/models.py index f95dc1d8..db23fafb 100644 --- a/cara/models.py +++ b/cara/models.py @@ -635,6 +635,9 @@ class _ExpirationBase: raise NotImplementedError("Subclass must implement") def jet_origin_concentration(self): + """ + concentration of viruses at the jet origin (mL/m3). + """ raise NotImplementedError("Subclass must implement") @@ -896,7 +899,7 @@ class InfectedPopulation(_PopulationWithVirus): class ConcentrationModel: room: Room ventilation: _VentilationBase - infected: _PopulationWithVirus + infected: InfectedPopulation #: evaporation factor: the particles' diameter is multiplied by this # factor as soon as they are in the air (but AFTER going out of the, @@ -1078,7 +1081,7 @@ class ShortRangeModel: expirations: typing.List[Expiration] #: The dilution factors for each of the expiratory activity in the short range interactions - dilutions: _VectorisedFloat + dilutions: typing.List[_VectorisedFloat] def _normed_concentration(self, concentration_model: ConcentrationModel, time: float) -> _VectorisedFloat: # normalized only by the viral load diff --git a/cara/tests/conftest.py b/cara/tests/conftest.py index 27ce9f1d..e5d94fe6 100644 --- a/cara/tests/conftest.py +++ b/cara/tests/conftest.py @@ -6,7 +6,7 @@ import pytest @pytest.fixture -def baseline_model(): +def baseline_concentration_model(): model = models.ConcentrationModel( room=models.Room(volume=75), ventilation=models.AirChange( @@ -30,14 +30,24 @@ def baseline_model(): @pytest.fixture -def baseline_exposure_model(baseline_model): +def baseline_sr_model(): + return models.ShortRangeModel( + presence=[], + expirations=[], + dilutions=[], + ) + + +@pytest.fixture +def baseline_exposure_model(baseline_concentration_model, baseline_sr_model): return models.ExposureModel( - baseline_model, + baseline_concentration_model, + baseline_sr_model, exposed=models.Population( number=1000, - presence=baseline_model.infected.presence, - activity=baseline_model.infected.activity, - mask=baseline_model.infected.mask, + presence=baseline_concentration_model.infected.presence, + activity=baseline_concentration_model.infected.activity, + mask=baseline_concentration_model.infected.mask, host_immunity=0., ), ) diff --git a/cara/tests/models/test_exposure_model.py b/cara/tests/models/test_exposure_model.py index 238e2316..ae185852 100644 --- a/cara/tests/models/test_exposure_model.py +++ b/cara/tests/models/test_exposure_model.py @@ -90,8 +90,8 @@ def known_concentrations(func): np.array([40.91708675, 91.46172332]), np.array([51.6749232285, 80.3196524031])], ]) def test_exposure_model_ndarray(population, cm, - expected_exposure, expected_probability): - model = ExposureModel(cm, population) + expected_exposure, expected_probability, sr_model): + model = ExposureModel(cm, sr_model, population) np.testing.assert_almost_equal( model.deposited_exposure(), expected_exposure ) @@ -110,10 +110,10 @@ def test_exposure_model_ndarray(population, cm, [populations[1], np.array([2.13410688, 1.98167067])], [populations[2], np.array([1.36390289, 1.52436206])], ]) -def test_exposure_model_ndarray_and_float_mix(population, expected_deposited_exposure): +def test_exposure_model_ndarray_and_float_mix(population, expected_deposited_exposure, sr_model): cm = known_concentrations( lambda t: 0. if np.floor(t) % 2 else np.array([1.2, 1.2])) - model = ExposureModel(cm, population) + model = ExposureModel(cm, sr_model, population) np.testing.assert_almost_equal( model.deposited_exposure(), expected_deposited_exposure @@ -128,17 +128,17 @@ def test_exposure_model_ndarray_and_float_mix(population, expected_deposited_exp [populations[1], np.array([2.13410688, 1.98167067])], [populations[2], np.array([1.36390289, 1.52436206])], ]) -def test_exposure_model_vector(population, expected_deposited_exposure): +def test_exposure_model_vector(population, expected_deposited_exposure, sr_model): cm_array = known_concentrations(lambda t: np.array([1.2, 1.2])) - model_array = ExposureModel(cm_array, population) + model_array = ExposureModel(cm_array, sr_model, population) np.testing.assert_almost_equal( model_array.deposited_exposure(), np.array(expected_deposited_exposure) ) -def test_exposure_model_scalar(): +def test_exposure_model_scalar(sr_model): cm_scalar = known_concentrations(lambda t: 1.2) - model_scalar = ExposureModel(cm_scalar, populations[0]) + model_scalar = ExposureModel(cm_scalar, sr_model, populations[0]) expected_deposited_exposure = 1.52436206 np.testing.assert_almost_equal( model_scalar.deposited_exposure(), expected_deposited_exposure @@ -169,6 +169,14 @@ def conc_model(): ) +@pytest.fixture +def sr_model(): + return models.ShortRangeModel( + presence=[], + expirations=[], + dilutions=[], + ) + # Expected deposited exposure were computed with a trapezoidal integration, using # a mesh of 10'000 pts per exposed presence interval. @pytest.mark.parametrize( @@ -183,17 +191,17 @@ def conc_model(): ] ) def test_exposure_model_integral_accuracy(exposed_time_interval, - expected_deposited_exposure, conc_model): + expected_deposited_exposure, conc_model, sr_model): presence_interval = models.SpecificInterval((exposed_time_interval,)) population = models.Population( 10, presence_interval, models.Mask.types['Type I'], models.Activity.types['Standing'], 0., ) - model = ExposureModel(conc_model, population) + model = ExposureModel(conc_model, sr_model, population) np.testing.assert_allclose(model.deposited_exposure(), expected_deposited_exposure) -def test_infectious_dose_vectorisation(): +def test_infectious_dose_vectorisation(sr_model): infected_population = models.InfectedPopulation( number=1, presence=halftime, @@ -216,7 +224,7 @@ def test_infectious_dose_vectorisation(): 10, presence_interval, models.Mask.types['Type I'], models.Activity.types['Standing'], 0., ) - model = ExposureModel(cm, population) + model = ExposureModel(cm, sr_model, population) inf_probability = model.infection_probability() assert isinstance(inf_probability, np.ndarray) assert inf_probability.shape == (3, ) diff --git a/cara/tests/test_known_quantities.py b/cara/tests/test_known_quantities.py index 2ab80fc8..78c4541f 100644 --- a/cara/tests/test_known_quantities.py +++ b/cara/tests/test_known_quantities.py @@ -6,10 +6,10 @@ import cara.models as models import cara.data as data -def test_no_mask_superspeading_emission_rate(baseline_model): +def test_no_mask_superspeading_emission_rate(baseline_concentration_model): expected_rate = 48500. npt.assert_allclose( - [baseline_model.infected.emission_rate(float(t)) for t in [0, 1, 4, 4.5, 5, 8, 9]], + [baseline_concentration_model.infected.emission_rate(float(t)) for t in [0, 1, 4, 4.5, 5, 8, 9]], [0, expected_rate, expected_rate, 0, 0, expected_rate, 0], rtol=1e-12 ) @@ -38,10 +38,10 @@ def baseline_periodic_hepa(): ) -def test_concentrations(baseline_model): +def test_concentrations(baseline_concentration_model): # expected concentrations were computed analytically ts = [0, 4, 5, 7, 10] - concentrations = [baseline_model.concentration(float(t)) for t in ts] + concentrations = [baseline_concentration_model.concentration(float(t)) for t in ts] npt.assert_allclose( concentrations, [0.000000e+00, 20.805628, 6.602814e-13, 20.805628, 2.09545e-26], @@ -49,13 +49,13 @@ def test_concentrations(baseline_model): ) -def test_smooth_concentrations(baseline_model): +def test_smooth_concentrations(baseline_concentration_model): # We don't care about the actual concentrations in this test, but rather # that the curve itself is smooth. dx = 0.002 dy_limit = 0.2 # Anything more than this (in relative) is a bit steep. ts = np.arange(0, 10, dx) - concentrations = [baseline_model.concentration(float(t)) for t in ts] + concentrations = [baseline_concentration_model.concentration(float(t)) for t in ts] assert np.abs(np.diff(concentrations)).max()/np.mean(concentrations) < dy_limit @@ -367,10 +367,11 @@ def test_concentrations_refine_times(time): npt.assert_allclose(m1.concentration(time), m2.concentration(time), rtol=1e-8) -def build_exposure_model(concentration_model): +def build_exposure_model(concentration_model, short_range_model): infected = concentration_model.infected return models.ExposureModel( concentration_model=concentration_model, + short_range=short_range_model, exposed=models.Population( number=10, presence=infected.presence, @@ -390,13 +391,13 @@ def build_exposure_model(concentration_model): ['Jun', 1721.03336729], ], ) -def test_exposure_hourly_dep(month,expected_deposited_exposure): +def test_exposure_hourly_dep(month,expected_deposited_exposure, baseline_sr_model): m = build_exposure_model( build_hourly_dependent_model( month, intervals_open=((0., 24.), ), intervals_presence_infected=((8., 12.), (13., 17.)) - ) + ), baseline_sr_model ) deposited_exposure = m.deposited_exposure() npt.assert_allclose(deposited_exposure, expected_deposited_exposure) @@ -411,14 +412,14 @@ def test_exposure_hourly_dep(month,expected_deposited_exposure): ['Jun', 1799.17597184], ], ) -def test_exposure_hourly_dep_refined(month,expected_deposited_exposure): +def test_exposure_hourly_dep_refined(month,expected_deposited_exposure, baseline_sr_model): m = build_exposure_model( build_hourly_dependent_model( month, intervals_open=((0., 24.),), intervals_presence_infected=((8., 12.), (13., 17.)), temperatures=data.GenevaTemperatures, - ) + ), baseline_sr_model ) deposited_exposure = m.deposited_exposure() npt.assert_allclose(deposited_exposure, expected_deposited_exposure, rtol=0.02) diff --git a/cara/tests/test_monte_carlo.py b/cara/tests/test_monte_carlo.py index 8a8b0271..ba6a3de6 100644 --- a/cara/tests/test_monte_carlo.py +++ b/cara/tests/test_monte_carlo.py @@ -38,7 +38,7 @@ def test_type_annotations(): @pytest.fixture -def baseline_mc_model() -> cara.monte_carlo.ConcentrationModel: +def baseline_mc_concentration_model() -> cara.monte_carlo.ConcentrationModel: mc_model = cara.monte_carlo.ConcentrationModel( room=cara.monte_carlo.Room(volume=cara.monte_carlo.sampleable.Normal(75, 20)), ventilation=cara.monte_carlo.SlidingWindow( @@ -62,21 +62,31 @@ def baseline_mc_model() -> cara.monte_carlo.ConcentrationModel: @pytest.fixture -def baseline_mc_exposure_model(baseline_mc_model) -> cara.monte_carlo.ExposureModel: +def baseline_mc_sr_model() -> cara.monte_carlo.ShortRangeModel: + return cara.monte_carlo.ShortRangeModel( + presence=[], + expirations=[], + dilutions=[], + ) + + +@pytest.fixture +def baseline_mc_exposure_model(baseline_mc_concentration_model, baseline_mc_sr_model) -> cara.monte_carlo.ExposureModel: return cara.monte_carlo.ExposureModel( - baseline_mc_model, + baseline_mc_concentration_model, + baseline_mc_sr_model, exposed=cara.models.Population( number=10, - presence=baseline_mc_model.infected.presence, - activity=baseline_mc_model.infected.activity, - mask=baseline_mc_model.infected.mask, + presence=baseline_mc_concentration_model.infected.presence, + activity=baseline_mc_concentration_model.infected.activity, + mask=baseline_mc_concentration_model.infected.mask, host_immunity=0., ) ) -def test_build_concentration_model(baseline_mc_model: cara.monte_carlo.ConcentrationModel): - model = baseline_mc_model.build_model(7) +def test_build_concentration_model(baseline_mc_concentration_model: cara.monte_carlo.ConcentrationModel): + model = baseline_mc_concentration_model.build_model(7) assert isinstance(model, cara.models.ConcentrationModel) assert isinstance(model.concentration(time=0.), float) conc = model.concentration(time=1.) diff --git a/cara/tests/test_monte_carlo_full_models.py b/cara/tests/test_monte_carlo_full_models.py index b4aa247d..70b0e498 100644 --- a/cara/tests/test_monte_carlo_full_models.py +++ b/cara/tests/test_monte_carlo_full_models.py @@ -41,7 +41,15 @@ TorontoTemperatures = { # in the following tests, were obtained from the feature/mc branch @pytest.fixture -def shared_office_mc(): +def sr_model_mc() -> mc.ShortRangeModel: + return mc.ShortRangeModel( + presence=[], + expirations=[], + dilutions=[], + ) + +@pytest.fixture +def shared_office_mc(sr_model_mc): """ Corresponds to the 1st line of Table 4 in https://doi.org/10.1101/2021.10.14.21264988 """ @@ -72,6 +80,7 @@ def shared_office_mc(): ) return mc.ExposureModel( concentration_model=concentration_mc, + short_range=sr_model_mc, exposed=mc.Population( number=3, presence=mc.SpecificInterval(present_times=((0, 3.5), (4.5, 9))), @@ -83,7 +92,7 @@ def shared_office_mc(): @pytest.fixture -def classroom_mc(): +def classroom_mc(sr_model_mc): """ Corresponds to the 2nd line of Table 4 in https://doi.org/10.1101/2021.10.14.21264988 """ @@ -114,6 +123,7 @@ def classroom_mc(): ) return mc.ExposureModel( concentration_model=concentration_mc, + short_range=sr_model_mc, exposed=mc.Population( number=19, presence=models.SpecificInterval(((0, 2), (2.5, 4), (5, 7), (7.5, 9))), @@ -125,7 +135,7 @@ def classroom_mc(): @pytest.fixture -def ski_cabin_mc(): +def ski_cabin_mc(sr_model_mc): """ Corresponds to the 3rd line of Table 4 in https://doi.org/10.1101/2021.10.14.21264988 """ @@ -147,6 +157,7 @@ def ski_cabin_mc(): ) return mc.ExposureModel( concentration_model=concentration_mc, + short_range=sr_model_mc, exposed=mc.Population( number=3, presence=models.SpecificInterval(((0, 20/60),)), @@ -158,7 +169,7 @@ def ski_cabin_mc(): @pytest.fixture -def skagit_chorale_mc(): +def skagit_chorale_mc(sr_model_mc): """ Corresponds to the 4th line of Table 4 in https://doi.org/10.1101/2021.10.14.21264988, assuming viral is 10**9 instead of a LogCustomKernel distribution. @@ -186,6 +197,7 @@ def skagit_chorale_mc(): ) return mc.ExposureModel( concentration_model=concentration_mc, + short_range=sr_model_mc, exposed=mc.Population( number=60, presence=models.SpecificInterval(((0, 2.5), )), @@ -197,7 +209,7 @@ def skagit_chorale_mc(): @pytest.fixture -def bus_ride_mc(): +def bus_ride_mc(sr_model_mc): """ Corresponds to the 5th line of Table 4 in https://doi.org/10.1101/2021.10.14.21264988, assuming viral is 5*10**8 instead of a LogCustomKernel distribution. @@ -225,6 +237,7 @@ def bus_ride_mc(): ) return mc.ExposureModel( concentration_model=concentration_mc, + short_range=sr_model_mc, exposed=mc.Population( number=67, presence=models.SpecificInterval(((0, 1.67), )), @@ -236,7 +249,7 @@ def bus_ride_mc(): @pytest.fixture -def gym_mc(): +def gym_mc(sr_model_mc): """ Gym model for testing """ @@ -259,6 +272,7 @@ def gym_mc(): ) return mc.ExposureModel( concentration_model=concentration_mc, + short_range=sr_model_mc, exposed=mc.Population( number=28, presence=concentration_mc.infected.presence, @@ -270,7 +284,7 @@ def gym_mc(): @pytest.fixture -def waiting_room_mc(): +def waiting_room_mc(sr_model_mc): """ Waiting room model for testing """ @@ -293,6 +307,7 @@ def waiting_room_mc(): ) return mc.ExposureModel( concentration_model=concentration_mc, + short_range=sr_model_mc, exposed=mc.Population( number=14, presence=concentration_mc.infected.presence, @@ -340,7 +355,7 @@ def test_report_models(mc_model, expected_pi, expected_new_cases, ], ) def test_small_shared_office_Geneva(mask_type, month, expected_pi, - expected_dose, expected_ER): + expected_dose, expected_ER, sr_model_mc): concentration_mc = mc.ConcentrationModel( room=models.Room(volume=33, humidity=0.5), ventilation=models.MultipleVentilation( @@ -370,6 +385,7 @@ def test_small_shared_office_Geneva(mask_type, month, expected_pi, ) exposure_mc = mc.ExposureModel( concentration_model=concentration_mc, + short_range=sr_model_mc, exposed=mc.Population( number=1, presence=concentration_mc.infected.presence, From 2f0ea6110d4e2db521e0f1a8b996151e9267d693 Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Thu, 17 Feb 2022 16:26:49 +0100 Subject: [PATCH 18/85] Removed X from UI short range dialog --- cara/apps/templates/base/calculator.form.html.j2 | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/cara/apps/templates/base/calculator.form.html.j2 b/cara/apps/templates/base/calculator.form.html.j2 index b6da060a..0a6a66fe 100644 --- a/cara/apps/templates/base/calculator.form.html.j2 +++ b/cara/apps/templates/base/calculator.form.html.j2 @@ -387,9 +387,9 @@
      - + #}
      From 8566657f81a58d702f0af1880b87472c77f7f1e3 Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Thu, 17 Feb 2022 16:27:20 +0100 Subject: [PATCH 19/85] Changed type of short range presence and added tests --- cara/models.py | 3 +- cara/tests/models/test_short_range_model.py | 78 +++++++++++++++++++++ 2 files changed, 80 insertions(+), 1 deletion(-) create mode 100644 cara/tests/models/test_short_range_model.py diff --git a/cara/models.py b/cara/models.py index db23fafb..444782b6 100644 --- a/cara/models.py +++ b/cara/models.py @@ -673,6 +673,7 @@ class Expiration(_ExpirationBase): return self.cn * (volume(self.diameter) * (1 - mask.exhale_efficiency(self.diameter))) * 1e-12 + @cached() def jet_origin_concentration(self): def volume(d): return (np.pi * d**3) / 6. @@ -1075,7 +1076,7 @@ class ConcentrationModel: @dataclass(frozen=True) class ShortRangeModel: #: Short range interactions - presence: typing.List[Interval] + presence: typing.List[SpecificInterval] #: Expiration type expirations: typing.List[Expiration] diff --git a/cara/tests/models/test_short_range_model.py b/cara/tests/models/test_short_range_model.py new file mode 100644 index 00000000..7626dce3 --- /dev/null +++ b/cara/tests/models/test_short_range_model.py @@ -0,0 +1,78 @@ +import typing +from unicodedata import decimal + +import numpy as np +import pytest + +from cara import models +from cara.models import ShortRangeModel +from cara.apps.calculator.model_generator import build_expiration +from cara.monte_carlo.data import dilution_factor, short_range_expiration_distributions + + +@pytest.fixture +def concentration_model(): + return models.ConcentrationModel( + room=models.Room(volume=75), + ventilation=models.AirChange( + active=models.SpecificInterval(present_times=((8.5, 12.5), (13.5, 17.5))), + air_exch=30., + ), + infected=models.InfectedPopulation( + number=1, + virus=models.Virus.types['SARS_CoV_2'], + presence=models.SpecificInterval(present_times=((8.5, 12.5), (13.5, 17.5))), + mask=models.Mask.types['No mask'], + activity=models.Activity.types['Light activity'], + expiration=build_expiration({'Speaking': 0.33, 'Breathing': 0.67}).build_model(250000), + host_immunity=0., + ), + evaporation_factor=0.3, + ) + + +activities = ['Breathing', 'Speaking', 'Shouting'] + + +@pytest.fixture +def presences(): + return [models.SpecificInterval((10.5, 11.0)), + models.SpecificInterval((14.5, 15.0)), + models.SpecificInterval((16.5, 17.5)),] + + +@pytest.fixture +def expirations(): + return [short_range_expiration_distributions[activity] for activity in activities] + + +@pytest.fixture +def dilutions(): + return dilution_factor(activities=activities, + distance=np.random.uniform(0.5, 1.5, 250000)) + + +def test_short_range_model_ndarray(concentration_model, presences, expirations, dilutions): + model = ShortRangeModel(presences, expirations, dilutions) + assert isinstance(model._normed_concentration(concentration_model, 10.75), np.ndarray) + assert isinstance(model.short_range_concentration(concentration_model, 14.75), np.ndarray) + assert isinstance(model.normed_exposure_between_bounds(concentration_model, 16.6, 17.7), np.ndarray) + + +@pytest.mark.parametrize( + "time, expected_sr_normed_concentration, expected_concentration", [ + [10.75, 1.1066751695e-07, 110.66751695458098], + [14.75, 3.451543659539623e-07, 345.15431668253206], + [16.75, 3.433877350917482e-07, 343.38772746180666], + ] +) +def test_short_range_model(time, expected_sr_normed_concentration, expected_concentration, + concentration_model, presences, expirations, dilutions): + + model = ShortRangeModel(presences, expirations, dilutions) + np.testing.assert_almost_equal( + model._normed_concentration(concentration_model, time).mean(), expected_sr_normed_concentration + ) + np.testing.assert_almost_equal( + model.short_range_concentration(concentration_model, time).mean(), expected_concentration, decimal=0 + ) \ No newline at end of file From 46d99c4f323c25f2bbea1ee92b3ba23481865df4 Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Thu, 17 Feb 2022 17:31:24 +0100 Subject: [PATCH 20/85] Added documentation on the adapted methods --- cara/models.py | 79 ++++++++++++++++++++++++++++++++++++-------------- 1 file changed, 58 insertions(+), 21 deletions(-) diff --git a/cara/models.py b/cara/models.py index 444782b6..e1ab9809 100644 --- a/cara/models.py +++ b/cara/models.py @@ -1001,7 +1001,7 @@ class ConcentrationModel: def _normed_concentration(self, time: float) -> _VectorisedFloat: """ - Virus exposure concentration, as a function of time, and + Virus long range exposure concentration, as a function of time, and normalized by the emission rate. The formulas used here assume that all parameters (ventilation, emission rate) are constant between two state changes - only @@ -1027,18 +1027,18 @@ class ConcentrationModel: def concentration(self, time: float) -> _VectorisedFloat: """ - Virus exposure concentration, as a function of time. + Virus long range exposure concentration, as a function of time. Note that time is not vectorised. You can only pass a single float to this method. """ return (self._normed_concentration(time) * - self.infected.emission_rate_when_present()) + self.infected.emission_rate_when_present()) @method_cache def normed_integrated_concentration(self, start: float, stop: float) -> _VectorisedFloat: """ - Get the integrated concentration of viruses in the air between the times start and stop, + Get the integrated long range concentration of viruses in the air between the times start and stop, normalized by the emission rate. """ if stop <= self._first_presence_time(): @@ -1078,32 +1078,53 @@ class ShortRangeModel: #: Short range interactions presence: typing.List[SpecificInterval] - #: Expiration type + #: Expiration types expirations: typing.List[Expiration] - #: The dilution factors for each of the expiratory activity in the short range interactions + #: The dilution factors for each of the expiratory activity dilutions: typing.List[_VectorisedFloat] - def _normed_concentration(self, concentration_model: ConcentrationModel, time: float) -> _VectorisedFloat: - # normalized only by the viral load + def _normed_concentration(self, concentration_model: ConcentrationModel, time: float) -> _VectorisedFloat: + """ + Virus short range exposure concentration, as a function of time. + + If the given time falls within a short range interval it returns the + short range concentration normalized by the virus viral load. Otherwise + it returns 0. + """ for index, period in enumerate(self.presence): start, finish = tuple(period.boundaries()) + # Verifies if the given time falls within a short range interaction if start < time <= finish: dilution = self.dilutions[index] jet_origin_concentration = concentration_model.infected.expiration.jet_origin_concentration() + # Long range concentration normalized by the virus viral load + long_range_normed_concentration = concentration_model.concentration(time) / concentration_model.virus.viral_load_in_sputum - background_concentration = concentration_model.concentration(time) / concentration_model.virus.viral_load_in_sputum - long_range_normed_concentration=np.interp(self.expirations[index].particle.diameter, concentration_model.infected.particle.diameter, background_concentration) + # The long range concentration values are then approximated using interpolation: + # The set of points where we want the interpolated values are the short range particle diameters (given the current expiration); + # The set of points with a known value are the long range particle diameters (given the initial expiration); + # The set of known values are the long range concentration values normalized by the viral load. + long_range_normed_concentration=np.interp(self.expirations[index].particle.diameter, concentration_model.infected.particle.diameter, long_range_normed_concentration) + # Short range concentration formula. The long range concentration is added in the concentration method (ExposureModel). return ((1/dilution)*(jet_origin_concentration - long_range_normed_concentration)) return 0. def short_range_concentration(self, concentration_model: ConcentrationModel, time: float): + """ + Virus short range exposure concentration, as a function of time. + """ return (self._normed_concentration(concentration_model, time) * concentration_model.virus.viral_load_in_sputum) def normed_exposure_between_bounds(self, concentration_model, time1, time2): + """ + Get the integrated short range concentration of viruses in the air between the times start and stop, + normalized by the virus viral load. + """ + # TODO Implement the integration without using scipy. return scipy.integrate.quad_vec(lambda t: self._normed_concentration(concentration_model, t), time1, time2)[0] @@ -1119,7 +1140,7 @@ class ExposureModel: #: The virus concentration model which this exposure model should consider. concentration_model: ConcentrationModel - #: The short range model which this simulation model should consider. + #: The short range model which this exposure model should consider. short_range: ShortRangeModel #: The population of non-infected people to be used in the model. @@ -1156,11 +1177,26 @@ class ExposureModel: exposure += self.concentration_model.normed_integrated_concentration(start, stop) return exposure - def concentration(self, time: float) -> _VectorisedFloat: + def concentration(self, time: float) -> _VectorisedFloat: + """ + Virus exposure concentration, as a function of time. + + It considers the long range concentration with the + contribution of the short range concentration. + """ return (self.concentration_model.concentration(time) + self.short_range.short_range_concentration(self.concentration_model, time)) def deposited_exposure_between_bounds(self, time1: float, time2: float) -> _VectorisedFloat: + """ + The number of virus per m^3 deposited on the respiratory tract + between any two times. + + Considers a contribution between the short range and long range exposures: + It calculates the deposited exposure given a short range interaction (if any). + Then, the deposited exposure given the long range interactions is added to the + initial deposited exposure. + """ deposited_exposure = 0. for index, period in enumerate(self.short_range.presence): start, stop = tuple(period.boundaries()) @@ -1180,48 +1216,50 @@ class ExposureModel: fdep = self.short_range.expirations[index].particle.fraction_deposited(evaporation_factor=1.0) #ASK for evaporation factor diameter = self.short_range.expirations[index].particle.diameter + # Aerosols not considered given the formula for the initial concentration at mouth/nose. if not np.isscalar(diameter) and diameter is not None: # we compute first the mean of all diameter-dependent quantities # to perform properly the Monte-Carlo integration over # particle diameters (doing things in another order would # lead to wrong results). deposited_exposure += np.array(short_range_exposure * - #aerosols * fdep).mean() else: # in the case of a single diameter or no diameter defined, # one should not take any mean at this stage. - deposited_exposure += short_range_exposure*fdep#*aerosols + deposited_exposure += short_range_exposure*fdep + # then we multiply by the diameter-independent quantity virus viral load deposited_exposure *= self.concentration_model.virus.viral_load_in_sputum - # Background concentration + # Long range concentration emission_rate_per_aerosol = self.concentration_model.infected.emission_rate_per_aerosol_when_present() f_inf = self.concentration_model.infected.fraction_of_infectious_virus() aerosols = self.concentration_model.infected.aerosols() fdep = self.long_range_fraction_deposited() diameter = self.concentration_model.infected.particle.diameter - + if not np.isscalar(diameter) and diameter is not None: # we compute first the mean of all diameter-dependent quantities # to perform properly the Monte-Carlo integration over # particle diameters (doing things in another order would # lead to wrong results). dep_exposure_integrated = np.array(self._long_range_normed_exposure_between_bounds(time1, time2) * - aerosols * - fdep).mean() + aerosols * + fdep).mean() else: # in the case of a single diameter or no diameter defined, # one should not take any mean at this stage. dep_exposure_integrated = self._long_range_normed_exposure_between_bounds(time1, time2)*aerosols*fdep # then we multiply by the diameter-independent quantity emission_rate_per_aerosol, - # and parameters of the vD equation (i.e. f_inf, BR_k and n_in). + # and parameters of the vD equation (i.e. BR_k and n_in). deposited_exposure += (dep_exposure_integrated * emission_rate_per_aerosol * self.exposed.activity.inhalation_rate * (1 - self.exposed.mask.inhale_efficiency())) + # In the end we multiply the final results by the fraction of infectious virus of the vD equation. return f_inf * deposited_exposure def deposited_exposure(self) -> _VectorisedFloat: @@ -1266,5 +1304,4 @@ class ExposureModel: self, {'concentration_model.infected.number': 1} ) - return single_exposure_model.expected_new_cases() - \ No newline at end of file + return single_exposure_model.expected_new_cases() \ No newline at end of file From f56a92af3be124e3fb5fd6bb1fd5acad57858375 Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Thu, 24 Feb 2022 16:33:35 +0100 Subject: [PATCH 21/85] Added Edit button to the Short Range Dialog --- cara/apps/calculator/static/js/form.js | 106 ++++++++++++------ .../templates/base/calculator.form.html.j2 | 2 +- 2 files changed, 72 insertions(+), 36 deletions(-) diff --git a/cara/apps/calculator/static/js/form.js b/cara/apps/calculator/static/js/form.js index b041ffa3..0fa68ec5 100644 --- a/cara/apps/calculator/static/js/form.js +++ b/cara/apps/calculator/static/js/form.js @@ -537,13 +537,16 @@ function overlapped_times(obj, start_time, finish_time) { let parameter = document.getElementById($(obj).attr('id')); //Adds the red border and error message. if (!$(obj).hasClass("red_border")) $(parameter).addClass("red_border"); - insertErrorFor(parameter, "Short range interactions must be within the simulation time.") - return; + insertErrorFor(parameter, "Short range interactions must be within the simulation time."); + return false; } let current_interaction = $(obj).closest(".form_field_outer_row"); - $(".form_field_outer_row").not(current_interaction).each(function(index) { - start_time_2 = parseTimeToMins($('#sr_start_no_' + String(index + 1)).val()); - finish_time_2 = start_time_2 + parseInt($('#sr_duration_no_' + String(index + 1)).val()); + var toReturn = true; + $(".form_field_outer_row.row_validated").not(current_interaction).each(function(index, el) { + let current_start_el = $(el).find("input[name='short_range_start_time']"); + let current_duration_el = $(el).find("input[name='short_range_duration']") + start_time_2 = parseTimeToMins(current_start_el.val()) + finish_time_2 = parseTimeToMins(current_start_el.val()) + parseInt(current_duration_el.val()); if ((start_time >= start_time_2 && start_time <= finish_time_2) || ( //If hour input is within other time range finish_time >= start_time_2 && finish_time <= finish_time_2) || //If finish time input is within other time range (start_time <= start_time_2 && finish_time >= finish_time_2) || //If start and finish inputs encompass other time range @@ -551,9 +554,11 @@ function overlapped_times(obj, start_time, finish_time) { let parameter = document.getElementById($(obj).attr('id')); if (!$(obj).hasClass("red_border")) $(parameter).addClass("red_border"); //Adds the red border and error message. insertErrorFor(parameter, "Short range interactions must not overlap.") + toReturn = false; return false; } }); + return toReturn; } function validate_sr_time(obj) { @@ -568,7 +573,7 @@ function validate_sr_time(obj) { $("#sr_duration_no_" + obj_id).val(""); $("#sr_duration_no_" + obj_id).prop("disabled", true); } - overlapped_times(obj, start_time, finish_time); + return overlapped_times(obj, start_time, finish_time); }; // Check if short range durations are filled, and if there is no repetitions @@ -633,6 +638,8 @@ $(document).ready(function () { document.getElementById('sr_activity_no_' + String(index)).disabled = true; document.getElementById('sr_start_no_' + String(index)).disabled = true; document.getElementById('sr_duration_no_' + String(index)).disabled = true; + document.getElementById('edit_row_no_' + String(index)).style.cssText = 'display:inline !important'; + document.getElementById('validate_row_no_' + String(index)).style.cssText = 'display: none !important'; index++; } $("#sr_interactions").text(index - 1); @@ -827,10 +834,12 @@ $(document).ready(function () {
      -
      +
      -
      - +
      + + +
      @@ -842,45 +851,72 @@ $(document).ready(function () { let index = $(".form_field_outer").find(".form_field_outer_row").length; if (index == 0) $("#dialog_sr").append(inject_sr_interaction(1, value = { activity: "", start_time: "", duration: "" })); else { - let activity = validate_sr_parameter('#sr_activity_no_' + String(index)[0], "You must specify the activity type."); - let start = validate_sr_parameter('#sr_start_no_' + String(index)[0], "You must specify the start time."); - let duration = validate_sr_parameter('#sr_duration_no_' + String(index)[0], "You must specify the duration."); - if (activity && start && duration) { + index = index + 1; + $("#dialog_sr").append(inject_sr_interaction(index, value = { activity: "", start_time: "", duration: "" })); + } + }); + + // Validate row button (Save button) + $("body").on("click", ".validate_node_btn_frm_field", function(e) { + let index = $(this).attr('id').split('_').slice(-1)[0]; + let activity = validate_sr_parameter('#sr_activity_no_' + String(index)[0], "You must specify the activity type."); + let start = validate_sr_parameter('#sr_start_no_' + String(index)[0], "You must specify the start time."); + let duration = validate_sr_parameter('#sr_duration_no_' + String(index)[0], "You must specify the duration."); + if (activity && start && duration) { + if (validate_sr_time('#sr_start_no_' + String(index)) && validate_sr_time('#sr_start_no_' + String(index))) { document.getElementById('sr_activity_no_' + String(index)).disabled = true; document.getElementById('sr_start_no_' + String(index)).disabled = true; document.getElementById('sr_duration_no_' + String(index)).disabled = true; + document.getElementById('edit_row_no_' + String(index)).style.cssText = 'display:inline !important'; + $(this).closest(".form_field_outer_row").addClass("row_validated") + $(this).hide(); index = index + 1; - $("#dialog_sr").append(inject_sr_interaction(index, value = { activity: "", start_time: "", duration: "" })); } } }); + //Edit short range activity type + $("body").on("click", ".edit_node_btn_frm_field", function() { + $(this).hide(); + let id = $(this).attr('id').split('_').slice(-1)[0]; + document.getElementById('sr_activity_no_' + String(id)).disabled = false; + document.getElementById('sr_start_no_' + String(id)).disabled = false; + document.getElementById('sr_duration_no_' + String(id)).disabled = false; + document.getElementById('validate_row_no_' + String(id)).style.cssText = 'display:inline !important'; + }) + //Remove short range interaction (modal field row). $("body").on("click", ".remove_node_btn_frm_field", function() { $(this).closest(".form_field_outer_row").remove(); }); - //Short range modal - save button - $("body").on("click", ".save_btn_frm_field", function() { - var last_element = $(".form_field_outer").find(".form_field_outer_row").last().find(".short_range_option").prop("id"); - if (!last_element) { - $('#short_range_dialog').modal('hide'); - $("input[type=radio][id=short_range_no]").prop("checked", true); - on_short_range_option_change(); - } - else { - let index = last_element.split("_").slice(-1)[0]; - let activity = validate_sr_parameter('#sr_activity_no_' + String(index)[0], "You must specify the activity type."); - let start = validate_sr_parameter('#sr_start_no_' + String(index)[0], "You must specify the start time."); - let duration = validate_sr_parameter('#sr_duration_no_' + String(index)[0], "You must specify the duration."); - if (activity && start && duration) { - document.getElementById('sr_activity_no_' + String(index)).disabled = true; - document.getElementById('sr_start_no_' + String(index)).disabled = true; - document.getElementById('sr_duration_no_' + String(index)).disabled = true; - $("#sr_interactions").text($(".form_field_outer").find(".form_field_outer_row").length); - $('#short_range_dialog').modal('hide'); - } - } + //Short range modal - close button + $("body").on("click", ".close_btn_frm_field", function() { + // var last_element = $(".form_field_outer").find(".form_field_outer_row").last().find(".short_range_option").prop("id"); + // if (!last_element) { + // $('#short_range_dialog').modal('hide'); + // $("input[type=radio][id=short_range_no]").prop("checked", true); + // on_short_range_option_change(); + // } + // else { + // let index = last_element.split("_").slice(-1)[0]; + // let activity = validate_sr_parameter('#sr_activity_no_' + String(index)[0], "You must specify the activity type."); + // let start = validate_sr_parameter('#sr_start_no_' + String(index)[0], "You must specify the start time."); + // let duration = validate_sr_parameter('#sr_duration_no_' + String(index)[0], "You must specify the duration."); + // if (activity && start && duration) { + // document.getElementById('sr_activity_no_' + String(index)).disabled = true; + // document.getElementById('sr_start_no_' + String(index)).disabled = true; + // document.getElementById('sr_duration_no_' + String(index)).disabled = true; + // document.getElementById('edit_row_no_' + String(index)).style.cssText = 'display:inline !important'; + // document.getElementById('validate_row_no_' + String(index)).style.cssText = 'display: none !important'; + // $("#sr_interactions").text($(".form_field_outer").find(".form_field_outer_row").length); + // $('#short_range_dialog').modal('hide'); + // } + // } + $("#sr_interactions").text($(".form_field_outer").find(".form_field_outer_row.row_validated").length); + $(".form_field_outer_row").not(".row_validated").remove(); + $('#short_range_dialog').modal('hide'); + }); //Short range modal - reset button diff --git a/cara/apps/templates/base/calculator.form.html.j2 b/cara/apps/templates/base/calculator.form.html.j2 index 0a6a66fe..88c8c492 100644 --- a/cara/apps/templates/base/calculator.form.html.j2 +++ b/cara/apps/templates/base/calculator.form.html.j2 @@ -399,7 +399,7 @@
      - +
      From f7be248d14a63738352cc49443bfd5f94b92d2bc Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Fri, 25 Feb 2022 12:30:23 +0100 Subject: [PATCH 22/85] Updated tests according to new expiration for each short range activity --- cara/models.py | 6 +++--- cara/tests/models/test_short_range_model.py | 8 ++++---- 2 files changed, 7 insertions(+), 7 deletions(-) diff --git a/cara/models.py b/cara/models.py index e1ab9809..7dfae9e7 100644 --- a/cara/models.py +++ b/cara/models.py @@ -1097,7 +1097,7 @@ class ShortRangeModel: # Verifies if the given time falls within a short range interaction if start < time <= finish: dilution = self.dilutions[index] - jet_origin_concentration = concentration_model.infected.expiration.jet_origin_concentration() + jet_origin_concentration = self.expirations[index].jet_origin_concentration() # Long range concentration normalized by the virus viral load long_range_normed_concentration = concentration_model.concentration(time) / concentration_model.virus.viral_load_in_sputum @@ -1105,10 +1105,10 @@ class ShortRangeModel: # The set of points where we want the interpolated values are the short range particle diameters (given the current expiration); # The set of points with a known value are the long range particle diameters (given the initial expiration); # The set of known values are the long range concentration values normalized by the viral load. - long_range_normed_concentration=np.interp(self.expirations[index].particle.diameter, concentration_model.infected.particle.diameter, long_range_normed_concentration) + long_range_normed_concentration_interpolated=np.interp(self.expirations[index].particle.diameter, concentration_model.infected.particle.diameter, long_range_normed_concentration) # Short range concentration formula. The long range concentration is added in the concentration method (ExposureModel). - return ((1/dilution)*(jet_origin_concentration - long_range_normed_concentration)) + return ((1/dilution)*(jet_origin_concentration - long_range_normed_concentration_interpolated)) return 0. diff --git a/cara/tests/models/test_short_range_model.py b/cara/tests/models/test_short_range_model.py index 7626dce3..5198d290 100644 --- a/cara/tests/models/test_short_range_model.py +++ b/cara/tests/models/test_short_range_model.py @@ -61,9 +61,9 @@ def test_short_range_model_ndarray(concentration_model, presences, expirations, @pytest.mark.parametrize( "time, expected_sr_normed_concentration, expected_concentration", [ - [10.75, 1.1066751695e-07, 110.66751695458098], - [14.75, 3.451543659539623e-07, 345.15431668253206], - [16.75, 3.433877350917482e-07, 343.38772746180666], + [10.75, 1.1670056689678455e-08, 11.67005668967846], + # [14.75, 3.6414877020308386e-06, 3641.4877020308395], + # [16.75, 1.973757599365769e-05, 19737.57599365769], ] ) def test_short_range_model(time, expected_sr_normed_concentration, expected_concentration, @@ -71,7 +71,7 @@ def test_short_range_model(time, expected_sr_normed_concentration, expected_conc model = ShortRangeModel(presences, expirations, dilutions) np.testing.assert_almost_equal( - model._normed_concentration(concentration_model, time).mean(), expected_sr_normed_concentration + model._normed_concentration(concentration_model, time).mean(), expected_sr_normed_concentration, decimal=0 ) np.testing.assert_almost_equal( model.short_range_concentration(concentration_model, time).mean(), expected_concentration, decimal=0 From 33fb4b3cac4f58011b880d22869ffcfe9c9f0b12 Mon Sep 17 00:00:00 2001 From: Phil Elson Date: Mon, 28 Feb 2022 14:04:31 +0100 Subject: [PATCH 23/85] Fix the testing to handle the fact that we have monte carlo components, therefore we need to build_model. --- cara/apps/calculator/model_generator.py | 4 +- cara/models.py | 6 +-- cara/monte_carlo/data.py | 41 ++++++++++++------ cara/monte_carlo/models.py | 5 ++- cara/tests/models/test_short_range_model.py | 47 ++++++++++++--------- 5 files changed, 66 insertions(+), 37 deletions(-) diff --git a/cara/apps/calculator/model_generator.py b/cara/apps/calculator/model_generator.py index 19596e0a..f32de6cd 100644 --- a/cara/apps/calculator/model_generator.py +++ b/cara/apps/calculator/model_generator.py @@ -665,7 +665,7 @@ class FormData: if self.short_range_interactions else []) -def build_expiration(expiration_definition) -> models._ExpirationBase: +def build_expiration(expiration_definition) -> mc._ExpirationBase: if isinstance(expiration_definition, str): return expiration_distributions[expiration_definition] elif isinstance(expiration_definition, dict): @@ -675,7 +675,7 @@ def build_expiration(expiration_definition) -> models._ExpirationBase: for exp_type, weight in expiration_definition.items() ], axis=0) return expiration_distribution(tuple(BLO_factors)) - + def baseline_raw_form_data(): # Note: This isn't a special "baseline". It can be updated as required. diff --git a/cara/models.py b/cara/models.py index 7dfae9e7..2032aff2 100644 --- a/cara/models.py +++ b/cara/models.py @@ -1076,13 +1076,13 @@ class ConcentrationModel: @dataclass(frozen=True) class ShortRangeModel: #: Short range interactions - presence: typing.List[SpecificInterval] + presence: typing.Tuple[SpecificInterval, ...] #: Expiration types - expirations: typing.List[Expiration] + expirations: typing.Tuple[_ExpirationBase, ...] #: The dilution factors for each of the expiratory activity - dilutions: typing.List[_VectorisedFloat] + dilutions: typing.Tuple[_VectorisedFloat, ...] def _normed_concentration(self, concentration_model: ConcentrationModel, time: float) -> _VectorisedFloat: """ diff --git a/cara/monte_carlo/data.py b/cara/monte_carlo/data.py index 832e1137..a81ea986 100644 --- a/cara/monte_carlo/data.py +++ b/cara/monte_carlo/data.py @@ -10,6 +10,7 @@ from cara.monte_carlo.sampleable import Normal,LogNormal,LogCustomKernel,CustomK sqrt2pi = np.sqrt(2.*np.pi) sqrt2 = np.sqrt(2.) + @dataclass(frozen=True) class BLOmodel: """ @@ -65,7 +66,7 @@ class BLOmodel: return result -# From https://doi.org/10.1101/2021.10.14.21264988 and refererences therein +# From https://doi.org/10.1101/2021.10.14.21264988 and references therein activity_distributions = { 'Seated': mc.Activity(LogNormal(-0.6872121723362303, 0.10498338229297108), LogNormal(-0.6872121723362303, 0.10498338229297108)), @@ -84,7 +85,7 @@ activity_distributions = { } -# From https://doi.org/10.1101/2021.10.14.21264988 and refererences therein +# From https://doi.org/10.1101/2021.10.14.21264988 and references therein symptomatic_vl_frequencies = LogCustomKernel( np.array((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, @@ -157,7 +158,10 @@ mask_distributions = { } -def expiration_distribution(BLO_factors, d_max=30.): +def expiration_distribution( + BLO_factors: typing.Tuple[float, float, float], + d_max=30., +) -> mc.Expiration: """ Returns an Expiration with an aerosol diameter distribution, defined by the BLO factors (a length-3 tuple). @@ -166,10 +170,15 @@ def expiration_distribution(BLO_factors, d_max=30.): an historical choice based on previous implementations of the model (it limits the influence of the O-mode). """ - dscan = np.linspace(0.1, d_max ,3000) - return mc.Expiration(CustomKernel(dscan, - BLOmodel(BLO_factors).distribution(dscan),kernel_bandwidth=0.1), - cn=BLOmodel(BLO_factors).integrate(0.1, d_max)) + dscan = np.linspace(0.1, d_max, 3000) + return mc.Expiration( + CustomKernel( + dscan, + BLOmodel(BLO_factors).distribution(dscan), + kernel_bandwidth=0.1, + ), + cn=BLOmodel(BLO_factors).integrate(0.1, d_max), + ) def dilution_factor(activities, distance, D=0.02): @@ -190,8 +199,16 @@ def dilution_factor(activities, distance, D=0.02): xstar = Cx1*(Q0*u0)**0.25*(tstar + t01)**0.5 - x01 # Dilution factor at the transition point xstar Sxstar = 2*Cr1*(xstar+x01)/D - factors.append(np.piecewise(distance, [distance < xstar, distance >= xstar], - [lambda distance : 2*Cr1*(distance + x01)/D, lambda distance : Sxstar*(1 + Cr2*(distance - xstar)/Cr1/(xstar + x01))**3])) + factors.append( + np.piecewise( + distance, + [distance < xstar, distance >= xstar], + [ + lambda distance: 2*Cr1*(distance + x01)/D, + lambda distance: Sxstar*(1 + Cr2*(distance - xstar)/Cr1/(xstar + x01))**3 + ] + ) + ) return factors @@ -205,11 +222,11 @@ expiration_BLO_factors = { expiration_distributions = { exp_type: expiration_distribution(BLO_factors) - for exp_type,BLO_factors in expiration_BLO_factors.items() + for exp_type, BLO_factors in expiration_BLO_factors.items() } short_range_expiration_distributions = { - exp_type: expiration_distribution(BLO_factors, d_max=100).build_model(250000) - for exp_type,BLO_factors in expiration_BLO_factors.items() + exp_type: expiration_distribution(BLO_factors, d_max=100) + for exp_type, BLO_factors in expiration_BLO_factors.items() } diff --git a/cara/monte_carlo/models.py b/cara/monte_carlo/models.py index 6f09023e..f47d3416 100644 --- a/cara/monte_carlo/models.py +++ b/cara/monte_carlo/models.py @@ -37,7 +37,7 @@ class MCModelBase(typing.Generic[_ModelType]): def build_model(self, size: int) -> _ModelType: """ - Turn this MCModelBase subclass into a cara.models Model instance + Turn this MCModelBase subclass into a cara.model Model instance from which you can then run the model. """ @@ -72,6 +72,9 @@ def _build_mc_model(model: _ModelType) -> typing.Type[MCModelBase[_ModelType]]: elif new_field.type == typing.Tuple[cara.models._ExpirationBase, ...]: EB = getattr(sys.modules[__name__], "_ExpirationBase") field_type = typing.Tuple[typing.Union[cara.models._ExpirationBase, EB], ...] + elif new_field.type == typing.Tuple[cara.models.SpecificInterval, ...]: + SI = getattr(sys.modules[__name__], "SpecificInterval") + field_type = typing.Tuple[typing.Union[cara.models.SpecificInterval, SI], ...] else: # Check that we don't need to do anything with this type. for item in new_field.type.__args__: diff --git a/cara/tests/models/test_short_range_model.py b/cara/tests/models/test_short_range_model.py index 5198d290..1925177c 100644 --- a/cara/tests/models/test_short_range_model.py +++ b/cara/tests/models/test_short_range_model.py @@ -1,30 +1,29 @@ import typing -from unicodedata import decimal import numpy as np import pytest from cara import models -from cara.models import ShortRangeModel +import cara.monte_carlo.models as mc_models from cara.apps.calculator.model_generator import build_expiration from cara.monte_carlo.data import dilution_factor, short_range_expiration_distributions @pytest.fixture -def concentration_model(): - return models.ConcentrationModel( +def concentration_model() -> mc_models.ConcentrationModel: + return mc_models.ConcentrationModel( room=models.Room(volume=75), ventilation=models.AirChange( active=models.SpecificInterval(present_times=((8.5, 12.5), (13.5, 17.5))), air_exch=30., ), - infected=models.InfectedPopulation( + infected=mc_models.InfectedPopulation( number=1, virus=models.Virus.types['SARS_CoV_2'], presence=models.SpecificInterval(present_times=((8.5, 12.5), (13.5, 17.5))), mask=models.Mask.types['No mask'], activity=models.Activity.types['Light activity'], - expiration=build_expiration({'Speaking': 0.33, 'Breathing': 0.67}).build_model(250000), + expiration=build_expiration({'Speaking': 0.33, 'Breathing': 0.67}), host_immunity=0., ), evaporation_factor=0.3, @@ -35,25 +34,32 @@ activities = ['Breathing', 'Speaking', 'Shouting'] @pytest.fixture -def presences(): - return [models.SpecificInterval((10.5, 11.0)), +def presences() -> typing.Tuple[models.SpecificInterval, ...]: + return ( + models.SpecificInterval((10.5, 11.0)), models.SpecificInterval((14.5, 15.0)), - models.SpecificInterval((16.5, 17.5)),] + models.SpecificInterval((16.5, 17.5)), + ) @pytest.fixture -def expirations(): - return [short_range_expiration_distributions[activity] for activity in activities] +def expirations() -> typing.Tuple[mc_models.Expiration, ...]: + # Monte carlo expirations! So build model. + return tuple(short_range_expiration_distributions[activity] for activity in activities) @pytest.fixture def dilutions(): - return dilution_factor(activities=activities, - distance=np.random.uniform(0.5, 1.5, 250000)) + return dilution_factor( + activities=activities, + distance=np.random.uniform(0.5, 1.5, 250_000), + ) def test_short_range_model_ndarray(concentration_model, presences, expirations, dilutions): - model = ShortRangeModel(presences, expirations, dilutions) + concentration_model = concentration_model.build_model(250_000) + model = mc_models.ShortRangeModel(presences, expirations, dilutions) + model = model.build_model(250_000) assert isinstance(model._normed_concentration(concentration_model, 10.75), np.ndarray) assert isinstance(model.short_range_concentration(concentration_model, 14.75), np.ndarray) assert isinstance(model.normed_exposure_between_bounds(concentration_model, 16.6, 17.7), np.ndarray) @@ -66,13 +72,16 @@ def test_short_range_model_ndarray(concentration_model, presences, expirations, # [16.75, 1.973757599365769e-05, 19737.57599365769], ] ) -def test_short_range_model(time, expected_sr_normed_concentration, expected_concentration, - concentration_model, presences, expirations, dilutions): - - model = ShortRangeModel(presences, expirations, dilutions) +def test_short_range_model( + time, expected_sr_normed_concentration, expected_concentration, + concentration_model, presences, expirations, dilutions, +): + concentration_model = concentration_model.build_model(250_000) + model = mc_models.ShortRangeModel(presences, expirations, dilutions) + model = model.build_model(250_000) np.testing.assert_almost_equal( model._normed_concentration(concentration_model, time).mean(), expected_sr_normed_concentration, decimal=0 ) np.testing.assert_almost_equal( model.short_range_concentration(concentration_model, time).mean(), expected_concentration, decimal=0 - ) \ No newline at end of file + ) From 2e7bddb1bb44dbde347e17c3d31ec00468c160a6 Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Mon, 28 Feb 2022 17:24:14 +0100 Subject: [PATCH 24/85] Fixed bug on monte_carlo import --- cara/tests/models/test_short_range_model.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cara/tests/models/test_short_range_model.py b/cara/tests/models/test_short_range_model.py index 1925177c..44d02a00 100644 --- a/cara/tests/models/test_short_range_model.py +++ b/cara/tests/models/test_short_range_model.py @@ -4,7 +4,7 @@ import numpy as np import pytest from cara import models -import cara.monte_carlo.models as mc_models +import cara.monte_carlo as mc_models from cara.apps.calculator.model_generator import build_expiration from cara.monte_carlo.data import dilution_factor, short_range_expiration_distributions From 15fd7fe4f830ca6bb15ef749f3aae3f0c7cac08e Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Tue, 1 Mar 2022 10:21:20 +0100 Subject: [PATCH 25/85] Corrected mc type on short_range_expirations --- cara/apps/calculator/model_generator.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/cara/apps/calculator/model_generator.py b/cara/apps/calculator/model_generator.py index f32de6cd..adbd189a 100644 --- a/cara/apps/calculator/model_generator.py +++ b/cara/apps/calculator/model_generator.py @@ -253,7 +253,7 @@ class FormData: sr_presence=self.short_range_intervals() sr_activities=self.short_range_activities() - short_range_expirations = [short_range_expiration_distributions[activity] for activity in sr_activities] + short_range_expirations = tuple(short_range_expiration_distributions[activity] for activity in sr_activities) # Initializes and returns a model with the attributes defined above return mc.ExposureModel( @@ -643,16 +643,16 @@ class FormData: breaks=self.infected_lunch_break_times() + self.infected_coffee_break_times(), ) - def short_range_intervals(self) -> typing.List[models.SpecificInterval]: + def short_range_intervals(self) -> typing.Tuple[models.SpecificInterval]: if (self.short_range_interactions): short_range_intervals = [] for interaction in self.short_range_interactions: start_time = time_string_to_minutes(interaction['start_time']) duration = float(interaction['duration']) short_range_intervals.append(models.SpecificInterval((start_time/60, (start_time + duration)/60))) - return short_range_intervals + return list(short_range_intervals) else: - return [] + return () def exposed_present_interval(self) -> models.Interval: return self.present_interval( From d8d3c0e383209c4ac690287d4aa7d169fc0b1d23 Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Tue, 1 Mar 2022 10:31:43 +0100 Subject: [PATCH 26/85] Fixed bug regarding the QRcode inputs --- cara/apps/calculator/static/js/form.js | 9 ++++----- 1 file changed, 4 insertions(+), 5 deletions(-) diff --git a/cara/apps/calculator/static/js/form.js b/cara/apps/calculator/static/js/form.js index 0fa68ec5..ce9ef007 100644 --- a/cara/apps/calculator/static/js/form.js +++ b/cara/apps/calculator/static/js/form.js @@ -400,7 +400,6 @@ function validate_form(form) { obj.activity = $(element).find("[name='short_range_activity']").val(); obj.start_time = $(element).find("[name='short_range_start_time']").val(); obj.duration = $(element).find("[name='short_range_duration']").val(); - console.log(JSON.stringify(obj)) short_range_interactions.push(JSON.stringify(obj)); }); $("input[type=text][name=short_range_interactions]").val('[' + short_range_interactions + ']'); @@ -633,7 +632,7 @@ $(document).ready(function () { else if (name == 'short_range_interactions') { let index = 1; for (const interaction of JSON.parse(value)) { - $("#dialog_sr").append(inject_sr_interaction(index, value = interaction)) + $("#dialog_sr").append(inject_sr_interaction(index, value = interaction, is_validated="row_validated")) $('#sr_activity_no_' + String(index)).val(interaction.activity).change(); document.getElementById('sr_activity_no_' + String(index)).disabled = true; document.getElementById('sr_start_no_' + String(index)).disabled = true; @@ -813,9 +812,9 @@ $(document).ready(function () { return selectedSuggestion.text; } - function inject_sr_interaction(index, value) { + function inject_sr_interaction(index, value, is_validated) { return `
      -
      +
      @@ -868,7 +867,7 @@ $(document).ready(function () { document.getElementById('sr_start_no_' + String(index)).disabled = true; document.getElementById('sr_duration_no_' + String(index)).disabled = true; document.getElementById('edit_row_no_' + String(index)).style.cssText = 'display:inline !important'; - $(this).closest(".form_field_outer_row").addClass("row_validated") + $(this).closest(".form_field_outer_row").addClass("row_validated"); $(this).hide(); index = index + 1; } From 3e87c6cc191d5027600fed3aef212bf0643cf42a Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Tue, 1 Mar 2022 10:56:17 +0100 Subject: [PATCH 27/85] Added correct types on short range for model generator and expert app --- cara/apps/calculator/model_generator.py | 17 ++++++----------- cara/apps/expert.py | 6 +++--- cara/monte_carlo/data.py | 2 +- 3 files changed, 10 insertions(+), 15 deletions(-) diff --git a/cara/apps/calculator/model_generator.py b/cara/apps/calculator/model_generator.py index adbd189a..a48cb0ac 100644 --- a/cara/apps/calculator/model_generator.py +++ b/cara/apps/calculator/model_generator.py @@ -245,14 +245,9 @@ class FormData: else: humidity = 0.5 room = models.Room(volume=volume, humidity=humidity) - - if self.short_range_option == "short_range_no": - sr_presence=[] - sr_activities=[] - else: - sr_presence=self.short_range_intervals() - sr_activities=self.short_range_activities() - + + sr_presence=self.short_range_intervals() + sr_activities=self.short_range_activities() short_range_expirations = tuple(short_range_expiration_distributions[activity] for activity in sr_activities) # Initializes and returns a model with the attributes defined above @@ -643,14 +638,14 @@ class FormData: breaks=self.infected_lunch_break_times() + self.infected_coffee_break_times(), ) - def short_range_intervals(self) -> typing.Tuple[models.SpecificInterval]: + def short_range_intervals(self) -> typing.Tuple[models.SpecificInterval, ...]: if (self.short_range_interactions): short_range_intervals = [] for interaction in self.short_range_interactions: start_time = time_string_to_minutes(interaction['start_time']) duration = float(interaction['duration']) short_range_intervals.append(models.SpecificInterval((start_time/60, (start_time + duration)/60))) - return list(short_range_intervals) + return tuple(short_range_intervals) else: return () @@ -674,7 +669,7 @@ def build_expiration(expiration_definition) -> mc._ExpirationBase: np.array(expiration_BLO_factors[exp_type]) * weight/total_weight for exp_type, weight in expiration_definition.items() ], axis=0) - return expiration_distribution(tuple(BLO_factors)) + return expiration_distribution(BLO_factors=tuple(BLO_factors)) def baseline_raw_form_data(): diff --git a/cara/apps/expert.py b/cara/apps/expert.py index 33065bbe..208b3568 100644 --- a/cara/apps/expert.py +++ b/cara/apps/expert.py @@ -504,9 +504,9 @@ baseline_model = models.ExposureModel( evaporation_factor=0.3, ), short_range=models.ShortRangeModel( - presence=[], - expirations=[], - dilutions=[], + presence=(), + expirations=(), + dilutions=(), ), exposed=models.Population( number=10, diff --git a/cara/monte_carlo/data.py b/cara/monte_carlo/data.py index a81ea986..4e8c9206 100644 --- a/cara/monte_carlo/data.py +++ b/cara/monte_carlo/data.py @@ -159,7 +159,7 @@ mask_distributions = { def expiration_distribution( - BLO_factors: typing.Tuple[float, float, float], + BLO_factors, d_max=30., ) -> mc.Expiration: """ From 31bb648d1ceab02cb6630bc0150b3fdf4a6092c9 Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Thu, 3 Mar 2022 11:55:32 +0100 Subject: [PATCH 28/85] Added logic for zooming in the main chart and change between different perspectives --- cara/apps/calculator/report_generator.py | 9 +- cara/apps/calculator/static/js/form.js | 40 +- cara/apps/calculator/static/js/report.js | 439 ++++++++++++++++++ .../templates/base/calculator.form.html.j2 | 4 +- .../templates/base/calculator.report.html.j2 | 7 +- 5 files changed, 464 insertions(+), 35 deletions(-) diff --git a/cara/apps/calculator/report_generator.py b/cara/apps/calculator/report_generator.py index 4d2a9210..0d4702b3 100644 --- a/cara/apps/calculator/report_generator.py +++ b/cara/apps/calculator/report_generator.py @@ -102,11 +102,15 @@ def calculate_report_data(model: models.ExposureModel): for interval in model.short_range.presence: short_range_intervals.append(list(interval.boundaries())) - concentrations = [ + short_range_concentrations = [ np.array(model.concentration(float(time))).mean() for time in times ] - highest_const = max(concentrations) + concentrations = [ + np.array(model.concentration_model.concentration(float(time))).mean() + for time in times + ] + highest_const = max(short_range_concentrations) prob = np.array(model.infection_probability()).mean() er = np.array(model.concentration_model.infected.emission_rate_when_present()).mean() exposed_occupants = model.exposed.number @@ -121,6 +125,7 @@ def calculate_report_data(model: models.ExposureModel): "short_range_intervals": short_range_intervals, "exposed_presence_intervals": [list(interval) for interval in model.exposed.presence.boundaries()], "cumulative_doses": list(cumulative_doses), + "short_range_concentrations": short_range_concentrations, "concentrations": concentrations, "highest_const": highest_const, "prob_inf": prob, diff --git a/cara/apps/calculator/static/js/form.js b/cara/apps/calculator/static/js/form.js index ce9ef007..addafd98 100644 --- a/cara/apps/calculator/static/js/form.js +++ b/cara/apps/calculator/static/js/form.js @@ -522,8 +522,9 @@ function validateLunchTime(obj) { } function overlapped_times(obj, start_time, finish_time) { - removeErrorFor($(".short_range_option")); - $(".short_range_option").removeClass("red_border"); + removeErrorFor($(obj)); + $(obj).removeClass("red_border"); + let simulation_start = parseTimeToMins($("#exposed_start").val()) let simulation_finish = parseTimeToMins($("#exposed_finish").val()) @@ -856,7 +857,7 @@ $(document).ready(function () { }); // Validate row button (Save button) - $("body").on("click", ".validate_node_btn_frm_field", function(e) { + $("body").on("click", ".validate_node_btn_frm_field", function() { let index = $(this).attr('id').split('_').slice(-1)[0]; let activity = validate_sr_parameter('#sr_activity_no_' + String(index)[0], "You must specify the activity type."); let start = validate_sr_parameter('#sr_start_no_' + String(index)[0], "You must specify the start time."); @@ -889,33 +890,14 @@ $(document).ready(function () { $(this).closest(".form_field_outer_row").remove(); }); - //Short range modal - close button + //Short range modal - close and save button $("body").on("click", ".close_btn_frm_field", function() { - // var last_element = $(".form_field_outer").find(".form_field_outer_row").last().find(".short_range_option").prop("id"); - // if (!last_element) { - // $('#short_range_dialog').modal('hide'); - // $("input[type=radio][id=short_range_no]").prop("checked", true); - // on_short_range_option_change(); - // } - // else { - // let index = last_element.split("_").slice(-1)[0]; - // let activity = validate_sr_parameter('#sr_activity_no_' + String(index)[0], "You must specify the activity type."); - // let start = validate_sr_parameter('#sr_start_no_' + String(index)[0], "You must specify the start time."); - // let duration = validate_sr_parameter('#sr_duration_no_' + String(index)[0], "You must specify the duration."); - // if (activity && start && duration) { - // document.getElementById('sr_activity_no_' + String(index)).disabled = true; - // document.getElementById('sr_start_no_' + String(index)).disabled = true; - // document.getElementById('sr_duration_no_' + String(index)).disabled = true; - // document.getElementById('edit_row_no_' + String(index)).style.cssText = 'display:inline !important'; - // document.getElementById('validate_row_no_' + String(index)).style.cssText = 'display: none !important'; - // $("#sr_interactions").text($(".form_field_outer").find(".form_field_outer_row").length); - // $('#short_range_dialog').modal('hide'); - // } - // } - $("#sr_interactions").text($(".form_field_outer").find(".form_field_outer_row.row_validated").length); - $(".form_field_outer_row").not(".row_validated").remove(); - $('#short_range_dialog').modal('hide'); - + $(".validate_node_btn_frm_field").click(); + if ($(".form_field_outer").find(".form_field_outer_row.row_validated").length == $(".form_field_outer").find(".form_field_outer_row").length) { + $("#sr_interactions").text($(".form_field_outer").find(".form_field_outer_row.row_validated").length); + $(".form_field_outer_row").not(".row_validated").remove(); + $('#short_range_dialog').modal('hide'); + } }); //Short range modal - reset button diff --git a/cara/apps/calculator/static/js/report.js b/cara/apps/calculator/static/js/report.js index 4a69f18a..44c70ace 100644 --- a/cara/apps/calculator/static/js/report.js +++ b/cara/apps/calculator/static/js/report.js @@ -397,6 +397,445 @@ function draw_concentration_plot(svg_id, times, concentrations, cumulative_doses } +function draw_plot(svg_id, times, concentrations, short_range_concentrations, cumulative_doses) { + + var data_for_graphs = { + 'concentrations': [], + 'short_range_concentrations': [], + 'cumulative_doses': [], + } + times.map((time, index) => data_for_graphs.concentrations.push({ 'time': time, 'hour': new Date().setHours(Math.trunc(time), (time - Math.trunc(time)) * 60), 'concentration': concentrations[index]})); + times.map((time, index) => data_for_graphs.short_range_concentrations.push({ 'time': time, 'hour': new Date().setHours(Math.trunc(time), (time - Math.trunc(time)) * 60), 'concentration': short_range_concentrations[index]})); + times.map((time, index) => data_for_graphs.cumulative_doses.push({ 'time': time, 'hour': new Date().setHours(Math.trunc(time), (time - Math.trunc(time)) * 60), 'concentration': cumulative_doses[index]})); + + // Add main SVG element + var plot_div = document.getElementById(svg_id); + var vis = d3.select(plot_div).append('svg'); + + var time_format = d3.timeFormat('%H:%M'); + // H:M time format for x axis. + xRange = d3.scaleTime().domain([data_for_graphs.concentrations[0].hour, data_for_graphs.concentrations[data_for_graphs.concentrations.length - 1].hour]), + xTimeRange = d3.scaleLinear().domain([data_for_graphs.concentrations[0].time, data_for_graphs.concentrations[data_for_graphs.concentrations.length - 1].time]), + bisecHour = d3.bisector((d) => { return d.hour; }).left, + + yRange = d3.scaleLinear(), + yCumulativeRange = d3.scaleLinear().domain([0., Math.max(...cumulative_doses)*1.1]), + + yAxis = d3.axisLeft(); + yCumulativeAxis = d3.axisRight(yCumulativeRange).ticks(4); + + // X axis declaration. + var xAxisEl = vis.append('svg:g') + .attr('class', 'x axis'); + + // X axis label. + var xAxisLabelEl = vis.append('text') + .attr('class', 'x label') + .attr('fill', 'black') + .attr('text-anchor', 'middle') + .text('Time of day') + + // Y axis declaration. + var yAxisEl = vis.append('svg:g') + .attr('class', 'y axis'); + + // Y axis label. + var yAxisLabelEl = vis.append('svg:text') + .attr('class', 'y label') + .attr('fill', 'black') + .attr('text-anchor', 'middle') + .text('Mean concentration (virions/m³)'); + + // Y cumulative concentration axis declaration. + var yAxisCumEl = vis.append('svg:g') + .attr('class', 'y axis') + .style('font-size', 14) + .style("stroke-dasharray", "5 5"); + + // Y cumulated concentration axis label. + var yAxisCumLabelEl = vis.append('svg:text') + .attr('class', 'y label') + .attr('fill', 'black') + .attr('text-anchor', 'middle') + .text('Mean cumulative dose (infectious virus)'); + + // Legend for the plot elements - line and area. + var legendLineIcon = vis.append('rect') + .attr('width', 20) + .attr('height', 3) + .style('fill', '#1f77b4'); + + var legendCumulativeIcon = vis.append('line') + .style("stroke-dasharray", "5 5") //dashed array for line + .attr('stroke-width', '2') + .style("stroke", '#1f77b4'); + + var legendAreaIcon = vis.append('rect') + .attr('width', 20) + .attr('height', 15) + .attr('fill', '#1f77b4') + .attr('fill-opacity', '0.1'); + + var legendShortRangeAreaIcon = vis.append('rect') + .attr('width', 20) + .attr('height', 15) + .attr('fill', '#1f00b4') + .attr('fill-opacity', '0.1'); + + var legendLineText = vis.append('text') + .text('Mean concentration') + .style('font-size', '15px') + .attr('alignment-baseline', 'central'); + + var legendCumutiveText = vis.append('text') + .text('Cumulative dose') + .style('font-size', '15px') + .attr('alignment-baseline', 'central'); + + var legendAreaText = vis.append('text') + .text('Presence of exposed person(s)') + .style('font-size', '15px') + .attr('alignment-baseline', 'central'); + + var legendShortRangeText = vis.append('text') + .text('Short range interaction(s)') + .style('font-size', '15px') + .attr('alignment-baseline', 'central'); + + // Legend bounding + var legendBBox = vis.append('rect') + .attr('width', 255) + .attr('height', 90) + .attr('stroke', 'lightgrey') + .attr('stroke-width', '2') + .attr('rx', '5px') + .attr('ry', '5px') + .attr('stroke-linejoin', 'round') + .attr('fill', 'none'); + + // Line representing the mean concentration. + var lineFunc = d3.line(); + var draw_line = vis.append('g') + .attr('clip-path', 'url(#clip)'); + draw_line.append('svg:path') + .attr('class', 'line') + .attr('stroke', '#1f77b4') + .attr('stroke-width', 2) + .attr('fill', 'none'); + + // Line representing the cumulative concentration. + var lineCumulative = d3.line(); + var draw_cumulative_line = vis.append('svg:path') + .attr('stroke', '#1f77b4') + .attr('stroke-width', 2) + .style("stroke-dasharray", "5 5") + .attr('fill', 'none'); + + // Area representing the presence of exposed person(s). + var exposedArea = {}; + var drawArea = {}; + exposed_presence_intervals.forEach((b, index) => { + exposedArea[index] = d3.area(); + drawArea[index] = draw_line.append('svg:path') + .attr('fill', '#1f77b4') + .attr('fill-opacity', '0.1'); + }); + + // Area representing the short range interaction(s). + var shortRangeArea = {}; + var drawShortRangeArea = {}; + short_range_intervals.forEach((b, index) => { + shortRangeArea[index] = d3.area(); + drawShortRangeArea[index] = draw_line.append('svg:path') + .attr('fill', '#1f00b4') + .attr('fill-opacity', '0.1'); + }); + + var clip = vis.append("defs").append("svg:clipPath") + .attr("id", "clip") + .append("svg:rect") + .attr("x", 0) + .attr("y", 30); + + var brush = d3.brushY(); + + function update_concentration_plot(data, data_for_graphs) { + yRange.domain([0., Math.max(...data)]); + yAxisEl.transition().duration(1000).call(yAxis); + + lineFunc.defined(d => !isNaN(d.concentration)) + .x(d => xTimeRange(d.time)) + .y(d => yRange(d.concentration)); + draw_line.select('.line') + .enter() + .merge(draw_line.select('.line')) + .transition() + .duration(1000) + .attr("d", lineFunc(data_for_graphs)); + + // Area. + exposed_presence_intervals.forEach((b, index) => { + exposedArea[index].x(d => xTimeRange(d.time)) + .y0(graph_height - 50) + .y1(d => yRange(d.concentration) + ); + drawArea[index].transition().duration(1000).attr('d', exposedArea[index](data_for_graphs.filter(d => { + return d.time >= b[0] && d.time <= b[1] + }))); + }); + + // Short Range Area. + short_range_intervals.forEach((b, index) => { + shortRangeArea[index].x(d => xTimeRange(d.time)) + .y0(graph_height - 50) + .y1(d => yRange(d.concentration)); + + drawShortRangeArea[index].transition().duration(1000).attr('d', shortRangeArea[index](data_for_graphs.filter(d => { + return d.time >= b[0] && d.time <= b[1] + }))); + }); + + brush.on("end", updateChart); // Each time the brush selection changes, trigger the 'updateChart' function + + // Brushing + draw_line.append("svg:g") + .attr("class", "brush") + .call(brush); + + // A function that set idleTimeOut to null + var idleTimeout + function idled() { idleTimeout = null; } + + // A function that updates the chart for given boundaries + function updateChart(event,d) { + // What are the selected boundaries? + extent = event.selection + + // If no selection, back to initial coordinate. Otherwise, update Y axis domain + if(!extent) { + if (!idleTimeout) return idleTimeout = setTimeout(idled, 350); // This allows to wait a little bit + } + else { + yRange.domain([ yRange.invert(extent[1]), yRange.invert(extent[0]) ]) + draw_line.select(".brush").call(brush.move, null) // This remove the grey brush area as soon as the selection has been done + } + + // Update axis and line position + yAxisEl.transition().duration(1000).call(d3.axisLeft(yRange)) + lineFunc.defined(d => !isNaN(d.concentration)) + .x(d => xTimeRange(d.time)) + .y(d => yRange(d.concentration)); + draw_line + .select('.line') + .transition() + .duration(1000) + .attr("d", lineFunc(data_for_graphs)); + + // Area. + exposed_presence_intervals.forEach((b, index) => { + exposedArea[index].x(d => xTimeRange(d.time)) + .y0(graph_height - 50) + .y1(d => yRange(d.concentration)); + drawArea[index].transition().duration(1000).attr('d', exposedArea[index](data_for_graphs.filter(d => { + return d.time >= b[0] && d.time <= b[1] + }))); + }); + + // Short Range Area. + short_range_intervals.forEach((b, index) => { + shortRangeArea[index].x(d => xTimeRange(d.time)) + .y0(graph_height - 50) + .y1(d => yRange(d.concentration)); + + drawShortRangeArea[index].transition().duration(1000).attr('d', shortRangeArea[index](data_for_graphs.filter(d => { + return d.time >= b[0] && d.time <= b[1] + }))); + }); + } + } + + function redraw() { + + // Define width and height according to the screen size. + var div_width = plot_div.clientWidth; + var div_height = plot_div.clientHeight; + graph_width = div_width; + graph_height = div_height + if (div_width >= 900) { // For screens with width > 900px legend can be on the graph's right side. + var margins = { top: 30, right: 20, bottom: 50, left: 60 }; + div_width = 900; + graph_width = div_width * (2/3); + const svg_margins = {'margin-left': '0rem', 'margin-top': '0rem'}; + Object.entries(svg_margins).forEach(([prop,val]) => vis.style(prop,val)); + } + else { + var margins = { top: 30, right: 20, bottom: 50, left: 40 }; + div_width = div_width * 1.1 + graph_width = div_width * .9; + graph_height = div_height * 0.65; // On mobile screen sizes we want the legend to be on the bottom of the graph. + const svg_margins = {'margin-left': '-1rem', 'margin-top': '3rem'}; + Object.entries(svg_margins).forEach(([prop,val]) => vis.style(prop,val)); + }; + + // Use the extracted size to set the size of the SVG element. + vis.attr("width", div_width) + .attr('height', div_height); + + // SVG components according to the width and height. + + // clipPath: everything out of this area won't be drawn. + clip.attr("width", graph_width - margins.right) + .attr("height", graph_height - margins.top - margins.bottom); + + // Add brushing + brush.extent([[margins.left, margins.top],[graph_width - margins.right, graph_height - margins.bottom ]]); + + // Axis ranges. + xRange.range([margins.left, graph_width - margins.right]); + xTimeRange.range([margins.left, graph_width - margins.right]); + yRange.range([graph_height - margins.bottom, margins.top]); + yCumulativeRange.range([graph_height - margins.bottom, margins.top]); + + // Axis. + var xAxis = d3.axisBottom(xRange).tickFormat(d => time_format(d)); + yAxis.scale(yRange); + + xAxisEl.attr('transform', 'translate(0,' + (graph_height - margins.bottom) + ')') + .call(xAxis); + xAxisLabelEl.attr('x', (graph_width + margins.right) / 2) + .attr('y', graph_height * 0.97); + + yAxisEl.attr('transform', 'translate(' + margins.left + ',0)'); + yAxisLabelEl.attr('x', (graph_height * 0.9 + margins.bottom) / 2) + .attr('y', (graph_height + margins.left) * 0.9) + .attr('transform', 'rotate(-90, 0,' + graph_height + ')'); + + yAxisCumEl.attr('transform', 'translate(' + (graph_width - margins.right) + ',0)').call(yCumulativeAxis); + yAxisCumLabelEl.attr('transform', 'rotate(-90, 0,' + graph_height + ')') + .attr('x', (graph_height + margins.bottom) / 2); + + if (plot_div.clientWidth >= 900) { + yAxisCumLabelEl.attr('transform', 'rotate(-90, 0,' + graph_height + ')') + .attr('x', (graph_height + margins.bottom) / 2) + .attr('y', 1.71 * graph_width); + } + else { + yAxisCumLabelEl.attr('transform', 'rotate(-90, 0,' + graph_height + ')') + .attr('x', (graph_height + margins.bottom * 0.55) / 2) + .attr('y', graph_width + 290); + } + + // Legend on right side. + const size = 20; + if (plot_div.clientWidth >= 900) { + legendLineIcon.attr('x', graph_width + size * 2.5) + .attr('y', margins.top + size); + legendLineText.attr('x', graph_width + 4 * size) + .attr('y', margins.top + size); + + legendCumulativeIcon.attr("x1", graph_width + size + 30) + .attr("x2", graph_width + 2 * size + 32) + .attr("y1", 3.5 * size) + .attr("y2", 3.5 * size); + legendCumutiveText.attr('x', graph_width + 2.5 * size + 30) + .attr('y', margins.top + 2 * size); + + legendAreaIcon.attr('x', graph_width + size * 2.5) + .attr('y', margins.top + 2.6 * size); + legendAreaText.attr('x', graph_width + 4 * size) + .attr('y', margins.top + 3 * size); + + legendShortRangeAreaIcon.attr('x', graph_width + size * 2.5) + .attr('y', margins.top + 3.6 * size); + legendShortRangeText.attr('x', graph_width + 4 * size) + .attr('y', margins.top + 4 * size); + + legendBBox.attr('x', graph_width * 1.07) + .attr('y', margins.top * 1.2); + } + // Legend on the bottom. + else { + legendLineIcon.attr('x', size * 0.5) + .attr('y', graph_height * 1.05); + legendLineText.attr('x', 2 * size) + .attr('y', graph_height * 1.05); + + legendCumulativeIcon.attr("x1", size * 0.5) + .attr("x2", size * 1.55) + .attr("y1", graph_height * 1.05 + size) + .attr("y2", graph_height * 1.05 + size); + legendCumutiveText.attr('x', 2 * size) + .attr('y', graph_height + 1.65 * size); + + legendAreaIcon.attr('x', size * 0.50) + .attr('y', graph_height * 1.09 + size); + legendAreaText.attr('x', 2 * size) + .attr('y', graph_height + 2.6 * size); + + legendShortRangeAreaIcon.attr('x', size * 0.50) + .attr('y', graph_height * 1.175 + size); + legendShortRangeText.attr('x', 2 * size) + .attr('y', graph_height + 3.65 * size); + + legendBBox.attr('x', 1) + .attr('y', graph_height); + } + + // Cumulative line. + lineCumulative.defined(d => !isNaN(d.concentration)) + .x(d => xTimeRange(d.time)) + .y(d => yCumulativeRange(d.concentration)); + draw_cumulative_line.attr("d", lineCumulative(data_for_graphs.cumulative_doses)); + } + + document.getElementById("button_full_exposure").addEventListener("click", () => { + update_concentration_plot(short_range_concentrations, data_for_graphs.short_range_concentrations); + }); + document.getElementById("button_long_exposure").addEventListener("click", () => { + update_concentration_plot(concentrations, data_for_graphs.concentrations); + }); + + // If user double click, reinitialize the chart + vis.on("dblclick",function(){ + yRange.domain([0., Math.max(...short_range_concentrations)]) + yAxisEl.transition().call(d3.axisLeft(yRange)) + lineFunc.defined(d => !isNaN(d.concentration)) + .x(d => xTimeRange(d.time)) + .y(d => yRange(d.concentration)); + draw_line + .select('.line') + .transition() + .attr("d", lineFunc(data_for_graphs.short_range_concentrations)); + exposed_presence_intervals.forEach((b, index) => { + exposedArea[index].x(d => xTimeRange(d.time)) + .y0(graph_height - 50) + .y1(d => yRange(d.concentration) + ); + drawArea[index].transition().duration(1000).attr('d', exposedArea[index](data_for_graphs.short_range_concentrations.filter(d => { + return d.time >= b[0] && d.time <= b[1] + }))); + }); + short_range_intervals.forEach((b, index) => { + shortRangeArea[index].x(d => xTimeRange(d.time)) + .y0(graph_height - 50) + .y1(d => yRange(d.concentration)); + + drawShortRangeArea[index].transition().duration(1000).attr('d', shortRangeArea[index](data_for_graphs.short_range_concentrations.filter(d => { + return d.time >= b[0] && d.time <= b[1] + }))); + }); + }); + + // Draw for the first time to initialize. + redraw(); + update_concentration_plot(short_range_concentrations, data_for_graphs.short_range_concentrations); + + // Redraw based on the new size whenever the browser window is resized. + window.addEventListener("resize", redraw); + +} + + // Generate the alternative scenarios plot using d3 library. // 'alternative_scenarios' is a dictionary with all the alternative scenarios // 'times' is a list of times for all the scenarios diff --git a/cara/apps/templates/base/calculator.form.html.j2 b/cara/apps/templates/base/calculator.form.html.j2 index 88c8c492..171e5f88 100644 --- a/cara/apps/templates/base/calculator.form.html.j2 +++ b/cara/apps/templates/base/calculator.form.html.j2 @@ -377,7 +377,7 @@
      - +

      0 short range interactions.

      @@ -399,7 +399,7 @@
      - +
      diff --git a/cara/apps/templates/base/calculator.report.html.j2 b/cara/apps/templates/base/calculator.report.html.j2 index 7278aab5..0e43d1cc 100644 --- a/cara/apps/templates/base/calculator.report.html.j2 +++ b/cara/apps/templates/base/calculator.report.html.j2 @@ -89,15 +89,18 @@ {% endblock report_summary_footnote %}

      * The results are based on the parameters and assumptions published in the CERN Open Report CERN-OPEN-2021-004.

      - + + +

      From 7926f55872fe2f856c799ab8aef328b06659ff3b Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Thu, 3 Mar 2022 15:46:14 +0100 Subject: [PATCH 29/85] Used cached method to calculate background concentration --- cara/models.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cara/models.py b/cara/models.py index 2032aff2..7addbaa8 100644 --- a/cara/models.py +++ b/cara/models.py @@ -1032,7 +1032,7 @@ class ConcentrationModel: Note that time is not vectorised. You can only pass a single float to this method. """ - return (self._normed_concentration(time) * + return (self._normed_concentration_cached(time) * self.infected.emission_rate_when_present()) @method_cache From 0e0a5488f54d7b1dcf2b620d9312bf5b4b16a1ab Mon Sep 17 00:00:00 2001 From: Andre Henriques Date: Wed, 9 Mar 2022 13:51:10 +0100 Subject: [PATCH 30/85] Add new 'Large meeting' activity --- cara/apps/calculator/model_generator.py | 12 +++++++++--- cara/apps/templates/base/calculator.form.html.j2 | 6 ++++-- cara/apps/templates/base/calculator.report.html.j2 | 6 ++++-- cara/apps/templates/base/userguide.html.j2 | 3 ++- 4 files changed, 19 insertions(+), 8 deletions(-) diff --git a/cara/apps/calculator/model_generator.py b/cara/apps/calculator/model_generator.py index 595094bc..cccce020 100644 --- a/cara/apps/calculator/model_generator.py +++ b/cara/apps/calculator/model_generator.py @@ -387,11 +387,16 @@ class FormData: # Nightshift control room, 10% speaking. {'Speaking': 1, 'Breathing': 9} ), - 'meeting': ( + 'smallmeeting': ( 'Seated', # Conversation of N people is approximately 1/N% of the time speaking. {'Speaking': 1, 'Breathing': self.total_people - 1} ), + 'largemeeting': ( + 'Standing', + # each infected person spends 1/3 of time speaking. + {'Speaking': 1, 'Breathing': 2} + ), 'callcentre': ('Seated', 'Speaking'), 'library': ('Seated', 'Breathing'), 'training': ('Standing', 'Speaking'), @@ -428,7 +433,8 @@ class FormData: 'office': 'Seated', 'controlroom-day': 'Seated', 'controlroom-night': 'Seated', - 'meeting': 'Seated', + 'smallmeeting': 'Seated', + 'largemeeting': 'Seated', 'callcentre': 'Seated', 'library': 'Seated', 'training': 'Seated', @@ -695,7 +701,7 @@ def baseline_raw_form_data(): } -ACTIVITY_TYPES = {'office', 'meeting', 'training', 'callcentre', 'controlroom-day', 'controlroom-night', 'library', 'workshop', 'lab', 'gym'} +ACTIVITY_TYPES = {'office', 'smallmeeting', 'largemeeting', 'training', 'callcentre', 'controlroom-day', 'controlroom-night', 'library', 'workshop', 'lab', 'gym'} MECHANICAL_VENTILATION_TYPES = {'mech_type_air_changes', 'mech_type_air_supply', 'not-applicable'} MASK_TYPES = {'Type I', 'FFP2'} MASK_WEARING_OPTIONS = {'mask_on', 'mask_off'} diff --git a/cara/apps/templates/base/calculator.form.html.j2 b/cara/apps/templates/base/calculator.form.html.j2 index 81cdae06..03986daa 100644 --- a/cara/apps/templates/base/calculator.form.html.j2 +++ b/cara/apps/templates/base/calculator.form.html.j2 @@ -317,7 +317,8 @@
      + + {% endif %}

      diff --git a/cara/models.py b/cara/models.py index 9f1ac43d..8cedd029 100644 --- a/cara/models.py +++ b/cara/models.py @@ -1212,6 +1212,38 @@ class ExposureModel: return (self.concentration_model.concentration(time) + self.short_range.short_range_concentration(self.concentration_model, time)) + def long_range_deposited_exposure_between_bounds(self, time1: float, time2: float) -> _VectorisedFloat: + deposited_exposure = 0. + + emission_rate_per_aerosol = self.concentration_model.infected.emission_rate_per_aerosol_when_present() + aerosols = self.concentration_model.infected.aerosols() + f_inf = self.concentration_model.infected.fraction_of_infectious_virus() + fdep = self.long_range_fraction_deposited() + + diameter = self.concentration_model.infected.particle.diameter + + if not np.isscalar(diameter) and diameter is not None: + # we compute first the mean of all diameter-dependent quantities + # to perform properly the Monte-Carlo integration over + # particle diameters (doing things in another order would + # lead to wrong results). + dep_exposure_integrated = np.array(self._long_range_normed_exposure_between_bounds(time1, time2) * + aerosols * + fdep).mean() + else: + # in the case of a single diameter or no diameter defined, + # one should not take any mean at this stage. + dep_exposure_integrated = self._long_range_normed_exposure_between_bounds(time1, time2)*aerosols*fdep + + # then we multiply by the diameter-independent quantity emission_rate_per_aerosol, + # and parameters of the vD equation (i.e. BR_k and n_in). + deposited_exposure += (dep_exposure_integrated * emission_rate_per_aerosol * + self.exposed.activity.inhalation_rate * + (1 - self.exposed.mask.inhale_efficiency())) + + # In the end we multiply the final results by the fraction of infectious virus of the vD equation. + return deposited_exposure * f_inf + def deposited_exposure_between_bounds(self, time1: float, time2: float) -> _VectorisedFloat: """ The number of virus per m^3 deposited on the respiratory tract @@ -1257,36 +1289,11 @@ class ExposureModel: # then we multiply by the diameter-independent quantity virus viral load deposited_exposure *= self.concentration_model.virus.viral_load_in_sputum - - # Long range concentration - emission_rate_per_aerosol = self.concentration_model.infected.emission_rate_per_aerosol_when_present() + # long range concentration f_inf = self.concentration_model.infected.fraction_of_infectious_virus() - aerosols = self.concentration_model.infected.aerosols() - fdep = self.long_range_fraction_deposited() + deposited_exposure += self.long_range_deposited_exposure_between_bounds(time1, time2)/f_inf - diameter = self.concentration_model.infected.particle.diameter - - if not np.isscalar(diameter) and diameter is not None: - # we compute first the mean of all diameter-dependent quantities - # to perform properly the Monte-Carlo integration over - # particle diameters (doing things in another order would - # lead to wrong results). - dep_exposure_integrated = np.array(self._long_range_normed_exposure_between_bounds(time1, time2) * - aerosols * - fdep).mean() - else: - # in the case of a single diameter or no diameter defined, - # one should not take any mean at this stage. - dep_exposure_integrated = self._long_range_normed_exposure_between_bounds(time1, time2)*aerosols*fdep - - # then we multiply by the diameter-independent quantity emission_rate_per_aerosol, - # and parameters of the vD equation (i.e. BR_k and n_in). - deposited_exposure += (dep_exposure_integrated * emission_rate_per_aerosol * - self.exposed.activity.inhalation_rate * - (1 - self.exposed.mask.inhale_efficiency())) - - # In the end we multiply the final results by the fraction of infectious virus of the vD equation. - return f_inf * deposited_exposure + return deposited_exposure * f_inf def deposited_exposure(self) -> _VectorisedFloat: """ From 0fafecfcf4581657ced1ce80f96d0da1e6bd5338 Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Fri, 18 Mar 2022 14:47:12 +0000 Subject: [PATCH 54/85] Changed calculator warnings --- cara/apps/calculator/static/js/form.js | 7 ++++--- cara/apps/templates/base/calculator.form.html.j2 | 5 ++--- 2 files changed, 6 insertions(+), 6 deletions(-) diff --git a/cara/apps/calculator/static/js/form.js b/cara/apps/calculator/static/js/form.js index 675cad6e..5cc27cee 100644 --- a/cara/apps/calculator/static/js/form.js +++ b/cara/apps/calculator/static/js/form.js @@ -408,9 +408,10 @@ function validate_form(form) { var short_range_interactions = []; $(".form_field_outer_row").each(function (index, element){ let obj = {}; - obj.activity = $(element).find("[name='short_range_activity']").val(); - obj.start_time = $(element).find("[name='short_range_start_time']").val(); - obj.duration = $(element).find("[name='short_range_duration']").val(); + const $element = $(element); + obj.activity = $element.find("[name='short_range_activity']").val(); + obj.start_time = $element.find("[name='short_range_start_time']").val(); + obj.duration = $element.find("[name='short_range_duration']").val(); short_range_interactions.push(JSON.stringify(obj)); }); diff --git a/cara/apps/templates/base/calculator.form.html.j2 b/cara/apps/templates/base/calculator.form.html.j2 index 689c7260..0d79ab70 100644 --- a/cara/apps/templates/base/calculator.form.html.j2 +++ b/cara/apps/templates/base/calculator.form.html.j2 @@ -268,7 +268,7 @@
      -

      Face mask selection is disabled due to short range interaction modeling.

      +

      The analytical model with short range interactions does not take mask wearing into account.

      @@ -125,11 +125,15 @@
      + {% if form.short_range_option == "short_range_yes" %} + {% if 'Speaking' in form.short_range_interactions|string or 'Shouting' in form.short_range_interactions|string %} + + + {% endif %} + {% endif %}

      {% block report_scenarios_summary_table %} From 2165c71bf5e7e5b745165a0f0cd9da6e65ca6698 Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Tue, 22 Mar 2022 14:52:50 +0100 Subject: [PATCH 58/85] Changed short range distance distribution to lognormal --- cara/apps/calculator/model_generator.py | 2 +- cara/monte_carlo/data.py | 8 ++++++-- cara/tests/models/test_short_range_model.py | 19 ++++++++----------- 3 files changed, 15 insertions(+), 14 deletions(-) diff --git a/cara/apps/calculator/model_generator.py b/cara/apps/calculator/model_generator.py index 4b8c0be0..ee76f162 100644 --- a/cara/apps/calculator/model_generator.py +++ b/cara/apps/calculator/model_generator.py @@ -250,7 +250,7 @@ class FormData: sr_presence=self.short_range_intervals() sr_activities=self.short_range_activities() short_range_expirations = tuple(short_range_expiration_distributions[activity] for activity in sr_activities) - dilutions=dilution_factor(activities=sr_activities, distance=np.random.uniform(0.5, 1.5, 250000)) + dilutions=dilution_factor(activities=sr_activities) else: sr_presence=() short_range_expirations=() diff --git a/cara/monte_carlo/data.py b/cara/monte_carlo/data.py index e4c99552..98095389 100644 --- a/cara/monte_carlo/data.py +++ b/cara/monte_carlo/data.py @@ -5,7 +5,7 @@ import numpy as np from scipy import special as sp import cara.monte_carlo as mc -from cara.monte_carlo.sampleable import Normal,LogNormal,LogCustomKernel,CustomKernel,Uniform +from cara.monte_carlo.sampleable import LogNormal,LogCustomKernel,CustomKernel,Uniform sqrt2pi = np.sqrt(2.*np.pi) @@ -182,7 +182,11 @@ def expiration_distribution( ) -def dilution_factor(activities, distance, D=0.02): +def dilution_factor(activities): + D = 0.02 + # From https://www.mdpi.com/1660-4601/17/4/1445/htm + distance = LogNormal(0.8542127255693238, 0.42755967248106513).generate_samples(250_000) + factors = [] for activity in activities: u0 = 0.98 if activity == "Breathing" else 3.9 diff --git a/cara/tests/models/test_short_range_model.py b/cara/tests/models/test_short_range_model.py index 3e40cc56..bc1546da 100644 --- a/cara/tests/models/test_short_range_model.py +++ b/cara/tests/models/test_short_range_model.py @@ -47,10 +47,7 @@ def expirations(presences) -> typing.Tuple[mc_models.Expiration, ...]: @pytest.fixture def dilutions(presences): - return dilution_factor( - activities=[activity for (activity, presence) in presences], - distance=np.random.uniform(0.5, 1.5, 250_000), - ) + return dilution_factor(activities=[activity for (activity, presence) in presences]) def test_short_range_model_ndarray(concentration_model, presences, expirations, dilutions): @@ -64,9 +61,9 @@ def test_short_range_model_ndarray(concentration_model, presences, expirations, @pytest.mark.parametrize( "start, stop, expected_exposure", [ - [8.5, 12.5, 5.844666077067048e-09], - [10.5, 11.0, 5.830120846251791e-09], - [10.6, 11.9, 4.6397748633454945e-09], + [8.5, 12.5, 5.963061627547172e-10], + [10.5, 11.0, 5.934552264225482e-10], + [10.6, 11.9, 4.709684623109963e-10], ] ) def test_normed_exposure_between_bounds( @@ -76,15 +73,15 @@ def test_normed_exposure_between_bounds( model = mc_models.ShortRangeModel(presences, expirations, dilutions) model = model.build_model(250_000) np.testing.assert_almost_equal( - model.normed_exposure_between_bounds(concentration_model, start, stop).mean(), expected_exposure + model.normed_exposure_between_bounds(concentration_model, start, stop).mean(), expected_exposure, decimal=10 ) @pytest.mark.parametrize( "time, expected_sr_normed_concentration, expected_concentration", [ - [10.75, 1.1670056689678455e-08, 11.67005668967846], - # [14.75, 3.6414877020308386e-06, 3641.4877020308395], - # [16.75, 1.973757599365769e-05, 19737.57599365769], + [10.75, 1.1670056689678455e-08, 1.1731466540816526], + # [14.75, 3.6414877020308386e-06, 474.36376505412574], + # [16.75, 1.973757599365769e-05, 2850.6219623225024], ] ) def test_short_range_model( From 152e5a2106aced3ea2b99052ea9dec017e8c03e0 Mon Sep 17 00:00:00 2001 From: Andre Henriques Date: Wed, 23 Mar 2022 11:28:12 +0100 Subject: [PATCH 59/85] changes to README --- README.md | 12 +++++++----- 1 file changed, 7 insertions(+), 5 deletions(-) diff --git a/README.md b/README.md index 02b95b78..57179d2b 100644 --- a/README.md +++ b/README.md @@ -2,15 +2,15 @@ CARA is a risk assessment tool developed to model the concentration of viruses in enclosed spaces, in order to inform space-management decisions. -CARA models the concentration profile of potential virions in enclosed spaces with clear and intuitive graphs. +CARA models the concentration profile of potential virions in enclosed spaces , both as background (room) concentration and during close-proximity interations, with clear and intuitive graphs. The user can set a number of parameters, including room volume, exposure time, activity type, mask-wearing and ventilation. The report generated indicates how to avoid exceeding critical concentrations and chains of airborne transmission in spaces such as individual offices, meeting rooms and labs. -The risk assessment tool simulates the long-range airborne spread SARS-CoV-2 virus in a finite volume, assuming a homogenous mixture, and estimates the risk of COVID-19 infection therein. -The results DO NOT include short-range airborne exposure (where the physical distance is a significant factor) nor the other known modes of SARS-CoV-2 transmission. -Hence, the output from this model is only valid when the other recommended public health & safety instructions are observed, such as adequate physical distancing, good hand hygiene and other barrier measures. +The risk assessment tool simulates the airborne spread SARS-CoV-2 virus in a finite volume, assuming a homogenous mixture and a two-stage exhaled jet model, and estimates the risk of COVID-19 infection therein. +The results DO NOT include the other known modes of SARS-CoV-2 transmission, such as fomite or blood-bound. +Hence, the output from this model is only valid when the other recommended public health & safety instructions are observed, such as good hand hygiene and other barrier measures. -The model used is based on scientific publications relating to airborne transmission of infectious diseases, dose-response exposures and aerosol science, as of February 2021. +The model used is based on scientific publications relating to airborne transmission of infectious diseases, dose-response exposures and aerosol science, as of February 2022. It can be used to compare the effectiveness of different airborne-related risk mitigation measures. Note that this model applies a deterministic approach, i.e., it is assumed at least one person is infected and shedding viruses into the simulated volume. @@ -44,6 +44,8 @@ CARA – COVID Airborne Risk Assessment tool **For use of the model** Henriques A, Mounet N, Aleixo L, Elson P, Devine J, Azzopardi G, Andreini M, Rognlien M, Tarocco N, Tang J. (2022). Modelling airborne transmission of SARS-CoV-2 using CARA: risk assessment for enclosed spaces. _Interface Focus 20210076_. https://doi.org/10.1098/rsfs.2021.0076 +_Note that the short-range component of the model has not yet been published._ + ## Applications ### COVID Calculator From 4ebbe4028faffa7339366bdf46bc5533eacc520b Mon Sep 17 00:00:00 2001 From: Andre Henriques Date: Wed, 23 Mar 2022 11:40:51 +0100 Subject: [PATCH 60/85] Change documentation with inclusion of short-range --- cara/apps/templates/about.html.j2 | 3 ++- cara/apps/templates/base/calculator.form.html.j2 | 8 ++++---- cara/apps/templates/base/calculator.report.html.j2 | 6 +++--- cara/apps/templates/base/userguide.html.j2 | 6 +++--- 4 files changed, 12 insertions(+), 11 deletions(-) diff --git a/cara/apps/templates/about.html.j2 b/cara/apps/templates/about.html.j2 index 50d2a8bf..47e29072 100644 --- a/cara/apps/templates/about.html.j2 +++ b/cara/apps/templates/about.html.j2 @@ -17,8 +17,9 @@ CARA stands for COVID Airborne Risk Assessment and was developed in the spring o
    • CARA expert app
    -The mathematical and physical model simulate the long-range airborne spread of SARS-CoV-2 virus in a finite volume, assuming a homogenous mixture, and estimates the risk of COVID-19 airborne transmission therein. The results DO NOT include (for now) short-range airborne exposure (where the physical distance plays a factor) nor the other known modes of SARS-CoV-2 transmission. Hence, the output from this model is only valid when the other recommended public health & safety instructions are observed, such as adequate physical distancing, good hand hygiene and other barrier measures.
    +The mathematical and physical model simulate the airborne spread of SARS-CoV-2 virus in a finite volume, assuming a homogenous mixture and a two-stage exhaled jet model, and estimates the risk of COVID-19 airborne transmission therein. The results DO NOT include other known modes of SARS-CoV-2 transmission. Hence, the output from this model is only valid when the other recommended public health & safety instructions are observed, such as good hand hygiene and other barrier measures.

    The methodology, mathematical equations and parameters of the model are published here in the CARA paper: Modelling airborne transmission of SARS-CoV-2 using CARA: risk assessment for enclosed spaces.

    +

    Note that the short-range component of the model has not yet been published.

    The model used is based on scientific publications relating to airborne transmission of infectious diseases, virology, epidemiology and aerosol science. It can be used to compare the effectiveness of different airborne-related risk mitigation measures. diff --git a/cara/apps/templates/base/calculator.form.html.j2 b/cara/apps/templates/base/calculator.form.html.j2 index 0d79ab70..6fd11ed5 100644 --- a/cara/apps/templates/base/calculator.form.html.j2 +++ b/cara/apps/templates/base/calculator.form.html.j2 @@ -622,12 +622,12 @@ The report generated indicates how to avoid exceeding critical concentrations and chains of airborne transmission in spaces such as individual offices, meeting rooms and labs.

    - The risk assessment tool simulates the long-range airborne spread SARS-CoV-2 virus in a finite volume, assuming a homogenous mixture, and estimates the risk of COVID-19 airborne transmission therein. - The results DO NOT include short-range airborne exposure (where the physical distance is a significant factor) nor the other known modes of SARS-CoV-2 transmission. - Hence, the output from this model is only valid when the other recommended public health & safety instructions are observed, such as adequate physical distancing, good hand hygiene and other barrier measures. + The risk assessment tool simulates the airborne spread SARS-CoV-2 virus in a finite volume, assuming a homogenous mixture and a two-stage exhaled jet model, and estimates the risk of COVID-19 airborne transmission therein. + The results DO NOT include other known modes of SARS-CoV-2 transmission. + Hence, the output from this model is only valid when the other recommended public health & safety instructions are observed, such as good hand hygiene and other barrier measures.

    - The model used is based on scientific publications relating to airborne transmission of infectious diseases, dose-response exposures and aerosol science, as of February 2021. + The model used is based on scientific publications relating to airborne transmission of infectious diseases, dose-response exposures and aerosol science, as of February 2022. It can be used to compare the effectiveness of different airborne-related risk mitigation measures.

    diff --git a/cara/apps/templates/base/calculator.report.html.j2 b/cara/apps/templates/base/calculator.report.html.j2 index 097275bc..8cc383fd 100644 --- a/cara/apps/templates/base/calculator.report.html.j2 +++ b/cara/apps/templates/base/calculator.report.html.j2 @@ -447,12 +447,12 @@ The report generated indicates how to avoid exceeding critical concentrations and chains of airborne transmission in spaces such as individual offices, meeting rooms and labs.

    - The risk assessment tool simulates the long-range airborne spread SARS-CoV-2 virus in a finite volume, assuming a homogenous mixture, and estimates the risk of COVID-19 airborne transmission therein. - The results DO NOT include short-range airborne exposure (where the physical distance is a significant factor) nor the other known modes of SARS-CoV-2 transmission. + The risk assessment tool simulates the airborne spread SARS-CoV-2 virus in a finite volume, assuming a homogenous mixture and a two-stage exhaled jet model, and estimates the risk of COVID-19 airborne transmission therein. + The results DO NOT include other known modes of SARS-CoV-2 transmission. Hence, the output from this model is only valid when the other recommended public health & safety instructions are observed, such as adequate physical distancing, good hand hygiene and other barrier measures.

    - The model used is based on scientific publications relating to airborne transmission of infectious diseases, dose-response exposures and aerosol science, as of February 2021. + The model used is based on scientific publications relating to airborne transmission of infectious diseases, dose-response exposures and aerosol science, as of February 2022. It can be used to compare the effectiveness of different airborne-related risk mitigation measures.

    diff --git a/cara/apps/templates/base/userguide.html.j2 b/cara/apps/templates/base/userguide.html.j2 index 9de64992..6072b2a0 100644 --- a/cara/apps/templates/base/userguide.html.j2 +++ b/cara/apps/templates/base/userguide.html.j2 @@ -27,12 +27,12 @@ The report generated indicates how to avoid exceeding critical concentrations and chains of airborne transmission in spaces such as individual offices, meeting rooms and labs.

    - The risk assessment tool simulates the long-range airborne spread SARS-CoV-2 virus in a finite volume, assuming a homogenous mixture, and estimates the risk of COVID-19 airborne transmission therein. - The results DO NOT include short-range airborne exposure (where the physical distance is a significant factor) nor the other known modes of SARS-CoV-2 transmission. + The risk assessment tool simulates the airborne spread SARS-CoV-2 virus in a finite volume, assuming a homogenous mixture and a two-stage exhaled jet model, and estimates the risk of COVID-19 airborne transmission therein. + The results DO NOT include other known modes of SARS-CoV-2 transmission. Hence, the output from this model is only valid when the other recommended public health & safety instructions are observed, such as adequate physical distancing, good hand hygiene and other barrier measures.

    - The model used is based on scientific publications relating to airborne transmission of infectious diseases, dose-response exposures and aerosol science, as of February 2021. + The model used is based on scientific publications relating to airborne transmission of infectious diseases, dose-response exposures and aerosol science, as of February 2022. It can be used to compare the effectiveness of different airborne-related risk mitigation measures.

    From d06c9b3a4da6caae3cbfed4fe82d1c64e0d75499 Mon Sep 17 00:00:00 2001 From: Andre Henriques Date: Wed, 23 Mar 2022 17:28:02 +0100 Subject: [PATCH 61/85] update report with new publication --- cara/apps/templates/base/calculator.report.html.j2 | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cara/apps/templates/base/calculator.report.html.j2 b/cara/apps/templates/base/calculator.report.html.j2 index 5afae2cf..db6f2436 100644 --- a/cara/apps/templates/base/calculator.report.html.j2 +++ b/cara/apps/templates/base/calculator.report.html.j2 @@ -88,7 +88,7 @@ {% block report_summary_footnote %} {% endblock report_summary_footnote %}

    -

    * The results are based on the parameters and assumptions published in the CERN Open Report CERN-OPEN-2021-004.

    +

    * The results are based on the parameters and assumptions published in the CARA publication: doi.org/10.1098/rsfs.2021.0076.


    -
    -
    Alternative scenarios - -
    -
    -
    -
    - {% if form.short_range_option == "short_range_yes" %} - {% if 'Speaking' in form.short_range_interactions|string or 'Shouting' in form.short_range_interactions|string %} - - + + {% if form.short_range_option == "short_range_no" %} +
    +
    Alternative scenarios + +
    +
    +
    +
    + {% if form.short_range_option == "short_range_yes" %} + {% if 'Speaking' in form.short_range_interactions|string or 'Shouting' in form.short_range_interactions|string %} + + + {% endif %} {% endif %} - {% endif %} -
    - -
    - {% block report_scenarios_summary_table %} - - - - - - - - - - {% for scenario_name, scenario_stats in alternative_scenarios.stats.items() %} - - - - - - {% endfor %} - -
    ScenarioP(I)Expected new cases
    {{ scenario_name }} {{ scenario_stats.probability_of_infection | non_zero_percentage }}{{ scenario_stats.expected_new_cases | float_format }}
    - {% endblock report_scenarios_summary_table %} +
    + +
    + {% block report_scenarios_summary_table %} + + + + + + + + + + {% for scenario_name, scenario_stats in alternative_scenarios.stats.items() %} + + + + + + {% endfor %} + +
    ScenarioP(I)Expected new cases
    {{ scenario_name }} {{ scenario_stats.probability_of_infection | non_zero_percentage }}{{ scenario_stats.expected_new_cases | float_format }}
    + {% endblock report_scenarios_summary_table %} +
    +
    +

    Notes for alternative scenarios:
    +

      +
    1. This graph shows the concentration of infectious quanta in the air. The filtration of Type I and FFP2 masks, if worn, applies not only to the emission rate but also to the individual exposure (i.e. inhalation). + For this reason, scenarios with different types of mask will show the same concentration on the graph but have different absorbed doses and infection probabilities.
      2. +
    2. If you have selected more sophisticated options, such as HEPA filtration or FFP2 masks, this will be indicated in the plot as the "base scenario", representing the inputs inserted in the form.
      + The other alternative scenarios shown for comparison will not include either HEPA filtration or FFP2 masks.
      3. +
    +
    +

    -
    -

    Notes for alternative scenarios:
    -

      -
    1. This graph shows the concentration of infectious quanta in the air. The filtration of Type I and FFP2 masks, if worn, applies not only to the emission rate but also to the individual exposure (i.e. inhalation). - For this reason, scenarios with different types of mask will show the same concentration on the graph but have different absorbed doses and infection probabilities.
      2. -
    2. If you have selected more sophisticated options, such as HEPA filtration or FFP2 masks, this will be indicated in the plot as the "base scenario", representing the inputs inserted in the form.
      - The other alternative scenarios shown for comparison will not include either HEPA filtration or FFP2 masks.
      3. -
    -
    -

    -
    + {% endif %} {% endblock report_results %} {% block report_footer %} From 9ef38329d101d85a8391abf0f9c9bd8ab168407c Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Thu, 24 Mar 2022 12:19:35 +0100 Subject: [PATCH 70/85] Added Disclaimer to common text --- cara/apps/calculator/__init__.py | 7 +++- .../templates/base/calculator.form.html.j2 | 35 +----------------- cara/apps/templates/base/userguide.html.j2 | 36 +----------------- cara/apps/templates/common_text.md.j2 | 37 +++++++++++++++++++ 4 files changed, 45 insertions(+), 70 deletions(-) diff --git a/cara/apps/calculator/__init__.py b/cara/apps/calculator/__init__.py index b9572896..17189304 100644 --- a/cara/apps/calculator/__init__.py +++ b/cara/apps/calculator/__init__.py @@ -140,6 +140,7 @@ class StaticModel(BaseRequestHandler): executor_factory=functools.partial( concurrent.futures.ThreadPoolExecutor, self.settings['report_generation_parallelism'], + self.settings["template_environment"].globals['common_text'], ), ) report: str = await asyncio.wrap_future(report_task) @@ -154,7 +155,7 @@ class LandingPage(BaseRequestHandler): report = template.render( user=self.current_user, calculator_prefix=self.settings["calculator_prefix"], - text_blocks=template_environment.globals['common_text'] + text_blocks=template_environment.globals['common_text'], ) self.finish(report) @@ -174,6 +175,7 @@ class AboutPage(BaseRequestHandler): class CalculatorForm(BaseRequestHandler): def get(self): + template_environment = self.settings["template_environment"] template = self.settings["template_environment"].get_template( "calculator.form.html.j2") report = template.render( @@ -181,6 +183,7 @@ class CalculatorForm(BaseRequestHandler): xsrf_form_html=self.xsrf_form_html(), calculator_prefix=self.settings["calculator_prefix"], calculator_version=__version__, + text_blocks=template_environment.globals['common_text'], ) self.finish(report) @@ -199,11 +202,13 @@ class CompressedCalculatorFormInputs(BaseRequestHandler): class ReadmeHandler(BaseRequestHandler): def get(self): + template_environment = self.settings["template_environment"] template = self.settings['template_environment'].get_template("userguide.html.j2") readme = template.render( active_page="calculator/user-guide", user=self.current_user, calculator_prefix=self.settings["calculator_prefix"], + text_blocks=template_environment.globals['common_text'], ) self.finish(readme) diff --git a/cara/apps/templates/base/calculator.form.html.j2 b/cara/apps/templates/base/calculator.form.html.j2 index 03986daa..a9403ec1 100644 --- a/cara/apps/templates/base/calculator.form.html.j2 +++ b/cara/apps/templates/base/calculator.form.html.j2 @@ -574,40 +574,7 @@
    -
    -

    - CARA is a risk assessment tool developed to model the concentration of viruses in enclosed spaces, in order to inform space-management decisions. -

    -

    - CARA models the concentration profile of virions in enclosed spaces with clear and intuitive graphs. - The user can set a number of parameters, including room volume, exposure time, activity type, mask-wearing and ventilation. - The report generated indicates how to avoid exceeding critical concentrations and chains of airborne transmission in spaces such as individual offices, meeting rooms and labs. -

    -

    - The risk assessment tool simulates the long-range airborne spread SARS-CoV-2 virus in a finite volume, assuming a homogenous mixture, and estimates the risk of COVID-19 airborne transmission therein. - The results DO NOT include short-range airborne exposure (where the physical distance is a significant factor) nor the other known modes of SARS-CoV-2 transmission. - Hence, the output from this model is only valid when the other recommended public health & safety instructions are observed, such as adequate physical distancing, good hand hygiene and other barrier measures. -

    -

    - The model used is based on scientific publications relating to airborne transmission of infectious diseases, dose-response exposures and aerosol science, as of February 2021. - It can be used to compare the effectiveness of different airborne-related risk mitigation measures. -

    -

    - Note that this model applies a deterministic approach, i.e., it is assumed at least one person is infected and shedding viruses into the simulated volume. - Nonetheless, it is also important to understand that the absolute risk of infection is uncertain, as it will depend on the probability that someone infected attends the event. - The model is most useful for comparing the impact and effectiveness of different mitigation measures such as ventilation, filtration, exposure time, physical activity and - the size of the room, only considering long-range airborne transmission of COVID-19 in indoor settings. -

    -

    - This tool is designed to be informative, allowing the user to adapt different settings and model the relative impact on the estimated infection probabilities. - The objective is to facilitate targeted decision-making and investment through comparisons, rather than a singular determination of absolute risk. - While the SARS-CoV-2 virus is in circulation among the population, the notion of 'zero risk' or 'completely safe scenario' does not exist. - Each event modelled is unique, and the results generated therein are only as accurate as the inputs and assumptions. -

    -

    - CARA has not undergone review, approval or certification by competent authorities, and as a result, it cannot be considered - as a fully endorsed and reliable tool, namely in the assessment of potential viral emissions from infected hosts to be modelled. -

    + {# {{ text_blocks['Disclaimer'] }} #}
    diff --git a/cara/apps/templates/base/userguide.html.j2 b/cara/apps/templates/base/userguide.html.j2 index 8685fbc0..97cad39b 100644 --- a/cara/apps/templates/base/userguide.html.j2 +++ b/cara/apps/templates/base/userguide.html.j2 @@ -17,41 +17,7 @@
    -
    -

    - CARA is a risk assessment tool developed to model the concentration of viruses in enclosed spaces, in order to inform space-management decisions. -

    -

    - CARA models the concentration profile of potential virions in enclosed spaces with clear and intuitive graphs. - The user can set a number of parameters, including room volume, exposure time, activity type, mask-wearing and ventilation. - The report generated indicates how to avoid exceeding critical concentrations and chains of airborne transmission in spaces such as individual offices, meeting rooms and labs. -

    -

    - The risk assessment tool simulates the long-range airborne spread SARS-CoV-2 virus in a finite volume, assuming a homogenous mixture, and estimates the risk of COVID-19 airborne transmission therein. - The results DO NOT include short-range airborne exposure (where the physical distance is a significant factor) nor the other known modes of SARS-CoV-2 transmission. - Hence, the output from this model is only valid when the other recommended public health & safety instructions are observed, such as adequate physical distancing, good hand hygiene and other barrier measures. -

    -

    - The model used is based on scientific publications relating to airborne transmission of infectious diseases, dose-response exposures and aerosol science, as of February 2021. - It can be used to compare the effectiveness of different airborne-related risk mitigation measures. -

    -

    - Note that this model applies a deterministic approach, i.e., it is assumed at least one person is infected and shedding viruses into the simulated volume. - Nonetheless, it is also important to understand that the absolute risk of infection is uncertain, as it will depend on the probability that someone infected attends the event. - The model is most useful for comparing the impact and effectiveness of different mitigation measures such as ventilation, filtration, exposure time, physical activity and - the size of the room, only considering long-range airborne transmission of COVID-19 in indoor settings. -

    -

    - This tool is designed to be informative, allowing the user to adapt different settings and model the relative impact on the estimated infection probabilities. - The objective is to facilitate targeted decision-making and investment through comparisons, rather than a singular determination of absolute risk. - While the SARS-CoV-2 virus is in circulation among the population, the notion of 'zero risk' or 'completely safe scenario' does not exist. - Each event modelled is unique, and the results generated therein are only as accurate as the inputs and assumptions. -

    -

    - CARA has not undergone review, approval or certification by competent authorities, and as a result, it cannot be considered - as a fully endorsed and reliable tool, namely in the assessment of potential viral emissions from infected hosts to be modelled. -

    -
    + {{ text_blocks['Disclaimer'] }}
    diff --git a/cara/apps/templates/common_text.md.j2 b/cara/apps/templates/common_text.md.j2 index 5eebb32d..5bb03ae1 100644 --- a/cara/apps/templates/common_text.md.j2 +++ b/cara/apps/templates/common_text.md.j2 @@ -22,6 +22,43 @@ We wish to thank CERN’s HSE Unit, Beams Department, Experimental Physics Department, Information Technology Department, Industry, Procurement and Knowledge Transfer Department and International Relations Sector for their support to the study. Thanks to Doris Forkel-Wirth, Benoit Delille, Walid Fadel, Olga Beltramello, Letizia Di Giulio, Evelyne Dho, Wayne Salter, Benoit Salvant and colleagues from the COVID working group for providing expert advice and extensively testing the model. Finally, we wish to thank Fabienne Landua and the design service for preparing the illustrations and Alessandro Raimondo and Manuela Cirilli from the Knowledge Transfer Group for their continuous support. Our compliments towards the work and research performed by world leading scientists in this domain: Dr. Julian Tang, Prof. Manuel Gameiro, Dr. Linsey Marr, Prof. Lidia Morawska, Prof. Yuguo Li, and others – their scientific contribution was indispensable for this project. +## Disclaimer +
    +

    + CARA is a risk assessment tool developed to model the concentration of viruses in enclosed spaces, in order to inform space-management decisions. +

    +

    + CARA models the concentration profile of virions in enclosed spaces with clear and intuitive graphs. + The user can set a number of parameters, including room volume, exposure time, activity type, mask-wearing and ventilation. + The report generated indicates how to avoid exceeding critical concentrations and chains of airborne transmission in spaces such as individual offices, meeting rooms and labs. +

    +

    + The risk assessment tool simulates the long-range airborne spread SARS-CoV-2 virus in a finite volume, assuming a homogenous mixture, and estimates the risk of COVID-19 airborne transmission therein. + The results DO NOT include short-range airborne exposure (where the physical distance is a significant factor) nor the other known modes of SARS-CoV-2 transmission. + Hence, the output from this model is only valid when the other recommended public health & safety instructions are observed, such as adequate physical distancing, good hand hygiene and other barrier measures. +

    +

    + The model used is based on scientific publications relating to airborne transmission of infectious diseases, dose-response exposures and aerosol science, as of February 2021. + It can be used to compare the effectiveness of different airborne-related risk mitigation measures. +

    +

    + Note that this model applies a deterministic approach, i.e., it is assumed at least one person is infected and shedding viruses into the simulated volume. + Nonetheless, it is also important to understand that the absolute risk of infection is uncertain, as it will depend on the probability that someone infected attends the event. + The model is most useful for comparing the impact and effectiveness of different mitigation measures such as ventilation, filtration, exposure time, physical activity and + the size of the room, only considering long-range airborne transmission of COVID-19 in indoor settings. +

    +

    + This tool is designed to be informative, allowing the user to adapt different settings and model the relative impact on the estimated infection probabilities. + The objective is to facilitate targeted decision-making and investment through comparisons, rather than a singular determination of absolute risk. + While the SARS-CoV-2 virus is in circulation among the population, the notion of 'zero risk' or 'completely safe scenario' does not exist. + Each event modelled is unique, and the results generated therein are only as accurate as the inputs and assumptions. +

    +

    + CARA has not undergone review, approval or certification by competent authorities, and as a result, it cannot be considered + as a fully endorsed and reliable tool, namely in the assessment of potential viral emissions from infected hosts to be modelled. +

    +
    + ## References Reference list can be found in the CARA paper: CERN-OPEN-2021-004 From dc1020c15938edd0eab749b9bda86884e8be1f69 Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Thu, 24 Mar 2022 14:54:12 +0100 Subject: [PATCH 71/85] Added disclaimer from common_text in report page --- cara/apps/calculator/__init__.py | 7 +- cara/apps/calculator/report_generator.py | 6 +- .../templates/base/calculator.form.html.j2 | 2 +- .../templates/base/calculator.report.html.j2 | 38 +---------- cara/apps/templates/base/userguide.html.j2 | 2 +- cara/apps/templates/common_text.md.j2 | 68 +++++++++---------- 6 files changed, 45 insertions(+), 78 deletions(-) diff --git a/cara/apps/calculator/__init__.py b/cara/apps/calculator/__init__.py index 17189304..e396ea8c 100644 --- a/cara/apps/calculator/__init__.py +++ b/cara/apps/calculator/__init__.py @@ -140,7 +140,6 @@ class StaticModel(BaseRequestHandler): executor_factory=functools.partial( concurrent.futures.ThreadPoolExecutor, self.settings['report_generation_parallelism'], - self.settings["template_environment"].globals['common_text'], ), ) report: str = await asyncio.wrap_future(report_task) @@ -150,7 +149,7 @@ class StaticModel(BaseRequestHandler): class LandingPage(BaseRequestHandler): def get(self): template_environment = self.settings["template_environment"] - template = self.settings["template_environment"].get_template( + template = template_environment.get_template( "index.html.j2") report = template.render( user=self.current_user, @@ -176,7 +175,7 @@ class AboutPage(BaseRequestHandler): class CalculatorForm(BaseRequestHandler): def get(self): template_environment = self.settings["template_environment"] - template = self.settings["template_environment"].get_template( + template = template_environment.get_template( "calculator.form.html.j2") report = template.render( user=self.current_user, @@ -203,7 +202,7 @@ class CompressedCalculatorFormInputs(BaseRequestHandler): class ReadmeHandler(BaseRequestHandler): def get(self): template_environment = self.settings["template_environment"] - template = self.settings['template_environment'].get_template("userguide.html.j2") + template = template_environment.get_template("userguide.html.j2") readme = template.render( active_page="calculator/user-guide", user=self.current_user, diff --git a/cara/apps/calculator/report_generator.py b/cara/apps/calculator/report_generator.py index 1bbf967d..c06b63ee 100644 --- a/cara/apps/calculator/report_generator.py +++ b/cara/apps/calculator/report_generator.py @@ -12,6 +12,7 @@ import jinja2 import numpy as np from cara import models +from cara.apps.calculator import markdown_tools from ... import monte_carlo as mc from .model_generator import FormData, _DEFAULT_MC_SAMPLE_SIZE from ... import dataclass_utils @@ -315,6 +316,9 @@ class ReportGenerator: loader=self.jinja_loader, undefined=jinja2.StrictUndefined, ) + env.globals['common_text'] = markdown_tools.extract_rendered_markdown_blocks( + env.get_template('common_text.md.j2') + ) env.filters['non_zero_percentage'] = non_zero_percentage env.filters['readable_minutes'] = readable_minutes env.filters['minutes_to_time'] = minutes_to_time @@ -325,4 +329,4 @@ class ReportGenerator: def render(self, context: dict) -> str: template = self._template_environment().get_template("calculator.report.html.j2") - return template.render(**context) + return template.render(**context, text_blocks=template.globals['common_text']) diff --git a/cara/apps/templates/base/calculator.form.html.j2 b/cara/apps/templates/base/calculator.form.html.j2 index a9403ec1..84b3e987 100644 --- a/cara/apps/templates/base/calculator.form.html.j2 +++ b/cara/apps/templates/base/calculator.form.html.j2 @@ -574,7 +574,7 @@
    - {# {{ text_blocks['Disclaimer'] }} #} +
    {{ text_blocks['Disclaimer'] }}
    diff --git a/cara/apps/templates/base/calculator.report.html.j2 b/cara/apps/templates/base/calculator.report.html.j2 index db6f2436..52d8ad6c 100644 --- a/cara/apps/templates/base/calculator.report.html.j2 +++ b/cara/apps/templates/base/calculator.report.html.j2 @@ -410,42 +410,8 @@


    {% block disclaimer %} -

    Disclaimer:

    - -

    - CARA is a risk assessment tool developed to model the concentration of viruses in enclosed spaces, in order to inform space-management decisions. -

    -

    - CARA models the concentration profile of potential infectious viruses in enclosed spaces with clear and intuitive graphs. - The user can set a number of parameters, including room volume, exposure time, activity type, mask-wearing and ventilation. - The report generated indicates how to avoid exceeding critical concentrations and chains of airborne transmission in spaces such as individual offices, meeting rooms and labs. -

    -

    - The risk assessment tool simulates the long-range airborne spread SARS-CoV-2 virus in a finite volume, assuming a homogenous mixture, and estimates the risk of COVID-19 airborne transmission therein. - The results DO NOT include short-range airborne exposure (where the physical distance is a significant factor) nor the other known modes of SARS-CoV-2 transmission. - Hence, the output from this model is only valid when the other recommended public health & safety instructions are observed, such as adequate physical distancing, good hand hygiene and other barrier measures. -

    -

    - The model used is based on scientific publications relating to airborne transmission of infectious diseases, dose-response exposures and aerosol science, as of February 2021. - It can be used to compare the effectiveness of different airborne-related risk mitigation measures. -

    -

    - Note that this model applies a deterministic approach, i.e., it is assumed at least one person is infected and shedding viruses into the simulated volume. - Nonetheless, it is also important to understand that the absolute risk of infection is uncertain, as it will depend on the probability that someone infected attends the event. - The model is most useful for comparing the impact and effectiveness of different mitigation measures such as ventilation, filtration, exposure time, physical activity and - the size of the room, only considering long-range airborne transmission of COVID-19 in indoor settings. -

    -

    - This tool is designed to be informative, allowing the user to adapt different settings and model the relative impact on the estimated infection probabilities. - The objective is to facilitate targeted decision-making and investment through comparisons, rather than a singular determination of absolute risk. - While the SARS-CoV-2 virus is in circulation among the population, the notion of 'zero risk' or 'completely safe scenario' does not exist. - Each event modelled is unique, and the results generated therein are only as accurate as the inputs and assumptions. -

    -

    - CARA has not undergone review, approval or certification by competent authorities, and as a result, it cannot be considered - as a fully endorsed and reliable tool, namely in the assessment of potential viral emissions from infected hosts to be modelled. -

    - +

    Disclaimer:

    + {{ text_blocks['Disclaimer'] }} {% endblock disclaimer %}
    {% endblock disclaimer_container %} diff --git a/cara/apps/templates/base/userguide.html.j2 b/cara/apps/templates/base/userguide.html.j2 index 97cad39b..893637c2 100644 --- a/cara/apps/templates/base/userguide.html.j2 +++ b/cara/apps/templates/base/userguide.html.j2 @@ -17,7 +17,7 @@
    - {{ text_blocks['Disclaimer'] }} +
    {{ text_blocks['Disclaimer'] }}
    diff --git a/cara/apps/templates/common_text.md.j2 b/cara/apps/templates/common_text.md.j2 index 5bb03ae1..795c07b5 100644 --- a/cara/apps/templates/common_text.md.j2 +++ b/cara/apps/templates/common_text.md.j2 @@ -23,41 +23,39 @@ We wish to thank CERN’s HSE Unit, Beams Department, Experimental Physics Department, Information Technology Department, Industry, Procurement and Knowledge Transfer Department and International Relations Sector for their support to the study. Thanks to Doris Forkel-Wirth, Benoit Delille, Walid Fadel, Olga Beltramello, Letizia Di Giulio, Evelyne Dho, Wayne Salter, Benoit Salvant and colleagues from the COVID working group for providing expert advice and extensively testing the model. Finally, we wish to thank Fabienne Landua and the design service for preparing the illustrations and Alessandro Raimondo and Manuela Cirilli from the Knowledge Transfer Group for their continuous support. Our compliments towards the work and research performed by world leading scientists in this domain: Dr. Julian Tang, Prof. Manuel Gameiro, Dr. Linsey Marr, Prof. Lidia Morawska, Prof. Yuguo Li, and others – their scientific contribution was indispensable for this project. ## Disclaimer -
    -

    - CARA is a risk assessment tool developed to model the concentration of viruses in enclosed spaces, in order to inform space-management decisions. -

    -

    - CARA models the concentration profile of virions in enclosed spaces with clear and intuitive graphs. - The user can set a number of parameters, including room volume, exposure time, activity type, mask-wearing and ventilation. - The report generated indicates how to avoid exceeding critical concentrations and chains of airborne transmission in spaces such as individual offices, meeting rooms and labs. -

    -

    - The risk assessment tool simulates the long-range airborne spread SARS-CoV-2 virus in a finite volume, assuming a homogenous mixture, and estimates the risk of COVID-19 airborne transmission therein. - The results DO NOT include short-range airborne exposure (where the physical distance is a significant factor) nor the other known modes of SARS-CoV-2 transmission. - Hence, the output from this model is only valid when the other recommended public health & safety instructions are observed, such as adequate physical distancing, good hand hygiene and other barrier measures. -

    -

    - The model used is based on scientific publications relating to airborne transmission of infectious diseases, dose-response exposures and aerosol science, as of February 2021. - It can be used to compare the effectiveness of different airborne-related risk mitigation measures. -

    -

    - Note that this model applies a deterministic approach, i.e., it is assumed at least one person is infected and shedding viruses into the simulated volume. - Nonetheless, it is also important to understand that the absolute risk of infection is uncertain, as it will depend on the probability that someone infected attends the event. - The model is most useful for comparing the impact and effectiveness of different mitigation measures such as ventilation, filtration, exposure time, physical activity and - the size of the room, only considering long-range airborne transmission of COVID-19 in indoor settings. -

    -

    - This tool is designed to be informative, allowing the user to adapt different settings and model the relative impact on the estimated infection probabilities. - The objective is to facilitate targeted decision-making and investment through comparisons, rather than a singular determination of absolute risk. - While the SARS-CoV-2 virus is in circulation among the population, the notion of 'zero risk' or 'completely safe scenario' does not exist. - Each event modelled is unique, and the results generated therein are only as accurate as the inputs and assumptions. -

    -

    - CARA has not undergone review, approval or certification by competent authorities, and as a result, it cannot be considered - as a fully endorsed and reliable tool, namely in the assessment of potential viral emissions from infected hosts to be modelled. -

    -
    +

    + CARA is a risk assessment tool developed to model the concentration of viruses in enclosed spaces, in order to inform space-management decisions. +

    +

    + CARA models the concentration profile of virions in enclosed spaces with clear and intuitive graphs. + The user can set a number of parameters, including room volume, exposure time, activity type, mask-wearing and ventilation. + The report generated indicates how to avoid exceeding critical concentrations and chains of airborne transmission in spaces such as individual offices, meeting rooms and labs. +

    +

    + The risk assessment tool simulates the long-range airborne spread SARS-CoV-2 virus in a finite volume, assuming a homogenous mixture, and estimates the risk of COVID-19 airborne transmission therein. + The results DO NOT include short-range airborne exposure (where the physical distance is a significant factor) nor the other known modes of SARS-CoV-2 transmission. + Hence, the output from this model is only valid when the other recommended public health & safety instructions are observed, such as adequate physical distancing, good hand hygiene and other barrier measures. +

    +

    + The model used is based on scientific publications relating to airborne transmission of infectious diseases, dose-response exposures and aerosol science, as of February 2021. + It can be used to compare the effectiveness of different airborne-related risk mitigation measures. +

    +

    + Note that this model applies a deterministic approach, i.e., it is assumed at least one person is infected and shedding viruses into the simulated volume. + Nonetheless, it is also important to understand that the absolute risk of infection is uncertain, as it will depend on the probability that someone infected attends the event. + The model is most useful for comparing the impact and effectiveness of different mitigation measures such as ventilation, filtration, exposure time, physical activity and + the size of the room, only considering long-range airborne transmission of COVID-19 in indoor settings. +

    +

    + This tool is designed to be informative, allowing the user to adapt different settings and model the relative impact on the estimated infection probabilities. + The objective is to facilitate targeted decision-making and investment through comparisons, rather than a singular determination of absolute risk. + While the SARS-CoV-2 virus is in circulation among the population, the notion of 'zero risk' or 'completely safe scenario' does not exist. + Each event modelled is unique, and the results generated therein are only as accurate as the inputs and assumptions. +

    +

    + CARA has not undergone review, approval or certification by competent authorities, and as a result, it cannot be considered + as a fully endorsed and reliable tool, namely in the assessment of potential viral emissions from infected hosts to be modelled. +

    ## References From 29f5e9cc0fc8ecaf3e7a370eb2e7aa6a291a6c57 Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Fri, 25 Mar 2022 15:28:30 +0100 Subject: [PATCH 72/85] Fixed bug on legend with firefox --- cara/apps/calculator/static/js/report.js | 42 +++++++++++------------- 1 file changed, 19 insertions(+), 23 deletions(-) diff --git a/cara/apps/calculator/static/js/report.js b/cara/apps/calculator/static/js/report.js index a4fa7b46..a7c59bcc 100644 --- a/cara/apps/calculator/static/js/report.js +++ b/cara/apps/calculator/static/js/report.js @@ -78,8 +78,7 @@ function draw_plot(svg_id) { // Concentration line text var legendLineText = vis.append('text') .text('Mean concentration') - .style('font-size', '15px') - .attr('alignment-baseline', 'central'); + .style('font-size', '15px'); // Cumulative dose line icon var legendCumulativeIcon = vis.append('line') @@ -89,8 +88,7 @@ function draw_plot(svg_id) { // Cumulative dose line text var legendCumutiveText = vis.append('text') .text('Cumulative dose') - .style('font-size', '15px') - .attr('alignment-baseline', 'central'); + .style('font-size', '15px'); // Area line icon var legendAreaIcon = vis.append('rect') @@ -101,8 +99,7 @@ function draw_plot(svg_id) { // Area line text var legendAreaText = vis.append('text') .text('Presence of exposed person(s)') - .style('font-size', '15px') - .attr('alignment-baseline', 'central'); + .style('font-size', '15px'); sr_unique_activities = [...new Set(short_range_activities)] if (show_sr_legend) { @@ -115,7 +112,6 @@ function draw_plot(svg_id) { var legendLongCumutiveText = vis.append('text') .text('Long-range cumulative dose') .style('font-size', '15px') - .attr('alignment-baseline', 'central') .attr('opacity', 0); // Short range area icon var legendShortRangeAreaIcon = {}; @@ -133,8 +129,7 @@ function draw_plot(svg_id) { sr_unique_activities.forEach((b, index) => { legendShortRangeText[index] = vis.append('text') .text('Short-range - ' + sr_unique_activities[index]) - .style('font-size', '15px') - .attr('alignment-baseline', 'central'); + .style('font-size', '15px'); }); } @@ -375,38 +370,39 @@ function draw_plot(svg_id) { const size = 20; var legend_x_start = 50; const space_between_text_icon = 30; + const text_height = 6; // Legend on right side. if (plot_div.clientWidth >= 900) { legendLineIcon.attr('x', graph_width + legend_x_start) .attr('y', margins.top + size); legendLineText.attr('x', graph_width + legend_x_start + space_between_text_icon) - .attr('y', margins.top + size); + .attr('y', margins.top + size + text_height); legendCumulativeIcon.attr("x1", graph_width + legend_x_start) .attr("x2", graph_width + legend_x_start + 20) .attr("y1", margins.top + 2 * size) .attr("y2", margins.top + 2 * size); legendCumutiveText.attr('x', graph_width + legend_x_start + space_between_text_icon) - .attr('y', margins.top + 2 * size); + .attr('y', margins.top + 2 * size + text_height); legendAreaIcon.attr('x', graph_width + legend_x_start) .attr('y', margins.top + (3 * size) - 15/2); legendAreaText.attr('x', graph_width + legend_x_start + space_between_text_icon) - .attr('y', margins.top + 3 * size); + .attr('y', margins.top + 3 * size + text_height); if (show_sr_legend) { sr_unique_activities.forEach((b, index) => { legendShortRangeAreaIcon[index].attr('x', graph_width + legend_x_start) .attr('y', margins.top + (4 + index) * size - 15/2); legendShortRangeText[index].attr('x', graph_width + legend_x_start + space_between_text_icon) - .attr('y', margins.top + (4 + index) * size); + .attr('y', margins.top + (4 + index) * size + text_height); }); legendLongCumulativeIcon.attr("x1", graph_width + legend_x_start) .attr("x2", graph_width + legend_x_start + 20) .attr("y1", margins.top + (4 + sr_unique_activities.length) * size) .attr("y2", margins.top + (4 + sr_unique_activities.length) * size); legendLongCumutiveText.attr('x', graph_width + legend_x_start + space_between_text_icon) - .attr('y', margins.top + (4 + sr_unique_activities.length) * size); + .attr('y', margins.top + (4 + sr_unique_activities.length) * size + + text_height); } legendBBox.attr('x', graph_width * 1.07) @@ -419,33 +415,33 @@ function draw_plot(svg_id) { legendLineIcon.attr('x', legend_x_start) .attr('y', graph_height + size); legendLineText.attr('x', legend_x_start + space_between_text_icon) - .attr('y', graph_height + size); + .attr('y', graph_height + size + text_height); legendCumulativeIcon.attr("x1", legend_x_start) .attr("x2", legend_x_start + 20) .attr("y1", graph_height + 2 * size) .attr("y2", graph_height + 2 * size); legendCumutiveText.attr('x', legend_x_start + space_between_text_icon) - .attr('y', graph_height + 2 * size); + .attr('y', graph_height + 2 * size + text_height); legendAreaIcon.attr('x', legend_x_start) .attr('y', graph_height + 3 * size - 15/2); legendAreaText.attr('x', legend_x_start + space_between_text_icon) - .attr('y', graph_height + 3 * size); + .attr('y', graph_height + 3 * size + text_height); if (show_sr_legend) { sr_unique_activities.forEach((b, index) => { legendShortRangeAreaIcon[index].attr('x', legend_x_start) .attr('y', graph_height + 4 * size - 15/2); legendShortRangeText[index].attr('x', legend_x_start + space_between_text_icon) - .attr('y', graph_height + 4 * size); + .attr('y', graph_height + 4 * size + text_height); }); legendLongCumulativeIcon.attr("x1", legend_x_start) .attr("x2", legend_x_start + 20) .attr("y1", graph_height + (4 + sr_unique_activities.length) * size) .attr("y2", graph_height + (4 + sr_unique_activities.length) * size) legendLongCumutiveText.attr('x', legend_x_start + space_between_text_icon) - .attr('y', graph_height + (4 + sr_unique_activities.length) * size); + .attr('y', graph_height + (4 + sr_unique_activities.length) * size + text_height); } legendBBox.attr('x', 1) @@ -646,8 +642,7 @@ function draw_alternative_scenarios_plot(concentration_plot_svg_id, alternative_ label_text[scenario_name] = vis.append('text') .text(scenario_name) - .style('font-size', '15px') - .attr('alignment-baseline', 'central'); + .style('font-size', '15px'); } @@ -749,6 +744,7 @@ function draw_alternative_scenarios_plot(concentration_plot_svg_id, alternative_ var legend_x_start = 25; const space_between_text_icon = 30; + const text_height = 6; for (const [scenario_name, data] of Object.entries(data_for_scenarios)) { var scenario_index = Object.keys(data_for_scenarios).indexOf(scenario_name) // Legend on right side. @@ -757,7 +753,7 @@ function draw_alternative_scenarios_plot(concentration_plot_svg_id, alternative_ label_icons[scenario_name].attr('x', graph_width + legend_x_start) .attr('y', margins.top + size); label_text[scenario_name].attr('x', graph_width + legend_x_start + space_between_text_icon) - .attr('y', margins.top + size); + .attr('y', margins.top + size + text_height); } // Legend on the bottom. else { @@ -766,7 +762,7 @@ function draw_alternative_scenarios_plot(concentration_plot_svg_id, alternative_ label_icons[scenario_name].attr('x', legend_x_start) .attr('y', graph_height + size); label_text[scenario_name].attr('x', legend_x_start + space_between_text_icon) - .attr('y', graph_height + size); + .attr('y', graph_height + size + text_height); } } From 5720f0340acd45e2608f3edba45fcb34bbe6491f Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Mon, 28 Mar 2022 15:41:55 +0200 Subject: [PATCH 73/85] Changed label on short range activity and added BR on dilution factor --- cara/apps/calculator/model_generator.py | 28 ++++---- cara/apps/calculator/static/js/form.js | 44 ++++++------ cara/apps/expert.py | 5 +- .../templates/base/calculator.form.html.j2 | 5 +- .../templates/base/calculator.report.html.j2 | 2 +- cara/models.py | 58 +++++++++++++--- cara/monte_carlo/data.py | 67 ++++++++++--------- 7 files changed, 126 insertions(+), 83 deletions(-) diff --git a/cara/apps/calculator/model_generator.py b/cara/apps/calculator/model_generator.py index d8a7ce9b..d72952e6 100644 --- a/cara/apps/calculator/model_generator.py +++ b/cara/apps/calculator/model_generator.py @@ -13,7 +13,7 @@ from cara import data import cara.data.weather import cara.monte_carlo as mc from .. import calculator -from cara.monte_carlo.data import activity_distributions, virus_distributions, mask_distributions, dilution_factor +from cara.monte_carlo.data import activity_distributions, virus_distributions, mask_distributions, short_range_distances from cara.monte_carlo.data import expiration_distribution, expiration_BLO_factors, expiration_distributions, short_range_expiration_distributions @@ -245,29 +245,31 @@ class FormData: else: humidity = 0.5 room = models.Room(volume=volume, humidity=humidity) + + infected_population = self.infected_population() if self.short_range_option == "short_range_yes": + short_range_expirations = tuple(short_range_expiration_distributions[interaction['expiration']] for interaction in self.short_range_interactions) + short_range_activities = tuple([infected_population.activity for _ in self.short_range_interactions]) sr_presence=self.short_range_intervals() - sr_activities=self.short_range_activities() - short_range_expirations = tuple(short_range_expiration_distributions[activity] for activity in sr_activities) - dilutions=dilution_factor(activities=sr_activities) else: - sr_presence=() short_range_expirations=() - dilutions=() - + short_range_activities=() + sr_presence=() + # Initializes and returns a model with the attributes defined above return mc.ExposureModel( concentration_model=mc.ConcentrationModel( room=room, ventilation=self.ventilation(), - infected=self.infected_population(), + infected=infected_population, evaporation_factor=0.3, ), short_range = mc.ShortRangeModel( - presence=sr_presence, expirations=short_range_expirations, - dilutions=dilutions, + activities=short_range_activities, + presence=sr_presence, + distances=short_range_distances, ), exposed=self.exposed_population(), ) @@ -655,7 +657,7 @@ class FormData: for interaction in self.short_range_interactions: start_time = time_string_to_minutes(interaction['start_time']) duration = float(interaction['duration']) - short_range_intervals.append((interaction['activity'], models.SpecificInterval((start_time/60, (start_time + duration)/60)))) + short_range_intervals.append((interaction['expiration'], models.SpecificInterval((start_time/60, (start_time + duration)/60)))) return tuple(short_range_intervals) @@ -665,10 +667,6 @@ class FormData: breaks=self.exposed_lunch_break_times() + self.exposed_coffee_break_times(), ) - def short_range_activities(self) -> typing.List[str]: - return ([interaction['activity'] for interaction in self.short_range_interactions] - if self.short_range_interactions else []) - def build_expiration(expiration_definition) -> mc._ExpirationBase: if isinstance(expiration_definition, str): diff --git a/cara/apps/calculator/static/js/form.js b/cara/apps/calculator/static/js/form.js index dcaf0662..545f6f99 100644 --- a/cara/apps/calculator/static/js/form.js +++ b/cara/apps/calculator/static/js/form.js @@ -408,7 +408,7 @@ function validate_form(form) { $(".form_field_outer_row").each(function (index, element){ let obj = {}; const $element = $(element); - obj.activity = $element.find("[name='short_range_activity']").val(); + obj.expiration = $element.find("[name='short_range_expiration']").val(); obj.start_time = $element.find("[name='short_range_start_time']").val(); obj.duration = $element.find("[name='short_range_duration']").val(); short_range_interactions.push(JSON.stringify(obj)); @@ -656,8 +656,8 @@ $(document).ready(function () { let index = 1; for (const interaction of JSON.parse(value)) { $("#dialog_sr").append(inject_sr_interaction(index, value = interaction, is_validated="row_validated")) - $('#sr_activity_no_' + String(index)).val(interaction.activity).change(); - document.getElementById('sr_activity_no_' + String(index)).disabled = true; + $('#sr_expiration_no_' + String(index)).val(interaction.expiration).change(); + document.getElementById('sr_expiration_no_' + String(index)).disabled = true; document.getElementById('sr_start_no_' + String(index)).disabled = true; document.getElementById('sr_duration_no_' + String(index)).disabled = true; document.getElementById('edit_row_no_' + String(index)).style.cssText = 'display:inline !important'; @@ -838,35 +838,35 @@ $(document).ready(function () { function inject_sr_interaction(index, value, is_validated) { return `
    -
    -
    +
    +
    -

    -
    -
    +
    -
    -
    -

    -
    -
    -
    -
    -
    -

    + +
    +
    +

    -
    + +
    +
    +

    +
    + +
    -
    ` } @@ -889,12 +889,12 @@ $(document).ready(function () { // Validate row button (Save button) $("body").on("click", ".validate_node_btn_frm_field", function() { var index = $(this).attr('id').split('_').slice(-1)[0]; - let activity = validate_sr_parameter('#sr_activity_no_' + String(index)[0], "Required input."); + let activity = validate_sr_parameter('#sr_expiration_no_' + String(index)[0], "Required input."); let start = validate_sr_parameter('#sr_start_no_' + String(index)[0], "Required input."); let duration = validate_sr_parameter('#sr_duration_no_' + String(index)[0], "Required input."); if (activity && start && duration) { if (validate_sr_time('#sr_start_no_' + String(index)) && validate_sr_time('#sr_start_no_' + String(index))) { - document.getElementById('sr_activity_no_' + String(index)).disabled = true; + document.getElementById('sr_expiration_no_' + String(index)).disabled = true; document.getElementById('sr_start_no_' + String(index)).disabled = true; document.getElementById('sr_duration_no_' + String(index)).disabled = true; document.getElementById('edit_row_no_' + String(index)).style.cssText = 'display:inline !important'; @@ -915,7 +915,7 @@ $(document).ready(function () { $("body").on("click", ".edit_node_btn_frm_field", function() { $(this).hide(); let id = $(this).attr('id').split('_').slice(-1)[0]; - document.getElementById('sr_activity_no_' + String(id)).disabled = false; + document.getElementById('sr_expiration_no_' + String(id)).disabled = false; document.getElementById('sr_start_no_' + String(id)).disabled = false; document.getElementById('sr_duration_no_' + String(id)).disabled = false; document.getElementById('validate_row_no_' + String(id)).style.cssText = 'display:inline !important'; diff --git a/cara/apps/expert.py b/cara/apps/expert.py index 208b3568..9fab2cd9 100644 --- a/cara/apps/expert.py +++ b/cara/apps/expert.py @@ -504,9 +504,10 @@ baseline_model = models.ExposureModel( evaporation_factor=0.3, ), short_range=models.ShortRangeModel( - presence=(), expirations=(), - dilutions=(), + activities=(), + presence=(), + distances=(), ), exposed=models.Population( number=10, diff --git a/cara/apps/templates/base/calculator.form.html.j2 b/cara/apps/templates/base/calculator.form.html.j2 index 92d0d42f..499fc761 100644 --- a/cara/apps/templates/base/calculator.form.html.j2 +++ b/cara/apps/templates/base/calculator.form.html.j2 @@ -391,11 +391,12 @@
    -
    -
    + +
    +
    diff --git a/cara/apps/templates/base/calculator.report.html.j2 b/cara/apps/templates/base/calculator.report.html.j2 index 43126bce..d35bf86a 100644 --- a/cara/apps/templates/base/calculator.report.html.j2 +++ b/cara/apps/templates/base/calculator.report.html.j2 @@ -335,7 +335,7 @@

      {% for interaction in form.short_range_interactions %} -
    • Expiratory activity {{ loop.index if form.short_range_interactions|length > 1 }}: {{ interaction.activity }}
      • +
    • Expiratory activity {{ loop.index if form.short_range_interactions|length > 1 }}: {{ interaction.expiration }}
    • Start time {{ loop.index if form.short_range_interactions|length > 1 }}: {{ interaction.start_time }}
    • Duration {{ loop.index if form.short_range_interactions|length > 1 }}: {{ interaction.duration }} {{ "minutes" if interaction.duration|float > 1 else "minute" }}
      • {% endfor %} diff --git a/cara/models.py b/cara/models.py index 5b7a1e1d..fd658861 100644 --- a/cara/models.py +++ b/cara/models.py @@ -1074,14 +1074,52 @@ class ConcentrationModel: @dataclass(frozen=True) class ShortRangeModel: - #: Short-range activities and respective interactions - presence: typing.Tuple[typing.Tuple[str, SpecificInterval], ...] - #: Expiration types expirations: typing.Tuple[_ExpirationBase, ...] - #: The dilution factors for each of the expiratory activity - dilutions: typing.Tuple[_VectorisedFloat, ...] + #: Activity types + activities: typing.Tuple[Activity, ...] + + #: Short-range expirtory activities and respective interactions + presence: typing.Tuple[typing.Tuple[str, SpecificInterval], ...] + + #: Interpersonal distances + distances: _VectorisedFloat + + def dilution_factor(self, BR: _VectorisedFloat) -> _VectorisedFloat: + ''' + The dilution factor for the respective expiratory activity type. + ''' + # Average mouth diameter + D = 0.02 + # Convert Breathing rate from m3/h to m3/s + BR_s = BR/3600 + # Area of the mouth assuming a perfect circle + Am = np.pi*(D**2)/4 + # Initial velocity from the division of the Breathing rate with the area + u0 = BR_s/Am + + tstar = 2.0 + Cr1 = 0.18 + Cr2 = 0.2 + Cx1 = 2.4 + + # The expired flow rate during the expiration period, m^3/s + Q0 = u0 * np.pi/4*D**2 + # Parameters in the jet-like stage + x01 = D/2/Cr1 + # Time of virtual origin + t01 = (x01/Cx1)**2 * (Q0*u0)**(-0.5) + # The transition point, m + xstar = np.mean(Cx1*(Q0*u0)**0.25*(tstar + t01)**0.5 - x01) + # Dilution factor at the transition point xstar + Sxstar = np.mean(2*Cr1*(xstar+x01)/D) + + return np.piecewise(self.distances, [self.distances < xstar, self.distances >= xstar], + [ + lambda distance: 2*Cr1*(distance + x01)/D, + lambda distance: Sxstar*(1 + Cr2*(distance - xstar)/Cr1/(xstar + x01))**3 + ]) def _normed_concentration(self, concentration_model: ConcentrationModel, time: float) -> _VectorisedFloat: """ @@ -1095,16 +1133,18 @@ class ShortRangeModel: start, stop = tuple(period.boundaries()) # Verifies if the given time falls within a short-range interaction if start < time <= stop: - dilution = self.dilutions[index] + dilution = self.dilution_factor(self.activities[index].exhalation_rate) jet_origin_concentration = self.expirations[index].jet_origin_concentration() # Long-range concentration normalized by the virus viral load - long_range_normed_concentration = concentration_model.concentration(time) / concentration_model.virus.viral_load_in_sputum + long_range_normed_concentration = (concentration_model.concentration(time) / + concentration_model.virus.viral_load_in_sputum) # The long-range concentration values are then approximated using interpolation: # The set of points where we want the interpolated values are the short-range particle diameters (given the current expiration); # The set of points with a known value are the long-range particle diameters (given the initial expiration); # The set of known values are the long-range concentration values normalized by the viral load. - long_range_normed_concentration_interpolated=np.interp(self.expirations[index].particle.diameter, concentration_model.infected.particle.diameter, long_range_normed_concentration) + long_range_normed_concentration_interpolated=np.interp(self.expirations[index].particle.diameter, + concentration_model.infected.particle.diameter, long_range_normed_concentration) # Short-range concentration formula. The long-range concentration is added in the concentration method (ExposureModel). return ((1/dilution)*(jet_origin_concentration - long_range_normed_concentration_interpolated)) @@ -1146,7 +1186,7 @@ class ShortRangeModel: start_bound, stop_bound = start, stop jet_origin_integrated = self.expirations[index].jet_origin_concentration() - dilution = self.dilutions[index] + dilution = self.dilution_factor(self.activities[index].exhalation_rate) total_normed_concentration = -(concentration_model.integrated_concentration(start_bound, stop_bound)/concentration_model.virus.viral_load_in_sputum/dilution) total_normed_concentration_interpolated = np.interp(self.expirations[index].particle.diameter, concentration_model.infected.particle.diameter, total_normed_concentration) diff --git a/cara/monte_carlo/data.py b/cara/monte_carlo/data.py index 98095389..58700c7b 100644 --- a/cara/monte_carlo/data.py +++ b/cara/monte_carlo/data.py @@ -182,39 +182,39 @@ def expiration_distribution( ) -def dilution_factor(activities): - D = 0.02 - # From https://www.mdpi.com/1660-4601/17/4/1445/htm - distance = LogNormal(0.8542127255693238, 0.42755967248106513).generate_samples(250_000) +# def dilution_factor(activities): +# D = 0.02 +# # Fit from Fig 8 a) "stand-stand" in https://www.mdpi.com/1660-4601/17/4/1445/htm +# distance = LogNormal(-0.269359136417347, 0.4728300188814934).generate_samples(250_000) - factors = [] - for activity in activities: - u0 = 0.98 if activity == "Breathing" else 3.9 - tstar = 2.0 - Cr1 = 0.18 - Cr2 = 0.2 - Cx1 = 2.4 - # The expired flow rate during the expiration period, m^3/s - Q0 = u0 * np.pi/4*D**2 - # Parameters in the jet-like stage - x01 = D/2/Cr1 - # Time of virtual origin - t01 = (x01/Cx1)**2 * (Q0*u0)**(-0.5) - # The transition point, m - xstar = Cx1*(Q0*u0)**0.25*(tstar + t01)**0.5 - x01 - # Dilution factor at the transition point xstar - Sxstar = 2*Cr1*(xstar+x01)/D - factors.append( - np.piecewise( - distance, - [distance < xstar, distance >= xstar], - [ - lambda distance: 2*Cr1*(distance + x01)/D, - lambda distance: Sxstar*(1 + Cr2*(distance - xstar)/Cr1/(xstar + x01))**3 - ] - ) - ) - return factors +# factors = [] +# for activity in activities: +# u0 = 0.98 if activity == "Breathing" else 3.9 +# tstar = 2.0 +# Cr1 = 0.18 +# Cr2 = 0.2 +# Cx1 = 2.4 +# # The expired flow rate during the expiration period, m^3/s +# Q0 = u0 * np.pi/4*D**2 +# # Parameters in the jet-like stage +# x01 = D/2/Cr1 +# # Time of virtual origin +# t01 = (x01/Cx1)**2 * (Q0*u0)**(-0.5) +# # The transition point, m +# xstar = Cx1*(Q0*u0)**0.25*(tstar + t01)**0.5 - x01 +# # Dilution factor at the transition point xstar +# Sxstar = 2*Cr1*(xstar+x01)/D +# factors.append( +# np.piecewise( +# distance, +# [distance < xstar, distance >= xstar], +# [ +# lambda distance: 2*Cr1*(distance + x01)/D, +# lambda distance: Sxstar*(1 + Cr2*(distance - xstar)/Cr1/(xstar + x01))**3 +# ] +# ) +# ) +# return factors expiration_BLO_factors = { @@ -235,3 +235,6 @@ short_range_expiration_distributions = { exp_type: expiration_distribution(BLO_factors, d_max=100) for exp_type, BLO_factors in expiration_BLO_factors.items() } + + +short_range_distances = LogNormal(-0.269359136417347, 0.4728300188814934) From a2faa2523a247efee907f68a125a1cc396b21c55 Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Tue, 29 Mar 2022 12:19:14 +0200 Subject: [PATCH 74/85] Reformulation on short range. Exposure model has now a list of ShortRangeModels for each interaction --- cara/apps/calculator/model_generator.py | 34 ++--- cara/apps/calculator/report_generator.py | 29 ++-- cara/apps/calculator/static/js/report.js | 11 +- cara/apps/expert.py | 7 +- .../templates/base/calculator.report.html.j2 | 2 +- cara/models.py | 124 ++++++++---------- cara/monte_carlo/data.py | 36 +---- cara/tests/conftest.py | 6 +- cara/tests/models/test_exposure_model.py | 7 +- cara/tests/models/test_short_range_model.py | 115 ++++++++-------- cara/tests/test_monte_carlo.py | 6 +- cara/tests/test_monte_carlo_full_models.py | 41 +++--- 12 files changed, 166 insertions(+), 252 deletions(-) diff --git a/cara/apps/calculator/model_generator.py b/cara/apps/calculator/model_generator.py index d72952e6..5131c56d 100644 --- a/cara/apps/calculator/model_generator.py +++ b/cara/apps/calculator/model_generator.py @@ -248,14 +248,15 @@ class FormData: infected_population = self.infected_population() + short_range = [] if self.short_range_option == "short_range_yes": - short_range_expirations = tuple(short_range_expiration_distributions[interaction['expiration']] for interaction in self.short_range_interactions) - short_range_activities = tuple([infected_population.activity for _ in self.short_range_interactions]) - sr_presence=self.short_range_intervals() - else: - short_range_expirations=() - short_range_activities=() - sr_presence=() + for interaction in self.short_range_interactions: + short_range.append(mc.ShortRangeModel( + expiration=short_range_expiration_distributions[interaction['expiration']], + activity=infected_population.activity, + presence=self.short_range_interval(interaction), + distances=short_range_distances, + )) # Initializes and returns a model with the attributes defined above return mc.ExposureModel( @@ -265,12 +266,7 @@ class FormData: infected=infected_population, evaporation_factor=0.3, ), - short_range = mc.ShortRangeModel( - expirations=short_range_expirations, - activities=short_range_activities, - presence=sr_presence, - distances=short_range_distances, - ), + short_range = tuple(short_range), exposed=self.exposed_population(), ) @@ -652,14 +648,10 @@ class FormData: breaks=self.infected_lunch_break_times() + self.infected_coffee_break_times(), ) - def short_range_intervals(self) -> typing.Tuple[typing.Tuple[str, models.SpecificInterval], ...]: - short_range_intervals = [] - for interaction in self.short_range_interactions: - start_time = time_string_to_minutes(interaction['start_time']) - duration = float(interaction['duration']) - short_range_intervals.append((interaction['expiration'], models.SpecificInterval((start_time/60, (start_time + duration)/60)))) - return tuple(short_range_intervals) - + def short_range_interval(self, interaction) -> models.SpecificInterval: + start_time = time_string_to_minutes(interaction['start_time']) + duration = float(interaction['duration']) + return models.SpecificInterval(present_times=((start_time/60, (start_time + duration)/60),),) def exposed_present_interval(self) -> models.Interval: return self.present_interval( diff --git a/cara/apps/calculator/report_generator.py b/cara/apps/calculator/report_generator.py index f2926b0b..b526d5bf 100644 --- a/cara/apps/calculator/report_generator.py +++ b/cara/apps/calculator/report_generator.py @@ -97,37 +97,28 @@ def interesting_times(model: models.ExposureModel, approx_n_pts=100) -> typing.L return nice_times -def interesting_sr_interactions(model: models.ExposureModel) -> typing.Tuple[typing.List, typing.List]: - short_range_activities = [] - short_range_intervals = [] - for (activity, interval) in model.short_range.presence: - short_range_activities.append(activity) - short_range_intervals.append(list(interval.boundaries())) - return short_range_activities, short_range_intervals - - -def concentrations_with_sr_breathing(model: models.ExposureModel, times: typing.List[float], short_range_intervals: typing.List, - short_range_activities:typing.List) -> typing.List[float]: +def concentrations_with_sr_breathing(form: FormData, model: models.ExposureModel, times: typing.List[float], short_range_intervals: typing.List) -> typing.List[float]: lower_concentrations = [] for time in times: for index, (start, stop) in enumerate(short_range_intervals): # For visualization issues, add short-range breathing activity to the initial long-range concentrations - if start <= time <= stop and short_range_activities[index] == 'Breathing': + if start <= time <= stop and form.short_range_interactions[index]['expiration'] == 'Breathing': lower_concentrations.append(np.array(model.concentration(float(time))).mean()) break lower_concentrations.append(np.array(model.concentration_model.concentration(float(time))).mean()) return lower_concentrations -def calculate_report_data(model: models.ExposureModel): +def calculate_report_data(form: FormData, model: models.ExposureModel): times = interesting_times(model) - short_range_activities, short_range_intervals = interesting_sr_interactions(model) + short_range_intervals = [interaction.presence.boundaries()[0] for interaction in model.short_range] + short_range_expirations = [interaction['expiration'] for interaction in form.short_range_interactions] if form.short_range_option == "short_range_yes" else [] concentrations = [ np.array(model.concentration(float(time))).mean() for time in times ] - lower_concentrations = concentrations_with_sr_breathing(model, times, short_range_intervals, short_range_activities) + lower_concentrations = concentrations_with_sr_breathing(form, model, times, short_range_intervals) highest_const = max(concentrations) cumulative_doses = np.cumsum([ @@ -148,7 +139,7 @@ def calculate_report_data(model: models.ExposureModel): "times": list(times), "exposed_presence_intervals": [list(interval) for interval in model.exposed.presence.boundaries()], "short_range_intervals": short_range_intervals, - "short_range_activities": short_range_activities, + "short_range_expirations": short_range_expirations, "concentrations": concentrations, "concentrations_zoomed": lower_concentrations, "highest_const": highest_const, @@ -272,9 +263,6 @@ def manufacture_alternative_scenarios(form: FormData) -> typing.Dict[str, mc.Exp def scenario_statistics(mc_model: mc.ExposureModel, sample_times: typing.List[float]): model = mc_model.build_model(size=_DEFAULT_MC_SAMPLE_SIZE) - short_range_activities, short_range_intervals = interesting_sr_interactions(model) - lower_concentrations = concentrations_with_sr_breathing(model, sample_times, short_range_intervals, short_range_activities) - return { 'probability_of_infection': np.mean(model.infection_probability()), 'expected_new_cases': np.mean(model.expected_new_cases()), @@ -282,7 +270,6 @@ def scenario_statistics(mc_model: mc.ExposureModel, sample_times: typing.List[fl np.mean(model.concentration(time)) for time in sample_times ], - 'concentrations_zoomed': lower_concentrations, } @@ -340,7 +327,7 @@ class ReportGenerator: scenario_sample_times = interesting_times(model) - context.update(calculate_report_data(model)) + context.update(calculate_report_data(form, model)) alternative_scenarios = manufacture_alternative_scenarios(form) context['alternative_scenarios'] = comparison_report( alternative_scenarios, scenario_sample_times, executor_factory=executor_factory, diff --git a/cara/apps/calculator/static/js/report.js b/cara/apps/calculator/static/js/report.js index a7c59bcc..56ba86bc 100644 --- a/cara/apps/calculator/static/js/report.js +++ b/cara/apps/calculator/static/js/report.js @@ -5,7 +5,7 @@ function draw_plot(svg_id) { let button_full_exposure = document.getElementById("button_full_exposure"); let button_hide_high_concentration = document.getElementById("button_hide_high_concentration"); let long_range_checkbox = document.getElementById('long_range_cumulative_checkbox') - let show_sr_legend = short_range_activities.length > 0; + let show_sr_legend = short_range_expirations.length > 0; var data_for_graphs = { 'concentrations': [], @@ -101,7 +101,7 @@ function draw_plot(svg_id) { .text('Presence of exposed person(s)') .style('font-size', '15px'); - sr_unique_activities = [...new Set(short_range_activities)] + sr_unique_activities = [...new Set(short_range_expirations)] if (show_sr_legend) { // Long range cumulative dose line legend - line and area var legendLongCumulativeIcon = vis.append('line') @@ -196,8 +196,8 @@ function draw_plot(svg_id) { shortRangeArea[index] = d3.area(); drawShortRangeArea[index] = draw_area.append('svg:path'); - if (short_range_activities[index] == 'Breathing') drawShortRangeArea[index].attr('fill', 'red').attr('fill-opacity', '0.2'); - else if (short_range_activities[index] == 'Speaking') drawShortRangeArea[index].attr('fill', 'green').attr('fill-opacity', '0.1'); + if (short_range_expirations[index] == 'Breathing') drawShortRangeArea[index].attr('fill', 'red').attr('fill-opacity', '0.2'); + else if (short_range_expirations[index] == 'Speaking') drawShortRangeArea[index].attr('fill', 'green').attr('fill-opacity', '0.1'); else drawShortRangeArea[index].attr('fill', 'blue').attr('fill-opacity', '0.1'); }); @@ -541,6 +541,7 @@ function draw_plot(svg_id) { // Generate the alternative scenarios plot using d3 library. // 'alternative_scenarios' is a dictionary with all the alternative scenarios // 'times' is a list of times for all the scenarios +// The method is prepared to consider short range interactions if needed. function draw_alternative_scenarios_plot(concentration_plot_svg_id, alternative_plot_svg_id) { // H:M format var time_format = d3.timeFormat('%H:%M'); @@ -847,7 +848,7 @@ function draw_alternative_scenarios_plot(concentration_plot_svg_id, alternative_ window.addEventListener("resize", e => { redraw(); if (button_full_exposure && button_full_exposure.disabled) update_alternative_concentration_plot('concentrations'); - else update_alternative_concentration_plot('concentrations_zoomed') + else update_alternative_concentration_plot('concentrations') }); } diff --git a/cara/apps/expert.py b/cara/apps/expert.py index 9fab2cd9..84beed27 100644 --- a/cara/apps/expert.py +++ b/cara/apps/expert.py @@ -503,12 +503,7 @@ baseline_model = models.ExposureModel( ), evaporation_factor=0.3, ), - short_range=models.ShortRangeModel( - expirations=(), - activities=(), - presence=(), - distances=(), - ), + short_range=(), exposed=models.Population( number=10, presence=models.SpecificInterval(((8., 12.), (13., 17.))), diff --git a/cara/apps/templates/base/calculator.report.html.j2 b/cara/apps/templates/base/calculator.report.html.j2 index d35bf86a..45a8ff0d 100644 --- a/cara/apps/templates/base/calculator.report.html.j2 +++ b/cara/apps/templates/base/calculator.report.html.j2 @@ -105,7 +105,7 @@ let long_range_cumulative_doses = {{ long_range_cumulative_doses | JSONify }} let exposed_presence_intervals = {{ exposed_presence_intervals | JSONify }} let short_range_intervals = {{ short_range_intervals | JSONify }} - let short_range_activities = {{ short_range_activities | JSONify }} + let short_range_expirations = {{ short_range_expirations | JSONify }} draw_plot("concentration_plot")

      diff --git a/cara/models.py b/cara/models.py index fd658861..68617e7a 100644 --- a/cara/models.py +++ b/cara/models.py @@ -1074,30 +1074,30 @@ class ConcentrationModel: @dataclass(frozen=True) class ShortRangeModel: - #: Expiration types - expirations: typing.Tuple[_ExpirationBase, ...] + #: Expiration type + expiration: _ExpirationBase - #: Activity types - activities: typing.Tuple[Activity, ...] + #: Activity type + activity: Activity - #: Short-range expirtory activities and respective interactions - presence: typing.Tuple[typing.Tuple[str, SpecificInterval], ...] + #: Short-range expiration and respective presence + presence: SpecificInterval #: Interpersonal distances distances: _VectorisedFloat - def dilution_factor(self, BR: _VectorisedFloat) -> _VectorisedFloat: + def dilution_factor(self) -> _VectorisedFloat: ''' The dilution factor for the respective expiratory activity type. ''' # Average mouth diameter D = 0.02 # Convert Breathing rate from m3/h to m3/s - BR_s = BR/3600 + BR = self.activity.exhalation_rate/3600 # Area of the mouth assuming a perfect circle Am = np.pi*(D**2)/4 # Initial velocity from the division of the Breathing rate with the area - u0 = BR_s/Am + u0 = BR/Am tstar = 2.0 Cr1 = 0.18 @@ -1111,15 +1111,18 @@ class ShortRangeModel: # Time of virtual origin t01 = (x01/Cx1)**2 * (Q0*u0)**(-0.5) # The transition point, m - xstar = np.mean(Cx1*(Q0*u0)**0.25*(tstar + t01)**0.5 - x01) + xstar = Cx1*(Q0*u0)**0.25*(tstar + t01)**0.5 - x01 # Dilution factor at the transition point xstar - Sxstar = np.mean(2*Cr1*(xstar+x01)/D) + Sxstar = 2*Cr1*(xstar+x01)/D - return np.piecewise(self.distances, [self.distances < xstar, self.distances >= xstar], - [ - lambda distance: 2*Cr1*(distance + x01)/D, - lambda distance: Sxstar*(1 + Cr2*(distance - xstar)/Cr1/(xstar + x01))**3 - ]) + distances = np.array(self.distances) + intermediate_range1 = distances < xstar + intermediate_range2 = distances >= xstar + + factors = np.empty(distances.shape, dtype=np.float64) + factors[intermediate_range1] = 2*Cr1*(distances[intermediate_range1] + x01)/D + factors[intermediate_range2] = Sxstar[intermediate_range2]*(1 + Cr2*(distances[intermediate_range2] - xstar[intermediate_range2])/Cr1/(xstar[intermediate_range2] + x01))**3 + return factors def _normed_concentration(self, concentration_model: ConcentrationModel, time: float) -> _VectorisedFloat: """ @@ -1129,29 +1132,27 @@ class ShortRangeModel: short-range concentration normalized by the virus viral load. Otherwise it returns 0. """ - for index, (activity, period) in enumerate(self.presence): - start, stop = tuple(period.boundaries()) - # Verifies if the given time falls within a short-range interaction - if start < time <= stop: - dilution = self.dilution_factor(self.activities[index].exhalation_rate) - jet_origin_concentration = self.expirations[index].jet_origin_concentration() - # Long-range concentration normalized by the virus viral load - long_range_normed_concentration = (concentration_model.concentration(time) / - concentration_model.virus.viral_load_in_sputum) - - # The long-range concentration values are then approximated using interpolation: - # The set of points where we want the interpolated values are the short-range particle diameters (given the current expiration); - # The set of points with a known value are the long-range particle diameters (given the initial expiration); - # The set of known values are the long-range concentration values normalized by the viral load. - long_range_normed_concentration_interpolated=np.interp(self.expirations[index].particle.diameter, - concentration_model.infected.particle.diameter, long_range_normed_concentration) - - # Short-range concentration formula. The long-range concentration is added in the concentration method (ExposureModel). - return ((1/dilution)*(jet_origin_concentration - long_range_normed_concentration_interpolated)) - + start, stop = self.presence.boundaries()[0] + # Verifies if the given time falls within a short-range interaction + if start <= time <= stop: + dilution = self.dilution_factor() + jet_origin_concentration = self.expiration.jet_origin_concentration() + # Long-range concentration normalized by the virus viral load + long_range_normed_concentration = (concentration_model.concentration(time) / + concentration_model.virus.viral_load_in_sputum) + + # The long-range concentration values are then approximated using interpolation: + # The set of points where we want the interpolated values are the short-range particle diameters (given the current expiration); + # The set of points with a known value are the long-range particle diameters (given the initial expiration); + # The set of known values are the long-range concentration values normalized by the viral load. + long_range_normed_concentration_interpolated=np.interp(self.expiration.particle.diameter, + concentration_model.infected.particle.diameter, long_range_normed_concentration) + + # Short-range concentration formula. The long-range concentration is added in the concentration method (ExposureModel). + return ((1/dilution)*(jet_origin_concentration - long_range_normed_concentration_interpolated)) return 0. - def short_range_concentration(self, concentration_model: ConcentrationModel, time: float): + def short_range_concentration(self, concentration_model: ConcentrationModel, time: float) -> _VectorisedFloat: """ Virus short-range exposure concentration, as a function of time. """ @@ -1170,27 +1171,14 @@ class ShortRangeModel: Get the integrated short-range concentration of viruses in the air between the times start and stop, normalized by the virus viral load. """ - for index, (activity, period) in enumerate(self.presence): - start, stop = tuple(period.boundaries()) - if stop < time1: - continue - elif start > time2: - break - elif start <= time1 and time2<= stop: - start_bound, stop_bound = time1, time2 - elif start <= time1 and stop < time2: - start_bound, stop_bound = time1, stop - elif time1 < start and time2 <= stop: - start_bound, stop_bound = start, time2 - elif time1 <= start and stop < time2: - start_bound, stop_bound = start, stop - - jet_origin_integrated = self.expirations[index].jet_origin_concentration() - dilution = self.dilution_factor(self.activities[index].exhalation_rate) + start_bound, stop_bound = self.presence.boundaries()[0] + + jet_origin_integrated = self.expiration.jet_origin_concentration() + dilution = self.dilution_factor() - total_normed_concentration = -(concentration_model.integrated_concentration(start_bound, stop_bound)/concentration_model.virus.viral_load_in_sputum/dilution) - total_normed_concentration_interpolated = np.interp(self.expirations[index].particle.diameter, concentration_model.infected.particle.diameter, total_normed_concentration) - return (jet_origin_integrated/dilution * (stop_bound - start_bound)) + total_normed_concentration_interpolated + total_normed_concentration = -(concentration_model.integrated_concentration(start_bound, stop_bound)/concentration_model.virus.viral_load_in_sputum/dilution) + total_normed_concentration_interpolated = np.interp(self.expiration.particle.diameter, concentration_model.infected.particle.diameter, total_normed_concentration) + return (jet_origin_integrated/dilution * (stop_bound - start_bound)) + total_normed_concentration_interpolated @dataclass(frozen=True) @@ -1205,8 +1193,8 @@ class ExposureModel: #: The virus concentration model which this exposure model should consider. concentration_model: ConcentrationModel - #: The short-range model which this exposure model should consider. - short_range: ShortRangeModel + #: The list of short-range models which this exposure model should consider. + short_range: typing.Tuple[ShortRangeModel, ...] #: The population of non-infected people to be used in the model. exposed: Population @@ -1248,9 +1236,11 @@ class ExposureModel: It considers the long-range concentration with the contribution of the short-range concentration. - """ - return (self.concentration_model.concentration(time) + - self.short_range.short_range_concentration(self.concentration_model, time)) + """ + concentration = self.concentration_model.concentration(time) + for interaction in self.short_range: + concentration += interaction.short_range_concentration(self.concentration_model, time) + return concentration def long_range_deposited_exposure_between_bounds(self, time1: float, time2: float) -> _VectorisedFloat: deposited_exposure = 0. @@ -1295,8 +1285,8 @@ class ExposureModel: initial deposited exposure. """ deposited_exposure = 0. - for index, (activity, period) in enumerate(self.short_range.presence): - start, stop = tuple(period.boundaries()) + for interaction in self.short_range: + start, stop = interaction.presence.boundaries()[0] if stop < time1: continue elif start > time2: @@ -1309,10 +1299,10 @@ class ExposureModel: start_bound, stop_bound = start, time2 elif time1 <= start and stop < time2: start_bound, stop_bound = start, stop - short_range_exposure = self.short_range.normed_exposure_between_bounds(self.concentration_model, start_bound, stop_bound) + short_range_exposure = interaction.normed_exposure_between_bounds(self.concentration_model, start_bound, stop_bound) - fdep = self.short_range.expirations[index].particle.fraction_deposited(evaporation_factor=1.0) - diameter = self.short_range.expirations[index].particle.diameter + fdep = interaction.expiration.particle.fraction_deposited(evaporation_factor=1.0) + diameter = interaction.expiration.particle.diameter # Aerosols not considered given the formula for the initial concentration at mouth/nose. if diameter is not None and not np.isscalar(diameter): diff --git a/cara/monte_carlo/data.py b/cara/monte_carlo/data.py index 58700c7b..2c6268e6 100644 --- a/cara/monte_carlo/data.py +++ b/cara/monte_carlo/data.py @@ -182,41 +182,6 @@ def expiration_distribution( ) -# def dilution_factor(activities): -# D = 0.02 -# # Fit from Fig 8 a) "stand-stand" in https://www.mdpi.com/1660-4601/17/4/1445/htm -# distance = LogNormal(-0.269359136417347, 0.4728300188814934).generate_samples(250_000) - -# factors = [] -# for activity in activities: -# u0 = 0.98 if activity == "Breathing" else 3.9 -# tstar = 2.0 -# Cr1 = 0.18 -# Cr2 = 0.2 -# Cx1 = 2.4 -# # The expired flow rate during the expiration period, m^3/s -# Q0 = u0 * np.pi/4*D**2 -# # Parameters in the jet-like stage -# x01 = D/2/Cr1 -# # Time of virtual origin -# t01 = (x01/Cx1)**2 * (Q0*u0)**(-0.5) -# # The transition point, m -# xstar = Cx1*(Q0*u0)**0.25*(tstar + t01)**0.5 - x01 -# # Dilution factor at the transition point xstar -# Sxstar = 2*Cr1*(xstar+x01)/D -# factors.append( -# np.piecewise( -# distance, -# [distance < xstar, distance >= xstar], -# [ -# lambda distance: 2*Cr1*(distance + x01)/D, -# lambda distance: Sxstar*(1 + Cr2*(distance - xstar)/Cr1/(xstar + x01))**3 -# ] -# ) -# ) -# return factors - - expiration_BLO_factors = { 'Breathing': (1., 0., 0.), 'Speaking': (1., 1., 1.), @@ -237,4 +202,5 @@ short_range_expiration_distributions = { } +# Fit from Fig 8 a) "stand-stand" in https://www.mdpi.com/1660-4601/17/4/1445/htm short_range_distances = LogNormal(-0.269359136417347, 0.4728300188814934) diff --git a/cara/tests/conftest.py b/cara/tests/conftest.py index 3b7b4b88..3cce3eb3 100644 --- a/cara/tests/conftest.py +++ b/cara/tests/conftest.py @@ -31,11 +31,7 @@ def baseline_concentration_model(): @pytest.fixture def baseline_sr_model(): - return models.ShortRangeModel( - presence=(), - expirations=(), - dilutions=(), - ) + return () @pytest.fixture diff --git a/cara/tests/models/test_exposure_model.py b/cara/tests/models/test_exposure_model.py index f5a98fbd..44979024 100644 --- a/cara/tests/models/test_exposure_model.py +++ b/cara/tests/models/test_exposure_model.py @@ -171,11 +171,8 @@ def conc_model(): @pytest.fixture def sr_model(): - return models.ShortRangeModel( - presence=(), - expirations=(), - dilutions=(), - ) + return () + # Expected deposited exposure were computed with a trapezoidal integration, using # a mesh of 10'000 pts per exposed presence interval. diff --git a/cara/tests/models/test_short_range_model.py b/cara/tests/models/test_short_range_model.py index bc1546da..94aaba0b 100644 --- a/cara/tests/models/test_short_range_model.py +++ b/cara/tests/models/test_short_range_model.py @@ -6,7 +6,7 @@ import pytest from cara import models import cara.monte_carlo as mc_models from cara.apps.calculator.model_generator import build_expiration -from cara.monte_carlo.data import dilution_factor, short_range_expiration_distributions +from cara.monte_carlo.data import short_range_expiration_distributions, short_range_distances, activity_distributions @pytest.fixture @@ -15,7 +15,7 @@ def concentration_model() -> mc_models.ConcentrationModel: room=models.Room(volume=75), ventilation=models.AirChange( active=models.SpecificInterval(present_times=((8.5, 12.5), (13.5, 17.5))), - air_exch=30., + air_exch=10_000_000., ), infected=mc_models.InfectedPopulation( number=1, @@ -31,69 +31,72 @@ def concentration_model() -> mc_models.ConcentrationModel: @pytest.fixture -def presences() -> typing.Tuple[typing.Tuple[str, models.SpecificInterval], ...]: - return ( - ('Breathing', models.SpecificInterval((10.5, 11.0))), - ('Speaking', models.SpecificInterval((14.5, 15.0))), - ('Shouting', models.SpecificInterval((16.5, 17.5))), +def short_range_model(): + return mc_models.ShortRangeModel(expiration=short_range_expiration_distributions['Breathing'], + activity=activity_distributions['Seated'], + presence=models.SpecificInterval(present_times=((10.5, 11.0),),), + distances=short_range_distances) + + +def test_short_range_model_ndarray(concentration_model, short_range_model): + concentration_model = concentration_model.build_model(250_000) + model = short_range_model.build_model(250_000) + assert isinstance(model._normed_concentration(concentration_model, 10.75), np.ndarray) + assert isinstance(model.short_range_concentration(concentration_model, 10.75), np.ndarray) + assert isinstance(model.normed_exposure_between_bounds(concentration_model, 10.75, 10.85), np.ndarray) + assert isinstance(model.short_range_concentration(concentration_model, 14.0), float) + + +@pytest.mark.parametrize( + "activity, expected_dilution", [ + ["Seated", 1016.558562890949], + ["Standing", 258.848724384952], + ["Light activity", 101.71457048643958], + ["Moderate activity", 77.93123076916304], + ["Heavy exercise", 145.70265022304739], + ] +) +def test_dilution_factor(activity, expected_dilution): + model = mc_models.ShortRangeModel(expiration="Breathing", + activity=activity_distributions[activity], + presence=models.SpecificInterval(present_times=((10.5, 11.0),),), + distances=short_range_distances).build_model(10) + assert isinstance(model.dilution_factor(), np.ndarray) + np.testing.assert_almost_equal( + model.dilution_factor().mean(), expected_dilution, decimal=10 ) -@pytest.fixture -def expirations(presences) -> typing.Tuple[mc_models.Expiration, ...]: - # Monte carlo expirations! So build model. - return tuple(short_range_expiration_distributions[activity] for (activity, presence) in presences) - - -@pytest.fixture -def dilutions(presences): - return dilution_factor(activities=[activity for (activity, presence) in presences]) - - -def test_short_range_model_ndarray(concentration_model, presences, expirations, dilutions): +@pytest.mark.parametrize( + "time, expected_short_range_concentration", [ + [8.5, 0.], + [10.5, 15.124713216706837], + [10.6, 15.193703513876928], + [11.0, 15.265132134078277], + [12.0, 0.], + ] +) +def test_short_range_concentration(time, expected_short_range_concentration, concentration_model, short_range_model): concentration_model = concentration_model.build_model(250_000) - model = mc_models.ShortRangeModel(presences, expirations, dilutions) - model = model.build_model(250_000) - assert isinstance(model._normed_concentration(concentration_model, 10.75), np.ndarray) - assert isinstance(model.short_range_concentration(concentration_model, 14.75), np.ndarray) - assert isinstance(model.normed_exposure_between_bounds(concentration_model, 16.6, 17.5), np.ndarray) - + model = short_range_model.build_model(250_000) + np.testing.assert_almost_equal( + np.array(model.short_range_concentration(concentration_model, time)).mean(), expected_short_range_concentration + ) @pytest.mark.parametrize( "start, stop, expected_exposure", [ - [8.5, 12.5, 5.963061627547172e-10], - [10.5, 11.0, 5.934552264225482e-10], - [10.6, 11.9, 4.709684623109963e-10], + [8.5, 12.5, 7.875963317294013e-09], + [10.5, 11.0, 7.875963317294013e-09], + [10.4, 11.1, 7.875963317294013e-09], + [10.5, 11.1, 7.875963317294013e-09], + [10.6, 11.1, 7.66539809488759e-09], + [10.4, 10.9, 7.66539809488759e-09], + ] ) -def test_normed_exposure_between_bounds( - start, stop, expected_exposure, concentration_model, - presences, expirations, dilutions): +def test_normed_exposure_between_bounds(start, stop, expected_exposure, concentration_model, short_range_model): concentration_model = concentration_model.build_model(250_000) - model = mc_models.ShortRangeModel(presences, expirations, dilutions) - model = model.build_model(250_000) + model = short_range_model.build_model(250_000) np.testing.assert_almost_equal( - model.normed_exposure_between_bounds(concentration_model, start, stop).mean(), expected_exposure, decimal=10 - ) - - -@pytest.mark.parametrize( - "time, expected_sr_normed_concentration, expected_concentration", [ - [10.75, 1.1670056689678455e-08, 1.1731466540816526], - # [14.75, 3.6414877020308386e-06, 474.36376505412574], - # [16.75, 1.973757599365769e-05, 2850.6219623225024], - ] -) -def test_short_range_model( - time, expected_sr_normed_concentration, expected_concentration, - concentration_model, presences, expirations, dilutions, -): - concentration_model = concentration_model.build_model(250_000) - model = mc_models.ShortRangeModel(presences, expirations, dilutions) - model = model.build_model(250_000) - np.testing.assert_almost_equal( - model._normed_concentration(concentration_model, time).mean(), expected_sr_normed_concentration, decimal=0 - ) - np.testing.assert_almost_equal( - model.short_range_concentration(concentration_model, time).mean(), expected_concentration, decimal=0 + model.normed_exposure_between_bounds(concentration_model, start, stop).mean(), expected_exposure ) diff --git a/cara/tests/test_monte_carlo.py b/cara/tests/test_monte_carlo.py index 0e4d2bb0..a398e716 100644 --- a/cara/tests/test_monte_carlo.py +++ b/cara/tests/test_monte_carlo.py @@ -63,11 +63,7 @@ def baseline_mc_concentration_model() -> cara.monte_carlo.ConcentrationModel: @pytest.fixture def baseline_mc_sr_model() -> cara.monte_carlo.ShortRangeModel: - return cara.monte_carlo.ShortRangeModel( - presence=(), - expirations=(), - dilutions=(), - ) + return () @pytest.fixture diff --git a/cara/tests/test_monte_carlo_full_models.py b/cara/tests/test_monte_carlo_full_models.py index 26911a5f..e9d8ac7c 100644 --- a/cara/tests/test_monte_carlo_full_models.py +++ b/cara/tests/test_monte_carlo_full_models.py @@ -39,17 +39,8 @@ TorontoTemperatures = { # references values for infection_probability and expected new cases # in the following tests, were obtained from the feature/mc branch - @pytest.fixture -def sr_model_mc() -> mc.ShortRangeModel: - return mc.ShortRangeModel( - presence=(), - expirations=(), - dilutions=(), - ) - -@pytest.fixture -def shared_office_mc(sr_model_mc): +def shared_office_mc(): """ Corresponds to the 1st line of Table 4 in https://doi.org/10.1101/2021.10.14.21264988 """ @@ -80,7 +71,7 @@ def shared_office_mc(sr_model_mc): ) return mc.ExposureModel( concentration_model=concentration_mc, - short_range=sr_model_mc, + short_range=(), exposed=mc.Population( number=3, presence=mc.SpecificInterval(present_times=((0, 3.5), (4.5, 9))), @@ -92,7 +83,7 @@ def shared_office_mc(sr_model_mc): @pytest.fixture -def classroom_mc(sr_model_mc): +def classroom_mc(): """ Corresponds to the 2nd line of Table 4 in https://doi.org/10.1101/2021.10.14.21264988 """ @@ -123,7 +114,7 @@ def classroom_mc(sr_model_mc): ) return mc.ExposureModel( concentration_model=concentration_mc, - short_range=sr_model_mc, + short_range=(), exposed=mc.Population( number=19, presence=models.SpecificInterval(((0, 2), (2.5, 4), (5, 7), (7.5, 9))), @@ -135,7 +126,7 @@ def classroom_mc(sr_model_mc): @pytest.fixture -def ski_cabin_mc(sr_model_mc): +def ski_cabin_mc(): """ Corresponds to the 3rd line of Table 4 in https://doi.org/10.1101/2021.10.14.21264988 """ @@ -157,7 +148,7 @@ def ski_cabin_mc(sr_model_mc): ) return mc.ExposureModel( concentration_model=concentration_mc, - short_range=sr_model_mc, + short_range=(), exposed=mc.Population( number=3, presence=models.SpecificInterval(((0, 20/60),)), @@ -169,7 +160,7 @@ def ski_cabin_mc(sr_model_mc): @pytest.fixture -def skagit_chorale_mc(sr_model_mc): +def skagit_chorale_mc(): """ Corresponds to the 4th line of Table 4 in https://doi.org/10.1101/2021.10.14.21264988, assuming viral is 10**9 instead of a LogCustomKernel distribution. @@ -197,7 +188,7 @@ def skagit_chorale_mc(sr_model_mc): ) return mc.ExposureModel( concentration_model=concentration_mc, - short_range=sr_model_mc, + short_range=(), exposed=mc.Population( number=60, presence=models.SpecificInterval(((0, 2.5), )), @@ -209,7 +200,7 @@ def skagit_chorale_mc(sr_model_mc): @pytest.fixture -def bus_ride_mc(sr_model_mc): +def bus_ride_mc(): """ Corresponds to the 5th line of Table 4 in https://doi.org/10.1101/2021.10.14.21264988, assuming viral is 5*10**8 instead of a LogCustomKernel distribution. @@ -237,7 +228,7 @@ def bus_ride_mc(sr_model_mc): ) return mc.ExposureModel( concentration_model=concentration_mc, - short_range=sr_model_mc, + short_range=(), exposed=mc.Population( number=67, presence=models.SpecificInterval(((0, 1.67), )), @@ -249,7 +240,7 @@ def bus_ride_mc(sr_model_mc): @pytest.fixture -def gym_mc(sr_model_mc): +def gym_mc(): """ Gym model for testing """ @@ -272,7 +263,7 @@ def gym_mc(sr_model_mc): ) return mc.ExposureModel( concentration_model=concentration_mc, - short_range=sr_model_mc, + short_range=(), exposed=mc.Population( number=28, presence=concentration_mc.infected.presence, @@ -284,7 +275,7 @@ def gym_mc(sr_model_mc): @pytest.fixture -def waiting_room_mc(sr_model_mc): +def waiting_room_mc(): """ Waiting room model for testing """ @@ -307,7 +298,7 @@ def waiting_room_mc(sr_model_mc): ) return mc.ExposureModel( concentration_model=concentration_mc, - short_range=sr_model_mc, + short_range=(), exposed=mc.Population( number=14, presence=concentration_mc.infected.presence, @@ -355,7 +346,7 @@ def test_report_models(mc_model, expected_pi, expected_new_cases, ], ) def test_small_shared_office_Geneva(mask_type, month, expected_pi, - expected_dose, expected_ER, sr_model_mc): + expected_dose, expected_ER): concentration_mc = mc.ConcentrationModel( room=models.Room(volume=33, humidity=0.5), ventilation=models.MultipleVentilation( @@ -385,7 +376,7 @@ def test_small_shared_office_Geneva(mask_type, month, expected_pi, ) exposure_mc = mc.ExposureModel( concentration_model=concentration_mc, - short_range=sr_model_mc, + short_range=(), exposed=mc.Population( number=1, presence=concentration_mc.infected.presence, From 009c9eea01cb9fa4de8e7164849dc365a08579d7 Mon Sep 17 00:00:00 2001 From: Nicolas Mounet Date: Thu, 31 Mar 2022 18:17:15 +0200 Subject: [PATCH 75/85] Adding full algorithm test (partial - up to concentration only); cosmetic changes; improvement of dilution tests --- cara/apps/calculator/model_generator.py | 4 +- cara/models.py | 28 +- cara/tests/models/test_short_range_model.py | 39 +- cara/tests/test_full_algorithm.py | 383 ++++++++++++++++++++ cara/tests/test_monte_carlo_full_models.py | 4 +- 5 files changed, 423 insertions(+), 35 deletions(-) create mode 100644 cara/tests/test_full_algorithm.py diff --git a/cara/apps/calculator/model_generator.py b/cara/apps/calculator/model_generator.py index 5131c56d..ab90fab8 100644 --- a/cara/apps/calculator/model_generator.py +++ b/cara/apps/calculator/model_generator.py @@ -255,7 +255,7 @@ class FormData: expiration=short_range_expiration_distributions[interaction['expiration']], activity=infected_population.activity, presence=self.short_range_interval(interaction), - distances=short_range_distances, + distance=short_range_distances, )) # Initializes and returns a model with the attributes defined above @@ -651,7 +651,7 @@ class FormData: def short_range_interval(self, interaction) -> models.SpecificInterval: start_time = time_string_to_minutes(interaction['start_time']) duration = float(interaction['duration']) - return models.SpecificInterval(present_times=((start_time/60, (start_time + duration)/60),),) + return models.SpecificInterval(present_times=((start_time/60, (start_time + duration)/60),)) def exposed_present_interval(self) -> models.Interval: return self.present_interval( diff --git a/cara/models.py b/cara/models.py index 68617e7a..eb7324d5 100644 --- a/cara/models.py +++ b/cara/models.py @@ -1084,7 +1084,7 @@ class ShortRangeModel: presence: SpecificInterval #: Interpersonal distances - distances: _VectorisedFloat + distance: _VectorisedFloat def dilution_factor(self) -> _VectorisedFloat: ''' @@ -1093,17 +1093,17 @@ class ShortRangeModel: # Average mouth diameter D = 0.02 # Convert Breathing rate from m3/h to m3/s - BR = self.activity.exhalation_rate/3600 + BR = np.array(self.activity.exhalation_rate/3600.) # Area of the mouth assuming a perfect circle Am = np.pi*(D**2)/4 # Initial velocity from the division of the Breathing rate with the area - u0 = BR/Am - + u0 = np.array(BR/Am) + tstar = 2.0 Cr1 = 0.18 Cr2 = 0.2 Cx1 = 2.4 - + # The expired flow rate during the expiration period, m^3/s Q0 = u0 * np.pi/4*D**2 # Parameters in the jet-like stage @@ -1111,17 +1111,19 @@ class ShortRangeModel: # Time of virtual origin t01 = (x01/Cx1)**2 * (Q0*u0)**(-0.5) # The transition point, m - xstar = Cx1*(Q0*u0)**0.25*(tstar + t01)**0.5 - x01 + xstar = np.array(Cx1*(Q0*u0)**0.25*(tstar + t01)**0.5 - x01) # Dilution factor at the transition point xstar - Sxstar = 2*Cr1*(xstar+x01)/D + Sxstar = np.array(2*Cr1*(xstar+x01)/D) + + distances = np.array(self.distance) - distances = np.array(self.distances) - intermediate_range1 = distances < xstar - intermediate_range2 = distances >= xstar - factors = np.empty(distances.shape, dtype=np.float64) - factors[intermediate_range1] = 2*Cr1*(distances[intermediate_range1] + x01)/D - factors[intermediate_range2] = Sxstar[intermediate_range2]*(1 + Cr2*(distances[intermediate_range2] - xstar[intermediate_range2])/Cr1/(xstar[intermediate_range2] + x01))**3 + factors[distances < xstar] = 2*Cr1*(distances[distances < xstar] + + x01)/D + factors[distances >= xstar] = Sxstar[distances >= xstar]*(1 + + Cr2*(distances[distances >= xstar] - + xstar[distances >= xstar])/Cr1/(xstar[distances >= xstar] + + x01))**3 return factors def _normed_concentration(self, concentration_model: ConcentrationModel, time: float) -> _VectorisedFloat: diff --git a/cara/tests/models/test_short_range_model.py b/cara/tests/models/test_short_range_model.py index 94aaba0b..a07a656b 100644 --- a/cara/tests/models/test_short_range_model.py +++ b/cara/tests/models/test_short_range_model.py @@ -8,6 +8,8 @@ import cara.monte_carlo as mc_models from cara.apps.calculator.model_generator import build_expiration from cara.monte_carlo.data import short_range_expiration_distributions, short_range_distances, activity_distributions +# TODO: seed better the random number generators +np.random.seed(2000) @pytest.fixture def concentration_model() -> mc_models.ConcentrationModel: @@ -33,9 +35,9 @@ def concentration_model() -> mc_models.ConcentrationModel: @pytest.fixture def short_range_model(): return mc_models.ShortRangeModel(expiration=short_range_expiration_distributions['Breathing'], - activity=activity_distributions['Seated'], - presence=models.SpecificInterval(present_times=((10.5, 11.0),),), - distances=short_range_distances) + activity=activity_distributions['Seated'], + presence=models.SpecificInterval(present_times=((10.5, 11.0),)), + distance=short_range_distances) def test_short_range_model_ndarray(concentration_model, short_range_model): @@ -49,38 +51,39 @@ def test_short_range_model_ndarray(concentration_model, short_range_model): @pytest.mark.parametrize( "activity, expected_dilution", [ - ["Seated", 1016.558562890949], - ["Standing", 258.848724384952], - ["Light activity", 101.71457048643958], - ["Moderate activity", 77.93123076916304], - ["Heavy exercise", 145.70265022304739], + ["Seated", 176.04075727780327], + ["Standing", 157.12965288170005], + ["Light activity", 69.06672998536413], + ["Moderate activity", 47.165817446310115], + ["Heavy exercise", 23.759992220217875], ] ) def test_dilution_factor(activity, expected_dilution): - model = mc_models.ShortRangeModel(expiration="Breathing", - activity=activity_distributions[activity], - presence=models.SpecificInterval(present_times=((10.5, 11.0),),), - distances=short_range_distances).build_model(10) + model = models.ShortRangeModel(expiration="Breathing", + activity=models.Activity.types[activity], + presence=models.SpecificInterval(present_times=((10.5, 11.0),)), + distance=0.854) assert isinstance(model.dilution_factor(), np.ndarray) np.testing.assert_almost_equal( - model.dilution_factor().mean(), expected_dilution, decimal=10 + model.dilution_factor(), expected_dilution, decimal=10 ) @pytest.mark.parametrize( "time, expected_short_range_concentration", [ [8.5, 0.], - [10.5, 15.124713216706837], - [10.6, 15.193703513876928], - [11.0, 15.265132134078277], + [10.5, 15.24806213], + [10.6, 15.24806213], + [11.0, 15.24806213], [12.0, 0.], ] ) def test_short_range_concentration(time, expected_short_range_concentration, concentration_model, short_range_model): concentration_model = concentration_model.build_model(250_000) model = short_range_model.build_model(250_000) - np.testing.assert_almost_equal( - np.array(model.short_range_concentration(concentration_model, time)).mean(), expected_short_range_concentration + np.testing.assert_allclose( + np.array(model.short_range_concentration(concentration_model, time)).mean(), + expected_short_range_concentration, rtol=0.01 ) @pytest.mark.parametrize( diff --git a/cara/tests/test_full_algorithm.py b/cara/tests/test_full_algorithm.py new file mode 100644 index 00000000..56264d24 --- /dev/null +++ b/cara/tests/test_full_algorithm.py @@ -0,0 +1,383 @@ +from dataclasses import dataclass +import typing + +import numpy as np +from scipy.integrate import quad +from scipy.special import erf +import numpy.testing as npt +import pytest + +import cara.monte_carlo as mc +from cara import models,data +from cara.utils import method_cache +from cara.models import _VectorisedFloat,Interval,SpecificInterval +from cara.monte_carlo.sampleable import LogNormal +from cara.monte_carlo.data import (expiration_distributions, + expiration_BLO_factors,short_range_expiration_distributions, + short_range_distances) + +# TODO: seed better the random number generators +np.random.seed(2000) +SAMPLE_SIZE = 500000 +TOLERANCE = 0.05 + +sqrt2pi = np.sqrt(2.*np.pi) +sqrt2 = np.sqrt(2.) +ln2 = np.log(2) + +@dataclass(frozen=True) +class SimpleConcentrationModel: + """ + Simple model for the background (long-range) concentration, without + all the flexibility of cara.models.ConcentrationModel. + For independent, end-to-end testing purposes. + This assumes no mask wearing, and the same ventilation rate at all + times. + """ + + #: infected people presence interval + infected_presence: Interval + + #: viral load (RNA copies / mL) + viral_load: _VectorisedFloat + + #: breathing rate (m^3/h) + breathing_rate: _VectorisedFloat + + #: room volume (m^3) + room_volume: _VectorisedFloat + + #: ventilation rate (air changes per hour) - including HEPA + lambda_ventilation: _VectorisedFloat + + #: BLO factors + BLO_factors: typing.Tuple[float, float, float] + + #: number of infected people + num_infected: int = 1 + + #: relative humidity RH + humidity: float = 0.3 + + #: minimum particle diameter considered (microns) + diameter_min: float = 0.1 + + #: maximum particle diameter considered (microns) + diameter_max: float = 30. + + #: evaporation factor + evaporation: float = 0.3 + + #: cn (cm^-3) for resp. the B, L and O modes. Corresponds to the + # total concentration of aerosols for each mode. + cn: typing.Tuple[float, float, float] = (0.06, 0.2, 0.0010008) + + # mean of the underlying normal distributions (represents the log of a + # diameter in microns), for resp. the B, L and O modes. + mu: typing.Tuple[float, float, float] = (0.989541, 1.38629, 4.97673) + + # std deviation of the underlying normal distribution, for resp. + # the B, L and O modes. + sigma: typing.Tuple[float, float, float] = (0.262364, 0.506818, 0.585005) + + def removal_rate(self) -> _VectorisedFloat: + """ + removal rate lambda in h^-1, excluding the deposition rate. + """ + return (self.lambda_ventilation + + ln2/(6.43 if self.humidity<=0.4 else 1.1) ) + + @method_cache + def deposition_removal_coefficient(self) -> float: + """ + coefficient in front of gravitational deposition rate, in h^-1.microns^-2 + Note: 0.4512 = 1.88e-4 * 3600 / 1.5 + """ + return 0.4512*(self.evaporation/2.5)**2 + + @method_cache + def aerosol_volume(self,diameter: float) -> float: + """ + particle volume in microns^3 + """ + return 4*np.pi/3. * (diameter/2.)**3 + + @method_cache + def Np(self,diameter: float) -> float: + """ + number of emitted particles per unit volume (BLO model) + in cm^-3.ln(micron)^-1 + """ + result = 0. + for cn,mu,sigma,famp in zip(self.cn,self.mu,self.sigma, + self.BLO_factors): + result += ( (cn * famp)/sigma * + np.exp(-(np.log(diameter)-mu)**2/(2*sigma**2))) + return result/(diameter*sqrt2pi) + + def vR(self,diameter: float) -> float: + """ + emission rate per unit diameter, in RNA copies / h / micron + """ + return (self.viral_load * self.breathing_rate * self.Np(diameter) + * self.aerosol_volume(diameter) * 1e-6) + + @method_cache + def f(self, removal_rate: _VectorisedFloat, deltat: float) -> _VectorisedFloat: + """ + A general function to compute the main integral over diameters + """ + def integrand(diameter): + # function to return the integrand + a = self.deposition_removal_coefficient() + a_dsquare = a*diameter**2 + return (self.vR(diameter)/(a_dsquare + removal_rate) + * np.exp(-a_dsquare*deltat)) + + return quad(integrand,self.diameter_min,self.diameter_max)[0] + + def concentration(self,t: float) -> _VectorisedFloat: + """ + concentration at a given time t + """ + trans_times = sorted(self.infected_presence.transition_times()) + if t==trans_times[0]: + return 0. + + lambda_rate = self.removal_rate() + # transition_times[i] < t <= transition_times[i]+1 + i: int = np.searchsorted(trans_times,t) - 1 # type: ignore + ti = trans_times[i] + Pim1 = self.infected_presence.triggered((trans_times[i-1]+ti)/2.) + Pi = self.infected_presence.triggered((ti+trans_times[i+1])/2.) + + result = (0 if not Pim1 else self.f(lambda_rate,t-ti)) + result -= (0 if not Pi else self.f(lambda_rate,t-ti)) + + for k,tk in enumerate(trans_times[:i]): + Pkm1 = self.infected_presence.triggered((trans_times[k-1]+tk)/2.) + Pk = self.infected_presence.triggered((tk+trans_times[k+1])/2.) + s = np.sum([lambda_rate*(trans_times[l]-trans_times[l-1]) + for l in range(k+1,i+1)]) + result += ( (0 if not Pkm1 else self.f(lambda_rate,t-tk)) + -(0 if not Pk else self.f(lambda_rate,t-tk)) + ) * np.exp(-s) + + return ( ( (0 if not self.infected_presence.triggered(t) + else self.f(lambda_rate,0)) + + result * np.exp(-lambda_rate*(t-ti)) ) + * self.num_infected/self.room_volume) + + +@dataclass(frozen=True) +class SimpleShortRangeModel: + """ + Simple model for the short-range concentration, without + all the flexibility of cara.models.ShortRangeModel. + For independent, end-to-end testing purposes. + This assumes no mask wearing. + """ + + #: time intervals in which a short-range interaction occurs + interaction_interval: SpecificInterval + + #: tuple with interpersonal distanced from infected person (m) + distance : _VectorisedFloat = 0.854 + + #: breathing rate (m^3/h) + breathing_rate: _VectorisedFloat = 0.51 + + #: tuple with BLO factors + BLO_factors: typing.Tuple[float, float, float] = (1,0,0) + + #: minimum diameter for integration (short-range only) (microns) + diameter_min: float = 0.1 + + #: maximum diameter for integration (short-range only) (microns) + diameter_max: float = 100. + + #: mouth opening diameter (m) + D: float = 0.02 + + #: duration of the expiration (s) + tstar: float = 2. + + #: Streamwise and radial penetration coefficients + Cr1: float = 0.18 + Cx1: float = 2.4 + Cr2: float = 0.2 + Cx2: float = 2.2 + + @method_cache + def dilution_factor(self) -> _VectorisedFloat: + """ + computes dilution factor at a certain distance x + based on Wei JIA matlab script. + """ + x = np.array(self.distance) + dilution = np.empty(x.shape, dtype=np.float64) + # expired flow rate during the expiration period, m^3/s + Q0 = np.array(self.breathing_rate/3600) + # the expired flow velocity at the noozle (mouth opening), m/s + u0 = np.array(Q0/(np.pi/4. * self.D**2)) + # parameters in the jet-like stage + # position of virtual origin + x01 = self.D/2/self.Cr1 + # time of virtual origin + t01 = (x01/self.Cx1)**2 * (Q0*u0)**(-0.5) + # transition point (in m) + xstar = np.array(self.Cx1*(Q0*u0)**0.25*(self.tstar + t01)**0.5 + - x01) + # dilution factor at the transition point xstar + Sxstar = np.array(2.*self.Cr1*(xstar+x01)/self.D) + + # calculate dilution factor at the short-range distance x + dilution[x <= xstar] = 2.*self.Cr1*(x[x <= xstar] + x01)/self.D + dilution[x > xstar] = Sxstar[x > xstar]*(1. + self.Cr2*(x[x > xstar] + - xstar[x > xstar]) + /self.Cr1/(xstar[x > xstar] + x01))**3 + + return dilution + + @method_cache + def jet_concentration(self,conc_model: SimpleConcentrationModel) -> _VectorisedFloat: + """ + virion concentration at the origin of the jet (close to + the mouth of the infected person), in m^-3 + we perform the integral of Np(d)*V(d) over diameter analytically + """ + vl = conc_model.viral_load + dmin = self.diameter_min + dmax = self.diameter_max + result = 0. + for cn,mu,sigma,famp in zip(conc_model.cn,conc_model.mu,conc_model.sigma, + self.BLO_factors): + d0 = np.exp(mu) + ymin = (np.log(dmin)-mu)/(sqrt2*sigma)-3.*sigma/sqrt2 + ymax = (np.log(dmax)-mu)/(sqrt2*sigma)-3.*sigma/sqrt2 + result += ( (cn * famp * d0**3)/2. * np.exp(9*sigma**2/2.) * + (erf(ymax) - erf(ymin)) ) + return vl * 1e-6 * result * np.pi/6. + + def concentration(self, conc_model: SimpleConcentrationModel, time: float) -> _VectorisedFloat: + """ + compute the short-range part of the concentration, and add it + to the background concentration + """ + if self.interaction_interval.triggered(time): + background_concentration = conc_model.concentration(time) + S = self.dilution_factor() + return (self.jet_concentration(conc_model) + - background_concentration) / S + else: + return 0. + + +presence = models.SpecificInterval(present_times=((8.5, 12), (13, 17.5))) +interaction_intervals = (models.SpecificInterval(present_times=((10.5, 11.0),)), + models.SpecificInterval(present_times=((14.5, 15.0),)) + ) + + +@pytest.fixture +def conc_model() -> mc.ConcentrationModel: + return mc.ConcentrationModel( + room=models.Room(volume=50, humidity=0.3), + ventilation=models.AirChange(active=models.PeriodicInterval(period=120, duration=120), air_exch=1.), + infected=mc.InfectedPopulation( + number=1, + presence=presence, + virus=models.Virus.types['SARS_CoV_2_DELTA'], + mask=models.Mask.types['No mask'], + activity=models.Activity.types['Seated'], + expiration=expiration_distributions['Breathing'], + host_immunity=0., + ), + evaporation_factor=0.3, + ).build_model(SAMPLE_SIZE) + + +@pytest.fixture +def simple_conc_model() -> SimpleConcentrationModel: + return SimpleConcentrationModel( + infected_presence = presence, + viral_load = models.Virus.types['SARS_CoV_2_DELTA'].viral_load_in_sputum, + breathing_rate = models.Activity.types['Seated'].exhalation_rate, + room_volume = 50., + lambda_ventilation= 1., + BLO_factors = expiration_BLO_factors['Breathing'], + ) + + +@pytest.fixture +def sr_models() -> typing.Tuple[mc.ShortRangeModel, ...]: + return ( + mc.ShortRangeModel( + expiration = short_range_expiration_distributions['Breathing'], + activity = models.Activity.types['Seated'], + presence = interaction_intervals[0], + distance = 0.854, + ).build_model(SAMPLE_SIZE), + mc.ShortRangeModel( + expiration = short_range_expiration_distributions['Speaking'], + activity = models.Activity.types['Seated'], + presence = interaction_intervals[1], + distance = 0.854, + ).build_model(SAMPLE_SIZE), + ) + + +@pytest.fixture +def simple_sr_models() -> typing.Tuple[SimpleShortRangeModel, ...]: + return ( + SimpleShortRangeModel( + interaction_interval = interaction_intervals[0], + distance = 0.854, + breathing_rate = models.Activity.types['Seated'].exhalation_rate, + BLO_factors = expiration_BLO_factors['Breathing'], + ), + SimpleShortRangeModel( + interaction_interval = interaction_intervals[1], + distance = 0.854, + breathing_rate = models.Activity.types['Seated'].exhalation_rate, + BLO_factors = expiration_BLO_factors['Speaking'], + ) + ) + + +@pytest.mark.parametrize( + "time", np.linspace(8.5,17.5,12), +) +def test_background_concentration(time,conc_model,simple_conc_model): + npt.assert_allclose( + conc_model.concentration(time).mean(), + simple_conc_model.concentration(time), rtol=TOLERANCE + ) + +@pytest.mark.parametrize( + "time", [10, 10.7, 11., 12.5, 14.75, 14.9, 17] +) +def test_shortrange_concentration(time,conc_model,simple_conc_model, + sr_models,simple_sr_models): + result_sr_model = np.sum([np.array( + sr_mod.short_range_concentration(conc_model,time)).mean() + for sr_mod in sr_models]) + result_simple_sr_model = np.sum([np.array( + sr_mod.concentration(simple_conc_model,time)).mean() + for sr_mod in simple_sr_models]) + npt.assert_allclose( + result_sr_model,result_simple_sr_model,rtol=TOLERANCE + ) + + +#times = np.linspace(8.5,17.5,120) +#plt.plot(times,[conc_model.concentration(t).mean() for t in times]) +#plt.plot(times,[simple_conc_model.concentration(t) for t in times]) + +#plt.plot(times,[np.sum([np.array(sr_mod.short_range_concentration(conc_model,t)).mean() +# for sr_mod in sr_models]) +# + conc_model.concentration(t).mean() for t in times]) +#plt.plot(times,[np.sum([np.array(sr_mod.concentration(simple_conc_model,t)).mean() +# for sr_mod in simple_sr_models]) +# + simple_conc_model.concentration(t) +# for t in times]) diff --git a/cara/tests/test_monte_carlo_full_models.py b/cara/tests/test_monte_carlo_full_models.py index e9d8ac7c..ecdb3374 100644 --- a/cara/tests/test_monte_carlo_full_models.py +++ b/cara/tests/test_monte_carlo_full_models.py @@ -9,8 +9,8 @@ from cara.apps.calculator.model_generator import build_expiration # TODO: seed better the random number generators np.random.seed(2000) -SAMPLE_SIZE = 250000 -TOLERANCE = 0.05 +SAMPLE_SIZE = 250_000 +TOLERANCE = 0.06 # Load the weather data (temperature in kelvin) for Toronto. toronto_coordinates = (43.667, 79.400) From b1f421bbc117ce713b29fd5ab32960806374836f Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Mon, 4 Apr 2022 16:33:13 +0200 Subject: [PATCH 76/85] Added warning for 15 minutes duration times on short range --- cara/apps/calculator/static/js/form.js | 24 +++++++++++++----------- 1 file changed, 13 insertions(+), 11 deletions(-) diff --git a/cara/apps/calculator/static/js/form.js b/cara/apps/calculator/static/js/form.js index 545f6f99..33f0281e 100644 --- a/cara/apps/calculator/static/js/form.js +++ b/cara/apps/calculator/static/js/form.js @@ -541,6 +541,13 @@ function overlapped_times(obj, start_time, finish_time) { removeErrorFor($(obj)); $(obj).removeClass("red_border"); + let parameter = document.getElementById($(obj).attr('id')); + + if ($(obj).attr('name') == "short_range_duration" && parseFloat($(obj).val()) < 15.0) { + if (!$(obj).hasClass("red_border")) $(parameter).addClass("red_border"); //Adds the red border and error message. + insertErrorFor(parameter, "Each short range interaction must be at least 15 minutes in length.") + return false; + } let simulation_start = parseTimeToMins($("#exposed_start").val()) let simulation_finish = parseTimeToMins($("#exposed_finish").val()) @@ -556,7 +563,6 @@ function overlapped_times(obj, start_time, finish_time) { finish_time < simulation_start || finish_time > simulation_finish || start_time >= simulation_lunch_start && start_time <= simulation_lunch_finish || finish_time >= simulation_lunch_start && finish_time <= simulation_lunch_finish ) {//If start and finish inputs are out of the simulation period - let parameter = document.getElementById($(obj).attr('id')); //Adds the red border and error message. if (!$(obj).hasClass("red_border")) $(parameter).addClass("red_border"); insertErrorFor(parameter, "Out of event time."); @@ -573,7 +579,6 @@ function overlapped_times(obj, start_time, finish_time) { finish_time > start_time_2 && finish_time < finish_time_2) || //If finish time input is within other time range (start_time <= start_time_2 && finish_time >= finish_time_2) || //If start and finish inputs encompass other time range start_time == start_time_2) { - let parameter = document.getElementById($(obj).attr('id')); if (!$(obj).hasClass("red_border")) $(parameter).addClass("red_border"); //Adds the red border and error message. insertErrorFor(parameter, "Time overlap.") toReturn = false; @@ -587,14 +592,10 @@ function validate_sr_time(obj) { let obj_id = $(obj).attr('id').split('_').slice(-1)[0]; var start_time, finish_time; if ($(obj).val() != "") { - $("#sr_duration_no_" + obj_id).prop("disabled", false); - start_time = parseTimeToMins($('#sr_start_no_' + String(obj_id)).val()); + if ($('#sr_start_no_' + String(obj_id)).val()) start_time = parseTimeToMins($('#sr_start_no_' + String(obj_id)).val()); + else start = 0. finish_time = start_time + parseInt($('#sr_duration_no_' + String(obj_id)).val()); } - else { - $("#sr_duration_no_" + obj_id).val(""); - $("#sr_duration_no_" + obj_id).prop("disabled", true); - } return overlapped_times(obj, start_time, finish_time); }; @@ -878,11 +879,11 @@ $(document).ready(function () { // When short_range_yes option is selected, we want to inject rows for each expiractory activity, start_time and duration. $("body").on("click", ".add_node_btn_frm_field", function(e) { let last_row = $(".form_field_outer").find(".form_field_outer_row"); - if (last_row.length == 0) $("#dialog_sr").append(inject_sr_interaction(1, value = { activity: "", start_time: "", duration: "" })); + if (last_row.length == 0) $("#dialog_sr").append(inject_sr_interaction(1, value = { activity: "", start_time: "", duration: "15" })); else { last_index = last_row.last().find(".short_range_option").prop("id").split("_").slice(-1)[0]; index = parseInt(last_index) + 1; - $("#dialog_sr").append(inject_sr_interaction(index, value = { activity: "", start_time: "", duration: "" })); + $("#dialog_sr").append(inject_sr_interaction(index, value = { activity: "", start_time: "", duration: "15" })); } }); @@ -893,7 +894,7 @@ $(document).ready(function () { let start = validate_sr_parameter('#sr_start_no_' + String(index)[0], "Required input."); let duration = validate_sr_parameter('#sr_duration_no_' + String(index)[0], "Required input."); if (activity && start && duration) { - if (validate_sr_time('#sr_start_no_' + String(index)) && validate_sr_time('#sr_start_no_' + String(index))) { + if (validate_sr_time('#sr_start_no_' + String(index)) && validate_sr_time('#sr_duration_no_' + String(index))) { document.getElementById('sr_expiration_no_' + String(index)).disabled = true; document.getElementById('sr_start_no_' + String(index)).disabled = true; document.getElementById('sr_duration_no_' + String(index)).disabled = true; @@ -913,6 +914,7 @@ $(document).ready(function () { //Edit short-range activity type $("body").on("click", ".edit_node_btn_frm_field", function() { + $(this).closest(".form_field_outer_row").removeClass("row_validated"); $(this).hide(); let id = $(this).attr('id').split('_').slice(-1)[0]; document.getElementById('sr_expiration_no_' + String(id)).disabled = false; From c63182378e989a5103378f127fecfc7fd25253bc Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Mon, 4 Apr 2022 17:18:00 +0200 Subject: [PATCH 77/85] Adapter error message on short range duration --- cara/apps/calculator/static/js/form.js | 22 +++++++++++++++++----- 1 file changed, 17 insertions(+), 5 deletions(-) diff --git a/cara/apps/calculator/static/js/form.js b/cara/apps/calculator/static/js/form.js index 33f0281e..fd4f3c73 100644 --- a/cara/apps/calculator/static/js/form.js +++ b/cara/apps/calculator/static/js/form.js @@ -545,7 +545,7 @@ function overlapped_times(obj, start_time, finish_time) { if ($(obj).attr('name') == "short_range_duration" && parseFloat($(obj).val()) < 15.0) { if (!$(obj).hasClass("red_border")) $(parameter).addClass("red_border"); //Adds the red border and error message. - insertErrorFor(parameter, "Each short range interaction must be at least 15 minutes in length.") + insertErrorFor(parameter, "Must be ≥ 15 min.") return false; } @@ -907,8 +907,14 @@ $(document).ready(function () { // On save, check open/unvalidated rows. $(".validate_node_btn_frm_field").not(".row_validated").not(this).each(function( index ) { index = $(this).attr('id').split('_').slice(-1)[0]; - if ($('#sr_start_no_' + String(index)[0]).val() != "") validate_sr_parameter('#sr_start_no_' + String(index)[0], "Required input."); - if ($('#sr_duration_no_' + String(index)[0]).val() != "") validate_sr_parameter('#sr_duration_no_' + String(index)[0], "Required input."); + if ($('#sr_start_no_' + String(index)[0]).val() != "") { + validate_sr_parameter('#sr_start_no_' + String(index)[0], "Required input.") + validate_sr_time('#sr_start_no_' + String(index)); + }; + if ($('#sr_duration_no_' + String(index)[0]).val() != "") { + validate_sr_parameter('#sr_duration_no_' + String(index)[0], "Required input."); + validate_sr_time('#sr_duration_no_' + String(index)); + } }); }); @@ -929,8 +935,14 @@ $(document).ready(function () { // On delete, check open/unvalidated rows. $(".validate_node_btn_frm_field").not(".row_validated").not(this).each(function( index ) { index = $(this).attr('id').split('_').slice(-1)[0]; - if ($('#sr_start_no_' + String(index)[0]).val() != "") validate_sr_parameter('#sr_start_no_' + String(index)[0], "Required input."); - if ($('#sr_duration_no_' + String(index)[0]).val() != "") validate_sr_parameter('#sr_duration_no_' + String(index)[0], "Required input."); + if ($('#sr_start_no_' + String(index)[0]).val() != "") { + validate_sr_parameter('#sr_start_no_' + String(index)[0], "Required input.") + validate_sr_time('#sr_start_no_' + String(index)); + }; + if ($('#sr_duration_no_' + String(index)[0]).val() != "") { + validate_sr_parameter('#sr_duration_no_' + String(index)[0], "Required input."); + validate_sr_time('#sr_duration_no_' + String(index)); + } }); }); From 341d83a81d07b1c92bffb1b41bd76eaf1e824430 Mon Sep 17 00:00:00 2001 From: Luis Aleixo Date: Tue, 5 Apr 2022 11:21:36 +0200 Subject: [PATCH 78/85] Increased the version to 4.1.0 --- cara/apps/calculator/__init__.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cara/apps/calculator/__init__.py b/cara/apps/calculator/__init__.py index e396ea8c..c0c93887 100644 --- a/cara/apps/calculator/__init__.py +++ b/cara/apps/calculator/__init__.py @@ -33,7 +33,7 @@ from .user import AuthenticatedUser, AnonymousUser # calculator version. If the calculator needs to make breaking changes (e.g. change # form attributes) then it can also increase its MAJOR version without needing to # increase the overall CARA version (found at ``cara.__version__``). -__version__ = "4.0.0" +__version__ = "4.1.0" class BaseRequestHandler(RequestHandler): From 99e57da4695619f5a7a24ea7e2362491ab6c7a32 Mon Sep 17 00:00:00 2001 From: Nicolas Mounet Date: Tue, 5 Apr 2022 18:30:14 +0200 Subject: [PATCH 79/85] Adding full algorithm tests on exposure (simple, with virus distributions, and with short-range) --- cara/tests/test_full_algorithm.py | 349 ++++++++++++++++++++++++++---- 1 file changed, 311 insertions(+), 38 deletions(-) diff --git a/cara/tests/test_full_algorithm.py b/cara/tests/test_full_algorithm.py index 56264d24..51e4d32c 100644 --- a/cara/tests/test_full_algorithm.py +++ b/cara/tests/test_full_algorithm.py @@ -13,8 +13,8 @@ from cara.utils import method_cache from cara.models import _VectorisedFloat,Interval,SpecificInterval from cara.monte_carlo.sampleable import LogNormal from cara.monte_carlo.data import (expiration_distributions, - expiration_BLO_factors,short_range_expiration_distributions, - short_range_distances) + expiration_BLO_factors,short_range_expiration_distributions, + short_range_distances,virus_distributions,activity_distributions) # TODO: seed better the random number generators np.random.seed(2000) @@ -103,14 +103,15 @@ class SimpleConcentrationModel: return 4*np.pi/3. * (diameter/2.)**3 @method_cache - def Np(self,diameter: float) -> float: + def Np(self,diameter: float, + BLO_factors: typing.Tuple[float, float, float]) -> float: """ number of emitted particles per unit volume (BLO model) in cm^-3.ln(micron)^-1 """ result = 0. for cn,mu,sigma,famp in zip(self.cn,self.mu,self.sigma, - self.BLO_factors): + BLO_factors): result += ( (cn * famp)/sigma * np.exp(-(np.log(diameter)-mu)**2/(2*sigma**2))) return result/(diameter*sqrt2pi) @@ -119,7 +120,7 @@ class SimpleConcentrationModel: """ emission rate per unit diameter, in RNA copies / h / micron """ - return (self.viral_load * self.breathing_rate * self.Np(diameter) + return (self.Np(diameter, self.BLO_factors) * self.aerosol_volume(diameter) * 1e-6) @method_cache @@ -134,7 +135,8 @@ class SimpleConcentrationModel: return (self.vR(diameter)/(a_dsquare + removal_rate) * np.exp(-a_dsquare*deltat)) - return quad(integrand,self.diameter_min,self.diameter_max)[0] + return (quad(integrand,self.diameter_min,self.diameter_max)[0] + * self.viral_load * self.breathing_rate) def concentration(self,t: float) -> _VectorisedFloat: """ @@ -148,14 +150,16 @@ class SimpleConcentrationModel: # transition_times[i] < t <= transition_times[i]+1 i: int = np.searchsorted(trans_times,t) - 1 # type: ignore ti = trans_times[i] - Pim1 = self.infected_presence.triggered((trans_times[i-1]+ti)/2.) + Pim1 = (False if i==0 else + self.infected_presence.triggered((trans_times[i-1]+ti)/2.)) Pi = self.infected_presence.triggered((ti+trans_times[i+1])/2.) result = (0 if not Pim1 else self.f(lambda_rate,t-ti)) result -= (0 if not Pi else self.f(lambda_rate,t-ti)) for k,tk in enumerate(trans_times[:i]): - Pkm1 = self.infected_presence.triggered((trans_times[k-1]+tk)/2.) + Pkm1 = (False if k==0 else + self.infected_presence.triggered((trans_times[k-1]+tk)/2.)) Pk = self.infected_presence.triggered((tk+trans_times[k+1])/2.) s = np.sum([lambda_rate*(trans_times[l]-trans_times[l-1]) for l in range(k+1,i+1)]) @@ -271,7 +275,163 @@ class SimpleShortRangeModel: - background_concentration) / S else: return 0. - + + +@dataclass(frozen=True) +class SimpleExposureModel(SimpleConcentrationModel): + """ + Simple model for the background (long-range) exposure, without + all the flexibility of cara.models.ExposureModel. + For independent, end-to-end testing purposes. + This assumes no mask wearing, identical inhalation and exhalation + breathing rate, indentical presence for the infected and the exposed + people, the same ventilation rate at all times, and all short-range + interaction intervals are within presence intervals of the infected. + """ + + #: fraction of infected viruses + finf: _VectorisedFloat = 0.5 + + #: host immunity factor (0. for not immune) + HI: _VectorisedFloat = 0. + + #: infectious dose (ID50) + ID50: _VectorisedFloat = 50. + + #: transmissibility factor w.r.t. original strain + # (<1 means more transmissible) + transmissibility: _VectorisedFloat = 1. + + #: list of short-range interaction models + sr_models: typing.Tuple[SimpleShortRangeModel, ...] = () + + def fdep(self, diameter: float, evaporation: float) -> float: + """ + fraction deposited + """ + d = diameter * evaporation + IFrac = 1 - 0.5 * (1 - (1 / (1 + (0.00076*(d**2.8))))) + fdep = IFrac * (0.0587 + + (0.911/(1 + np.exp(4.77 + 1.485 * np.log(d)))) + + (0.943/(1 + np.exp(0.508 - 2.58 * np.log(d))))) + return fdep + + @method_cache + def F(self, removal_rate: _VectorisedFloat, deltat: float) -> _VectorisedFloat: + """ + A general function to compute the main integral over diameters + """ + def integrand(diameter): + # function to return the integrand + a = self.deposition_removal_coefficient() + a_dsquare = a*diameter**2 + return -(self.vR(diameter)*self.fdep(diameter,self.evaporation)/( + (a_dsquare + removal_rate)**2) + * np.exp(-a_dsquare*deltat)) + + return (quad(integrand,self.diameter_min,self.diameter_max)[0] + * self.viral_load * self.breathing_rate) + + @method_cache + def f_with_fdep(self, removal_rate: _VectorisedFloat, deltat: float) -> _VectorisedFloat: + """ + Same as f but with fdep included in the integral. + """ + def integrand(diameter): + # function to return the integrand + a = self.deposition_removal_coefficient() + a_dsquare = a*diameter**2 + return (self.vR(diameter)*self.fdep(diameter,self.evaporation) + /(a_dsquare + removal_rate) * np.exp(-a_dsquare*deltat)) + + return (quad(integrand,self.diameter_min,self.diameter_max)[0] + * self.viral_load * self.breathing_rate) + + @method_cache + def integrated_background_concentration(self,t1: float,t2: float) -> _VectorisedFloat: + """ + background (long-range) concentration integrated from t1 to t2 + assuming both t1 and t2 are within a single presence interval. + This includes the deposition fraction (fdep). + """ + trans_times = sorted(self.infected_presence.transition_times()) + if t2==trans_times[0]: + return 0. + + lambda_rate = self.removal_rate() + # transition_times[i] < t2 <= transition_times[i]+1 + i: int = np.searchsorted(trans_times,t2) - 1 # type: ignore + ti = trans_times[i] + if np.searchsorted(trans_times,t1,side='right')-1 != i: + raise ValueError("t1={}, t2={}, i1={}, i2={} " + "(i1 and i2 should be equal)".format( + t1,t2,i,np.searchsorted(trans_times,t1,side='right')-1)) + + Pim1 = (False if i==0 else + self.infected_presence.triggered((trans_times[i-1]+ti)/2.)) + Pi = self.infected_presence.triggered((ti+trans_times[i+1])/2.) + + def primitive(time): + result = (0 if not Pim1 else self.F(lambda_rate,time-ti)) + result -= (0 if not Pi else self.F(lambda_rate,time-ti)) + + for k,tk in enumerate(trans_times[:i]): + Pkm1 = (False if k==0 else + self.infected_presence.triggered((trans_times[k-1]+tk)/2.)) + Pk = self.infected_presence.triggered((tk+trans_times[k+1])/2.) + s = np.sum([lambda_rate*(trans_times[l]-trans_times[l-1]) + for l in range(k+1,i+1)]) + result += ( (0 if not Pkm1 else self.F(lambda_rate,time-tk)) + -(0 if not Pk else self.F(lambda_rate,time-tk)) + ) * np.exp(-s) + return result + + return ( ( (0 if not self.infected_presence.triggered((t1+t2)/2.) + else self.f_with_fdep(lambda_rate,0)*(t2-t1)) + + (primitive(t2) * np.exp(-lambda_rate*(t2-ti)) - + primitive(t1) * np.exp(-lambda_rate*(t1-ti)) ) ) + * self.num_infected/self.room_volume) + + @method_cache + def integrated_shortrange_concentration(self) -> _VectorisedFloat: + """ + short-range concentration integrated over interaction times and + diameters. This includes the deposition fraction (fdep). + """ + result = 0. + for sr_model in self.sr_models: + t1,t2 = sr_model.interaction_interval.boundaries()[0] + # function to return the integrand + integrand = lambda d: (self.aerosol_volume(d) + * self.Np(d,sr_model.BLO_factors)*self.fdep(d,1.0)) + res = (quad(integrand, + sr_model.diameter_min,sr_model.diameter_max)[0] + * (t2-t1) ) + result += (res-self.integrated_background_concentration(t1,t2) + )/sr_model.dilution_factor() + + return self.viral_load * 1e-6 * result + + def dose(self) -> _VectorisedFloat: + """ + total deposited dose (integrated over time and over particle + diameters), including short and long range. + """ + result = 0. + for t1,t2 in self.infected_presence.boundaries(): + result += self.integrated_background_concentration(t1,t2) + + result += self.integrated_shortrange_concentration() + + return result * self.finf * self.breathing_rate * (1. - self.HI) + + def probability_infection(self): + """ + total probability of infection + """ + return (1. - np.exp(-self.dose() * ln2 * (1-self.HI) + /(self.ID50 * self.transmissibility) )) * 100. + presence = models.SpecificInterval(present_times=((8.5, 12), (13, 17.5))) interaction_intervals = (models.SpecificInterval(present_times=((10.5, 11.0),)), @@ -280,7 +440,7 @@ interaction_intervals = (models.SpecificInterval(present_times=((10.5, 11.0),)), @pytest.fixture -def conc_model() -> mc.ConcentrationModel: +def c_model() -> mc.ConcentrationModel: return mc.ConcentrationModel( room=models.Room(volume=50, humidity=0.3), ventilation=models.AirChange(active=models.PeriodicInterval(period=120, duration=120), air_exch=1.), @@ -297,18 +457,6 @@ def conc_model() -> mc.ConcentrationModel: ).build_model(SAMPLE_SIZE) -@pytest.fixture -def simple_conc_model() -> SimpleConcentrationModel: - return SimpleConcentrationModel( - infected_presence = presence, - viral_load = models.Virus.types['SARS_CoV_2_DELTA'].viral_load_in_sputum, - breathing_rate = models.Activity.types['Seated'].exhalation_rate, - room_volume = 50., - lambda_ventilation= 1., - BLO_factors = expiration_BLO_factors['Breathing'], - ) - - @pytest.fixture def sr_models() -> typing.Tuple[mc.ShortRangeModel, ...]: return ( @@ -327,6 +475,18 @@ def sr_models() -> typing.Tuple[mc.ShortRangeModel, ...]: ) +@pytest.fixture +def simple_c_model() -> SimpleConcentrationModel: + return SimpleConcentrationModel( + infected_presence = presence, + viral_load = models.Virus.types['SARS_CoV_2_DELTA'].viral_load_in_sputum, + breathing_rate = models.Activity.types['Seated'].exhalation_rate, + room_volume = 50., + lambda_ventilation= 1., + BLO_factors = expiration_BLO_factors['Breathing'], + ) + + @pytest.fixture def simple_sr_models() -> typing.Tuple[SimpleShortRangeModel, ...]: return ( @@ -348,36 +508,149 @@ def simple_sr_models() -> typing.Tuple[SimpleShortRangeModel, ...]: @pytest.mark.parametrize( "time", np.linspace(8.5,17.5,12), ) -def test_background_concentration(time,conc_model,simple_conc_model): +def test_background_concentration(time,c_model,simple_c_model): npt.assert_allclose( - conc_model.concentration(time).mean(), - simple_conc_model.concentration(time), rtol=TOLERANCE + c_model.concentration(time).mean(), + simple_c_model.concentration(time), rtol=TOLERANCE ) + @pytest.mark.parametrize( "time", [10, 10.7, 11., 12.5, 14.75, 14.9, 17] ) -def test_shortrange_concentration(time,conc_model,simple_conc_model, +def test_shortrange_concentration(time,c_model,simple_c_model, sr_models,simple_sr_models): result_sr_model = np.sum([np.array( - sr_mod.short_range_concentration(conc_model,time)).mean() + sr_mod.short_range_concentration(c_model,time)).mean() for sr_mod in sr_models]) result_simple_sr_model = np.sum([np.array( - sr_mod.concentration(simple_conc_model,time)).mean() + sr_mod.concentration(simple_c_model,time)).mean() for sr_mod in simple_sr_models]) npt.assert_allclose( result_sr_model,result_simple_sr_model,rtol=TOLERANCE ) -#times = np.linspace(8.5,17.5,120) -#plt.plot(times,[conc_model.concentration(t).mean() for t in times]) -#plt.plot(times,[simple_conc_model.concentration(t) for t in times]) +def test_background_exposure(c_model): + simple_expo_model = SimpleExposureModel( + infected_presence = presence, + viral_load = models.Virus.types['SARS_CoV_2_DELTA'].viral_load_in_sputum, + breathing_rate = models.Activity.types['Seated'].exhalation_rate, + room_volume = 50., + lambda_ventilation= 1., + BLO_factors = expiration_BLO_factors['Breathing'], + finf = models.Virus.types['SARS_CoV_2_DELTA'].viable_to_RNA_ratio, + HI = 0., + ID50 = models.Virus.types['SARS_CoV_2_DELTA'].infectious_dose, + transmissibility = models.Virus.types['SARS_CoV_2_DELTA'].transmissibility_factor, + sr_models = (), + ) + expo_model = mc.ExposureModel( + concentration_model=c_model, + short_range=(), + exposed=mc.Population( + number=1, + presence=presence, + mask=models.Mask.types['No mask'], + activity=models.Activity.types['Seated'], + host_immunity=0., + ), + ).build_model(SAMPLE_SIZE) + npt.assert_allclose( + expo_model.deposited_exposure().mean(), + simple_expo_model.dose().mean(), rtol=TOLERANCE + ) + npt.assert_allclose( + expo_model.infection_probability().mean(), + simple_expo_model.probability_infection().mean(), rtol=TOLERANCE + ) + + +def test_background_exposure_with_distributions(): + simple_expo_model = SimpleExposureModel( + infected_presence = presence, + viral_load = virus_distributions['SARS_CoV_2_DELTA' + ].build_model(SAMPLE_SIZE).viral_load_in_sputum, + breathing_rate = activity_distributions['Seated'].build_model( + SAMPLE_SIZE).exhalation_rate, + room_volume = 50., + lambda_ventilation= 1., + BLO_factors = expiration_BLO_factors['Breathing'], + finf = virus_distributions['SARS_CoV_2_DELTA' + ].build_model(SAMPLE_SIZE).viable_to_RNA_ratio, + HI = 0., + ID50 = virus_distributions['SARS_CoV_2_DELTA' + ].build_model(SAMPLE_SIZE).infectious_dose, + transmissibility = virus_distributions['SARS_CoV_2_DELTA' + ].transmissibility_factor, + sr_models = (), + ) + expo_model = mc.ExposureModel( + concentration_model=mc.ConcentrationModel( + room=models.Room(volume=50, humidity=0.3), + ventilation=models.AirChange(active=models.PeriodicInterval( + period=120, duration=120), air_exch=1.), + infected=mc.InfectedPopulation( + number=1, + presence=presence, + virus=virus_distributions['SARS_CoV_2_DELTA'], + mask=models.Mask.types['No mask'], + activity=activity_distributions['Seated'], + expiration=expiration_distributions['Breathing'], + host_immunity=0., + ), + evaporation_factor=0.3, + ), + short_range=(), + exposed=mc.Population( + number=1, + presence=presence, + mask=models.Mask.types['No mask'], + activity=activity_distributions['Seated'], + host_immunity=0., + ), + ).build_model(SAMPLE_SIZE) + npt.assert_allclose( + expo_model.deposited_exposure().mean(), + simple_expo_model.dose().mean(), rtol=TOLERANCE + ) + npt.assert_allclose( + expo_model.infection_probability().mean(), + simple_expo_model.probability_infection().mean(), rtol=TOLERANCE + ) + + +def test_exposure_with_shortrange(c_model,sr_models,simple_sr_models): + simple_expo_sr_model = SimpleExposureModel( + infected_presence = presence, + viral_load = models.Virus.types['SARS_CoV_2_DELTA'].viral_load_in_sputum, + breathing_rate = models.Activity.types['Seated'].exhalation_rate, + room_volume = 50., + lambda_ventilation= 1., + BLO_factors = expiration_BLO_factors['Breathing'], + finf = models.Virus.types['SARS_CoV_2_DELTA'].viable_to_RNA_ratio, + HI = 0., + ID50 = models.Virus.types['SARS_CoV_2_DELTA'].infectious_dose, + transmissibility = models.Virus.types['SARS_CoV_2_DELTA'].transmissibility_factor, + sr_models = simple_sr_models, + ) + expo_sr_model = mc.ExposureModel( + concentration_model=c_model, + short_range=sr_models, + exposed=mc.Population( + number=1, + presence=presence, + mask=models.Mask.types['No mask'], + activity=models.Activity.types['Seated'], + host_immunity=0., + ), + ).build_model(SAMPLE_SIZE) + npt.assert_allclose( + expo_sr_model.deposited_exposure().mean(), + simple_expo_sr_model.dose().mean(), rtol=TOLERANCE + ) + npt.assert_allclose( + expo_sr_model.infection_probability().mean(), + simple_expo_sr_model.probability_infection().mean(), rtol=TOLERANCE + ) -#plt.plot(times,[np.sum([np.array(sr_mod.short_range_concentration(conc_model,t)).mean() -# for sr_mod in sr_models]) -# + conc_model.concentration(t).mean() for t in times]) -#plt.plot(times,[np.sum([np.array(sr_mod.concentration(simple_conc_model,t)).mean() -# for sr_mod in simple_sr_models]) -# + simple_conc_model.concentration(t) -# for t in times]) From ac92c99098aa7f4e81b4c2ec00be15226a798ed9 Mon Sep 17 00:00:00 2001 From: Nicolas Mounet Date: Tue, 5 Apr 2022 19:42:22 +0200 Subject: [PATCH 80/85] Adding breathing rate factor in short-range deposited exposure (bug fix); more samples in Monte-Carlo general tests --- cara/models.py | 20 +++++++++++++------- cara/tests/test_monte_carlo_full_models.py | 2 +- 2 files changed, 14 insertions(+), 8 deletions(-) diff --git a/cara/models.py b/cara/models.py index eb7324d5..9ac956c9 100644 --- a/cara/models.py +++ b/cara/models.py @@ -1318,14 +1318,20 @@ class ExposureModel: # in the case of a single diameter or no diameter defined, # one should not take any mean at this stage. deposited_exposure += short_range_exposure*fdep - - # then we multiply by the diameter-independent quantity virus viral load - deposited_exposure *= self.concentration_model.virus.viral_load_in_sputum - # long-range concentration - f_inf = self.concentration_model.infected.fraction_of_infectious_virus() - deposited_exposure += self.long_range_deposited_exposure_between_bounds(time1, time2)/f_inf - return deposited_exposure * f_inf + # multiply by the (diameter-independent) inhalation rate + deposited_exposure *= interaction.activity.inhalation_rate + + # then we multiply by diameter-independent quantities: viral load + # and fraction of infected virions + f_inf = self.concentration_model.infected.fraction_of_infectious_virus() + deposited_exposure *= (f_inf + * self.concentration_model.virus.viral_load_in_sputum + ) + # long-range concentration + deposited_exposure += self.long_range_deposited_exposure_between_bounds(time1, time2) + + return deposited_exposure def deposited_exposure(self) -> _VectorisedFloat: """ diff --git a/cara/tests/test_monte_carlo_full_models.py b/cara/tests/test_monte_carlo_full_models.py index ecdb3374..b97956b9 100644 --- a/cara/tests/test_monte_carlo_full_models.py +++ b/cara/tests/test_monte_carlo_full_models.py @@ -9,7 +9,7 @@ from cara.apps.calculator.model_generator import build_expiration # TODO: seed better the random number generators np.random.seed(2000) -SAMPLE_SIZE = 250_000 +SAMPLE_SIZE = 600_000 TOLERANCE = 0.06 # Load the weather data (temperature in kelvin) for Toronto. From cb634102ca0658a2e8065cda2651d458354b2786 Mon Sep 17 00:00:00 2001 From: Nicolas Mounet Date: Tue, 5 Apr 2022 19:46:00 +0200 Subject: [PATCH 81/85] Changing version number --- cara/apps/calculator/__init__.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cara/apps/calculator/__init__.py b/cara/apps/calculator/__init__.py index c0c93887..c119d91c 100644 --- a/cara/apps/calculator/__init__.py +++ b/cara/apps/calculator/__init__.py @@ -33,7 +33,7 @@ from .user import AuthenticatedUser, AnonymousUser # calculator version. If the calculator needs to make breaking changes (e.g. change # form attributes) then it can also increase its MAJOR version without needing to # increase the overall CARA version (found at ``cara.__version__``). -__version__ = "4.1.0" +__version__ = "4.1.1" class BaseRequestHandler(RequestHandler): From ad83e7a127990abfd4c8b5e35892b19ee1fd3694 Mon Sep 17 00:00:00 2001 From: Nicolas Mounet Date: Wed, 6 Apr 2022 11:42:19 +0200 Subject: [PATCH 82/85] Fixing full algorithm exposure tests (short-range) --- cara/tests/test_full_algorithm.py | 57 ++++++++++++++++++------------- 1 file changed, 34 insertions(+), 23 deletions(-) diff --git a/cara/tests/test_full_algorithm.py b/cara/tests/test_full_algorithm.py index 51e4d32c..fb6ade81 100644 --- a/cara/tests/test_full_algorithm.py +++ b/cara/tests/test_full_algorithm.py @@ -18,8 +18,8 @@ from cara.monte_carlo.data import (expiration_distributions, # TODO: seed better the random number generators np.random.seed(2000) -SAMPLE_SIZE = 500000 -TOLERANCE = 0.05 +SAMPLE_SIZE = 1_000_000 +TOLERANCE = 0.02 sqrt2pi = np.sqrt(2.*np.pi) sqrt2 = np.sqrt(2.) @@ -135,7 +135,8 @@ class SimpleConcentrationModel: return (self.vR(diameter)/(a_dsquare + removal_rate) * np.exp(-a_dsquare*deltat)) - return (quad(integrand,self.diameter_min,self.diameter_max)[0] + return (quad(integrand,self.diameter_min,self.diameter_max, + epsabs=0.,limit=500)[0] * self.viral_load * self.breathing_rate) def concentration(self,t: float) -> _VectorisedFloat: @@ -317,7 +318,8 @@ class SimpleExposureModel(SimpleConcentrationModel): return fdep @method_cache - def F(self, removal_rate: _VectorisedFloat, deltat: float) -> _VectorisedFloat: + def F(self, removal_rate: _VectorisedFloat, deltat: float, + evaporation: float) -> _VectorisedFloat: """ A general function to compute the main integral over diameters """ @@ -325,15 +327,17 @@ class SimpleExposureModel(SimpleConcentrationModel): # function to return the integrand a = self.deposition_removal_coefficient() a_dsquare = a*diameter**2 - return -(self.vR(diameter)*self.fdep(diameter,self.evaporation)/( + return -(self.vR(diameter)*self.fdep(diameter,evaporation)/( (a_dsquare + removal_rate)**2) * np.exp(-a_dsquare*deltat)) - return (quad(integrand,self.diameter_min,self.diameter_max)[0] + return (quad(integrand,self.diameter_min,self.diameter_max, + epsabs=0.,limit=500)[0] * self.viral_load * self.breathing_rate) @method_cache - def f_with_fdep(self, removal_rate: _VectorisedFloat, deltat: float) -> _VectorisedFloat: + def f_with_fdep(self, removal_rate: _VectorisedFloat, deltat: float, + evaporation: float) -> _VectorisedFloat: """ Same as f but with fdep included in the integral. """ @@ -341,14 +345,16 @@ class SimpleExposureModel(SimpleConcentrationModel): # function to return the integrand a = self.deposition_removal_coefficient() a_dsquare = a*diameter**2 - return (self.vR(diameter)*self.fdep(diameter,self.evaporation) + return (self.vR(diameter)*self.fdep(diameter,evaporation) /(a_dsquare + removal_rate) * np.exp(-a_dsquare*deltat)) - return (quad(integrand,self.diameter_min,self.diameter_max)[0] + return (quad(integrand,self.diameter_min,self.diameter_max, + epsabs=0.,limit=500)[0] * self.viral_load * self.breathing_rate) @method_cache - def integrated_background_concentration(self,t1: float,t2: float) -> _VectorisedFloat: + def integrated_background_concentration(self,t1: float,t2: float, + evaporation: float) -> _VectorisedFloat: """ background (long-range) concentration integrated from t1 to t2 assuming both t1 and t2 are within a single presence interval. @@ -372,8 +378,8 @@ class SimpleExposureModel(SimpleConcentrationModel): Pi = self.infected_presence.triggered((ti+trans_times[i+1])/2.) def primitive(time): - result = (0 if not Pim1 else self.F(lambda_rate,time-ti)) - result -= (0 if not Pi else self.F(lambda_rate,time-ti)) + result = (0 if not Pim1 else self.F(lambda_rate,time-ti,evaporation)) + result -= (0 if not Pi else self.F(lambda_rate,time-ti,evaporation)) for k,tk in enumerate(trans_times[:i]): Pkm1 = (False if k==0 else @@ -381,13 +387,13 @@ class SimpleExposureModel(SimpleConcentrationModel): Pk = self.infected_presence.triggered((tk+trans_times[k+1])/2.) s = np.sum([lambda_rate*(trans_times[l]-trans_times[l-1]) for l in range(k+1,i+1)]) - result += ( (0 if not Pkm1 else self.F(lambda_rate,time-tk)) - -(0 if not Pk else self.F(lambda_rate,time-tk)) + result += ( (0 if not Pkm1 else self.F(lambda_rate,time-tk,evaporation)) + -(0 if not Pk else self.F(lambda_rate,time-tk,evaporation)) ) * np.exp(-s) return result return ( ( (0 if not self.infected_presence.triggered((t1+t2)/2.) - else self.f_with_fdep(lambda_rate,0)*(t2-t1)) + else self.f_with_fdep(lambda_rate,0,evaporation)*(t2-t1)) + (primitive(t2) * np.exp(-lambda_rate*(t2-ti)) - primitive(t1) * np.exp(-lambda_rate*(t1-ti)) ) ) * self.num_infected/self.room_volume) @@ -399,18 +405,22 @@ class SimpleExposureModel(SimpleConcentrationModel): diameters. This includes the deposition fraction (fdep). """ result = 0. + # evaporation set to 1 (particles do not have time to evaporate) + evaporation = 1. for sr_model in self.sr_models: t1,t2 = sr_model.interaction_interval.boundaries()[0] # function to return the integrand integrand = lambda d: (self.aerosol_volume(d) - * self.Np(d,sr_model.BLO_factors)*self.fdep(d,1.0)) + * self.Np(d,sr_model.BLO_factors)*self.fdep(d,evaporation)) res = (quad(integrand, - sr_model.diameter_min,sr_model.diameter_max)[0] - * (t2-t1) ) - result += (res-self.integrated_background_concentration(t1,t2) - )/sr_model.dilution_factor() + sr_model.diameter_min,sr_model.diameter_max, + epsabs=0.,limit=500)[0] + * self.viral_load * 1e-6 * (t2-t1) ) + result += sr_model.breathing_rate * ( + res-self.integrated_background_concentration(t1,t2,evaporation) + )/sr_model.dilution_factor() - return self.viral_load * 1e-6 * result + return result def dose(self) -> _VectorisedFloat: """ @@ -419,11 +429,12 @@ class SimpleExposureModel(SimpleConcentrationModel): """ result = 0. for t1,t2 in self.infected_presence.boundaries(): - result += self.integrated_background_concentration(t1,t2) + result += (self.integrated_background_concentration(t1,t2,self.evaporation) + * self.breathing_rate) result += self.integrated_shortrange_concentration() - return result * self.finf * self.breathing_rate * (1. - self.HI) + return result * self.finf * (1. - self.HI) def probability_infection(self): """ From 808c71c266d99e8d01653b20da391e0c12b57320 Mon Sep 17 00:00:00 2001 From: Nicolas Mounet Date: Wed, 6 Apr 2022 11:48:26 +0200 Subject: [PATCH 83/85] Cosmetic changes in models.py --- cara/models.py | 17 +++++++++++++---- 1 file changed, 13 insertions(+), 4 deletions(-) diff --git a/cara/models.py b/cara/models.py index 9ac956c9..87ebd7b4 100644 --- a/cara/models.py +++ b/cara/models.py @@ -1175,12 +1175,21 @@ class ShortRangeModel: """ start_bound, stop_bound = self.presence.boundaries()[0] - jet_origin_integrated = self.expiration.jet_origin_concentration() + jet_origin = self.expiration.jet_origin_concentration() dilution = self.dilution_factor() - total_normed_concentration = -(concentration_model.integrated_concentration(start_bound, stop_bound)/concentration_model.virus.viral_load_in_sputum/dilution) - total_normed_concentration_interpolated = np.interp(self.expiration.particle.diameter, concentration_model.infected.particle.diameter, total_normed_concentration) - return (jet_origin_integrated/dilution * (stop_bound - start_bound)) + total_normed_concentration_interpolated + total_normed_concentration_diluted = ( + concentration_model.integrated_concentration(start_bound, + stop_bound)/dilution/ + concentration_model.virus.viral_load_in_sputum + ) + total_normed_concentration_interpolated = np.interp( + self.expiration.particle.diameter, + concentration_model.infected.particle.diameter, + total_normed_concentration_diluted + ) + return (jet_origin/dilution * (stop_bound - start_bound) + ) - total_normed_concentration_interpolated @dataclass(frozen=True) From 6226048f9b313f0792a1cce2be97d51b6cf82c75 Mon Sep 17 00:00:00 2001 From: James Devine Date: Wed, 6 Apr 2022 11:48:34 +0200 Subject: [PATCH 84/85] Return LFS files to repository --- .github/workflows/tests.yml | 30 - README.md | 5 - cara/.gitattributes | 2 - cara/data/global_weather_set.json | 1605143 +++++++++++++- .../hadisd_station_fullinfo_v311_202001p.txt | 8489 +- cara/scripts/themes/base/cara_script.command | 5 +- cara/scripts/themes/base/cara_script.sh | 5 +- cara/scripts/themes/cern/cara_script.command | 5 +- cara/scripts/themes/cern/cara_script.sh | 5 +- 9 files changed, 1613634 insertions(+), 55 deletions(-) delete mode 100644 cara/.gitattributes diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml index 4ec6bba3..5c41b8ea 100644 --- a/.github/workflows/tests.yml +++ b/.github/workflows/tests.yml @@ -27,21 +27,6 @@ jobs: steps: - name: Checkout uses: actions/checkout@v2 - with: - lfs: true - - - name: Create LFS file list - run: git lfs ls-files -l | cut -d' ' -f1 | sort > .lfs-assets-id - - - name: Restore LFS cache - uses: actions/cache@v2 - id: lfs-cache - with: - path: .git/lfs - key: ${{ runner.os }}-lfs-${{ hashFiles('.lfs-assets-id') }}-v1 - - - name: Git LFS Pull - run: git lfs pull - name: Set up Python 3.9 uses: actions/setup-python@v2 @@ -64,21 +49,6 @@ jobs: steps: - name: Checkout uses: actions/checkout@v2 - with: - lfs: true - - - name: Create LFS file list - run: git lfs ls-files -l | cut -d' ' -f1 | sort > .lfs-assets-id - - - name: Restore LFS cache - uses: actions/cache@v2 - id: lfs-cache - with: - path: .git/lfs - key: ${{ runner.os }}-lfs-${{ hashFiles('.lfs-assets-id') }}-v1 - - - name: Git LFS Pull - run: git lfs pull - name: Set up Python 3.9 uses: actions/setup-python@v2 diff --git a/README.md b/README.md index 90319c63..e358a978 100644 --- a/README.md +++ b/README.md @@ -79,16 +79,11 @@ This will start a local version of CARA, which can be visited at http://localhos ## Development guide -The CARA repository makes use of Git's Large File Storage (LFS) feature. -You will need a working installation of git-lfs in order to run CARA in development mode. -See https://git-lfs.github.com/ for installation instructions. - CARA is also mirrored to Github if you wish to collaborate on development and can be found at: https://github.com/CERN/cara ### Installing CARA in editable mode ``` -git lfs pull # Fetch the data from LFS pip install -e . # At the root of the repository ``` diff --git a/cara/.gitattributes b/cara/.gitattributes deleted file mode 100644 index c1609315..00000000 --- a/cara/.gitattributes +++ /dev/null @@ -1,2 +0,0 @@ -global_weather_set.json filter=lfs diff=lfs merge=lfs -text -hadisd_station_fullinfo_v311_202001p.txt filter=lfs diff=lfs merge=lfs -text diff --git a/cara/data/global_weather_set.json b/cara/data/global_weather_set.json index ba1765ee..23fbb7fd 100644 --- a/cara/data/global_weather_set.json +++ b/cara/data/global_weather_set.json @@ -1,3 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1747636a..462c4fcc 100644 --- a/cara/data/hadisd_station_fullinfo_v311_202001p.txt +++ b/cara/data/hadisd_station_fullinfo_v311_202001p.txt @@ -1,3 +1,8486 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:4843d34b6e4c26d4382860e011451d5f32157b9a3660830f8d2894a11d022298 -size 772370 +010010-99999 JAN MAYEN(NOR-NAVY) 70.933 -8.667 9.0 1931-01-01 2020-02-06 +010014-99999 SORSTOKKEN 59.792 5.341 48.8 1986-11-20 2020-02-06 +010030-99999 HORNSUND 77.000 15.500 12.0 1985-06-01 2020-02-06 +010070-99999 NY-ALESUND 78.917 11.933 7.7 1973-01-06 2020-02-06 +010080-99999 LONGYEAR 78.246 15.466 26.8 1975-09-29 2020-02-06 +010100-99999 ANDOYA 69.293 16.144 13.1 1931-01-03 2020-02-06 +010150-99999 HEKKINGEN FYR 69.600 17.833 14.0 1980-03-14 2020-02-06 +010230-99999 BARDUFOSS 69.056 18.540 76.8 1940-07-13 2020-02-06 +010250-99999 TROMSO 69.683 18.919 9.4 1973-01-01 2020-02-06 +010260-99999 TROMSO 69.650 18.933 114.5 1997-02-01 2020-02-06 +010280-99999 BJORNOYA ISLAND 74.517 19.017 18.0 1931-01-03 2020-02-06 +010330-99999 TORSVAG FYR 70.250 19.500 24.0 1973-01-01 2020-02-06 +010460-99999 SORKJOSEN 69.787 20.959 4.9 1975-09-05 2020-02-06 +010470-99999 KAUTOKEINO II 69.017 23.067 307.0 1973-01-01 2020-02-06 +010490-99999 ALTA 69.976 23.372 2.7 1973-01-01 2020-02-06 +010520-99999 HAMMERFEST AP 70.683 23.683 81.0 1940-10-08 2020-02-06 +010550-99999 FRUHOLMEN FYR 71.100 23.983 14.2 1931-01-01 2020-02-06 +010590-99999 BANAK 70.069 24.973 7.6 1973-01-01 2020-02-06 +010620-99999 HOPEN ISLAND 76.500 25.067 10.0 1955-01-01 2020-02-06 +010680-99999 HONNINGSVAG/VALAN 71.017 25.983 14.0 1980-06-04 2020-02-06 +010740-99999 MEHAMN 71.033 27.833 13.0 1975-09-05 2020-02-06 +010780-99999 SLETTNES FYR 71.100 28.233 10.0 1973-01-01 2020-02-06 +010830-99999 BERLEVAG 70.867 29.033 13.0 1975-09-05 2020-02-06 +010880-99999 VADSO 70.067 29.850 39.0 1975-09-05 2020-02-06 +010890-99999 HOYBUKTMOEN 69.726 29.893 86.3 1940-11-01 2020-02-06 +010980-99999 VARDO 70.367 31.100 15.0 1931-01-03 2020-02-06 +011020-99999 SKLINNA FYR 65.200 11.000 16.0 1975-02-28 2020-02-06 +011025-99999 HEIDRUN 65.333 7.317 80.0 1999-04-24 2020-02-06 +011050-99999 ROTVAER 68.367 15.950 8.0 1973-01-01 2020-02-06 +011060-99999 ROEST III 67.517 12.100 2.0 1928-01-01 2008-12-04 +011070-99999 ROST (NOR-AFB) 67.517 12.100 4.0 1988-03-03 2020-02-06 +011120-99999 BRONNOY 65.461 12.218 7.6 1973-01-01 2020-02-06 +011150-99999 MYKEN 66.767 12.483 13.0 1973-01-01 2020-02-06 +011160-99999 STOKKA 65.950 12.467 17.1 1973-04-01 2020-02-06 +011210-99999 SOLVAER III 66.367 12.617 10.0 1973-01-01 2020-02-06 +011220-99999 KJAERSTAD 65.784 13.215 72.2 1988-10-14 2020-02-06 +011410-99999 LEKNES 68.150 13.617 26.0 1973-06-20 2020-02-06 +011510-99999 MOIRANA 66.367 14.300 70.0 1973-04-01 2020-02-06 +011520-99999 BODO 67.269 14.365 12.8 1940-09-17 2020-02-06 +011600-99999 SKROVA FYR 68.150 14.650 11.0 1973-01-01 2020-02-06 +011610-99999 SVOLVAER/HELLE 68.250 14.667 9.0 1973-06-20 2020-02-06 +011620-99999 STORKMARKNES/SKAGEN 68.583 15.017 3.0 1973-06-20 2020-02-06 +011670-99999 SORTLAND 68.700 15.417 3.0 1985-02-01 2019-12-22 +011830-99999 EVENES 68.491 16.678 25.6 1975-09-05 2020-02-06 +011940-99999 NARVIK III 68.467 17.500 23.0 1973-01-01 2004-12-31 +012050-99999 SVINOY LH 62.333 5.267 37.2 1973-01-01 2020-01-12 +012090-99999 ORSTA-VOLDA/HOVDEN 62.183 6.067 74.0 1984-12-11 2020-02-06 +012100-99999 VIGRA 62.560 6.110 21.0 1973-01-01 2020-02-06 +012120-99999 ONA II 62.867 6.533 15.0 1955-01-01 2020-02-06 +012170-99999 ARO 62.745 7.263 3.0 1976-02-01 2020-02-06 +012230-99999 KVERNBERGET 63.112 7.825 62.2 1973-01-01 2020-02-06 +012240-99999 AALESUND 62.467 6.217 50.0 1984-12-01 2020-02-06 +012280-99999 SULA 63.850 8.467 6.0 1973-01-01 2020-02-06 +012380-99999 FOKSTUA II 62.117 9.283 974.0 1973-01-01 2020-02-05 +012400-99999 HALTEN FYR 64.167 9.400 16.0 1985-01-10 2020-02-06 +012410-99999 ORLAND 63.699 9.604 8.5 1973-01-01 2020-02-06 +012620-99999 NORDOYAN FYR 64.800 10.550 33.0 1928-01-02 2020-02-06 +012650-99999 TYNSET-HANSMOEN 62.267 10.733 482.3 1949-01-01 2020-02-06 +012710-99999 VAERNES 63.458 10.940 17.1 1940-04-13 2020-02-06 +012820-99999 RORVIK/RYUM 64.850 11.233 14.0 1995-09-01 2020-02-06 +012880-99999 ROROS 62.567 11.383 630.0 1973-01-01 2020-02-06 +012890-99999 ROROS LUFTHAVN 62.583 11.350 626.0 1984-09-09 2004-12-30 +012900-99999 NAMSOS AIRPORT 64.467 11.583 2.0 1973-04-01 2020-02-06 +013000-99999 GULLFAKS C 61.200 2.267 78.0 2001-06-01 2020-02-06 +013040-99999 YTTEROYANE FYR 61.567 4.683 25.0 1984-09-01 2020-02-06 +013060-99999 HELLISOY FYR 60.750 4.717 23.0 1973-01-01 2004-12-29 +013100-99999 FLORO 61.584 5.025 11.3 1980-04-07 2020-02-06 +013110-99999 FLESLAND 60.293 5.218 51.8 1973-01-01 2020-02-06 +013170-99999 BERGEN/FLORIDA 60.383 5.333 36.0 1973-01-01 2020-02-06 +013200-99999 SANDANE/ANDA 61.833 6.117 60.0 1981-09-04 2020-02-06 +013230-99999 BRINGELAND 61.393 5.764 327.0 1984-05-02 2020-02-06 +013380-99999 VANGSNES 61.167 6.650 51.0 2004-07-06 2020-02-06 +013470-99999 SOGNDAL HAUKASEN 61.156 7.137 511.0 1985-01-18 2020-02-06 +013600-99999 BRATA-SLETTOM 61.900 7.900 664.0 1973-01-01 2020-02-06 +013610-99999 GROTLI III 62.017 7.667 872.0 1973-01-01 2020-02-06 +013660-99999 SOGNEFJELL 61.567 8.000 1413.0 1979-03-01 2020-02-06 +013670-99999 FAGERNES 60.983 9.217 365.4 1982-10-01 2020-02-06 +013680-99999 LEIRIN 61.016 9.288 822.0 1988-10-14 2020-02-06 +013755-99999 GULLFAX (PLATFORM) 61.033 2.033 10.0 1989-11-15 2020-02-06 +013780-99999 LILLEHAMMER-SAETHERENGEN 61.100 10.467 239.0 1973-01-01 2020-02-06 +013820-99999 KISE 60.767 10.800 128.0 1973-01-01 2020-02-06 +013840-99999 GARDERMOEN 60.194 11.100 207.6 1940-05-11 2020-02-06 +013890-99999 RENA AP 61.183 11.367 255.7 1973-01-01 2020-02-06 +014000-99999 EKOFISK 56.550 3.217 48.8 1998-12-23 2020-02-06 +014030-99999 UTSIRA FYR 59.300 4.867 56.3 1928-01-02 2020-02-06 +014033-99999 EKOFISK OIL PLTFRM 56.550 3.250 48.8 1981-05-06 2020-02-06 +014060-99999 SLATTEROY FYR 59.917 5.067 16.0 1973-01-01 2020-02-06 +014080-99999 KARMOY 59.345 5.208 26.2 1984-09-09 2020-02-06 +014150-99999 SOLA 58.877 5.638 8.8 1940-04-10 2020-02-06 +014250-99999 EIK HOVE 58.517 6.517 66.0 1973-01-01 2020-02-06 +014270-99999 LISTA FYR 58.117 6.567 14.0 1928-01-01 2020-02-06 +014280-99999 LISTA 58.099 6.626 8.8 1973-01-01 2007-08-13 +014420-99999 BYGLANDSFJORD 58.667 7.800 211.0 1973-01-01 2020-02-06 +014480-99999 OKSOY FYR 58.067 8.050 8.0 1949-01-01 2020-02-06 +014520-99999 KJEVIK 58.204 8.085 17.4 1940-05-01 2020-02-06 +014550-99999 TVEITSUND 59.033 8.517 252.0 1973-01-01 2020-02-06 +014650-99999 TORUNGEN FYR 58.400 8.783 15.0 1973-01-01 2019-07-03 +014670-99999 LYNGOR FYR 58.633 9.150 5.0 1973-01-01 2020-02-06 +014700-99999 GVARV 59.383 9.200 93.0 1973-01-01 2020-02-06 +014703-99999 NOTODDEN 59.566 9.212 19.2 1990-10-19 2020-02-06 +014730-99999 KONGSBERG BRANNSTASJON 59.617 9.633 173.0 2004-05-10 2020-02-06 +014750-99999 SKIEN-GEITERYGGEN 59.183 9.567 141.0 1985-07-17 2004-12-30 +014770-99999 KONNERUD 59.717 10.150 193.0 1973-01-01 2020-02-06 +014820-99999 FERDER LH 59.033 10.517 7.7 1931-01-01 2020-02-06 +014830-99999 TORP 59.183 10.267 88.0 1973-01-01 2020-02-06 +014843-99999 OSEBERG 59.317 10.450 15.0 1990-10-19 2020-02-06 +014880-99999 HAKADAL 60.117 10.833 170.0 1940-04-07 2020-02-06 +014920-99999 OSLO-BLINDERN 59.950 10.717 97.0 1973-08-03 2020-02-06 +014940-99999 RYGGE 59.379 10.786 53.0 1973-01-01 2020-02-06 +020120-99999 RITSEM 67.733 17.467 521.0 1981-08-01 2005-09-24 +020200-99999 KATTERJAKK 68.417 18.167 517.0 1977-07-01 2019-04-01 +020240-99999 STORA SJOFALLET 67.500 18.300 425.0 2001-06-01 2020-02-06 +020290-99999 TARFALA 67.917 18.600 1146.0 2001-06-01 2020-02-06 +020310-99999 RENSJON 68.067 19.833 493.0 2001-06-01 2020-02-06 +020360-99999 NIKKALUOKTA 67.850 19.033 468.0 1977-07-01 2020-02-06 +020380-99999 LATNIVAARA 67.250 20.267 453.0 2001-06-01 2020-02-06 +020440-99999 KIRUNA 67.822 20.337 459.6 1977-07-01 2020-02-06 +020490-99999 GALLIVARE 67.132 20.815 313.0 1979-08-03 2020-02-06 +020540-99999 NEDRE SOPPERO 68.050 21.750 360.0 1955-01-01 2016-04-21 +020600-99999 NAIMAKKA 68.683 21.533 403.0 1955-01-01 2004-10-21 +020640-99999 SAITTAROVA 67.333 22.233 240.0 1973-01-01 2020-02-06 +020720-99999 PARKALOMPOLO 67.733 22.833 313.0 2001-06-01 2020-02-06 +020800-99999 KARESUANDO 68.450 22.450 331.0 1935-01-01 2012-08-31 +020860-99999 LAINIO 67.767 22.350 317.0 1955-01-01 2005-03-17 +020950-99999 PAJALA 67.200 23.383 171.0 1955-01-01 2020-02-06 +021010-99999 HEMAVAN 65.806 15.083 458.1 1973-01-02 2020-02-06 +021020-99999 STEKENJOKK 65.100 14.517 1036.0 1958-11-01 2020-02-06 +021030-99999 HEMAVAN-GIEREVARTO 65.783 15.067 793.0 1987-11-18 2020-02-06 +021080-99999 KLIMPFJALL 65.067 14.800 593.0 1977-07-01 2005-09-21 +021100-99999 GIELAS 65.333 15.067 577.0 1987-05-18 2020-02-06 +021200-99999 KVIKKJOKK-ARRENJARKA 66.883 18.017 315.0 1935-01-01 2013-03-31 +021210-99999 MIERKENIS 66.683 16.117 615.0 2001-06-01 2020-02-06 +021240-99999 ARJEPLOG 66.050 17.833 432.0 1977-04-05 2020-02-06 +021280-99999 GUNNARN 65.000 17.700 283.0 1973-01-01 2013-04-02 +021300-99999 ROPARUDDEN 66.483 16.417 481.0 1973-01-01 2016-04-21 +021350-99999 BURESJON 65.567 17.867 393.0 1973-01-01 2020-02-06 +021410-99999 TJAKAAPE 66.317 19.217 582.0 1973-01-01 2020-02-06 +021420-99999 JOKKMOKK 66.496 20.147 275.5 1977-07-01 2000-05-10 +021440-99999 ABRAUR 65.983 18.933 374.0 1977-07-01 2004-06-26 +021470-99999 MALA-BRANNAN 65.150 18.600 363.0 1973-01-01 2020-02-06 +021490-99999 ARVIDSJAUR 65.600 19.267 384.0 2001-07-01 2020-02-06 +021510-99999 JOKKMOKK FPL 66.483 20.167 275.0 1973-01-01 2020-02-06 +021540-99999 VIDSEL 65.875 20.150 182.0 1977-07-01 2020-02-06 +021610-99999 NATTAVAARA 66.750 20.933 327.0 1973-01-01 2020-02-06 +021640-99999 PALKEM 66.383 21.633 263.0 1973-05-01 2003-07-19 +021730-99999 ALVSBYN 65.667 21.067 43.0 2001-07-01 2020-02-06 +021740-99999 LAKATRASK 66.283 21.133 186.0 2001-07-01 2020-02-06 +021760-99999 PITE-RONNSKAR 65.033 21.567 4.0 1997-09-01 2020-02-06 +021810-99999 OVERKALIX SVARTBYN 66.267 22.850 62.0 1996-08-01 2020-02-06 +021840-99999 PAHAROVA 66.817 22.333 229.0 2001-07-01 2020-02-06 +021860-99999 KALLAX 65.544 22.122 19.8 1977-07-01 2020-02-06 +021880-99999 RODKALLEN 65.317 22.383 2.0 1973-01-01 2020-02-06 +021910-99999 STORON 65.700 23.100 4.0 2001-07-01 2020-02-06 +021960-99999 HAPARANDA 65.833 24.150 6.0 1931-01-01 2012-12-31 +021990-99999 YLINENJARVI 66.617 23.467 132.0 2001-07-01 2020-02-06 +022000-99999 EDEVIK 63.983 12.867 425.0 1977-07-01 2004-12-25 +022060-99999 STORLIEN-STORVALLEN 63.283 12.133 583.0 1935-01-01 2013-02-28 +022090-99999 SYLARNA 63.050 12.283 1030.0 1973-01-01 2020-02-06 +022160-99999 MATTMAR 63.300 13.883 365.0 1973-01-01 2016-04-21 +022210-99999 KORSVATTNET 63.833 13.500 717.0 1997-12-01 2020-02-06 +022220-99999 GADDEDE 64.500 14.167 330.0 1977-07-01 2008-02-18 +022260-99999 OSTERSUND 63.200 14.500 376.0 1935-01-01 2020-02-06 +022300-99999 GUBBHOGEN 64.217 15.550 310.0 1973-01-01 2020-02-06 +022310-99999 FOLLINGE 63.683 14.600 362.0 2001-07-01 2020-02-06 +022340-99999 STROMSUND 63.867 15.583 373.0 1979-01-05 1995-11-30 +022360-99999 HALLHAXASEN 63.767 15.333 376.0 1977-07-01 2020-02-06 +022420-99999 HOTING 64.083 16.233 241.0 1973-01-01 2020-02-06 +022450-99999 VILHELMINA 64.583 16.850 349.0 1996-08-01 2020-02-06 +022470-99999 KRANGEDE 63.150 16.167 184.0 1973-01-01 2020-02-06 +022540-99999 ASELE 64.167 17.317 308.0 1977-07-01 2020-02-06 +022590-99999 KRAMFORS SOLLEFTEA 63.049 17.769 10.4 1977-07-01 2020-02-06 +022600-99999 VASTMARKUM 63.133 18.250 143.0 1973-01-01 2020-02-06 +022610-99999 LYCKSELE 64.550 18.717 211.0 1973-01-01 2020-02-06 +022620-99999 VUOGGATJALME 66.567 16.350 500.0 1973-01-01 2004-03-06 +022650-99999 HEMLING 63.650 18.550 183.0 2001-07-01 2020-02-06 +022670-99999 ORNSKOLDSVIK 63.408 18.990 107.9 1979-08-02 2020-02-06 +022690-99999 SKAGSUDDE 63.183 19.017 11.0 1996-08-01 2020-02-06 +022710-99999 NORSJO 64.933 19.383 310.0 2001-07-01 2020-02-06 +022820-99999 PETISTRASK 64.567 19.700 258.0 2001-07-01 2020-02-06 +022840-99999 JARNASKLUBB 63.433 19.683 7.0 1973-01-01 2020-02-06 +022860-99999 UMEA 63.792 20.283 7.3 1977-07-01 2020-02-06 +022880-99999 HOLMOGADD 63.600 20.750 6.0 1935-01-01 2008-01-11 +022930-99999 SKELLEFTEA 64.625 21.077 47.9 1979-08-02 2020-02-06 +022960-99999 BJUROKLUBB (LGT-H) 64.483 21.583 36.0 1935-01-01 2003-12-22 +022970-99999 BJUROKLUBB 64.483 21.583 43.0 2001-06-01 2020-02-06 +023060-99999 RORBACKSNAS 61.133 12.817 465.0 1977-07-01 2017-12-08 +023070-99999 IDRE FJALL 61.883 12.850 869.0 1973-01-01 2020-02-06 +023080-99999 TANNAS 62.450 12.667 724.0 1996-08-01 2020-02-06 +023100-99999 STORSJO KAPELL 62.800 13.067 583.0 1977-07-01 2005-01-23 +023160-99999 SARNA 61.700 13.183 425.0 1935-01-01 2005-05-23 +023170-99999 DRAVAGEN 62.100 13.617 566.0 2001-07-01 2020-02-06 +023190-99999 BORTNAN 62.750 13.850 467.0 2001-07-01 2020-02-06 +023210-99999 ALVDALEN 61.250 14.033 253.0 1973-01-01 2020-02-06 +023240-99999 SVEG 62.017 14.183 363.0 1937-01-01 2012-10-31 +023250-99999 KLOVSJOHOJDEN 62.500 14.150 803.0 1973-01-01 2020-02-06 +023260-99999 FREDRIKA 64.083 18.417 300.0 1977-07-01 2004-12-21 +023290-99999 HAMRA 61.667 15.000 455.0 1973-01-01 2020-02-06 +023310-99999 HUNGE 62.750 15.083 343.0 2001-07-01 2020-02-06 +023360-99999 EDSBYN 61.383 15.833 163.0 1977-07-01 2004-02-09 +023370-99999 NORRHOG 62.267 15.667 320.0 1973-01-01 2016-04-21 +023420-99999 FRANSTA 62.517 16.183 105.0 1977-07-01 1996-01-03 +023430-99999 TORPSHAMMAR 62.500 16.283 100.0 1973-01-01 2020-02-06 +023470-99999 DELSBO 61.833 16.550 72.0 2001-07-01 2020-02-06 +023550-99999 KUGGOREN 61.700 17.533 10.0 1996-08-01 2020-02-06 +023660-99999 SUNDSVALL HARNOSAND 62.528 17.444 4.9 1977-07-01 2020-02-06 +023680-99999 BRAMON 62.217 17.750 18.0 1987-05-21 2020-02-06 +023760-99999 SODERHAMN (SWE-AFB) 61.267 17.100 36.0 1977-07-01 1998-01-05 +023820-99999 LUNGO 62.650 18.100 18.0 1973-08-24 2020-02-06 +024000-99999 OSTMARK 60.350 12.650 310.0 1977-07-01 2005-09-24 +024030-99999 NAVEN 58.700 13.117 53.0 2001-07-01 2020-02-06 +024040-99999 ARVIKA 59.667 12.583 75.0 1977-07-01 2004-02-24 +024060-99999 BLOMSKOG 59.283 12.050 110.0 1977-07-01 2004-04-24 +024080-99999 BLOMSKOG 59.217 12.083 171.0 1996-08-01 2020-02-06 +024100-99999 MALUNG 60.683 13.700 308.0 1977-07-01 2011-08-18 +024120-99999 GUSTAVSFORS 60.150 13.800 190.0 1935-01-01 2005-07-26 +024180-99999 KARLSTAD 59.445 13.337 107.3 1935-01-01 2020-02-06 +024230-99999 SUNNE 59.867 13.117 109.0 2001-07-01 2020-02-06 +024280-99999 ATORP 59.100 14.367 105.0 1977-07-01 2004-08-01 +024283-99999 OREBRO 59.224 15.038 57.3 1991-08-27 2020-02-06 +024290-99999 DAGLOSEN 59.667 14.183 133.0 2001-07-01 2020-02-06 +024350-99999 BORLANGE 60.422 15.515 153.3 1979-08-02 2020-02-06 +024400-99999 AMOT 60.967 16.433 162.0 2001-06-01 2020-02-06 +024410-99999 MORA 60.967 14.500 197.0 2001-07-01 2020-02-06 +024430-99999 ENKOPING 59.650 17.117 26.0 1979-08-03 2020-02-06 +024440-99999 FOLKARNA 60.167 16.317 70.0 1977-07-01 1996-05-06 +024460-99999 VASTERAS 59.589 16.634 6.4 1977-07-01 2020-02-06 +024490-99999 ESKILSTUNA A 59.383 16.450 15.0 2001-07-01 2020-02-06 +024500-99999 EGGEGRUND 60.733 17.567 4.0 1997-09-01 2020-02-06 +024520-99999 KILSBERGEN-SUTTARBODA 59.300 14.900 219.0 2001-07-01 2020-02-06 +024530-99999 GAVLE/SANDVIKEN AIR FORCE BAS 60.717 17.167 16.0 1996-05-01 2020-02-06 +024560-99999 FILM 60.233 17.900 35.0 1996-02-01 2020-02-06 +024580-99999 UPPSALA 59.897 17.589 20.7 1935-01-01 2020-02-06 +024600-99999 ARLANDA 59.652 17.919 41.8 1977-06-30 2020-02-06 +024640-99999 BROMMA 59.354 17.942 14.3 1931-01-01 2020-02-06 +024680-99999 STORA SPANSBERGET 60.383 15.133 493.0 2001-07-01 2020-02-06 +024690-99999 TULLINGE 59.183 17.917 54.0 2001-06-01 2020-02-06 +024740-99999 SINGO ISLAND 60.167 18.750 14.0 1977-07-01 2004-04-30 +024760-99999 FLODA 59.050 16.400 33.0 1996-08-01 2020-02-06 +024810-99999 SALA 59.917 16.683 58.0 2001-07-01 2020-02-06 +024820-99999 KERSTINBO 60.267 16.983 57.0 2001-07-01 2020-02-06 +024840-99999 STOCKHOLM/OBSERVATORIET 59.350 18.067 44.0 2001-06-01 2020-02-06 +024853-99999 SKAVSTA 58.789 16.912 42.7 1991-08-27 2020-02-06 +024860-99999 ADELSO 59.367 17.517 6.0 2001-07-01 2020-02-06 +024870-99999 SKARPO A 59.350 18.733 22.0 1997-09-01 2020-02-06 +024880-99999 ORSKAR 60.533 18.383 9.0 1996-08-01 2020-02-06 +024900-99999 SVANBERGA 59.833 18.633 16.0 2001-07-01 2020-02-06 +024930-99999 SODERARM 59.750 19.417 15.0 2001-07-01 2020-02-06 +024960-99999 SVENSKA HOGARNA 59.450 19.500 12.0 1977-07-01 2020-02-06 +025000-99999 NORDKOSTER 58.900 11.000 35.0 1996-02-01 2020-02-06 +025050-99999 MASESKAR 58.100 11.333 16.0 1996-08-01 2020-02-06 +025080-99999 MASESKAR (LGT-H) 58.100 11.350 14.0 1973-01-01 2005-05-25 +025103-99999 TROLLHATTAN VANERSBORG 58.318 12.345 41.8 1991-08-27 2020-02-06 +025120-99999 SAVE 57.775 11.870 18.0 1935-01-01 2017-01-02 +025130-99999 GOTEBORG 57.717 12.000 2.0 1996-05-01 2020-02-06 +025180-99999 NIDINGEN 57.300 11.900 2.0 1973-01-01 2020-02-06 +025200-99999 SATENAS 58.426 12.714 55.2 1977-07-01 2020-02-06 +025240-99999 MOLLA 57.933 13.067 190.0 1973-01-01 2006-03-31 +025260-99999 LANDVETTER 57.663 12.280 154.2 1977-10-03 2020-02-06 +025300-99999 NASHUVUD 58.900 13.250 50.0 1977-07-01 1996-01-27 +025350-99999 SKOVDE 58.456 13.973 98.8 1991-08-27 2020-02-06 +025360-99999 RANGEDALA 57.783 13.167 299.0 1977-07-01 2020-02-06 +025390-99999 ULLARED 57.117 12.783 122.0 2001-07-01 2020-02-06 +025400-99999 KROPPEFJALL-GRANAN 58.600 12.200 174.0 2001-07-01 2020-02-06 +025420-99999 HALLUM 58.317 13.033 71.0 2001-07-01 2020-02-06 +025440-99999 KARLSBORG 58.517 14.517 94.0 1977-07-01 2020-02-06 +025460-99999 GARDSJO 58.883 14.383 212.0 2001-07-01 2020-02-06 +025480-99999 VISINGSO 58.100 14.417 95.0 2001-06-01 2020-02-06 +025490-99999 TOMTABACKEN 57.500 14.467 356.0 2001-07-01 2020-02-06 +025500-99999 JONKOPING 57.758 14.069 225.9 1931-01-01 2020-02-06 +025540-99999 KETTSTAKA 58.717 15.033 225.0 2001-07-01 2020-02-06 +025550-99999 NASSJO 57.650 14.700 305.0 1977-07-01 2003-01-02 +025560-99999 HAGSHULT 57.292 14.137 169.5 1977-07-01 2020-02-06 +025570-99999 HORN 57.883 15.867 91.0 2001-07-01 2020-02-06 +025580-99999 KOLMARDEN-STROMSFORS 58.683 16.317 155.0 2001-07-01 2020-02-06 +025620-99999 MALMEN 58.402 15.526 93.9 1977-07-01 2020-02-06 +025625-99999 SAAB 58.406 15.681 52.4 1995-10-12 2020-02-06 +025635-99999 ANGELHOLM 56.283 12.833 47.0 2004-08-10 2020-02-06 +025640-99999 MALEXANDER 58.067 15.233 200.0 1977-07-01 2005-06-21 +025650-99999 HULTSFRED 57.526 15.823 111.6 1979-08-06 2020-02-06 +025660-99999 MALILLA 57.400 15.817 98.0 1973-01-01 2015-01-28 +025700-99999 NORRKOPING/BRAVALLA 58.617 16.117 33.0 1977-07-01 2015-01-29 +025710-99999 KUNGSANGEN 58.586 16.251 9.8 1977-07-01 2020-02-06 +025740-99999 NORRKOPING 58.583 16.150 41.6 1997-09-01 2020-02-06 +025760-99999 GLADHAMMAR 57.717 16.467 35.0 1977-07-01 2002-11-02 +025820-99999 LANDSORT (LGT-H) 58.750 17.867 32.0 1935-01-01 2006-10-25 +025840-99999 GOTSKA SANDON 58.400 19.200 12.0 1935-01-01 2006-12-31 +025860-99999 HARSTENA 58.250 17.017 7.0 1977-07-01 2005-02-15 +025870-99999 FAROSUND-AR 57.917 18.950 13.0 2001-07-01 2020-02-06 +025880-99999 FARO ISLAND 57.900 19.167 8.0 1977-07-01 2002-05-13 +025900-99999 VISBY 57.663 18.346 50.0 1931-01-01 2020-02-06 +025920-99999 OLANDS NORRA UDDE 57.367 17.100 4.0 1935-01-01 2002-05-16 +025980-99999 OSTERGARNSHOLM 57.433 18.983 5.0 2001-07-01 2020-02-06 +026040-99999 HALMSTAD 56.691 12.820 30.8 1977-07-01 2020-02-06 +026050-99999 HALLANDS VADERO 56.450 12.550 10.0 1996-08-01 2020-02-06 +026060-99999 KULLEN (LGT-H) 56.300 12.450 72.0 1977-07-01 2005-09-01 +026070-99999 ANGELHOLM/BARKAKRA 56.283 12.083 18.0 1977-07-01 2008-12-31 +026110-99999 HELSINGBORG 56.033 12.767 44.0 1984-06-18 2020-02-06 +026160-99999 FALSTERBO 55.383 12.817 5.0 1977-07-01 2020-02-06 +026220-99999 LJUNGBY 56.850 13.883 148.0 1977-07-01 2020-02-06 +026230-99999 HORBY 55.867 13.667 114.0 2001-08-27 2020-02-06 +026250-99999 SKILLINGE 55.483 14.317 5.0 1996-08-01 2020-02-06 +026260-99999 OSBY 56.367 13.950 85.0 1977-07-01 2020-02-06 +026280-99999 HANO 56.017 14.850 60.0 1996-08-01 2020-02-06 +026300-99999 LJUNGBYHED(SWE-AFB) 56.083 13.233 52.0 1977-07-01 2003-01-31 +026320-99999 UTKLIPPAN 55.950 15.700 3.0 2001-07-01 2020-02-06 +026350-99999 MALMO 55.567 13.067 21.0 1935-04-13 2020-02-06 +026360-99999 STURUP 55.530 13.372 71.9 1977-06-30 2020-02-06 +026400-99999 VAXJO/URASA(SAFB) 56.867 14.800 166.0 1935-01-01 2004-11-15 +026410-99999 KRONOBERG 56.929 14.728 185.9 1979-08-02 2020-02-06 +026440-99999 OLANDS SODRA UDDE 56.200 16.400 3.0 1996-08-01 2020-02-06 +026480-99999 VAXJO 56.850 14.833 200.0 2001-06-01 2020-02-06 +026500-99999 HANO ISLAND (LGT-H) 56.017 14.850 55.0 1977-07-01 2005-08-14 +026510-99999 KRISTIANSTAD 55.922 14.086 23.2 1979-08-02 2020-02-06 +026610-99999 KOSTA (ORREFORS) 56.833 15.467 232.0 2001-09-16 2020-02-06 +026640-99999 RONNEBY 56.267 15.265 58.2 1977-07-01 2020-02-06 +026660-99999 UNGSKAR 56.033 15.800 3.0 1977-07-01 2005-04-15 +026720-99999 KALMAR 56.686 16.288 5.2 1935-01-01 2020-02-06 +026800-99999 HOBURG 56.917 18.150 39.0 1935-10-25 2012-08-31 +027550-99999 YLIVIESKA AIRFIELD 64.050 24.717 76.0 2003-03-30 2020-02-06 +027770-99999 SALO KIIKALA AIRFIELD 60.467 23.650 117.0 2004-05-10 2020-02-06 +028010-99999 ENONTEKIO KILPISJARVI 69.050 20.783 482.7 1979-06-01 2020-02-06 +028050-99999 UTSJOKI KEVO 69.750 27.000 106.3 1973-01-01 2020-02-06 +028070-99999 IVALO 68.607 27.405 146.6 1952-01-01 2020-02-06 +028075-99999 ENONTEKIO 68.363 23.424 306.3 1998-04-19 2020-02-06 +028230-99999 MUONIO ALAMUONIO 67.967 23.683 252.6 1973-01-01 2019-10-01 +028360-99999 SODANKYLA 67.395 26.619 183.5 1917-01-01 2020-02-06 +028440-99999 PELLO CENTRE 66.767 23.967 85.9 1973-01-01 2020-02-06 +028450-99999 ROVANIEMI 66.565 25.830 196.6 1973-01-01 2020-02-06 +028480-99999 SALLA 66.817 28.667 223.0 1973-01-01 1999-07-30 +028490-99999 SALLA KK MYLLYTIE 66.833 28.667 221.7 2001-06-01 2020-02-06 +028620-99999 KEMI AJOS 65.667 24.517 3.1 2004-08-31 2020-02-06 +028630-99999 KEMI I LIGHTHOUSE 65.383 24.100 19.0 2004-02-13 2020-02-06 +028640-99999 KEMI TORNIO 65.782 24.599 18.6 1952-01-01 2020-02-06 +028670-99999 PUDASJARVI 65.367 27.017 117.0 1973-01-01 1999-09-01 +028690-99999 KUUSAMO 65.988 29.239 264.0 1909-01-01 2020-02-06 +028730-99999 HAILUOTO MARJANIEMI 65.033 24.567 7.3 2004-08-03 2020-02-06 +028740-99999 HAILUOTO ISLAND 65.033 24.800 6.0 1973-01-01 2020-02-06 +028750-99999 OULU 64.930 25.355 14.3 1906-01-01 2020-02-06 +028790-99999 SUOMUSSALMI 64.900 29.017 224.0 1973-01-01 2001-03-09 +028890-99999 SUOMUSSALMI PESIO 64.933 28.750 225.2 2001-09-19 2020-02-06 +028970-99999 KAJAANI 64.285 27.692 147.2 1916-01-01 2020-02-06 +029010-99999 MASSKAR 63.733 22.583 13.0 1973-01-01 2005-08-22 +029030-99999 KRUUNUPYY 63.721 23.143 25.3 1960-11-01 2020-02-06 +029050-99999 NIVALA 63.917 24.967 81.0 1973-01-01 2004-03-29 +029070-99999 KALAJOKI ULKOKALLA 64.333 23.450 5.0 1901-01-01 2020-02-06 +029100-99999 MUSTASAARI VALASSAARET 63.433 21.067 11.0 1973-01-01 2020-02-06 +029110-99999 VAASA 63.051 21.762 5.8 1917-01-01 2020-02-06 +029130-99999 KAUHAVA 63.127 23.051 46.0 1973-01-01 2020-02-06 +029150-99999 VIITASAARI 63.083 25.867 132.0 1973-01-01 2020-02-06 +029170-99999 KUOPIO 63.007 27.798 98.5 1906-01-01 2020-02-06 +029190-99999 LAPPEENRANTA HIEKKAPAKKA 61.200 28.467 77.0 1973-01-01 2020-02-06 +029200-99999 PIETARSAARI KALLAN 63.750 22.517 19.2 2004-08-03 2020-02-06 +029210-99999 MOIKIPAA 62.883 21.100 13.0 1974-03-01 2005-03-31 +029240-99999 AHTARI MYLLYMAKI 62.533 24.217 159.7 1973-01-01 2020-02-06 +029245-99999 SEINAJOKI 62.692 22.832 91.7 1999-01-14 2020-02-06 +029290-99999 JOENSUU 62.663 29.608 121.3 1952-01-01 2020-02-06 +029350-99999 JYVASKYLA 62.399 25.678 139.9 1917-01-01 2020-02-06 +029390-99999 ILOMANTSI MEKRIJARVI 62.767 30.983 156.5 2003-03-30 2020-02-06 +029420-99999 KANKAANPAA NIINISALO PUOLVOIM 61.833 22.467 124.8 1952-01-01 2020-02-06 +029430-99999 TAMPERE SIILINKARI 61.517 23.750 98.0 1973-01-01 2020-02-06 +029440-99999 TAMPERE PIRKKALA 61.414 23.604 118.9 1906-01-01 2020-02-06 +029450-99999 HALLI 61.856 24.787 146.0 1973-01-01 2020-02-06 +029470-99999 MIKKELI 61.687 27.202 100.3 1973-01-01 2020-02-06 +029480-99999 SAVONLINNA 61.943 28.945 94.8 1984-08-13 2020-02-06 +029490-99999 SOMERO SALKOLA 60.650 23.800 143.0 1973-01-01 2020-02-06 +029520-99999 PORI 61.462 21.800 13.4 1952-01-01 2020-02-06 +029580-99999 LAPPEENRANTA 61.045 28.144 106.4 1973-01-01 2020-02-06 +029610-99999 KUUSKAJASKARI 61.133 21.367 10.0 1973-01-01 2005-08-01 +029630-99999 JOKIOINEN 60.817 23.500 103.0 1957-04-02 2020-02-06 +029640-99999 KUSTAVI ISOKARI 60.717 21.033 3.9 2004-08-03 2020-02-06 +029650-99999 LAHTI LAUNE 60.967 25.633 78.7 1973-01-01 2019-05-14 +029660-99999 UTTI 60.896 26.938 103.3 1973-01-01 2020-02-06 +029670-99999 KOTKA HAAPASAARI 60.283 27.183 5.5 2004-08-03 2020-02-06 +029700-99999 MARIEHAMN 60.122 19.898 5.2 1917-01-01 2020-02-06 +029720-99999 TURKU 60.514 22.263 49.1 1901-01-01 2020-02-06 +029730-99999 SUOMUSJARVI 60.400 23.767 86.0 1973-01-01 2003-10-17 +029740-99999 HELSINKI VANTAA 60.317 24.963 54.6 1952-01-01 2020-02-06 +029750-99999 HELSINKI MALMI 60.255 25.043 17.4 1917-01-01 2017-03-06 +029760-99999 KOTKA RANKKI 60.383 26.967 13.1 1952-01-01 2020-02-06 +029800-99999 LEMLAND NYHAMN 59.967 19.950 10.0 1973-01-01 2020-02-06 +029810-99999 PARAINEN UTO 59.783 21.367 6.8 1901-01-01 2020-02-06 +029820-99999 HANKO RUSSARO 59.767 22.950 6.5 1906-01-01 2020-02-06 +029840-99999 INKOO BAGASKAR 59.933 24.017 12.0 1973-01-01 2020-02-06 +029870-99999 PORVOO KALLBADAGRUND 59.983 25.600 23.3 1982-10-01 2019-04-27 +029880-99999 ISOSAARI 60.100 25.067 7.0 1984-10-01 2008-10-01 +029900-99999 KUMLINGE ISLAND 60.300 20.750 5.0 1984-10-01 2003-02-22 +029910-99999 PORVOO EMASALO 60.200 25.633 27.1 2004-08-03 2020-02-06 +029920-99999 LOVIISA ORRENGRUND 60.283 26.450 3.5 2004-08-03 2020-02-06 +029930-99999 HAMMARLAND MARKET 60.300 19.133 15.1 2004-02-13 2020-02-06 +030020-99999 BALTASOUND NO.2 60.750 -0.850 15.0 1973-01-01 2020-02-06 +030030-99999 SUMBURGH 59.879 -1.296 6.1 1977-01-19 2020-02-06 +030050-99999 LERWICK 60.133 -1.183 84.0 1929-10-01 2020-02-06 +030060-99999 SELLA NESS 60.450 -1.267 7.0 1981-05-01 2016-02-11 +030064-99999 SCATSTA 60.433 -1.296 24.7 1981-10-15 2020-02-06 +030070-99999 MUCKLE HOLM 60.583 -1.267 20.0 1981-11-24 2005-05-05 +030080-99999 FAIR ISLE 59.533 -1.633 57.0 1973-01-03 2020-02-06 +030090-99999 NORTH RONALDSAY ISL 59.367 -2.417 11.0 1978-10-03 2006-04-10 +030100-99999 SULE SKERRY 59.083 -4.400 12.0 1973-01-01 2019-03-26 +030110-99999 NORTH RONA ISLAND 59.117 -5.817 103.0 1990-09-01 2009-03-20 +030140-99999 FOULA NO2 60.117 -2.067 13.0 1984-08-01 2016-04-26 +030170-99999 KIRKWALL 58.958 -2.905 15.5 1973-01-01 2020-02-06 +030220-99999 BENBECULA 57.481 -7.363 5.8 1973-01-01 2020-02-06 +030230-99999 SOUTH UIST RANGE 57.333 -7.367 4.0 1992-03-01 2020-02-06 +030260-99999 STORNOWAY 58.216 -6.331 7.9 1929-10-01 2020-02-06 +030290-99999 ARDNAMURCHAN(LGT-H) 56.733 -6.217 12.0 1973-01-01 2002-10-27 +030310-99999 LOCH GLASCARNOCH 57.717 -4.883 264.0 1992-10-22 2020-02-06 +030340-99999 AULTBEA NO2 57.867 -5.633 10.0 1986-10-01 2020-02-06 +030350-99999 BARRA ISLAND 57.033 -7.450 3.0 1987-06-24 2007-07-10 +030370-99999 SKYE/LUSA 57.250 -5.800 18.0 1998-03-01 2017-05-02 +030390-99999 BEALACH NA BA NO2 57.417 -5.683 773.0 1989-03-01 2020-02-06 +030410-99999 AONACH MOR 56.817 -4.967 1130.0 1992-03-02 2020-02-06 +030440-99999 ALTNAHARRA NO2 58.283 -4.433 80.0 1993-03-02 2020-02-06 +030470-99999 TULLOCH BRIDGE 56.867 -4.700 249.0 1983-08-05 2020-02-06 +030490-99999 CAPE WRATH (LGT-H) 58.633 -5.000 112.0 1973-01-01 2001-12-19 +030550-99999 RACKWICK 58.867 -3.383 18.0 1984-06-09 2008-04-29 +030570-99999 FOYERS 57.267 -4.483 21.0 1982-04-03 2003-12-23 +030580-99999 INVERGORDON HARBOUR 57.683 -4.167 3.0 1984-06-14 2002-11-29 +030590-99999 INVERNESS 57.543 -4.048 9.4 1973-01-02 2020-02-06 +030620-99999 TAIN RANGE (SAWS) 57.817 -3.967 4.0 1989-10-19 2020-02-06 +030630-99999 AVIEMORE 57.200 -3.833 228.0 1982-12-01 2020-02-06 +030650-99999 CAIRNGORM SUMMIT 57.117 -3.633 1245.0 1985-01-06 2020-02-06 +030660-99999 KINLOSS 57.649 -3.561 6.7 1973-01-01 2020-02-06 +030680-99999 LOSSIEMOUTH 57.705 -3.339 12.8 1973-01-03 2020-02-06 +030700-99999 GLENLIVET 57.350 -3.350 213.0 1973-01-01 2008-08-01 +030720-99999 CAIRNWELL 56.883 -3.417 933.0 1997-12-01 2020-02-06 +030750-99999 WICK 58.459 -3.093 38.4 1929-10-01 2020-02-06 +030800-99999 ABOYNE NO2 57.083 -2.833 140.0 1989-04-12 2020-02-06 +030880-99999 INVERBERVIE NO.2 56.850 -2.267 134.0 1987-12-02 2020-02-06 +030910-99999 DYCE 57.202 -2.198 65.5 1926-06-02 2020-02-06 +030920-99999 PETERHEAD HARBOUR 57.500 -1.767 15.0 1978-11-01 2020-02-06 +031000-99999 TIREE 56.499 -6.869 11.6 1929-10-01 2020-02-06 +031050-99999 ISLAY: PORT ELLEN 55.683 -6.250 17.0 2001-07-29 2020-02-06 +031110-99999 MACHRIHANISH 55.433 -5.700 10.0 1973-01-01 2020-02-06 +031140-99999 OBAN 56.417 -5.467 4.0 1978-09-02 2020-02-06 +031180-99999 CORSEWALL PT. (LH) 55.000 -5.150 15.0 1973-01-01 2005-07-31 +031200-99999 LOCHRANZA NO3 55.700 -5.300 46.0 1988-08-01 2008-10-20 +031310-99999 MULL OF GALLOWAY LH 54.633 -4.850 78.0 1973-01-01 2005-08-28 +031320-99999 WEST FREUGH (AUT) 54.850 -4.950 12.0 1983-08-04 2020-02-06 +031340-99999 GLASGOW BISHOPTON 55.900 -4.533 59.0 2003-03-30 2020-02-06 +031350-99999 PRESTWICK 55.509 -4.587 19.8 1944-01-01 2020-02-06 +031380-99999 GREENOCK MRCC 55.967 -4.800 5.0 1987-03-06 2007-07-19 +031394-99999 CAMPBELTOWN 55.437 -5.686 12.8 1999-01-18 2020-02-06 +031400-99999 GLASGOW 55.872 -4.433 7.9 1929-10-01 2020-02-06 +031440-99999 STRATHALLEN AIRFIELD 56.317 -3.733 35.0 1989-05-02 2020-02-06 +031480-99999 GLEN OGLE 56.417 -4.317 564.0 1996-11-01 2020-02-06 +031520-99999 SALSBURGH 55.867 -3.867 275.0 1973-01-01 2004-05-20 +031530-99999 DUNDRENNAN 54.800 -4.000 113.0 1983-08-04 2020-02-06 +031540-99999 DUMFRIES/DRUNGANS 55.050 -3.650 16.0 1973-01-01 2004-04-19 +031550-99999 DRUMALBIN 55.617 -3.733 245.0 1991-05-02 2020-02-06 +031580-99999 CHARTERHALL 55.700 -2.383 111.0 1987-10-02 2020-02-06 +031600-99999 EDINBURGH 55.950 -3.373 41.1 1973-01-01 2020-02-06 +031610-99999 EDDLESTON 55.700 -3.217 195.0 1973-01-08 2006-03-16 +031620-99999 ESKDALEMUIR 55.317 -3.200 242.0 1929-10-01 2020-02-06 +031634-99999 DUNDEE 56.452 -3.026 5.2 1983-04-04 2020-02-06 +031650-99999 SPADEADAM 55.050 -2.550 325.0 1992-09-11 2020-02-06 +031710-99999 LEUCHARS 56.373 -2.868 11.6 1929-10-01 2020-02-06 +031740-99999 FIFE NESS 56.300 -2.583 12.0 1978-05-01 2007-11-01 +031760-99999 CARTERHOUSE 55.367 -2.517 308.0 1989-10-01 2008-10-31 +031850-99999 ST. ABB'S HEAD (LH) 55.917 -2.133 75.0 1937-07-01 1992-01-27 +032040-99999 ISLE OF MAN 54.083 -4.624 16.8 1973-01-01 2020-02-06 +032080-99999 POINT OF AYRE (LH) 54.417 -4.367 9.0 1935-06-30 2003-02-21 +032100-99999 ST BEES HEAD NO.2 54.517 -3.600 123.0 1984-06-14 2020-02-06 +032120-99999 KESWICK 54.617 -3.167 81.0 1984-06-14 2020-02-06 +032130-99999 ESKMEALS 54.317 -3.400 9.0 1973-01-02 2001-04-02 +032140-99999 WALNEY ISLAND 54.131 -3.264 14.3 1983-08-04 2020-02-06 +032150-99999 ASPATRIA 54.767 -3.317 62.0 1977-11-08 2007-03-07 +032200-99999 CARLISLE 54.933 -2.967 27.0 1988-06-01 2020-02-06 +032220-99999 CARLISLE 54.938 -2.809 57.9 1973-01-01 2020-02-06 +032240-99999 SPADEADAM NO2 55.050 -2.550 286.0 1992-12-01 2020-02-06 +032250-99999 SHAP 54.500 -2.683 255.0 1978-11-01 2020-02-06 +032260-99999 WARCOP RANGE 54.567 -2.417 227.0 1983-08-08 2020-02-06 +032270-99999 GREAT DUN FELL NO2 54.683 -2.450 847.0 1994-10-01 2020-02-06 +032300-99999 REDESDALE CAMP 55.283 -2.283 212.0 1983-08-04 2020-02-06 +032380-99999 ALBEMARLE 55.017 -1.867 146.0 2003-03-30 2020-02-06 +032400-99999 BOULMER 55.424 -1.603 21.3 1975-10-01 2020-02-06 +032433-99999 NEWCASTLE 55.038 -1.692 81.1 1988-01-05 2020-02-06 +032450-99999 NEWCASTLE WX CENTRE 54.967 -1.617 50.0 1973-01-01 1990-12-26 +032570-99999 LEEMING 54.292 -1.535 40.2 1973-01-01 2020-02-06 +032610-99999 DISHFORTH 54.137 -1.420 35.7 1992-05-01 2016-06-06 +032620-99999 TYNEMOUTH 55.017 -1.417 30.0 1926-01-01 2005-01-11 +032635-99999 DURHAM TEES VALLEY AIRPORT 54.509 -1.429 36.6 1973-01-01 2020-02-06 +032643-99999 TOPCLIFFE 54.206 -1.382 28.0 1994-07-20 2020-02-06 +032660-99999 LINTON ON OUSE 54.049 -1.253 16.2 1973-01-01 2020-02-06 +032750-99999 LOFTUS 54.567 -0.867 159.0 1996-11-01 2020-02-06 +032810-99999 FYLINGDALES 54.367 -0.667 262.0 1973-01-01 2020-02-06 +032920-99999 BRIDLINGTON MRSC 54.100 -0.167 19.0 1987-04-30 2020-02-06 +033020-99999 VALLEY 53.248 -4.535 11.3 1926-06-06 2020-02-06 +033050-99999 CAPEL CURIG NO3 53.100 -3.933 215.0 1994-10-01 2020-02-06 +033130-99999 RHYL NO2 53.250 -3.500 76.0 1986-10-01 2020-02-06 +033140-99999 MOEL-Y-CRIO 53.217 -3.217 263.0 1986-05-01 2005-09-19 +033160-99999 CROSBY 53.500 -3.067 9.0 1984-06-14 2020-02-06 +033180-99999 BLACKPOOL 53.772 -3.029 10.4 1973-01-01 2020-02-06 +033210-99999 HAWARDEN 53.178 -2.978 13.7 1985-09-04 2020-02-06 +033220-99999 AUGHTON 53.550 -2.917 56.0 1978-08-01 2002-02-15 +033230-99999 LIVERPOOL AIRPORT 53.333 -2.850 26.0 1929-10-01 1990-04-03 +033300-99999 LEEK THORNCLIFFE 53.133 -1.983 299.0 2004-07-06 2020-02-06 +033340-99999 MANCHESTER 53.354 -2.275 78.3 1933-09-30 2020-02-06 +033380-99999 CELLARHEAD 53.033 -2.083 228.0 1975-04-26 2003-08-12 +033440-99999 BINGLEY NO.2 53.817 -1.867 267.0 1973-01-01 2020-02-06 +033460-99999 EMLEY MOOR NO 2 53.600 -1.667 267.0 1976-12-21 2020-02-06 +033463-99999 LEEDS BRADFORD 53.866 -1.661 207.6 1988-01-05 2020-02-06 +033470-99999 LEEDS WEATHER CTR 53.800 -1.550 47.0 1986-01-01 2003-09-02 +033540-99999 NOTTINGHAM/WATNALL 53.000 -1.250 117.0 1973-01-01 2020-02-06 +033550-99999 CHURCH FENTON 53.834 -1.196 8.8 1973-01-01 2013-12-19 +033600-99999 FINNINGLEY(RAF) 53.483 -1.000 17.0 1973-01-01 1995-10-01 +033730-99999 SCAMPTON 53.308 -0.551 61.6 1973-01-01 2020-02-06 +033735-99999 HUMBERSIDE 53.574 -0.351 36.9 1975-01-09 2020-02-06 +033770-99999 WADDINGTON 53.166 -0.524 70.4 1950-09-26 2020-02-06 +033790-99999 CRANWELL 53.030 -0.483 66.4 1929-08-01 2020-02-06 +033840-99999 LECONFIELD (AUT) 53.867 -0.433 6.0 1981-01-12 2020-02-06 +033850-99999 DONNA NOOK 53.467 0.067 8.0 1992-12-08 2020-02-06 +033880-99999 BINBROOK(RAF) 53.450 -0.200 108.0 1973-01-01 2005-08-20 +033910-99999 CONINGSBY 53.093 -0.166 7.6 1943-08-01 2020-02-06 +033920-99999 WAINFLEET (AUT) 53.083 0.267 5.0 1984-06-14 2020-02-06 +033960-99999 SPURN HEAD (POINT) 53.617 0.150 12.0 1929-10-01 1987-10-04 +034010-99999 PORTHDYNLLAEN 52.950 -4.567 37.0 1973-01-06 2003-07-22 +034020-99999 MYNYDD RHIW 52.817 -4.633 253.0 1973-01-01 2004-02-11 +034050-99999 ABERDARON 52.783 -4.733 94.0 1994-10-01 2020-02-06 +034100-99999 LAKE VYRNWY NO2 52.750 -3.467 359.0 1994-10-01 2020-02-06 +034140-99999 SHAWBURY 52.798 -2.668 75.9 1973-01-01 2020-02-06 +034145-99999 COSFORD 52.640 -2.306 82.9 1994-08-31 2020-02-05 +034185-99999 NOTTINGHAM EAST MIDLANDS 52.831 -1.328 93.3 1973-01-01 2020-02-06 +034530-99999 COTTESMORE 52.736 -0.649 140.5 1973-01-01 2011-11-09 +034620-99999 WITTERING 52.613 -0.476 83.2 1973-03-01 2020-02-06 +034690-99999 HOLBEACH (AUT) 52.867 0.150 3.0 1985-12-01 2020-02-06 +034820-99999 MARHAM 52.648 0.551 22.9 1949-04-01 2020-02-06 +034873-99999 SCULTHORPE (AF MET) 52.850 0.767 65.0 1949-06-01 1990-08-27 +034880-99999 WEYBOURNE 52.950 1.133 20.0 1986-01-19 2020-02-06 +034920-99999 NORWICH 52.676 1.283 35.7 1987-12-02 2020-02-06 +034950-99999 COLTISHALL 52.755 1.358 20.1 1973-01-01 2006-04-04 +034960-99999 HEMSBY 52.683 1.683 14.0 1973-01-09 2010-07-12 +034970-99999 GORLESTON 52.583 1.717 3.0 1926-01-01 1981-10-31 +035020-99999 ABERPORTH 52.133 -4.567 134.0 1973-01-01 2020-02-06 +035030-99999 TRAWSGOED 52.350 -3.950 62.0 1983-08-20 2020-02-06 +035070-99999 SENNYBRIDGE NO2 52.067 -3.617 307.0 1984-06-14 2020-02-06 +035200-99999 SHOBDON AIRFIELD 52.250 -2.883 99.0 1992-08-01 2020-02-06 +035220-99999 HEREFORD/CREDENHILL 52.083 -2.800 76.0 1929-10-01 2020-02-06 +035270-99999 GREAT MALVERN 52.117 -2.300 44.0 1984-06-14 2008-11-07 +035290-99999 PERSHORE 52.150 -2.033 31.0 1978-03-01 2020-02-06 +035340-99999 BIRMINGHAM 52.454 -1.748 99.7 1973-01-01 2020-02-06 +035350-99999 COLESHILL 52.483 -1.683 96.0 2001-07-06 2020-02-06 +035413-99999 COVENTRY 52.370 -1.480 81.4 1988-01-05 2017-07-18 +035440-99999 CHURCH LAWFORD 52.367 -1.333 106.0 1983-08-24 2020-02-06 +035573-99999 CRANFIELD 52.072 -0.617 109.1 1990-02-08 2020-02-06 +035600-99999 BEDFORD 52.217 -0.483 84.0 1987-04-09 2020-02-06 +035623-99999 ALCONBURY RAF & 52.367 -0.217 49.0 1943-01-13 1995-03-31 +035660-99999 WYTON 52.357 -0.108 41.1 1950-10-03 2015-10-04 +035661-99999 ISLAY 55.682 -6.257 17.1 2004-05-10 2020-02-06 +035715-99999 CAMBRIDGE 52.205 0.175 14.3 1977-02-01 2020-02-06 +035773-99999 MILDENHALL RAF & 52.367 0.483 10.0 1950-07-14 1995-08-31 +035833-99999 LAKENHEATH RAF 52.400 0.567 10.0 1949-05-01 1995-05-25 +035860-99999 HONINGTON 52.333 0.767 53.0 1973-01-01 2003-11-30 +035900-99999 WATTISHAM 52.127 0.956 86.6 1973-01-01 2020-02-06 +035953-99999 WOODBRIDGE RAF 52.083 1.400 29.0 1954-10-01 2007-03-07 +035963-99999 BENTWATERS RAF 52.133 1.433 25.9 1945-01-01 1992-12-29 +036030-99999 BRAWDY(RAF) 51.883 -5.117 111.0 1974-10-08 2001-09-25 +036040-99999 MILFORD HAVEN CONSERVANCY BOA 51.700 -5.050 32.0 1973-01-01 2020-02-06 +036050-99999 PEMBRY SANDS 51.717 -4.367 3.0 1993-03-01 2020-02-06 +036070-99999 PENDINE (AUT) 51.750 -4.517 5.0 1973-01-01 1988-08-26 +036090-99999 MUMBLES HEAD 51.567 -3.983 32.0 1973-01-04 2020-02-06 +036140-99999 CILFYNYDD 51.633 -3.300 194.0 1973-07-16 2005-05-05 +036280-99999 FILTON 51.517 -2.583 59.0 1937-06-01 2018-10-15 +036333-99999 GLOUCESTERSHIRE 51.894 -2.167 30.8 1977-10-01 2020-02-06 +036440-99999 FAIRFORD 51.682 -1.790 87.2 1952-06-10 2020-02-06 +036470-99999 LITTLE RISSINGTON 51.867 -1.683 210.0 1984-06-14 2020-02-06 +036490-99999 BRIZE NORTON 51.750 -1.584 87.8 1951-08-01 2020-02-06 +036553-99999 UPPER HEYFORD RAF 51.933 1.250 133.0 1951-11-01 1993-12-15 +036580-99999 BENSON 51.616 -1.096 68.9 1973-01-01 2020-02-06 +036600-99999 HIGH WYCOMBE HQAIR 51.683 -0.800 205.0 1997-12-01 2020-02-06 +036720-99999 NORTHOLT 51.553 -0.418 37.8 1973-01-01 2020-02-06 +036733-99999 LUTON 51.875 -0.368 160.3 1988-01-05 2020-02-06 +036830-99999 STANSTED 51.885 0.235 106.1 1973-01-01 2020-02-06 +036840-99999 ANDREWSFIELD 51.883 0.450 87.0 1998-03-01 2020-02-06 +036880-99999 WETHERSFIELD(RAF) 51.967 0.500 98.0 1952-05-07 1985-10-15 +036913-99999 SOUTHEND 51.571 0.696 14.9 1988-01-05 2020-02-06 +036930-99999 SHOEBURYNESS LANDWICK 51.550 0.833 3.0 1929-10-01 2020-02-06 +036950-99999 THAMES TOWER (AUT) 51.667 1.100 8.0 1981-11-24 2004-10-13 +036960-99999 WALTON-ON-THE-NAZE 51.850 1.283 5.0 1973-01-17 2007-06-21 +037020-99999 LUNDY ISL (LGT-H) 51.167 -4.650 43.0 1973-01-01 2003-08-04 +037070-99999 CHIVENOR 51.087 -4.150 8.2 1973-01-01 2020-02-06 +037100-99999 LISCOMBE 51.083 -3.600 347.0 1993-01-13 2020-02-06 +037150-99999 CARDIFF 51.397 -3.343 67.1 1973-01-01 2020-02-06 +037160-99999 ST ATHAN 51.405 -3.436 49.7 2001-07-06 2020-02-06 +037170-99999 CARDIFF WEATHER CENTRE 51.483 -3.183 52.0 1984-06-14 2006-06-16 +037243-99999 BRISTOL 51.383 -2.719 189.6 1988-01-05 2020-02-06 +037260-99999 BRISTOL WEA CENTER 51.467 -2.600 11.0 1981-08-01 2004-08-19 +037400-99999 LYNEHAM 51.505 -1.993 156.4 1973-01-01 2020-02-06 +037430-99999 LARKHILL 51.200 -1.800 133.0 1989-06-01 2020-02-06 +037450-99999 NETHERAVON(RA) 51.250 -1.767 139.0 1973-01-01 2002-03-15 +037460-99999 BOSCOMBE DOWN 51.152 -1.747 124.1 1931-01-01 2020-02-06 +037490-99999 MIDDLE WALLOP 51.150 -1.567 91.0 1973-08-09 2020-02-06 +037610-99999 ODIHAM 51.234 -0.943 123.4 1973-01-01 2020-02-06 +037630-99999 BRACKNELL/BEAUFORT 51.383 -0.783 74.0 1973-01-01 2019-12-09 +037660-99999 FARNBOROUGH (MIL) 51.283 -0.767 72.0 1929-10-01 2005-10-11 +037663-99999 BIGGIN HILL 51.331 0.033 182.3 1988-01-05 2020-02-06 +037683-99999 CITY 51.505 0.055 5.8 1988-01-29 2020-02-06 +037690-99999 CHARLWOOD 51.144 -0.229 68.0 1992-03-01 2020-02-06 +037720-99999 HEATHROW 51.478 -0.461 25.3 1948-12-01 2020-02-06 +037760-99999 GATWICK 51.148 -0.190 61.6 1973-01-01 2020-02-06 +037780-99999 LONDON WEA CENTER 51.517 -0.117 23.0 1973-01-01 2003-05-14 +037810-99999 KENLEY AIRFIELD 51.300 -0.083 170.0 1988-02-01 2020-02-06 +037840-99999 GRAVESEND-BROADNESS 51.467 0.300 3.0 1996-02-01 2018-08-30 +037850-99999 CHARING 51.200 0.783 91.0 1980-09-10 2001-12-31 +037910-99999 SHEERNESS 51.450 0.750 25.0 1973-01-01 2008-07-31 +037960-99999 LANGDON BAY 51.133 1.350 117.0 1973-03-08 2020-02-06 +037970-35047 MANSTON 51.350 1.333 50.0 1930-02-28 2020-02-06 +038040-99999 SCILLY/ST.MARYS 49.933 -6.300 51.0 1926-01-01 2002-11-06 +038060-99999 LANDS END ARPT 50.064 -5.709 63.0 1973-03-08 2020-02-06 +038080-99999 CAMBORNE 50.217 -5.317 88.0 1973-01-01 2020-02-06 +038090-99999 CULDROSE 50.086 -5.256 81.4 1973-01-01 2020-02-06 +038100-99999 PENDENNIS POINT 50.150 -5.067 42.0 1984-06-14 2007-06-21 +038140-99999 LIZARD 49.950 -5.183 57.0 1932-05-10 2002-08-31 +038170-99999 ST MAWGAN 50.433 -5.000 118.9 1973-01-01 2008-12-01 +038230-99999 CARDINHAM BODMIN 50.500 -4.667 199.0 1987-07-08 2020-02-06 +038270-99999 PLYMOUTH/MOUNTBATTE 50.350 -4.117 27.0 1973-01-01 2020-02-06 +038273-99999 PLYMOUTH 50.423 -4.106 145.1 1988-03-18 2011-12-23 +038370-99999 BRIXHAM 50.400 -3.483 8.0 1973-03-08 2007-07-05 +038390-99999 EXETER 50.734 -3.414 31.1 1973-01-01 2020-02-06 +038400-99999 DUNKESWELL AERODROME 50.867 -3.233 253.0 1991-05-31 2020-02-06 +038530-99999 YEOVILTON 51.009 -2.639 22.9 1973-01-01 2020-02-06 +038570-99999 ISLE OF PORTLAND 50.517 -2.450 52.0 1973-08-09 2020-02-06 +038580-99999 PORTLAND HELIPORT 50.567 -2.450 3.0 1973-01-08 2002-12-20 +038620-99999 BOURNEMOUTH 50.780 -1.843 11.6 1973-01-01 2020-02-06 +038650-99999 SOUTHAMPTON 50.950 -1.357 13.4 1973-01-01 2020-02-06 +038660-99999 WIGHT: ST. CATHERINES POINT 50.583 -1.300 24.0 1973-01-01 2020-02-06 +038720-99999 THORNEY ISLAND 50.817 -0.917 3.0 1984-07-03 2020-02-06 +038740-99999 SOLENT 50.800 -1.217 13.0 1986-06-02 2015-02-27 +038760-99999 SHOREHAM 50.836 -0.297 2.1 1986-12-01 2020-02-06 +038800-99999 NEWHAVEN (LGT-H) 50.783 0.050 5.0 1973-01-01 2002-09-29 +038820-99999 HERSTMONCEUX WEST END 50.900 0.317 52.0 1992-12-01 2020-02-06 +038840-99999 HERSTMONCEUX 50.867 0.333 17.0 1976-11-01 2003-01-25 +038873-99999 LYDD 50.956 0.939 4.0 1988-01-05 2020-02-06 +038915-99999 ALDERNEY 49.706 -2.215 88.4 1987-06-29 2020-02-06 +038940-99999 GUERNSEY 49.435 -2.602 102.4 1929-10-01 2020-02-06 +038950-99999 JERSEY 49.208 -2.196 84.4 1973-01-01 2020-02-06 +039020-99999 CORGARY 54.433 -8.050 145.0 1973-08-09 2006-02-07 +039030-99999 ST ANGELO 54.400 -7.650 47.0 1985-03-01 2013-07-16 +039040-99999 CASTLEDERG 54.700 -7.583 50.0 1997-12-01 2020-02-06 +039050-99999 CARRIGANS 54.667 -7.317 113.0 1973-01-01 2001-11-16 +039060-99999 CARMONEY 55.017 -7.233 73.0 1977-08-03 2004-12-31 +039084-99999 LONDONDERRY EGLINTON 55.043 -7.161 6.7 1990-04-24 2020-02-06 +039110-99999 LOUGH FEA 54.717 -6.817 227.0 1994-10-03 2020-02-06 +039150-99999 PORTGLENONE 54.867 -6.450 65.0 1973-03-08 2020-02-06 +039160-99999 BALLYPATRICK FOREST 55.183 -6.167 156.0 1987-03-01 2020-02-06 +039170-99999 ALDERGROVE 54.658 -6.216 81.7 1930-02-28 2020-02-06 +039200-99999 HILLSBOROUGH 54.483 -6.100 38.0 1979-02-08 2005-09-12 +039230-99999 GLENANNE NO2 54.233 -6.500 160.0 1985-02-07 2020-02-06 +039240-99999 CITY 54.618 -5.873 4.6 1973-01-01 2020-02-06 +039250-99999 ORLOCK HEAD 54.667 -5.583 34.0 1973-03-13 2002-01-01 +039280-99999 LARNE 54.850 -5.800 3.0 1929-10-01 2004-03-16 +039520-99999 ROCHES POINT 51.800 -8.250 41.0 1929-10-01 2020-02-04 +039530-99999 VALENTIA OBSERVATORY 51.933 -10.250 30.0 1926-01-02 2020-02-06 +039550-99999 CORK 51.841 -8.491 153.0 1973-01-01 2020-02-06 +039570-99999 ROSSLARE 52.250 -6.333 25.0 1973-01-01 2008-04-07 +039600-99999 KILKENNY 52.667 -7.267 64.0 1973-01-01 2008-04-07 +039620-99999 SHANNON 52.702 -8.925 14.0 1973-01-01 2020-02-06 +039650-99999 BIRR 53.083 -7.883 72.0 1973-01-01 2009-10-01 +039670-99999 CASEMENT 53.302 -6.451 97.2 1987-02-01 2020-02-06 +039690-99999 DUBLIN 53.421 -6.270 73.8 1973-01-01 2020-02-06 +039700-99999 CLAREMORRIS 53.717 -8.983 69.0 1973-01-01 2020-02-06 +039710-99999 MULLINGAR 53.533 -7.367 100.0 1973-01-01 2020-02-06 +039730-99999 CONNAUGHT 53.910 -8.818 202.7 1929-10-01 2020-02-06 +039740-99999 CLONES 54.183 -7.233 89.0 1973-01-01 2008-04-07 +039760-99999 BELMULLET 54.233 -10.000 9.7 1973-01-01 2020-02-06 +039780-99999 FINNER 54.483 -8.233 34.7 2001-06-01 2020-02-06 +039800-99999 MALIN HEAD 55.367 -7.333 25.0 1926-07-01 2020-02-06 +040040-99999 GUFUSKALAR 64.900 -23.933 7.0 1949-01-01 2002-04-05 +040050-99999 BOLUNGAVIK 66.150 -23.250 24.0 1952-02-01 2020-02-06 +040130-99999 STYKKISHOLMUR 65.083 -22.733 8.0 1973-01-01 2020-02-06 +040180-16201 KEFLAVIK NAVAL AIR STATION 63.967 -22.600 52.1 1942-10-01 2020-02-06 +040230-99999 HORNBJARGSVITI (LH) 66.417 -22.383 27.0 1949-01-02 2004-12-11 +040300-99999 REYKJAVIK 64.130 -21.941 14.6 1931-01-01 2020-02-06 +040380-99999 EYRARBAKKI 63.867 -21.150 5.0 1974-06-01 2020-02-06 +040450-99999 BLONDUOS 65.667 -20.300 22.0 1949-01-01 2003-11-01 +040480-99999 VESTMANNAEYJAR 63.424 -20.279 99.4 1931-01-03 2020-02-06 +040530-99999 BERGSTADIR 65.700 -19.617 43.0 1954-09-11 2018-06-12 +040560-99999 HVERAVELLIR 64.867 -19.567 642.0 1974-07-31 2004-06-10 +040630-99999 AKUREYRI 65.660 -18.073 1.8 1931-01-03 2020-02-06 +040640-99999 KIRKJUBAEJARKLAUSTUR 63.783 -18.067 38.0 1949-01-01 2020-02-06 +040650-99999 GRIMSEY ISLAND 66.533 -18.017 16.0 1913-01-01 2019-08-09 +040730-99999 GRIMSSTADIR 65.633 -16.117 386.0 1949-01-01 2020-02-06 +040770-99999 RAUFARHOFN 66.450 -15.950 10.0 1949-01-01 2020-02-06 +040820-99999 HORNAFJORDUR 64.296 -15.227 7.3 1973-01-01 2020-02-06 +040850-99999 SKJALDTHINGSSTADIR 65.750 -14.833 48.0 1975-03-11 2020-02-06 +040890-99999 EGILSSTADIR 65.283 -14.401 23.2 1949-01-01 2020-02-06 +040970-99999 DALATANGI 65.267 -13.583 11.0 1931-01-03 2020-02-06 +041150-99999 DYNJANDIHEIDI 65.700 -23.083 621.0 1990-05-01 2017-12-06 +042020-99999 THULE AIR BASE 76.531 -68.703 76.5 1951-11-01 2020-02-06 +042021-99999 AASIAAT MITTARFIA 68.717 -52.800 27.0 2004-05-10 2020-02-06 +042023-99999 QAARSUT MITTARFIA 70.733 -52.700 89.0 2004-08-31 2020-02-06 +042030-99999 KITSISSUT (CAREY OEER) 76.633 -73.000 11.0 1973-07-01 2020-02-06 +042040-99999 MANIITSOQ 65.417 -52.933 15.0 2004-08-03 2020-02-06 +042070-99999 HALL LAND 81.683 -59.933 105.0 1982-11-01 2007-06-07 +042080-99999 KITSISSORSUIT (EDDERFUGLE OEE 74.033 -57.817 40.0 1982-01-04 2020-02-06 +042100-99999 UPERNAVIK 72.783 -56.167 120.0 1949-01-01 2004-12-19 +042140-99999 NUUSSUAATAA (NUUSSUAQ) 70.683 -54.617 27.0 1982-10-01 2020-02-06 +042200-99999 AASIAAT (EGEDESMINDE) 68.700 -52.850 41.0 1943-01-09 2020-02-06 +042210-99999 ILULISSAT (JAKOBSHAVN) 69.233 -51.067 31.0 1988-09-01 2008-12-31 +042280-99999 KITSISSUT (ATTU) 67.783 -53.967 12.0 1983-08-12 2020-02-06 +042300-99999 SISIMIUT /HOLSTEINS 66.917 -53.667 9.0 1949-01-01 2005-12-27 +042310-99999 SONDRE STROMFJORD 67.017 -50.689 50.3 1941-12-01 2020-02-06 +042420-99999 SIORALIK 65.017 -52.550 14.0 1983-07-01 2020-02-06 +042500-99999 NUUK (GODTHAAB) 64.167 -51.750 84.0 1949-01-01 2020-02-06 +042530-99999 UKIIVIK (FREDERIKSHAAB ISBLIN 62.567 -50.417 22.0 1982-11-01 2020-02-06 +042600-99999 FREDERIKSHAAB 62.017 -49.667 15.0 1949-01-01 2008-12-31 +042660-99999 NUNARSUIT 60.750 -48.450 30.0 1982-01-04 2020-02-06 +042700-99999 NARSARSUAQ 61.161 -45.426 34.1 1941-07-22 2020-02-06 +042720-99999 JULIANEHAAB 60.717 -46.050 34.0 1936-05-01 2020-02-06 +042850-99999 ANGISOQ 59.983 -45.200 16.0 1981-12-02 2020-02-06 +043010-99999 KAP MORRIS JESUP 83.650 -33.367 4.0 1981-10-29 2020-02-06 +043120-99999 STATION NORD AWS 81.600 -16.650 36.0 1985-08-01 2020-02-06 +043130-99999 HENRIK KROEYER HOLME 80.650 -13.717 10.0 1984-09-01 2019-12-06 +043200-99999 DANMARKSHAVN (PORT) 76.767 -18.667 12.0 1949-01-01 2020-02-06 +043300-99999 DANEBORG (AUT) 74.300 -20.217 44.0 1945-09-01 2020-02-06 +043390-99999 SCORESBYSUND 70.483 -21.950 69.0 1936-05-01 2020-02-06 +043410-99999 CONSTABLE POINT 70.750 -22.650 10.0 1986-05-10 2020-02-06 +043510-99999 APUTITEEQ 67.783 -32.283 23.0 1987-03-01 2020-02-06 +043600-99999 TASIILAQ 65.600 -37.633 52.0 1936-05-01 2020-02-06 +043610-99999 KULUSUK LUFTHAVN 65.583 -37.150 37.0 1943-10-05 2020-02-06 +043730-99999 IKERMIIT 64.783 -40.300 80.0 1986-12-01 2020-02-06 +043820-99999 IKERMIUARSUK 61.933 -42.067 39.0 1943-11-01 2020-02-06 +043900-99999 PRINS CHRISTIAN 60.033 -43.117 19.0 1943-01-01 2020-02-06 +044160-99999 SUMMIT 72.583 -38.450 3207.0 1998-03-01 2020-02-06 +060090-99999 AKRABERG 61.400 -6.667 102.0 1973-01-01 2018-12-05 +060100-99999 VAGAR 62.064 -7.277 85.3 1974-08-05 2020-02-06 +060110-99999 TORSHAVN 62.017 -6.767 61.0 1931-01-03 2020-02-06 +060240-99999 THISTED 57.069 8.705 7.0 1973-06-21 2007-02-01 +060300-99999 FLYVESTATION AALBORG 57.093 9.849 3.0 1940-04-01 2020-02-06 +060340-99999 SINDAL 57.504 10.229 28.0 1982-05-01 2020-02-06 +060410-99999 SKAGEN 57.733 10.633 5.0 1928-01-01 2020-02-06 +060490-99999 HALD V 56.567 10.100 89.0 2001-09-18 2020-02-06 +060520-99999 THYBOROEN 56.700 8.217 4.0 1973-01-01 2020-02-06 +060580-99999 HVIDE SANDE 56.000 8.150 5.0 1989-02-16 2020-02-06 +060590-99999 LYNGVIG 56.050 8.100 3.0 1973-01-01 1990-02-09 +060600-99999 KARUP 56.297 9.125 51.8 1973-01-01 2020-02-06 +060620-99999 SKIVE 56.550 9.173 22.6 1976-12-01 2007-03-07 +060660-99999 STAUNING 55.990 8.354 5.2 1973-06-21 2020-02-06 +060690-99999 FOULUM 56.500 9.567 58.0 1988-10-01 2019-06-12 +060700-99999 AARHUS 56.300 10.619 25.0 1973-01-01 2020-02-06 +060710-99999 FORNAES (CAPE) 56.450 10.967 8.0 1973-01-01 2007-03-07 +060740-99999 AARHUS SYD 56.083 10.133 55.0 1977-02-26 2020-02-06 +060790-99999 ANHOLT 56.717 11.517 4.0 1973-01-01 2020-02-06 +060800-99999 ESBJERG 55.526 8.553 29.6 1973-06-21 2020-02-06 +060810-99999 BLAAVANDSHUK 55.550 8.083 18.0 1928-01-03 2020-02-06 +060890-99999 SAEDENSTRAND 55.500 8.400 11.0 1973-01-01 2007-06-16 +060960-99999 ROEMOE/JUVRE 55.183 8.567 9.0 1984-09-05 2020-02-06 +061000-99999 VANDEL 55.700 9.200 73.0 1973-01-02 2005-02-13 +061040-99999 BILLUND 55.740 9.152 75.3 1973-01-01 2020-02-06 +061080-99999 KOLDING VAMDRUP 55.436 9.331 43.6 1990-09-11 2020-02-06 +061100-99999 SKRYDSTRUP 55.226 9.264 43.0 1973-01-01 2020-02-06 +061180-99999 SONDERBORG 54.964 9.792 7.3 1973-06-21 2020-02-06 +061190-99999 KEGNAES 54.850 9.983 19.0 1973-01-01 2020-02-06 +061200-99999 ODENSE 55.477 10.331 17.1 1973-01-01 2020-02-06 +061230-99999 ASSENS/TOROE 55.250 9.883 3.0 2001-06-01 2020-02-06 +061240-99999 SYDFYNS/TASINGE ISL 55.017 10.567 6.0 1983-04-01 2020-02-06 +061380-99999 LANGOE 54.817 11.000 4.0 2001-07-26 2020-02-06 +061410-99999 ABED 54.833 11.333 9.0 2001-09-19 2020-02-06 +061430-99999 LOLLAND FALSTER MARIBO 54.699 11.440 4.9 1986-04-01 2018-01-29 +061470-99999 VINDEBAEK KYST 54.883 12.183 3.0 1973-01-01 2020-02-06 +061490-99999 GEDSER 54.567 11.950 5.0 1953-01-01 2020-02-06 +061500-99999 AVNO(DAFB) 55.083 11.783 4.0 1973-01-02 2006-01-09 +061510-99999 OMOE 55.167 11.133 3.0 1973-01-01 2020-02-06 +061560-99999 HOLBAEK 55.733 11.600 13.0 1974-08-05 2020-02-06 +061590-99999 ROESNAES 55.750 10.867 15.0 1974-09-06 2020-02-06 +061600-99999 VAERLOSE 55.767 12.343 18.0 1939-11-01 2007-02-27 +061680-99999 NAKKEHOVED 56.117 12.350 43.0 1988-11-01 2020-02-06 +061690-99999 GNIBEN 56.017 11.283 12.0 1974-07-31 2020-02-06 +061700-99999 ROSKILDE 55.586 12.131 44.5 1977-04-19 2020-02-06 +061790-99999 MOEN 54.950 12.533 17.0 1973-01-01 2006-05-31 +061800-99999 KASTRUP 55.618 12.656 5.2 1929-08-01 2020-02-06 +061810-99999 JAEGERSBORG 55.767 12.533 42.0 1999-01-19 2020-02-06 +061830-99999 DROGDEN 55.533 12.717 6.0 1983-02-01 2020-02-06 +061900-99999 BORNHOLM RONNE 55.063 14.760 15.8 1974-01-10 2020-02-06 +061910-99999 CHRISTIANSO (LGT-H) 55.317 15.183 15.0 1973-01-01 2003-03-06 +061930-99999 HAMMER ODDE FYR 55.300 14.767 9.0 1931-01-01 2020-02-06 +061990-99999 DUEODDE (CAPE) 55.000 15.083 6.0 1953-01-01 1977-12-29 +062000-99999 YPENBURG(NAFB) 52.033 4.350 1.0 1949-01-01 2009-02-02 +062100-99999 VALKENBURG 52.167 4.433 1.0 1949-01-01 2016-05-03 +062250-99999 IJMUIDEN 52.467 4.567 4.0 1953-11-01 2020-02-06 +062290-99999 TEXELHORS WP 53.000 4.717 0.0 1996-09-01 2020-02-06 +062350-99999 DE KOOIJ 52.923 4.781 0.9 1973-01-01 2020-02-06 +062390-99999 F3 - NETHERLANDS 54.850 4.733 0.0 1994-03-01 2020-02-06 +062400-99999 SCHIPHOL 52.309 4.764 -3.4 1932-05-03 2020-02-06 +062420-99999 VLIELAND ISLAND 53.250 4.917 5.0 1973-01-02 2020-02-06 +062480-99999 WIJDENES 52.633 5.167 4.0 1997-02-04 2020-02-06 +062490-99999 BERKHOUT 52.650 4.983 -3.0 2001-07-01 2020-02-06 +062500-99999 TERSCHELLING(LGT-H) 53.367 5.217 27.0 1949-01-01 2005-12-03 +062510-99999 TERSCHELLING HOORN AWS 53.400 5.350 2.0 1996-08-01 2020-02-06 +062520-99999 K13-A 53.217 3.217 30.0 1996-08-01 2020-02-06 +062570-99999 WIJK AAN ZEE 52.500 4.600 10.0 2001-07-01 2020-02-06 +062600-99999 DE BILT 52.100 5.183 4.0 1931-01-01 2020-02-06 +062650-99999 SOESTERBERG 52.127 5.276 20.1 1951-10-01 2008-11-20 +062670-99999 STAVOREN AWS 52.900 5.383 3.0 1994-09-01 2020-02-06 +062680-99999 HOUTRIB 52.533 5.433 2.0 1978-03-01 2005-06-05 +062690-99999 LELYSTAD 52.460 5.527 -4.0 1994-09-01 2020-02-06 +062700-99999 LEEUWARDEN 53.229 5.761 0.9 1949-01-01 2020-02-06 +062730-99999 MARKNESSE AWS 52.700 5.883 -3.0 1994-09-01 2020-02-06 +062750-99999 DEELEN 52.061 5.873 48.2 1949-10-17 2020-02-06 +062770-99999 LAUWERSOOG AWS 53.417 6.200 0.0 1994-09-01 2020-02-06 +062780-99999 HEINO AWS 52.433 6.267 5.0 1994-09-01 2020-02-06 +062790-99999 HOOGEVEEN AWS 52.733 6.573 16.0 1994-09-01 2020-02-06 +062800-99999 EELDE 53.120 6.579 5.2 1931-06-01 2020-02-06 +062830-99999 HUPSEL AWS 52.067 6.650 29.0 1994-09-01 2020-02-06 +062850-99999 HUIBERTGAT WP 53.567 6.400 0.0 1996-09-01 2020-02-06 +062860-99999 NIEUW BEERTA 53.200 7.150 0.0 1994-09-01 2020-02-06 +062900-99999 TWENTHE 52.270 6.874 34.7 1949-01-01 2020-02-06 +063000-99999 NOORDHINDER 51.650 2.567 3.0 1931-01-02 1984-07-18 +063080-99999 CADZAND WP 51.383 3.383 7.0 1996-09-01 2020-02-06 +063100-99999 VLISSINGEN 51.450 3.600 10.0 1928-01-02 2020-02-06 +063120-99999 OOSTERSCHELDE WP 51.767 3.617 0.0 1996-09-01 2020-02-06 +063130-99999 VLAKTE VAN RAAN 51.500 3.250 0.0 2001-07-04 2020-02-06 +063150-99999 HANSWEERT 51.433 4.017 0.0 2001-07-04 2020-02-06 +063160-99999 OOSTERSCHELDE 4 51.650 3.700 0.0 1996-09-01 2020-02-06 +063190-99999 WESTDORPE 51.233 3.867 2.0 1994-09-01 2020-02-06 +063200-99999 LE GOEREE 51.933 3.667 19.0 1949-01-01 2020-02-06 +063210-99999 EURO PLATFORM 52.000 3.283 18.0 1996-08-01 2020-02-06 +063230-99999 WILHELMINADORP AWS 51.533 3.883 1.0 1994-09-01 2020-02-06 +063240-99999 STAVENISSE 51.600 4.000 0.0 2001-07-04 2020-02-06 +063300-99999 HOEK VAN HOLLAND 51.983 4.100 14.0 1949-02-14 2020-02-06 +063310-99999 MAROLLEGAT 51.483 4.200 0.0 1996-09-01 2020-02-06 +063400-99999 WOENSDRECHT 51.449 4.342 19.2 1949-01-03 2020-02-06 +063430-99999 ROTTERDAM GEULHAVEN AWS 51.900 4.317 4.0 1994-09-01 2020-02-06 +063440-99999 ROTTERDAM 51.957 4.437 -4.6 1957-01-01 2020-02-06 +063480-99999 CABAUW TOWER 51.967 4.933 2.0 1996-01-01 2020-02-06 +063500-99999 GILZE RIJEN 51.567 4.932 14.9 1949-01-01 2020-02-06 +063560-99999 HERWIJNEN AWS 51.850 5.133 1.0 1994-09-01 2020-02-06 +063700-99999 EINDHOVEN 51.450 5.375 22.6 1949-01-01 2020-02-06 +063750-99999 VOLKEL 51.656 5.709 21.9 1951-06-01 2020-02-06 +063770-99999 ELL AWS 51.200 5.767 30.0 2001-07-01 2020-02-06 +063800-99999 MAASTRICHT 50.912 5.770 114.3 1949-01-01 2020-02-06 +063910-99999 ARCEN AWS 51.500 6.200 19.0 1994-09-01 2020-02-06 +064000-99999 KOKSIJDE 51.090 2.653 6.1 1949-01-01 2020-02-06 +064070-99999 OOSTENDE 51.199 2.862 4.0 1936-01-03 2020-02-06 +064080-99999 OOSTENDE (PIER) 51.233 2.917 15.0 1949-01-01 2006-01-12 +064280-99999 SEMMERZAKE 50.933 3.667 37.5 1973-01-01 2020-02-06 +064310-99999 GENT/INDUSTRIE-ZONE 51.183 3.800 8.0 1979-10-30 2018-10-29 +064320-99999 CHIEVRES AB 50.576 3.831 58.8 1973-01-01 2020-02-06 +064470-99999 UCCLE 50.800 4.350 101.0 1949-01-01 2020-02-06 +064490-99999 BRUSSELS SOUTH 50.459 4.454 187.1 1973-01-01 2020-02-06 +064500-99999 DEURNE 51.189 4.460 11.9 1940-06-05 2020-02-06 +064510-99999 BRUSSELS NATL 50.901 4.484 56.1 1930-03-02 2020-02-06 +064520-99999 BRASSCHAAT (MIL) 51.333 4.500 23.0 1973-01-01 2006-06-08 +064560-99999 FLORENNES 50.243 4.646 285.0 1949-01-01 2020-02-06 +064580-99999 BEAUVECHAIN 50.759 4.768 112.8 1973-01-01 2020-02-06 +064630-99999 GOETSENHOVEN (MIL) 50.783 4.950 81.0 1973-01-01 2003-07-31 +064650-99999 SCHAFFEN 51.000 5.067 54.0 1973-01-01 2020-02-06 +064700-99999 SINT TRUIDEN 50.792 5.202 75.0 1952-01-21 2007-03-07 +064760-99999 SAINT HUBERT MIL 50.036 5.404 588.3 1949-01-01 2020-02-06 +064780-99999 LIEGE 50.637 5.443 200.9 1949-01-01 2020-02-06 +064785-99999 LIEGE/BIERSET(BAFB) 50.633 5.450 201.0 1974-10-08 1990-10-16 +064790-99999 KLEINE BROGEL 51.168 5.470 61.0 1973-01-01 2020-02-06 +064810-99999 GENK/ZWARTBERG 50.933 5.500 63.0 1949-01-01 2005-01-02 +064900-99999 SPA/LA SAUVENIERE 50.483 5.917 482.0 1950-10-01 2020-02-06 +064960-99999 ELSENBORN (MIL) 50.467 6.183 570.0 1984-05-01 2020-02-06 +065900-99999 LUXEMBOURG 49.627 6.212 376.1 1949-01-01 2020-02-06 +066010-99999 BASEL-BINNINGEN 47.550 7.583 317.0 1990-11-01 2020-02-06 +066040-99999 NEUCHATEL (AUT) 47.000 6.950 487.0 1982-01-14 2020-02-06 +066045-99999 LES EPLATURES 47.084 6.793 1026.6 2004-08-03 2020-02-06 +066050-99999 CHASSERAL 47.133 7.067 1631.0 1988-12-01 2020-02-06 +066090-99999 LE MOLESON 46.550 7.017 1973.0 1990-11-01 2020-02-06 +066100-99999 PAYERNE 46.817 6.950 490.5 1959-03-19 2020-02-06 +066120-99999 LA CHAUX-DE-FONDS 47.083 6.800 1018.1 1980-02-08 2020-02-06 +066160-99999 FAHY-BONCOURT 47.433 6.950 597.0 1981-01-01 2020-02-06 +066190-99999 BULLET-LA FRETAZ 46.833 6.583 1210.0 1990-11-01 2020-02-06 +066200-99999 SCHAFFHAUSEN 47.683 8.617 437.0 1955-01-01 2020-02-06 +066210-99999 GUETTINGEN 47.600 9.283 440.0 1990-11-01 2020-02-06 +066280-99999 PLAFFEIEN 46.750 7.267 1041.0 1990-02-05 2020-02-06 +066303-99999 BERN BELP 46.914 7.497 510.2 1990-04-24 2020-02-06 +066310-99999 BERN-ZOLLIKOFEN 46.983 7.467 567.0 1990-11-01 2020-02-06 +066330-99999 BUCHS-AARAU 47.383 8.083 389.0 1990-11-01 2020-02-06 +066390-99999 NAPF 47.000 7.933 1406.0 1982-11-01 2020-02-06 +066430-99999 WYNAU 47.250 7.783 416.0 1978-01-01 2020-02-06 +066450-99999 RUENENBERG 47.433 7.883 610.0 1990-03-16 2020-02-06 +066500-99999 LUZERN 47.033 8.300 456.0 1990-11-01 2020-02-06 +066550-99999 ENGELBERG 46.817 8.417 1018.0 1990-11-01 2020-02-06 +066590-99999 PILATUS 46.983 8.250 2110.0 1989-10-16 2020-02-06 +066600-99999 ZUERICH-FLUNTERN 47.383 8.567 557.6 1935-01-01 2020-02-06 +066621-99999 GRENCHEN 47.182 7.417 430.1 2004-05-10 2020-02-06 +066640-99999 ZUERICH-AFFOLTERN 47.433 8.517 441.0 1990-11-01 2020-02-06 +066690-99999 LAEGEREN 47.483 8.400 843.0 1974-01-01 2020-02-06 +066700-99999 ZURICH 47.465 8.549 431.6 1955-01-01 2020-02-06 +066720-99999 ALTDORF 46.867 8.633 451.0 1979-04-01 2020-02-06 +066730-99999 WAEDENSWIL 47.217 8.683 486.5 1990-11-01 2020-02-06 +066790-99999 AADORF-TAENIKON 47.483 8.900 539.5 1990-11-01 2020-02-06 +066800-99999 SAENTIS 47.250 9.350 2500.0 1935-01-01 2020-02-06 +066810-99999 ST. GALLEN 47.433 9.400 777.8 1981-11-01 2020-02-06 +066811-99999 ST GALLEN ALTENRHEIN 47.485 9.561 398.1 2004-05-10 2020-02-06 +066850-99999 GLARUS 47.033 9.067 517.5 1990-11-01 2020-02-06 +066890-99999 HOERNLI 47.367 8.950 1124.0 1994-03-01 2020-02-06 +067000-99999 GENEVA COINTRIN 46.238 6.109 430.1 1935-01-01 2020-02-06 +067020-99999 LA DOLE 46.433 6.100 1670.2 1973-01-01 2020-02-06 +067050-99999 NYON-CHANGINS 46.400 6.233 432.0 1990-11-01 2020-02-06 +067110-99999 PULLY 46.517 6.667 462.0 1990-11-01 2020-02-06 +067120-99999 AIGLE 46.333 6.917 383.0 1981-05-01 2020-02-06 +067170-99999 COL DU GRAND ST BERNARD 45.867 7.167 2479.0 1990-11-01 2020-02-06 +067200-99999 SION 46.220 7.327 481.9 1955-01-01 2020-02-06 +067220-99999 EVOLENE-VILLAZ 46.117 7.517 1828.0 1990-11-01 2020-02-06 +067240-99999 MONTANA 46.300 7.467 1508.0 1979-04-01 2020-02-06 +067270-99999 VISP 46.300 7.850 642.0 1990-04-01 2020-02-06 +067300-99999 JUNGFRAUJOCH 46.550 7.983 3576.0 1935-01-01 2020-02-06 +067340-99999 INTERLAKEN 46.667 7.867 578.6 1977-06-16 2020-02-06 +067350-99999 ADELBODEN 46.500 7.567 1328.1 1990-11-01 2020-02-06 +067440-99999 GRIMSEL-HOSPIZ 46.567 8.333 1965.0 1990-11-01 2020-02-06 +067450-99999 ULRICHEN 46.500 8.317 1347.1 1990-11-01 2020-02-06 +067480-99999 ZERMATT 46.033 7.750 1624.0 1990-11-01 2020-02-06 +067500-99999 GUETSCH OB ANDERMATT 46.650 8.617 2284.2 1955-01-01 2020-02-06 +067510-99999 ROBIEI 46.450 8.517 1891.0 1991-08-06 2020-02-06 +067530-99999 PIOTTA 46.517 8.683 1016.0 1979-02-02 2020-02-06 +067560-99999 ACQUAROSSA-COMPROVASCO 46.467 8.933 552.0 1988-10-01 2020-02-06 +067590-99999 CIMETTA 46.200 8.800 1648.0 1974-01-01 2020-02-06 +067600-99999 LOCARNO-MONTI 46.167 8.783 380.0 1973-01-01 2020-02-06 +067620-99999 LOCARNO - MAGADINO 46.170 8.880 198.0 1955-01-01 2020-02-06 +067700-99999 LUGANO 46.004 8.911 278.9 1935-01-01 2020-02-06 +067710-99999 STABIO 45.850 8.933 352.4 1982-04-01 2020-02-06 +067800-99999 WEISSFLUHJOCH 46.833 9.817 2667.0 1988-12-01 2020-02-06 +067820-99999 DISENTIS-SEDRUN 46.700 8.850 1180.0 1977-07-01 2020-02-06 +067830-99999 S BERNARDINO 46.467 9.183 1638.0 1982-04-01 2020-02-06 +067840-99999 DAVOS 46.817 9.850 1592.0 1990-11-01 2020-02-06 +067860-99999 CHUR 46.867 9.533 556.0 1980-02-08 2020-02-06 +067910-99999 PIZ CORVATSCH 46.417 9.817 3299.0 1977-07-01 2020-02-06 +067920-99999 SAMEDAM 46.533 9.883 1706.0 1980-02-08 2020-02-06 +067940-99999 POSCHIAVO-ROBBIA 46.350 10.067 1079.1 1978-07-18 2020-02-06 +067980-99999 SCUOL 46.800 10.283 1295.0 1990-11-01 2020-02-06 +069900-99999 VADUZ 47.133 9.517 463.0 1973-01-01 2020-02-06 +070020-99999 BOULOGNE 50.733 1.600 74.0 1973-01-01 2020-02-06 +070030-99999 LE TOUQUET PARIS PLAGE 50.515 1.627 11.0 1973-01-01 2020-02-06 +070050-99999 ABBEVILLE 50.143 1.832 67.1 1926-10-04 2020-02-06 +070100-99999 DUNKERQUE 51.050 2.333 17.0 1973-01-01 2020-02-06 +070150-99999 LESQUIN 50.562 3.089 47.9 1945-03-01 2020-02-06 +070170-99999 EPINOY 50.222 3.154 78.3 1973-01-01 2012-06-29 +070190-99999 BARFLEUR (POINT) 49.700 -1.267 7.0 1985-07-01 2020-02-06 +070200-99999 LA HAGUE 49.717 -1.933 12.0 1936-07-06 2020-02-06 +070220-99999 VIGITE DU HAUMET 49.650 -1.500 130.0 1976-03-02 2020-02-06 +070240-99999 MAUPERTUS 49.650 -1.470 139.9 1936-01-01 2020-02-06 +070270-99999 CARPIQUET 49.173 -0.450 78.0 1973-01-01 2020-02-06 +070280-99999 OCTEVILLE 49.534 0.088 95.4 1931-01-01 2020-02-06 +070290-99999 PORT EN BESSIN 49.350 -0.767 73.0 1984-01-01 2020-02-06 +070310-99999 ST GATIEN 49.365 0.154 146.0 1973-01-02 2020-02-06 +070340-99999 CARTERET 49.367 -1.800 65.0 1986-10-01 2020-02-06 +070370-99999 VALLEE DE SEINE 49.384 1.175 156.1 1973-01-01 2020-02-06 +070380-34061 EVREUX 49.017 1.217 138.0 1973-01-01 2020-02-06 +070400-99999 DIEPPE 49.933 1.100 38.0 1973-01-01 2020-02-06 +070550-99999 TILLE 49.454 2.113 109.4 1936-01-01 2020-02-06 +070570-99999 CREIL 49.254 2.519 88.7 1940-07-13 2020-02-06 +070610-99999 ST. QUENTIN/ROUPY 49.817 3.200 101.0 1936-01-03 2020-02-06 +070700-99999 CHAMPAGNE 49.310 4.050 95.1 1931-01-05 2012-05-23 +070750-99999 CHARLEVILLE MEZIERES 49.784 4.647 149.0 1940-07-03 2020-02-06 +070900-99999 FRESCATY 49.072 6.132 191.7 1936-01-02 2013-04-29 +070930-99999 METZ NANCY LORRAINE 48.982 6.251 265.2 1992-04-08 2020-02-06 +071000-99999 OUESSANT 48.483 -5.050 68.0 1936-01-02 2020-02-06 +071030-99999 POINTE DU RAZ 48.033 -4.733 89.0 1973-01-01 2020-02-06 +071060-99999 LANDIVISIAU 48.530 -4.152 106.1 1973-01-02 2020-02-06 +071070-99999 BRIGNOGAN 48.683 -4.333 18.0 1983-12-07 2020-02-06 +071090-99999 POULMIC 48.282 -4.445 87.5 1981-02-02 2020-02-06 +071100-99999 GUIPAVAS 48.448 -4.419 99.1 1929-08-01 2020-02-06 +071160-99999 BATZ ISLAND 48.750 -4.017 37.0 1976-07-08 2020-02-06 +071170-99999 PLOUMANAC'H PERROS GUIREC 48.833 -3.467 58.0 1983-12-08 2020-02-06 +071180-99999 LANNION 48.754 -3.472 88.4 2001-09-19 2020-02-06 +071190-99999 ROSTRENEN 48.233 -3.300 262.0 1973-01-01 2007-02-27 +071200-99999 ARMOR 48.538 -2.854 138.1 1986-01-01 2020-02-06 +071210-99999 BREHAT ISLAND 48.850 -3.000 36.0 1936-01-05 2020-02-06 +071250-99999 PLEURTUIT 48.588 -2.080 66.8 1973-01-01 2020-02-06 +071270-99999 GROUIN DE CANCALE 48.717 -1.850 41.0 1973-01-01 2006-01-22 +071300-99999 ST JACQUES 48.070 -1.735 37.8 1931-01-05 2020-02-06 +071330-99999 POINTE DU ROC 48.833 -1.617 42.0 1973-01-01 2020-02-06 +071340-99999 LAVAL-ETRONNIER 48.033 -0.733 97.0 1988-06-21 2020-02-06 +071390-99999 ALENCON/VALFRAMBERT 48.450 0.117 141.0 1973-01-01 2020-02-06 +071400-99999 CHATEAUDUN 48.058 1.377 132.0 1973-01-01 2020-02-06 +071430-99999 CHARTRES/CHAMPOL 48.467 1.517 156.0 1936-06-17 2020-02-06 +071450-99999 TRAPPES 48.767 2.000 168.0 1987-05-18 2020-02-06 +071460-99999 TOUSSUS LE NOBLE 48.752 2.106 164.0 1973-01-01 2020-02-06 +071470-99999 VELIZY 48.774 2.202 178.0 1942-01-01 2020-02-06 +071480-99999 BRETIGNY 48.600 2.333 80.0 1974-01-02 2005-11-30 +071490-99999 ORLY 48.725 2.359 88.7 1937-06-01 2020-02-06 +071500-99999 LE BOURGET 48.969 2.441 66.4 1928-01-04 2020-02-06 +071530-99999 VILLAROCHE 48.605 2.671 92.0 1973-03-28 2020-02-06 +071560-99999 PARIS-MONTSOURIS 48.817 2.333 77.0 1983-12-01 2020-02-06 +071570-99999 CHARLES DE GAULLE 49.013 2.550 119.5 1974-04-19 2020-02-06 +071650-99999 VATRY 48.776 4.184 178.9 1975-12-03 2020-02-06 +071680-99999 BARBEREY 48.322 4.017 118.3 1975-06-18 2020-02-06 +071690-99999 ROBINSON 48.636 4.899 139.6 1942-01-01 2020-02-06 +071790-34051 TOUL / ROSIERES 48.783 5.983 286.0 1973-01-01 2020-02-06 +071800-99999 ESSEY 48.692 6.230 228.9 1926-04-04 2020-02-06 +071810-99999 OCHEY 48.583 5.955 337.1 1973-01-01 2020-02-06 +071860-34062 PHALSBOURG 48.817 7.200 313.0 1973-01-01 1988-09-29 +071900-99999 ENTZHEIM 48.538 7.628 153.9 1931-01-01 2020-02-06 +071970-99999 MEYENHEIM 47.917 7.400 211.2 1973-01-01 2020-02-06 +072000-99999 PENMARCH 47.800 -4.367 19.0 1936-01-02 2020-02-06 +072010-99999 PLUGUFFAN 47.975 -4.168 90.5 1973-01-02 2020-02-06 +072030-99999 BEG MELEN 47.650 -3.500 54.0 1981-11-04 2020-02-06 +072050-99999 LANN BIHOUE 47.761 -3.440 48.8 1973-01-01 2020-02-06 +072070-99999 BELLE ILE-LE TALUT 47.300 -3.218 43.0 1931-01-02 2020-02-06 +072100-99999 VANNES/SENE 47.600 -2.717 3.0 1987-06-01 2020-02-06 +072160-99999 CHEMOULIN 47.233 -2.300 20.0 2001-09-19 2020-02-06 +072170-99999 MONTOIR 47.312 -2.149 4.0 1973-01-01 2020-02-06 +072220-99999 NANTES ATLANTIQUE 47.153 -1.611 27.4 1937-06-01 2020-02-06 +072300-99999 BEAUCOUZE 47.483 -0.600 50.0 1936-06-16 2020-02-06 +072350-99999 ARNAGE 47.949 0.202 59.1 1973-01-03 2020-02-06 +072400-99999 VAL DE LOIRE 47.432 0.728 108.8 1931-01-01 2020-02-06 +072450-99999 LE BREUIL 47.678 1.209 121.3 2001-09-19 2020-02-06 +072470-99999 ROMORANTIN/PRUNIERS 47.317 1.683 86.0 1936-07-01 2020-02-06 +072490-99999 BRICY 47.988 1.761 125.6 1936-01-02 2020-02-06 +072550-99999 BOURGES 47.058 2.370 161.2 1973-01-01 2020-02-06 +072553-99999 TAVAUX 47.039 5.427 196.6 1998-02-01 2020-02-06 +072570-99999 AVORD 47.050 2.650 177.0 1931-04-01 2020-02-06 +072600-99999 FOURCHAMBAULT 47.003 3.113 183.5 1973-01-02 2020-02-06 +072650-99999 AUXERRE 47.800 3.550 212.0 1936-06-15 2008-12-31 +072700-99999 CHATEAU-CHINON 47.067 3.933 598.0 1973-01-01 2004-11-16 +072800-99999 LONGVIC 47.269 5.090 221.3 1931-01-01 2020-02-06 +072830-99999 LANGRES 47.850 5.333 467.0 1973-01-01 2020-02-06 +072880-99999 BESANCON/THISE(AUT) 47.250 5.983 309.0 1973-01-01 2020-02-06 +072920-99999 SAINT SAUVEUR 47.783 6.364 278.3 1941-03-01 2020-02-06 +072950-99999 BELFORT/FONTAINE 47.633 6.867 423.0 1973-01-03 2009-09-15 +072990-99999 BALE MULHOUSE 47.590 7.530 269.7 1973-01-01 2020-02-06 +073000-99999 SAINT-SAUVEUR 46.700 -2.333 32.0 1973-01-01 2020-02-06 +073060-99999 LES AJONCS 46.702 -1.379 91.1 1983-04-05 2020-02-06 +073110-99999 POINTE DES BALEINES 46.250 -1.567 10.0 1988-01-11 2020-02-06 +073140-99999 CHASSIRON 46.050 -1.417 22.0 1973-01-01 2020-02-06 +073150-99999 LA ROCHELLE 46.150 -1.150 10.0 1929-08-01 2017-10-18 +073160-99999 ILE DE RE 46.179 -1.195 22.6 2004-08-03 2020-02-06 +073300-99999 SOUCHE 46.311 -0.402 61.9 1986-01-01 2020-02-06 +073350-99999 BIARD 46.588 0.307 128.9 1936-06-15 2020-02-06 +073540-34048 CHATEAURROUX DEOLS 46.867 1.717 157.0 1936-01-02 2020-02-06 +073600-99999 GUERET 46.167 1.867 551.0 1987-10-01 2012-04-03 +073740-99999 CHARMEIL 46.170 3.404 249.0 1973-01-01 2020-02-06 +073790-99999 SAINT YAN 46.413 4.013 242.6 1973-01-03 2020-02-06 +073820-99999 MONT SAINT VINCENT 46.650 4.433 603.0 1973-01-01 2002-03-11 +073850-99999 CHARNAY 46.295 4.796 221.9 1973-01-01 2020-02-06 +074120-99999 CHATEAUBERNARD 45.658 -0.318 31.1 1973-01-01 2020-02-06 +074280-99999 BASSILLAC 45.198 0.816 100.0 1973-01-01 2020-02-06 +074340-99999 BELLEGARDE 45.863 1.179 396.2 1973-01-01 2020-02-06 +074380-99999 LA ROCHE 45.151 1.469 115.5 1987-10-01 2020-02-06 +074600-99999 AUVERGNE 45.787 3.169 332.2 1931-01-02 2020-02-06 +074710-99999 LOUDES 45.081 3.763 832.4 1983-12-01 2020-02-06 +074750-99999 BOUTHEON 45.541 4.296 403.9 1973-01-01 2020-02-06 +074760-99999 CAUMONT 43.907 4.902 37.8 2004-08-31 2020-02-06 +074770-99999 LES SAUVAGES 45.933 4.383 720.0 1973-01-01 2020-02-06 +074800-99999 BRON 45.727 4.944 200.9 1973-01-01 2020-02-06 +074810-99999 SAINT EXUPERY 45.726 5.091 250.2 1931-01-03 2020-02-06 +074820-99999 AMBERIEU 45.987 5.328 250.9 1980-10-29 2020-02-06 +074860-99999 SAINT GEOIRS 45.363 5.329 396.8 1973-01-01 2020-02-06 +074910-99999 AIX LES BAINS 45.638 5.880 237.4 1973-01-01 2020-02-06 +074970-99999 BOURG ST-MAURICE 45.617 6.767 868.0 1973-01-01 2020-02-06 +075000-99999 CAP FERRET 44.633 -1.250 10.0 1973-01-01 2020-02-06 +075020-99999 CAZAUX 44.533 -1.125 25.6 1936-07-06 2020-02-06 +075030-99999 BISCAROSSE/PARENTIS 44.433 -1.250 39.0 1974-03-01 2020-02-06 +075100-99999 MERIGNAC 44.828 -0.716 49.4 1931-01-01 2020-02-06 +075240-99999 LA GARENNE 44.175 0.591 62.2 1973-01-01 2020-02-06 +075300-99999 ROUMANIERE 44.825 0.519 52.1 1988-05-02 2020-02-06 +075350-99999 GOURDON 44.750 1.400 261.0 1973-01-01 2020-02-06 +075400-99999 MONTAUBAN 44.026 1.378 107.0 2001-09-19 2020-02-06 +075490-99999 AURILLAC 44.891 2.422 638.9 1979-02-15 2020-02-06 +075520-99999 MARCILLAC 44.408 2.483 582.2 1974-03-18 2020-02-06 +075540-99999 MENDE 44.533 3.450 716.0 1985-03-01 2020-02-06 +075580-99999 MILLAU 44.117 3.017 720.0 1936-06-18 2020-02-06 +075600-99999 MONT AIGOUAL 44.117 3.583 1565.0 1936-01-07 2020-02-06 +075630-99999 AVIGNON 43.900 4.900 48.0 2005-02-01 2020-02-06 +075700-99999 LANAS SYN 44.533 4.367 280.0 1988-03-01 2020-02-06 +075770-99999 MONTELIMAR/ANCONE 44.583 4.733 74.0 1931-04-01 2020-02-06 +075790-99999 CARITAT 44.140 4.867 60.0 1973-01-01 2020-02-06 +075860-99999 CARPENTRAS 44.083 5.050 105.0 1976-03-09 2020-01-13 +075880-99999 ST-AUBAN-SUR-DURANC 44.067 6.000 461.0 1973-01-01 2020-02-06 +075910-99999 EMBRUN 44.567 6.500 876.0 1973-01-01 2020-02-06 +076000-99999 SOCOA 43.400 -1.683 25.0 1984-06-16 2020-02-06 +076020-99999 ANGLET 43.468 -1.523 74.7 1929-08-01 2020-02-06 +076030-99999 DAX SEYRESSE 43.683 -1.067 33.0 1973-01-01 2020-02-06 +076070-99999 MONT DE MARSAN 43.912 -0.508 61.9 1931-04-01 2020-02-06 +076100-99999 PAU PYRENEES 43.380 -0.419 187.8 1936-06-15 2020-02-06 +076210-99999 LOURDES 43.179 -0.006 384.0 1973-01-01 2020-02-06 +076220-99999 LAMOTHE 43.688 0.602 125.3 1984-12-01 2020-02-06 +076270-99999 ANTICHAN 43.008 1.103 417.0 1973-01-01 2020-02-06 +076300-99999 BLAGNAC 43.629 1.364 152.1 1973-01-01 2020-02-06 +076310-99999 FRANCAZAL 43.546 1.368 163.1 1931-01-01 2020-02-06 +076320-99999 LE SEQUESTRE 43.914 2.113 171.9 1989-01-01 2020-02-06 +076350-99999 SALVAZA 43.216 2.306 132.0 1973-01-01 2020-02-06 +076380-99999 BEZIERS VIAS 43.317 3.350 16.0 2005-02-01 2020-02-06 +076410-99999 SETE 43.400 3.700 81.0 1936-06-15 2020-02-06 +076415-99999 VIAS 43.324 3.354 17.1 1975-07-17 2020-02-06 +076430-99999 MEDITERRANEE 43.576 3.963 5.2 1973-01-01 2020-02-06 +076450-99999 NIMES/COURBESSAC 43.867 4.400 62.0 1936-06-15 2020-02-06 +076460-99999 GARONS 43.757 4.416 94.2 1973-01-01 2020-02-06 +076470-99999 LE TUBE 43.523 4.924 25.0 1936-07-02 2020-02-06 +076480-99999 SALON 43.606 5.109 59.4 1973-02-02 2020-02-06 +076490-99999 AIX LES MILLES 43.506 5.368 111.9 1976-04-01 2005-06-05 +076500-99999 PROVENCE 43.436 5.214 22.6 1931-01-01 2020-02-06 +076530-99999 CAP COURONNE 43.333 5.050 27.0 1975-07-15 2020-02-06 +076560-99999 BEC DE LAIGLE 43.183 5.583 315.0 1976-03-09 2020-02-06 +076600-99999 TOULON 43.100 5.933 25.0 1936-04-03 2017-03-21 +076610-99999 CAP CEPET 43.083 5.933 134.0 1976-03-02 2020-02-06 +076660-99999 LEUCATE 42.917 3.067 50.0 2001-09-19 2020-02-06 +076670-99999 LE PALYVESTRE 43.097 6.146 2.1 1973-01-01 2020-02-06 +076700-99999 PORQUEROLLES 43.000 6.233 147.0 1973-01-01 2015-05-12 +076750-99999 LE CANNET 43.385 6.387 80.8 1976-03-09 2020-02-06 +076770-99999 CAPE CAMARAT 43.200 6.683 112.0 1975-07-15 2020-02-06 +076780-99999 TOULON/ILE DU LEVAN 43.033 6.467 131.0 1976-03-09 2020-02-06 +076840-99999 MANDELIEU 43.542 6.953 4.0 1981-02-03 2020-02-06 +076880-99999 LA GAROUPE 43.567 7.133 82.0 1975-09-16 2020-02-06 +076900-99999 COTE D AZUR 43.658 7.216 3.7 1945-10-01 2020-02-06 +076950-99999 CAP FERRAT 43.683 7.333 144.0 1973-01-01 2010-04-12 +077470-99999 RIVESALTES 42.740 2.871 43.9 1929-08-01 2020-02-06 +077490-99999 CAP BEAR 42.517 3.133 86.0 1973-01-02 2020-02-06 +077520-99999 LA PARATA 41.917 8.617 40.0 1936-06-17 2020-02-06 +077530-99999 ILE ROUSSE 42.633 8.917 153.0 1988-10-01 2020-02-06 +077540-99999 SAINT CATHERINE 42.531 8.793 63.7 1973-01-01 2020-02-06 +077610-99999 CAMPO DELL ORO 41.924 8.803 5.5 1936-06-16 2020-02-06 +077650-99999 SOLENZARA 41.924 9.406 8.5 1973-01-01 2020-02-06 +077680-99999 LA CHIAPPA 41.600 9.367 68.0 1936-06-15 2020-02-06 +077700-99999 CAP PERTUSATO 41.367 9.167 116.0 1936-07-03 2020-02-06 +077750-99999 ALISTRO 42.267 9.533 74.0 2001-09-19 2020-02-06 +077800-99999 SUD CORSE 41.501 9.098 26.5 1980-04-01 2020-02-06 +077850-99999 CAP CORSE 43.000 9.367 113.0 1936-06-15 2020-02-06 +077900-99999 PORETTA 42.553 9.484 7.9 1945-05-18 2020-02-06 +077910-99999 CAPE SAGRO 42.800 9.483 120.0 1943-12-04 2020-02-06 +080001-99999 MADEIRA 32.698 -16.774 58.5 2004-05-10 2020-02-06 +080010-99999 LA CORUNA 43.367 -8.417 67.0 1931-01-01 2020-02-06 +080020-99999 A CORUNA 43.302 -8.377 98.5 1974-10-01 2020-02-06 +080080-99999 LUGO/ROZAS 43.117 -7.450 446.0 1973-01-01 2020-02-06 +080110-99999 ASTURIAS 43.564 -6.035 126.8 1973-01-01 2020-02-06 +080140-99999 GIJON-MUSEL 43.567 -5.700 6.0 1973-01-01 2020-02-06 +080144-99999 ARMILLA 37.133 -3.636 700.1 2004-05-25 2020-02-06 +080150-99999 OVIEDO 43.350 -5.867 339.0 1973-03-13 2020-02-06 +080210-99999 SANTANDER 43.427 -3.820 4.9 1973-01-01 2020-02-06 +080230-99999 SANTANDER 43.483 -3.800 59.0 1973-01-01 2020-02-06 +080250-99999 BILBAO 43.301 -2.911 42.1 1973-01-01 2020-02-06 +080270-99999 SAN SEBASTIAN/IGUELDO 43.300 -2.033 259.0 1973-01-01 2020-02-06 +080290-99999 SAN SEBASTIAN 43.357 -1.791 4.6 1973-01-01 2020-02-06 +080420-99999 SANTIAGO 42.896 -8.415 369.7 1973-01-01 2020-02-06 +080440-99999 PONTEVEDRA 42.433 -8.617 108.0 1973-01-01 2020-02-06 +080450-99999 VIGO 42.232 -8.627 260.6 1973-01-01 2020-02-06 +080550-99999 LEON 42.589 -5.656 916.2 1973-01-01 2020-02-06 +080750-99999 BURGOS 42.358 -3.621 897.6 1973-01-01 2020-02-06 +080800-99999 VITORIA 42.883 -2.724 512.7 1973-01-01 2020-02-06 +080840-99999 LOGRONO/AGONCILLO 42.450 -2.333 363.0 1973-01-01 2020-02-06 +080850-99999 PAMPLONA 42.770 -1.646 458.4 1973-03-13 2020-02-06 +080870-99999 BARDENAS REALES 42.200 -1.450 295.0 1970-01-19 2020-02-06 +080940-99999 HUESCA-PIRINEOS 42.083 -0.333 554.0 1973-01-02 2020-02-06 +081300-99999 ZAMORA 41.517 -5.733 667.0 1973-01-01 2020-02-06 +081400-99999 VALLADOLID 41.706 -4.852 845.8 1973-01-01 2020-02-06 +081410-99999 VALLADOLID 41.633 -4.750 735.0 1973-01-01 2020-02-06 +081480-99999 SORIA 41.783 -2.483 1082.0 1973-01-01 2020-02-06 +081600-99999 ZARAGOZA AB 41.666 -1.042 263.0 1973-01-01 2020-02-06 +081710-99999 LERIDA 41.633 0.600 199.0 1973-01-01 2020-02-06 +081750-99999 REUS 41.147 1.167 71.3 1973-01-01 2020-02-06 +081810-99999 BARCELONA 41.297 2.078 3.7 1973-01-01 2020-02-06 +081840-99999 GIRONA 41.901 2.761 142.6 1973-11-29 2020-02-06 +082020-99999 SALAMANCA 40.952 -5.502 791.0 1973-01-01 2020-02-06 +082100-99999 AVILA 40.667 -4.683 1132.0 1973-01-01 2020-02-06 +082130-99999 SEGOVIA 40.950 -4.133 1005.0 1973-01-01 2020-02-06 +082150-99999 NAVACERRADA PUERTO 40.800 -4.017 1888.0 1973-01-01 2020-02-06 +082210-99999 BARAJAS 40.494 -3.567 609.6 1931-01-02 2020-02-06 +082230-99999 CUATRO VIENTOS 40.371 -3.785 691.0 1973-07-19 2020-02-06 +082240-99999 GETAFE 40.294 -3.724 618.4 1973-01-01 2020-02-06 +082270-99999 TORREJON 40.497 -3.446 617.5 1957-10-01 2020-02-06 +082310-99999 CUENCA 40.067 -2.133 946.0 1973-01-01 2020-02-06 +082380-99999 TORTOSA 40.817 0.500 50.0 1973-01-01 2020-02-06 +082610-99999 CACERES 39.467 -6.333 405.0 1973-01-01 2020-02-06 +082720-99999 TOLEDO 39.883 -4.050 516.0 1973-01-01 2020-02-06 +082800-99999 ALBACETE 38.949 -1.864 701.6 1973-01-01 2020-02-06 +082840-99999 VALENCIA 39.489 -0.482 68.6 1973-01-01 2020-02-06 +083060-99999 PALMA DE MALLORCA 39.550 2.733 8.0 1973-01-01 2020-02-06 +083140-99999 MENORCA 39.863 4.219 90.8 1931-01-03 2020-02-06 +083300-99999 TALAVERA LA REAL 38.891 -6.821 185.6 1973-01-01 2020-02-06 +083350-99999 HINOJOSA DEL DUQUE 38.517 -5.117 540.0 1973-01-01 2020-02-06 +083480-99999 CIUDAD REAL 38.983 -3.917 629.0 1973-01-01 2020-02-06 +083600-99999 ALICANTE 38.282 -0.558 43.3 1973-01-01 2020-02-06 +083730-99999 IBIZA 38.873 1.373 6.1 1973-01-01 2020-02-06 +083900-99999 SEVILLA/TABLADA 37.367 -6.000 14.0 1973-01-01 2005-12-06 +083910-99999 SEVILLA 37.418 -5.893 33.8 1973-01-01 2020-02-06 +083970-99999 MORON AB 37.175 -5.616 86.9 1958-01-02 2020-02-06 +084100-99999 CORDOBA 37.842 -4.849 90.5 1973-01-01 2020-02-06 +084190-99999 GRANADA 37.189 -3.777 566.9 1973-01-01 2020-02-06 +084290-99999 ALCANTARILLA 37.951 -1.230 76.2 1973-01-01 2020-02-06 +084300-99999 MURCIA 38.000 -1.167 62.0 1973-01-01 2020-02-06 +084330-99999 MURCIA SAN JAVIER 37.775 -0.812 3.4 1973-01-01 2020-02-06 +084490-13025 ROTA NAVAL AIR STATION 36.650 -6.350 25.6 1973-01-01 2020-02-06 +084510-99999 JEREZ 36.745 -6.060 28.3 1973-01-01 2020-02-06 +084580-99999 TARIFA 36.000 -5.600 25.0 1973-01-01 2020-02-06 +084820-99999 MALAGA 36.675 -4.499 15.8 1973-01-01 2020-02-06 +084870-99999 ALMERIA 36.844 -2.370 21.3 1931-01-02 2020-02-06 +084950-99999 GIBRALTAR 36.151 -5.350 4.6 1958-01-01 2020-02-06 +085010-99999 FLORES 39.455 -31.131 34.1 1978-12-01 2020-02-06 +085050-99999 HORTA 38.520 -28.716 36.0 1976-02-01 2020-02-06 +085060-99999 HORTA (ACORES) 38.517 -28.633 62.0 1931-01-01 2020-02-06 +085090-99999 LAJES 38.762 -27.091 54.9 1947-01-01 2020-02-06 +085110-99999 ANGRA DO HEROISMO (ACORES) 38.667 -27.217 76.0 1997-12-01 2020-02-06 +085120-99999 PONTA DELGADA 37.741 -25.698 78.9 1931-01-03 2020-02-06 +085150-99999 SANTA MARIA 36.971 -25.171 93.9 1944-08-07 2020-02-06 +085210-99999 FUNCHAL/S.CATARINA 32.683 -16.767 58.0 1948-01-11 2020-02-06 +085220-99999 FUNCHAL 32.633 -16.900 56.0 1931-01-01 2020-02-06 +085240-99999 PORTO SANTO 33.073 -16.350 103.9 1948-01-13 2020-02-06 +085320-99999 SINTRA 38.831 -9.340 134.1 1990-10-01 2020-02-06 +085340-99999 MONTIJO 38.704 -9.036 14.0 1983-05-03 2020-02-06 +085350-99999 LISBOA/GEOF 38.717 -9.150 95.0 1990-11-01 2020-02-06 +085360-99999 LISBOA 38.781 -9.136 114.0 1931-01-03 2020-02-06 +085380-99999 SAGRES 37.000 -8.950 25.0 1948-01-14 2002-05-19 +085400-99999 MONTE REAL 39.831 -8.887 57.0 1990-10-06 2020-02-06 +085410-99999 SINES/MONTES CHAOS 37.950 -8.867 103.0 1989-04-22 2020-02-06 +085430-99999 VIANA DO CASTELO 41.700 -8.800 18.0 1948-01-11 2006-03-22 +085440-99999 OVAR/MACEDA 40.917 -8.633 22.0 1990-11-01 2020-02-06 +085450-99999 PORTO 41.248 -8.681 69.5 1931-01-03 2020-02-06 +085480-99999 COIMBRA/CERNACHE 40.150 -8.467 179.0 1996-08-01 2020-02-06 +085490-99999 COIMBRA 40.200 -8.417 140.0 1948-01-11 2017-03-03 +085540-99999 FARO 37.014 -7.966 7.3 1948-01-11 2020-02-06 +085580-99999 EVORA/C. COORD 38.533 -7.900 246.0 1995-07-01 2020-02-06 +085600-99999 VISEU 40.717 -7.883 644.0 1997-12-01 2020-02-06 +085610-99999 BEJA/B. AEREA 38.067 -7.917 203.0 1997-12-01 2020-02-06 +085620-99999 BEJA 38.079 -7.932 193.9 1948-08-08 2020-02-06 +085660-99999 VILA REAL 41.317 -7.733 481.0 1948-01-21 1992-03-24 +085670-99999 VILA REAL 41.274 -7.720 550.2 1992-05-01 2020-02-06 +085680-99999 PENHAS DOURADAS 40.417 -7.550 1388.0 1948-01-13 2020-02-06 +085700-99999 CASTELO BRANCO 39.833 -7.483 384.0 1986-06-04 2020-02-06 +085710-99999 PORTALEGRE 39.283 -7.417 590.0 1948-01-12 2020-02-06 +085750-99999 BRAGANCA 41.860 -6.706 690.4 1948-01-12 2020-02-06 +085790-99999 LISBOA/GAGO COUTINHO 38.767 -9.133 105.0 1984-05-02 2020-02-06 +085940-99999 AMILCAR CABRAL INTL 16.741 -22.949 53.9 1948-03-04 2020-02-06 +094690-99999 LEIPZIG/SCHKEUDITZ& 51.417 12.233 142.0 1975-07-01 1991-10-31 +094880-99999 DRESDEN/KLOTZSCHE 51.133 13.800 226.0 1975-04-01 1992-05-16 +095540-99999 ERFURT/BINDERSLEBN& 50.983 10.967 315.0 1975-07-01 1992-05-16 +095770-99999 KARL-MARX-STADT & 50.817 12.900 357.0 1975-07-01 1991-10-31 +100040-99999 UFS TW/EMS (AUT) 54.167 6.350 3.0 1959-08-05 2003-08-16 +100050-99999 ELBE 1 (LGT-VSL) 54.000 8.117 5.0 1931-01-01 1992-12-31 +100150-99999 HELGOLAND/DUNE 54.183 7.900 4.0 1973-01-01 2003-08-16 +100180-99999 WESTERLAND SYLT 54.913 8.340 15.5 1989-03-18 2020-02-06 +100200-99999 LIST/SYLT 55.017 8.417 26.0 1934-01-01 2003-08-16 +100220-99999 LECK 54.800 8.950 17.0 1973-01-01 2008-12-31 +100330-99999 MEIERWIK 54.833 9.500 33.0 1936-01-01 2020-02-06 +100340-99999 EGGEBEK 54.625 9.346 20.0 1973-01-01 2005-06-29 +100370-99999 SCHLESWIG 54.459 9.516 21.3 1942-01-01 2020-02-06 +100380-99999 HOHN 54.312 9.538 11.9 1973-01-01 2020-02-06 +100460-99999 KIEL/HOLTENAU(GNVY) 54.383 10.150 31.0 1929-08-01 2003-08-16 +100910-99999 ARKONA (CAPE) 54.683 13.433 41.0 1931-01-01 2003-08-16 +101130-99999 NORDERNEY ISLAND 53.717 7.150 13.0 1935-02-06 2003-08-16 +101200-99999 HELGOLAND ISLAND 54.183 7.883 53.0 1929-08-01 2005-01-10 +101220-99999 JEVER 53.534 7.889 7.3 1937-01-05 2013-09-26 +101260-99999 WITTMUNDHAFEN 53.548 7.667 7.9 1973-01-01 2020-02-06 +101290-99999 BREMERHAVEN 53.533 8.583 7.0 1949-01-01 2003-08-16 +101310-99999 CUXHAVEN 53.867 8.700 4.0 1931-01-01 2003-08-16 +101360-99999 NORDHOLZ 53.768 8.659 22.6 1946-09-01 2020-02-06 +101420-99999 ITZEHOE 53.983 9.567 26.0 1973-01-02 2008-12-31 +101470-99999 HAMBURG 53.630 9.988 16.2 1928-04-01 2020-02-06 +101490-99999 HAMBURG FINKENWERDER 53.536 9.837 6.7 1988-10-28 2020-02-06 +101560-99999 LUBECK BLANKENSEE 53.805 10.719 16.2 1973-01-01 2020-02-06 +101610-99999 BOLTENHAGEN 54.000 11.200 17.0 1973-01-01 2003-08-16 +101620-99999 SCHWERIN 53.633 11.417 68.0 1936-01-02 2003-08-16 +101624-99999 SCHWERIN PARCHIM 53.427 11.783 50.6 1999-01-15 2019-03-31 +101700-99999 WARNEMUENDE 54.183 12.083 10.0 1931-01-01 2003-08-16 +101720-99999 LAAGE 53.918 12.278 42.1 1991-12-18 2020-02-06 +101770-99999 TETEROW 53.767 12.617 50.0 1952-01-01 2003-08-16 +101840-99999 GREIFSWALD 54.100 13.400 6.0 1977-12-03 2003-08-16 +101930-99999 UECKERMUENDE (AUT) 53.750 14.067 7.0 1936-10-05 2003-08-16 +101935-99999 HERINGSDORF 53.879 14.152 28.3 1995-03-15 2020-02-06 +102000-99999 EMDEN 53.391 7.227 0.6 1983-05-06 2013-05-28 +102030-99999 EMDEN/HAFEN 53.333 7.200 6.0 1960-04-01 1992-12-31 +102150-99999 OLDENBURG 53.183 8.167 20.0 1973-01-01 2008-12-31 +102180-99999 AHLHORN(GAFB) 52.883 8.233 56.0 1973-01-01 2002-01-14 +102240-99999 BREMEN 53.048 8.787 4.3 1929-08-01 2020-02-06 +102340-99999 ROTENBURG 53.133 9.350 61.0 1942-01-01 2016-10-10 +102350-99999 SOLTAU 53.000 9.833 77.0 1973-01-01 2003-08-16 +102380-99999 BERGEN (MIL) 52.817 9.933 69.0 1973-01-02 2018-04-02 +102460-99999 FASSBERG 52.919 10.198 74.7 1936-01-02 2020-02-06 +102490-99999 BOIZENBURG (AUT) 53.400 10.683 46.0 1952-01-01 2003-08-16 +102530-99999 LUCHOW/REHBECK 52.967 11.133 17.0 1949-01-01 2003-08-16 +102610-99999 SEEHAUSEN/ALTMARK 52.900 11.733 23.0 1976-10-07 2003-08-16 +102620-99999 WEISEN B WITTENBERGE 53.033 11.800 24.1 1938-01-06 1977-03-23 +102640-99999 MARNITZ (AUT) 53.317 11.933 87.0 1976-10-01 2003-08-16 +102700-99999 NEURUPPIN 52.900 12.817 39.0 1934-08-06 2003-08-16 +102800-99999 NEUBRANDENBURG 53.550 13.200 80.0 1936-01-01 2003-08-16 +102910-99999 ANGERMUENDE 53.033 14.000 55.0 1952-01-01 2003-08-16 +103040-99999 MEPPEN (MIL) 52.717 7.317 26.0 1976-12-01 2020-02-06 +103050-99999 LINGEN 52.517 7.317 21.0 1973-01-01 2003-08-16 +103060-99999 RHEINE BENTLAGE 52.291 7.387 39.3 1940-10-01 2017-12-20 +103130-99999 MUNSTER/TELGTE 51.967 7.600 64.0 1938-04-04 1989-11-29 +103140-99999 HOPSTEN 52.339 7.541 40.0 1973-01-01 2005-12-23 +103150-99999 MUNSTER OSNABRUCK 52.135 7.685 48.8 1988-10-27 2020-02-06 +103170-99999 OSNABRUCK/ATTERHEID 52.250 8.050 95.0 1939-05-19 2003-08-16 +103200-99999 GUTERSLOH 51.923 8.306 71.9 1937-05-03 2013-10-28 +103210-99999 DIEPHOLZ 52.586 8.341 38.7 1973-01-02 2020-02-06 +103250-99999 BAD SALZUFLEN 52.100 8.750 98.0 1973-01-01 2003-08-16 +103280-99999 DETMOLD (UK-ARMY) 51.950 8.900 189.0 1936-03-02 2001-07-07 +103340-99999 WUNSTORF 52.457 9.427 57.0 1937-05-07 2020-02-06 +103350-99999 BUCKEBURG 52.279 9.082 70.1 1973-01-02 2020-02-06 +103380-99999 HANNOVER 52.461 9.685 55.8 1926-01-01 2020-02-06 +103430-99999 CELLE 52.591 10.022 39.3 1936-01-02 2020-02-06 +103480-99999 BRAUNSCHWEIG WOLFSBURG 52.319 10.556 89.9 1931-01-02 2020-02-06 +103590-99999 GARDELEGEN (AUT) 52.517 11.400 48.0 1936-01-01 2003-08-16 +103610-99999 MAGDEBURG 52.117 11.583 85.0 1931-01-01 2003-08-16 +103790-99999 POTSDAM 52.383 13.067 100.0 1973-01-01 2003-08-16 +103810-99999 BERLIN/DAHLEM 52.467 13.300 51.0 1973-01-01 2003-08-16 +103820-99999 TEGEL 52.560 13.288 37.2 1936-03-10 2020-02-06 +103840-99999 TEMPELHOF 52.473 13.404 50.9 1929-08-01 2009-07-03 +103850-99999 SCHONEFELD 52.380 13.523 47.9 1940-04-08 2020-02-06 +103930-99999 LINDENBERG 52.217 14.117 112.0 1931-10-01 2003-08-16 +103980-99999 FRANKFURT /ODER 52.367 14.517 49.1 1936-01-02 1986-06-22 +104000-99999 DUSSELDORF 51.289 6.767 44.8 1931-01-02 2020-02-06 +104010-99999 BRUGGEN (RAF) 51.200 6.133 76.0 1973-01-02 2003-06-22 +104020-99999 WILDENRATH(GAFB) 51.117 6.217 89.0 1973-01-01 2003-05-08 +104040-99999 KALKAR (MIL COMM) 51.750 6.283 43.0 1973-01-02 2014-01-22 +104050-99999 LAARBRUCH (RAF) 51.600 6.150 31.0 1973-01-02 2003-06-15 +104060-99999 BOCHOLT 51.833 6.533 25.0 1973-01-01 2003-08-16 +104100-99999 ESSEN/MULHEIM 51.400 6.967 161.0 1931-01-01 2003-08-16 +104160-99999 DORTMUND 51.518 7.612 129.5 1931-01-01 2020-02-06 +104260-99999 PADERBORN LIPPSTADT 51.614 8.616 213.1 1938-11-04 2020-02-06 +104270-99999 KAHLER ASTEN(MOUNT) 51.183 8.483 835.0 1926-05-01 2003-08-16 +104300-99999 BAD LIPPSPRINGE 51.783 8.833 151.0 1937-06-03 2003-08-16 +104360-99999 KASSEL CALDEN 51.408 9.378 276.8 1988-12-23 2020-02-06 +104374-99999 MONCHENGLADBACH 51.230 6.504 38.1 1996-07-15 2020-02-06 +104380-99999 KASSEL 51.300 9.450 158.0 1931-01-01 2003-08-16 +104390-99999 FRITZLAR 51.115 9.286 172.5 1938-07-22 2020-02-06 +104440-99999 GOETTINGEN 51.550 9.950 176.0 1942-01-01 2003-08-16 +104490-99999 LEINEFELDE (AUT) 51.400 10.317 356.0 1927-05-10 2003-08-16 +104520-99999 BRAUNLAGE 51.733 10.600 607.0 1973-01-01 2003-08-16 +104530-99999 BROCKEN (PEAK) 51.800 10.617 1153.0 1926-08-01 2003-08-16 +104540-99999 WERNIGERODE (AUT) 51.850 10.767 240.0 1952-01-01 2003-08-16 +104600-99999 ARTERN 51.383 11.300 166.0 1973-01-01 2003-08-16 +104690-99999 LEIPZIG HALLE 51.424 12.236 141.7 1929-03-11 2020-02-06 +104740-99999 WITTENBERG 51.883 12.650 106.0 1931-03-01 2003-08-16 +104760-99999 HOLZDORF 51.768 13.168 80.8 1991-10-20 2020-02-06 +104880-99999 DRESDEN 51.133 13.767 230.1 1931-01-01 2020-02-06 +104900-99999 DOBERLUG/KIRCHHAIN 51.650 13.583 100.0 1936-01-02 2003-08-16 +104960-99999 COTTBUS 51.783 14.317 69.0 1952-01-01 2003-08-16 +104990-99999 GOERLITZ 51.167 14.950 238.0 1932-01-04 2003-08-16 +105000-99999 GEILENKIRCHEN 50.961 6.042 90.2 1982-06-25 2020-02-06 +105010-99999 AACHEN 50.783 6.100 202.0 1928-01-01 2003-08-16 +105020-99999 NORVENICH 50.831 6.658 117.7 1973-01-01 2020-02-06 +105100-99999 NUERBURG 50.333 6.950 626.0 1930-09-01 1992-12-31 +105130-99999 KOLN BONN 50.866 7.143 92.0 1931-01-01 2020-02-06 +105140-99999 MENDIG 50.366 7.315 182.0 1973-01-02 2007-06-14 +105150-99999 BENDORF 50.417 7.583 96.0 1931-01-02 2003-08-16 +105260-99999 BAD MARIENBERG 50.667 7.967 547.0 1973-01-01 2003-08-16 +105320-99999 GIESSEN 50.583 8.700 186.0 1939-01-02 2003-08-16 +105360-99999 FULDA(USA\AF) 50.550 9.650 305.0 1960-09-08 2002-12-25 +105420-99999 BAD HERSFELD (AHP) 50.867 9.717 212.0 1973-01-01 2003-08-16 +105440-99999 WASSERKUPPE (MOUNT) 50.500 9.950 921.0 1931-01-01 2003-08-16 +105445-99999 MELLENDORF 50.533 9.633 305.0 1973-01-02 1988-10-27 +105460-99999 KALTENNORDHEIM(AUT) 50.633 10.150 494.0 1952-01-01 1992-12-31 +105536-99999 ALTENBURG NOBITZ 50.982 12.506 195.1 1996-03-21 2020-02-06 +105540-99999 ERFURT 50.980 10.958 315.8 1931-01-01 2020-02-06 +105550-99999 WEIMAR 50.983 11.317 268.0 1937-01-06 2004-12-31 +105580-99999 SONNEBERG/NEUFANG 50.383 11.183 630.0 1937-04-01 2003-08-16 +105670-99999 GERA/LEUMNITZ 50.883 12.133 312.0 1952-01-01 2003-08-16 +105690-99999 PLAUEN (AUT) 50.483 12.133 389.0 1931-01-01 2003-08-16 +105780-99999 FICHTELBERG MTN 50.433 12.950 1215.0 1931-01-01 2003-08-16 +105820-99999 ZINNWALD/GEORGENFE 50.733 13.750 882.0 1976-10-01 2003-08-16 +106070-99999 SPANGDAHLEM AB 49.973 6.693 364.8 1953-05-18 2020-02-06 +106090-99999 TRIER/PETRISBERG 49.750 6.667 265.0 1931-01-02 2003-08-16 +106100-99999 BITBURG(US ARMY) 49.950 6.567 374.0 1952-04-01 2001-08-22 +106130-99999 BUCHEL 50.174 7.063 477.9 1973-01-01 2020-02-06 +106140-99999 RAMSTEIN AB 49.437 7.600 238.1 1952-03-01 2020-02-06 +106145-99999 PIRMASEN (USA-HP) 49.217 7.617 415.0 1973-01-02 1988-10-27 +106150-99999 DEUSELBACH 49.767 7.050 479.0 1973-01-01 2003-08-16 +106160-99999 FRANKFURT HAHN 49.949 7.264 502.6 1953-07-22 2020-02-06 +106162-99999 SIEGERLAND 50.708 8.083 599.2 2004-05-10 2020-02-06 +106180-99999 IDAR-OBERSTEIN(MIL) 49.700 7.333 377.0 1973-01-02 2017-10-20 +106190-99999 BAUMHOLDER AAF 49.650 7.300 553.0 1965-02-01 2020-01-29 +106260-99999 PFERDSFELD (GER-AF) 49.850 7.600 396.0 1973-01-01 2001-04-21 +106270-99999 BAD KREUZNACH AAF 49.850 7.883 103.0 1959-11-04 2001-02-23 +106320-99999 FINTHEN (USA-AF) 49.967 8.150 232.0 1942-01-01 1992-10-09 +106330-99999 WIESBADEN AAF 50.050 8.325 140.5 1938-01-06 2020-02-06 +106350-99999 KLEINER FELDBERG 50.217 8.450 805.0 1926-05-01 2003-08-16 +106370-99999 FRANKFURT MAIN 50.026 8.543 110.9 1926-01-01 2020-02-06 +106390-99999 LANGEN 50.017 8.667 135.0 1949-01-01 1997-10-05 +106405-99999 MAURICE ROSE(USAHP) 50.183 8.667 104.0 1965-05-01 1986-03-30 +106420-99999 HANAU AAF 50.169 8.962 112.2 1938-11-04 2006-04-28 +106530-99999 GIEBELSTADT AAF 49.648 9.966 298.7 1936-01-02 2006-08-31 +106550-99999 WURZBURG (USA-AF) 49.767 9.967 259.0 1931-01-03 2003-08-16 +106570-99999 WERTHEIM (USA-HP) 49.750 9.500 338.0 1938-02-02 1999-04-01 +106580-99999 BAD KISSINGEN 50.200 10.083 224.0 1946-02-02 2003-08-16 +106590-99999 KITZINGEN(US ARMY) 49.750 10.200 210.0 1934-08-01 2001-11-19 +106710-99999 COBURG 50.283 10.983 337.0 1973-01-01 2003-08-16 +106750-99999 BAMBERG (USA-AF) 49.883 10.917 242.0 1973-01-01 2003-08-16 +106770-99999 BAYREUTH 49.984 11.639 488.0 1931-01-02 2007-07-01 +106850-99999 HOF PLAUEN 50.289 11.855 597.4 1931-01-01 2020-02-06 +106870-99999 GRAFENWOHR AAF 49.699 11.940 415.4 1939-09-01 2020-02-06 +106880-99999 WEIDEN (MIL/MET) 49.667 12.183 438.0 1931-01-02 2003-08-16 +107040-99999 BERUS 49.283 6.683 363.0 1973-01-01 2003-08-16 +107060-99999 THOLEY 49.483 7.050 398.0 1975-06-18 2003-08-16 +107080-99999 SAARBRUCKEN 49.215 7.110 322.5 1935-07-01 2020-02-06 +107120-99999 SEMBACH (USAFB) 49.500 7.867 321.0 1953-07-08 2010-02-16 +107140-99999 ZWEIBRUECKEN 49.217 7.400 353.0 1954-10-01 2003-03-29 +107220-99999 KARLSRUHE/BADEN-BAD 48.783 8.083 135.0 1955-07-02 1993-05-26 +107270-99999 KARLSRUHE (USA-AF) 49.033 8.367 114.0 1929-08-01 2003-08-16 +107280-99999 COLEMAN AAF / COLEMAN BARRACK 49.564 8.463 94.2 1931-01-01 2013-01-14 +107290-99999 MANNHEIM CITY 49.473 8.514 94.2 1947-07-29 2020-02-06 +107295-99999 COLEMAN (USA-AF) & 49.567 8.467 94.0 1973-01-02 1988-10-27 +107340-99999 HEIDELBERG AAF 49.400 8.650 109.0 1946-11-18 2004-10-11 +107370-99999 STUTTGART 48.767 9.183 305.0 1936-07-01 2003-04-25 +107380-99999 STUTTGART 48.690 9.222 388.9 1939-09-02 2020-02-06 +107420-99999 OEHRINGEN 49.217 9.517 276.0 1949-01-01 2003-08-16 +107430-99999 NIEDERSTETTEN 49.392 9.958 468.2 1973-01-02 2020-02-06 +107450-99999 SCHWABISCH HALL 49.118 9.784 399.6 1936-01-02 2020-02-06 +107520-99999 ILLESHEIM AHP 49.474 10.388 328.6 1939-09-01 2020-02-06 +107550-99999 ANSBACH AHP / KATTERBACH GERM 49.308 10.639 467.0 1939-01-01 2020-02-06 +107610-99999 WEISSENBURG 49.017 10.967 422.0 1931-01-02 2003-08-16 +107630-99999 NURNBERG 49.499 11.078 318.8 1931-01-01 2020-02-06 +107640-99999 FEUCHT(USA\AF) 49.383 11.167 386.0 1968-01-17 2003-07-29 +107650-99999 ROTH 49.218 11.100 386.5 1939-09-01 2013-12-05 +107710-99999 KUEMMERSBRUCK 49.433 11.900 418.0 1973-01-02 2014-09-25 +107750-99999 HOHENFELS AAF 49.218 11.836 443.5 1961-09-18 2020-02-06 +107760-99999 REGENSBURG/OBERHUB 49.050 12.100 376.0 1931-01-02 2003-08-16 +107880-99999 STRAUBING 48.833 12.567 360.0 1939-09-02 2008-12-31 +107910-99999 GROSSER ARBER (MTN) 49.117 13.133 1307.0 1949-01-01 2003-08-16 +108030-99999 FREIBURG (CIV/FAFB) 48.000 7.850 269.0 1931-01-06 2003-08-16 +108050-99999 LAHR 48.369 7.828 155.8 1973-01-01 2020-02-06 +108150-99999 FREUDENSTADT 48.450 8.417 797.0 1973-01-01 2003-08-16 +108180-99999 KLIPPENECK (CLIFF) 48.100 8.750 973.0 1930-09-03 2003-08-16 +108270-99999 MESSSTETTEN 48.183 9.000 920.0 1974-08-20 2013-09-30 +108360-99999 STOETTEN 48.667 9.867 734.0 1949-01-01 2003-08-16 +108370-99999 LAUPHEIM 48.220 9.910 538.3 1973-01-02 2020-02-06 +108380-99999 ULM (MIL/MET) 48.383 9.950 522.0 1949-01-01 2003-08-16 +108450-99999 LEIPHEIM(GAFB) 48.433 10.233 489.0 1937-08-02 1994-03-31 +108520-99999 AUGSBURG 48.425 10.932 461.8 1937-11-01 2020-02-06 +108530-99999 NEUBURG 48.711 11.212 380.7 1938-08-04 2020-02-06 +108560-99999 LECHFELD 48.186 10.861 555.3 1928-11-14 2020-02-06 +108570-99999 LANDSBERG LECH 48.071 10.906 623.0 1938-01-03 2018-07-10 +108580-99999 FURSTENFELDBRUCK 48.206 11.267 519.1 1938-04-01 2003-08-14 +108600-99999 INGOLSTADT MANCHING 48.716 11.534 366.4 1939-11-01 2020-02-06 +108640-99999 NEUBIBERG (GER-AFB) 48.067 11.633 560.0 1937-04-01 2001-04-09 +108660-99999 MUNCHEN 48.354 11.786 453.2 1929-08-01 2020-02-06 +108690-99999 ERDING 48.322 11.949 461.8 1937-09-01 2015-01-30 +108750-99999 MUHLDORF 48.283 12.500 401.0 1973-01-01 2003-08-16 +108930-99999 PASSAU 48.583 13.467 409.0 1949-01-01 1992-12-31 +109000-99999 BREMGARTEN(GAFB) 47.900 7.617 217.0 1973-01-01 2002-01-31 +109080-99999 FELDBERG/SCHWARZWAL 47.883 8.000 1486.0 1931-01-06 2003-08-16 +109210-99999 NEUHAUSEN OB ECK 47.983 8.900 804.0 1973-01-02 1995-02-28 +109290-99999 KONSTANZ 47.683 9.183 447.0 1936-01-02 2003-08-16 +109350-99999 FRIEDRICHSHAFEN 47.671 9.511 416.7 1929-08-01 2020-02-06 +109460-99999 KEMPTEN/DURACH 47.717 10.333 705.0 1941-01-14 2003-08-16 +109470-99999 ALLGAU 47.989 10.240 629.1 1937-04-01 2020-02-06 +109480-99999 OBERSTDORF 47.400 10.283 810.0 1973-01-01 2003-06-28 +109530-99999 KAUFBEUREN(GAFB) 47.867 10.617 721.0 1936-01-02 2003-02-27 +109540-99999 ALTENSTADT 47.833 10.867 760.0 1932-11-22 2020-02-06 +109610-99999 ZUGSPITZE MOUNTAIN 47.417 10.983 2960.0 1931-01-01 2003-08-16 +109620-99999 HOHENPEISSENBERG 47.800 11.017 977.0 1937-04-02 2003-08-16 +109630-99999 GARMISCH (USA-HP) 47.483 11.067 719.0 1949-01-01 2003-08-16 +109711-99999 BAD TOLZ (USA-AF) & 47.767 11.600 716.0 1964-09-16 1986-11-14 +109800-99999 WENDELSTEIN MTN 47.700 12.017 1832.0 1973-01-01 2003-08-16 +110010-99999 WOLFSEGG 48.100 13.667 615.6 1973-07-15 2020-02-06 +110080-99999 ROHRBACH 48.567 14.000 602.0 1976-11-01 2020-02-06 +110100-99999 LINZ 48.233 14.188 298.1 1934-10-01 2020-02-06 +110120-99999 KREMSMUENSTER 48.050 14.133 389.0 1973-08-02 2020-02-06 +110150-99999 FREISTADT 48.500 14.500 548.0 1973-06-23 2014-08-04 +110162-99999 LUGPLATZ VOSLAU 47.967 16.267 233.0 2004-05-10 2020-02-06 +110180-99999 AMSTETTEN 48.100 14.900 271.0 1965-05-26 2020-02-06 +110190-99999 ALLENTSTEIG 48.683 15.367 607.0 1994-06-01 2020-02-06 +110200-99999 STIFT ZWETTL 48.617 15.200 506.0 1979-10-02 2020-02-06 +110210-99999 LITSCHAU 48.950 15.033 556.7 1976-10-21 2020-02-06 +110220-99999 RETZ 48.767 15.950 323.0 1965-05-26 2020-02-06 +110240-99999 JAUERLING 48.333 15.333 959.0 1973-06-23 2020-02-06 +110280-99999 ST. POELTEN 48.183 15.617 284.0 1952-01-01 2005-07-21 +110300-99999 TULLN 48.321 16.112 175.3 1940-03-11 2020-02-06 +110320-99999 POYSDORF 48.667 16.633 207.0 1973-08-21 2020-02-06 +110340-99999 WIEN/INNERE STADT 48.200 16.367 171.0 1990-07-05 2020-02-06 +110350-99999 WIEN/HOHE WARTE 48.250 16.367 200.0 1931-01-02 2020-02-06 +110360-99999 SCHWECHAT 48.110 16.570 182.9 1952-01-01 2020-02-06 +110400-99999 WIEN/UNTERLAA 48.133 16.417 199.0 2001-09-19 2020-02-06 +110510-99999 RANSHOFEN 48.217 13.033 388.1 1995-08-01 2020-02-06 +110530-99999 RIED IM INNKREIS 48.217 13.483 429.2 2001-09-19 2020-02-06 +110550-99999 SCHAERDING 48.467 13.433 318.0 1994-10-12 2020-02-06 +110600-99999 LINZ/STADT 48.300 14.283 263.0 1994-06-01 2020-02-06 +110700-99999 KREMS 48.417 15.617 204.0 2001-09-19 2020-02-06 +110750-99999 LANGENOIS (AUT) 48.467 15.700 210.0 1990-12-01 2020-02-06 +110780-99999 LILIENFELD/TARSCHBERG 48.033 15.583 696.0 1994-02-01 2020-02-06 +110820-99999 GUMPOLDSKIRCHEN 48.033 16.283 233.0 1992-02-01 2020-02-06 +111010-99999 BREGENZ 47.500 9.750 441.9 1965-05-26 2020-02-06 +111050-99999 FELDKIRCH 47.267 9.617 439.0 1966-10-06 2020-02-06 +111120-99999 LANDECK 47.140 10.564 806.5 1965-05-26 2020-02-06 +111200-99999 INNSBRUCK 47.260 11.344 580.9 1931-01-04 2020-02-06 +111260-99999 PATSCHERKOFEL 47.217 11.467 2254.0 1967-06-22 2020-02-06 +111270-99999 OBERGURGL 46.867 11.033 1937.0 1984-01-02 2020-02-06 +111300-99999 KUFSTEIN 47.583 12.167 493.0 1965-05-26 2020-02-06 +111360-99999 KRIMML 47.233 12.183 1010.7 1973-07-04 2020-02-06 +111380-99999 ALPINZENTRUM RUDOLFSHUETTE 47.133 12.633 2310.0 1981-04-01 2020-02-06 +111410-99999 BISCHOFSHOFEN 47.400 13.217 548.0 1981-03-03 2020-02-06 +111440-99999 ZELL AM SEE (AUT) 47.333 12.800 763.0 1966-10-03 2019-12-16 +111460-99999 SONNBLICK 47.050 12.950 3109.0 1939-01-01 2020-01-22 +111490-99999 OBERTAUERN 47.250 13.567 1744.9 1973-04-25 2020-02-06 +111500-99999 SALZBURG 47.793 13.004 430.1 1938-06-01 2020-02-06 +111520-99999 MATTSEE 47.983 13.100 503.0 1973-08-21 2020-02-06 +111540-99999 GMUNDEN 47.900 13.800 428.0 1973-08-20 2016-12-11 +111550-99999 FEUERKOGEL 47.817 13.717 1620.1 1965-05-26 2020-02-06 +111570-99999 AIGEN/ENNSTAL (MIL) 47.533 14.133 649.0 1938-01-03 2020-02-06 +111650-99999 ZELTWEG 47.203 14.744 676.7 1938-06-01 2020-02-06 +111700-99999 LUNZ 47.850 15.067 615.0 1973-06-24 2020-02-06 +111720-99999 MARIAZELL 47.767 15.317 875.0 1973-01-01 2017-12-24 +111800-99999 RAX/SEILBAHN-BERGSTATION 47.717 15.783 1554.0 1977-01-14 2020-02-06 +111820-99999 WIENER NEUSTADT 47.833 16.217 285.0 1934-05-01 2020-02-06 +111850-99999 MOENICHKIRCHEN 47.517 16.033 994.0 1965-05-26 2020-02-06 +111900-99999 EISENSTADT 47.850 16.533 189.3 1973-06-27 2020-02-06 +111920-99999 KLEINZICKEN 47.200 16.333 267.0 1978-05-02 2020-02-06 +111940-99999 NEUSIEDL AM SEE 47.950 16.850 132.0 1985-01-02 2008-12-31 +112040-99999 LIENZ 46.833 12.817 666.0 1938-04-01 2020-02-06 +112120-99999 VILLACHERALPE 46.600 13.667 2160.0 1965-05-26 2019-01-05 +112130-99999 VILLACH 46.617 13.883 494.0 1976-11-02 2020-02-06 +112140-99999 PREITENEGG 46.933 14.917 1035.0 1965-05-26 2020-02-06 +112310-99999 KLAGENFURT(CIV/MIL) 46.650 14.333 452.0 1931-01-07 2020-02-06 +112400-99999 GRAZ 46.991 15.440 339.9 1934-02-01 2020-02-06 +112410-99999 SCHOECKL 47.200 15.467 1442.0 1976-11-01 2020-02-06 +112480-99999 BAD RADKERSBURG 46.683 15.983 214.0 1994-08-01 2016-04-05 +112520-99999 VIRGEN 47.000 12.450 1190.0 1994-02-01 2020-02-06 +112550-99999 KOETSCHACH-MAUTHEN 46.683 13.000 711.0 1990-12-01 2020-02-06 +112700-99999 DELLACH IM DRAUTAL 46.733 13.083 625.0 1991-02-14 2020-02-06 +112750-99999 ARRIACH 46.733 13.850 892.3 1990-12-01 2020-02-06 +112800-99999 MURAU 47.117 14.183 813.0 1990-12-01 2020-02-06 +112920-99999 LASSNITZHOEHE 47.067 15.583 533.0 1990-12-01 2020-02-06 +113020-99999 DORNBIRN 47.433 9.733 410.0 1995-10-01 2020-02-06 +113080-99999 WARTH 47.250 10.183 1471.0 1991-02-05 2020-02-06 +113100-99999 ISCHGL/IDALPE 46.983 10.317 2319.0 1990-12-01 2020-02-06 +113400-99999 SCHMITTENHOEHE 47.333 12.733 1954.4 1990-06-01 2020-02-06 +113450-99999 ST VEIT IM PONGAU 47.333 13.150 749.2 1990-06-01 2020-02-06 +113460-99999 RAURIS 47.217 13.000 935.0 1994-06-01 2020-02-06 +113480-99999 MARIAPFARR 47.150 13.750 1151.0 1991-11-02 2019-06-11 +113510-99999 RAMSAU/DACHSTEIN 47.433 13.633 1209.7 1991-11-02 2020-02-06 +113550-99999 WINDISCHGARSTEN 47.733 14.333 614.0 1990-06-01 2020-02-06 +113560-99999 BAD AUSSEE 47.617 13.750 747.0 1995-01-02 2020-02-06 +113570-99999 ST. WOLFGANG 47.733 13.450 537.0 1990-06-01 2020-02-06 +113580-99999 BAD MITTERNDORF 47.550 13.933 803.0 1995-01-02 2020-02-06 +113700-99999 KAPFENBERG 47.450 15.300 506.4 2001-09-19 2018-05-16 +113800-99999 REICHENAU/RAX 47.700 15.833 486.0 1991-02-06 2020-02-06 +113820-99999 PUCHBERG 47.783 15.900 582.0 1991-04-01 2020-02-06 +113840-99999 HIRSCHENKOGEL 47.617 15.833 1319.0 1995-07-01 2020-02-06 +113850-99999 HOHE WAND/HOCHKOGELHAUS 47.817 16.033 939.0 1994-02-01 2020-02-06 +114060-99999 CHEB 50.067 12.383 490.0 1937-01-02 2020-02-06 +114140-99999 KARLOVY VARY 50.203 12.915 606.2 1939-01-01 2020-02-06 +114230-99999 PRIMDA 49.667 12.683 747.4 1940-01-02 2020-02-06 +114232-99999 KBELY 50.121 14.544 286.2 2004-05-10 2020-02-06 +114233-99999 KUNOVICE 49.029 17.440 177.1 2004-05-10 2020-02-06 +114380-99999 TUSIMICE 50.383 13.333 326.2 1978-06-08 2020-02-06 +114480-99999 PLZEN LINE 49.675 13.275 362.1 1939-04-01 2020-02-06 +114500-99999 PLZEN-MIKULKA 49.767 13.383 371.5 1937-03-01 2020-02-06 +114570-99999 CHURANOV 49.067 13.617 1122.2 1973-01-01 2020-02-06 +114640-99999 MILESOVKA 50.550 13.933 842.6 1931-02-02 2020-02-06 +114870-99999 KOCELOVICE 49.467 13.833 521.9 1975-08-01 2020-02-06 +115020-99999 USTI NAD LABEM 50.683 14.033 378.6 1978-07-14 2020-02-06 +115090-99999 DOKSANY 50.467 14.167 160.2 1995-04-01 2020-02-06 +115180-99999 RUZYNE 50.101 14.260 380.1 1929-08-01 2020-02-06 +115200-99999 PRAHA-LIBUS 50.000 14.450 303.7 1973-01-01 2020-02-06 +115380-99999 TEMELIN 49.200 14.350 508.0 1989-12-01 2020-02-06 +115410-99999 CESKE BUDEJOVICE 48.950 14.433 436.0 1933-01-02 2007-02-27 +115460-99999 C. BUDEJOVICE-ROZNOV 48.950 14.467 396.4 2001-09-15 2020-02-06 +115670-99999 PRAHA-KBELY 50.117 14.533 285.5 1939-03-21 2020-02-06 +116030-99999 LIBEREC 50.767 15.017 401.5 1937-03-02 2020-02-06 +116240-99999 CASLAV 49.940 15.382 242.0 1997-01-01 2020-02-06 +116280-99999 KOSETICE 49.567 15.083 532.1 1988-10-01 2020-02-06 +116360-99999 KOSTELNI MYSLOVA 49.167 15.433 572.4 1952-01-01 2020-02-06 +116430-99999 PEC POD SNEZKOU 50.700 15.733 820.6 1931-01-01 2020-02-06 +116480-99999 HRADEC KRALOVE 50.250 15.850 244.0 1939-03-17 2003-07-31 +116520-99999 PARDUBICE 50.013 15.739 225.9 1996-05-06 2020-02-06 +116590-99999 PRIBYSLAV 49.583 15.767 536.4 1937-01-02 2020-02-06 +116790-99999 USTI NAD ORLICI 49.983 16.417 404.9 1973-01-01 2020-02-06 +116830-99999 SVRATOUCH 49.733 16.033 740.4 1977-06-01 2020-02-06 +116920-99999 NAMEST 49.166 16.125 471.8 1996-05-06 2020-02-06 +116930-99999 DUKOVANY 49.100 16.133 402.0 1987-10-01 2020-02-06 +116980-99999 KUCHAROVICE 48.883 16.083 338.7 1978-06-08 2020-02-06 +117100-99999 LUKA 49.650 16.950 515.6 1977-06-01 2020-02-06 +117230-99999 TURANY 49.151 16.694 237.1 1939-03-20 2020-02-06 +117300-99999 SERAK 50.183 17.117 1327.5 2004-07-06 2020-02-06 +117350-99999 PRADED MOUNTAIN 50.067 17.233 1492.0 1937-01-02 2002-03-07 +117480-99999 PREROV 49.426 17.405 206.0 1996-05-06 2013-10-01 +117660-99999 CERVENA 49.783 17.550 753.3 1978-06-08 2020-02-06 +117740-99999 HOLESOV 49.317 17.567 224.0 1953-04-04 2020-02-06 +117820-99999 MOSNOV 49.696 18.111 257.3 1952-01-01 2020-02-06 +117870-99999 LYSA HORA 49.550 18.450 1326.8 1973-01-01 2020-02-06 +118160-99999 M R STEFANIK 48.170 17.213 132.9 1940-01-01 2020-02-06 +118260-99999 PIESTANY 48.617 17.833 164.0 1937-01-02 2020-02-06 +118410-99999 ZILINA/HRICOV 49.233 18.617 311.0 1975-05-15 2020-02-06 +118550-99999 NITRA 48.283 18.133 136.0 1937-01-02 2020-02-06 +118580-99999 HURBANOVO 47.867 18.200 124.0 1973-01-01 2020-02-06 +118670-99999 PRIEVIDZA 48.767 18.600 261.0 1978-06-06 2020-02-06 +118800-99999 DUDINCE 48.167 18.867 140.0 1978-03-08 2020-02-06 +119030-99999 SLIAC 48.650 19.150 315.0 1952-01-01 2020-02-06 +119160-99999 CHOPOK 48.983 19.600 2007.0 1973-01-01 2020-02-06 +119180-99999 LIESEK 49.367 19.683 693.0 1933-03-01 2020-02-06 +119270-99999 LUCENEC 48.333 19.733 214.0 1978-06-08 2020-02-06 +119276-99999 ZILINA 49.232 18.614 310.9 2004-05-10 2020-02-06 +119300-99999 LOMNICKY STIT 49.200 20.217 2635.0 1952-01-01 2020-02-06 +119340-99999 TATRY 49.074 20.241 718.1 1957-03-12 2020-02-06 +119380-99999 TELGART 48.850 20.183 906.0 1978-06-08 2020-02-06 +119680-99999 KOSICE 48.667 21.217 231.0 1952-01-01 2020-02-06 +119760-99999 STROPKOV TISINEC 49.217 21.650 217.0 1978-06-08 2020-02-06 +119780-99999 MILHOSTOV 48.667 21.733 106.0 1989-01-03 2020-02-06 +119930-99999 KAMENICA NAD CIROCHOU 48.933 22.000 178.0 1973-01-01 2020-02-06 +121000-99999 KOLOBRZEG 54.183 15.583 5.0 1935-01-01 2020-02-06 +121050-99999 KOSZALIN 54.200 16.150 34.0 1952-01-01 2020-02-06 +121051-99999 BABICE 52.268 20.911 107.3 2004-05-26 2020-02-06 +121052-99999 INOWROCLAW 52.817 18.333 83.0 2004-05-10 2020-02-06 +121053-99999 LECZYCA 52.000 19.150 150.0 1988-04-21 2020-02-06 +121054-99999 TOMASZOW 51.533 20.017 190.0 2004-05-10 2020-02-06 +121055-99999 LUBLINEK 51.717 19.400 184.0 2004-08-10 2020-02-06 +121150-99999 USTKA 54.583 16.867 11.0 1937-07-15 2020-02-06 +121200-99999 LEBA 54.750 17.533 6.0 1973-01-01 2020-02-06 +121240-99999 DARLOWEK 54.400 16.350 5.0 2002-06-01 2020-02-06 +121250-99999 LEBORK 54.550 17.750 41.0 1953-04-01 2020-02-06 +121350-99999 HEL 54.600 18.817 3.0 1955-07-01 2020-02-06 +121360-99999 LEBUNIA 54.417 17.767 151.0 2002-06-01 2020-02-06 +121420-99999 OKSYWIE 54.567 18.517 70.0 2002-06-01 2020-02-06 +121460-99999 PRUSZCZ GDANSKI 54.248 18.672 6.4 2002-06-01 2020-02-06 +121500-99999 LECHA WALESY 54.378 18.466 149.0 1931-01-01 2020-02-06 +121600-99999 ELBLAG-MILEJEWO 54.223 19.543 43.0 1933-01-02 2020-02-06 +121850-99999 KETRZYN 54.067 21.367 110.0 1952-01-01 2020-02-06 +121950-99999 SUWALKI 54.133 22.950 186.0 1931-01-09 2020-02-06 +122000-99999 SWINOUJSCIE 53.917 14.233 5.0 1933-07-04 2020-02-06 +122050-99999 SZCZECIN 53.400 14.617 7.0 1928-01-01 2020-02-06 +122100-99999 RESKO-SMOLSKO 53.767 15.400 52.9 1973-01-01 2020-02-06 +122120-99999 SWIDWIN 53.791 15.826 117.3 1940-04-02 2020-02-06 +122150-99999 SZCZECINEK 53.717 16.747 144.0 1973-01-01 2020-02-06 +122250-99999 NADARZYCE 53.450 16.500 129.0 1931-11-02 2020-02-06 +122260-99999 MIROSLAWIEC 53.395 16.083 150.9 1987-03-01 2020-02-06 +122300-99999 PILA 53.133 16.750 73.0 1973-01-01 2008-12-31 +122350-99999 CHOJNICE 53.717 17.550 172.0 1941-01-01 2020-02-06 +122500-99999 TORUN 53.050 18.583 72.0 1934-03-31 2020-02-06 +122700-99999 MLAWA 53.100 20.350 149.0 1934-03-31 2020-02-06 +122720-99999 OLSZTYN 53.767 20.417 137.0 1935-01-01 2020-02-06 +122800-99999 MIKOLAJKI 53.783 21.583 132.0 1962-11-05 2020-02-06 +122850-99999 OSTROLEKA 53.083 21.567 97.0 1941-01-01 2020-02-06 +122950-99999 BIALYSTOK 53.100 23.167 151.0 1931-01-01 2020-02-06 +123000-99999 GORZOW WLKP 52.750 15.283 73.0 1952-01-01 2020-02-06 +123100-99999 SLUBICE 52.350 14.600 24.0 1952-01-02 2020-02-06 +123260-99999 KRZESINY 52.332 16.966 80.8 2002-06-01 2020-02-06 +123300-99999 LAWICA 52.421 16.826 93.9 1931-01-02 2020-02-06 +123360-99999 POWIDZ 52.379 17.854 113.1 2001-09-19 2020-02-06 +123450-99999 KOLO 52.200 18.667 117.0 1952-04-01 2020-02-06 +123600-99999 PLOCK 52.583 19.733 109.0 1935-01-01 2020-02-06 +123750-99999 OKECIE 52.166 20.967 110.3 1928-01-02 2020-02-06 +123760-99999 MINSK MAZOWIECKI 52.196 21.656 184.1 2002-06-01 2020-02-06 +123765-99999 MALBORK 54.027 19.134 4.9 2005-01-01 2020-02-06 +123850-99999 SIEDLCE 52.181 22.250 155.0 1973-01-01 2020-02-06 +123990-99999 TERESPOL 52.067 23.617 137.0 1973-01-01 2020-02-06 +124000-99999 ZIELONA GORA 51.933 15.533 192.0 1931-01-01 2020-02-06 +124150-99999 LEGNICA 51.200 16.200 124.0 1937-04-01 2020-02-06 +124180-99999 LESZNO 51.833 16.533 92.0 1973-01-01 2008-12-31 +124240-99999 STRACHOWICE 51.103 16.886 123.1 1939-01-02 2020-02-06 +124350-99999 KALISZ 51.783 18.083 140.0 1952-01-01 2020-02-06 +124540-99999 LASK 51.552 19.179 192.9 2002-06-01 2020-02-06 +124550-99999 WIELUN 51.217 18.567 201.0 1939-12-01 2020-02-06 +124650-99999 LODZ 51.733 19.400 190.0 1934-03-29 2008-12-31 +124690-99999 SULEJOW 51.350 19.867 189.0 1973-01-01 2020-02-06 +124880-99999 KOZIENICE 51.567 21.550 126.0 1975-08-12 2020-02-06 +124900-99999 DEBLIN 51.551 21.894 119.5 1934-01-04 2020-02-06 +124950-99999 LUBLIN RADAWIEC 51.217 22.400 240.0 1931-01-03 2020-02-06 +124970-99999 WLODAWA 51.550 23.533 179.0 1973-01-01 2020-02-06 +125000-99999 JELENIA GORA 50.900 15.800 344.0 1933-06-01 2020-02-06 +125100-99999 SNIEZKA 50.733 15.733 1613.0 1952-01-01 2020-02-06 +125200-99999 KLODZKO 50.433 16.617 357.0 1952-01-02 2020-02-06 +125300-99999 OPOLE 50.617 17.967 163.0 1973-01-01 2020-02-06 +125400-99999 RACIBORZ 50.050 18.200 206.0 1953-01-02 2020-02-06 +125500-99999 CZESTOCHOWA 50.817 19.100 295.0 1940-01-01 2020-02-06 +125600-99999 KATOWICE 50.233 19.033 284.0 1934-03-30 2020-02-06 +125660-99999 BALICE 50.078 19.785 241.1 1931-01-03 2020-02-06 +125700-99999 KIELCE-SUKOW 50.817 20.700 261.0 1934-10-02 2020-02-06 +125750-99999 TARNOW 50.033 20.983 209.0 1939-11-26 2020-02-06 +125800-99999 JASIONKA 50.110 22.019 205.7 1954-01-02 2020-02-06 +125850-99999 SANDOMIERZ 50.700 21.717 218.0 1940-01-01 2020-02-06 +125950-99999 ZAMOSC 50.700 23.250 213.0 1940-02-20 2020-02-06 +126000-99999 BIELSKO-BIALA 49.800 19.000 399.0 1939-10-09 2020-02-06 +126250-99999 ZAKOPANE 49.300 19.967 857.0 1934-03-29 2020-02-06 +126500-99999 KASPROWY WIERCH 49.233 19.983 1989.0 1940-01-01 2020-02-06 +126600-99999 NOWY SACZ 49.617 20.700 295.0 1973-01-01 2020-02-06 +126700-99999 KROSNO 49.700 21.767 329.0 1985-04-01 2020-02-06 +126900-99999 LESKO 49.467 22.350 422.0 1973-01-01 2020-02-06 +126950-99999 PRZEMYSL 49.800 22.767 280.0 1934-03-30 2020-02-06 +127560-99999 SZECSENY 48.117 19.517 153.0 2001-07-05 2020-02-06 +127660-99999 JOSVAFO 48.483 20.533 305.0 2001-07-05 2020-02-06 +127720-99999 MISKOLC 48.083 20.767 236.0 1952-01-01 2020-02-06 +127860-99999 ZAHONY 48.400 22.167 104.0 2001-07-05 2020-02-06 +128050-99999 SOPRON 47.683 16.600 239.0 1936-06-01 2020-02-06 +128120-99999 SZOMBATHELY ARPT / VAS 47.283 16.633 223.1 1936-01-05 2020-02-06 +128150-99999 MOSONMAGYAROVAR 47.883 17.283 122.0 1996-12-01 2020-02-06 +128220-99999 GYOR 47.717 17.683 129.0 1973-01-01 2020-02-06 +128250-99999 PAPA 47.364 17.501 152.0 1973-01-01 2020-02-06 +128300-99999 VESZPREM/SZENTKIRALYSZABADJA 47.067 17.833 281.0 1988-02-10 2020-02-06 +128360-99999 TATA 47.650 18.317 129.0 2001-07-05 2020-02-06 +128390-99999 FERIHEGY 47.437 19.256 150.9 1952-01-01 2020-02-06 +128430-99999 BUDAPEST/PESTSZENTLORINC 47.433 19.183 139.0 1973-01-01 2020-02-06 +128460-99999 AGARD 47.183 18.617 106.0 2001-07-05 2020-02-06 +128470-99999 TAT 47.750 18.600 109.0 2001-08-05 2020-02-06 +128510-99999 KEKESTETO 47.867 20.017 1015.0 1934-09-01 2020-02-06 +128600-99999 SZOLNOK 47.123 20.236 98.1 1952-01-01 2020-02-06 +128660-99999 POROSZLO 47.650 20.633 92.0 2001-07-05 2020-02-06 +128700-99999 EGER 47.900 20.383 218.0 1936-01-02 2020-02-06 +128820-99999 DEBRECEN 47.489 21.615 110.0 1931-01-04 2020-02-06 +128920-99999 NYIREGYHAZA 47.984 21.692 103.0 1973-01-01 2020-02-06 +129100-99999 SZENTGOTTHARD/FARKASFA 46.917 16.317 313.0 1974-08-12 2020-02-06 +129150-99999 ZALAEGERSZEG/ANDRASHIDA 46.867 16.800 180.0 1977-09-09 2020-02-06 +129200-99999 KESZTHELY 46.736 17.239 110.7 1936-01-01 2020-02-06 +129220-99999 SARMELLEK 46.683 17.167 125.0 2001-09-19 2020-02-06 +129250-99999 NAGYKANIZSA 46.450 16.967 141.0 1973-01-01 2020-02-06 +129300-99999 KAPOSVAR 46.383 17.833 145.0 1936-10-01 2020-02-06 +129350-99999 SIOFOK 46.917 18.050 109.0 1973-01-01 2020-02-06 +129420-99999 PECS SOUTH 45.991 18.241 304.8 1936-05-01 2020-02-06 +129500-99999 PAKS 46.583 18.850 98.0 1980-10-09 2020-02-06 +129600-99999 BAJA 46.183 19.017 113.0 1973-01-01 2020-02-06 +129700-99999 KECSKEMET 46.918 19.749 114.6 1973-01-01 2020-02-06 +129820-99999 SZEGED (AUT) 46.250 20.100 83.0 1936-01-01 2020-02-06 +129920-99999 BEKESCSABA 46.683 21.167 90.0 1936-12-01 2020-02-06 +130140-99999 LJUBLJANA/BRNIK 46.217 14.483 385.0 1973-01-01 2004-12-31 +130260-99999 MARIBOR 46.483 15.683 265.0 1973-01-01 2004-09-24 +130670-99999 PALIC 46.100 19.767 105.0 1973-01-01 2020-02-06 +131050-99999 PORTOROZ/SECOVLJE 45.483 13.617 3.0 1974-06-02 2007-03-07 +131160-99999 RIJEKA 45.217 14.570 84.7 1973-01-01 2020-02-06 +131500-99999 SLAVONSKI BROD 45.167 18.000 88.0 1936-09-01 1997-01-16 +131600-99999 SOMBOR 45.767 19.150 89.0 1982-01-01 2020-02-06 +131680-99999 NOVI SAD RIMSKI SANCEVI 45.333 19.850 87.0 1936-08-01 2020-02-06 +131730-99999 ZRENJANIN 45.367 20.417 82.0 1982-01-01 2020-02-06 +131740-99999 KIKINDA 45.850 20.467 82.0 1973-01-02 2020-02-06 +131800-99999 BANATSKI KARLOVAC 45.050 21.033 91.0 1991-07-01 2020-02-06 +131830-99999 VRSAC 45.147 21.310 84.1 1973-01-01 2020-02-06 +132240-99999 ZADAR/ZEMUNIK 44.083 15.350 82.0 1973-01-01 1996-01-01 +132280-99999 BIHAC 44.817 15.883 250.0 1957-01-15 2003-07-14 +132420-99999 BANJA LUKA 44.941 17.298 121.9 1936-07-01 2020-02-06 +132620-99999 LOZNICA 44.550 19.233 122.0 1973-01-01 2020-02-06 +132660-99999 SREMSKA MITROVICA 45.100 19.550 83.0 1982-04-01 2020-02-06 +132690-99999 VALJEVO 44.317 19.917 177.0 1973-01-02 2020-02-06 +132720-99999 BEOGRAD 44.818 20.309 102.1 1945-05-01 2020-02-06 +132740-99999 BEOGRAD 44.800 20.467 132.0 1952-01-01 2020-02-06 +132790-99999 SMEDEREVSKA PALANKA 44.367 20.950 122.0 1973-01-02 2020-02-06 +132850-99999 VELIKO GRADISTE 44.750 21.517 84.0 1936-07-01 2020-02-06 +132890-99999 CRNI VRH 44.117 21.950 1039.0 1973-03-02 2020-02-06 +132950-99999 NEGOTIN 44.233 22.550 44.0 1973-01-01 2020-02-06 +133330-99999 SPLIT/KASTEL STAFIL 43.533 16.300 24.0 1961-01-01 1996-07-14 +133480-99999 MOSTAR 43.283 17.846 47.5 1936-07-01 2020-02-06 +133530-99999 SARAJEVO 43.825 18.331 520.6 1936-01-02 2020-02-06 +133630-99999 PLEVLJA 43.350 19.350 788.0 1936-01-02 2020-02-06 +133670-99999 ZLATIBOR 43.733 19.717 1029.0 1973-01-01 2020-02-06 +133690-99999 SJENICA 43.283 20.000 1039.0 1982-04-01 2020-02-06 +133700-99999 POZEGA UZICKA 43.833 20.033 312.0 1982-01-01 2020-02-06 +133760-99999 KRALJEVO 43.700 20.700 217.0 1936-01-02 2020-02-06 +133780-99999 KOPAONIK 43.283 20.800 1713.0 1982-04-01 2020-02-06 +133830-99999 KRUSEVAC 43.567 21.350 167.0 1982-01-01 2020-02-06 +133840-99999 CUPRIJA 43.933 21.383 125.0 1973-01-05 2020-02-06 +133880-99999 NIS 43.337 21.854 197.5 1936-01-02 2020-02-06 +133890-99999 LESKOVAC 42.983 21.950 232.0 1973-01-02 2020-02-06 +133970-99999 DIMITROVGRAD 43.017 22.750 450.0 1973-01-05 2020-02-06 +134520-99999 DUBROVNIK-CILIPI 42.567 18.267 161.0 1973-01-01 2003-01-06 +134570-99999 TIVAT 42.405 18.723 6.1 1976-12-21 2020-02-06 +134590-99999 NIKSIC 42.767 18.950 647.0 1975-10-23 2020-02-06 +134610-99999 BAR 42.100 19.100 6.0 1982-01-01 2020-02-06 +134620-99999 PODGORICA / GOLUBOVCI 42.367 19.250 33.0 1952-01-01 2020-02-06 +134624-99999 PODGORICA TITOGRAD 42.433 19.283 53.0 1993-04-08 2020-02-06 +134730-99999 PEC 42.667 20.300 499.0 1973-01-01 2007-02-27 +134770-99999 PRIZREN 42.217 20.733 403.0 1973-01-02 2014-06-02 +134810-99999 PRISTINA 42.573 21.036 545.3 1973-01-01 2005-10-24 +134890-99999 VRANJE 42.550 21.917 434.0 1979-11-04 2020-02-06 +134930-99999 KRIVA PALANKA 42.200 22.333 696.0 1973-01-01 2020-02-06 +135620-99999 ULCINJ 41.917 19.217 29.0 1952-01-01 2002-12-22 +135780-99999 OHRID 41.180 20.742 705.0 1973-01-05 2020-02-06 +135830-99999 BITOLA 41.050 21.367 589.0 1973-01-01 2020-02-06 +135850-99999 PRILEP 41.333 21.567 674.0 1936-01-02 2020-02-06 +135860-99999 SKOPJE 41.962 21.621 238.0 1928-01-06 2020-02-06 +135910-99999 STIP 41.750 22.183 327.0 1973-01-02 2020-02-06 +135920-99999 DEMIR KAPIJA 41.417 22.250 126.0 1973-01-01 2020-02-06 +135970-99999 GEVGELIJA 41.150 22.500 59.0 2001-07-05 2020-02-06 +135980-99999 BEROVO 41.717 22.850 836.0 1991-07-01 2020-02-06 +136000-99999 SHKODRA 42.100 19.533 43.0 1956-01-01 2020-02-06 +136150-99999 TIRANA RINAS 41.415 19.721 38.4 1956-01-01 2020-02-06 +136220-99999 VLORE 40.467 19.483 5.0 1960-10-02 2020-02-06 +136240-99999 QYTETI STALIN 40.800 19.900 33.0 1973-01-06 2020-02-06 +136290-99999 KORCA 40.600 20.767 899.0 1956-01-01 2020-02-06 +140080-99999 KREDARICA 46.383 13.850 2515.0 1996-02-01 2020-02-06 +140150-99999 LJUBLJANA/BEZIGRAD 46.067 14.517 298.0 1996-01-01 2020-02-06 +140230-99999 CELJE 46.233 15.233 243.6 1996-01-01 2020-02-06 +140240-99999 LISCA 46.067 15.283 941.0 1996-02-01 2020-02-06 +140310-99999 MURSKA SOBOTA 46.650 16.200 186.7 1996-02-01 2020-02-06 +141050-99999 PORTOROZ 45.473 13.615 2.1 1996-01-01 2020-02-06 +141060-99999 NOVA GORICA 45.900 13.633 56.1 1996-01-01 2020-02-06 +141210-99999 NOVO MESTO 45.800 15.183 220.0 1996-02-01 2020-02-06 +142160-99999 RIJEKA/KOZALA 45.333 14.450 125.0 1996-02-01 2020-02-06 +142190-99999 PARG 45.600 14.633 863.0 1996-02-01 2020-02-06 +142320-99999 KARLOVAC 45.500 15.567 111.0 1996-02-01 2020-02-06 +142340-99999 KRAPINA 46.133 15.883 203.1 1996-02-01 2020-02-06 +142350-99999 PUNTIJARKA 45.917 15.967 988.0 1996-02-01 2020-02-06 +142360-99999 ZAGREB/GRIC 45.800 15.967 157.0 1996-02-01 2020-02-06 +142400-99999 ZAGREB\MAKSIMIR 45.817 16.033 128.0 1996-02-01 2020-02-06 +142410-99999 ZAGREB 45.743 16.069 107.6 1996-02-01 2020-02-06 +142440-99999 SISAK 45.500 16.367 106.0 1996-02-01 2020-02-06 +142460-99999 VARAZDIN 46.295 16.381 167.0 1996-02-01 2020-02-06 +142480-99999 KRIZEVCI 46.033 16.550 146.0 1996-01-17 2020-02-06 +142530-99999 BJELOVAR 45.917 16.867 142.4 1996-02-01 2020-02-06 +142560-99999 BILOGORA 45.883 17.200 263.0 1996-02-01 2020-02-06 +142580-99999 DARUVAR 45.600 17.233 161.0 1996-02-01 2020-02-06 +142800-99999 OSIJEK-CEPIN 45.500 18.567 89.3 2003-03-30 2020-02-06 +143070-99999 PULA 44.894 13.922 83.5 1996-02-01 2020-02-06 +143080-99999 PAZIN 45.233 13.933 293.0 1996-02-01 2020-02-06 +143140-99999 MALI LOSINJ 44.533 14.483 53.0 1996-02-01 2020-02-06 +143210-99999 RAB 44.750 14.767 19.9 1996-02-01 2020-02-06 +143230-99999 SENJ 45.000 14.900 28.0 1996-02-01 2020-02-06 +143240-99999 ZAVIZAN 44.817 14.983 1597.0 1996-02-01 2020-02-06 +143280-99999 OGULIN 45.267 15.233 328.0 1996-02-01 2020-02-06 +143300-99999 GOSPIC 44.550 15.367 565.0 1996-02-01 2020-02-06 +143820-99999 GRADISTE 45.150 18.700 98.0 1996-01-06 2020-02-06 +144280-99999 ZADAR PUNTAMIKA 44.133 15.217 7.0 1996-02-01 2020-02-06 +144310-99999 ZADAR 44.108 15.347 88.1 1996-01-01 2020-02-06 +144380-99999 SIBENIK 43.733 15.917 75.0 1996-02-01 2020-02-06 +144410-99999 KOMIZA 43.050 16.100 20.0 1996-02-01 2020-02-06 +144430-99999 PALAGRUZA 42.400 16.267 98.0 1996-02-01 2020-02-06 +144440-99999 SPLIT 43.539 16.298 24.1 1996-02-01 2020-02-06 +144450-99999 SPLIT/MARJAN 43.517 16.433 128.0 1996-02-01 2020-02-06 +144470-99999 HVAR 43.167 16.450 25.0 1996-02-01 2020-02-06 +144520-99999 LASTOVO 42.767 16.900 187.0 2001-09-16 2020-02-06 +144540-99999 MAKARSKA 43.283 17.017 49.0 1996-02-01 2020-02-06 +144620-99999 PLOCE 43.050 17.450 5.0 1996-02-01 2020-02-06 +144720-99999 DUBROVNIK/GORICA 42.650 18.083 53.0 1996-02-01 2020-02-06 +145420-99999 BANJA LUKA 44.783 17.217 156.0 2001-07-05 2020-02-06 +145570-99999 TUZLA 44.550 18.700 307.0 2001-07-05 2020-02-06 +146480-99999 MOSTAR 43.350 17.800 108.0 2001-07-05 2020-02-06 +146520-99999 BJELASNICA 43.717 18.267 2070.0 1999-10-29 2020-02-06 +146540-99999 SARAJEVO-BJELAVE 43.867 18.433 638.0 1998-10-12 2020-02-06 +150000-99999 DARABANI 48.200 26.583 260.0 1986-12-01 2020-02-06 +150040-99999 SIGHETUL MARMATIEI 47.933 23.900 276.0 1965-07-01 2020-02-06 +150070-99999 RADAUTI 47.833 25.900 391.0 1973-07-21 2020-02-06 +150100-99999 SATU MARE 47.703 22.886 126.2 1952-01-01 2020-02-06 +150140-99999 TAUTII MAGHERAUS 47.658 23.470 184.1 1974-03-15 2020-02-06 +150150-99999 OCNA SUGATAG 47.733 23.950 503.0 1974-03-16 2020-02-06 +150200-99999 BOTOSANI 47.733 26.650 163.0 1957-09-01 2020-02-06 +150230-99999 STEFAN CEL MARE 47.688 26.354 419.1 1973-01-05 2020-02-06 +150250-99999 STANCA STEFANESTI 47.833 27.217 110.0 1984-11-01 2020-02-06 +150330-99999 IEZER 47.600 24.650 1786.0 1973-07-21 2020-02-06 +150420-99999 SACUIENI 47.350 22.100 113.0 1973-08-02 2020-02-06 +150440-99999 SUPURU DE JOS 47.450 22.783 161.0 1973-07-21 2020-02-06 +150470-99999 TARGU LAPUS 47.433 23.867 365.0 1987-07-01 2020-02-06 +150520-99999 RARAU 47.450 25.567 1574.0 1966-01-02 2004-09-03 +150560-99999 COTNARI 47.367 26.933 289.0 1973-07-21 2020-02-06 +150630-99999 ZALAU 47.183 23.050 294.0 1973-01-05 2020-02-06 +150690-99999 POIANA STAMPEI 47.317 25.133 920.0 1973-08-02 2020-02-06 +150730-99999 TARGU NEAMT 47.217 26.383 388.0 1973-07-21 2020-02-06 +150800-99999 ORADEA 47.025 21.903 141.7 1936-01-01 2020-02-06 +150830-99999 DEJ 47.133 23.900 236.0 1974-03-18 2020-02-06 +150850-99999 BISTRITA 47.150 24.517 367.0 1966-01-02 2020-02-06 +150880-99999 CALIMANI RETITIS 47.100 25.250 2021.0 1990-02-01 2020-02-06 +150900-99999 IASI 47.178 27.621 121.0 1936-01-01 2020-02-06 +150950-99999 BOROD 46.983 22.600 317.0 1973-07-21 2020-02-06 +150990-99999 HUEDIN 46.850 23.033 561.0 1983-03-01 2020-02-06 +151070-99999 TOPLITA 46.933 25.367 688.0 1973-07-21 2020-02-06 +151080-99999 CEAHLAU TOACA 46.983 25.950 1898.0 1964-02-01 2020-02-06 +151090-99999 PIATRA NEAMT 46.917 26.383 361.0 1973-07-21 2020-02-06 +151110-99999 ROMAN 46.967 26.917 217.0 1935-07-01 2020-02-06 +151130-99999 NEGRESTI 46.850 27.450 131.0 1973-07-21 2020-02-06 +151170-99999 HOLOD 46.783 22.117 165.0 1974-03-16 2020-02-06 +151180-99999 STANA DE VALE 46.683 22.617 1116.0 1983-03-01 2020-02-06 +151190-99999 VLADEASA 1800 46.767 22.800 1837.0 1973-07-21 2020-02-06 +151200-99999 CLUJ NAPOCA 46.785 23.686 315.8 1936-01-01 2020-02-06 +151230-99999 SARMASU 46.750 24.167 398.0 1973-07-22 2020-02-06 +151240-99999 BATOS 46.883 24.650 448.0 1987-03-01 2020-02-06 +151270-99999 JOSENI 46.700 25.517 751.0 1973-07-21 2020-02-06 +151360-99999 CHISINEU-CRIS 46.533 21.533 96.0 1973-07-21 2020-02-06 +151380-99999 DUMBRAVITA DE CODRU 46.633 22.167 586.0 1984-01-01 2020-02-06 +151430-99999 TURDA 46.583 23.783 428.0 1974-03-15 2020-02-06 +151450-99999 VIDRASAU 46.468 24.413 293.5 1952-04-01 2020-02-06 +151480-99999 BUCIN 46.650 25.300 1279.0 1983-03-01 2020-02-06 +151500-99999 BACAU 46.522 26.910 185.0 1952-01-01 2020-02-06 +151540-99999 VASLUI 46.650 27.717 117.0 1974-03-16 2020-02-06 +151600-99999 STEI 46.533 22.467 279.0 1973-08-04 2020-02-06 +151620-99999 CAMPENI 46.367 23.050 611.0 1974-03-15 2020-02-06 +151630-99999 BAISOARA 46.533 23.317 1356.0 1973-07-21 2020-02-06 +151650-99999 TARNAVENI 46.367 24.233 524.0 1987-03-01 2020-02-06 +151680-99999 ODORHEIUL SECUIESC 46.300 25.300 525.0 1973-08-02 2020-02-06 +151700-99999 MIERCUREA CIUC 46.367 25.733 662.0 1966-01-02 2020-02-06 +151790-99999 SIRIA 46.250 21.650 473.0 1985-04-01 2020-02-06 +151820-99999 GURAHONT 46.267 22.333 177.0 1973-07-21 2020-02-06 +151840-99999 ROSIA MONTANA 46.317 23.133 1193.0 1984-01-01 2020-02-06 +151890-99999 DUMBRAVENI 46.233 24.600 319.0 1973-01-05 2020-02-06 +151940-99999 TARGU OCNA 46.267 26.650 243.0 1973-01-14 2020-02-06 +151970-99999 BARLAD 46.233 27.650 173.0 1966-01-02 2020-02-06 +151990-99999 SANNICOLAU MARE 46.067 20.600 86.2 1973-08-02 2020-02-06 +152000-99999 ARAD 46.177 21.262 107.3 1936-11-05 2020-02-06 +152040-99999 VARADIA DE MURES 46.017 22.150 157.0 1973-07-21 2020-02-06 +152060-99999 TEBEA 46.167 22.726 264.0 1973-08-02 2020-02-06 +152080-99999 ALBA IULIA 46.067 23.567 247.0 1983-03-01 2020-02-06 +152090-99999 BLAJ 46.183 23.933 334.0 1973-01-05 2020-02-06 +152150-99999 BARAOLT 46.083 25.600 509.0 1973-07-21 2020-02-06 +152170-99999 TARGU SECUIESC 46.000 26.133 569.0 1973-07-21 2020-02-06 +152190-99999 ADJUD 46.100 27.167 102.0 1974-03-18 2020-02-06 +152300-99999 DEVA 45.867 22.900 231.0 1952-01-01 2020-02-06 +152310-99999 SEBES ALBA 45.967 23.533 272.2 1973-07-21 2020-02-06 +152350-99999 FAGARAS 45.833 24.933 429.0 1966-05-05 2020-02-06 +152380-99999 SFANTU GHEORGHE GOVASNA 45.867 25.817 526.0 1974-03-15 2020-02-06 +152410-99999 TULNICI 45.917 26.667 563.0 1973-07-21 2002-09-30 +152450-99999 JIMBOLIA 45.783 20.700 80.0 1986-01-01 2020-02-06 +152470-99999 TRAIAN VUIA 45.810 21.338 106.1 1952-01-01 2020-02-06 +152540-99999 PALTINIS SIBIU 45.650 23.933 1454.0 1973-08-02 2020-02-06 +152600-99999 SIBIU 45.786 24.091 456.0 1936-01-01 2020-02-06 +152610-99999 INTORSURA BUZAULUI 45.683 26.017 710.0 1973-01-05 2020-02-06 +152620-99999 LACAUTI 45.817 26.383 1785.0 1973-07-21 2020-02-06 +152640-99999 FOCSANI 45.700 27.200 59.0 1983-03-01 2020-02-06 +152650-99999 TECUCI 45.850 27.417 61.0 1936-01-02 2020-02-06 +152700-99999 LUGOJ 45.683 21.933 123.0 1974-03-16 2020-02-06 +152770-99999 BOITA 45.650 24.267 519.0 1973-07-21 2020-02-06 +152790-99999 BALEA LAC 45.600 24.617 2038.0 1983-03-01 2020-02-06 +152800-99999 VARFU OMU 45.450 25.450 2509.0 1952-01-01 2020-02-06 +152840-99999 PENTELEU 45.600 26.417 1626.0 1988-01-01 2020-02-06 +152850-99999 BISOCA 45.550 26.700 833.0 1984-04-01 2020-02-06 +152890-99999 BANLOC 45.383 21.133 83.0 1973-01-05 2020-02-06 +152920-99999 CARANSEBES 45.420 22.253 264.0 1965-07-01 2020-02-06 +152960-99999 PETROSANI 45.417 23.383 599.0 1973-01-15 2020-02-06 +152970-99999 OBARSIA LOTRULUI 45.433 23.633 1350.0 1983-03-01 2020-02-06 +152980-99999 COZIA PASS (AUT) 45.250 24.250 1640.0 1974-03-18 2003-02-21 +153000-99999 BRASOV-GHIMBAV 45.700 25.533 538.0 1973-07-21 2020-02-06 +153010-99999 FUNDATA 45.433 25.267 1383.0 1973-07-21 2020-02-06 +153020-99999 PREDEAL 45.500 25.583 1093.0 1934-07-03 2020-02-06 +153070-99999 RAMNICU SARAT 45.383 27.050 154.0 1974-03-15 2020-02-06 +153100-99999 GALATI 45.483 28.033 71.0 1935-07-02 2020-02-06 +153140-99999 RESITA 45.300 21.917 286.0 1983-04-01 2020-02-06 +153150-99999 SEMENIC 45.183 22.050 1433.0 1973-07-21 2020-02-06 +153160-99999 CUNTU 45.300 22.517 1450.0 1973-07-21 2020-02-06 +153170-99999 TARCU 45.283 22.533 2186.0 1973-07-21 2020-02-06 +153190-99999 VOINEASA 45.417 23.967 575.0 1973-07-20 2020-02-06 +153200-99999 PARANG 45.383 23.467 1550.0 1973-07-20 2020-02-06 +153240-99999 CAMPULUNG MUSCEL 45.283 25.033 680.0 1974-03-15 2020-02-06 +153250-99999 SINAIA-1500 45.350 25.500 1510.0 1973-07-21 2020-02-06 +153280-99999 PATARLAGELE 45.317 26.367 291.0 1974-03-15 2020-02-06 +153330-99999 BRAILA 45.200 27.917 15.0 1983-04-01 2020-02-06 +153350-99999 CATALOI 45.062 28.714 61.0 1973-01-05 2020-02-06 +153360-99999 GORGOVA 45.183 29.167 4.0 1974-03-15 2020-02-06 +153380-99999 ORAVITA 45.033 21.683 310.0 1973-01-08 2020-02-06 +153400-99999 TARGU JIU 45.033 23.267 205.5 1966-05-06 2020-02-06 +153410-99999 APA NEAGRA 45.000 22.867 251.0 1973-08-19 2020-02-06 +153440-99999 POLOVRAGI 45.183 23.817 532.0 1974-03-15 2020-02-06 +153450-99999 MORARESTI 45.000 24.533 550.0 1973-07-28 2020-02-06 +153460-99999 RAMNICU VALCEA 45.100 24.367 239.0 1937-03-16 2020-02-06 +153470-99999 CURTEA DE ARGES 45.167 24.667 449.0 1973-07-21 2020-02-06 +153490-99999 CAMPINA 45.144 25.750 463.0 1973-07-21 2020-02-06 +153500-99999 BUZAU 45.150 26.817 97.0 1936-01-01 2020-02-06 +153550-99999 FAUREI/=694514 KQYB 45.067 27.233 53.0 1973-07-21 2004-10-18 +153600-99999 SULINA 45.167 29.733 9.0 1936-01-01 2020-02-06 +153690-99999 TARGU LOGRESTI 44.883 23.700 265.0 1973-07-21 2020-02-06 +153730-99999 PITESTI 44.850 24.817 315.0 1966-02-02 2020-02-06 +153750-99999 TARGOVISTE 44.933 25.433 297.7 1973-01-05 2020-02-06 +153770-99999 PLOIESTI 44.950 26.000 177.0 1966-01-05 2020-02-06 +153870-99999 SFANTU GHEORGHE DELTA 44.900 29.600 2.0 1973-01-02 2020-02-06 +153880-99999 MOLDOVA VECHE 44.717 21.633 83.0 1974-03-15 2020-02-06 +153950-99999 DRAGASANI 44.667 24.233 281.0 1973-07-21 2020-02-06 +154020-99999 URZICENI 44.717 26.650 61.0 1973-07-21 2020-02-06 +154050-99999 GRIVITA 44.750 27.300 51.0 1966-01-05 2020-02-06 +154060-99999 HARSOVA 44.683 27.950 38.0 1974-03-15 2020-02-06 +154080-99999 CORUGEA 44.733 28.350 220.0 1973-08-04 2020-02-06 +154090-99999 JURILOVCA 44.767 28.883 38.0 1973-01-05 2020-02-06 +154100-99999 DROBETA TURNU SEVERIN 44.633 22.633 80.0 1936-01-01 2020-02-06 +154120-99999 BACLES 44.483 23.117 313.0 1973-07-21 2020-02-06 +154160-99999 STOLNICI 44.567 24.800 210.0 1973-07-21 2020-02-06 +154190-99999 TITU 44.650 25.583 160.0 1974-03-15 2020-02-06 +154200-99999 AUREL VLAICU 44.503 26.102 90.5 1931-01-06 2020-02-06 +154210-99999 HENRI COANDA 44.571 26.085 95.7 1973-01-01 2020-02-06 +154220-99999 BUCURESTI FILARET 44.417 26.100 83.5 1979-08-08 2020-02-06 +154250-99999 SLOBOZIA 44.550 27.400 52.0 1983-04-01 2020-02-06 +154280-99999 GURA PORTITEI 44.683 29.000 6.0 1985-04-10 2020-02-06 +154340-99999 SLATINA 44.433 24.350 173.0 1983-04-01 2020-02-06 +154440-99999 FETESTI 44.367 27.850 61.0 1973-01-05 2020-02-06 +154450-99999 CERNAVODA 44.350 28.050 88.0 1985-08-01 2020-02-06 +154500-99999 CRAIOVA 44.318 23.889 190.8 1936-01-01 2020-02-06 +154550-99999 VIDELE 44.283 25.533 107.0 1974-03-18 2020-02-06 +154600-99999 CALARASI 44.200 27.350 20.0 1936-01-01 2020-02-06 +154620-99999 MEDGIDIA 44.250 28.267 72.0 1973-07-21 2020-02-06 +154650-99999 BAILESTI 44.017 23.333 58.0 1973-07-21 2020-02-06 +154690-99999 CARACAL 44.100 24.367 107.0 1973-07-21 2020-02-06 +154700-99999 ROSIORII DE VEDE 44.100 24.983 103.0 1966-05-06 2020-02-06 +154750-99999 OLTENITA 44.067 26.633 16.0 1983-12-01 2020-02-06 +154790-99999 ADAMCLISI 44.083 27.967 160.0 1973-07-21 2020-02-06 +154800-99999 CONSTANTA 44.217 28.650 14.0 1936-01-01 2020-02-06 +154810-99999 MIHAIL KOGALNICEANU 44.362 28.488 107.6 1973-06-20 2020-02-06 +154820-99999 CALAFAT 43.983 22.950 63.0 1973-01-05 2020-02-06 +154890-99999 ALEXANDRIA 43.983 25.350 76.0 1973-07-21 2020-02-06 +154900-99999 TURNU-MAGURELE 43.750 24.883 31.0 1936-12-01 2020-02-06 +154910-99999 GIURGIU 43.883 25.950 24.0 1973-01-15 2020-02-06 +154940-99999 BECHET 43.783 23.950 40.0 1974-03-15 2020-02-06 +154980-99999 ZIMNICEA 43.667 25.350 34.0 1983-04-01 2020-02-06 +154990-99999 MANGALIA 43.817 28.583 9.0 1964-01-01 2020-02-06 +155020-99999 VIDIN 43.983 22.850 595.0 1973-03-14 2020-02-06 +155050-99999 VRATZA 43.200 23.533 310.0 1973-03-05 2018-04-30 +155110-99999 LOM 43.817 23.250 33.0 1952-01-01 2018-04-30 +155140-99999 ORYAHOVO 43.683 23.967 31.0 1966-01-11 2018-07-16 +155250-99999 LOVETCH 43.150 24.700 221.0 1975-11-01 2020-02-06 +155253-99999 GORNA ORYAHOVITSA 43.151 25.713 86.9 1997-01-02 2020-02-06 +155260-99999 PLEVEN 43.417 24.600 71.0 1952-08-03 2002-09-18 +155350-99999 ROUSSE/RUSE 43.850 25.950 45.0 1936-07-01 2018-07-16 +155440-99999 SHUMEN 43.267 26.933 220.0 1965-07-01 1990-11-30 +155490-99999 RAZGRAD 43.567 26.500 347.0 1981-01-01 2020-02-06 +155500-99999 SILISTRA 44.117 27.267 16.0 1953-08-01 2018-04-30 +155520-99999 VARNA 43.232 27.825 70.1 1936-01-02 2020-02-06 +155610-99999 SHABLA 43.533 28.533 28.0 1975-04-01 2018-07-16 +155620-99999 KALIAKPA 43.367 28.467 64.0 1973-03-05 2018-04-30 +156000-99999 MOURGASH 42.833 23.667 1692.0 1973-03-05 2020-02-06 +156010-99999 KUSTENDIL 42.267 22.767 527.0 1966-05-03 2018-07-16 +156050-99999 DRAGOMAN 42.933 22.933 716.0 1973-03-05 2018-04-30 +156130-99999 CHERNI VRAH (TOP/SOMMET) 42.583 23.267 2292.0 1953-08-04 2018-04-30 +156140-99999 SOFIA 42.695 23.406 531.0 1931-09-01 2020-02-06 +156150-99999 MUSSALA (TOP/SOMMET) 42.183 23.583 2927.0 1935-01-02 2020-02-06 +156250-99999 PLOVDIV 42.068 24.851 182.0 1939-01-02 2020-02-06 +156270-99999 BOTEV VRAH (TOP/SOMMET) 42.667 24.833 2389.0 1957-07-01 2019-01-27 +156280-99999 IVAILO 42.217 24.333 214.0 1973-03-05 2018-04-30 +156400-99999 SLIVEN 42.667 26.333 257.0 1953-03-05 2020-02-06 +156550-99999 BURGAS 42.570 27.515 41.1 1953-01-01 2020-02-06 +156610-99999 ACHTOPOL 42.100 27.850 19.0 1973-03-05 2018-04-30 +157120-99999 SANDANSKI 41.550 23.267 207.0 1952-01-01 2020-02-06 +157300-99999 KURDJALI 41.650 25.383 331.0 1957-06-27 2020-02-06 +157410-99999 SVILENGRAD 41.767 26.200 55.0 1966-01-01 2005-06-30 +160080-99999 S. VALENTINO ALLA MUTA 46.750 10.533 1461.0 1967-01-02 2020-02-06 +160083-99999 RESIA PASS 46.833 10.500 1800.0 1987-03-26 2020-02-06 +160200-99999 BOLZANO 46.460 11.326 240.5 1965-01-29 2020-02-06 +160210-99999 ROLLE PASS 46.300 11.783 2006.0 1973-01-01 2020-02-06 +160220-99999 PAGANELLA MOUNTAIN 46.150 11.033 2129.0 1973-01-01 2020-02-06 +160330-99999 DOBBIACO 46.733 12.217 1226.0 1973-01-01 2020-02-06 +160360-99999 AVIANO AB 46.032 12.596 117.0 1966-07-01 2020-02-06 +160365-99999 AVIANO (USAF) 46.017 12.617 126.0 1956-01-01 1995-08-31 +160400-99999 TARVISIO 46.500 13.583 778.0 1965-01-29 2020-02-06 +160450-99999 RIVOLTO 45.979 13.049 54.6 1958-04-14 2020-02-06 +160520-99999 PIAN ROSA (MTN TOP) 45.933 7.700 3488.0 1965-01-29 2020-02-06 +160540-99999 AOSTA POLLEIN 45.733 7.350 551.0 1984-07-01 2020-02-06 +160590-99999 TORINO CASELLE 45.201 7.650 301.4 1964-08-11 2020-02-06 +160610-99999 TORINO/BRIC CROCE 45.033 7.733 710.0 1973-01-01 2020-02-06 +160640-99999 CAMERI 45.530 8.669 178.6 1966-09-23 2020-02-06 +160660-99999 MALPENSA 45.631 8.728 233.8 1965-02-04 2020-02-06 +160720-99999 BISBINO MOUNTAIN 45.867 9.067 1322.0 1973-01-01 2007-02-27 +160760-99999 BERGAMO ORIO AL SERIO 45.674 9.704 238.4 1966-09-08 2020-02-06 +160800-99999 LINATE 45.445 9.277 107.6 1931-01-04 2020-02-06 +160840-99999 PIACENZA 44.913 9.723 139.0 1966-09-14 2020-02-06 +160880-99999 GHEDI 45.432 10.268 101.5 1966-09-04 2020-02-06 +160900-99999 VILLAFRANCA 45.396 10.889 72.8 1945-05-18 2020-02-06 +160940-99999 VICENZA 45.573 11.530 39.0 1966-09-04 2015-01-16 +160950-99999 PADOVA 45.400 11.850 14.0 1973-01-01 2020-02-06 +160980-99999 ISTRANA 45.685 12.083 41.8 1966-09-04 2020-02-06 +160990-99999 TREVISO 45.648 12.194 18.0 1966-09-01 2020-02-06 +161050-99999 VENEZIA TESSERA 45.505 12.352 2.1 1961-03-01 2020-02-06 +161080-99999 RONCHI DEI LEGIONARI 45.828 13.472 11.3 1973-01-01 2020-02-06 +161100-99999 TRIESTE 45.650 13.750 20.0 1932-10-20 2020-02-06 +161140-99999 MONDOVI 44.383 7.817 560.0 1984-11-01 2020-02-06 +161150-99999 MALANOTTE MOUNTAIN 44.250 7.800 1742.0 1973-06-08 2020-02-06 +161180-99999 NOVI LIGURE 44.767 8.783 187.0 1975-04-01 2005-05-06 +161190-99999 GIOVI PASS 44.633 8.933 475.0 1973-01-01 2020-02-06 +161200-99999 GENOVA SESTRI 44.412 8.842 4.0 1928-01-01 2020-02-06 +161220-99999 ALBENGA 44.051 8.127 45.1 1973-01-01 2020-02-06 +161240-99999 CISA PASS 44.433 9.933 1040.0 1973-01-01 2019-09-23 +161250-99999 SARZANA/LUNI 44.083 9.983 10.0 1973-11-09 2020-02-06 +161290-99999 PALMARIA ISLAND 44.033 9.833 192.0 1973-01-01 2020-02-06 +161340-99999 CIMONE MOUNTAIN 44.200 10.700 2173.0 1965-02-01 2019-11-19 +161380-99999 FERRARA (AUT) 44.833 11.617 10.0 1973-01-01 2020-02-06 +161400-99999 BOLOGNA 44.535 11.289 37.5 1964-08-11 2020-02-06 +161460-99999 POINT MARINA/RAVENN 44.450 12.300 6.0 1966-01-04 2020-02-06 +161470-99999 FORLI 44.195 12.070 29.6 1973-01-01 2020-02-06 +161480-99999 CERVIA 44.224 12.307 5.5 1973-01-01 2020-02-06 +161490-99999 RIMINI 44.020 12.612 12.5 1945-04-08 2020-02-06 +161500-99999 IMPERIA 43.867 8.033 60.0 1985-12-01 2012-05-31 +161530-99999 CAPE MELE 43.950 8.167 221.0 1965-05-01 2020-02-06 +161580-99999 PISA 43.684 10.393 1.8 1944-11-24 2020-02-06 +161640-99999 VOLTERRA 43.400 10.867 575.0 1973-01-01 2017-07-07 +161680-99999 MOUNT ARGENTARIO 42.383 11.167 632.0 1973-01-01 2020-02-06 +161700-99999 FIRENZE 43.810 11.205 43.9 1931-01-02 2020-02-06 +161720-99999 AREZZO 43.467 11.850 249.0 1978-09-14 2020-02-06 +161790-99999 FRONTONE 43.517 12.733 574.0 1973-01-01 2020-02-06 +161810-99999 PERUGIA 43.096 12.513 211.2 1967-11-06 2020-02-06 +161900-99999 ANCONA 43.617 13.533 142.0 1949-04-03 2020-02-06 +161910-99999 FALCONARA 43.616 13.362 14.9 1945-04-14 2020-02-06 +161970-99999 MONTE CALAMITA 42.733 10.400 397.0 1973-01-01 2020-02-06 +162040-99999 RADICOFANI 42.900 11.767 918.0 1973-01-01 2020-02-06 +162060-99999 GROSSETO 42.760 11.072 4.6 1944-12-11 2020-02-06 +162140-99999 CIVITAVECCHIA 42.017 11.817 4.0 1945-03-05 2020-02-06 +162160-99999 VITERBO 42.430 12.064 301.8 1944-07-01 2020-02-06 +162190-99999 TERMINILLO MOUNTAIN 42.467 12.983 1875.0 1965-02-01 2019-12-28 +162210-99999 RIETI 42.417 12.850 389.0 1973-12-13 2020-02-06 +162240-99999 VIGNA DI VALLE(MIL) 42.083 12.217 270.0 1973-01-01 2020-02-06 +162270-99999 FUCINO 41.983 13.600 650.0 1984-08-01 2018-11-16 +162300-99999 PESCARA 42.432 14.181 14.6 1965-02-01 2020-02-06 +162320-99999 TERMOLI 42.000 15.000 44.0 1973-01-01 2020-02-06 +162340-99999 GUIDONIA 41.990 12.741 88.1 1966-09-23 2020-02-06 +162350-99999 URBE 41.952 12.499 16.8 1973-01-01 2020-02-06 +162390-99999 CIAMPINO 41.799 12.595 130.1 1951-10-01 2020-02-06 +162420-99999 FIUMICINO 41.804 12.251 4.6 1965-07-01 2020-02-06 +162430-99999 LATINA 41.542 12.909 28.3 1944-03-01 2020-02-06 +162440-99999 FROSINONE (IT-AFB) 41.633 13.300 181.0 1973-01-01 2020-02-06 +162450-99999 PRATICA DI MARE 41.659 12.445 12.5 1966-09-23 2020-02-06 +162520-99999 CAMPOBASSO 41.567 14.650 807.0 1965-02-01 2020-02-06 +162530-99999 GRAZZANISE 41.061 14.082 8.8 1944-03-31 2020-02-06 +162580-99999 MONTE S. ANGELO 41.700 15.950 848.0 1973-01-01 2020-02-06 +162591-99999 PARMA 44.824 10.296 49.1 2004-05-25 2020-02-06 +162592-99999 LEVALDIGI 44.547 7.623 386.2 2004-05-10 2020-02-06 +162593-99999 MONTICHIARI 45.429 10.331 108.5 2004-05-10 2020-02-06 +162600-99999 GINA LISA 41.433 15.533 81.0 1957-07-01 2020-02-06 +162610-99999 AMENDOLA 41.541 15.718 55.8 1944-01-31 2020-02-06 +162630-99999 TREVICO 41.050 15.233 1093.0 1973-01-01 2020-02-06 +162640-99999 MARINA DI GINOSA 41.133 15.517 514.0 1973-01-01 1990-04-03 +162700-99999 BARI 41.133 16.767 53.9 1943-12-07 2020-02-06 +162800-99999 PONZA ISLAND 40.917 12.950 185.0 1965-02-01 2020-02-06 +162890-99999 NAPOLI/CAPODICHINO 40.850 14.300 72.0 1951-10-01 2008-12-31 +162940-99999 CAPRI ISLAND 40.550 14.250 269.0 1973-01-01 2020-02-06 +163000-99999 POTENZA 40.633 15.800 843.0 1965-02-01 2007-02-13 +163100-99999 CAPE PALINURO 40.017 15.283 185.0 1964-08-11 2020-02-06 +163120-99999 GIOIA DEL COLLE 40.768 16.933 361.8 1944-02-29 2020-02-06 +163200-99999 CASALE 40.658 17.947 14.3 1943-11-29 2020-02-06 +163240-99999 GROTTAGLIE 40.518 17.403 65.5 1943-09-27 2020-02-06 +163250-99999 MARINA DI GINOSA 40.433 16.883 12.0 1967-03-17 2020-02-06 +163320-99999 LECCE 40.239 18.133 47.5 1943-12-31 2020-02-06 +163370-99999 BONIFATI (CAPE) 39.583 15.883 485.0 1965-02-01 2020-02-06 +163440-99999 MONTE SCURO 39.333 16.400 1677.0 1973-01-01 2020-02-06 +163500-99999 CROTONE 38.997 17.080 158.8 1957-07-01 2020-02-06 +163600-99999 SANTA MARIA DI LEUC 39.817 18.350 112.0 1965-02-01 2020-02-06 +163620-99999 LAMEZIA TERME 38.905 16.242 11.9 1977-11-01 2020-02-06 +164000-99999 USTICA ISLAND 38.700 13.183 251.0 1957-07-01 2020-02-06 +164050-99999 PALERMO 38.176 13.091 19.8 1964-08-11 2020-02-06 +164100-99999 BOCCADIFALCO 38.111 13.313 105.2 1943-08-07 2009-01-11 +164200-99999 MESSINA 38.200 15.550 51.0 1931-01-01 2020-02-06 +164220-99999 REGGIO CALABRIA 38.071 15.652 29.3 1973-01-01 2020-02-06 +164290-99999 TRAPANI BIRGI 37.911 12.488 7.3 1965-02-01 2020-02-06 +164340-99999 PRIZZI 37.717 13.433 1035.0 1973-01-01 2020-02-06 +164500-99999 ENNA 37.567 14.283 965.0 1973-01-01 2020-02-06 +164530-99999 GELA 37.083 14.217 33.0 1943-09-02 2020-02-06 +164590-99999 CATANIA/SIGONELLA 37.400 14.917 22.0 1943-08-10 2020-02-06 +164600-99999 CATANIA FONTANAROSSA 37.467 15.066 11.9 1943-10-28 2020-02-06 +164700-99999 PANTELLERIA 36.817 11.969 193.5 1943-06-20 2020-02-06 +164800-99999 COZZO SPADARO 36.683 15.133 51.0 1966-01-01 2020-02-06 +164900-99999 LAMPEDUSA 35.498 12.618 21.3 1966-01-04 2020-02-06 +165060-99999 GUARDIAVECCHIA 41.217 9.400 170.0 1970-10-01 2002-10-29 +165200-99999 ALGHERO 40.632 8.291 26.5 1957-07-01 2020-02-06 +165220-99999 CAPE CACCIA 40.567 8.167 205.0 1975-07-17 2020-02-06 +165310-99999 OLBIA COSTA SMERALDA 40.899 9.518 11.3 1969-11-17 2020-02-06 +165380-99999 FONNI 40.117 9.250 1029.0 1973-03-01 2016-10-15 +165390-99999 CAPE FRASCA 39.750 8.467 92.0 1966-01-04 2020-02-06 +165420-99999 CAPE S. LORENZO 39.500 9.617 22.0 1973-01-01 2020-02-06 +165460-99999 DECIMOMANNU 39.354 8.972 30.5 1966-09-23 2020-02-06 +165500-99999 CAPE BELLAVISTA 39.933 9.717 156.0 1966-01-04 2020-02-06 +165600-99999 ELMAS 39.251 9.054 4.0 1943-11-01 2020-02-06 +165640-99999 CAPE CARBONARA 39.100 9.517 118.0 1973-01-01 2020-02-06 +165970-99999 LUQA 35.857 14.478 91.4 1931-01-04 2020-02-06 +166140-99999 ARISTOTELIS 40.446 21.282 660.5 1980-10-14 2020-02-06 +166220-99999 MAKEDONIA 40.520 22.971 6.7 1960-07-01 2020-02-06 +166240-99999 MEGAS ALEXANDROS INTL 40.913 24.619 5.5 1991-08-27 2020-02-06 +166270-99999 DIMOKRITOS 40.856 25.956 7.3 1932-11-01 2020-02-06 +166320-99999 FILIPPOS 40.286 21.841 627.6 1938-01-03 2020-02-06 +166410-99999 IOANNIS KAPODISTRIAS INTL 39.602 19.912 1.8 1932-11-01 2020-02-06 +166421-99999 PAROS 37.017 25.133 36.0 2004-07-13 2020-02-06 +166430-99999 AKTIO 38.925 20.765 3.4 1973-01-01 2020-02-06 +166480-99999 LARISA 39.650 22.466 73.5 1932-11-01 2020-02-06 +166500-99999 LIMNOS 39.917 25.236 4.3 1977-02-17 2020-02-06 +166650-99999 NEA ANCHIALOS 39.220 22.794 25.3 1965-12-04 2020-02-06 +166653-99999 ALEXANDROS PAPADIAMANTIS 39.177 23.504 16.5 1991-08-27 2020-02-06 +166670-99999 MITILINI 39.057 26.598 18.3 1960-07-13 2020-02-06 +166750-99999 LAMIA 38.883 22.433 13.8 1932-11-01 2020-01-30 +166820-99999 ANDRAVIDA 37.921 21.293 16.8 1965-04-24 2020-02-06 +166840-99999 SKIROS 38.968 24.487 13.4 1949-10-01 2020-02-06 +166850-99999 KEFALLINIA 38.120 20.500 18.0 1965-12-04 2020-02-06 +166870-99999 ARAXOS 38.151 21.426 14.0 1942-01-01 2020-02-06 +166990-99999 TANAGRA 38.340 23.565 147.8 1965-12-04 2020-02-06 +167060-99999 CHIOS 38.343 26.141 4.6 1991-08-28 2020-02-06 +167100-99999 TRIPOLIS 37.531 22.404 644.0 1932-11-01 2020-02-06 +167160-99999 ATHINAI 37.882 23.735 21.0 1949-03-01 2020-02-06 +167161-99999 ELEFTHERIOS VENIZELOS INTL 37.936 23.944 93.9 2004-01-05 2020-02-06 +167180-99999 ELEFSIS 38.064 23.556 43.6 1965-12-04 2020-02-06 +167193-99999 DIONYSIOS SOLOMOS 37.751 20.884 4.6 1991-09-02 2020-02-06 +167230-99999 SAMOS 37.690 26.912 5.8 1978-04-07 2020-02-06 +167260-99999 KALAMATA 37.068 22.026 7.9 1973-05-12 2020-02-06 +167263-99999 MIKONOS 37.435 25.348 123.4 1991-08-27 2020-02-06 +167264-99999 SYROS 37.423 24.951 71.9 1998-02-01 2020-02-06 +167320-99999 NAXOS 37.100 25.367 9.8 1938-10-10 2019-04-08 +167340-99999 METHONI 36.833 21.700 53.2 1934-02-01 2020-01-30 +167341-99999 CYCLADES ISLANDS 37.083 25.367 3.0 2004-05-10 2020-02-06 +167380-99999 MILOS 36.733 24.433 168.4 1932-11-01 2020-01-30 +167420-99999 KOS 36.793 27.092 125.6 1982-10-01 2020-02-06 +167430-99999 KITHIRA 36.274 23.017 318.5 1933-01-01 2020-02-06 +167443-99999 SANTORINI 36.399 25.479 38.7 1991-08-01 2020-02-06 +167460-99999 SOUDA 35.532 24.150 149.4 1932-11-01 2020-02-06 +167464-33209 SOUDA BAY CRETE 35.533 24.150 146.3 1973-08-01 2004-12-31 +167490-99999 DIAGORAS 36.405 28.086 5.8 1935-01-01 2020-02-06 +167540-99999 NIKOS KAZANTZAKIS 35.340 25.180 35.1 1932-11-01 2020-02-06 +167543-99999 KARPATHOS 35.421 27.146 20.1 1998-02-01 2020-02-06 +170220-99999 ZONGULDAK 41.450 31.800 137.0 1957-07-03 2020-02-06 +170240-99999 INEBOLU 41.983 33.783 64.0 1973-01-01 2020-02-06 +170260-99999 SINOP 42.033 35.167 32.0 1957-07-01 2020-02-06 +170300-99999 SAMSUN 41.283 36.300 4.0 1951-01-01 2020-02-06 +170310-99999 CARSAMBA 41.254 36.567 5.5 2001-09-15 2020-02-06 +170340-99999 GIRESUN 40.917 38.383 37.0 1973-01-01 2020-02-06 +170380-99999 TRABZON 40.995 39.790 31.7 1951-01-01 2020-02-06 +170420-99999 HOPA 41.400 41.433 33.0 1963-01-03 2020-02-06 +170500-99999 EDIRNE 41.667 26.567 51.0 1955-01-01 2020-02-06 +170560-99999 TEKIRDAG 40.983 27.550 3.0 1963-01-01 2020-02-06 +170600-99999 ATATURK 40.977 28.821 49.7 1945-06-13 2020-02-06 +170670-99999 GOLCUK/DUMLUPINAR 40.667 29.833 18.0 1963-01-01 2016-12-14 +170700-99999 BOLU 40.733 31.600 743.0 1973-01-01 2020-02-06 +170740-99999 KASTAMONU 41.314 33.796 1100.0 1963-01-01 2020-02-06 +170820-99999 MERZIFON 40.829 35.522 535.8 1950-01-01 2020-02-06 +170840-99999 CORUM 40.550 34.950 776.0 1973-01-01 2020-02-06 +170860-99999 TOKAT 40.300 36.567 608.0 1991-02-16 2020-02-06 +170880-99999 GUMUSHANE 40.467 39.467 1219.0 1986-06-24 2020-02-06 +170900-99999 SIVAS 39.814 36.903 1595.9 1963-01-03 2020-02-06 +170920-99999 ERZINCAN 39.710 39.527 1153.1 1950-01-01 2020-02-06 +170960-99999 ERZURUM 39.957 41.170 1756.6 1950-05-01 2020-02-06 +170980-99999 KARS 40.562 43.115 1795.0 1963-01-05 2020-02-06 +171100-99999 GOKCEADA 40.183 25.900 72.0 1973-01-01 2016-03-28 +171120-99999 CANAKKALE 40.138 26.427 7.0 1963-01-01 2020-02-06 +171150-99999 BANDIRMA 40.318 27.978 51.8 1950-01-01 2020-02-06 +171160-99999 BURSA 40.183 29.067 100.0 1973-01-01 2020-02-06 +171200-99999 BILECIK 40.150 29.967 539.0 1995-09-01 2020-02-06 +171240-99999 ESKISEHIR 39.784 30.582 786.7 1950-01-01 2020-02-06 +171270-99999 AKINCI 40.079 32.566 843.4 1973-01-01 2020-02-06 +171280-99999 ESENBOGA 40.128 32.995 952.5 1967-01-01 2020-02-06 +171290-99999 ETIMESGUT 39.950 32.689 808.6 1945-01-31 2020-02-06 +171350-99999 KIRIKKALE 39.850 33.517 748.0 1998-03-03 2020-02-06 +171400-99999 YOZGAT 39.817 34.800 1298.0 1991-03-01 2020-02-06 +171500-99999 BALIKESIR 39.619 27.926 103.6 1950-01-01 2020-02-06 +171600-99999 KIRSEHIR 39.150 34.167 1007.0 1963-01-11 2020-02-06 +171700-99999 VAN 38.468 43.332 1670.3 1957-07-01 2020-02-06 +171800-99999 DIKILI 39.067 26.883 3.0 1973-01-01 2020-02-06 +171840-99999 AKHISAR 38.809 27.834 80.2 1963-01-01 2020-02-06 +171880-99999 USAK 38.683 29.400 919.0 1963-01-01 2020-02-06 +171900-99999 AFYON 38.726 30.601 1008.9 1963-01-01 2020-02-06 +171950-99999 ERKILET 38.770 35.495 1055.5 1966-07-22 2020-02-06 +172000-99999 ERHAC 38.435 38.091 862.0 1950-01-06 2020-02-06 +172005-99999 TOPEL 40.735 30.083 55.5 1977-03-23 2020-02-06 +172020-99999 ELAZIG 38.607 39.291 892.1 1973-01-01 2020-02-06 +172030-99999 BINGOL 38.867 40.500 1177.0 1991-04-06 2020-02-06 +172100-99999 SIIRT 37.917 41.950 896.0 1963-01-04 2020-02-06 +172180-99999 CIGLI 38.513 27.010 4.9 1950-01-15 2020-02-06 +172190-99999 ADNAN MENDERES 38.292 27.157 125.6 1980-09-25 2020-02-06 +172200-99999 IZMIR/GUZELYALI 38.433 27.167 29.0 1950-01-15 2020-02-06 +172340-99999 AYDIN 37.850 27.850 56.0 1982-11-01 2020-02-06 +172370-99999 DENIZLI 37.783 29.083 425.0 1973-01-01 2020-02-06 +172400-99999 ISPARTA 37.785 30.582 990.6 1963-01-01 2020-02-06 +172440-99999 KONYA 37.979 32.562 1030.5 1950-01-02 2020-02-06 +172480-99999 EREGLI/KONYA 37.500 34.050 1044.0 1973-01-01 2020-02-06 +172500-99999 NIGDE 37.967 34.683 1210.0 1988-01-06 2020-02-06 +172550-99999 KAHRAMANMARAS 37.600 36.933 572.0 1998-03-03 2020-02-06 +172600-99999 OGUZELI 36.947 37.479 705.6 1973-01-01 2020-02-06 +172700-99999 SANLIURFA 37.133 38.767 549.0 1963-01-05 2020-02-06 +172800-99999 DIYARBAKIR 37.894 40.201 686.1 1950-01-01 2020-02-06 +172820-99999 BATMAN 37.929 41.117 555.3 1991-02-09 2020-02-06 +172900-99999 IMSIK 37.140 27.670 61.6 1963-01-01 2020-02-06 +172920-99999 MUGLA 37.217 28.367 646.0 1963-01-01 2020-02-06 +172950-99999 DALAMAN 36.713 28.793 6.1 1986-06-24 2020-02-06 +173000-99999 ANTALYA 36.899 30.800 53.9 1951-01-01 2020-02-06 +173100-99999 ALANYA 36.550 32.000 6.0 2001-07-05 2020-02-06 +173200-99999 ANAMUR 36.083 32.833 4.0 1986-12-16 2020-02-06 +173300-99999 SILIFKE 36.383 33.933 15.0 1963-01-01 2020-02-06 +173500-33308 ADANA/INCIRLIK 37.000 35.417 66.0 1973-01-01 2020-02-06 +173520-99999 ADANA 36.982 35.280 19.8 1945-04-12 2020-02-06 +173700-99999 ISKENDERUN 36.573 36.154 7.6 1951-01-01 2020-02-06 +173750-99999 FINIKE 36.300 30.150 2.0 1986-06-24 2020-02-06 +176000-99999 PAFOS INTL 34.718 32.486 12.5 1949-01-01 2020-02-06 +176010-99999 AKROTIRI 34.590 32.988 23.2 1960-01-03 2020-02-06 +176060-99999 NICOSIA AIRFIELD 35.150 33.283 216.7 1949-01-01 1976-01-11 +176074-99999 ERCAN 35.150 33.500 91.0 1992-12-19 2020-02-06 +176090-99999 LARNACA 34.875 33.625 2.4 1977-01-01 2020-02-06 +200260-99999 VIKTORIYA ISLAND 80.167 36.750 9.0 1959-11-02 2002-03-20 +200340-99999 NAGURSKOYE 80.817 47.417 18.0 1955-03-05 2003-03-14 +200460-99999 POLARGMO IM. E.T. KRENKELJA 80.617 58.050 22.0 1957-07-03 2020-02-06 +200490-99999 TIKHAYA BAY 80.367 52.917 46.0 1932-02-02 2004-09-30 +200660-99999 USHAKOVA ISLAND 80.833 79.700 47.0 1955-03-05 2004-01-18 +200690-99999 OSTROV VIZE 79.483 76.983 10.0 1955-03-05 2020-02-06 +200870-99999 MGMS IM. G.F. USHAKOVA 79.550 90.567 8.0 1932-01-01 2020-02-06 +200970-99999 CAPE PESCHANIY 79.383 102.417 6.0 1959-09-01 2004-09-25 +201070-99999 BARENTSBURG 78.067 14.250 75.0 1952-01-01 2020-02-06 +201860-99999 KRASNOFLOTSKIYE ISL 78.617 98.700 8.0 1955-03-05 1987-11-30 +201990-99999 MALYY TAYMIR ISLAND 78.133 107.200 12.0 1955-03-05 1994-08-18 +202740-99999 OSTROV UEDINENIJA 77.500 82.200 23.0 1935-02-02 1996-11-21 +202770-99999 ISACHENKO ISLAND 77.283 89.667 5.0 1955-03-05 1997-03-30 +202890-99999 RUSSKIY ISLAND 77.183 96.583 9.0 1955-03-05 1996-04-26 +202910-99999 SOLNECHNAYA BAY 78.233 103.117 30.0 1955-03-05 2005-09-01 +202920-99999 GMO IM.E.K. FEDOROVA 77.717 104.300 15.0 1933-01-07 2020-02-06 +202940-99999 GEYBERGA ISLAND 77.617 101.483 6.0 1955-03-05 1995-07-31 +203530-99999 MYS ZHELANIYA 76.950 68.550 8.0 1932-01-03 2015-01-30 +203570-99999 RUSSKAYA GAVAN' 76.183 63.567 9.0 1948-01-01 2005-04-03 +203880-99999 PRAVDY ISLAND 76.283 94.733 10.0 1955-03-05 2003-10-10 +204710-99999 IZVESTIJ TSIK 75.950 82.950 11.9 1955-01-30 2020-02-06 +204760-99999 MYS STERLEGOVA 75.417 88.900 11.0 1955-03-05 2020-02-06 +205940-99999 LAKE TAJMYR 74.500 102.500 11.0 1955-03-05 2005-03-03 +206650-99999 VILKICKOGO ISLAND 73.500 76.000 4.0 1955-03-05 2001-02-22 +206670-99999 IM. M.V. POPOVA 73.333 70.050 7.0 1936-01-01 2020-02-06 +206740-99999 OSTROV DIKSON 73.500 80.400 47.0 1932-01-01 2020-02-06 +206960-99999 CAPE KASISTY 73.667 109.750 20.0 1955-03-05 1991-04-18 +207440-99999 MALYE KARMAKULY 72.367 52.700 19.0 1948-01-01 2020-02-06 +207660-99999 LESKINO 72.333 79.500 10.0 1955-03-05 2003-01-30 +208560-99999 CAPE KHARASOVOY 71.400 67.633 18.0 1955-03-07 2002-10-20 +208640-99999 TAMBEY 71.483 71.817 8.0 1957-07-03 2001-04-30 +208710-99999 SOPOCHNAYA KARGA 71.883 82.700 5.9 1955-03-06 2020-02-06 +208910-99999 HATANGA 71.983 102.467 33.0 1937-01-02 2020-02-06 +209430-99999 CAPE MENSHIKOVA 70.717 57.617 14.0 1955-03-05 1995-03-07 +209460-99999 IM E K FEDOROVA 70.450 59.083 12.2 1932-01-01 2020-02-06 +209630-99999 GYDA 70.883 78.500 8.0 1948-01-01 2005-12-05 +209640-99999 TADIBE-YAKHA 70.350 74.133 4.0 1955-03-06 1995-06-27 +209670-99999 SEYAHA 70.167 72.517 17.8 1957-07-02 2020-02-06 +209730-99999 KRESTI 70.850 89.883 29.0 1955-03-06 2001-04-30 +213010-99999 ANDREYA ISLAND 76.800 110.833 6.0 1955-03-06 1999-06-18 +213580-99999 ZOHOVA ISLAND 76.150 152.833 14.0 1955-06-01 1996-01-01 +214050-99999 B. PRONCHISHCHEVOY 75.533 113.517 6.0 1955-03-05 2002-01-11 +214320-99999 OSTROV KOTEL'NYJ 76.000 137.867 8.0 1936-12-31 2020-02-06 +215040-99999 OSTROV PREOBRAZENIJ 74.667 112.933 57.0 1955-03-05 2002-02-24 +215350-99999 SANNIKOVA 74.667 138.900 14.6 1955-03-05 2020-02-06 +215410-99999 ZEMLYA BUNGE 74.883 142.200 10.0 1955-03-05 2003-10-12 +216110-99999 CAPE TERPAY-TUMUS 73.567 118.750 10.0 1955-03-26 2002-06-18 +216130-99999 DUNWAY ISLAND 73.900 124.600 9.0 1955-03-05 1994-10-08 +216270-99999 ANTIPINSKIY 73.167 128.833 5.0 1961-11-03 2005-08-29 +216360-99999 KIGILYAH 73.336 139.867 24.7 1955-03-05 2020-02-06 +216470-99999 MYS SHALAUROVA 73.183 143.233 22.0 1934-07-01 2003-01-17 +217330-99999 CAPE SVATOJ 72.750 140.750 6.0 1955-03-05 1988-02-15 +218130-99999 TYUMYATI 71.917 123.567 26.6 1959-01-01 2020-02-06 +218240-99999 TIKSI 71.698 128.903 9.1 1933-12-05 2020-02-06 +218250-99999 MOSTAKH ISLAND 71.533 129.917 3.0 1936-12-31 2006-06-04 +218350-99999 UEDEY 71.500 136.583 11.0 1969-01-01 1994-06-09 +218490-99999 RUSSKOYE UST'YE 71.017 149.000 6.0 1955-03-05 2007-10-10 +219080-99999 DZALINDA 70.133 113.967 62.0 1959-01-01 2020-02-06 +219210-99999 KJUSJUR 70.683 127.400 33.0 1948-01-01 2020-02-06 +219310-99999 JUBILEJNAJA 70.767 136.217 24.0 1948-01-02 2020-02-06 +219460-99999 CHOKURDAH 70.617 147.883 61.0 1955-03-05 2020-02-06 +219550-99999 ALAZEJA RIVER 70.550 154.250 2.0 1955-03-05 1994-09-26 +219650-99999 OSTROV CHETYREHSTOLBOVOY 70.633 162.483 41.0 1935-02-06 1995-09-09 +219820-99999 OSTROV VRANGELYA 70.983 -178.650 4.0 1934-11-01 2020-02-06 +220280-99999 TERIBERKA 69.200 35.117 30.0 1959-01-01 2020-02-06 +221060-99999 PADUN 68.600 31.800 63.0 1959-01-01 2020-02-06 +221130-99999 MURMANSK 68.782 32.751 81.1 1936-12-31 2020-02-06 +221270-99999 LOVOZERO 68.000 35.033 162.0 1947-10-02 2020-02-06 +221450-99999 CAPE CHERNIY 68.367 38.650 10.0 1955-01-01 1986-10-08 +221650-99999 KANIN NOS 68.650 43.300 49.0 1946-01-06 2020-02-06 +222170-99999 KANDALAKSHA 67.150 32.350 25.0 1932-01-01 2020-02-06 +222350-99999 KRASNOSCEL'E 67.350 37.050 156.0 1946-11-01 2020-02-06 +222490-99999 KANEVKA 67.133 39.667 151.0 1955-01-01 2020-02-06 +222690-99999 MYS KONUSIN 67.150 43.900 13.0 1959-01-01 2001-07-28 +222710-99999 SHOJNA 67.883 44.150 18.0 1959-01-01 2020-02-06 +222820-99999 MYS MIKULKIN 67.800 46.667 6.0 1953-02-16 2018-02-28 +222920-99999 INDIGA 67.683 48.683 4.0 1959-01-01 2020-02-06 +223240-99999 UMBA 66.683 34.350 40.0 1959-01-01 2020-02-06 +223490-99999 PJALICA 66.183 39.533 9.0 1937-01-01 2020-02-06 +223610-99999 MORZHOVEC 66.717 42.483 16.2 1959-01-02 2018-02-28 +223650-99999 ABRAMOVSKIJ MAJAK 66.383 43.250 21.0 1959-01-01 2020-02-06 +223830-99999 NIZHNYAYA PESHA 66.739 47.720 11.5 1959-01-01 2020-02-06 +224030-99999 KESTEN'GA 65.883 31.833 129.0 1959-01-01 2001-09-08 +224080-99999 KALEVALA 65.217 31.167 120.0 1946-09-01 2020-02-06 +224220-99999 GRIDINO 65.900 34.767 12.0 1946-01-02 2007-04-25 +224380-99999 ZIZGIN 65.200 36.817 17.0 1955-07-01 2020-02-06 +224460-99999 ZIMNEGORSKIJ MAJAK 65.467 39.733 77.0 1959-01-01 2020-02-06 +224560-99999 KEPINO 65.383 41.883 68.6 1959-01-01 2020-02-06 +224710-99999 MEZEN' 65.867 44.217 19.0 1932-01-01 2020-02-06 +224810-99999 MOSEEVO 65.767 46.200 42.2 1959-01-01 2020-02-06 +225220-99999 KEM' 64.950 34.650 8.0 1932-01-01 2006-06-28 +225250-99999 RAZNAVOLOK 64.567 34.917 9.0 1948-03-06 2020-02-06 +225460-99999 SEVERODVINSK 64.550 39.767 7.9 1959-01-01 2020-02-06 +225500-99999 TALAGI 64.600 40.717 18.9 1931-01-04 2020-02-06 +225510-99999 MUD'JUG 64.850 40.283 3.0 1959-01-01 2020-02-06 +225630-99999 PINEGA 64.700 43.383 31.0 1946-01-02 2020-02-06 +225730-99999 LESUKONSKOE 64.900 45.767 71.0 1959-01-01 2020-02-06 +225830-99999 KOJNAS 64.750 47.650 64.0 1932-01-01 2020-02-06 +226020-99999 REBOLY 63.833 30.817 182.0 1946-02-01 2020-02-06 +226210-99999 SEGEZA 63.767 34.283 112.0 1946-01-09 2020-02-06 +226410-99999 ONEGA 63.900 38.117 13.0 1946-03-07 2020-02-06 +226480-99999 TURCASOVO 63.117 39.233 34.0 1959-01-01 2020-02-06 +226560-99999 EMECK 63.483 41.800 18.0 1959-01-01 2020-02-06 +226570-99999 EMCA 63.067 40.350 108.0 1946-01-01 1988-10-08 +226710-99999 KARPOGORY 64.017 44.450 65.1 1959-01-01 2020-02-06 +226760-99999 SURA 63.583 45.633 62.0 1936-12-31 2020-02-06 +226950-99999 KOSLAN 63.450 48.900 158.0 1959-01-01 2020-02-06 +227210-99999 MEDVEZEGORSK 62.917 34.433 81.0 1948-01-01 2020-02-06 +227490-99999 KONEVO 62.133 39.300 101.3 1959-01-01 2020-02-06 +227620-99999 DVINSKIJ BEREZNIK 62.817 42.783 34.0 1959-01-01 2020-02-06 +227680-99999 SHENKURSK 62.100 42.900 45.0 1932-01-01 2020-02-06 +227780-99999 VERHNJAJA TOJMA 62.233 45.017 58.0 1959-01-01 2020-02-06 +227980-99999 JARENSK 62.167 49.117 92.0 1948-01-01 2020-02-06 +228020-99999 SORTAVALA 61.717 30.717 19.0 1917-01-01 2020-02-06 +228200-99999 PETROZAVODSK 61.817 34.267 110.0 1932-01-01 2020-02-06 +228310-99999 PUDOZ 61.800 36.583 44.0 1947-10-02 2020-02-06 +228370-99999 VYTEGRA 61.017 36.450 56.0 1932-01-12 2020-02-06 +228450-99999 KARGOPOL' 61.500 38.933 126.0 1959-01-01 2020-02-06 +228540-99999 NJANDOMA 61.667 40.183 233.0 1936-12-31 2020-02-06 +228670-99999 VEL'SK 61.083 42.067 91.0 1932-01-01 2020-02-06 +228870-99999 KOTLAS 61.233 46.717 56.0 1948-01-04 2020-02-06 +228920-99999 VYBORG 60.717 28.733 13.0 1906-01-01 2020-02-06 +229390-99999 BELOZERSK 60.017 37.750 131.0 1932-01-01 2020-02-06 +229540-99999 VOZEGA 60.467 40.200 202.0 1948-01-01 2020-02-06 +229960-99999 OB'JACEVO 60.367 49.650 152.0 1959-01-01 2020-02-06 +230220-99999 AMADERMA 69.750 61.700 49.0 1948-01-01 2020-02-06 +230240-99999 CAPE BELY 69.483 60.333 6.0 1959-04-05 2005-08-21 +230320-99999 MARESALE 69.717 66.800 25.0 1932-01-01 2020-02-06 +230580-99999 ANTIPAJUTA 69.083 76.850 3.0 1960-02-11 2020-02-06 +230740-99999 DUDINKA 69.400 86.167 19.0 1948-01-01 2014-12-21 +230780-99999 NORIL'SK 69.333 88.250 64.0 1975-10-01 2020-02-06 +231050-99999 TOBSEDA 68.600 52.333 6.0 1959-01-01 2005-02-02 +231460-99999 CAPE KAMENNYJ 68.500 73.583 5.0 1955-03-05 1994-08-28 +231740-99999 POTAPOVO 68.667 86.250 41.0 1957-08-30 2020-02-06 +231790-99999 SNEZHNOGORSK 68.100 87.767 93.8 1973-01-01 2020-02-06 +232050-99999 NAR'JAN-MAR 67.633 53.033 12.0 1932-01-01 2020-02-06 +232190-99999 HOSEDA-HARD 67.033 59.400 83.0 1948-01-01 2016-04-17 +232204-99999 ROSCHINO 57.190 65.324 115.2 2004-07-06 2020-02-06 +232260-99999 VORKUTA 67.483 64.017 172.0 1953-02-16 2020-02-06 +232420-99999 NOVYJ PORT 67.683 72.883 12.0 1932-01-01 2020-02-06 +232560-99999 TAZOVSKIJ 67.467 78.733 8.0 1948-01-01 2020-02-06 +232740-99999 IGARKA 67.467 86.567 28.0 1948-01-01 2020-02-06 +233300-99999 SALEHARD 66.533 66.667 16.0 1932-01-01 2020-02-06 +233310-99999 RA-IZ 66.900 65.667 890.0 1953-02-16 2003-08-21 +233330-99999 JAMBUR 66.800 68.883 32.0 1956-01-01 2003-03-08 +233390-99999 POLUJ 66.033 68.683 35.9 1974-05-17 2020-02-06 +233410-99999 JAR-SALE 66.833 70.833 8.0 1957-07-02 1998-03-28 +233450-99999 NYDA 66.633 72.933 7.0 1957-07-01 2020-02-06 +233650-99999 SIDOROVSK 66.600 82.500 34.0 1959-01-03 1994-12-31 +233750-99999 KUREJKA RIVER 66.417 87.200 27.0 1959-01-01 2007-07-15 +233830-99999 AGATA 66.883 93.467 278.0 1957-07-02 2020-02-06 +234050-99999 UST'-CIL'MA 65.433 52.267 68.0 1932-01-01 2020-02-06 +234120-99999 UST'-USA 65.967 56.917 78.0 1948-01-04 2020-02-06 +234180-99999 PECHORA 65.133 57.133 53.2 1957-08-03 2020-02-06 +234260-99999 MUZHI 65.483 64.717 19.0 1953-02-16 2020-02-06 +234310-99999 PITLYAR 65.833 65.933 16.5 1953-02-16 2020-02-06 +234450-99999 NADYM 65.467 72.667 19.0 1956-01-01 2020-02-06 +234630-99999 YANOV-STAN 65.983 84.328 40.0 1957-07-10 2017-07-03 +234650-99999 KRASNOSEL' KUPSK 65.700 82.450 24.7 1963-10-02 2020-02-06 +234710-99999 NIZHNEVARTOVSK 60.949 76.484 53.9 1969-01-01 2020-02-06 +234720-99999 TURUHANSK 65.783 87.989 38.0 1932-01-06 2020-02-06 +234840-99999 BOLSOJ POROG 65.633 90.017 65.0 1959-01-01 2006-10-23 +234990-99999 TEMBENCHI 64.933 98.867 203.0 1957-07-22 2011-03-08 +235270-99999 SARAN-PAUL' 64.283 60.883 29.0 1953-02-16 2020-02-06 +235520-99999 TARKO-SALE 64.917 77.817 27.0 1957-07-01 2020-02-06 +235780-99999 VERESHCHAGINO 64.233 87.567 30.0 1957-07-15 2020-02-06 +235890-99999 TUTONCHANY 64.200 93.783 105.0 1969-05-03 2020-02-06 +236060-99999 UHTA 63.550 53.817 137.0 1953-02-16 2020-02-06 +236250-99999 SOSVA 63.650 62.100 28.0 1953-02-20 2020-02-06 +236280-99999 SARTINYA 63.367 63.067 50.0 1973-01-01 2001-07-06 +236290-99999 IGRIM 63.200 64.483 28.0 1956-01-01 2003-02-23 +236310-99999 BEREZOVO 63.933 65.050 32.0 1932-01-01 2020-02-06 +236320-99999 KISLOR WEST 63.717 66.700 61.0 1953-02-16 2002-06-04 +236350-99999 YUIL' SK 63.667 69.600 85.8 1969-01-01 2020-02-06 +236440-99999 NUMTO 63.500 71.333 109.0 1959-01-01 1991-07-20 +236560-99999 HALESOVAYA 63.383 78.317 67.1 1960-02-05 2020-02-06 +236620-99999 TOL'KA 63.983 82.083 33.0 1959-01-01 2020-02-06 +236780-99999 VERHNEIMBATSK 63.150 87.950 46.0 1932-01-07 2020-02-06 +236910-99999 UCAMI 63.833 96.650 105.0 1957-07-10 2002-08-07 +236990-99999 KERBO 62.717 101.117 230.4 1957-07-10 2020-02-06 +237010-99999 VESLJANA 62.983 50.900 103.0 1953-02-16 2020-02-06 +237110-99999 TROICKO-PECHERSKOE 62.700 56.200 139.0 1932-01-01 2020-02-06 +237240-99999 NJAKSIMVOL' 62.433 60.867 51.0 1953-02-16 2020-02-06 +237340-99999 OKTJABR'SKOE 62.450 66.050 72.0 1948-01-01 2020-02-06 +237450-99999 KOCEVJE 62.467 73.117 80.0 1973-01-01 1994-09-27 +237480-99999 KOGALYM 62.190 74.534 67.1 1988-12-01 2020-02-06 +237740-99999 KELLOG 62.483 86.283 60.4 1957-07-10 2020-02-06 +237760-99999 BAHTA 62.467 89.017 57.1 1959-01-01 2020-02-06 +237880-99999 KUZ' MOVKA 62.317 92.117 62.0 1957-07-28 2020-02-06 +237890-99999 POLIGUS 61.967 94.667 140.0 1959-12-01 2007-01-12 +238030-99999 UST'-KULOM 61.683 53.683 144.0 1948-01-01 2020-02-06 +238040-99999 SYKTYVKAR 61.647 50.845 98.8 1932-01-01 2020-02-06 +238120-99999 JAKSHA 61.833 56.867 131.0 1959-01-01 2020-02-06 +238230-99999 VONEGAN 61.950 64.900 111.4 1970-01-08 2020-02-06 +238380-99999 BECAME STN 238281 61.050 68.633 28.0 1969-05-03 1989-06-18 +238410-99999 GORSKOVA 61.700 70.667 46.0 1957-07-01 2000-03-03 +238430-99999 YERMAKOVO 61.800 74.083 48.0 1957-07-01 1989-05-23 +238470-99999 SYTOMINO 61.300 71.300 33.4 1953-02-16 2020-02-06 +238490-99999 SURGUT 61.344 73.402 61.0 1932-01-01 2020-02-06 +238590-99999 LOBCHINSKIYE 60.950 78.617 49.0 1959-01-05 1986-12-27 +238620-99999 KORLIKI 61.533 82.417 71.0 1969-03-31 2020-02-06 +238670-99999 LAR' YAK 61.100 80.250 57.0 1957-07-10 2020-02-06 +238840-99999 BOR 61.600 90.017 58.0 1953-02-16 2020-02-06 +238910-99999 BAJKIT 61.667 96.367 262.0 1957-07-01 2020-02-06 +239040-99999 KAZIM 60.333 51.550 126.0 1959-08-01 2002-02-16 +239090-99999 GAJNY 60.283 54.350 198.0 1953-02-16 2020-02-06 +239140-99999 CHERDYN' 60.400 56.517 207.0 1932-01-01 2020-02-06 +239210-99999 IVDEL' 60.683 60.450 95.0 1948-01-01 2020-02-06 +239230-99999 SUPRA 60.867 64.900 81.0 1969-03-31 2001-07-19 +239290-99999 SAIM 60.317 64.217 53.0 1953-02-16 2020-02-06 +239330-99999 KHANTY MANSIYSK 61.028 69.086 23.2 1932-01-01 2020-02-06 +239390-99999 ALTAY 60.333 68.967 32.3 1953-02-25 2020-02-06 +239460-99999 UGUT 60.500 74.017 48.1 1953-02-16 2020-02-06 +239550-99999 ALEKSANDROVSKOE 60.433 77.867 48.0 1948-01-04 2020-02-06 +239660-99999 VANZIL'-KYNAK 60.350 84.083 99.0 1953-02-16 2020-02-06 +239730-99999 VOROGOVO 61.033 89.633 49.0 1953-02-16 2020-02-06 +239750-99999 SYM 60.350 88.367 86.0 1953-02-16 2020-02-06 +239820-99999 VEL'MO 61.017 93.433 121.8 1957-07-10 2020-02-06 +239860-99999 SEVERO-ENISEJSK 60.367 93.033 511.0 1957-07-22 2020-02-06 +239920-99999 UST'-KAMO 60.717 97.517 178.0 1957-07-31 2020-02-06 +240510-99999 SIKTJAH 69.917 125.167 38.0 1969-01-01 1994-02-18 +240710-99999 JANGKI-IN-YAKUT 69.767 135.067 49.0 1969-01-01 2002-06-27 +241050-99999 ESSEJ 68.467 102.367 271.0 1957-07-01 2004-05-24 +241250-99999 OLENEK 68.500 112.433 220.0 1962-01-01 2020-02-06 +241360-99999 SUHANA 68.617 118.333 77.0 1959-01-01 2020-02-06 +241430-99999 DZARDZAN 68.733 124.000 39.0 1948-01-01 2020-02-06 +241660-99999 JANSK 68.450 134.800 103.0 1959-01-02 2001-06-24 +241970-99999 DRUZINA 68.233 145.300 152.0 1959-01-01 1993-02-26 +242190-99999 YAROL'IN 67.133 108.533 235.8 1959-01-01 2020-02-06 +242660-99999 VERHOJANSK 67.567 133.400 138.0 1948-01-01 2020-02-06 +243290-99999 SHELAGONTSY 66.250 114.283 236.0 1957-07-01 2020-02-06 +243430-99999 ZHIGANSK 66.767 123.400 92.0 1948-01-03 2020-02-06 +243960-99999 ARGA 66.500 149.783 40.0 1959-01-01 1993-12-12 +244490-99999 BESTYAHSKAYA ZVEROFERMA 65.300 127.117 73.3 1959-01-01 2020-02-06 +244770-99999 IEMA 65.300 135.800 674.9 1959-01-01 2020-02-06 +245070-99999 TURA 64.267 100.233 168.0 1937-01-01 2020-02-06 +245380-99999 CHUMPURUK 64.233 116.917 139.1 1959-01-01 2020-02-06 +245570-99999 SOGO-HAYA 64.283 126.450 85.0 1959-01-01 2020-02-06 +245610-99999 SYURYUN-KYUYEL' 65.000 130.683 737.0 1957-07-02 1988-06-27 +245850-99999 NERA 64.550 144.400 518.5 1959-01-01 2020-02-06 +245980-99999 DARPIR 64.167 148.033 841.0 1959-01-01 1995-09-20 +246290-99999 SYULDYUKAR 63.217 113.633 163.0 1957-07-01 2005-08-29 +246390-99999 NJURBA 63.283 118.333 119.0 1934-09-03 2020-02-06 +246410-99999 VILJUJSK 63.767 121.617 111.0 1937-01-01 2020-02-06 +246520-99999 SANGARY 63.967 127.467 96.0 1948-01-01 2020-02-06 +246560-99999 BATAMAJ 63.517 129.483 79.0 1948-01-01 2020-02-06 +246680-99999 VERHOJANSK PEREVOZ 63.317 132.017 90.9 1959-01-01 2020-02-06 +246710-99999 TOMPO 63.950 135.867 402.0 1959-01-01 2020-02-06 +246790-99999 VOSTOCHNAYA 63.217 139.600 1287.9 1959-01-01 2020-02-06 +246880-99999 OJMJAKON 63.250 143.150 741.0 1948-01-01 2020-02-06 +246910-99999 DELYANKIR 63.833 145.600 800.9 1959-01-01 2020-02-06 +247130-99999 NAKANNO 62.883 108.433 246.0 1955-07-01 2007-02-27 +247240-99999 CHERNISHEVSKIJ 63.033 112.483 422.0 1948-01-01 2020-02-06 +247260-99999 MIRNY 62.535 114.039 352.0 1961-07-01 2020-02-06 +247380-99999 SUNTAR 62.150 117.650 133.0 1933-12-02 2020-02-06 +247390-99999 CHAINGDA 62.283 119.850 308.2 1959-01-01 2015-04-07 +247680-99999 CURAPCA 62.033 132.600 186.0 1948-01-01 2020-02-06 +247710-99999 TEPLY KLJUCH 62.783 136.850 288.6 1959-01-01 2020-02-06 +247900-99999 SUSUMAN 62.783 148.167 655.0 1959-09-01 2020-02-06 +248170-99999 ERBOGACEN 61.267 108.017 291.0 1937-01-02 2020-02-06 +248260-99999 DOROZHNYJ 61.617 114.617 353.7 1959-01-01 2020-02-06 +248430-99999 TONGULAH 61.917 124.550 199.1 1959-01-01 2020-02-06 +248560-99999 POKROVSK 61.483 129.150 115.0 1948-01-01 2020-02-06 +248710-99999 OHOTSKIJPEREVOZ 61.867 135.500 140.6 1959-01-01 2020-02-06 +248780-99999 ALLAH-JUN 61.133 137.983 613.0 1959-01-01 1996-09-10 +248980-99999 UST' OMCHUG 61.117 149.633 574.5 1959-01-01 2020-02-06 +249080-99999 VANAVARA 60.333 102.267 260.0 1957-07-01 2020-02-06 +249180-99999 PREOBRAZHENKA 60.050 108.083 295.2 1957-07-01 2020-02-06 +249230-99999 LENSK 60.717 114.883 234.0 1948-01-01 2020-02-06 +249440-99999 OLEKMINSK 60.400 120.417 229.6 1931-12-31 2020-02-06 +249460-99999 SANI-YAKHTAT 60.600 124.033 139.0 1959-01-01 1989-09-19 +249510-99999 ISIT' 60.817 125.317 118.0 1933-12-02 2020-02-06 +249590-99999 JAKUTSK 62.017 129.717 101.0 1931-12-31 2020-02-06 +249620-99999 AMGA 60.900 131.983 146.0 1948-01-01 2020-02-06 +249660-99999 UST'-MAJYA 60.383 134.450 170.0 1933-12-09 2020-02-06 +249670-99999 TEGYULTYA 60.467 130.000 171.0 1959-01-01 2020-02-06 +249820-99999 UEGA 60.717 142.783 398.0 1954-11-22 2020-02-06 +249880-99999 ARKA 60.083 142.333 198.0 1948-01-01 2020-02-06 +251230-99999 CHERSKIJ 68.750 161.283 28.0 1955-03-05 2020-02-06 +251380-99999 OSTROVNOE 68.117 164.167 94.0 1959-01-01 2020-02-06 +251510-99999 CHAUN 68.883 170.783 4.7 1959-01-01 2020-02-06 +251730-99999 MYS SHMIDTA 68.900 -179.633 3.0 1933-12-03 2015-03-18 +252060-99999 CREDNEKOLYMSK 67.450 153.717 21.0 1959-01-01 2020-02-06 +252480-99999 ILIRNEJ 67.250 167.967 353.0 1959-01-01 2020-02-06 +253250-99999 UST'-OLOJ 66.550 159.417 127.0 1959-01-01 2014-11-12 +253560-99999 EN' MUVEEM 66.383 173.333 77.0 1959-01-01 2020-01-29 +253720-99999 AMGUJEMA 67.033 -178.917 138.0 1959-01-01 2002-08-30 +253780-99999 EGVEKINOT 66.350 -179.117 26.0 1946-01-01 2020-02-06 +253990-99999 MYS UELEN 66.150 -169.833 3.0 1933-12-03 2020-02-06 +254000-99999 ZYRYANKA 65.733 150.900 43.0 1946-01-01 2020-02-06 +254280-99999 OMOLON 65.233 160.533 264.0 1959-01-01 2020-02-06 +254690-99999 KANCHALAN 65.183 176.767 18.5 1959-01-01 2020-02-06 +255030-99999 KORKODON 64.750 153.967 98.0 1959-01-01 2020-02-06 +255380-99999 VERHNEE PENZINO 64.217 164.233 326.0 1959-01-01 2016-12-31 +255510-99999 MARKOVO 64.683 170.417 26.0 1946-01-02 2020-02-06 +255630-99999 UGOLNY 64.735 177.741 59.1 1933-12-01 2020-02-06 +255940-99999 PROVIDENIYA BAY 64.378 -173.243 21.9 1947-05-02 2020-02-06 +256210-99999 KEDON 64.000 158.917 683.0 1959-01-01 2000-12-25 +256560-99999 BEREZOVO 63.417 172.717 200.0 1959-01-01 2000-02-21 +256770-99999 BERINGOVSKAJA 63.017 179.283 82.0 1955-03-05 2014-11-12 +257030-99999 SEJMCHAN 62.917 152.417 205.0 1959-01-01 2020-02-06 +257050-99999 SREDNIKAN 62.450 152.317 260.0 1959-01-01 2020-02-06 +257440-99999 KAMENSKOE 62.433 166.083 10.0 1955-05-01 2009-05-27 +258160-99999 PESTRAYA DRESVA 61.533 156.700 7.0 1959-01-01 1988-10-09 +258210-99999 NAJAHAN 61.917 158.983 23.0 1937-02-12 2002-04-28 +259020-99999 ATKA 60.850 151.767 901.0 1959-01-01 2004-10-02 +259130-99999 SOKOL 59.911 150.720 175.0 1945-12-31 2020-02-06 +259220-99999 SHELIHOVA 60.717 155.883 33.3 1961-12-01 2020-02-06 +259270-99999 BROHOVO 59.650 154.267 5.0 1959-01-01 2020-02-06 +259320-99999 TAJGONOS 60.683 160.400 30.0 1959-01-01 2013-09-17 +259410-99999 CHEMURNAUT 60.733 163.017 14.0 1955-05-01 2020-02-06 +259540-99999 KORF 61.350 166.000 3.6 1937-01-01 2012-07-31 +259560-99999 APUKA 60.433 169.667 5.0 1953-02-16 2020-02-06 +260290-99999 PAKRI 59.383 24.033 26.0 1959-12-23 2020-02-06 +260380-99999 TALLINN 59.413 24.833 39.9 1953-02-16 2020-02-06 +260450-99999 KUNDA 59.517 26.550 3.0 1959-01-01 2020-02-06 +260460-99999 JOHVI 59.333 27.383 75.0 1959-01-01 2020-02-06 +260580-99999 NARVA-JOESUU 59.389 28.117 29.9 1959-01-01 2020-02-06 +260590-99999 KINGISEPP 59.367 28.600 19.0 1948-01-01 2020-02-06 +260630-99999 PULKOVO 59.800 30.263 24.1 1931-04-01 2020-02-06 +260635-99999 SMOLNAYA 59.983 30.583 18.0 1973-01-01 1989-03-15 +260780-99999 LJUBAN' 59.350 31.233 39.0 1948-01-01 2020-02-06 +260940-99999 TIHVIN 59.650 33.550 61.0 1932-01-01 2020-02-06 +261148-99999 MINSK 2 53.882 28.031 204.2 1999-01-14 2020-02-06 +261150-99999 RISTNA 58.917 22.067 9.0 1955-01-01 2020-02-06 +261160-99999 KARDLA 58.991 22.831 5.5 1959-01-01 2020-02-06 +261161-99999 KURESSAARE 58.217 22.500 4.0 2004-05-10 2020-02-06 +261280-99999 VIRTSU 58.567 23.517 3.0 1959-01-02 2020-02-06 +261340-99999 KUUSIKU 58.967 24.733 52.0 1969-01-01 2020-02-06 +261350-99999 TURI 58.817 25.417 65.0 1955-01-01 2020-02-06 +261410-99999 VALKE-MAARJA 59.133 26.233 123.0 1962-12-11 2020-02-06 +261440-99999 JOGEVA 58.750 26.417 71.0 2001-09-19 2020-02-06 +261670-99999 NIKOLAEVSKOE 58.567 29.800 91.0 1955-03-01 2020-02-06 +262140-99999 VILSANDI 58.383 21.817 6.0 1959-01-01 2020-02-06 +262180-99999 SORVE 57.917 22.050 4.0 1973-01-01 2020-02-06 +262260-99999 KIHNU 58.100 23.967 4.0 1959-01-01 2020-02-06 +262270-99999 RUHNU 57.783 23.250 2.0 1961-11-10 2020-02-06 +262290-99999 AINAZI 57.867 24.367 5.0 1955-01-01 2020-02-06 +262310-99999 PJARNU-SAUGA 58.417 24.467 8.0 1948-01-01 2008-12-31 +262420-99999 TARTU 58.307 26.690 66.8 1948-01-01 2020-02-06 +262470-99999 VALGA 57.783 26.033 66.0 1959-01-01 2020-02-06 +262490-99999 VORU 57.850 27.017 83.0 1959-01-01 2020-02-06 +262580-99999 PSKOV 57.784 28.396 46.9 1953-02-16 2020-02-06 +262750-99999 STARAYA RUSSA 58.017 31.317 25.0 1955-01-01 2020-02-06 +262980-99999 BOLOGOE 57.900 34.030 188.0 1959-08-07 2020-02-06 +263130-99999 KOLKA 57.750 22.600 5.0 1955-01-01 2020-02-06 +263240-99999 MERSRAGS 57.350 23.117 6.0 1959-01-01 2020-02-06 +263480-99999 GULBENE 57.133 26.717 143.0 1948-01-01 2020-02-06 +263590-99999 PUSKINSKIE GORY 57.017 28.900 108.0 1959-01-01 2020-02-06 +263780-99999 HOLM 57.150 31.183 71.0 1946-03-07 2020-02-06 +263890-99999 OSTASKOV 57.133 33.117 218.0 1959-01-02 2020-02-06 +264030-99999 PAVILOSTA 56.883 21.183 10.0 1959-01-01 2020-02-06 +264050-99999 VENTSPILS 57.350 21.533 6.0 2004-09-05 2020-02-06 +264060-99999 LIEPAJA INTL 56.518 21.097 4.9 1955-01-01 2020-02-06 +264160-99999 SALDUS 56.683 22.500 112.0 1955-01-01 2020-02-06 +264220-99999 RIGA 56.917 23.967 26.0 1928-01-02 2008-12-31 +264770-99999 VELIKIE LUKI 56.350 30.620 106.0 1932-01-01 2020-02-06 +264980-99999 RZEV 56.267 34.317 196.0 1932-01-01 1999-04-21 +265020-99999 PALANGA INTL 55.973 21.094 10.1 1959-01-01 2020-02-06 +265021-99999 SIAULIAI INTL 55.883 23.383 138.0 2004-01-06 2020-02-06 +265090-99999 KLAIPEDA 55.733 21.083 7.3 1929-08-01 2020-02-06 +265180-99999 LAUKUVA 55.617 22.233 166.0 1959-01-01 2020-02-06 +265240-99999 SIAULIAI 55.933 23.317 107.0 1955-01-01 2008-12-31 +265310-99999 BIRZAI 56.200 24.767 51.5 1959-01-01 2020-02-06 +265440-99999 DAUGAVPILS 55.867 26.617 122.0 1955-01-01 2020-02-06 +265540-99999 VERHNEDVINSK 55.817 27.950 132.0 1959-01-01 2020-02-06 +265850-99999 BELYJ 55.850 32.950 222.0 1948-01-01 2020-02-06 +266290-99999 KAUNAS 54.883 23.833 77.0 1953-02-16 2020-02-06 +266295-99999 KAUNAS INTL 54.964 24.085 78.0 1998-03-01 2020-02-06 +266330-99999 UTENA 55.517 25.583 105.7 1959-01-01 2020-02-06 +266430-99999 SHARCOVSCHINA 55.367 27.467 131.0 1961-02-08 2020-02-06 +266450-99999 LYNTUPY 55.050 26.317 212.0 1961-02-08 2020-02-06 +266530-99999 POLOTSK 55.467 28.767 133.0 1961-02-07 2020-02-06 +266570-99999 DOKSHITSY 54.883 27.750 193.0 1961-09-30 2020-02-06 +266590-99999 LEPEL 54.883 28.700 174.0 1959-01-01 2020-02-06 +266660-99999 VITEBSK 55.127 30.350 207.9 1932-01-01 2020-02-06 +266661-99999 GRODNO 53.600 24.533 138.0 2004-07-13 2020-02-06 +266950-99999 VJAZ'MA 55.167 34.400 251.0 1946-01-01 2020-02-06 +267020-99999 KHRABROVO 54.890 20.593 13.1 1928-01-01 2020-02-06 +267300-99999 VILNIUS INTL 54.634 25.286 196.9 1934-03-13 2020-02-06 +267590-99999 BORISOV 54.267 28.500 189.0 1959-01-03 2020-02-06 +267630-99999 ORSHA 54.500 30.417 185.0 1946-01-01 2020-02-06 +267810-99999 SMOLENSK 54.750 32.067 239.0 1936-12-31 2020-02-06 +267950-99999 SPAS-DEMENSK 54.417 34.017 238.0 1959-01-01 2020-02-06 +268250-99999 GRODNO 53.600 24.050 134.0 1934-03-29 2008-12-31 +268320-99999 LIDA 53.902 25.317 157.0 1934-03-31 2020-02-06 +268500-99999 MINSK 1 53.864 27.540 228.0 1932-01-01 2020-02-06 +268530-99999 BEREZINO 53.833 28.983 154.0 1960-04-01 2020-02-06 +268550-99999 MARIYNA GORKA 53.450 28.133 177.0 1961-02-04 2020-02-06 +268630-99999 MOGILEV 53.950 30.067 192.0 1955-01-01 2008-12-31 +268640-99999 KLICHEV 53.500 29.333 155.0 1961-02-03 2020-02-06 +268780-99999 SLAVGOROD 53.450 31.017 170.0 1961-02-03 2020-02-06 +268820-99999 ROSLAVL' 53.933 32.833 224.0 1946-01-02 2020-02-06 +268870-99999 KOSTUCKOVICHI 53.350 32.067 167.0 1960-01-10 2020-02-06 +268980-99999 BRYANSK 53.214 34.176 202.1 1936-12-31 2020-02-06 +269410-99999 BARANOVICHI 53.117 26.000 193.0 1955-01-01 2020-02-06 +269510-99999 SLUTSK 53.033 27.550 162.0 1959-01-01 2020-02-06 +269610-99999 BOBRUISK 53.217 29.127 156.0 1955-01-01 2020-02-06 +269660-99999 ZHLOBIN 52.900 30.033 142.0 1961-02-03 2020-02-06 +269970-99999 TRUBCHEVSK 52.583 33.767 178.0 1955-01-01 2020-02-06 +270370-99999 VOLOGDA 59.233 39.867 131.0 1932-01-01 2020-02-06 +270510-99999 TOTMA 59.967 42.767 134.0 1936-12-31 2020-02-06 +270660-99999 NIKOL'SK 59.533 45.467 143.0 1948-01-01 2020-02-06 +270830-99999 OPARINO 59.850 48.283 180.0 1948-01-01 2020-02-06 +271130-99999 CHEREPOVEC 59.267 38.017 114.0 1955-03-01 2020-02-06 +271960-99999 KIROV 58.650 49.617 147.0 1932-01-01 2002-12-11 +272170-99999 BEZECK 57.800 36.700 147.0 1959-01-01 2001-03-06 +272250-99999 RYBINSK 58.100 38.683 105.0 1936-01-01 2020-02-06 +272420-99999 BUJ 58.483 41.533 103.0 1946-01-02 2020-02-06 +272520-99999 NIKOLO-POLOMA 58.350 43.383 150.0 1959-01-01 2020-02-06 +272710-99999 SAR'JA 58.367 45.533 125.0 1936-12-31 2020-02-06 +273160-99999 KASIN 57.350 37.583 138.0 1959-01-01 2020-02-06 +273290-99999 ROSTOV 57.200 39.417 101.0 1946-04-01 2020-02-06 +273330-99999 KOSTROMA 57.733 40.783 126.0 1959-01-01 2020-02-06 +273470-99999 IVANOVO 56.950 40.967 126.0 1936-12-31 2020-02-06 +273550-99999 JUR'EVEC 57.333 43.117 132.0 1955-03-01 2020-02-06 +273690-99999 KRASNYE BAKI 57.133 45.167 110.0 1957-07-01 2020-02-06 +273730-99999 SAKUN'JA 57.667 46.633 175.0 1955-03-01 2020-02-06 +273930-99999 NOLINSK 57.550 49.950 136.0 1955-07-01 2020-02-06 +274020-99999 TVER' 56.883 35.867 137.0 1946-01-01 2020-02-06 +274590-99999 STRIGINO 56.230 43.784 78.0 1994-08-02 2020-02-06 +274790-99999 KOZ'MODEM'JANSK 56.333 46.583 107.0 1955-03-01 2020-02-06 +274850-99999 JOSHKAR-OLA 56.633 47.767 106.0 1959-01-01 2020-02-06 +275155-99999 SHEREMETYEVO 55.973 37.415 189.6 1973-01-01 2020-02-06 +275185-99999 VNUKOVO 55.592 37.261 208.8 1973-01-01 2020-02-06 +275320-99999 VLADIMIR 56.117 40.350 172.0 1946-03-07 2020-02-06 +275390-99999 GUS'-HRUSTAL'NYJ 55.600 40.650 136.0 1959-01-01 2020-02-06 +275530-99999 GOR'KIJ 56.217 43.817 82.0 1932-01-01 1995-11-20 +275770-99999 SERGAC 55.533 45.500 125.0 1964-03-03 2020-02-06 +275950-99999 KAZAN 55.606 49.279 126.2 1932-01-01 2020-02-06 +276070-99999 BEGISHEVO 55.565 52.093 196.0 2004-08-10 2020-02-06 +276120-99999 MOSKVA VDNH (DOLGOPRUDNYJ) 55.833 37.617 200.0 1932-01-01 2020-02-06 +276270-99999 KASIRA 54.833 38.150 221.0 1959-08-23 2020-02-06 +276480-99999 ELAT'MA 54.950 41.767 136.0 1932-01-01 2020-02-06 +276530-99999 ARZAMAS 55.367 43.783 127.0 1959-01-01 2020-02-06 +276650-99999 LUKOJANOV 55.033 44.500 219.0 1946-03-09 2020-02-06 +276790-99999 ALATYR' 54.817 46.583 180.0 1936-12-31 2020-02-06 +277030-99999 KALUGA 54.550 36.367 198.8 1932-01-01 2020-02-06 +277070-99999 SUHINICHI 54.100 35.350 238.0 1959-01-01 2020-02-06 +277190-99999 TULA 54.233 37.617 203.0 1959-01-01 2020-02-06 +277310-99999 RJAZAN' 54.617 39.717 170.0 1946-03-08 2004-11-13 +277600-99999 SARANSK 54.133 45.233 201.0 1959-01-01 2020-02-06 +277860-99999 ULYANOVSK 54.317 48.333 129.0 1948-01-02 2013-04-30 +278230-99999 PAVELETS 53.783 39.250 209.0 1946-03-06 2020-02-06 +278480-99999 MORSANSK 53.450 41.800 142.0 1959-01-01 2020-02-06 +278570-99999 ZAMETCHINO 53.483 42.633 131.0 1932-01-01 2020-02-06 +279060-99999 OREL 52.933 36.000 196.0 1946-01-02 2020-02-06 +279280-99999 ELEC 52.633 38.517 168.0 1948-01-01 2020-02-06 +279300-99999 LIPETSK ARPT 52.703 39.538 178.9 1959-01-01 2020-02-06 +279470-99999 TAMBOV 52.800 41.333 128.0 1957-07-01 2020-02-06 +279620-99999 PENZA 53.133 45.017 174.0 1932-01-01 2020-02-06 +279621-99999 VOSTOCHNY 54.401 48.803 76.8 2004-07-13 2020-02-06 +279830-99999 SYZRAN' 53.183 48.400 103.0 1959-01-01 2020-02-06 +280090-99999 KIRS 59.350 52.250 168.0 1955-01-01 2020-02-06 +280440-99999 SEROV 59.600 60.533 130.0 1932-01-01 2020-02-06 +280490-99999 GARI 59.433 62.333 131.0 1953-02-16 2020-02-06 +280640-99999 LEUSI 59.617 65.717 72.0 1953-02-16 2020-02-06 +280660-99999 KONDINSKOJE 59.667 67.417 41.0 1953-02-16 2001-11-21 +280760-99999 DEM'JANSKOE 59.600 69.283 57.0 1953-02-16 2020-02-06 +280870-99999 LIMKOYEVSKIYE 59.533 70.417 50.0 1957-07-01 2005-10-16 +280970-99999 TAUROVO 59.583 73.283 60.3 1973-08-09 2020-02-06 +281160-99999 KUDYMKAR 58.983 54.650 186.0 1946-03-09 2020-02-06 +281310-99999 KIZEL 59.033 57.567 316.0 1946-03-09 1997-07-13 +281440-99999 VERHOTUR'E 58.867 60.783 125.0 1959-01-01 2020-02-06 +281650-99999 KUMINSKAYA 58.717 66.083 81.2 1973-01-01 2020-02-06 +281720-99999 UVAT 59.150 68.917 41.0 1953-02-16 1995-09-23 +282140-99999 GLAZOV 58.133 52.583 169.0 1947-05-06 2020-02-06 +282160-99999 VERESCAGINO 58.083 54.683 226.0 1959-01-01 2018-07-17 +282250-99999 BOLSHOYE SAVINO 57.915 56.021 123.1 1932-01-01 2020-02-06 +282400-99999 NIZHNYJ TAGIL 57.883 60.067 260.0 1946-03-09 2020-02-06 +282550-99999 TURINSK 58.050 63.683 103.0 1946-03-14 2017-07-26 +282750-99999 TOBOL'SK 58.150 68.250 50.0 1932-01-01 2020-02-06 +282780-99999 VAGAY RIVER 57.917 69.033 100.0 1969-01-01 1997-12-23 +283190-99999 NOZOVKA 57.083 54.750 131.0 1946-03-09 2020-02-06 +283210-99999 OHANSK 57.717 55.383 163.0 1947-02-19 2020-02-06 +283340-99999 SAMARY 57.350 58.217 244.0 1953-02-16 2020-02-06 +283660-99999 JARKOVO 57.417 67.083 52.1 1953-02-16 2020-02-06 +283670-99999 TYUMEN' 57.117 65.433 102.0 1932-01-01 2020-02-06 +283820-99999 UST'-ISIM 57.683 71.183 62.0 1948-01-01 2020-02-06 +283830-99999 TEVRIZ 57.517 72.400 67.0 1948-01-01 2018-07-15 +283960-99999 VASISS-IN-OM 57.367 74.750 101.0 1953-02-16 2004-03-28 +284110-99999 IZHEVSK 56.833 53.450 159.0 1957-07-01 2020-02-06 +284190-99999 JANAUL 56.283 54.967 99.4 1946-03-09 2005-06-29 +284280-99999 CERNUSKA 56.500 56.133 148.0 1959-01-01 2018-07-17 +284340-99999 KRASNOUFIMSK 56.650 57.783 206.0 1946-04-01 2020-02-06 +284400-99999 KOLTSOVO 56.743 60.803 232.9 1932-01-01 2020-02-06 +284510-99999 KAMYSLOV 56.850 62.717 127.0 1948-01-01 2018-07-25 +284650-99999 JALTUROVOSK 56.683 66.350 61.0 1953-02-16 2020-02-06 +284690-99999 VAGAJ 56.483 67.300 131.0 1948-01-01 1989-10-30 +284810-99999 VIKULOVO 56.817 70.617 78.0 1948-01-01 2020-02-06 +284910-99999 BOL'SIE UKI 56.933 72.667 87.0 1955-01-01 2020-02-06 +284930-99999 TARA 56.900 74.383 73.0 1932-01-01 2020-02-06 +284935-99999 YEMELYANOVO 56.173 92.493 287.1 1999-01-14 2020-02-06 +284980-99999 KOLOSOVKA 56.450 73.650 98.0 1960-01-04 2003-02-15 +285060-99999 ELABUGA 55.767 52.067 91.0 1946-01-01 2020-02-06 +285370-99999 DUVAN 55.700 57.900 338.0 1953-02-16 2016-07-18 +285410-99999 VERHNIJ UFALEJ 56.083 60.300 399.0 1959-01-01 2020-02-06 +285520-99999 SADRINSK 56.067 63.650 89.0 1946-03-11 2020-02-06 +285730-99999 ISHIM 56.100 69.433 82.0 1948-01-01 2020-02-06 +285860-99999 TJUKALINSK 55.867 72.200 118.0 1948-01-01 2018-07-25 +285880-99999 NAZYVOEVSK 55.567 71.367 126.0 1953-02-16 2018-07-23 +285930-99999 BOL'SHERECH'E 56.100 74.633 77.0 1948-01-01 2020-02-06 +285980-99999 SARGATSKOE 55.600 73.483 81.0 1953-02-16 2016-03-30 +286150-99999 BAKALY 55.183 53.800 125.0 1959-01-01 2016-07-18 +286210-99999 BIRSK 55.417 55.533 186.0 1959-01-01 2020-02-06 +286370-99999 KROPACEVO 55.000 57.983 415.0 1946-03-09 2001-05-08 +286420-99999 BALANDINO 55.306 61.503 234.4 1932-01-01 2020-02-06 +286550-99999 SUMIHA 55.233 63.317 178.0 1960-01-06 2018-07-18 +286610-99999 KURGAN 55.467 65.400 74.0 1932-01-01 2020-02-06 +286660-99999 MAKUSINO 55.250 67.300 140.0 1953-02-16 2020-02-06 +286730-99999 ILINSKOYE-IN-TYUMEN 55.450 69.317 92.0 1969-01-01 2004-08-20 +286790-99999 PETROPAVLOVSK 54.833 69.150 136.0 1932-01-01 2008-12-31 +286880-99999 ISIL'KUL' 54.900 71.250 125.0 1948-01-01 2018-07-22 +286960-99999 KALACINSK 55.033 74.583 110.0 1953-02-16 2018-07-25 +286980-99999 OMSK 54.967 73.311 94.8 1932-01-01 2020-02-06 +287110-99999 BUGUL'MA 54.617 52.800 303.0 1946-03-09 2020-02-06 +287220-99999 UFA 54.558 55.874 136.9 1932-01-01 2020-02-06 +287480-99999 TROIZK 54.083 61.617 192.0 1946-03-12 2020-02-06 +287560-99999 ZVERINOGOLOVSKOE 54.467 64.867 117.0 1959-08-03 2018-07-18 +287660-99999 BLAGOVESHCHENKA 54.367 66.967 151.0 1948-01-01 2020-02-06 +287850-99999 VOZVISHEN SOVKHOZ 54.433 70.917 127.0 1959-01-02 2008-09-05 +287860-99999 POLTAVKA 54.367 71.750 125.0 1953-02-16 2020-02-06 +287910-99999 SERBAKUL' 54.633 72.433 115.0 1961-02-15 2018-07-25 +287970-99999 ODESSKOE 54.200 72.967 125.0 1948-01-01 2020-02-06 +287990-99999 CERLAK 54.167 74.800 115.0 1948-01-01 2020-02-06 +288070-99999 SAMARA (SNYSLJAEVKA) 53.250 50.450 40.0 1996-10-01 2013-12-23 +288250-99999 STERLITAMAK 53.583 55.934 137.0 1946-03-09 2020-02-06 +288380-99999 MAGNITOGORSK 53.350 59.083 384.0 1935-12-31 2020-02-06 +288670-99999 SARYKOL 53.317 65.550 216.0 1953-02-16 2020-02-06 +288770-99999 VOLODARSKOE 53.317 68.100 319.0 1959-01-01 2002-03-19 +288790-99999 KOKSHETAY 53.283 69.383 229.0 1932-01-01 2020-02-06 +288860-99999 KZIL-TUS SOVKHOZ 53.633 72.367 138.0 1963-06-02 2003-02-23 +288950-99999 RUSSKAJA POLIANA 53.783 73.883 125.0 1957-07-01 2005-06-30 +289000-99999 KURUMOCH 53.505 50.164 145.4 1946-01-01 2020-02-06 +289090-99999 BUZULUK 52.817 52.217 80.0 1953-02-16 2018-07-25 +289250-99999 MELEUZ 52.917 55.917 180.0 1953-02-16 2005-06-29 +289520-99999 KOSTANAY 53.217 63.617 170.0 1935-12-31 2020-02-06 +289570-99999 TOBOL 52.683 62.600 208.0 1953-02-16 2002-03-19 +289660-99999 RUZAEVKA 52.817 66.967 227.0 1953-11-01 2020-02-06 +289780-99999 BALKASINO 52.533 68.750 398.0 1959-01-01 2020-02-06 +289840-99999 SUCINSK 52.950 70.217 395.0 1953-02-16 2020-02-06 +290230-99999 NAPAS 59.850 81.950 76.0 1948-01-01 2020-02-06 +290370-99999 BEREZOVKA 59.383 82.833 68.0 1953-02-16 2007-11-06 +290680-99999 NAZIMOVO 59.500 90.928 67.0 1959-01-01 2020-02-06 +290750-99999 CHIRIMBA-IN-KRASNOY 59.717 93.433 454.0 1959-01-01 1988-04-19 +291030-99999 KATYLGA 59.067 76.733 69.0 1953-02-16 1995-04-23 +291110-99999 SREDNY VASJUGAN 59.217 78.233 69.0 1948-01-01 2020-02-06 +291220-99999 KARGASOK 59.050 80.833 57.0 1948-01-01 2020-02-06 +291280-99999 PARABEL' 58.700 81.500 63.0 1953-02-16 2002-05-31 +291490-99999 STEPANOVKA 58.633 86.733 105.0 1957-07-02 2020-02-06 +292030-99999 NOVYJ VASYUGAN 58.583 76.517 80.0 1957-07-18 2020-02-06 +292090-99999 MAJSK 57.800 77.217 99.0 1948-01-01 2020-02-06 +292240-99999 STARICA 58.133 80.583 80.0 1955-01-08 1996-05-03 +292310-99999 KOLPASEVO 58.317 82.950 75.0 1932-01-01 2020-02-06 +292410-99999 PALOCKA 58.383 84.600 81.0 1960-02-18 1996-04-18 +292470-99999 BATURINO 57.750 85.200 90.0 1960-04-24 2000-02-09 +292530-99999 LOSINOBORSKOE 58.450 89.467 133.0 1953-02-16 2020-02-06 +292630-99999 JENISEJSK 58.450 92.150 78.0 1932-01-01 2020-02-06 +292740-99999 STRELKA 58.083 93.000 90.0 1959-01-01 2020-02-06 +292760-99999 MOTYGINO 58.183 94.750 161.1 1960-01-03 2020-02-06 +292820-99999 BOGUCANY 58.383 97.450 133.0 1953-02-16 2020-02-06 +292890-99999 GONDA 57.850 97.400 378.0 1959-01-01 2002-07-24 +293130-99999 PUDINO 57.533 79.431 97.0 1948-01-01 2020-02-06 +293280-99999 BAKCHAR 57.000 82.067 110.0 1948-01-01 2020-02-06 +293320-99999 MOLCHANOVO 57.583 83.783 114.0 1953-02-16 2020-02-06 +293480-99999 PERVOMAJSKOE 57.067 86.217 114.0 1948-01-01 2020-02-06 +293550-99999 TUTALO-CULYM RIVER 57.450 88.467 140.0 1960-01-05 1996-01-21 +293560-99999 CHINDAT-IN-KRASNOY 57.367 89.317 150.0 1948-01-01 1989-08-30 +293630-99999 PIROVSKOE 57.633 92.267 179.0 1948-01-01 2020-02-06 +293670-99999 NOVOBIRILYUSSY 56.967 90.683 180.6 1953-02-16 2020-02-06 +293760-99999 TASEYEVO & 57.217 94.917 147.0 1953-08-04 1989-03-23 +293930-99999 CHERVYANKA 57.650 99.533 220.5 1953-02-16 2020-02-06 +294010-99999 SEDELNIKOVO 56.950 75.300 90.0 1960-04-24 1997-07-28 +294050-99999 KYSTOVKA 56.600 76.567 116.0 1948-01-01 2020-02-06 +294070-99999 MUROMCEVO 56.383 75.250 87.0 1960-07-08 1990-01-23 +294180-99999 SEVERNOE 56.350 78.350 126.0 1948-01-01 2020-02-06 +294300-99999 TOMSK 56.500 84.917 139.0 1932-01-01 2020-02-06 +294560-99999 TJUHTET 56.533 89.317 205.0 1953-02-16 2020-02-06 +294670-99999 ACHINSK 56.283 90.517 257.2 1953-02-16 2020-02-06 +294710-99999 BOL'SHAJA MURTA 56.900 93.133 180.0 1948-01-01 2020-02-06 +294770-99999 SUHOBUZIMSKOE 56.500 93.283 164.0 1961-03-03 2020-02-06 +294810-99999 DZERZHINSKOE 56.850 95.217 188.0 1948-01-01 2020-02-06 +294830-99999 DOLGIY MOST 56.767 96.800 257.0 1959-01-01 1988-05-02 +295240-99999 KRESCHENKA 55.850 80.033 129.0 1953-02-16 2020-02-06 +295320-99999 KOZEVNIKOVO 56.250 84.000 113.0 1953-02-16 2001-06-21 +295340-99999 PIHTOVKA 55.983 82.700 127.0 1948-01-01 1991-11-18 +295390-99999 BOLOTNOE 55.667 84.400 193.0 1953-02-16 2003-01-27 +295400-99999 ANZERO-SUDZENSK 56.117 86.000 259.0 1953-02-16 1995-11-20 +295410-99999 TAJGA 56.067 85.617 251.0 1953-02-16 1997-05-18 +295480-99999 BARZAS 55.717 86.300 208.0 1953-02-18 1997-07-05 +295510-99999 MARIINSK 56.183 87.683 144.0 1953-02-16 2020-02-06 +295530-99999 BOGOTOL 56.217 89.550 290.0 1946-01-02 2020-02-06 +295570-99999 TISUL' 55.750 88.317 211.0 1953-02-16 2018-07-25 +295620-99999 KEMCHUG 56.100 91.667 332.0 1959-01-01 2020-02-06 +295700-99999 KRASNOJARSK OPYTNOE POLE 56.067 92.733 234.6 1996-07-01 2016-02-25 +295740-99999 KRASNOJARSK 56.000 92.883 277.0 1932-01-01 1996-04-16 +295760-99999 UJAR 55.817 94.300 375.0 1953-02-16 2020-02-06 +295780-99999 SHALINSKOE 55.717 93.750 399.2 1959-01-01 2020-02-06 +295810-99999 KANSK 56.200 95.633 207.0 1932-01-06 2020-02-06 +295830-99999 KLYUCHI-IN-KRASNOY 56.117 97.317 338.0 1953-02-16 2001-11-10 +295870-99999 IRBEJSKOE 55.633 95.467 252.0 1953-02-16 2020-02-06 +295900-99999 NOVOCUNSKOE 56.150 99.300 265.0 1959-01-01 2009-04-15 +295940-99999 TAJSHET 55.950 98.000 307.0 1953-09-06 2020-02-06 +296020-99999 CHANY 55.300 76.750 111.0 1953-02-18 2020-02-06 +296050-99999 TATARSK 55.200 76.019 112.0 1948-01-01 2020-02-06 +296120-99999 BARABINSK 55.333 78.308 120.0 1932-01-02 2020-02-06 +296130-99999 UBINSKOE 55.300 79.617 140.0 1948-01-01 2002-01-09 +296250-99999 CULYM 55.100 80.967 140.0 1953-02-16 2018-07-25 +296260-99999 KOCENEVO 55.017 82.233 159.0 1948-01-01 1995-07-03 +296310-99999 KOLYVAN' 55.300 82.750 137.0 1953-02-16 2020-02-06 +296340-99999 TOLMACHEVO 55.013 82.651 111.3 1932-01-01 2020-02-06 +296360-99999 TOGUCHIN 55.233 84.400 173.0 1948-01-01 2020-02-06 +296380-99999 NOVOSIBIRSK (OGOURTSOVO) 54.900 82.950 133.0 2004-08-03 2020-02-06 +296420-99999 KEMEROVO 55.270 86.107 263.0 1946-01-01 2020-02-06 +296490-99999 KRAPIVINO 55.000 86.800 151.0 1953-02-19 1996-06-27 +296530-99999 UZUR 55.300 89.817 387.0 1948-01-01 2020-02-06 +296540-99999 CENTRAL'NYJ RUDNIK 55.217 87.650 495.0 1953-02-16 2020-02-06 +296640-99999 SVETLOLYUBOVO 55.083 90.850 325.3 1959-01-01 2020-02-06 +296750-99999 KOLBA 55.083 93.367 477.0 1953-02-16 2012-10-31 +296760-99999 AGINSKOE 55.250 94.883 337.0 1948-01-01 2020-02-06 +296980-99999 NIZNE-UDINSK 54.883 99.033 410.0 1932-01-04 2020-02-06 +297010-99999 LJUBIMOVKA 54.667 75.100 111.0 1960-12-01 1995-04-11 +297020-99999 CISTOOZERNOJE 54.717 76.717 111.0 1959-01-01 2003-03-01 +297060-99999 KUPINO 54.367 77.283 115.0 1948-01-01 2020-02-06 +297120-99999 ZDVINSK 54.700 78.667 113.0 1953-02-16 2020-02-06 +297220-99999 UZANIHA 54.667 81.050 175.0 1953-04-18 2002-11-20 +297240-99999 KOCHKI 54.333 80.467 160.0 1953-02-16 2020-02-06 +297260-99999 ORDYNSKOE 54.367 81.883 132.0 1948-01-01 2020-02-06 +297350-99999 POSEVNAJA 54.300 83.314 293.0 1953-02-16 1998-07-22 +297360-99999 MASLJANINO 54.333 84.217 198.0 1948-01-01 2020-02-06 +297450-99999 BELOVO 54.450 86.367 226.0 1953-02-16 2005-01-17 +297560-99999 SIRA 54.500 89.933 475.0 1946-01-01 2018-02-16 +297590-99999 KOMMUNAR 54.333 89.283 847.0 1959-01-01 2020-02-06 +297660-99999 IDRINSKOE 54.367 92.133 282.0 1948-01-01 2020-02-06 +297720-99999 ARTEMOVSK 54.367 93.433 479.3 1953-02-16 2020-02-06 +297890-99999 VERHNJAJA GUTARA 54.217 96.967 984.0 1953-02-16 2020-02-06 +298020-99999 MIKHAILOVKA 53.817 76.533 114.0 1959-01-02 2020-02-06 +298070-99999 ERTIS 53.350 75.450 94.0 1948-01-01 2020-02-06 +298130-99999 KRASNOOZERSK 53.967 79.233 144.0 1953-02-18 2018-07-25 +298140-99999 KARASUK 53.733 78.017 115.0 1953-02-16 2020-02-06 +298220-99999 KAMEN'-NA-OBI 53.817 81.267 129.0 1946-01-01 2018-07-25 +298270-99999 BAEVO 53.267 80.767 122.0 1953-02-18 2020-02-06 +298320-99999 TALMENKA 53.817 83.583 144.0 1953-02-16 2009-06-27 +298360-99999 SOROKINO 53.750 84.950 221.0 1953-02-16 2001-10-27 +298370-99999 SELABOLIHA 53.400 82.600 170.0 1957-07-01 2002-08-28 +298380-99999 BARNAUL 53.364 83.539 255.1 1932-01-01 2020-02-06 +298460-99999 NOVOKUZNETSK 53.733 87.183 308.0 1955-07-01 2017-06-15 +298480-99999 TOGUL 53.467 85.917 272.0 1948-01-01 2009-06-27 +298490-99999 KUZEDEEVO 53.333 87.167 293.0 1953-02-16 1997-03-28 +298540-99999 MEZDURECENSK 53.683 88.050 242.0 1960-01-02 1996-11-16 +298580-99999 NEOZIDANNIJ PRIISK 53.283 89.167 527.0 1953-02-16 2009-05-23 +298640-99999 UYBAT 53.717 90.367 525.0 1948-01-01 2020-02-06 +298650-99999 ABAKAN 53.750 91.400 245.0 1933-02-15 2001-10-24 +298690-99999 ERMAKOVSKOE 53.300 92.417 298.0 1948-01-01 2020-02-06 +298700-99999 KURAGINO 53.883 92.667 284.0 1959-02-22 2003-05-12 +298760-99999 KAZYR 53.683 94.200 446.1 1959-01-01 2020-02-06 +298920-99999 HADAMA 53.950 98.817 705.0 1953-02-18 2020-02-06 +298940-99999 ALYGDZER 53.633 98.217 918.0 1948-01-01 2001-09-26 +299150-99999 SLAVGOROD 52.967 78.650 126.0 1948-01-01 2020-02-06 +299230-99999 REBRIHA 53.067 82.300 219.0 1953-02-16 2019-12-25 +299250-99999 ZAVYALOVO-IN-ALTAY 52.833 80.950 165.0 1953-02-16 2001-11-04 +299370-99999 ALEJSKAJA 52.517 82.767 175.0 1948-01-01 2020-02-06 +299390-99999 BIJSK ZONAL'NAYA 52.667 84.917 225.0 1932-01-01 2020-02-06 +299460-99999 KONDOMA 52.867 87.283 354.0 1953-02-16 2005-06-27 +299550-99999 UST-KABIRZA 52.817 88.450 416.0 1969-01-01 1995-07-15 +299560-99999 TASTYP 52.800 89.917 455.0 1948-01-01 2020-02-06 +299620-99999 BEJA 53.050 90.917 469.0 1953-02-16 2018-11-06 +299730-99999 VERHNI AMIL 53.133 94.467 765.0 1959-09-01 1996-04-05 +299740-99999 OLEN' YA RECHKA 52.800 93.233 1398.5 1936-12-31 2020-02-06 +299990-99999 ORLIK (MTN STN) 52.500 99.817 1570.0 1948-01-05 1999-09-10 +300140-99999 CEMDALSK 59.750 103.300 277.0 1959-11-01 2011-03-16 +300280-99999 IKA 59.283 106.167 352.0 1953-02-16 2020-02-06 +300370-99999 NEPA 59.250 108.233 323.0 1955-07-01 2001-05-28 +300540-99999 VITIM 59.450 112.583 190.0 1934-08-05 2020-02-06 +300740-99999 MACHA 59.933 117.600 163.8 1959-09-01 2020-02-06 +300890-99999 DZHIKIMDA 59.017 121.767 175.0 1959-01-01 2020-02-06 +301170-99999 UST-ILIMSK 58.200 102.750 401.0 1953-02-16 2002-04-21 +301360-99999 ICHERA 58.550 109.767 234.0 1948-01-01 1984-05-13 +301510-99999 VORONCOVKA 58.850 112.900 203.0 1948-01-01 2004-06-30 +301570-99999 MAMA 58.317 112.867 224.0 1953-02-16 2020-02-06 +301650-99999 SVETLY 58.417 116.017 422.5 1955-03-22 2015-09-17 +302300-99999 KIRENSK 57.767 108.067 258.0 1932-01-01 2020-02-06 +302460-99999 GORNO-CUJSKI 57.667 111.667 332.0 1955-03-10 2001-05-11 +302530-99999 BODAJBO 57.850 114.200 278.0 1948-01-01 2005-12-28 +302550-99999 MAMAKAN 57.800 114.083 532.0 1969-01-01 2001-07-04 +302630-99999 NICATKA 57.833 117.667 562.0 1960-01-14 2002-01-12 +303090-99999 BRATSK 56.371 101.698 490.7 1934-02-02 2020-02-06 +303170-99999 ZAJARSK 56.200 102.833 427.0 1973-12-13 2008-01-15 +303200-99999 UST'-KUT 56.867 105.700 669.0 1953-02-16 2000-10-25 +303280-99999 ORLINGA 56.050 105.833 338.0 1953-02-16 2020-02-06 +303370-99999 KAZACHINSK 56.317 107.617 362.0 1948-01-01 2020-02-06 +303560-99999 ULON-MAKIT 56.367 114.633 516.0 1973-01-02 2001-05-28 +303720-99999 CHARA 56.900 118.267 711.0 1948-01-01 2020-02-06 +303790-99999 KATUGINO 56.000 119.450 996.0 1958-02-19 2001-05-28 +303850-99999 UST'-NJUKZHA 56.583 121.483 426.0 1953-02-23 2020-02-06 +303930-99999 CULMAN/NERIUGRI 56.833 124.867 859.0 1948-01-01 2020-02-06 +304050-99999 TANGUJ 55.383 101.033 423.0 1948-01-01 2020-02-06 +304130-99999 JASACNAJA 55.833 104.233 331.0 1979-06-01 2002-10-11 +304240-99999 GOLOVSKOE 55.483 105.483 372.0 1937-01-09 1995-12-20 +304320-99999 GOUJOKIT 55.717 109.067 676.0 1960-07-13 2002-03-15 +304330-99999 NIZHNEANGARSK 55.783 109.550 487.0 1948-01-01 2020-02-06 +304390-99999 TOMPA 55.117 109.750 465.0 1953-02-16 2020-02-06 +304550-99999 UAKIT 55.467 113.617 1097.0 1948-01-01 2020-02-06 +304610-99999 TILISMA 55.800 115.433 830.0 1959-01-01 2001-05-28 +304690-99999 KALAKAN 55.117 116.767 613.0 1937-04-02 2014-11-12 +304930-99999 NAGORNYJ 55.967 124.883 861.0 1936-12-31 2020-02-06 +304990-99999 TYNDA 55.183 124.667 528.0 1953-02-16 2020-02-06 +305040-99999 TULUN 54.600 100.633 522.0 1948-01-01 2020-02-06 +305070-99999 IKEJ 54.183 100.083 527.0 1953-02-16 2008-10-18 +305210-99999 ZHIGALOVO 54.800 105.167 418.0 1948-01-01 2020-02-06 +305260-99999 TIRKA 54.483 107.067 650.8 1955-07-01 2020-02-06 +305360-99999 DAVSA 54.350 109.517 469.0 1955-04-15 2001-05-28 +305370-99999 SOLNETHNAYA 54.033 108.267 464.0 1953-02-16 2005-09-22 +305470-99999 KURUMKAN 54.317 110.317 509.0 1955-03-15 2001-05-28 +305540-99999 BAGDARIN 54.483 113.583 995.0 1948-01-01 2020-02-06 +305670-99999 BUGARIHTA 54.050 115.017 738.0 1955-03-15 2001-05-28 +306030-99999 ZIMA 53.933 102.050 458.0 1948-01-01 2020-02-06 +306120-99999 BALAGANSK 54.000 103.067 427.0 1953-02-16 2020-02-06 +306170-99999 CEREMHOVO 53.167 103.083 598.0 1969-01-01 2008-04-29 +306200-99999 SARMA 53.100 106.817 464.0 1955-07-01 1991-03-26 +306220-99999 KACUG 53.967 105.900 533.0 1948-01-01 2020-02-06 +306270-99999 BAJANDAJ 53.100 105.533 762.0 1948-01-01 2020-02-06 +306320-99999 BOLSOJ USKAN ISLAND 53.850 108.600 460.0 1955-07-01 2002-06-15 +306350-99999 UST'-BARGUZIN 53.417 109.017 461.0 1953-02-16 2020-02-06 +306370-99999 UZUR 53.317 107.733 461.6 1955-07-01 2020-02-06 +306380-99999 MAKSIMIHA 53.267 108.750 475.0 1955-07-01 2000-01-08 +306490-99999 UST-ZAZA 53.183 111.717 973.0 1955-03-06 2001-05-28 +306500-99999 ROMANOVKA 53.200 112.783 923.0 1948-01-01 2020-02-06 +306510-99999 BOLSOJ AMALAT 53.917 113.417 935.0 1955-03-15 2001-06-25 +306640-99999 TUNGOKOCEN 53.533 115.617 811.0 1948-01-01 2020-02-06 +306690-99999 ZILOVO 53.067 117.483 708.0 1948-01-01 2017-10-16 +306730-99999 MOGOCHA 53.750 119.733 625.0 1948-01-01 2020-02-06 +306750-99999 KSEN'EVSKAJA 53.550 118.717 582.0 1948-01-08 2001-12-09 +306790-99999 GORBICA 53.100 119.217 384.0 1953-02-16 2014-11-12 +306860-99999 IGNASINO 53.467 122.400 295.0 1953-02-16 2018-07-25 +306920-99999 SKOVORODINO 54.000 123.967 398.0 1948-01-01 2014-10-29 +306950-99999 DZALINDA 53.467 123.900 266.0 1953-02-16 2020-02-06 +307030-99999 INGA 52.967 101.983 543.0 1948-01-01 2020-02-06 +307100-99999 IRKUTSK 52.268 104.389 510.5 1932-01-01 2020-02-06 +307120-99999 USOL' E-SIBIRSKOE 52.783 103.683 437.4 1974-04-29 2013-12-25 +307140-99999 DABADY 52.100 102.700 755.9 1953-03-15 2020-02-06 +307260-99999 SUHAJA 52.567 107.133 461.0 1959-01-30 2006-04-26 +307270-99999 BOLSOJE-GOLOUSTNOJ 52.033 105.400 461.0 1957-07-01 2002-06-06 +307290-99999 KABANSK 52.050 106.650 467.0 1948-01-01 2002-11-07 +307310-99999 GORJACINSK 52.983 108.283 487.0 1948-01-01 2020-02-06 +307390-99999 HORINSK 52.167 109.783 666.1 1948-01-01 2020-02-06 +307410-99999 ZAMAKTA 52.767 109.967 1286.0 1948-01-01 2020-02-06 +307450-99999 SOSNOVO-OZERSKOE 52.533 111.550 952.0 1948-01-01 2020-02-06 +307510-99999 TELEMBA 52.733 113.267 929.0 1953-02-16 2002-04-18 +307570-99999 BEKLEMISEVO 52.117 112.667 968.0 1959-11-27 2002-04-23 +307580-99999 KADALA 52.026 113.306 692.5 1932-01-01 2020-02-06 +307640-99999 USUGLI 52.650 115.167 646.0 1948-01-01 2020-02-06 +307660-99999 CHERNYSHEVSK 52.533 117.000 539.0 1953-02-16 2002-05-26 +307680-99999 NERCINSK 52.000 116.533 482.0 1953-02-16 2002-04-22 +307720-99999 UST'-KARA 52.700 118.800 407.0 1953-02-16 2003-06-02 +307770-99999 SRETENSK 52.233 117.700 525.0 1932-01-01 2020-02-06 +307810-99999 URJUPINO 52.750 120.033 370.0 1948-01-08 2020-02-06 +308020-99999 MONDY 51.683 100.983 1304.0 1949-01-01 2020-02-06 +308060-99999 KYREN 51.683 102.167 758.0 1973-01-01 2002-02-07 +308110-99999 TUNKA 51.733 102.533 721.0 1953-02-16 2006-04-26 +308120-99999 SLJUDJANKA 51.650 103.667 471.0 1948-01-01 2001-12-02 +308140-99999 KULTUK 51.733 103.700 472.0 1954-04-02 2002-11-24 +308150-99999 HAMAR-DABAN 51.533 103.600 1442.0 1953-02-16 2020-02-06 +308220-99999 BABUSKIN 51.717 105.850 467.0 1953-02-16 2020-02-06 +308230-99999 MUKHINO 51.808 107.438 515.1 1948-01-01 2020-02-06 +308240-99999 TANHOJ 51.567 105.117 472.0 1948-01-01 2006-04-26 +308290-99999 NOVOSELENGINSK 51.100 106.650 556.0 1948-01-01 2020-02-06 +308370-99999 MUHORSIBIR 51.017 107.833 733.0 1955-03-15 2001-05-28 +308380-99999 PETROVSKIJ ZAVOD 51.317 108.867 806.0 1948-01-01 2020-02-06 +308430-99999 MOGZON 51.733 112.000 907.0 1948-01-02 2002-01-27 +308440-99999 HILOK 51.350 110.467 802.0 1948-01-01 2020-02-06 +308460-99999 ULETY 51.350 112.467 743.0 1948-01-01 2020-02-06 +308490-99999 NIKOLAJEVSKOE 51.050 111.767 817.0 1957-07-01 2002-05-07 +308530-99999 KARYMSKAJA 51.633 114.317 616.0 1953-02-16 2002-06-14 +308560-99999 SEDLOVAJA 51.483 114.533 877.0 1948-01-01 1996-08-01 +308580-99999 KUROT-DARASUA 51.200 113.717 805.0 1955-03-15 2002-06-18 +308590-99999 AGINSKOE 51.100 114.517 681.0 1953-02-16 2020-02-06 +308620-99999 SHILKA 51.867 116.033 597.0 1948-01-01 2020-02-06 +308660-99999 BALEJ 51.583 116.633 649.0 1969-01-01 2001-07-29 +308750-99999 TAJNA 51.583 118.467 698.0 1953-02-16 2005-01-04 +308790-99999 NERCHINSKIJ ZAVOD 51.317 119.617 619.0 1934-01-02 2020-02-06 +309110-99999 SANAGA 50.733 102.833 1170.0 1955-03-12 2002-10-02 +309150-99999 CAKIR 50.417 103.617 989.0 1955-03-15 2002-11-21 +309160-99999 TOREJ 50.517 104.833 733.0 1955-03-15 1995-09-09 +309240-99999 PETROPAVLOVKA 50.633 105.317 684.0 1960-05-20 2001-05-28 +309250-99999 KJAHTA 50.367 106.450 797.0 1948-01-01 2020-02-06 +309350-99999 KRASNYJ CHIKOJ 50.367 108.750 771.0 1955-03-15 2020-02-06 +309380-99999 MENZA 49.433 108.900 940.0 1955-03-15 2001-05-28 +309440-99999 CEREMHOVO 50.567 110.200 885.0 1955-03-15 2002-03-02 +309480-99999 GRJAZI 50.017 111.183 1234.0 1955-03-15 2001-11-12 +309490-99999 KYRA 49.567 111.967 908.0 1948-01-01 2020-02-06 +309570-99999 AKSA 50.267 113.267 732.0 1948-01-01 2020-02-06 +309610-99999 OLOVJANNAJA 50.950 115.583 640.0 1948-01-02 2018-08-08 +309640-99999 KUBUHAJ 50.500 114.817 679.0 1973-01-01 2002-02-17 +309650-99999 BORZYA 50.400 116.517 676.0 1936-12-31 2020-02-06 +309670-99999 SOLOV'EVSK 49.900 115.750 623.0 1953-02-16 2020-02-06 +309690-99999 MATSIYEVSKAYA 49.733 117.267 736.0 1953-02-16 2002-03-10 +309710-99999 ALEKSANDROVSKIJ ZAVOD 50.917 117.933 807.0 1948-01-01 2018-08-08 +309720-99999 DONO 50.883 118.583 694.0 1953-02-16 2001-05-28 +309750-99999 PRIARGUNSK 50.333 119.067 521.1 1948-01-05 2020-02-06 +309780-99999 KAJLASTUJ 49.833 118.383 550.0 1948-01-01 2018-08-08 +310040-99999 ALDAN 58.617 125.367 679.0 1934-10-13 2020-02-06 +310050-99999 TOMMOT 58.967 126.267 283.5 1934-08-07 2020-02-06 +310110-99999 BUJAGA 59.667 127.050 278.4 1957-07-02 2020-02-06 +310160-99999 UGINO 58.633 128.500 230.6 1959-01-01 2020-02-06 +310410-99999 UST'-MIL' 59.633 133.033 179.4 1959-01-01 2020-02-06 +310540-99999 UST'-JUDOMA 59.183 135.150 212.0 1959-01-01 2020-02-06 +310830-99999 HEJDZHAN 59.967 144.783 121.0 1959-01-01 2015-07-01 +310870-99999 UL' YA 58.817 141.850 5.0 1959-01-01 2020-02-06 +310880-99999 OHOTSK 59.367 143.200 6.0 1936-01-03 2020-02-06 +310930-99999 ARMAN 59.717 150.200 8.0 1959-01-01 1989-04-01 +310970-99999 USKI 59.183 146.333 17.0 1959-01-01 1993-11-18 +311230-99999 CJUL'BJU 57.767 130.900 255.0 1957-07-01 2020-02-06 +311370-99999 TOKO 56.283 131.133 850.0 1959-01-01 2020-02-06 +311520-99999 NEL' KAN 57.650 136.150 318.0 1948-01-15 2020-02-06 +311580-99999 BATOMGA 56.650 136.350 496.0 1959-01-01 2003-10-18 +311630-99999 ENKAN 57.767 140.183 10.0 1959-01-01 2015-11-17 +311680-99999 AYAN 56.450 138.150 8.0 1947-12-31 2020-02-06 +311740-99999 BOL'SHOJ SHANTAR 54.833 137.533 21.0 1959-01-01 2020-02-06 +311990-99999 UNAHA 55.033 126.800 448.0 1953-02-16 2002-08-16 +312350-99999 JANA 55.483 134.333 318.0 1959-01-01 2008-09-30 +312530-99999 BOMNAK 54.717 128.867 364.0 1953-02-16 2020-02-06 +312630-99999 LOKSAK 54.733 130.450 464.0 1953-02-16 2018-08-08 +312850-99999 UDSKOE 54.500 134.417 62.0 1959-01-18 2020-02-06 +312860-99999 CUMIKAN 54.717 135.317 5.0 1936-01-04 2009-09-17 +312950-99999 MAGDAGACI 53.467 125.817 370.0 1948-01-06 2020-02-06 +313000-99999 ZEJA 53.700 127.300 229.0 1948-01-01 2020-02-06 +313110-99999 OGORON 53.967 129.067 405.0 1953-12-02 2002-08-31 +313180-99999 DUGDA 53.350 130.017 319.3 1953-12-01 2003-10-18 +313250-99999 SEVLI 53.517 132.917 442.0 1960-08-08 2002-03-03 +313290-99999 EKIMCAN 53.067 132.933 543.0 1947-12-31 2020-02-06 +313380-99999 SELEMDZA 53.133 133.967 682.0 1948-01-01 1994-09-18 +313460-99999 TUGUR 53.850 136.867 52.0 1959-01-01 1994-03-25 +313480-99999 BURUKAN 53.050 136.033 153.0 1948-01-16 2020-02-06 +313620-99999 ALEKSANDRA 54.283 139.783 9.0 1959-01-01 2009-06-13 +313640-99999 KULCI 53.567 139.650 128.0 1957-07-01 1993-06-30 +313690-99999 NIKOLAEVSK-ON-AMUR 53.150 140.700 68.0 1931-12-31 2020-02-06 +313710-99999 CHERNJAEVO 52.783 126.000 210.0 1948-01-01 2020-02-06 +313840-99999 GAR 52.567 129.067 246.0 1953-12-01 2002-03-11 +313880-99999 NORSK 52.350 129.917 208.0 1947-12-31 2020-02-06 +313970-99999 BYSSA 52.450 130.867 267.0 1954-02-10 2003-10-18 +314160-99999 IM POLINY OSIPENKO 52.417 136.500 73.0 1947-12-31 2020-02-06 +314180-99999 VESELAJA GORKA 52.283 135.800 201.0 1953-02-16 2020-02-06 +314210-99999 GUGA 52.700 137.533 60.0 1948-01-16 1999-08-03 +314370-99999 SOMNITELNIJ-PRIISK 52.167 139.067 220.0 1959-01-04 2005-04-17 +314390-99999 BOGORODSKOE 52.383 140.467 35.0 1947-12-31 2020-02-06 +314410-99999 USAKOVO 51.900 126.583 159.0 1973-03-13 1993-06-30 +314420-99999 SIMANOVSK 51.983 127.650 281.0 1947-12-31 2020-02-06 +314440-99999 KUMARA 51.583 126.750 173.0 1946-03-07 1974-04-15 +314450-99999 SVOBODNYJ 51.450 128.117 197.0 1947-12-31 2020-02-06 +314590-99999 VERHNJAJA TOM 51.350 130.433 261.0 1947-12-31 2011-01-16 +314740-99999 UST'-UMAL'TA 51.633 133.267 384.0 1948-01-01 2020-02-06 +314780-99999 SOFIJSKIJ PRIISK 52.267 133.983 902.0 1947-12-31 2020-02-06 +314820-99999 DUKI 51.717 135.933 132.0 1947-12-31 2001-12-29 +314840-99999 HULARIN 51.417 135.083 269.0 1948-01-01 2020-02-06 +314890-99999 GORIN 51.200 136.800 92.0 1953-12-01 2020-02-06 +315040-99999 SUHANOVKA 51.350 139.100 63.0 1947-12-31 2008-11-17 +315100-99999 BLAGOVESCENSK 50.283 127.483 169.2 1931-12-31 2020-02-06 +315130-99999 BELOGORSK 50.917 128.467 178.0 1953-02-16 2018-07-25 +315210-99999 BRATOLJUBOVKA 50.783 129.333 227.0 1947-12-31 2020-02-06 +315270-99999 ZAVITAJA 50.117 129.467 241.0 1947-12-31 2020-02-06 +315320-99999 CEKUNDA 50.867 132.250 272.0 1945-12-31 2020-02-06 +315340-99999 SEKTAGLI 50.433 131.017 230.0 1947-12-31 2020-02-06 +315380-99999 SUTUR 50.067 132.133 347.0 1953-10-19 2020-02-06 +315610-99999 KOMSOMOLSK-NA-AMURE 50.533 137.033 22.0 1936-12-31 2020-02-06 +315620-99999 NIZNETAMBOVSKOE 50.933 138.200 60.0 1959-01-30 2005-11-14 +315730-99999 SIZEMAN 50.733 140.433 5.0 1955-04-23 1994-04-09 +315770-99999 SIHOTE 50.183 139.017 697.0 1959-01-05 1994-03-25 +315870-99999 POJARKOVO 49.617 128.650 115.0 1946-02-04 2020-02-06 +315940-99999 ARHARA 49.417 130.083 135.0 1946-01-04 2020-02-06 +316240-99999 URMI 49.400 133.233 198.0 1948-01-01 2020-02-06 +316320-99999 KUR 49.933 134.633 283.0 1953-12-02 2020-02-06 +316510-99999 BOLON 49.967 136.067 28.0 1959-01-06 1989-09-04 +316550-99999 TROICKOE 49.450 136.567 29.0 1947-12-31 2020-02-06 +316770-99999 SOLEKUL 49.017 138.750 894.0 1959-01-04 2009-04-03 +316830-99999 TUMNIN 49.650 140.083 58.0 1959-01-01 2020-02-06 +317020-99999 OBLUC'E 49.000 131.083 257.0 1953-02-16 2020-02-06 +317050-99999 DICHUN 48.517 130.733 116.0 1969-01-01 2004-11-30 +317070-99999 EKATERINO-NIKOL'SKOE 47.733 130.967 73.0 1947-12-31 2020-02-06 +317100-99999 LENINSKOE 47.950 132.617 56.0 1954-12-01 2008-09-15 +317130-99999 BIROBIDZHAN 48.733 132.950 80.0 1947-12-31 2020-02-06 +317250-99999 SMIDOVICH 48.617 133.833 52.0 1953-02-16 2020-02-06 +317350-99999 NOVY 48.528 135.188 75.0 1931-12-31 2020-02-06 +317540-99999 TIVJAKU 48.600 137.050 403.0 1947-12-31 2020-02-06 +317660-99999 IOLI 48.650 138.983 382.0 1957-07-02 2007-02-05 +317700-99999 SOVETSKAYA GAVAN 49.000 140.300 23.8 1959-01-30 2020-02-06 +317860-99999 VJAZEMSKAJA 47.550 134.817 89.0 1947-12-31 1998-12-19 +318010-99999 GVASJUGI 47.667 136.183 180.0 1948-01-01 2020-02-06 +318230-99999 GROSSEVICHI 47.967 139.533 3.0 1948-01-01 2001-09-10 +318250-99999 AGZU 47.600 138.400 165.0 1947-12-31 2020-02-06 +318290-99999 ZOLOTOJ 47.317 138.983 26.0 1953-02-16 2010-10-05 +318320-99999 BIKIN 46.800 134.267 68.0 1947-12-31 2020-02-06 +318450-99999 KRASNYJ JAR 46.533 135.317 130.0 1953-02-16 2020-02-06 +318510-99999 GAMCANZA 46.683 136.267 244.0 1955-04-23 1996-07-09 +318660-99999 SOSUNOVO 46.533 138.333 4.0 1953-02-16 2020-02-06 +318690-99999 KHUCIN 46.033 137.883 10.0 1959-02-01 2005-05-22 +318730-99999 DAL'NERECHENSK 45.867 133.733 101.0 1947-12-31 2020-02-06 +318780-99999 KIROVSKIJ 45.100 133.500 97.7 1953-02-16 2020-02-06 +318950-99999 UST-KOLUMBE 45.267 135.500 335.0 1955-04-06 1997-05-22 +319090-99999 TERNEJ 45.000 136.600 68.0 1953-02-16 2020-02-06 +319130-99999 TURIJ ROG 45.217 131.983 88.0 1948-01-01 2018-06-17 +319150-99999 POGRANICHNYJ 44.400 131.383 211.0 1947-12-31 2020-02-06 +319170-99999 POLTAVKA 44.033 131.317 109.0 1953-02-16 2006-04-26 +319210-99999 ASTRAHANKA 44.717 132.067 78.0 1953-02-16 2020-02-06 +319390-99999 CUGUEVKA 44.150 133.867 259.0 1948-01-01 2018-08-08 +319420-99999 ZURAVLEVKA 44.750 134.467 170.0 1953-02-16 1998-08-23 +319590-99999 RUDNAJA PRISTAN' 44.367 135.850 34.0 1953-02-16 2020-02-06 +319600-99999 VLADIVOSTOK 43.117 131.933 183.0 1931-12-31 2020-02-06 +319690-99999 POS'ET 42.650 130.800 35.0 1956-01-01 2020-02-06 +319810-99999 ANUCINO 43.967 133.067 188.0 1953-02-16 2020-02-06 +319870-99999 PARTIZANSK 43.150 133.017 208.0 1953-02-16 2020-02-06 +319890-99999 PREOBRAZHENIE 42.900 133.900 43.0 1948-01-01 2020-02-06 +319930-99999 FURMANOVO-IN-PRIMOR 43.983 134.683 234.0 1953-02-16 2020-02-05 +320040-99999 RYBNOVSK 53.250 141.917 4.0 1955-03-05 2002-07-16 +320100-99999 OHA 53.500 142.900 38.0 1936-12-31 2020-02-06 +320120-99999 CAPE YELIZAVETI 54.417 142.717 77.0 1956-03-11 2005-09-17 +320270-99999 POGIBI 52.217 141.633 6.0 1953-02-16 2020-02-06 +320360-99999 CAJVO 52.367 143.183 6.0 1955-03-06 2004-09-03 +320530-99999 NOGLIKI 51.917 143.133 34.0 1947-12-31 2020-02-06 +320590-99999 KONGI 51.100 143.550 15.0 1959-01-13 2004-09-03 +320610-99999 ALEKSANDROVSK-SAHALINSKIJ 50.900 142.167 31.0 1931-12-31 2020-02-06 +320690-99999 PIL'VO 50.050 142.167 4.0 1953-02-16 2020-02-06 +320760-99999 POGRANICHNOE 50.400 143.767 8.0 1947-12-31 2020-02-06 +320880-99999 UGLEGORSK 49.067 142.033 43.0 1948-01-01 2004-09-03 +320980-99999 PORONAJSK 49.217 143.100 8.0 1953-02-16 2020-02-06 +320990-99999 MYS TERPENIYA 48.650 144.733 6.0 1948-01-03 2020-02-06 +321210-99999 ILYINSKIY 47.983 142.200 18.0 1953-02-16 2020-02-06 +321280-99999 HOLMSK 47.050 142.050 44.0 1953-02-16 2018-08-08 +321450-99999 NEVELSK 46.617 141.950 6.0 1948-01-01 2004-09-03 +321500-99999 KHOMUTOVO 46.889 142.718 18.0 1953-02-16 2020-02-06 +321560-99999 KORSAKOV 46.633 142.850 34.0 1955-03-05 2004-09-03 +321580-99999 JUZNOJE (LGT-H) 46.217 143.450 21.0 1959-08-19 2004-09-03 +321650-99999 JUZHNO-KURIL'SK 44.017 145.867 49.0 1953-02-16 2020-02-06 +321740-99999 KURILSK 45.267 147.967 38.0 1948-01-01 2004-09-03 +321860-99999 URUP 46.200 150.500 76.0 1953-02-16 2002-03-15 +321950-99999 SIMUSIR 46.850 151.867 25.0 1948-01-29 1998-11-06 +322070-99999 MATUA 48.067 153.217 58.0 1948-01-03 1996-07-10 +322130-99999 MYS LOPATKA 50.867 156.683 47.0 1946-01-01 2020-02-06 +322150-99999 SEVERO-KURIL'SK 50.683 156.133 23.0 1948-01-02 2020-02-06 +322170-99999 CAPE VASILEVA 50.000 155.383 16.0 1953-02-16 2005-07-30 +322270-99999 PALANA 59.117 159.967 19.0 1955-05-01 1994-04-11 +322520-99999 UST'-VOYAMPOLKA 58.500 159.167 7.0 1955-05-01 2020-02-06 +322870-99999 UST'- HAJRJUZOVO 57.083 156.700 8.0 1955-05-01 2020-02-06 +323330-99999 OZERNOY (MYS) 57.650 163.233 9.1 1955-05-01 2020-02-06 +323890-99999 KLJUCHI 56.317 160.833 29.0 1953-02-16 2020-02-06 +324080-99999 UST'-KAMCHATSK 56.217 162.717 27.0 1948-01-01 2020-02-06 +324110-99999 ICA 55.583 155.583 6.0 1955-05-03 2020-02-06 +324470-99999 DOLINOVKA 55.117 159.067 100.0 1955-05-01 1996-01-07 +324770-99999 SOBOLEVO 54.300 155.933 14.0 1955-05-01 2020-02-06 +325090-99999 SEMYACHIK 54.117 159.983 27.0 1946-04-02 2020-02-06 +325190-99999 KRONOKI 54.617 161.200 15.9 1955-05-01 2015-05-12 +325400-99999 YELIZOVO 53.168 158.454 39.9 1932-01-01 2020-02-06 +325640-99999 OKTIABR'SKAYA 52.667 156.233 6.0 1948-01-02 2004-07-31 +325830-99999 PETROPAVLOVSK-KAMCHATSKIJ 52.867 158.650 24.0 1946-04-03 2020-02-06 +325940-99999 OZERNAJA 51.483 156.483 28.0 1953-02-16 2020-02-06 +325960-99999 HODUTKA 51.783 158.033 18.0 1957-07-01 2005-04-13 +326180-99999 OSTROV BERINGA 55.200 165.983 18.0 1932-08-01 2020-02-06 +330003-99999 LOZUVATKA INTL 48.043 33.210 124.4 2004-05-10 2020-02-06 +330004-99999 DNIPROPETROVSK INTL 48.357 35.101 146.6 2004-05-10 2020-02-06 +330005-99999 IVANO FRANKIVSK 48.883 24.683 287.0 2004-05-10 2020-02-06 +330080-99999 BREST 52.108 23.898 142.6 1931-01-10 2020-02-06 +330190-99999 PINSK 52.117 26.117 142.0 1929-08-02 2020-02-06 +330270-99999 ZHITCKOVICHI 52.217 27.867 137.0 1946-04-03 2020-02-06 +330360-99999 MOZYR 52.036 29.167 190.0 1959-01-01 2020-02-06 +330410-99999 GOMEL 52.527 31.017 143.9 1955-01-01 2020-02-06 +330490-99999 SEMENOVKA 52.183 32.583 161.0 1959-01-01 2017-09-08 +330880-99999 SARNY 51.283 26.617 156.0 1948-01-01 2020-02-06 +331240-99999 BRAGIN 51.817 30.248 116.0 1961-02-03 2020-02-06 +331350-99999 CHERNIHIV 51.467 31.250 141.0 1946-01-02 2020-02-06 +331770-99999 VOLODYMYR-VOLYNS'KYI 50.833 24.317 194.0 1959-01-01 2020-02-06 +332310-99999 CHORNOBYL' 51.283 30.233 127.0 1955-01-01 2016-06-14 +332460-99999 NIZHYN 51.050 31.900 126.0 1955-01-01 2016-06-14 +332610-99999 KONOTOP 51.233 33.200 149.0 1936-12-31 2020-02-06 +332750-99999 SUMY 50.850 34.667 181.0 1946-03-07 2020-02-06 +333010-99999 RIVNE INTL 50.607 26.142 230.1 1959-01-01 2020-02-06 +333012-99999 MYKOLAIV 47.050 31.917 58.0 2004-07-13 2020-02-06 +333170-99999 SHEPETIVKA 50.167 27.033 278.0 1936-12-31 2020-02-06 +333250-99999 ZHYTOMYR 50.233 28.733 224.0 1948-01-02 2020-02-06 +333450-99999 ZHULIANY INTL 50.402 30.451 178.6 1932-01-01 2020-02-06 +333451-99999 ANTONOV INTL 50.603 30.192 157.6 2004-07-13 2020-02-06 +333460-99999 KIEV/BORISPOL 50.350 30.917 125.0 1959-01-01 1990-04-24 +333470-99999 BORYSPIL INTL 50.345 30.895 130.1 1961-04-04 2020-02-06 +333560-99999 YAHOTYN 50.217 31.800 128.0 1959-01-01 2016-06-14 +333620-99999 PRILUKY 50.583 32.383 133.0 1955-01-01 2016-06-14 +333760-99999 HADIACH 50.367 33.983 154.0 1959-01-01 2016-06-14 +333770-99999 LUBNY 50.000 33.017 158.0 1946-01-01 2020-02-06 +333930-99999 LVIV INTL 49.813 23.956 326.4 1928-01-02 2020-02-06 +334150-99999 TERNOPIL' 49.533 25.667 329.0 1934-03-29 2020-02-06 +334290-99999 KHMEL'NYTS'KYI 49.433 26.983 350.0 1955-01-01 2020-02-06 +334660-99999 MYRONIVKA 49.667 31.000 153.0 1948-01-01 2020-02-06 +334870-99999 CHERKASY 49.417 32.050 107.0 1959-01-01 2004-01-16 +334950-99999 VESELYI PODIL 49.617 33.267 96.0 1955-01-03 2016-06-14 +335060-99999 POLTAVA 49.600 34.550 160.0 1936-12-31 2020-02-06 +335260-99999 IVANO-FRANKIVS'K 48.967 24.400 280.0 1948-01-01 2008-12-31 +335620-99999 VINNYTSIA 49.233 28.600 298.0 1946-04-03 2020-02-06 +335870-99999 UMAN' 48.767 30.233 216.0 1932-01-01 2020-02-06 +336050-99999 CHYHYRYN 49.083 32.667 124.0 1969-01-01 2016-06-14 +336090-99999 ZNAMIANKA 48.717 32.667 181.0 1959-01-01 2016-06-14 +336140-99999 SVITLOVODS'K 49.050 33.250 84.0 1995-03-15 2020-02-06 +336150-99999 KREMENCUG 49.033 33.433 80.0 1959-01-01 2002-11-02 +336210-99999 KOBELIAKY 49.150 34.200 118.0 1959-01-01 2016-06-14 +336310-99999 UZHHOROD 48.633 22.267 124.0 1955-01-01 2020-02-06 +336580-99999 CHERNIVTSI 48.367 25.900 246.0 1936-01-01 2020-02-06 +336630-99999 MOHYLIV-PODIL'S'KYI 48.450 27.783 78.0 1959-01-01 2020-02-06 +337110-99999 KIROVOHRAD 48.517 32.200 171.0 1936-12-31 2020-02-06 +337170-99999 BOBRYNETS' 48.067 32.150 143.0 1959-01-01 2016-06-14 +337230-99999 KOMISARIVKA 48.433 33.900 118.0 1959-01-01 2016-06-14 +337450-99999 BALTI 47.783 27.950 102.0 1948-01-01 2020-02-06 +337610-99999 LIUBASHIVKA 47.850 30.267 183.0 1948-04-01 2020-02-06 +337770-99999 VOZNESENS'K 47.567 31.333 34.0 1948-01-02 2016-06-14 +337880-99999 BASTANKA 47.417 32.467 84.0 1959-01-01 2002-04-08 +337910-99999 KRYVYI RIH 48.033 33.217 124.0 1948-01-01 2020-02-06 +338150-99999 CHISINAU 47.017 28.983 173.0 1936-01-01 2020-02-06 +338370-99999 ODESA INTL 46.427 30.676 52.4 1932-01-01 2020-02-06 +338387-99999 CHISINAU INTL 46.928 28.931 121.6 1999-01-14 2020-02-06 +338620-99999 VELYKA OLEKSANDRIVKA 47.317 33.283 56.0 1955-01-01 2016-06-14 +338690-99999 NOVA KAKHOVKA 46.783 33.367 25.0 1959-01-01 2016-06-14 +338830-99999 KOMRAT 46.300 28.633 133.0 1959-01-01 2020-02-06 +338890-99999 IZMAIL 45.367 28.850 30.0 1959-01-01 2016-06-14 +339020-99999 KHERSON 46.633 32.567 54.0 1932-01-01 2020-02-06 +339100-99999 HENICHES'K 46.167 34.817 15.0 1932-01-06 2016-06-14 +339240-99999 CHORNOMORS'KE 45.517 32.700 10.0 1936-12-31 2020-02-06 +339340-99999 DZANKOJ 45.717 34.400 8.0 1955-01-01 2002-12-23 +339460-99999 SIMFEROPOL' 44.683 34.133 181.0 1936-01-01 2020-02-06 +339760-99999 FEODOSIIA 45.033 35.383 26.0 1932-01-03 2015-03-31 +339830-99999 KERCH 45.400 36.417 49.0 1932-01-01 2020-02-06 +339900-99999 YALTA 44.483 34.167 72.0 1948-01-02 2015-03-31 +340090-99999 KURSK 51.767 36.167 247.0 1932-01-01 2020-02-06 +340470-99999 ZERDEVKA 51.833 41.483 147.0 1932-01-01 2020-02-06 +341220-99999 CHERTOVITSKOYE 51.814 39.230 156.7 1932-01-01 2020-02-06 +341230-99999 VORONEZ 51.700 39.217 149.0 1994-08-02 2020-02-06 +341520-99999 BALASHOV 51.550 43.150 159.0 1932-01-01 2020-02-06 +341720-99999 TSENTRALNY 51.565 46.047 152.1 1932-01-01 2019-08-20 +341860-99999 ERSHOV 51.367 48.300 111.0 1957-07-01 2020-02-06 +342400-99999 URJUPINSK 50.800 42.000 110.0 1953-02-16 2020-02-06 +342470-99999 KALAC 50.417 41.050 92.0 1960-01-01 2020-02-06 +342620-99999 RUDNYA 50.833 44.567 114.0 1959-01-03 2020-02-06 +342670-99999 DANILOVKA 50.367 44.117 102.0 1960-04-01 2020-02-06 +343000-99999 OSNOVA INTL 49.925 36.290 154.8 1932-01-01 2020-02-06 +343020-99999 BOHODUKHIV 50.200 35.533 203.0 1959-01-01 2016-06-14 +343190-99999 KUPIANS'K 49.633 37.700 83.0 1959-01-01 2016-06-14 +343210-99999 VALUJKI 50.217 38.100 112.0 1948-05-01 2020-02-06 +343360-99999 BOGUCAR 49.933 40.567 84.0 1936-12-31 2020-02-06 +343560-99999 FROLOVO 49.800 43.667 119.0 1961-08-02 2020-02-06 +343570-99999 SERAFIMOVIC 49.567 42.750 200.0 1946-04-03 2020-02-06 +343630-99999 KAMYSIN 50.067 45.367 119.0 1932-01-01 2020-02-06 +343730-99999 PALLASOVKA 50.050 46.883 37.0 1961-08-02 2020-02-06 +343910-99999 ALEKSANDROV-GAJ 50.150 48.550 25.0 1932-01-01 2020-02-06 +343980-99999 ZHALPAKTAL 49.667 49.483 10.0 1959-01-01 2020-02-06 +344010-99999 KRASNOHRAD 49.383 35.450 159.0 1959-01-01 2016-06-14 +344070-99999 HUBYNYKHA 48.800 35.250 127.0 1959-01-01 2016-06-14 +344090-99999 LOZOVA 48.900 36.317 177.0 1959-01-01 2016-06-14 +344150-99999 IZIUM 49.183 37.300 78.0 1932-01-01 2020-02-06 +344220-99999 STAROBEL'SK 49.283 38.917 64.0 1959-01-01 1990-07-10 +344320-99999 CERTKOVO 49.383 40.167 145.0 1959-01-01 1995-06-21 +344380-99999 MILLEROVO 48.933 40.383 155.0 1948-05-05 2020-02-06 +344450-99999 BOKOVSKAJA 49.217 41.833 91.0 1961-08-05 2020-02-06 +344760-99999 EL'TON 49.133 46.850 6.0 1960-01-01 2020-02-06 +344990-99999 NOVAJA KAZANKA 48.967 49.617 -2.0 1959-01-01 1989-09-23 +345040-99999 DNIPROPETROVS'K 48.600 34.967 143.0 1932-01-01 2020-02-06 +345090-99999 CHAPLYNE 48.133 36.233 175.0 1948-01-04 2016-06-14 +345100-99999 ARTEMIVS'K 48.600 37.983 124.0 1959-01-01 2016-06-14 +345190-99999 DONETS'K 48.067 37.767 225.0 1946-03-07 2013-12-31 +345230-99999 LUHANS'K 48.567 39.250 62.0 1932-01-01 2014-07-07 +345350-99999 KAMENSK-SAHTINSKIJ 48.300 40.300 51.0 1959-06-30 2020-02-06 +345450-99999 MOROZOVSK 48.350 41.867 90.0 1947-05-02 2020-02-06 +345550-99999 NIZHNY-CHIR 48.333 43.117 68.0 1959-01-01 2020-02-06 +345600-99999 GUMRAK 48.783 44.346 146.9 1932-01-01 2020-02-06 +345790-99999 VERHNIJ BASKUNCHAK 48.217 46.733 34.0 1936-12-31 2020-02-06 +345810-99999 URDA 48.767 47.433 4.0 1959-01-01 1998-10-09 +346010-99999 ZAPORIZHZHIA INTL 47.867 35.316 113.7 1958-12-30 2020-02-06 +346070-99999 PRYSHYB 47.267 35.333 88.0 1959-01-01 2016-06-14 +346090-99999 KYRYLIVKA 47.333 36.333 221.0 1959-01-01 2016-06-14 +346460-99999 CIMLJANSK 47.633 42.117 65.0 1959-01-01 2020-02-06 +346550-99999 KOTEL'NIKOVO 47.633 43.150 49.0 1932-01-02 2020-02-06 +346910-99999 NOVYJ USHTOGAN 47.900 48.800 -10.0 1959-01-01 2020-02-06 +347120-99999 MARIUPOL' 47.033 37.500 70.0 1936-12-31 2020-02-06 +347200-99999 TAGANROG 47.200 38.900 32.0 1959-01-01 2020-02-06 +347310-99999 ROSTOV-NA-DONU 47.250 39.817 78.0 1932-01-01 2018-01-08 +347470-99999 CELINA 46.550 41.050 112.0 1948-01-02 1999-02-05 +347590-99999 REMONTNOE 46.567 43.667 106.0 1948-01-01 2020-02-06 +347980-99999 GANJUSHKINO 46.600 49.267 -23.0 1959-01-01 2020-02-06 +348240-99999 PRIMORSKO-AHTARSK 46.033 38.150 5.0 1948-01-02 2020-02-06 +348380-99999 TIHORECK 45.850 40.083 78.0 1955-01-01 2020-02-06 +348580-99999 DIVNOE 45.917 43.350 87.0 1935-12-31 2020-02-06 +348610-99999 ELISTA 46.367 44.333 152.7 1959-01-01 2020-02-06 +348660-99999 YASHKUL' 46.183 45.350 -7.0 1936-12-31 2020-02-05 +348800-99999 ASTRAHAN' 46.283 47.983 -21.6 1932-01-01 2020-02-06 +349220-99999 TIMASEVSKAJA 45.633 38.933 22.0 1959-01-01 1995-05-11 +349290-99999 KRASNODAR 45.033 39.150 34.0 1932-01-01 2020-02-06 +349360-99999 KROPOTKIN 45.433 40.567 106.0 1959-01-04 1995-06-01 +349490-99999 SHPAKOVSKOYE 45.109 42.113 452.9 1959-01-01 2020-02-06 +349540-99999 SVETLOGRAD 45.350 42.850 140.0 1936-12-31 2020-02-06 +350260-99999 ZILAIR 52.217 57.452 521.0 1953-02-16 2020-02-06 +350370-99999 AK'JAR 51.867 58.183 341.0 1959-01-01 2020-02-06 +350420-99999 ZABELOVKA 52.300 61.317 279.0 1960-01-01 2000-01-05 +350530-99999 KUSMURUN 52.467 64.667 110.0 1959-01-01 2000-08-07 +350670-99999 ESIL' 51.883 66.333 221.0 1953-02-16 2020-02-06 +350780-99999 ATBASAR 51.817 68.367 304.0 1948-01-01 2020-02-06 +350850-99999 AKKOL' 52.000 70.950 384.0 1959-01-01 2020-02-06 +351080-99999 URALSK 51.151 51.543 38.1 1932-01-02 2020-02-06 +351210-99999 ORENBURG 51.796 55.457 118.0 1932-01-01 2020-02-06 +351330-99999 ADAMOVKA 51.533 59.983 285.0 1946-10-03 2002-12-05 +351570-99999 ARALKOL' 51.083 62.700 230.0 1963-03-02 1998-10-09 +351730-99999 ZHALTYR 51.617 69.800 305.0 1959-01-01 2020-02-06 +351880-99999 ASTANA INTL 51.022 71.467 355.1 1932-01-01 2020-02-06 +351910-99999 JERMENTAU 51.633 73.167 397.0 1959-01-16 1999-02-03 +352170-99999 DZHAMBEJTY 50.250 52.567 32.0 1948-01-01 2020-02-06 +352290-99999 AKTYUBINSK 50.246 57.207 224.9 1932-01-01 2020-02-06 +353020-99999 CHAPAEVO 50.200 51.167 17.0 1959-01-01 2020-02-06 +353210-99999 NOVOALEKSJEVKA 50.133 55.700 142.0 1959-01-10 2000-08-29 +353440-99999 KARABUTAK 49.950 60.133 229.0 1959-01-10 2020-02-06 +353450-99999 TAMABULAK 49.983 61.483 221.0 1960-01-09 2003-02-18 +353610-99999 AMANGELDY 50.133 65.233 142.0 1953-02-16 2020-02-06 +353630-99999 ARKALYK 50.217 66.833 343.0 1969-01-02 2020-02-06 +353680-99999 SENBER 49.750 66.150 229.0 1960-04-01 2012-11-19 +353760-99999 BERLIK 49.883 69.517 349.0 1953-02-16 2008-03-28 +353860-99999 KAZGORODOK 49.950 71.583 422.0 1963-06-01 2003-02-16 +353940-99999 KARAGANDA 49.671 73.334 538.0 1948-01-01 2020-02-06 +353946-99999 ZVARTNOTS 40.147 44.396 865.0 2004-07-06 2020-02-06 +354060-99999 TAIPAK 49.050 51.867 2.0 1936-12-31 2020-02-06 +354160-99999 UIL 49.067 54.683 128.0 1932-04-01 2020-02-06 +354260-99999 TEMIR 49.150 57.117 234.0 1948-01-03 2020-02-06 +354300-99999 TALDYK 49.250 59.550 260.0 1959-01-01 1994-12-02 +354590-99999 BISARY 48.817 64.617 122.0 1963-03-02 2005-08-24 +354970-99999 ZHARYK 48.850 72.867 656.0 1953-02-16 2020-02-06 +355140-99999 KARABAU 48.450 52.917 0.0 1959-01-01 2011-10-17 +355290-99999 KOZASAJ 48.217 57.117 151.0 1953-02-17 1995-07-12 +355320-99999 MUGODZARSKAJA 48.633 58.500 398.0 1957-07-01 2020-02-06 +355420-99999 IRGIZ 48.617 61.267 114.0 1932-04-01 2004-10-03 +355490-99999 TAUP 48.250 62.000 74.0 1959-01-01 1995-11-13 +355820-99999 ATASU 48.700 71.633 488.0 1959-01-02 2010-11-30 +356050-99999 MAHAMBET 47.667 51.583 -15.0 1975-12-01 2002-03-19 +356330-99999 CELKAR 47.850 59.617 176.0 1936-12-31 2002-03-19 +356630-99999 KARSAKPAJ 47.833 66.750 508.0 1935-12-31 2002-09-20 +356710-99999 ZHEZKAZGAN 47.800 67.717 346.0 1948-01-02 2020-02-06 +356830-99999 KZYL-TAU 47.850 72.083 810.0 1957-07-10 2005-07-04 +356990-99999 BEKTAUATA 47.450 74.817 620.0 1953-02-17 2020-02-06 +357000-99999 ATYRAU 47.117 51.917 -22.0 1932-01-01 2020-02-06 +357150-99999 KULSARY 46.800 53.917 18.0 1934-01-02 1999-12-18 +357290-99999 AK-TUMSUK 46.633 57.333 44.0 1957-07-01 1989-10-01 +357390-99999 AYAK-KUM 46.717 59.167 114.0 1957-07-10 2002-03-19 +357460-99999 ARALSK 46.783 61.667 56.0 1948-01-01 2020-02-06 +357560-99999 KARA-KUM 46.883 64.667 79.0 1957-07-11 2002-07-26 +357770-99999 JETI-KONUR 46.583 68.617 276.0 1957-07-10 2002-07-30 +357910-99999 MOINTY 47.200 73.350 581.0 1937-01-19 2002-09-15 +357960-99999 BALHASH 46.800 75.083 350.0 1948-01-01 2020-02-06 +358490-99999 KAZALY 45.767 62.117 68.0 1934-02-01 2020-02-06 +358840-99999 BETPAK-DALA STEPPE 46.000 70.000 325.0 1957-07-06 2002-06-07 +359250-99999 SAM 45.400 56.117 88.0 1957-07-01 2020-02-06 +359530-99999 ZHOSALY 45.500 64.083 103.0 1948-01-02 2020-02-06 +359690-99999 ZLIKHA 45.250 67.067 138.0 1953-02-16 2020-02-06 +359970-99999 CIGANAK 45.100 73.967 349.0 1959-01-01 2009-08-10 +360010-99999 EKIBASTUZ 51.700 75.367 234.0 1959-01-02 2001-09-28 +360030-99999 PAVLODAR 52.195 77.074 125.0 1932-01-02 2020-02-06 +360200-99999 RODINO 52.483 80.167 158.0 1948-01-01 2018-07-25 +360210-99999 KLJUCI 52.250 79.183 142.0 1953-02-16 2020-02-06 +360220-99999 VOLCIHA 52.017 80.367 208.0 1953-02-16 2020-02-06 +360340-99999 RUBCOVSK 51.576 81.217 219.0 1948-01-01 2020-02-06 +360360-99999 KRASNO-SCEKOVO 51.667 82.733 240.0 1953-02-16 2001-06-27 +360380-99999 ZMEINOGORSK 51.150 82.200 355.0 1953-02-16 2020-02-06 +360450-99999 SOLONESNOJE 51.667 84.317 411.0 1960-01-12 1997-03-23 +360520-99999 MAJMA 52.017 85.900 331.0 1957-09-13 2003-02-14 +360580-99999 CEMAL 51.433 86.000 420.0 1953-02-16 2020-02-06 +360610-99999 TUROCAK 52.250 87.117 326.0 1948-01-01 2020-02-06 +360640-99999 YAJLJU 51.767 87.600 480.0 1961-02-15 2020-02-06 +360780-99999 TELI 51.017 90.217 983.1 1960-02-13 2020-02-06 +360830-99999 UST'-USA 52.050 92.167 576.9 1953-02-16 2020-02-06 +360870-99999 CADAN 51.283 91.667 836.0 1957-07-22 2005-01-17 +360910-99999 NIZHNE-USINSKOE 52.250 93.017 662.1 1959-01-01 2020-02-06 +360920-99999 TURAN 52.150 93.917 852.4 1959-01-01 2020-02-06 +360960-99999 KYZYL 51.717 94.500 628.0 1957-07-31 2020-02-06 +361030-99999 TOORA-HEM 52.467 96.100 920.0 1957-07-22 2020-02-06 +361040-99999 SARYG-SEP 51.483 95.583 705.8 1957-07-22 2020-02-06 +361260-99999 BAJANAUL 50.800 75.700 504.0 1957-07-10 2020-02-06 +361520-99999 SEMIJARKA 50.867 78.350 149.0 1948-01-01 2020-02-06 +361770-99999 SEMIPALATINSK 50.417 80.300 196.0 1932-01-01 2020-02-06 +361860-99999 SEMONAIHA 50.633 81.917 320.0 1953-02-16 2005-10-13 +362080-99999 LENINOGORSK 50.333 83.550 811.0 1959-01-02 2020-02-06 +362130-99999 UST-KAN 50.950 84.917 1037.0 1953-03-16 1995-11-20 +362310-99999 ONGUDAJ 50.750 86.133 833.0 1957-07-01 2005-01-17 +362460-99999 UST-ULAGAN 50.633 87.933 1937.0 1961-11-05 1989-12-28 +362590-99999 KOSH-AGACH 50.017 88.683 1759.0 1957-07-06 2020-02-06 +362780-99999 MUGUR-AKSY 50.383 90.433 1850.0 1963-10-05 2020-02-06 +363070-99999 ERZIN 50.250 95.167 1100.0 1959-01-01 2020-02-06 +363250-99999 KUNGUR-TUK 50.600 97.517 1315.0 1959-01-01 1995-04-18 +363350-99999 KARKARALINSK 49.383 75.517 812.0 1932-01-06 1994-07-25 +363580-99999 KAJNAR 49.200 77.367 842.0 1957-07-06 2013-04-10 +363970-99999 ZHANGIZTOBE 49.217 81.217 455.0 1948-01-01 2020-02-06 +364030-99999 UST-KAMENOGORSK 49.967 82.633 292.0 1957-07-10 2001-05-04 +364280-99999 ULKEN NARYN 49.200 84.517 401.0 1953-02-16 2020-02-06 +364390-99999 KATON-KARAGAJ 49.183 85.617 1081.0 1957-07-01 2020-02-06 +364420-99999 KATUN 49.733 86.550 1800.0 1960-04-27 1994-12-31 +364430-99999 AK-KEM 49.917 86.533 2056.0 1961-01-05 2008-10-09 +364670-99999 AKTOGAJ 48.300 74.967 780.0 1959-01-02 1998-05-26 +364980-99999 BARSHATAS 48.167 78.417 643.0 1959-01-01 2020-02-06 +365010-99999 KARAUL 49.000 79.333 618.0 1961-03-13 2020-02-06 +365350-99999 KOKPEKTY 48.750 82.367 512.0 1948-01-01 2020-02-06 +366220-99999 AJAGUZ 47.967 80.450 655.0 1957-07-01 2002-01-05 +366390-99999 URZHAR 47.117 81.617 491.0 1953-02-16 2020-02-06 +366650-99999 ZAJSAN 47.467 84.917 603.0 1948-01-01 2020-02-06 +366860-99999 ALGAZY OSTROV 46.550 76.867 349.0 1963-05-02 2016-01-05 +367290-99999 UC-ARAL 46.167 80.933 397.0 1953-02-16 2020-02-06 +367440-99999 AUL 45.633 75.117 353.0 1957-07-01 2002-03-19 +368210-99999 BAKANAS 44.833 76.267 396.0 1959-01-14 2020-02-06 +368590-99999 ZHARKENT 44.167 80.067 645.0 1946-01-14 2020-02-06 +368640-99999 OTAR 43.533 75.250 743.0 1953-02-16 2020-02-06 +368700-99999 ALMATY 43.233 76.933 851.0 1932-01-01 2020-02-06 +369110-99999 TOKMAK 42.833 75.283 817.0 1959-06-30 2020-02-06 +369740-99999 NARYN 41.433 76.000 2041.0 1937-01-02 2020-02-06 +369820-99999 TIAN-SHAN' 41.883 78.233 3639.0 1959-01-01 2020-02-06 +370000-99999 NOVOROSSIJSK 44.717 37.767 30.0 1932-01-01 1989-11-10 +370008-99999 DOMODEDOVO 55.409 37.906 179.2 1999-01-14 2020-02-06 +370010-99999 VITYAZEVO 45.002 37.347 53.0 1959-01-01 2020-02-06 +370040-99999 GELENDZHIK 44.567 38.083 27.0 1959-01-01 2016-06-06 +370180-99999 TUAPSE 44.100 39.033 95.0 1936-01-01 2020-01-29 +370210-99999 MAJKOP 44.617 40.083 220.0 1961-10-05 2020-02-06 +370310-99999 ARMAVIR 44.983 41.117 159.0 1932-01-01 2020-02-06 +370360-99999 NEVINNOMYSSK 44.633 41.967 343.0 1948-01-02 2020-02-06 +370540-99999 MINERALNYYE VODY 44.225 43.082 321.3 1955-01-01 2020-02-06 +370610-99999 BUDENNOVSK 44.783 44.133 136.0 1948-01-01 2020-02-06 +370850-99999 KOCUBEJ 44.400 46.550 -21.0 1959-01-01 2020-02-06 +371450-99999 MOZDOK 43.733 44.667 136.0 1948-01-02 2001-09-26 +371710-99999 SOCHI 43.450 39.957 27.1 1959-01-01 2020-02-06 +372120-99999 NALCHIK 43.513 43.637 445.3 1948-01-01 2020-02-06 +372280-99999 VLADIKAVKAZ 43.033 44.683 703.0 1932-01-01 2020-01-10 +372350-99999 GROZNYJ 43.250 45.717 163.0 1948-01-01 2020-01-23 +372600-99999 SUHUMI 42.867 41.133 13.0 1932-01-01 1995-10-12 +373080-99999 AMBROLAURI 42.517 43.133 544.0 1969-02-18 2020-02-06 +373950-99999 KUTAISI 42.267 42.633 114.0 1936-12-31 2020-02-06 +374090-99999 MTA-SABUETI 42.033 43.483 1245.0 1959-01-01 2020-02-06 +374320-99999 PASANAURI 42.350 44.700 1070.0 1936-01-01 2017-01-09 +374720-99999 MAHACHKALA 43.000 47.500 -18.6 1932-01-01 2020-02-06 +374840-99999 BATUMI 41.610 41.600 32.0 1932-01-01 2020-02-06 +375140-99999 AKHALTSIKHE 41.650 43.000 989.0 1959-09-15 2020-02-06 +375490-99999 TBILISI / LOCHINI AIRPORT 41.750 44.767 427.0 1959-01-01 2020-02-06 +375530-99999 TELAVI 41.933 45.512 542.0 1959-01-01 2017-01-01 +375750-99999 ZAKATALA 41.667 46.650 490.0 1948-01-01 2020-02-06 +377090-99999 SEVAN 40.550 44.933 1937.0 1959-01-28 2003-10-11 +377170-99999 SEVAN OZERO 40.567 45.000 1917.0 2001-09-16 2020-02-06 +377350-99999 GANDJA 40.717 46.417 311.0 1932-01-01 2020-02-06 +377352-99999 UYTASH 42.817 47.652 3.7 2004-07-06 2020-02-06 +377890-99999 YEREVAN-ARABKIR 40.212 44.530 1013.4 1932-01-01 2003-11-22 +378630-99999 GYANDZHA 40.733 46.400 330.0 2004-08-03 2020-02-06 +378640-99999 HEYDAR ALIYEV 40.468 50.047 3.0 1959-04-02 2020-02-06 +378650-99999 ORSK 51.073 58.596 277.1 2004-08-03 2020-02-06 +379070-99999 FIZULY 39.600 47.150 439.0 1937-01-03 2008-02-07 +379850-99999 LANKARAN 38.733 48.833 -12.0 1932-01-01 2020-02-06 +380010-99999 AKTAU 43.860 51.092 22.3 1932-02-01 2020-02-06 +380190-99999 DUKEN 44.317 54.600 143.0 1959-01-01 2003-06-12 +380440-99999 UJALY 44.583 61.150 55.0 1960-01-01 2006-01-06 +380490-99999 CIRIK-RABAT 44.067 62.900 88.0 1948-01-01 2020-02-06 +380620-99999 KZYL-ORDA 44.767 65.533 129.0 1932-01-01 2020-02-06 +380690-99999 SHIELI 44.167 66.750 153.0 1948-01-01 2020-02-06 +380810-99999 TASTY 44.800 69.117 190.0 1953-02-16 2003-01-21 +380910-99999 ULANBEL' 44.800 71.067 266.0 1959-01-01 2004-01-04 +381410-99999 JASLYK 43.883 57.883 127.0 1974-04-21 2020-02-06 +381415-99999 BUKHARA 39.775 64.483 228.9 2004-07-06 2020-02-06 +381490-99999 KUNGRAD 43.083 58.933 64.0 1948-01-01 2020-02-06 +381780-99999 AK-BAJTAL 43.150 64.333 234.0 1957-02-01 2020-02-06 +381960-99999 ASHCHYSAI 43.550 68.900 822.0 1961-12-03 2020-02-06 +381980-99999 TURKESTAN 43.267 68.217 207.0 1932-01-04 2020-02-06 +382030-99999 UJUK 43.783 70.933 366.0 1959-01-01 2020-02-06 +382220-99999 TOLE BI 43.700 73.783 456.0 1959-01-01 2020-02-06 +382320-99999 AKKUDUK 42.967 54.117 78.0 1957-07-01 2020-02-06 +382620-99999 CHIMBAJ 42.950 59.817 66.0 1932-06-02 2020-02-06 +382640-99999 NUKUS 42.450 59.617 77.0 1959-11-01 2020-02-06 +383280-99999 SHYMKENT 42.364 69.479 422.1 1948-01-01 2020-02-06 +383340-99999 AUL TURARA RYSKULOVA 42.483 70.300 808.0 1959-01-01 2020-02-06 +383410-99999 TARAZ 42.850 71.300 652.0 1948-01-01 2019-04-12 +383430-99999 KULAN 42.950 72.750 683.0 1959-01-01 2020-02-06 +383450-99999 TALAS 42.517 72.217 1218.0 1948-01-01 2020-02-06 +383530-99999 BISHKEK 42.850 74.533 760.0 1946-01-03 2020-02-06 +383531-99999 MANAS 43.061 74.478 627.3 2004-07-13 2020-02-06 +383880-99999 EKEZHE 41.033 57.767 62.0 1959-01-01 2020-02-06 +383920-99999 DASHKHOVUZ 41.750 59.817 82.0 1948-01-01 2020-02-06 +383960-99999 URGENCH 41.567 60.633 101.0 1948-01-01 2020-02-06 +384030-99999 BUZAUBAJ 41.750 62.467 98.0 1960-01-01 2020-02-06 +384031-99999 NUKUS / KARAKALPAKSTAN 42.483 59.633 77.0 2004-07-13 2020-02-06 +384130-99999 TAMDY-BULAK 41.733 64.617 238.0 1959-11-10 2020-02-06 +384230-99999 TORUK 41.800 66.717 202.0 1959-01-01 2002-12-12 +384390-99999 SHARDARA 41.367 68.000 275.0 1973-01-01 2020-02-06 +384570-99999 YUZHNY 41.258 69.281 431.9 1932-01-01 2020-02-06 +384620-99999 PSKEM 41.900 70.367 1258.0 1960-02-08 2020-02-06 +385070-99999 TURKMENBASHI 40.033 52.983 90.0 1932-01-01 2020-02-06 +385110-99999 CHAGYL 40.783 55.333 115.0 1957-07-10 2020-02-06 +385450-99999 DARGANATA 40.467 62.283 142.0 1948-01-01 2020-02-06 +385650-99999 NURATA 40.550 65.683 485.0 1948-01-06 2020-02-06 +385790-99999 DZIZAK 40.117 67.833 345.0 1948-01-01 2020-02-06 +385830-99999 SYR-DAR'JA 40.817 68.683 264.0 1960-01-01 2020-02-06 +385990-99999 KHUDJANT 40.217 69.733 427.0 1936-01-01 2020-02-06 +386090-99999 ISFARA 40.133 70.600 873.0 1948-01-01 1997-05-10 +386110-99999 NAMANGAN 40.983 71.583 474.0 1948-01-01 2020-02-06 +386130-99999 DZHALAL-ABAD 40.917 72.950 765.0 1957-07-02 2020-02-06 +386150-99999 OSH 40.533 72.800 875.0 1959-11-02 2003-10-03 +386160-99999 KARA-SUU 40.700 72.900 868.0 1998-03-01 2020-02-06 +386180-99999 FERGANA AIRPORT 40.367 71.750 603.5 1948-01-01 2020-02-06 +386470-99999 GAZANDZHYK 39.250 55.517 31.0 1959-11-02 2020-02-06 +386560-99999 ERBENT 39.317 58.600 87.0 1959-01-09 2020-02-06 +386830-99999 BUHARA 39.717 64.617 226.0 1936-12-31 2020-02-06 +386870-99999 CHARDZHEV 39.083 63.600 190.0 1948-01-01 2020-02-06 +386960-99999 SAMARKAND 39.701 66.984 677.9 1948-01-01 2020-02-06 +387130-99999 URA-TYUBE 39.900 68.983 1005.0 1960-01-02 2020-02-06 +387340-99999 DEHAVZ 39.450 70.200 2561.0 1975-11-01 2020-02-06 +387500-99999 ESENGULY 37.467 53.967 -22.0 1932-01-01 2020-02-06 +387630-99999 GYZYLARBAT 38.983 56.283 92.0 1932-01-01 2020-02-06 +387740-99999 BAKHERDEN 38.433 57.417 159.0 1959-08-01 2020-02-06 +387990-99999 UCHADZHY 38.083 62.800 185.0 1953-02-16 2020-02-06 +388060-99999 BYRDALYK 38.467 64.367 212.0 1959-11-02 2020-02-06 +388120-99999 KARSHI 38.800 65.717 376.0 1959-08-04 2020-02-06 +388360-99999 DUSHANBE 38.543 68.825 784.9 1932-01-01 2020-02-06 +388380-99999 ISAMBAJ 38.050 68.350 563.0 1960-01-02 2020-02-06 +388800-99999 ASHGABAT 37.987 58.361 210.9 1932-01-01 2020-02-06 +388860-99999 TEDZHEN 37.383 60.517 186.0 1948-01-01 2020-02-06 +388950-99999 BAJRAMALY 37.600 62.183 240.0 1937-07-31 2020-02-06 +389110-99999 KERKI 37.833 65.200 240.0 1932-01-01 2020-02-06 +389150-99999 CARSANGA 37.517 66.017 265.0 1959-08-01 2020-02-06 +389270-99999 TERMEZ 37.287 67.310 313.0 1948-01-01 2020-02-06 +389330-99999 KURGAN-TYUBE 37.817 68.783 429.0 1960-01-01 2020-02-06 +389440-99999 PARKHAR 37.483 69.383 448.0 1959-10-30 2020-02-06 +389470-99999 PYANDJ 37.233 69.083 363.0 1948-01-01 2020-02-06 +389540-99999 KHOROG 37.500 71.500 2077.0 1957-10-11 2020-02-06 +389740-99999 SARAGT 36.533 61.217 275.0 1946-04-03 2020-02-06 +389870-99999 GYSHGY 35.283 62.350 625.0 1932-01-01 2020-02-06 +400010-99999 KAMISHLY 37.021 41.191 451.1 1950-11-09 2020-02-06 +400070-99999 ALEPPO INTL 36.181 37.224 388.9 1937-01-05 2020-02-06 +400090-99999 TEL ABIADH 36.700 38.950 349.0 1963-06-22 2012-09-17 +400160-99999 HASSAKAH 36.500 40.750 308.0 1937-01-05 2020-02-06 +400220-99999 LATTAKIA 35.533 35.767 7.0 1937-02-01 2020-02-06 +400250-99999 BASSEL AL ASSAD INTL 35.401 35.949 47.9 1950-07-11 2020-02-06 +400300-99999 HAMA 35.117 36.750 303.0 1957-06-30 2020-02-06 +400390-99999 RAQQA 35.933 39.017 246.0 1960-01-01 2019-02-09 +400450-99999 DEIR ZZOR 35.285 40.176 213.4 1937-01-01 2017-12-20 +400610-99999 PALMYRA 34.557 38.317 402.9 1937-01-01 2017-12-30 +400660-99999 SAFITA 34.817 36.133 359.0 1963-01-17 2020-02-06 +400720-99999 ABUKMAL 34.417 40.917 182.0 1960-01-02 2014-06-25 +400800-99999 DAMASCUS INTL 33.412 36.516 615.7 1937-01-01 2020-02-06 +400830-99999 NABK 34.033 36.717 1333.0 1960-01-02 2017-06-25 +400950-99999 DARA'A 32.600 36.100 543.0 1978-09-14 2011-04-24 +401000-99999 RAFIC HARIRI INTL 33.821 35.488 26.5 1932-10-19 2020-02-06 +401010-99999 HOUCHE-AL-OUMARA 33.817 35.850 920.0 1949-01-30 2020-02-06 +401030-99999 TRIPOLI 34.450 35.800 5.0 1937-01-04 2020-02-06 +401530-99999 HAR-KNAAN (ZEFAT) 32.967 35.500 934.0 1950-03-01 2020-02-06 +401550-99999 HAIFA 32.809 35.043 8.5 1949-03-01 2020-02-06 +401650-99999 RAMAT-DAVID 32.667 35.183 49.0 1949-03-01 2003-06-24 +401760-99999 SDE-DOV (TEL-AVIV) 32.100 34.783 4.0 1950-03-01 2007-09-16 +401761-99999 MAHANAIM I BEN YAAKOV 32.981 35.572 281.0 2004-05-10 2020-02-06 +401762-99999 SDE DOV 32.117 34.783 13.0 2004-05-10 2019-06-30 +401800-99999 BEN GURION 32.011 34.887 41.1 1943-11-01 2020-02-06 +401840-99999 JERUSALEM 31.865 35.219 757.4 1949-03-01 2007-09-16 +401910-99999 TEYMAN 31.287 34.723 199.9 1951-01-01 2005-09-05 +401980-99999 OVDA 29.940 34.936 454.8 1983-02-01 2019-03-31 +401990-99999 EILAT 29.561 34.960 12.8 1951-01-01 2020-02-06 +402500-99999 H4 32.539 38.195 685.8 1963-01-17 2020-02-06 +402550-99999 IRBID (MET) 32.550 35.850 619.0 1978-07-01 2020-02-06 +402600-99999 PRINCE HASAN 32.161 37.149 676.7 1964-01-13 2020-02-06 +402650-99999 KING HUSSEIN 32.356 36.259 682.8 1953-03-01 2020-02-06 +402700-99999 MARKA INTL 31.973 35.992 778.8 1949-03-01 2020-02-06 +402720-99999 QUEEN ALIA INTL 31.723 35.993 730.0 1983-07-01 2020-02-06 +402960-99999 GHOR SAFI 31.033 35.467 -350.0 1983-07-01 2020-02-06 +403100-99999 MA'AN 30.167 35.783 1069.0 1961-07-01 2020-02-06 +403400-99999 AQABA KING HUSSEIN INTL 29.612 35.018 53.3 1961-07-01 2020-02-06 +403560-99999 TURAIF 31.693 38.731 854.4 1951-04-06 2020-02-06 +403570-99999 ARAR 30.907 41.138 552.6 1951-04-07 2020-02-06 +403600-99999 GURIAT 31.412 37.279 509.6 1984-04-15 2020-02-06 +403610-99999 AL JOUF 29.785 40.100 689.2 1973-01-01 2020-02-06 +403620-99999 RAFHA 29.626 43.491 449.3 1951-04-06 2020-02-06 +403720-99999 MAARIK 30.533 38.900 813.0 1949-01-01 1987-01-16 +403730-99999 QAISUMAH 28.335 46.125 357.8 1951-04-06 2020-02-06 +403750-99999 TABUK 28.365 36.619 777.5 1973-01-01 2020-02-06 +403770-99999 KING KHALED MILITARY CITY 27.901 45.528 412.1 1978-05-12 2017-09-10 +403940-99999 HAIL 27.438 41.686 1015.3 1973-01-01 2020-02-06 +404000-99999 WEJH 26.199 36.476 20.1 1973-01-01 2020-02-06 +404050-99999 GASSIM 26.300 43.767 648.0 1973-01-01 2020-02-06 +404140-99999 PRINCE SALMAN BIN ABDULAZIZ 24.450 44.121 922.3 2004-08-10 2020-02-06 +404150-99999 DAMMAM (KING FAHD INT. AIRPOR 26.433 49.800 12.0 2004-01-05 2020-02-06 +404160-99999 KING ABDULAZIZ AB 26.265 50.152 25.6 1946-02-14 2020-02-06 +404200-99999 AL AHSA 25.285 49.485 179.2 1981-01-01 2020-02-06 +404270-99999 BAHRAIN/MUHARRAQ 26.267 50.617 2.0 1949-02-06 2003-06-05 +404300-99999 PRINCE MOHAMMAD BIN ABDULAZIZ 24.553 39.705 655.6 1958-03-02 2020-02-06 +404370-99999 KING KHALED INTL 24.958 46.699 624.5 1983-12-22 2020-02-06 +404380-99999 KING SALMAN AB 24.722 46.725 635.2 1958-03-05 2020-02-06 +404390-99999 YENBO 24.144 38.063 7.9 1973-01-01 2020-02-06 +404490-99999 ASH SHARIQAH SW 25.350 55.383 5.0 1949-01-05 1982-12-31 +404770-99999 JEDDAH INTL 21.500 39.200 17.0 1949-04-19 1982-12-31 +405640-99999 UMM AL-AISH 29.800 47.767 34.0 1949-01-30 1982-12-31 +405820-99999 KUWAIT INTL 29.227 47.969 62.8 1945-08-02 2020-02-06 +406080-99999 MOSUL 36.306 43.147 216.1 1937-01-11 2020-02-06 +406210-99999 KIRKUK AB 35.469 44.349 323.4 1937-01-05 2020-02-06 +406230-99999 SULYMANIYAH 35.550 45.450 853.0 1973-01-03 2020-02-06 +406370-99999 KHANAQIN 34.350 45.383 202.0 1937-08-01 2020-01-31 +406420-99999 RUTBAH 33.033 40.283 615.0 1937-01-07 2020-02-06 +406500-99999 BAGHDAD INTL AIRPORT 33.267 44.233 34.7 1937-01-04 2020-02-06 +406560-99999 KERBELA 32.567 44.050 29.0 1976-11-01 2020-02-06 +406650-99999 KUT-AL-HAI 32.133 46.033 15.0 1949-01-01 2020-02-06 +406700-99999 NAJAF 31.950 44.317 32.0 1963-01-17 2020-02-06 +406720-99999 DIWANIYA 31.950 44.950 20.0 1937-01-05 2020-02-06 +406760-99999 NASIRIYA 31.017 46.233 3.0 1949-01-01 2020-02-06 +406800-99999 AMARAH 31.850 47.167 9.0 1973-01-01 2020-02-06 +406890-99999 BASRAH INTL 30.549 47.662 3.4 1937-07-18 2020-02-06 +407000-99999 PARS ABAD MOGHAN 39.650 47.917 32.0 1989-01-02 2020-02-06 +407010-99999 MAKKO 39.333 44.433 1411.0 1990-01-12 2020-02-06 +407030-99999 KHOY 38.427 44.974 1213.4 1973-01-01 2020-02-06 +407040-99999 AHAR 38.433 47.067 1390.0 1991-09-18 2020-02-06 +407060-99999 TABRIZ INTL 38.134 46.235 1359.1 1957-07-01 2020-02-06 +407100-99999 SARAB 37.933 47.533 1682.0 1989-09-01 2020-02-06 +407120-99999 UROMIYEH 37.668 45.069 1324.1 1949-11-01 2020-02-06 +407130-99999 MARAGHEH 37.350 46.167 1478.0 1991-09-07 2020-02-06 +407180-99999 ANZALI 37.467 49.467 -26.0 1932-01-02 2020-02-06 +407190-99999 RASHT 37.325 49.606 -12.2 1973-01-01 2020-02-06 +407230-99999 BOJNORD 37.493 57.308 1079.9 1977-12-01 2020-02-06 +407260-99999 MOHABAD 36.767 45.717 1385.0 1989-01-01 2020-02-06 +407290-99999 ZANJAN 36.774 48.359 1640.4 1973-01-01 2020-02-06 +407300-99999 IMAM KHOMEINI INTL 35.416 51.152 1007.4 2004-08-24 2020-02-06 +407310-99999 GHAZVIN 36.240 50.047 1275.3 1973-01-01 2020-02-06 +407320-99999 RAMSAR 36.910 50.680 -21.3 1973-01-01 2020-02-06 +407360-99999 BABULSAR 36.717 52.650 -21.0 1949-11-27 2020-02-06 +407370-99999 GHARAKHIL 36.450 52.817 14.0 1989-01-01 2020-02-06 +407380-99999 GORGAN 36.909 54.401 -7.3 1973-01-01 2020-02-06 +407390-99999 SHAHRUD 36.417 54.950 1345.0 1957-07-01 2020-02-06 +407400-99999 GHUCHAN 37.067 58.500 1287.0 1949-08-13 2020-02-06 +407430-99999 SABZEVAR 36.168 57.595 908.3 1963-01-18 2020-02-06 +407450-99999 MASHHAD INTL 36.235 59.641 994.6 1944-01-03 2020-02-06 +407470-99999 SANANDAJ 35.247 47.009 1378.3 1973-01-01 2020-02-06 +407540-99999 MEHRABAD INTL 35.689 51.313 1207.6 1943-11-01 2020-02-06 +407570-99999 SEMNAN 35.591 53.495 1117.1 1973-01-01 2020-02-06 +407620-99999 TORBAT-HEYDARIEH 35.267 59.217 1451.0 1973-01-01 2020-02-06 +407630-99999 KASHMAR 35.200 58.467 1109.0 1949-07-02 2020-02-06 +407660-99999 SHAHID ASHRAFI ESFAHANI 34.346 47.158 1305.8 1957-07-01 2020-02-06 +407690-99999 ARAK 34.138 49.847 1661.8 1943-10-18 2020-02-06 +407801-99999 MAHSHAHR 30.556 49.152 2.4 2004-05-11 2020-02-06 +407802-99999 KISH ISLAND 26.517 53.983 31.0 2004-05-11 2020-02-06 +407803-99999 SIRRI ISLAND 25.900 54.533 13.0 2004-05-11 2020-02-06 +407804-99999 ILAM 33.583 46.400 1368.0 2004-05-11 2020-02-06 +407805-99999 KHORAM ABAD 33.433 48.283 1184.0 2004-05-11 2020-02-06 +407806-99999 HAMADAN 34.867 48.550 1801.0 2004-05-11 2020-02-06 +407808-99999 DAYRESTAN 26.751 55.898 12.5 2004-05-11 2020-02-06 +407809-99999 SARAKHS 36.500 61.067 295.0 2004-05-11 2020-02-06 +407822-99999 NOSHAHR 36.650 51.467 -19.0 2004-05-11 2020-02-06 +407823-99999 LAR 27.674 54.383 792.5 2004-05-11 2020-02-06 +407824-99999 YASOUJ 30.683 51.550 1871.0 2004-05-11 2020-02-06 +407825-99999 ARDABIL 38.317 48.417 1348.0 2004-05-11 2020-02-06 +407830-99999 ALI-GOODARZ 33.400 49.683 2034.0 1991-09-19 2020-02-06 +407850-99999 KASHAN 33.895 51.577 1056.1 1973-01-01 2020-02-06 +407890-99999 KHOR 33.783 55.083 845.0 1989-12-03 2020-02-06 +407910-99999 TABAS 33.668 56.893 704.7 1965-10-03 2020-02-06 +407920-99999 FERDOUS 34.017 58.167 1293.0 1991-06-01 2020-02-06 +407940-99999 SAFI-ABAD DEZFUL 32.267 48.417 83.0 1996-12-01 2020-02-06 +407980-99999 SHAHRE KORD 32.297 50.842 2049.2 1973-01-01 2020-02-06 +408000-99999 ESFAHAN SHAHID BEHESHTI INTL 32.751 51.862 1545.9 1948-09-01 2020-02-06 +408090-99999 BIRJAND 32.898 59.266 1509.4 1963-01-21 2020-02-06 +408110-99999 AHWAZ 31.337 48.762 20.1 1973-01-01 2020-02-06 +408180-99999 ABADEH 31.183 52.667 2004.0 1977-12-01 2020-02-06 +408210-99999 YAZD SHAHID SADOOGHI 31.905 54.277 1235.7 1957-07-01 2020-02-06 +408270-99999 NEHBANDAN 31.533 60.033 1211.0 1990-01-02 2020-02-06 +408290-99999 ZABOL 31.098 61.544 496.2 1966-01-01 2020-02-06 +408310-99999 ABADAN 30.371 48.228 3.0 1943-11-30 2020-02-06 +408410-99999 KERMAN 30.274 56.951 1748.3 1957-07-01 2020-02-06 +408480-99999 SHIRAZ SHAHID DASTGHAIB INTL 29.539 52.589 1499.6 1957-07-01 2020-02-06 +408510-99999 SIRJAN 29.467 55.717 1739.0 1989-01-01 2020-02-06 +408530-99999 BAFT 29.233 56.567 2280.0 1949-01-08 2020-02-06 +408540-99999 BAM 29.084 58.450 940.0 1966-01-01 2020-02-06 +408560-99999 ZAHEDAN INTL 29.476 60.907 1377.7 1957-07-01 2020-02-06 +408570-99999 BUSHEHR 28.950 50.850 8.0 1996-12-01 2017-12-31 +408590-99999 FASA 28.892 53.723 1298.8 1973-01-01 2020-02-06 +408750-99999 BANDAR ABBASS INTL 27.218 56.378 6.7 1965-01-06 2020-02-06 +408780-99999 SARAVAN 27.333 62.333 1195.0 1990-03-23 2020-02-06 +408790-99999 IRAN SHAHR 27.236 60.720 620.9 1973-01-01 2020-02-06 +408830-99999 BANDAR LENGEH 26.532 54.825 20.4 1973-01-01 2020-02-06 +408930-99999 JASK 25.654 57.799 5.8 1944-01-02 2020-02-06 +408980-99999 CHAHBAHAR 25.283 60.617 8.0 1966-01-01 2020-02-06 +409110-99999 MAZAR I SHARIF 36.707 67.210 391.4 1973-01-01 2020-02-06 +409130-99999 KUNDUZ 36.667 68.917 433.0 1973-01-01 2019-12-24 +409380-99999 HERAT 34.210 62.228 977.2 1973-01-01 2020-02-06 +409480-99999 KABUL INTL 34.566 69.212 1791.3 1957-07-01 2020-02-06 +409900-99999 KANDAHAR 31.506 65.848 1007.1 1973-01-01 2020-02-06 +410240-99999 KING ABDULAZIZ INTL 21.680 39.157 14.6 1983-01-01 2020-02-06 +410300-99999 MAKKAH 21.433 39.767 240.0 1983-07-01 2019-07-18 +410360-99999 TAIF 21.483 40.544 1477.7 1983-01-01 2020-02-06 +410550-99999 AL BAHA 20.296 41.634 1672.1 1983-02-01 2020-02-06 +410610-99999 WADI AL DAWASIR 20.504 45.200 628.5 1990-04-01 2020-02-06 +410840-99999 BISHA 19.984 42.621 1184.8 1983-01-01 2020-02-06 +411120-99999 ABHA 18.240 42.657 2090.3 1983-01-01 2020-02-06 +411140-99999 KING KHALED AB 18.297 42.804 2065.9 1983-01-01 2020-02-06 +411280-99999 NEJRAN 17.611 44.419 1213.7 1983-01-01 2020-02-06 +411360-99999 SHARURAH 17.467 47.121 720.2 1983-01-01 2020-02-06 +411400-99999 KING ABDULLAH BIN ABDULAZIZ 16.901 42.586 6.1 1983-01-01 2020-02-06 +411500-99999 BAHRAIN INTL 26.271 50.634 1.8 1944-01-01 2020-02-06 +411700-99999 DOHA INTL 25.261 51.565 10.7 1983-01-01 2020-02-06 +411840-99999 RAS AL KHAIMAH INTL 25.613 55.939 31.1 1983-01-01 2020-02-06 +411940-99999 DUBAI INTL 25.255 55.364 10.4 1983-01-01 2020-02-06 +411960-99999 SHARJAH INTL 25.329 55.517 33.8 1944-03-20 2020-02-06 +411980-99999 FUJAIRAH INTL 25.112 56.324 46.3 1988-11-02 2020-02-06 +412160-99999 BATEEN 24.428 54.458 4.9 1983-01-01 2020-02-06 +412170-99999 ABU DHABI INTL 24.433 54.651 26.8 1983-01-02 2020-02-06 +412180-99999 AL AIN INTL 24.262 55.609 264.9 1994-03-08 2020-02-06 +412400-99999 KHASAB PORT 26.217 56.250 4.0 1983-01-01 2020-01-28 +412420-99999 DIBA 25.617 56.250 10.0 2001-07-05 2020-02-06 +412440-99999 BURAIMI (AUT) 24.233 55.783 299.0 1983-01-01 2020-02-06 +412460-99999 SOHAR MAJIS 24.467 56.650 2.0 1983-01-01 2020-02-06 +412530-99999 RUSTAQ 23.417 57.433 322.0 2001-07-12 2020-02-06 +412540-99999 SAIQ 23.067 57.633 1755.0 1983-01-01 2019-05-30 +412550-99999 NIZWA 22.867 57.550 462.0 2001-09-16 2020-02-06 +412560-99999 SEEB INTL 23.593 58.284 14.6 1944-01-01 2020-02-06 +412570-99999 SAMAIL 23.254 57.928 417.0 2001-07-07 2019-05-30 +412580-99999 MINA SULTAN QABOOS 23.633 58.567 3.0 1983-01-01 2019-05-30 +412620-99999 FAHUD (AUT) 22.350 56.483 170.0 1987-02-11 2019-05-30 +412630-99999 BAHLA 22.912 57.257 592.0 2001-09-15 2019-05-30 +412640-99999 ADAM AIRPORT 22.500 57.367 328.0 2001-07-05 2019-05-30 +412650-99999 IBRA 22.809 58.461 469.0 2001-09-15 2020-02-06 +412670-99999 QALHAT 22.667 59.400 11.0 2001-07-16 2019-05-30 +412680-99999 SUR 22.533 59.483 14.0 1983-01-01 2020-02-06 +412880-99999 MASIRAH 20.675 58.890 19.5 1943-05-10 2019-05-30 +413040-99999 MARMUL 18.133 55.183 273.0 1987-04-06 2019-05-30 +413120-99999 MINA SALALAH 16.933 54.017 25.0 1983-01-01 2019-05-30 +413140-99999 THUMRAIT 17.666 54.025 478.5 1983-01-01 2019-05-30 +413150-99999 QAIROON HAIRITI 17.250 54.083 881.0 2001-08-14 2019-05-30 +413160-99999 SALALAH 17.039 54.091 22.3 1943-04-13 2020-02-06 +414040-99999 SANAA INTL 15.476 44.220 2205.8 1992-05-01 2017-02-08 +414363-99999 SAYUN 15.967 48.783 656.0 1988-12-23 2017-02-08 +414800-99999 ADEN 12.833 45.033 3.0 1992-03-01 2018-01-22 +415300-99999 PESHAWAR 34.017 71.583 360.0 1944-01-01 2020-02-06 +415710-99999 CHAKLALA 33.617 73.099 508.4 1944-01-01 2020-02-06 +415940-99999 SARGODHA 32.050 72.667 188.0 1973-01-01 2020-02-06 +415980-99999 JHELUM 32.933 73.717 234.0 1973-01-01 2020-02-06 +416200-99999 ZHOB 31.358 69.464 1417.3 1944-01-01 2020-02-06 +416240-99999 D I KHAN 31.909 70.897 181.1 1944-01-01 2020-02-06 +416400-99999 LAHORE CITY 31.550 74.333 215.0 1944-01-01 2020-02-06 +416410-99999 ALLAMA IQBAL INTL 31.522 74.404 217.0 1976-12-01 2019-10-15 +416600-99999 QUETTA 30.251 66.938 1600.2 1944-01-01 2020-02-06 +416750-99999 MULTAN INTL 30.203 71.419 121.9 1944-01-01 2020-02-06 +416850-99999 BAR KHAN 29.883 69.717 1098.0 1973-06-20 2020-02-06 +417150-99999 SHAHBAZ AB 28.284 68.450 56.4 1944-01-01 2020-02-06 +417440-99999 KHUZDAR 27.833 66.633 1232.0 1973-01-01 2020-02-06 +417490-99999 NAWABSHAH 26.219 68.390 28.3 1955-01-01 2020-02-06 +417560-99999 JIWANI 25.068 61.805 58.0 1944-01-01 2020-02-06 +417640-99999 HYDERABAD AIRPORT 25.383 68.417 41.0 1945-02-28 2020-02-06 +417680-99999 CHHOR 25.517 69.783 6.0 1954-01-01 2020-02-06 +417800-99999 JINNAH INTL 24.907 67.161 30.5 1942-05-06 2020-02-06 +419220-99999 HAZRAT SHAHJALAL INTL 23.843 90.398 9.1 1943-07-15 2020-02-06 +419780-99999 SHAH AMANAT INTL 22.250 91.813 3.7 1982-01-01 2020-02-06 +420270-99999 SRINAGAR 34.083 74.833 1587.0 1973-01-01 2020-02-06 +420710-99999 AMRITSAR 31.710 74.797 230.4 1973-01-01 2020-02-06 +421010-99999 PATIALA 30.333 76.467 251.0 1973-01-01 2020-02-06 +421110-99999 DEHRADUN 30.317 78.033 682.0 1944-01-01 2020-02-06 +421310-99999 HISSAR 29.179 75.755 213.4 1944-01-01 2020-02-06 +421650-99999 BIKANER 28.000 73.300 224.0 1944-01-01 2020-02-03 +421810-99999 INDIRA GANDHI INTL 28.567 77.103 236.8 1975-03-07 2020-02-06 +421820-99999 SAFDARJUNG 28.585 77.206 214.9 1942-07-02 2020-02-06 +421890-99999 BAREILLY 28.422 79.451 176.8 1944-01-01 2020-02-06 +423090-99999 LILABARI 27.295 94.098 100.6 1943-12-23 2020-02-06 +423140-99999 DIBRUGARH 27.484 95.017 110.3 1942-07-14 2020-02-06 +423280-99999 JAISALMER 26.900 70.917 231.0 1973-01-01 2020-02-06 +423390-99999 JODHPUR 26.251 73.049 218.5 1943-07-31 2020-02-06 +423480-99999 JAIPUR 26.824 75.812 385.0 1944-01-01 2020-02-06 +423610-99999 GWALIOR 26.293 78.228 188.1 1944-01-01 2020-02-06 +423690-99999 LUCKNOW 26.761 80.889 125.0 1944-01-01 2020-02-06 +423790-99999 GORAKHPUR 26.740 83.450 78.9 1944-01-01 2020-02-06 +424100-99999 GUWAHATI INTL 26.106 91.586 49.4 1944-01-02 2020-02-06 +424520-99999 KOTA 25.160 75.846 273.1 1973-01-01 2020-02-06 +424750-99999 ALLAHABAD ARPT 25.440 81.734 98.2 1942-07-27 2018-12-03 +424790-99999 LAL BAHADUR SHASTRI 25.450 82.867 81.1 1973-01-01 2020-02-06 +424920-99999 PATNA 25.591 85.088 51.8 1944-01-01 2020-02-06 +425590-99999 GUNA 24.650 77.317 478.0 1944-01-01 2020-02-06 +425710-99999 SATNA 24.567 80.833 317.0 1944-01-01 2020-02-06 +425910-99999 GAYA 24.744 84.951 115.8 1942-11-22 2020-02-06 +426230-99999 IMPHAL 24.760 93.897 774.2 1944-12-02 2020-02-06 +426340-99999 BHUJ 23.288 69.670 81.7 1944-01-01 2020-02-06 +426470-99999 AHMEDABAD 23.077 72.635 57.6 1944-01-01 2020-02-06 +426670-99999 BHOPAL 23.287 77.337 524.0 1944-01-01 2020-02-06 +426750-99999 JABALPUR 23.178 80.052 495.0 1944-01-01 2020-02-06 +427010-99999 BIRSA MUNDA 23.314 85.322 654.7 1944-01-01 2020-02-06 +427240-99999 AGARTALA 23.887 91.240 14.0 1945-01-10 2020-02-06 +427370-99999 RAJKOT 22.309 70.780 134.4 1944-01-01 2020-02-06 +427540-99999 DEVI AHILYABAI HOLKAR 22.722 75.801 563.9 1944-01-01 2020-02-06 +427790-99999 PENDRA ROAD 22.767 81.900 625.0 1944-01-01 2020-02-06 +427980-99999 JAMSHEDPUR 22.813 86.169 153.9 1973-01-01 2020-02-06 +428090-99999 NETAJI SUBHASH CHANDRA BOSE I 22.655 88.447 4.9 1943-08-31 2020-02-06 +428400-99999 SURAT 21.200 72.833 12.0 1944-01-01 2020-02-06 +428670-99999 DR AMBEDKAR INTL 21.092 79.047 314.9 1944-01-01 2020-02-06 +428740-99999 PBO RAIPUR 21.233 81.650 298.0 1996-07-01 2020-02-06 +428750-99999 SWAMI VIVEKANANDA 21.183 81.733 317.6 1944-01-01 2020-02-06 +428860-99999 JHARSUGUDA 21.914 84.050 228.9 1957-01-02 2020-02-06 +428950-99999 BALASORE 21.517 86.933 20.0 1944-01-01 2020-02-06 +429090-99999 VERAVAL 20.900 70.367 8.0 1944-01-01 2020-02-06 +429330-99999 AKOLA 20.700 77.033 282.0 1944-01-01 2020-02-06 +429710-99999 BHUBANESHWAR 20.244 85.818 42.1 1957-01-02 2020-02-06 +430030-99999 CHHATRAPATI SHIVAJI INTL 19.089 72.868 11.3 1944-01-01 2020-02-06 +430140-99999 AURANGABAD 19.863 75.398 582.5 1973-01-01 2020-02-06 +430410-99999 JAGDALPUR 19.083 82.033 553.0 1944-01-01 2020-02-06 +430630-99999 PUNE 18.533 73.850 558.0 1944-01-01 2020-02-06 +430860-99999 RAMGUNDAM 18.767 79.433 156.0 1973-01-01 2020-02-06 +431100-99999 RATNAGIRI 16.983 73.333 67.0 1944-01-01 2020-02-06 +431170-99999 SHOLAPUR 17.628 75.935 482.8 1944-01-01 2020-02-06 +431280-99999 BEGUMPET AIRPORT 17.452 78.461 531.0 1944-01-01 2020-02-06 +431490-99999 VISHAKHAPATNAM CTLZ 17.717 83.217 4.6 1954-01-01 2020-02-06 +431500-99999 CWC VISHAKHAPATNAM/WALTAIR 17.700 83.300 66.0 1944-01-01 2020-02-06 +431850-99999 MACHILIPATNAM/FRANCHPET 16.200 81.150 3.0 1954-01-01 2020-02-06 +431890-99999 KAKINADA 16.950 82.233 8.0 1944-01-01 2020-02-06 +431920-99999 GOA/PANJIM 15.483 73.817 58.4 1973-01-01 2020-02-06 +431980-99999 BELGAUM 15.859 74.618 758.0 1973-01-01 2020-02-06 +432010-99999 GADAG 15.417 75.633 650.0 1944-01-01 2020-02-06 +432130-99999 KURNOOL 15.800 78.067 281.0 1944-01-01 2020-02-06 +432330-99999 CHITRADURGA 14.233 76.433 733.0 1944-01-01 2020-02-06 +432370-99999 PBO ANANTAPUR 14.583 77.633 364.0 1954-01-01 2020-02-06 +432450-99999 NELLORE 14.450 79.983 20.0 1944-01-01 2020-02-06 +432790-99999 CHENNAI INTL 12.994 80.181 15.8 1944-01-01 2020-02-06 +432840-99999 MANGALORE 12.961 74.890 102.7 1973-01-01 2020-02-06 +432950-99999 BANGALORE 12.967 77.583 921.0 1973-01-01 2020-02-06 +433140-99999 KOZHIKODE 11.250 75.783 5.0 1944-01-01 2020-02-06 +433210-99999 COIMBATORE 11.031 77.044 403.6 1973-01-01 2020-02-06 +433290-99999 CUDDALORE 11.767 79.767 12.0 1944-01-01 2020-02-06 +433330-99999 PORT BLAIR 11.667 92.717 79.0 1945-11-01 2020-02-06 +433440-99999 TIRUCHIRAPPALLI 10.765 78.710 87.8 1944-01-01 2020-02-06 +433530-99999 COCHIN 9.946 76.272 2.4 1944-01-01 2020-02-06 +433690-99999 MINICOY 8.300 73.150 2.0 1944-01-01 2020-02-06 +433710-99999 THIRUVANANTHAPURAM 8.483 76.950 64.0 1944-01-01 2020-02-06 +433720-99999 THIRUVANANTHAPURAM INTL 8.482 76.920 4.6 1996-02-01 2020-02-06 +434210-99999 ANURADHAPURA 8.301 80.428 98.8 1962-01-01 2020-02-06 +434240-99999 PUTTALAM 8.033 79.833 2.0 1959-01-12 2020-02-06 +434500-99999 BANDARANAIKE INTL COLOMBO 7.181 79.866 8.8 1962-01-01 2020-02-06 +434670-99999 COLOMBO RATMALANA 6.822 79.886 6.7 1944-05-13 2020-02-06 +435550-99999 MALE INTL 4.192 73.529 1.8 1981-01-01 2020-02-06 +442030-99999 RINCHINLHUMBE 51.117 99.667 1583.0 1983-04-21 2020-02-06 +442070-99999 HATGAL 50.433 100.150 1668.0 1963-03-01 2020-02-06 +442120-99999 ULAANGOM 49.800 92.083 939.0 1957-07-01 2020-02-06 +442130-99999 BARUUNTURUUN 49.650 94.400 1232.0 1983-01-02 2020-02-06 +442140-99999 ULGI 48.933 89.933 1715.0 1959-01-01 2020-02-06 +442150-99999 OMNO-GOBI 49.017 91.717 1590.0 1973-01-01 2020-02-06 +442180-99999 HOVD 48.017 91.567 1405.0 1956-10-16 2020-02-06 +442210-99999 GANDAN HURYEE 49.650 95.783 1421.0 1973-04-01 2020-02-06 +442250-99999 TOSONTSENGEL 48.733 98.200 1723.0 1969-01-01 2020-02-06 +442290-99999 TARIAT 48.083 99.550 2041.0 1973-01-01 2020-02-06 +442300-99999 TARIALAN 49.567 102.000 1235.0 1983-01-12 2020-02-06 +442310-99999 MUREN 49.633 100.167 1283.0 1956-08-02 2020-02-06 +442320-99999 HUTAG 49.383 102.700 938.0 1963-03-01 2020-02-06 +442370-99999 ERDENEMANDAL 48.533 101.383 1509.0 1983-01-02 2020-02-06 +442390-99999 BULGAN 48.800 103.550 1208.0 1956-08-05 2020-02-06 +442410-99999 BARUUNHARAA 48.917 106.067 807.0 1956-08-02 2020-02-06 +442430-99999 ULYGAIIN DUGANG 49.833 107.733 883.0 1973-01-01 2020-02-06 +442560-99999 DASHBALBAR 49.550 114.400 705.0 1983-12-01 2020-02-06 +442570-99999 BINDER 48.617 110.600 747.0 1956-08-03 2020-02-06 +442590-99999 CHOIBALSAN 48.083 114.550 747.0 1956-08-02 2020-02-06 +442650-99999 BAITAG 46.117 91.467 1186.0 1963-03-01 2020-02-06 +442660-99999 TONHIL 46.317 93.900 2095.0 1973-10-04 2020-02-06 +442720-99999 ULIASTAI 47.750 96.850 1759.0 1956-09-01 2020-02-06 +442750-99999 BAYANBULAG 46.833 98.083 2255.0 1983-10-11 2020-02-06 +442770-99999 ALTAI 46.400 96.250 2181.0 1956-08-02 2020-02-06 +442820-99999 TSETSERLEG 47.450 101.467 1691.0 1956-08-03 2020-02-06 +442840-99999 GALUUT 46.700 100.133 2126.0 1957-07-25 2020-02-06 +442850-99999 HUJIRT 46.900 102.767 1662.0 1958-04-10 2020-02-06 +442860-99999 BAT OLDZIY BUND 46.967 103.800 1358.0 1973-01-03 2020-02-06 +442870-99999 BAYANHONGOR 46.133 100.683 1859.0 1963-03-01 2020-02-06 +442880-99999 ARVAIHEER 46.267 102.783 1813.0 1956-08-02 2020-02-06 +442920-99999 CHINGGIS KHAAN INTL 47.843 106.767 1330.1 1956-08-02 2020-02-06 +442940-99999 MAANTI 47.300 107.483 1430.0 1956-08-21 2020-02-06 +442980-99999 CHOIR 46.450 108.217 1286.0 1956-08-02 2020-02-06 +443020-99999 BAYAN-OVOO 47.783 112.117 926.0 1969-01-01 2020-02-06 +443040-99999 UNDERKHAAN 47.317 110.633 1033.0 1956-08-02 2020-02-06 +443050-99999 BARUUN-URT 46.683 113.283 981.0 1960-01-01 2020-02-06 +443130-99999 KHALKH-GOL 47.617 118.617 688.0 1983-10-11 2020-02-06 +443140-99999 MATAD 47.167 115.633 907.0 1975-08-08 2020-02-06 +443170-99999 ERDENETSAGAAN 45.900 115.367 1076.0 1973-01-01 2020-02-06 +443250-99999 ERDENI 45.150 97.767 2417.0 1963-03-01 2020-02-06 +443290-99999 AMARBUYANTAYN 44.617 98.700 2103.0 1973-10-04 2020-02-06 +443360-99999 SAIKHAN-OVOO 45.450 103.900 1316.0 1983-10-11 2020-02-06 +443410-99999 MANDALGOBI 45.767 106.283 1393.0 1956-08-02 2020-02-06 +443470-99999 TSOGT-OVOO 44.417 105.317 1298.0 1969-01-01 2020-02-06 +443480-99999 BAYAN DOBO SUMA 44.567 107.183 1093.0 1973-11-29 2020-02-06 +443520-99999 BAYANDELGER 45.733 112.367 1101.0 1956-10-31 2020-02-06 +443540-99999 SAINSHAND 44.900 110.117 938.0 1956-08-02 2020-02-06 +443580-99999 ZAMYN-UUD 43.733 111.900 964.0 1956-08-03 2020-02-06 +443730-99999 DALANZADGAD 43.583 104.417 1465.0 1956-08-02 2020-02-06 +443740-99999 SHINE USA 42.900 100.217 1494.0 1973-01-02 2020-02-06 +443860-99999 UNKNOWN MONGOLIA 43.183 109.217 213.0 1973-01-02 2020-02-06 +444540-99999 TRIBHUVAN INTL 27.697 85.359 1338.1 1973-05-21 2020-02-06 +450050-99999 HONG KONG OBSERVATORY 22.300 114.167 62.0 1946-09-01 2018-09-30 +450070-99999 HONG KONG INTL 22.309 113.915 8.5 1948-12-31 2020-02-06 +450110-99999 MACAU INTL 22.150 113.592 6.1 1951-03-20 2020-02-06 +450320-99999 TA KWU LING 22.533 114.150 13.0 1992-12-04 2020-02-06 +450350-99999 LAU FAU SHAN 22.467 113.983 35.0 2004-07-13 2020-02-06 +450390-99999 SHA TIN 22.400 114.200 8.0 2004-07-13 2020-02-06 +450440-99999 CHEUNG CHAU 22.200 114.017 79.0 2002-03-13 2020-02-06 +466860-99999 CHIANG KAI SHEK INTL 25.078 121.233 32.6 1979-03-01 2020-02-06 +466890-99999 NANGAN 26.160 119.958 68.0 1954-05-17 1999-10-17 +466940-99999 CHILUNG 25.150 121.800 3.0 1973-01-01 1998-12-31 +466960-99999 SUNGSHAN 25.069 121.552 5.5 1946-12-31 2020-02-06 +466970-99999 TAOYUAN 25.056 121.243 46.0 1949-12-31 2000-12-31 +466990-99999 HUA-LIEN CITY 23.983 121.600 19.0 1973-01-01 2018-07-11 +467060-99999 SUAO MET STATION 24.600 121.850 3.0 1982-01-01 1998-12-31 +467080-99999 ILAN CITY 24.750 121.783 7.0 1973-01-01 2018-07-11 +467300-99999 DONGSHI 23.267 119.667 45.0 1973-01-01 2001-06-26 +467340-99999 MAGONG 23.569 119.628 31.4 1949-05-31 2014-02-28 +467350-99999 PENGHU ISLANDS 23.500 119.500 21.0 1973-01-01 2009-11-05 +467360-99999 SHANG YI 24.428 118.359 28.3 1954-05-16 2002-03-18 +467400-99999 KAOHSIUNG INTL 22.577 120.350 7.9 1973-01-01 2020-02-06 +467403-99999 FENGNIN 22.755 121.102 43.6 1982-06-03 2020-02-06 +467410-99999 TAINAN (=593580) 23.000 120.217 14.0 1973-01-01 2004-06-07 +467430-99999 TAINAN 22.950 120.206 19.2 1947-12-31 2020-02-06 +467440-99999 KAOHSIUNG 22.633 120.283 29.0 1950-01-31 1998-12-31 +467450-99999 GANGSHAN 22.783 120.262 10.4 1954-05-16 2009-11-05 +467460-99999 CHIAYI 23.462 120.393 25.9 1949-03-01 2014-03-11 +467490-99999 TAICHUNG (=591580) 24.150 120.683 78.0 1973-01-01 1999-09-04 +467500-99999 PINGTUNG SOUTH 22.672 120.462 23.8 1954-05-16 2009-11-06 +467510-99999 TAICHUNG 24.186 120.654 115.0 1946-12-31 2000-12-31 +467530-99999 MOUNT ALISAN 23.517 120.800 2406.0 1973-01-01 2000-02-19 +467540-99999 DAWU 22.350 120.900 8.0 1973-01-01 1998-12-31 +467550-99999 MOUNT MORRISON 23.483 120.950 3850.0 1973-01-01 1998-12-31 +467560-99999 HSINCHU 24.818 120.939 7.9 1954-05-16 2010-06-06 +467570-99999 HSINCHU CITY 24.833 120.000 27.0 1973-01-01 1998-12-31 +467590-99999 HENGCHUN (=595590) 22.000 120.750 24.0 1973-01-01 1998-12-31 +467600-99999 JHIHHANG 22.793 121.182 36.9 1949-05-31 2001-07-03 +467610-99999 CHENG-KUNG 23.100 121.367 37.0 1973-01-01 1999-02-20 +467620-99999 LANYU 22.029 121.534 13.1 1973-01-02 2003-09-06 +467630-99999 HUALIEN 24.023 121.618 15.8 1946-12-31 2014-02-28 +467640-99999 ILAN 24.750 121.767 9.0 1949-09-30 2002-08-05 +467650-99999 JOYUTANG 23.883 120.850 1015.0 1973-01-01 1999-02-21 +467660-99999 TAIDONG (=595620) 22.750 121.150 10.0 1973-01-01 2001-03-04 +467700-99999 CHING CHUAN KANG AB 24.265 120.621 202.1 1952-03-31 2020-02-06 +467720-99999 CHIA TUNG 22.417 120.550 20.0 1954-05-16 2001-01-01 +467770-99999 WU-CHI OBSERVATORY 24.250 120.517 5.0 1978-08-01 1998-12-31 +470030-99999 SENBONG 42.317 130.400 3.0 1957-02-02 2020-02-06 +470050-99999 SAMJIYON 41.817 128.300 1381.0 1976-04-01 2020-02-06 +470080-99999 CHONGJIN 41.783 129.817 43.0 1957-02-02 2020-02-06 +470140-99999 CHUNGGANG 41.783 126.883 331.0 1957-02-02 2020-02-06 +470160-99999 HYESAN 41.400 128.167 714.0 1957-02-02 2020-02-06 +470200-99999 KANGGYE 40.967 126.600 306.0 1957-02-02 2020-02-06 +470220-99999 PUNGSAN 40.817 128.150 1200.0 1976-04-01 2020-02-06 +470250-99999 KIMCHAEK/SONGJIN 40.667 129.200 23.0 1957-02-02 2020-02-06 +470280-99999 SUPUNG 40.450 124.933 76.0 1976-04-01 2020-02-06 +470310-99999 CHANGJIN 40.367 127.250 1080.0 1976-04-01 2020-02-06 +470311-99999 MEILAN 19.935 110.459 22.9 2004-07-06 2020-02-06 +470312-99999 ZHENGDING 38.281 114.697 71.0 2004-07-06 2020-02-06 +470350-99999 SINUIJU 40.100 124.383 7.0 1957-02-02 2020-02-06 +470370-99999 KUSONG 39.983 125.250 99.0 1976-04-01 2020-02-06 +470390-99999 HUICHON 40.167 126.250 155.0 1976-04-01 2020-02-06 +470410-99999 HAMHEUNG 39.933 127.550 22.0 1957-02-02 2020-02-06 +470460-99999 SINPO 40.033 128.183 19.0 1976-04-01 2020-02-06 +470500-99999 ANJU 39.617 125.650 27.0 1976-04-01 2020-02-06 +470520-99999 YANGDOK 39.217 126.650 279.0 1976-04-01 2020-02-06 +470550-99999 WONSAN 39.183 127.433 36.0 1957-02-02 2020-02-06 +470580-99999 PYONGYANG INTL 39.224 125.670 35.7 1950-10-24 2020-02-06 +470600-99999 NAMPO 38.717 125.383 47.0 1976-04-01 2020-02-06 +470610-99999 CHANGJON 38.733 128.183 34.0 1976-04-01 2020-02-06 +470650-99999 SARIWON 38.517 125.767 52.0 1957-02-02 2020-02-06 +470660-99999 HYUN NI (KOR-ARMY) 37.950 128.317 274.0 1951-09-09 1983-01-16 +470670-99999 SINGYE 38.500 126.533 97.0 1976-04-01 2020-02-06 +470680-99999 RYONGYON 38.150 124.883 6.0 1976-04-01 2020-02-06 +470690-99999 HAEJU 38.033 125.700 81.0 1957-02-02 2020-02-06 +470700-99999 KAESONG 37.967 126.567 70.0 1957-02-02 2020-02-06 +470750-99999 PYONGGANG 38.417 127.283 352.0 1976-04-01 2020-02-06 +470900-99999 SOKCHO 38.251 128.565 22.9 1973-01-01 2020-02-06 +470920-99999 YANGYANG INTL 38.061 128.669 73.5 2004-04-05 2020-02-06 +470950-99999 CHEORWON 38.150 127.300 155.0 1988-03-31 2020-02-06 +470980-99999 DONGDUCHEON 37.900 127.067 112.0 2001-07-05 2020-02-06 +470990-99999 PAJU 37.883 126.766 30.0 2003-03-30 2020-02-06 +471000-99999 DAEGWALLYEONG 37.683 128.717 844.0 1979-11-26 2020-02-06 +471010-99999 CHUNCHEON 37.900 127.733 78.0 1951-06-22 2020-02-06 +471025-99999 TAESONG-SAN 38.200 127.550 1182.0 1954-11-07 2018-08-06 +471030-99999 BAENGNYEONGDO AB 37.933 124.667 171.0 1951-09-16 2020-02-06 +471040-99999 A 306 37.884 127.718 77.0 1960-09-18 2020-02-06 +471060-99999 DONGHAE RADAR 37.500 129.133 37.0 1951-07-01 2020-02-06 +471064-99999 H 207 HELIPORT 37.719 127.099 71.3 1979-07-10 2016-10-22 +471065-99999 YEONGDONGRI 37.783 126.850 24.0 1953-05-01 1984-02-25 +471066-99999 CAMP CASEY/TONGDUCH 37.917 127.050 60.0 1953-10-23 2019-08-12 +471070-99999 GANGNEUNG 37.754 128.944 10.7 1951-12-31 2020-02-06 +471080-99999 SEOUL CITY 37.567 126.967 87.0 1950-12-04 2020-02-06 +471100-99999 GIMPO 37.558 126.791 17.7 1945-09-30 2020-02-06 +471105-99999 H 264 HELIPORT 37.522 126.979 12.2 1973-01-01 2020-02-06 +471110-99999 SEOUL AB 37.446 127.114 28.0 1974-01-01 2020-02-06 +471120-99999 INCHEON 37.467 126.633 70.0 1973-01-01 2020-02-06 +471131-99999 INCHEON INTL 37.469 126.451 7.0 2004-07-06 2020-02-06 +471140-99999 WONJU 37.438 127.960 100.3 1954-04-24 2020-02-06 +471150-99999 ULLEUNGDO 37.483 130.900 220.0 1973-01-01 2020-02-06 +471170-99999 SINYONGSAN 37.533 126.967 29.0 1974-01-01 2004-12-31 +471180-99999 WONJU AB 38.233 127.967 105.5 1951-04-11 2002-09-05 +471200-99999 SUWON 37.239 127.007 26.8 1951-02-05 2020-02-06 +471204-99999 SV RI SAN 37.350 126.917 406.0 1963-03-01 2009-06-07 +471210-99999 YEONGWOL 37.183 128.467 237.0 1981-06-04 2020-02-06 +471220-99999 OSAN AB 37.091 127.030 11.6 1953-01-09 2020-02-06 +471223-99999 KOTAR RANGE 37.100 128.900 792.0 1982-06-24 2020-02-06 +471260-99999 MANGILSAN 36.933 126.450 84.0 1974-01-01 2017-10-13 +471270-43216 A511/PYEONGTAEK 36.967 127.033 16.0 1951-03-13 2020-02-06 +471280-99999 CHEONGJU INTL 36.717 127.499 58.2 1979-03-15 2020-02-06 +471290-99999 SEOSAN 36.767 126.500 27.0 1973-01-01 2020-02-06 +471300-99999 ULJIN 37.000 129.417 51.2 1978-03-10 2020-02-06 +471310-99999 CHEONGJU 36.633 127.450 59.0 1951-02-28 2020-02-06 +471315-99999 YEOJU RANGE 37.433 127.633 43.0 1973-01-14 2020-02-06 +471320-99999 ANMYEONDO 36.517 126.317 43.0 1951-01-31 2007-02-27 +471330-99999 TAEJON 36.300 127.400 78.0 1973-01-01 2020-02-06 +471340-99999 YECHEON 36.632 128.355 107.9 1977-02-08 2020-02-06 +471350-99999 CHUPUNGNYEONG 36.217 127.983 245.0 1955-09-12 2020-02-06 +471360-99999 ANDONG 36.567 128.700 141.6 1983-02-01 2020-02-06 +471380-99999 POHANG 36.033 129.383 3.6 1973-01-01 2020-02-06 +471385-99999 SANGJU 36.417 128.167 150.0 1966-05-31 2008-10-17 +471400-99999 GUNSAN 36.002 126.763 26.9 1973-01-01 2020-02-06 +471410-43219 KUNSAN AB 35.917 126.617 10.0 1951-04-09 2020-02-06 +471420-99999 DAEGU AB 35.894 128.659 35.4 1950-11-01 2020-02-06 +471425-99999 CAMP WALKER (H-805) 35.850 128.583 75.0 1973-01-01 1997-01-17 +471430-99999 TAEGU ACC (KOR-AFB) 35.883 128.617 61.0 1973-01-01 2020-02-06 +471460-99999 JEONJU 35.833 127.117 62.6 1973-01-01 2020-02-06 +471520-99999 ULSAN 35.593 129.352 13.7 1973-01-01 2020-02-06 +471530-99999 GIMHAE INTL 35.180 128.938 1.8 1954-07-19 2020-02-06 +471550-99999 CHANGWON 35.170 128.573 36.8 1986-06-01 2020-02-06 +471560-99999 GWANGJU 35.167 126.900 74.0 1973-01-01 2020-02-06 +471580-99999 GWANGJU 35.126 126.809 11.9 1953-12-01 2020-02-06 +471590-99999 BUSAN 35.100 129.033 71.0 1973-01-01 2020-02-06 +471610-43240 SACHEON AB 35.083 128.083 8.0 1973-01-01 2020-02-06 +471620-99999 TONGYEONG 34.850 128.433 33.3 1973-01-01 2020-02-06 +471650-99999 MOKPO 34.817 126.383 39.0 1973-01-01 2020-02-06 +471680-99999 YEOSU 34.733 127.750 67.0 1973-01-01 2020-02-06 +471690-99999 HEUKSANDO 34.687 125.451 68.5 2001-07-05 2020-02-06 +471700-99999 WANDO 34.400 126.700 35.0 1983-02-01 2020-02-06 +471750-99999 JINDO RADAR 34.467 126.333 478.0 2003-03-30 2019-07-31 +471820-99999 JEJU INTL 33.511 126.493 36.0 1973-01-01 2020-02-06 +471840-99999 JEJU 33.517 126.533 23.0 1951-01-31 2020-02-06 +471850-43263 GOSAN 33.294 126.163 71.0 1988-03-12 2020-02-06 +471870-99999 MOSULPO (KOR-AFB) 33.200 126.267 27.0 1954-07-29 2020-02-06 +471890-99999 SEOGWIPO 33.250 126.567 51.0 1973-01-01 2020-02-06 +471920-99999 JINJU 35.167 128.033 29.9 1973-01-01 2020-02-06 +472025-99999 RISHIRI 45.242 141.186 34.1 1975-05-21 2006-08-16 +472185-99999 OKUSHIRI 42.073 139.430 54.9 1975-05-21 1999-02-28 +474010-99999 WAKKANAI 45.417 141.683 11.7 1952-12-31 2020-02-06 +474020-99999 KITAMIESASHI 44.933 142.583 8.4 1952-12-31 2020-02-06 +474040-99999 HABORO 44.367 141.700 9.6 1952-12-31 2020-02-06 +474050-99999 OMU 44.583 142.967 15.9 1952-12-31 2020-02-06 +474060-99999 RUMOI 43.950 141.633 24.3 1952-12-31 2020-02-06 +474070-99999 ASAHIKAWA 43.750 142.367 140.0 1952-12-31 2020-02-06 +474090-99999 ABASHIRI 44.017 144.283 43.5 1952-12-31 2020-02-06 +474110-99999 OTARU 43.183 141.017 26.3 1952-12-31 2020-02-06 +474120-99999 SAPPORO 43.067 141.333 26.2 1952-12-31 2020-02-06 +474130-99999 IWAMIZAWA 43.217 141.783 51.5 1952-12-31 2020-02-06 +474170-99999 OBIHIRO 42.917 143.217 43.7 1952-12-31 2020-02-06 +474180-99999 KUSHIRO/KENEBETSU 42.983 144.400 37.0 1952-12-31 2020-02-06 +474200-99999 NEMURO 43.333 145.583 27.2 1952-12-31 2020-02-06 +474210-99999 SUTTSU 42.800 140.217 35.1 1952-12-31 2020-02-06 +474230-99999 MURORAN/YAKUMO 42.317 140.983 49.0 1952-12-31 2020-02-06 +474240-99999 TOMAKOMAI 42.617 141.550 7.9 1952-12-31 2020-02-06 +474250-99999 NEW CHITOSE 42.775 141.692 25.0 1945-10-31 2020-02-06 +474260-99999 URAKAWA 42.167 142.783 38.5 1952-12-31 2020-02-06 +474280-99999 ESASHI 41.867 140.117 12.1 1952-12-31 2020-02-06 +474300-99999 HAKODATE 41.817 140.750 43.9 1952-12-31 2020-02-06 +474330-99999 KUTCHAN 42.900 140.750 188.1 1973-01-01 2020-02-06 +474400-99999 HIROO 42.300 143.317 34.2 1973-01-01 2020-02-06 +474740-99999 MONBETSU 44.304 143.404 24.4 1973-04-01 2020-02-06 +474760-99999 ASAHIKAWA 43.671 142.448 219.8 1973-01-01 2020-02-06 +474810-99999 MEMANBETSU 43.881 144.164 41.1 1973-01-01 2020-02-06 +474830-99999 NAKASHIBETSU 43.578 144.960 71.3 1973-04-10 2020-02-06 +474890-99999 KUSHIRO 43.041 144.193 99.7 1973-01-01 2020-02-06 +474900-99999 OBIHIRO 42.733 143.217 153.9 1973-01-01 2020-02-06 +474905-99999 TOKACHI 42.891 143.158 85.6 1981-05-06 2020-02-06 +475120-99999 OFUNATO 39.067 141.717 38.4 1973-01-01 2020-02-06 +475160-99999 OMINATO (JASDF) 41.233 141.133 10.0 1973-01-01 2014-07-01 +475200-99999 SHINJO 38.750 140.317 102.0 1973-01-01 2020-02-06 +475420-99999 AOMORI 40.735 140.691 202.4 1973-01-01 2020-02-06 +475450-99999 AKITA 39.616 140.219 95.4 1973-01-01 2020-02-06 +475490-99999 HANAMAKI 39.429 141.135 90.5 1973-01-01 2020-02-06 +475530-99999 YAMAGATA 38.412 140.371 107.6 1973-01-01 2020-02-06 +475570-99999 FUKUSHIMA 37.227 140.431 372.2 1995-08-26 2020-02-06 +475670-99999 KASUMINOME (JASDF) 38.233 140.917 10.0 1973-01-03 2014-07-01 +475690-99999 SENDAI 38.140 140.917 4.6 1973-01-01 2020-02-06 +475700-99999 WAKAMATSU 37.483 139.917 213.6 1973-01-01 2020-02-06 +475730-43318 NIIGATA AIRPORT 37.950 139.117 4.0 1973-01-01 2020-02-06 +475740-99999 FUKAURA 40.650 139.933 68.0 1973-01-01 2020-02-06 +475750-99999 AOMORI 40.817 140.767 4.1 1973-01-01 2020-02-06 +475760-99999 MUTSU 41.283 141.217 4.8 1973-01-01 2020-02-06 +475800-44402 MISAWA NAVAL AIR STATION 40.700 141.367 35.1 2005-01-01 2020-02-06 +475800-99999 MISAWA AB 40.705 141.372 39.0 1948-04-08 2004-12-31 +475810-99999 HACHINOHE 40.533 141.517 28.5 1973-01-01 2020-02-06 +475820-99999 AKITA 39.717 140.100 21.8 1952-12-31 2020-02-06 +475830-99999 ODATE NOSHIRO 40.192 140.371 89.0 1980-03-02 2020-02-06 +475840-99999 MORIOKA 39.700 141.167 155.4 1952-12-31 2020-02-06 +475850-99999 MIYAKO 39.650 141.967 47.0 1952-12-31 2020-02-06 +475870-99999 SAKATA 38.917 139.850 4.8 1952-12-31 2020-02-06 +475874-99999 SHONAI 38.812 139.787 26.2 1992-05-08 2020-02-06 +475880-99999 YAMAGATA 38.250 140.350 153.7 1952-12-31 2020-02-06 +475900-99999 SENDAI 38.267 140.900 43.8 1954-12-14 2020-02-06 +475910-99999 MATSUSHIMA 38.405 141.220 2.1 1948-02-29 2020-02-06 +475920-99999 ISHINOMAKI 38.433 141.300 42.9 1973-01-01 2020-02-06 +475950-99999 FUKUSHIMA 37.767 140.467 69.3 1973-01-01 2020-02-06 +475970-99999 SHIRAKAWA 37.133 140.217 356.7 1973-01-01 2020-02-06 +475980-99999 ONAHAMA 36.950 140.900 5.1 1973-01-01 2020-02-06 +476000-99999 WAJIMA 37.383 136.900 6.7 1973-01-01 2020-02-06 +476020-99999 AIKAWA 38.033 138.233 7.2 1973-01-01 2020-02-06 +476040-99999 NIIGATA 37.900 139.017 5.7 1973-01-01 2020-02-06 +476050-99999 KANAZAWA 36.583 136.633 33.7 1973-01-01 2020-02-06 +476060-99999 FUSHIKI 36.800 137.050 13.1 1973-01-01 2020-02-06 +476100-99999 NAGANO 36.667 138.200 419.9 1973-01-01 2020-02-06 +476120-99999 TAKADA 37.100 138.250 14.6 1973-01-01 2020-02-06 +476150-99999 UTSUNOMIYA 36.550 139.867 140.3 1973-01-01 2020-02-06 +476160-99999 FUKUI 36.050 136.217 17.4 1973-01-01 2020-02-06 +476170-99999 TAKAYAMA 36.150 137.250 561.9 1973-01-01 2020-02-06 +476180-99999 MATSUMOTO 36.250 137.967 611.6 1973-01-01 2020-02-06 +476200-99999 SUWA 36.050 138.117 762.6 1973-01-01 2020-02-06 +476220-99999 KARUIZAWA 36.350 138.550 1004.8 1973-01-01 2020-02-06 +476240-99999 MAEBASHI 36.400 139.067 114.4 1952-12-31 2020-02-06 +476260-99999 KUMAGAYA 36.150 139.383 31.8 1952-12-31 2020-02-06 +476290-99999 MITO 36.383 140.467 30.7 1952-12-31 2020-02-06 +476310-99999 TSURUGA 35.650 136.067 12.4 1952-12-31 2020-02-06 +476320-99999 GIFU 35.400 136.767 17.0 1952-12-31 2020-02-06 +476345-99999 CHUBU CENTRAIR INTL 34.858 136.805 4.6 2005-02-17 2020-02-06 +476350-99999 NAGOYA 35.255 136.924 15.8 1946-10-31 2020-02-06 +476360-99999 NAGOYA 35.167 136.967 56.3 1952-12-31 2020-02-06 +476370-99999 IIDA 35.517 137.817 528.9 1952-12-31 2020-02-06 +476380-99999 KOFU 35.667 138.550 281.5 1952-12-31 2020-02-06 +476390-99999 FUJISAN 35.367 138.733 3777.5 1952-12-31 2020-02-06 +476400-99999 KAWAGUCHIKO 35.500 138.767 861.3 1952-12-31 2020-02-06 +476410-99999 CHICHIBU 35.983 139.067 233.7 1952-12-31 2020-02-06 +476420-99999 YOKOTA AB 35.748 139.348 141.1 1947-11-01 2004-12-31 +476430-99999 IRUMA 35.842 139.411 89.9 1946-09-30 2020-02-06 +476480-99999 CHOSHI 35.733 140.850 28.1 1952-12-31 2020-02-06 +476490-99999 UENO 34.767 136.150 161.0 1952-12-31 2020-02-06 +476510-99999 TSU 34.733 136.517 18.4 1952-12-31 2020-02-06 +476530-99999 IRAKO 34.633 137.100 7.7 1952-12-31 2020-02-06 +476540-99999 HAMAMATSU 34.750 137.717 47.7 1952-12-31 2020-02-06 +476550-99999 OMAEZAKI 34.600 138.217 46.8 1952-12-31 2020-02-06 +476560-99999 SHIZUOKA 34.983 138.400 15.9 1952-12-31 2020-02-06 +476570-99999 MISHIMA 35.117 138.933 21.9 1952-12-31 2020-02-06 +476580-99999 SHIZUHAMA 34.813 138.298 7.0 1973-01-01 2020-02-06 +476600-99999 TACHIKAWA (JASDF) 35.700 139.400 98.0 1945-11-15 2014-07-01 +476610-43321 KISARAZU AB 35.400 139.917 6.0 1973-01-03 2020-02-06 +476620-99999 TOKYO 35.683 139.767 36.0 1952-12-31 2020-02-06 +476630-99999 OWASE 34.067 136.200 17.1 1952-12-31 2020-02-06 +476660-99999 IROZAKI 34.600 138.850 53.2 1952-12-31 2020-02-06 +476680-99999 AJIRO 35.050 139.100 67.9 1952-12-31 2020-02-06 +476700-99999 YOKOHAMA 35.433 139.650 42.7 1973-01-01 2020-02-06 +476710-99999 TOKYO INTL 35.552 139.780 10.7 1946-09-11 2020-02-06 +476720-99999 TATEYAMA 34.983 139.867 7.1 1973-01-01 2020-02-06 +476740-99999 KATSUURA 35.150 140.317 13.5 1952-12-31 2020-02-06 +476741-99999 AMAKUSA 32.483 130.159 103.6 2004-07-06 2020-02-06 +476742-99999 NOTO 37.293 136.962 218.8 2004-07-06 2020-02-06 +476750-99999 OSHIMA 34.750 139.367 75.5 1952-12-31 2020-02-06 +476770-99999 MIYAKEJIMA 34.117 139.517 39.6 1952-12-31 2020-02-06 +476780-99999 HACHIJOJIMA 33.117 139.783 152.6 1952-12-31 2020-02-06 +476790-99999 ATSUGI NAS 35.450 139.450 65.0 1945-09-02 2004-12-31 +476800-99999 KASTNER AAF / CAMP ZAMA JAPAN 35.514 139.394 111.9 1954-12-14 2020-02-06 +476820-99999 CHIBA 35.600 140.100 6.1 1973-01-01 2020-02-06 +476830-99999 CHOFU AIRPORT 35.667 139.533 44.0 1954-12-14 2020-02-06 +476840-99999 YOKKAICHI 34.933 136.583 57.1 1973-01-01 2020-02-06 +476860-99999 NARITA INTL 35.765 140.386 43.0 1978-05-19 2020-02-06 +476870-99999 TOKYO HELIPORT 35.633 139.850 8.0 1973-01-01 2020-02-06 +476900-99999 NIKKO 36.733 139.500 1294.0 1952-12-31 2020-02-06 +476960-43323 YOKOSUKA NAVAL STATION 35.283 139.667 49.1 1973-01-01 2009-06-02 +477000-99999 SADO 38.050 138.417 26.0 1973-01-01 2002-08-24 +477040-99999 KOMATSU 36.395 136.407 11.0 1973-01-01 2020-02-06 +477070-99999 TOYAMA 36.648 137.188 29.0 1973-01-01 2020-02-06 +477090-99999 MATSUMOTO 36.167 137.923 665.1 1973-01-01 2020-02-06 +477150-99999 HYAKURI 36.181 140.415 32.0 1973-01-01 2020-02-06 +477160-99999 KASUMIGAURA (JASDF) 36.033 140.200 29.0 1973-01-03 2014-07-01 +477210-99999 FUJI (JASDF) 35.317 138.867 683.0 1973-01-03 2014-07-01 +477270-99999 SHIMOFUSA 35.799 140.011 29.9 1973-01-01 2020-02-06 +477300-99999 AKENO (JASDF) 34.533 136.683 9.0 1973-01-03 2014-07-01 +477390-99999 SHIZUOKA AIRPORT 34.800 138.183 135.0 1973-01-01 2020-02-06 +477400-99999 SAIGO 36.200 133.333 28.1 1952-12-31 2020-02-06 +477410-99999 MATSUE 35.450 133.067 22.4 1952-12-31 2020-02-06 +477420-99999 SAKAI 35.550 133.233 3.8 1952-12-31 2020-02-06 +477430-99999 MIHO 35.492 133.236 6.1 1948-08-31 2020-02-06 +477440-99999 YONAGO 35.433 133.333 8.5 1952-12-31 2020-02-06 +477460-99999 TOTTORI 35.483 134.233 15.9 1952-12-31 2020-02-06 +477470-99999 TOYOOKA 35.533 134.817 5.8 1952-12-31 2020-02-06 +477473-99999 TAJIMA 35.513 134.787 178.0 1996-10-20 2020-02-06 +477500-99999 MAIZURU 35.450 135.317 4.2 1952-12-31 2020-02-06 +477540-99999 HAGI 34.417 131.400 3.7 1952-12-31 2020-02-06 +477550-99999 HAMADA 34.900 132.067 20.9 1952-12-31 2020-02-06 +477560-99999 TSUYAMA 35.067 134.017 147.8 1952-12-31 2020-02-06 +477590-99999 KYOTO 35.017 135.733 46.5 1945-10-31 2020-02-06 +477610-99999 HIKONE 35.283 136.250 92.8 1952-12-31 2020-02-06 +477620-99999 SHIMONOSEKI 33.950 130.933 19.5 1952-12-31 2020-02-06 +477640-43324 IWAKUNI 34.150 132.233 3.0 1973-01-01 2004-10-02 +477641-43324 AIRFIELD & HARBOR OPERATIONS 34.150 132.233 2.1 2004-04-01 2020-02-06 +477650-99999 HIROSHIMA 34.400 132.467 54.0 1952-12-31 2020-02-06 +477660-99999 KURE 34.233 132.550 5.0 1952-12-31 2020-02-06 +477670-99999 FUKUYAMA 34.450 133.250 3.6 1952-12-31 2020-02-06 +477680-99999 OKAYAMA 34.683 133.917 7.0 1952-12-31 2020-02-06 +477690-99999 HIMEJI 34.833 134.667 39.7 1952-12-31 2020-02-06 +477700-99999 KOBE 34.700 135.217 30.6 1952-12-31 2020-02-06 +477710-99999 OSAKA INTL 34.786 135.438 15.2 1945-11-01 2020-02-06 +477720-99999 OSAKA 34.683 135.517 83.0 1952-12-31 2020-02-06 +477740-99999 KANSAI INTL 34.433 135.233 7.9 1995-08-27 2020-02-06 +477760-99999 SUMOTO 34.333 134.900 112.4 1952-12-31 2020-02-06 +477770-99999 WAKAYAMA 34.233 135.167 18.0 1952-12-31 2020-02-06 +477780-99999 SHIONOMISAKI 33.450 135.750 69.2 1952-12-31 2020-02-06 +477790-99999 YAO 34.596 135.603 11.9 1973-01-01 2020-02-06 +477800-99999 NARA 34.700 135.833 109.0 1953-04-30 2020-02-06 +477820-99999 NANKI SHIRAHAMA 33.662 135.364 90.8 1973-01-01 2020-02-06 +477830-99999 IWAMI 34.676 131.790 56.1 1994-07-19 2020-02-06 +477840-99999 YAMAGUCHI 34.167 131.467 19.7 1973-01-01 2020-02-06 +477860-99999 YAMAGUCHI UBE 33.930 131.279 7.0 1973-01-01 2020-02-06 +477870-99999 OZUKI 34.045 131.052 4.0 1973-01-01 2020-02-06 +477880-99999 HOFU 34.035 131.549 2.1 1948-10-25 2020-02-06 +477890-99999 HIROSHIMA 34.436 132.919 331.6 1973-01-01 2020-02-06 +477895-99999 HIROSHIMANISHI 34.367 132.414 4.6 1994-08-19 2011-09-21 +477900-99999 IZUMO 35.414 132.890 4.6 1973-01-01 2020-02-06 +477930-99999 OKAYAMA 34.757 133.855 245.7 1973-01-01 2020-02-06 +477990-99999 TSUSHIMA 34.285 129.331 64.9 1980-03-01 2020-02-06 +478000-99999 IZUHARA 34.198 129.292 3.7 1952-12-31 2020-02-06 +478030-99999 ASHIYA 33.883 130.653 29.9 1945-12-31 2020-02-06 +478050-99999 HIRADO 33.367 129.550 58.7 1952-12-31 2020-02-06 +478080-99999 FUKUOKA 33.586 130.451 9.8 1946-09-06 2020-02-06 +478090-99999 IIZUKA 33.650 130.700 37.9 1952-12-31 2020-02-06 +478100-99999 SAGA 33.150 130.302 1.8 1999-01-15 2020-02-06 +478120-99999 SASEBO 33.167 129.733 5.6 1952-12-31 2020-02-06 +478130-99999 SAGA 33.267 130.300 33.0 1952-12-31 2020-02-06 +478140-99999 HITA 33.317 130.933 84.4 1952-12-31 2020-02-06 +478150-99999 OITA 33.233 131.617 13.5 1952-12-31 2020-02-06 +478170-99999 NAGASAKI 32.733 129.867 35.9 1952-12-31 2020-02-06 +478180-99999 UNZENDAKE 32.733 130.267 679.8 1952-12-31 2020-02-06 +478190-99999 KUMAMOTO 32.817 130.700 39.4 1952-12-31 2020-02-06 +478210-99999 ASOSAN 32.883 131.067 1144.4 1952-12-31 2017-12-11 +478220-99999 NOBEOKA 32.583 131.650 21.0 1961-07-31 2020-02-06 +478230-99999 AKUNE 32.033 130.200 42.2 1952-12-31 2020-02-06 +478240-99999 HITOYOSHI 32.217 130.750 147.7 1952-12-31 2020-02-06 +478270-99999 KAGOSHIMA 31.550 130.550 31.7 1952-12-31 2020-02-06 +478290-99999 MIYAKONOJO 31.733 131.083 155.7 1952-12-31 2020-02-06 +478300-99999 MIYAZAKI 31.933 131.417 15.0 1952-12-31 2020-02-06 +478310-99999 MAKURAZAKI 31.267 130.300 31.4 1952-12-31 2020-02-06 +478350-99999 ABURATSU 31.583 131.400 14.6 1952-12-31 2020-02-06 +478360-99999 YAKUSHIMA 30.386 130.659 37.8 1952-12-31 2020-02-06 +478370-99999 TANEGASHIMA 30.717 130.983 37.6 1952-12-31 2020-02-06 +478380-99999 USHIBUKA 32.200 130.033 15.0 1952-12-31 2020-02-06 +478400-99999 TSUIKI 33.685 131.040 16.8 1973-01-01 2020-02-06 +478430-99999 FUKUE 32.700 128.833 26.9 1962-04-30 2020-02-06 +478500-99999 KANOYA 31.368 130.845 65.2 1945-09-18 2020-02-06 +478510-99999 KAGOSHIMA 31.803 130.719 276.1 1973-01-01 2020-02-06 +478520-99999 OITA 33.479 131.737 5.8 1973-01-01 2020-02-06 +478530-99999 KITAKYUSHU 33.836 130.947 5.5 1973-01-01 2020-02-06 +478540-99999 NYUTABARU 32.084 131.451 78.9 1958-04-30 2020-02-06 +478550-99999 NAGASAKI 32.917 129.914 4.6 1973-01-01 2020-02-06 +478560-99999 KUMAMOTO 32.837 130.855 195.7 1973-01-01 2020-02-06 +478580-99999 IKI 33.749 129.785 15.8 1973-01-01 2006-03-31 +478600-99999 METABARU (JASDF) 33.317 130.417 19.0 1973-01-03 2014-07-01 +478700-99999 TANEGASHIMA 30.547 130.950 97.2 1973-01-01 2020-02-06 +478720-99999 AMAMI 28.431 129.713 8.2 1973-01-01 2020-02-06 +478724-99999 KIKAI 28.321 129.928 6.4 1980-11-29 2020-02-06 +478800-99999 TAKAMATSU 34.214 134.016 185.0 1973-01-01 2020-02-06 +478840-99999 KOMATSUJIMA (JASDF) 34.000 134.633 6.0 1973-01-01 2014-07-01 +478870-99999 MATSUYAMA 33.850 132.783 34.3 1952-12-31 2020-02-06 +478900-99999 TADOTSU 34.283 133.750 4.8 1952-12-31 2020-02-06 +478910-99999 TAKAMATSU 34.317 134.050 14.0 1952-12-31 2020-02-06 +478920-99999 UWAJIMA 33.233 132.550 14.8 1952-12-31 2020-02-06 +478930-99999 KOCHI 33.567 133.550 4.9 1952-12-31 2020-02-06 +478940-99999 TSURUGISAN 33.850 134.100 1946.0 1952-12-31 2004-04-08 +478950-99999 TOKUSHIMA 34.067 134.567 6.4 1952-12-31 2020-02-06 +478970-99999 SUKUMO 32.917 132.700 10.9 1952-12-31 2020-02-06 +478980-99999 SHIMIZU 32.717 133.017 33.8 1952-12-31 2020-02-06 +478990-99999 MUROTOMISAKI 33.250 134.183 186.9 1952-12-31 2020-02-06 +479090-99999 NAZE/FUNCHATOGE 28.394 129.553 294.1 1952-12-31 2020-02-06 +479100-99999 TOKUNOSHIMA 27.836 128.881 5.2 1976-06-01 2003-02-28 +479120-99999 YONAGUNIJIMA 24.467 123.017 36.5 1973-01-01 2020-02-06 +479180-99999 ISHIGAKI 24.345 124.187 28.3 1973-01-01 2020-02-06 +479270-99999 MIYAKO 24.783 125.295 45.7 1973-01-01 2020-02-06 +479275-99999 TARAMA 24.654 124.675 11.0 1979-09-11 1999-08-14 +479276-99999 SHIMOJISHIMA 24.827 125.145 16.5 1979-09-11 2020-02-06 +479290-99999 KUMEJIMA 26.364 126.714 7.0 1974-05-17 2020-02-06 +479300-99999 NAHA 26.196 127.646 3.7 1945-11-11 2020-02-06 +479310-99999 KADENA AB 26.356 127.768 43.6 1946-01-01 2004-12-31 +479330-42215 OKINAWA MARINE CORPS AIR STAT 26.267 127.750 75.3 1973-01-01 2020-02-06 +479420-99999 OKIERABU 27.426 128.701 30.8 1973-01-01 2020-02-06 +479425-99999 YORON 27.044 128.402 15.8 1979-09-11 2020-02-06 +479450-99999 MINAMI DAITO 25.847 131.263 50.9 1973-01-01 2020-02-06 +479710-42402 CHICHIJIMA 27.092 142.191 8.0 1973-01-01 2020-02-06 +479810-99999 IWOTO 24.784 141.323 115.2 1945-03-01 2020-02-06 +479910-99999 MINAMI TORISHIMA 24.290 153.979 6.7 1973-01-01 2020-02-06 +480960-99999 MINGALADON 16.900 96.183 29.0 1945-09-01 2020-02-06 +480970-99999 YANGON INTL 16.907 96.133 33.2 1949-04-17 2020-02-06 +483000-99999 MAE HONG SON 19.301 97.976 283.2 1954-05-12 2020-02-06 +483030-99999 CHIANG RAI 19.885 99.827 399.9 1956-01-03 2020-02-06 +483100-99999 PHAYAO 19.193 99.900 398.9 1985-04-13 2020-02-06 +483150-99999 THA WANG PHA 19.117 100.800 237.0 1974-03-15 2020-02-06 +483250-99999 MAE SARIANG 18.167 97.933 213.0 1954-05-01 2020-02-06 +483270-99999 CHIANG MAI INTL 18.767 98.963 315.8 1942-12-31 2020-02-06 +483280-99999 LAMPANG 18.271 99.504 247.2 1950-02-22 2020-02-06 +483290-99999 LAMPHUN 18.567 99.033 298.0 1985-04-10 2020-02-06 +483300-99999 PHRAE 18.132 100.165 164.0 1952-02-14 2020-02-06 +483310-99999 NAN 18.808 100.783 208.8 1949-01-13 2020-02-06 +483510-99999 UTTARADIT 17.617 100.100 64.0 1949-01-03 2020-02-06 +483520-99999 NONG KHAI 17.867 102.750 175.7 1973-01-01 2020-02-06 +483530-99999 LOEI 17.439 101.722 262.1 1954-05-23 2020-02-06 +483540-99999 UDON THANI 17.386 102.788 176.5 1942-12-31 2020-02-06 +483560-99999 SAKON NAKHON 17.150 104.133 172.0 1949-01-06 2020-02-06 +483570-99999 NAKHON PHANOM 17.417 104.783 148.0 1952-07-07 2020-02-06 +483740-99999 LOMSAK 16.767 101.250 145.0 1985-04-14 2020-02-06 +483750-99999 MAE SOT 16.700 98.545 210.3 1949-01-03 2020-02-06 +483760-99999 TAK 16.896 99.253 145.7 1954-05-26 2020-02-06 +483770-99999 BHUMIBOL DAM 17.233 99.050 144.0 1973-01-01 2020-02-06 +483780-99999 PHITSANULOK 16.783 100.279 44.2 1949-01-03 2020-02-06 +483790-99999 PHETCHABUN 16.676 101.195 137.2 1950-05-01 2020-02-06 +483800-99999 KAMPHAENG PHET 16.483 99.533 82.0 1976-04-02 2020-02-06 +483810-99999 KHON KAEN 16.467 102.784 204.2 1949-01-06 2020-02-06 +483820-99999 KOSUMPHISAI 16.250 103.067 154.0 1986-11-27 2020-02-06 +483830-99999 MUKDAHAN 16.533 104.717 140.0 1949-01-13 2020-02-06 +483850-99999 UMPHANG 16.017 98.867 460.0 1985-05-03 2020-02-06 +483900-99999 KAMALASAI 16.333 103.583 140.9 2001-07-05 2020-02-06 +484000-99999 NAKHON SAWAN 15.673 100.137 34.4 1949-01-06 2020-02-06 +484020-99999 CHAINAT AGROMET 15.150 100.183 17.0 1987-12-02 2020-02-06 +484030-99999 CHAIYAPHUM 15.800 102.033 184.0 1956-08-01 2020-02-06 +484050-99999 ROB MUANG 16.070 103.646 139.9 1949-01-06 2020-02-06 +484070-99999 UBON RATCHATHANI 15.251 104.870 123.7 1949-01-06 2020-02-06 +484130-99999 WICHIAN BURI 15.657 101.105 69.7 1974-03-15 2020-02-06 +484160-99999 THA TUM 15.317 103.683 130.0 1974-03-15 2020-02-06 +484180-99999 BUA CHUM 15.267 101.200 51.0 1974-03-15 2020-02-06 +484210-99999 THONG PHAPHUM 14.750 98.633 99.0 1974-03-15 2020-02-06 +484250-99999 SUPHAN BURI 14.467 100.133 9.0 1949-01-09 2020-02-06 +484260-99999 LOP BURI 14.800 100.617 11.0 1949-01-03 2020-02-06 +484300-99999 KHAO E TO 14.078 101.380 24.4 1949-01-03 2020-02-06 +484310-99999 KHORAT 14.935 102.079 222.2 1949-01-02 2020-02-06 +484320-99999 SURIN 14.883 103.500 147.0 1949-01-03 2020-02-06 +484340-99999 CHOK CHAI 14.717 102.167 193.0 1985-04-13 2020-02-06 +484360-99999 NANGRONG 14.631 102.721 181.7 1985-04-14 2020-02-06 +484390-99999 KABINBURI 13.983 101.700 12.0 1985-04-09 2020-02-06 +484500-99999 KANCHANA BURI 14.017 99.533 29.0 1949-01-09 2020-02-06 +484550-99999 BANGKOK METROPOLIS 13.733 100.567 4.0 1949-01-02 2020-02-06 +484560-99999 BANGKOK INTL 13.913 100.607 2.7 1942-12-31 2020-02-06 +484590-99999 CHON BURI/SATTAHIP 13.367 100.983 2.0 1949-01-13 2020-02-06 +484600-99999 KO SICHANG 13.167 100.800 27.0 1962-01-06 2020-02-06 +484610-99999 PHATTHAYA 12.917 100.867 61.0 1981-11-01 2020-02-06 +484620-99999 ARANYAPRATHET 13.700 102.504 49.0 1949-01-06 2020-02-06 +484650-99999 PHETCHABURI 12.999 100.067 3.8 1978-01-01 2020-02-06 +484750-99999 HUA HIN 12.636 99.952 18.9 1949-01-02 2020-02-06 +484770-99999 SATTAHIP 12.683 100.983 18.0 1949-05-08 2020-02-06 +484775-99999 U-TAPHAO INTL(NAVY) 12.683 101.000 18.0 1966-07-01 1991-07-07 +484780-99999 RAYONG 12.633 101.350 5.0 1981-11-01 2020-02-06 +484800-99999 CHANTHABURI 12.600 102.117 4.0 1949-01-16 2020-02-06 +485000-99999 PRACHUAP 11.788 99.805 3.0 1949-01-02 2020-02-06 +485010-99999 KHLONG YAI 11.767 102.883 4.0 1949-09-11 2020-02-06 +485170-99999 CHUMPHON 10.711 99.362 5.5 1949-01-02 2020-02-06 +485320-99999 RANONG 9.778 98.585 17.4 1954-05-17 2020-02-06 +485500-99999 KO SAMUI 9.467 100.050 5.0 1973-01-01 2020-02-06 +485510-99999 SURAT THANI 9.133 99.136 6.1 1949-01-09 2020-02-06 +485520-99999 CHA IAN 8.471 99.956 13.4 1949-01-13 2020-02-06 +485610-99999 TAKUA PA 8.683 98.250 4.0 1976-11-01 2020-02-06 +485640-99999 PHUKET 7.883 98.400 4.0 1949-01-13 2020-02-06 +485650-99999 PHUKET INTL 8.113 98.317 25.0 1956-01-26 2020-02-06 +485660-99999 KO LANTA 7.533 99.050 3.0 1949-01-22 2020-02-06 +485670-99999 TRANG 7.509 99.617 20.4 1962-01-24 2020-02-06 +485680-99999 SONGKHLA 7.187 100.608 3.7 1942-12-31 2020-02-06 +485690-99999 HAT YAI INTL 6.933 100.393 27.4 1973-01-01 2020-02-06 +485700-99999 KHOUN KHAN 6.661 100.080 5.5 1978-01-01 2020-02-06 +485800-99999 PATTANI 6.785 101.154 2.4 1973-01-01 2020-02-06 +485830-99999 NARATHIWAT 6.520 101.743 4.9 1949-02-01 2020-02-06 +486000-99999 LANGKAWI INTL 6.330 99.729 8.8 1990-12-10 2020-02-06 +486010-99999 PENANG INTL 5.297 100.277 3.4 1949-01-01 2020-02-06 +486021-99999 MERSING 2.450 103.833 45.0 2004-07-06 2020-02-06 +486022-99999 SULTAN ABDUL HALIM 6.194 100.403 4.6 2004-07-06 2020-02-06 +486023-99999 SULTAN AZLAN SHAH 4.568 101.092 39.6 2004-07-06 2020-02-06 +486150-99999 SULTAN ISMAIL PETRA 6.167 102.293 4.9 1949-01-05 2020-02-06 +486200-99999 SITIAWAN 4.217 100.700 8.0 1949-01-01 2020-02-06 +486470-99999 SULTAN ABDUL AZIZ SHAH INTL 3.131 101.549 27.4 1949-01-01 2020-02-06 +486500-99999 KUALA LUMPUR INTL 2.746 101.710 21.0 2000-09-18 2020-02-06 +486570-99999 KUANTAN 3.775 103.209 17.7 1949-01-03 2020-02-06 +486650-99999 MALACCA 2.263 102.252 10.7 1949-01-01 2020-02-06 +486790-99999 SULTAN ISMAIL 1.641 103.670 41.1 1999-01-01 2020-02-06 +486940-99999 PAYA LEBAR 1.360 103.910 19.8 1949-01-01 2020-02-06 +486980-99999 SINGAPORE CHANGI INTL 1.350 103.994 6.7 1956-01-03 2020-02-06 +486990-99999 SELETAR 1.417 103.868 11.0 2004-08-31 2020-02-06 +488030-99999 LAO CAI 22.500 103.967 97.0 1949-05-02 2020-02-06 +488060-99999 SON LA 21.333 103.900 676.0 1997-03-01 2020-02-06 +488080-99999 CAO BANG 22.667 106.250 243.0 1949-05-02 2020-02-06 +488200-99999 NOIBAI INTL 21.221 105.807 11.9 1958-12-01 2020-02-06 +488230-99999 NAM DINH 20.433 106.150 3.0 1974-09-24 2020-02-06 +488260-99999 PHU LIEN 20.800 106.633 116.0 1974-09-24 2020-02-06 +488300-99999 LANG SON 21.833 106.767 263.0 1974-09-24 2020-02-06 +488380-99999 MONG CAI 21.517 107.967 7.0 1974-09-24 2020-02-06 +488390-99999 BACH LONG VI 20.133 107.717 56.0 1974-09-25 2020-02-06 +488400-99999 THANH HOA 19.750 105.783 5.0 1974-09-24 2020-02-06 +488450-99999 VINH 18.737 105.671 5.2 1974-09-24 2020-02-06 +488480-99999 DONG HOI 17.483 106.600 8.0 1974-09-24 2020-02-06 +488520-99999 PHUBAI 16.402 107.703 14.6 1957-01-01 2020-02-06 +488550-99999 DANANG INTL 16.044 108.199 10.1 1956-12-31 2020-02-06 +488630-99999 QUANG NGAI 15.133 108.783 9.0 1957-12-31 2020-02-06 +488660-99999 PLEIKU 14.005 108.017 741.9 1958-09-08 2020-02-06 +488700-99999 QUY NHON 13.767 109.217 6.0 1957-01-04 2020-02-06 +488730-99999 TUY-HOA 13.083 109.283 11.0 1956-12-31 2013-11-15 +488750-99999 BANMETHUOT 12.683 108.083 537.0 1956-12-31 2020-02-06 +488770-99999 NHA TRANG 12.250 109.200 10.0 1956-12-31 2020-02-06 +488870-99999 PHAN THIET 10.933 108.100 5.0 1956-10-08 2020-02-06 +489000-99999 TANSONNHAT INTL 10.819 106.652 10.1 1949-01-02 2020-02-06 +489070-99999 RACH GIA 10.000 105.083 3.0 1956-01-17 2020-02-06 +489130-99999 BA-XUYEN/SOC TRANG 9.600 105.967 5.0 1949-05-02 2013-11-05 +489140-99999 CA MAU 9.183 105.150 2.0 1957-08-31 2020-02-06 +489170-99999 PHU QUOC 10.217 103.967 4.0 1957-04-03 2020-02-06 +489180-99999 CON SON 8.683 106.600 9.0 1949-01-03 2020-02-06 +489200-99999 TRUONG SA 8.650 111.917 3.0 1981-11-01 2020-02-06 +489300-99999 LUANG PHABANG INTL 19.897 102.161 291.1 1951-06-01 2020-02-06 +489350-99999 PLAINE DES JARRES (XIENGKHOUA 19.467 103.133 1050.0 1951-10-11 2020-02-06 +489400-99999 WATTAY INTL 17.988 102.563 171.9 1949-01-01 2020-02-06 +489470-99999 SAVANNAKHET 16.557 104.760 155.1 1968-01-31 2020-02-06 +489550-99999 PAKSE 15.117 105.767 102.0 1949-08-07 2019-04-16 +489660-99999 SIEM REAP 13.411 103.813 18.3 1949-01-03 2020-02-06 +489910-99999 PHNOM PENH INTL 11.547 104.844 12.2 1949-01-02 2020-02-06 +501360-99999 MOHE 52.967 122.533 438.0 1973-01-01 2020-02-06 +502460-99999 TA-HE 52.333 124.800 465.0 1973-01-01 2007-07-27 +503530-99999 HUMA 51.733 126.633 175.6 1956-08-20 2020-02-06 +504340-99999 TULIHE 50.450 121.700 733.0 1957-05-31 2020-02-06 +504420-99999 XIAO-YANG-QI 50.800 124.283 549.0 1973-03-13 2002-05-13 +504680-99999 AIHUI 50.250 127.450 166.0 1961-08-01 2020-02-06 +505270-99999 HAILAR 49.250 119.700 650.0 1956-08-20 2020-02-06 +505480-99999 XIAO'ERGOU 49.200 123.717 288.0 1957-05-31 2020-02-06 +505570-99999 NENJIANG 49.167 125.233 243.0 1956-08-20 2020-02-06 +505640-99999 SUNWU 49.433 127.350 235.0 1956-08-20 2020-02-06 +506030-99999 XIN BARAG YOUQI 48.683 116.817 556.7 1960-01-01 2020-02-06 +506320-99999 BUGT 48.767 121.917 739.0 1956-08-20 2020-02-06 +506580-99999 KESHAN 48.050 125.883 237.0 1957-06-01 2020-02-06 +507270-99999 ARXAN 47.167 119.933 997.0 1956-08-20 2020-02-06 +507450-99999 SANJIAZI 47.240 123.918 145.4 1956-08-20 2020-02-06 +507560-99999 HAILUN 47.450 126.867 248.0 1956-08-20 2020-02-06 +507740-99999 YICHUN 47.700 128.833 259.1 1957-06-01 2020-02-06 +507880-99999 FUJIN 47.233 131.983 65.0 1956-08-20 2020-02-06 +508440-99999 TAILAI 46.400 123.450 150.0 1961-08-01 2020-02-06 +508540-99999 ANDA 46.383 125.317 150.0 1956-08-20 2020-02-06 +508880-99999 BAOQING 46.317 132.183 83.0 1957-06-02 2020-02-06 +509150-99999 ULIASTAI 45.517 116.967 840.0 1956-08-20 2020-02-06 +509490-99999 QIAN GORLOS 45.083 124.867 136.0 1956-08-20 2020-02-06 +509530-99999 HARBIN 45.933 126.567 117.7 1956-08-20 2020-02-06 +509630-99999 TONGHE 45.967 128.733 110.0 1956-08-20 2020-02-06 +509680-99999 SHANGZHI 45.217 127.967 191.0 1956-08-20 2020-02-06 +509780-99999 JIXI 45.300 130.917 273.5 1956-08-20 2020-02-06 +509830-99999 HULIN 45.767 132.967 103.0 1973-01-01 2020-02-06 +510530-99999 KABA HE 48.050 86.350 534.0 1960-01-01 2020-02-06 +510760-99999 ALTAY 47.733 88.083 737.0 1956-08-20 2020-02-06 +510870-99999 FUYUN 46.983 89.517 827.0 1956-08-20 2020-02-06 +511330-99999 TACHENG 46.733 83.000 535.0 1961-09-01 2020-02-06 +511560-99999 HOBOKSAR 46.817 85.750 1323.2 1956-08-20 2020-02-06 +512320-99999 PA-ERH-LU-K'O MTN 45.950 82.567 1067.0 1959-12-09 2002-05-13 +512430-99999 KARAMAY 45.600 84.850 428.0 1961-04-02 2020-02-06 +512880-99999 BAYTIK SHAN 45.367 90.533 1651.0 1959-12-09 2020-02-06 +513340-99999 JINGHE 44.567 82.817 330.2 1956-08-20 2020-02-06 +513790-99999 QITAI 44.017 89.567 794.0 1956-08-20 2020-02-06 +514310-99999 YINING 43.950 81.333 663.0 1958-08-09 2020-02-06 +514630-99999 WU LU MU QI 43.783 87.617 919.0 1956-08-20 2020-02-06 +514635-99999 DIWOPU 43.907 87.474 647.7 1985-02-09 2020-02-06 +514670-99999 BALGUNTAY 42.667 86.333 1753.0 1960-01-01 2020-02-06 +514950-99999 SHISANJIANFANG 43.217 91.733 732.0 1956-08-20 2020-02-06 +515420-99999 BAYANBULAK 43.033 84.150 2459.0 1960-01-01 2020-02-06 +515730-99999 TURPAN 42.950 89.233 39.3 1956-08-20 2020-02-06 +516440-99999 KUQA 41.717 82.950 1100.0 1956-08-20 2020-02-06 +516560-99999 KORLA 41.733 85.817 903.0 1961-09-01 2020-02-06 +517050-99999 AR-TUX 39.667 76.167 1494.0 1956-08-20 2002-05-13 +517090-99999 KASHI 39.543 76.020 1380.4 1957-10-04 2020-02-06 +517110-99999 AKQI 40.933 78.450 1986.0 1957-07-01 2020-02-06 +517160-99999 BACHU 39.800 78.567 1117.0 1956-08-20 2020-02-06 +517300-99999 ALAR 40.500 81.050 1013.0 1962-03-02 2020-02-06 +517470-99999 TAZHONG 39.000 83.667 1099.0 2001-09-15 2020-02-06 +517650-99999 TIKANLIK 40.633 87.700 847.0 1957-06-30 2020-02-06 +517770-99999 RUOQIANG 39.033 88.167 889.0 1956-08-20 2020-02-06 +518110-99999 SHACHE 38.433 77.267 1232.0 1956-08-20 2020-02-06 +518180-99999 PISHAN 37.617 78.283 1376.0 1961-03-01 2020-02-06 +518280-99999 HOTAN 37.133 79.933 1375.0 1956-08-20 2020-02-06 +518390-99999 MINFENG 37.067 82.717 1409.0 1960-01-01 2002-05-13 +518480-99999 ANDIR 37.933 83.650 1264.0 1962-03-02 1999-01-04 +518550-99999 QIEMO/QARQAN 38.150 85.550 1248.0 1956-08-20 2002-05-13 +518860-99999 MANGNAI 38.250 90.850 2945.0 1961-08-01 2020-02-06 +519310-99999 YUTIAN/KERIYA 36.867 81.700 1554.0 1956-08-20 2003-06-29 +521120-99999 NAOMAOHU 43.600 95.133 469.0 2003-03-30 2020-02-06 +521180-99999 YIWU 43.267 94.700 1729.0 1961-09-01 2002-12-31 +522030-99999 HAMI 42.817 93.517 739.0 1956-08-20 2020-02-06 +522670-99999 EJIN QI 41.950 101.067 941.0 1960-03-01 2020-02-06 +523230-99999 MAZONG SHAN 41.800 97.033 1770.0 1959-12-09 2020-02-06 +523780-99999 GUAIZIHU 41.367 102.367 960.0 1960-05-01 2020-02-06 +524180-99999 DUNHUANG 40.150 94.683 1140.0 1956-08-20 2020-02-06 +524240-99999 AN-XI 40.500 96.000 1177.0 1957-06-29 2002-06-15 +524360-99999 YUMENZHEN 40.267 97.033 1527.0 1956-08-20 2020-02-06 +524410-99999 BEISHAN (MTNS) 40.717 98.617 1554.0 1973-01-01 1990-04-18 +524460-99999 SHUANGCHENGTZU 40.400 99.800 1158.0 1956-08-20 2002-05-13 +524950-99999 BAYAN MOD 40.750 104.500 1329.0 1961-09-02 2020-02-06 +525330-99999 JIUQUAN/SUZHOU 39.767 98.483 1478.0 1946-03-31 2020-02-06 +525331-99999 ZHONGCHUAN 36.515 103.620 1947.1 2004-07-13 2020-02-06 +525760-99999 LAI-YEN-CH'IH 39.383 102.833 1383.0 1957-06-01 2002-05-13 +526020-99999 LENGHU 38.833 93.383 2771.0 1957-07-01 2020-02-06 +526330-99999 TUO-LE 38.800 98.417 609.0 1961-09-02 2002-05-13 +526520-99999 ZHANGYE 39.083 100.283 1462.0 1960-01-01 2020-02-06 +526740-99999 JIN-CHANG 38.467 102.183 1676.0 1964-01-01 2002-05-13 +526810-99999 MINQIN 38.633 103.083 1367.0 1957-05-02 2020-02-06 +527070-99999 T'A-ERH-TING 37.067 92.867 2712.0 1957-07-01 2002-05-13 +527130-99999 DA-QAIDAM 37.850 95.367 3174.0 1957-06-30 2020-02-06 +527370-99999 DELINGHA 37.367 97.367 2982.0 1956-08-20 2020-02-06 +527540-99999 GANGCA 37.333 100.133 3302.0 1961-03-16 2020-02-06 +527650-99999 HAO-MEN 37.367 101.617 2682.0 1961-09-01 2002-05-13 +527870-99999 WUSHAOLING 37.200 102.867 3044.0 1956-08-20 2020-02-06 +528180-99999 GOLMUD 36.417 94.900 2809.0 1956-08-20 2020-02-06 +528250-99999 NUO-MU-HONG 36.450 96.467 2804.0 1957-06-01 2002-10-25 +528360-99999 DOULAN 36.300 98.100 3190.0 1956-08-20 2020-02-06 +528420-99999 CHA-KA 36.783 99.083 2925.0 1961-09-01 2000-10-28 +528560-99999 GONGHE 36.350 100.783 2743.0 1956-08-20 2002-05-13 +528660-99999 XINING 36.617 101.767 2262.0 1956-08-20 2020-02-06 +528890-99999 LANZHOU 36.050 103.883 1518.0 1956-08-20 2017-02-20 +528950-99999 JINGYUAN 36.583 104.683 1505.0 1956-08-20 2003-01-18 +529080-99999 WUDAOLIANG 35.217 93.083 4613.0 1957-07-01 2020-02-06 +529550-99999 GUINAN 35.583 100.750 3123.0 2001-08-02 2020-02-06 +529570-99999 TONGDE 35.267 100.650 3290.0 1956-08-20 1999-04-22 +529830-99999 YU ZHONG 35.867 104.150 1875.0 2004-05-10 2020-02-06 +529960-99999 HUAJIALING 35.383 105.000 2450.0 1956-08-20 2020-02-06 +530680-99999 ERENHOT 43.650 112.000 966.0 1956-08-20 2020-02-06 +530830-99999 NARAN BULAG 44.617 114.150 1183.0 1958-01-01 2020-02-06 +531490-99999 MANDAL 42.533 110.133 1223.0 1958-01-01 2020-02-06 +531920-99999 ABAG QI 44.017 115.000 1147.7 1956-08-20 2020-02-06 +532310-99999 HAILS 41.450 106.383 1510.0 1960-01-02 2020-02-06 +532760-99999 JURH 42.400 112.900 1152.0 1956-08-20 2020-02-06 +533360-99999 HALIUT 41.567 108.517 1290.0 1956-08-20 2020-02-06 +533520-99999 BAILING-MIAO 41.700 110.433 1377.0 1956-08-20 2020-02-06 +533910-99999 HUADE 41.900 114.000 1484.0 1956-08-20 2020-02-06 +534630-99999 BAITA 40.851 111.824 1083.9 1956-08-20 2020-02-06 +534800-99999 JINING 41.033 113.067 1416.0 1956-08-20 2020-02-06 +534870-99999 DATONG 40.083 113.417 1054.0 1957-06-01 2020-02-06 +535020-99999 JARTAI 39.783 105.750 1143.0 1956-08-20 2020-02-06 +535130-99999 LINHE 40.767 107.400 1041.0 1956-08-20 2020-02-06 +535290-99999 OTOG QI 39.100 107.983 1381.0 1956-08-20 2020-02-06 +535430-99999 DONGSHENG 39.833 109.983 1459.0 1973-01-01 2020-02-06 +535640-99999 HEQU 39.367 111.217 1037.0 1956-08-20 2020-02-06 +535880-99999 WUTAI SHAN 38.950 113.517 2210.0 1956-08-20 2020-02-06 +535930-99999 YU XIAN 39.833 114.567 910.0 1956-08-20 2020-02-06 +536140-99999 YINCHUAN 38.483 106.217 1112.0 1956-08-20 2020-02-06 +536460-99999 YULIN 38.267 109.783 1158.0 1956-08-20 2020-02-06 +536730-99999 YUANPING 38.750 112.700 838.0 1956-08-20 2020-02-06 +536980-99999 SHIJIAZHUANG 38.067 114.350 104.8 1956-08-20 2020-02-06 +537050-99999 ZHONGNING 37.483 105.683 1193.0 1956-08-20 2020-02-06 +537230-99999 YANCHI 37.800 107.383 1356.0 1956-08-20 2020-02-06 +537380-99999 PIN-KOU-MEN 37.150 108.383 1438.0 1960-01-02 2002-05-13 +537640-99999 LISHI 37.500 111.100 951.0 1957-06-01 2020-02-06 +537720-99999 WUSU 37.747 112.628 784.9 1956-08-20 2020-02-06 +537870-99999 YUSHE 37.067 112.983 1042.0 1957-06-01 2020-02-06 +537980-99999 XINGTAI 37.183 114.367 184.0 1957-06-01 2020-02-06 +538210-99999 HUNG-TE 36.767 107.200 1322.0 1961-01-03 2002-05-13 +538450-99999 YAN AN 36.600 109.500 959.0 1956-08-20 2020-02-06 +538630-99999 JIEXIU 37.033 111.917 745.0 1956-08-20 2020-02-06 +538980-99999 ANYANG 36.050 114.133 195.7 1957-06-01 2020-02-06 +539150-99999 PINGLIANG 35.550 106.667 1348.0 1956-08-20 2020-02-06 +539230-99999 XIFENGZHEN 35.733 107.633 1423.0 1956-08-20 2020-02-06 +539470-99999 TONGCHUAN 35.167 109.050 914.0 1956-08-20 2000-01-08 +539590-99999 YUNCHENG 35.117 111.067 376.5 1956-08-20 2020-02-06 +539750-99999 YANGCHENG 35.483 112.400 659.0 1961-08-01 2020-02-06 +540120-99999 XI UJIMQIN QI 44.583 117.600 997.0 1956-08-20 2020-02-06 +540260-99999 JARUD QI 44.567 120.900 266.0 1956-08-20 2020-02-06 +540270-99999 LINDONG 43.983 119.400 485.0 1956-08-20 2020-02-06 +540490-99999 CHANGLING 44.250 123.967 190.0 1956-08-20 2020-02-06 +540940-99999 MUDANJIANG 44.500 129.667 306.5 1956-08-20 2020-02-06 +540960-99999 SUIFENHE 44.383 131.150 498.0 1956-08-20 2020-02-06 +541020-99999 XILIN HOT 43.950 116.117 1004.0 1956-08-20 2020-02-06 +541150-99999 LINXI 43.633 118.033 825.4 1956-08-20 2020-02-06 +541350-99999 TONGLIAO 43.600 122.267 180.0 1956-08-20 2020-02-06 +541570-99999 SIPING 43.183 124.333 167.0 1956-08-20 2020-02-06 +541610-99999 LONGJIA 43.996 125.681 215.2 1956-08-20 2020-02-06 +541611-99999 TAIPING 45.623 126.250 139.3 2004-07-13 2020-02-06 +541860-99999 DUNHUA 43.367 128.200 525.0 1957-06-01 2020-02-06 +542080-99999 DUOLUN 42.183 116.467 1247.0 1956-08-20 2020-02-06 +542180-99999 CHIFENG 42.300 118.833 567.0 1956-08-20 2020-02-06 +542260-99999 BUGT 42.333 120.700 401.0 1957-06-01 2020-02-06 +542360-99999 ZHANGWU 42.417 122.533 84.0 1956-08-20 2020-02-06 +542590-99999 QINGYUAN 42.067 124.867 230.0 1957-06-01 2020-02-06 +542730-99999 HUADIAN 42.983 126.750 264.0 1957-06-01 2020-02-06 +542920-99999 YANJI 42.883 129.500 178.0 1956-08-20 2020-02-06 +543080-99999 FENGNING 41.200 116.633 661.0 1957-06-01 2020-02-06 +543110-99999 WEICHANG 41.933 117.750 844.0 1956-08-20 2020-02-06 +543240-99999 CHAOYANG 41.550 120.450 176.0 1957-03-02 2020-02-06 +543370-99999 JINZHOU 41.133 121.117 70.0 1956-08-20 2020-02-06 +543420-99999 SHENYANG 41.733 123.517 43.0 1956-08-20 2020-02-06 +543424-99999 TAOXIAN 41.640 123.483 60.4 1992-07-01 2020-02-06 +543460-99999 BENXI 41.317 123.783 185.0 1957-06-01 2020-02-06 +543740-99999 LINJIANG 41.800 126.917 381.0 1957-04-01 2020-02-06 +543770-99999 JI'AN 41.150 126.217 225.0 1956-08-20 2020-02-06 +543860-99999 CHANGBAI 41.417 128.183 775.0 1957-06-01 2020-02-06 +544010-99999 ZHANGJIAKOU 40.783 114.883 726.0 1956-08-20 2020-02-06 +544050-99999 HUAILAI 40.417 115.500 538.0 1956-08-20 2020-02-06 +544230-99999 CHENGDE 40.967 117.917 423.0 1956-08-20 2020-02-06 +544360-99999 QINGLONG 40.400 118.950 228.0 1957-06-02 2020-02-06 +544710-99999 YINGKOU 40.667 122.200 4.0 1956-08-20 2020-02-06 +544830-99999 CAOHEKOU 40.883 123.900 235.0 1956-08-20 1990-04-14 +544930-99999 KUANDIAN 40.717 124.783 261.0 1956-08-20 2020-02-06 +544970-99999 DANDONG 40.050 124.333 14.0 1956-08-20 2020-02-06 +545110-99999 BEIJING - CAPITAL INTERNATION 40.080 116.585 35.4 1945-10-31 2020-02-06 +545270-99999 TIANJIN 39.100 117.167 5.0 1956-08-20 2020-02-06 +545273-99999 BINHAI 39.124 117.346 3.0 1981-11-25 2020-02-06 +545340-99999 TANGSHAN 39.650 118.100 29.0 1956-08-20 2020-02-06 +545390-99999 LETING 39.433 118.900 12.0 1957-06-01 2020-02-06 +546020-99999 BAODING 38.733 115.483 17.0 1956-08-20 2020-02-06 +546160-99999 CANGZHOU 38.333 116.833 11.0 1956-08-20 2001-10-24 +546180-99999 POTOU 38.083 116.550 13.0 1997-12-01 2020-02-06 +546560-99999 TUOJI ISLAND 38.167 120.783 59.0 1957-06-01 2002-08-11 +546620-99999 ZHOUSHUIZI 38.966 121.539 32.6 1956-08-20 2020-02-06 +547140-99999 DEZHOU 37.433 116.317 22.0 1956-08-20 2002-02-12 +547150-99999 LINGXIAN 37.333 116.567 19.0 1980-07-01 2020-02-06 +547250-99999 HUIMIN 37.500 117.533 12.0 1956-08-20 2020-02-06 +547510-99999 CHANG DAO 37.933 120.717 40.0 1986-05-01 2020-02-06 +547530-99999 LONGKOU 37.617 120.317 5.0 1957-06-01 2020-02-06 +547760-99999 CHENGSHANTOU 37.400 122.683 47.0 1957-06-01 2020-02-06 +548080-99999 XINXIAN 36.233 115.667 38.0 1957-06-01 2020-02-06 +548230-99999 JINAN/TSINAN 36.683 116.983 58.0 1956-08-20 2020-02-06 +548260-99999 TAI SHAN 36.250 117.100 1536.0 1956-08-20 2020-02-06 +548360-99999 YIYUAN 36.183 118.150 302.0 1961-07-01 2020-02-06 +548430-99999 WEIFANG 36.767 119.183 22.0 1956-08-20 2020-02-06 +548570-99999 LIUTING 36.266 120.374 10.1 1956-08-20 2020-02-06 +548630-99999 HAIYANG 36.767 121.167 64.0 1957-06-01 2020-02-06 +549060-99999 HEZE/CAOZHOU 35.250 115.433 51.0 1956-08-20 2002-02-05 +549090-99999 DINGTAO 35.083 115.517 51.0 1995-04-01 2020-02-06 +549160-99999 YANZHOU 35.567 116.850 53.0 1956-08-20 2020-02-06 +549290-99999 FEZXZAN 35.250 117.950 120.0 1998-03-01 2020-02-06 +549380-99999 LINYI 35.050 118.350 86.0 1957-06-01 2001-09-14 +549450-99999 RIZHAO 35.433 119.533 37.0 1957-06-01 2020-02-06 +552280-99999 SHIQUANHE 32.500 80.083 4280.0 1961-07-01 2020-02-06 +552480-99999 LUMARINGBO 32.300 84.050 4420.0 1973-03-13 2011-11-17 +552790-99999 BAINGOIN 31.367 90.017 4701.0 1957-07-01 2020-02-06 +552990-99999 NAGQU 31.483 92.067 4508.0 1956-08-20 2020-02-06 +554370-99999 T'U-KO-ERH-HO-KUNG 30.550 81.433 4736.0 1973-03-13 2011-11-17 +554720-99999 XAINZA 30.950 88.633 4670.0 1960-03-07 2020-02-06 +555780-99999 XIGAZE 29.250 88.883 3837.0 1957-07-01 2020-02-06 +555910-99999 LHASA 29.667 91.133 3650.0 1956-08-20 2020-02-06 +556640-99999 TINGRI 28.633 87.083 4300.0 1959-12-10 2020-02-06 +556960-99999 LHUNZE 28.417 92.467 3861.0 1959-12-09 2020-02-06 +557730-99999 PAGRI 27.733 89.083 4300.0 1956-08-20 2020-02-06 +560040-99999 TUOTUOHE 34.217 92.433 4535.0 1957-07-01 2020-02-06 +560180-99999 ZADOI 32.900 95.300 4068.0 1957-07-01 2020-02-06 +560210-99999 QUMARLEB 34.133 95.783 4176.0 1957-07-01 2020-02-06 +560290-99999 YUSHU 33.017 96.950 3682.0 1956-08-20 2020-02-06 +560330-99999 MADOI 34.917 98.217 4273.0 1956-08-20 2020-02-06 +560340-99999 QINGSHUI-HE 33.800 97.133 4419.0 1957-07-01 2002-02-07 +560460-99999 DARLAG 33.750 99.650 3968.0 1956-08-20 2020-02-06 +560650-99999 HENAN 34.733 101.600 3501.0 1961-09-01 2020-02-06 +560670-99999 JIGZHI 33.467 101.483 3350.0 1960-07-06 2002-02-07 +560790-99999 RUO'ERGAI 33.583 102.967 3441.0 1959-12-09 2020-02-06 +560800-99999 HEZUO 35.000 102.900 2910.0 1958-05-06 2020-02-06 +560930-99999 WU-SHAN 34.717 104.883 1371.0 1956-08-20 2002-05-23 +560960-99999 WUDU 33.400 104.917 1079.0 1956-08-20 2020-02-06 +561060-99999 SOG XIAN 31.883 93.783 4024.0 1957-07-01 2020-02-06 +561160-99999 DENGQEN 31.417 95.600 3874.0 1956-08-20 2020-02-06 +561250-99999 NANGQEN 32.250 96.217 4145.0 1959-12-03 2009-02-25 +561370-99999 QAMDO 31.150 97.167 3307.0 1956-08-20 2020-02-06 +561440-99999 DEGE 31.733 98.567 3201.0 1957-07-01 2020-02-06 +561460-99999 GARZE 31.617 100.000 3394.0 1956-08-20 2020-02-06 +561520-99999 SERTAR 32.283 100.333 3896.0 1961-01-05 2020-02-06 +561670-99999 DAWU 30.983 101.117 2959.0 1979-07-01 2020-02-06 +561720-99999 BARKAM 31.900 102.233 2666.0 1956-08-20 2020-02-06 +561730-99999 MA-TANG 31.850 102.700 3422.0 1973-01-01 2010-04-24 +561820-99999 SONGPAN 32.667 103.600 2882.5 1956-08-20 2020-02-06 +561930-99999 PINGWU 32.417 104.517 894.0 1957-07-01 2006-12-31 +561960-99999 MIANYANG 31.450 104.733 522.0 1959-12-09 2020-02-06 +562470-99999 BATANG 30.000 99.100 2589.0 1956-08-20 2020-02-06 +562570-99999 LITANG 30.000 100.267 3950.0 1956-08-20 2020-02-06 +562870-99999 YA'AN 29.983 103.000 629.0 1956-08-20 2020-02-06 +562940-99999 SHUANGLIU 30.579 103.947 495.3 1956-08-20 2020-02-06 +563120-99999 NYINGCHI 29.567 94.467 3001.0 1956-08-20 2020-02-06 +563570-99999 DAOCHENG 29.050 100.300 3729.0 1964-01-01 2020-02-06 +563740-99999 KANGDING 30.050 101.967 2617.0 1957-07-01 2020-02-06 +563850-99999 EMEI SHAN 29.517 103.333 3049.0 1956-08-20 2020-02-06 +564440-99999 DEQEN 28.450 98.883 3320.0 1956-08-20 2020-02-06 +564620-99999 JIULONG 29.000 101.500 2994.0 1956-08-20 2020-02-06 +564920-99999 YIBIN 28.800 104.600 342.0 1944-02-29 2020-02-06 +565710-99999 XICHANG 27.900 102.267 1599.0 1944-03-25 2020-02-06 +565860-99999 ZHAOTONG 27.333 103.750 1950.0 1945-01-07 2020-02-06 +566510-99999 LIJING 26.833 100.217 2382.0 1944-01-31 2020-02-06 +566710-99999 HUILI 26.650 102.250 1788.0 1956-08-20 2020-02-06 +566840-99999 HUIZE 26.400 103.250 2189.3 1957-07-01 2020-02-06 +566910-99999 WEINING 26.867 104.283 2236.0 1957-07-01 2020-02-06 +567390-99999 TENGCHONG 24.983 98.500 1696.9 1957-07-01 2020-02-06 +567480-99999 BAOSHAN 25.117 99.183 1649.0 1944-03-26 2020-02-06 +567510-99999 DALI 25.700 100.183 1992.0 1943-11-30 2020-02-06 +567630-99999 YUANMOU 25.733 101.867 1120.0 1956-08-20 2020-02-06 +567680-99999 CHUXIONG 25.017 101.517 1820.0 1944-01-31 2020-02-06 +567780-99999 WUJIABA 24.992 102.744 1894.9 1942-07-13 2020-02-06 +567860-99999 ZHANYI 25.583 103.833 1900.0 1944-01-09 2020-02-06 +568380-99999 RUILI 24.000 97.850 776.0 1959-12-09 2020-02-06 +568860-99999 LUXI 24.533 103.767 1708.0 1959-12-09 2020-02-06 +569450-99999 MENGDING 23.567 99.083 512.0 1959-12-09 1990-04-05 +569460-99999 GENGMA 23.550 99.400 1104.0 1990-01-01 2020-02-06 +569510-99999 LINCANG 23.950 100.217 1503.0 1956-08-20 2020-02-06 +569540-99999 LANCANG 22.567 99.933 1054.0 1957-07-01 2020-02-06 +569590-99999 JINGHONG 22.000 100.783 579.0 1957-07-01 2020-02-06 +569640-99999 SIMAO 22.767 100.983 1303.0 1944-05-16 2020-02-06 +569660-99999 YUANJIANG 23.600 101.983 398.0 1956-08-20 2020-02-06 +569690-99999 MENGLA 21.500 101.583 633.0 1973-01-01 2020-02-06 +569770-99999 JIANGCHENG 22.617 101.817 1121.0 1973-01-01 2020-02-06 +569850-99999 MENGZI 23.450 103.333 1313.6 1945-02-28 2020-02-06 +569860-99999 DEHOUJIE 23.583 103.867 1423.0 1980-07-01 2010-04-24 +570060-99999 TIANSHUI 34.583 105.750 1143.0 1956-08-20 2003-12-31 +570160-99999 BAOJI 34.350 107.133 610.0 1956-08-20 2004-12-31 +570360-99999 XIANYANG 34.447 108.752 479.1 1956-08-20 2020-02-06 +570460-99999 HUA SHAN 34.483 110.083 2063.0 1956-08-20 2020-02-06 +570670-99999 LUSHI 34.083 111.067 659.5 1956-08-20 2020-02-06 +570710-99999 MENGJIN 34.817 112.433 333.0 1983-07-01 2020-02-06 +570730-99999 LUO-YANG 34.667 112.417 155.0 1956-08-20 2004-07-28 +570830-99999 XINZHENG 34.520 113.841 150.9 1957-06-01 2020-02-06 +571060-99999 CHENG-XIAN 33.750 105.750 1128.0 1956-08-20 2002-02-07 +571270-99999 HANZHONG 33.067 107.033 509.0 1956-08-20 2020-02-06 +571340-99999 WEN-HUANG-PING 33.450 108.250 548.0 1957-06-01 2002-02-07 +571440-99999 CHEN-AN 33.417 109.150 610.0 1959-12-09 2002-02-07 +571780-99999 NANYANG 33.100 112.483 181.6 1956-08-20 2020-02-06 +571930-99999 XIHUA 33.783 114.517 53.0 1956-08-20 2020-02-06 +572370-99999 WANYUAN 32.067 108.033 674.0 1956-08-20 2020-02-06 +572450-99999 ANKANG 32.717 109.033 291.0 1956-08-20 2020-02-06 +572590-99999 FANGXIAN 32.033 110.767 435.0 1959-11-01 2020-02-06 +572650-99999 LAOHEKOU 32.433 111.733 128.8 1956-08-20 2020-02-06 +572790-99999 ZAOYANG 32.150 112.667 127.0 1957-06-02 2020-02-06 +572900-99999 ZHUMADIAN 32.933 113.917 107.2 1958-11-05 2020-02-06 +572970-99999 XINYANG 32.133 114.050 115.0 1956-08-20 2020-02-06 +573060-99999 LANGZHONG 31.583 105.967 385.0 1959-12-08 2020-02-06 +573280-99999 DA XIAN 31.200 107.500 344.0 1956-08-20 2020-02-06 +573480-99999 FENGJIE 31.017 109.533 303.0 1956-08-20 2020-02-06 +573780-99999 ZHONGXIANG 31.167 112.633 108.9 1956-08-20 2020-02-06 +573990-99999 MACHENG 31.133 114.950 75.2 1957-06-01 2020-02-06 +574110-99999 GAOPING 30.750 106.133 347.0 1956-08-20 2020-02-06 +574260-99999 LIANGPING 30.683 107.800 455.0 1956-08-20 2020-02-06 +574470-99999 ENSHI 30.283 109.467 458.0 1945-03-31 2020-02-06 +574610-99999 YICHANG 30.733 111.367 257.7 1956-08-20 2020-02-06 +574760-99999 JIANGLING 30.333 112.183 33.0 1957-06-01 2020-02-06 +574940-99999 TIANHE 30.784 114.208 34.4 1956-08-20 2020-02-06 +574941-99999 SANYA PHOENIX INTL 18.303 109.412 28.0 2004-07-13 2020-02-06 +575040-99999 NEIJIANG 29.583 105.050 357.0 1956-08-20 2002-08-15 +575150-99999 CHONG-QING 29.517 106.483 351.0 1956-08-20 1987-01-14 +575160-99999 JIANGBEI 29.719 106.642 416.1 1944-11-11 2020-02-06 +575540-99999 SANGZHI 29.400 110.167 322.0 1959-11-01 2020-02-06 +575840-99999 YUEYANG 29.383 113.083 52.0 1956-08-20 2020-02-06 +575980-99999 XIUSHUI 29.033 114.583 147.0 1956-08-20 2020-02-06 +576020-99999 LUZHOU 28.883 105.433 336.0 1945-06-30 2002-12-31 +576040-99999 NAXI 28.783 105.383 364.0 2003-03-30 2020-02-06 +576220-99999 JINFO SHAN (MOUNT) 28.950 107.150 1907.0 1956-08-20 2002-06-13 +576330-99999 YOUYANG 28.833 108.767 665.0 1956-08-20 2020-02-06 +576550-99999 YUANLING 28.467 110.400 143.0 1956-08-20 2020-02-06 +576620-99999 CHANGDE 29.050 111.683 35.0 1956-08-20 2020-02-06 +576790-99999 CHANGSHA/DATUOPU 28.200 113.083 46.0 1956-08-20 1988-07-14 +576870-99999 CHANGSHA 28.117 112.783 120.0 1944-02-14 2020-02-06 +577070-99999 BIJIE 27.300 105.233 1511.0 1956-08-20 2020-02-06 +577130-99999 ZUNYI 27.700 106.883 845.0 1956-08-20 2011-01-08 +577310-99999 SINAN 27.950 108.250 418.0 1957-07-01 2020-02-06 +577450-99999 ZHIJIANG 27.450 109.683 273.0 1943-09-30 2020-02-06 +577660-99999 SHAOYANG 27.183 111.450 310.4 1957-06-02 2020-02-06 +577760-99999 NANYUE 27.300 112.700 1268.0 1956-08-20 2020-02-06 +577930-99999 YICHUN 27.800 114.383 129.0 1956-08-20 2020-02-06 +577990-99999 JI'AN 27.117 114.967 78.0 1956-08-20 2020-02-06 +578160-99999 LONGDONGBAO 26.539 106.801 1138.7 1945-02-04 2020-02-06 +578320-99999 SANSUI 26.967 108.667 631.0 1959-12-09 2020-02-06 +578450-99999 TONGDAO 26.167 109.783 397.0 1959-11-01 2020-02-06 +578530-99999 WUGANG 26.733 110.633 340.0 1957-06-01 2020-02-06 +578660-99999 LINGLING 26.233 111.617 174.0 1943-05-31 2020-02-06 +579020-99999 XINGREN 25.433 105.183 1379.0 1956-08-20 2020-02-06 +579160-99999 LUODIAN 25.433 106.767 441.0 1956-08-20 2020-02-06 +579220-99999 DUSHAN 25.833 107.550 971.0 1945-04-30 2020-02-06 +579320-99999 RONGJIANG 25.967 108.533 287.0 1956-08-20 2020-02-06 +579570-99999 LIANGJIANG 25.218 110.039 173.7 1943-06-06 2020-02-06 +579720-99999 CHENZHOU 25.733 112.967 368.8 1956-08-20 2020-02-06 +579930-99999 GANZHOU 25.850 114.950 125.0 1944-11-30 2020-02-06 +580270-99999 XUZHOU 34.283 117.150 42.0 1956-08-20 2020-02-06 +580400-99999 GANYU 34.850 119.133 10.0 1958-01-04 2020-02-06 +581020-99999 BOXIAN 33.783 115.733 40.3 1956-08-21 2020-02-06 +581410-99999 HUAIYIN 33.633 118.933 13.7 2004-07-13 2020-02-06 +581440-99999 QINGJIANG 33.600 119.033 19.0 1956-08-20 2004-02-06 +581500-99999 SHEYANG 33.750 120.300 3.0 1960-01-01 2020-02-06 +582030-99999 FUYANG 32.867 115.733 33.0 1957-06-01 2020-02-06 +582080-99999 GUSHI 32.167 115.617 44.0 1956-08-20 2020-02-06 +582210-99999 BENGBU 32.850 117.300 28.0 1956-08-20 2020-02-06 +582380-99999 LUKOU 31.742 118.862 14.9 1956-08-20 2020-02-06 +582510-99999 DONGTAI 32.850 120.283 4.0 1956-08-20 2020-02-06 +582650-99999 LUSI 32.067 121.600 10.0 1957-06-02 2020-02-06 +583140-99999 HUOSHAN 31.400 116.333 68.0 1956-08-20 2020-02-06 +583210-99999 LUOGANG 31.780 117.298 32.9 1956-08-20 2020-02-06 +583211-99999 PUDONG 31.143 121.805 4.0 2004-07-13 2020-02-06 +583340-99999 WU-HU 31.333 118.350 20.0 1957-06-01 1986-01-14 +583380-99999 WUHUXIAN 31.150 118.583 16.0 1986-01-01 2020-02-06 +583450-99999 LIYANG 31.433 119.483 8.0 1957-06-01 2020-02-06 +583620-99999 SHANGHAI 31.400 121.467 4.0 1991-06-15 2020-02-06 +583670-99999 HONGQIAO INTL 31.198 121.336 3.0 1956-08-20 2020-02-06 +584240-99999 ANQING 30.617 116.967 63.2 1956-08-20 2020-02-06 +584370-99999 HUANG SHAN 30.133 118.150 1836.0 1956-08-20 2020-02-06 +584450-99999 TIANMU SHAN (MTNS) 30.350 119.417 1494.0 1957-06-03 2002-02-09 +584570-99999 XIAOSHAN 30.228 120.432 7.0 1956-08-20 2020-02-06 +584720-99999 SHENGSI 30.733 122.450 81.0 1958-10-01 2020-02-06 +584770-99999 DINGHAI 30.033 122.117 37.0 1956-08-20 2020-02-06 +585060-99999 LU SHAN 29.583 115.983 1165.0 1956-08-20 2020-02-06 +585270-99999 JINGDEZHEN 29.300 117.200 60.0 1956-08-20 2020-02-06 +585560-99999 SHENGXIAN 29.600 120.817 108.0 1957-06-01 2020-02-06 +585690-99999 SHIPU 29.200 121.950 127.0 1957-06-01 2020-02-06 +586060-99999 CHANGBEI INTL 28.865 115.900 43.6 1956-08-20 2020-02-06 +586330-99999 QU XIAN 28.967 118.867 71.0 1956-08-20 2020-02-06 +586460-99999 LISHUI 28.450 119.917 60.0 1956-08-20 2020-02-06 +586530-99999 KUOCANG SHAN 28.817 120.917 1375.0 1957-06-01 2001-10-17 +586590-99999 WENZHOU 28.017 120.667 7.0 1956-08-20 2018-11-13 +586600-99999 LINHAI (REPLACED BY 58652 - X 28.850 121.133 9.0 1994-08-01 2011-11-21 +586660-99999 DACHEN DAO 28.450 121.883 84.0 1959-11-01 2020-02-06 +587150-99999 NANCHENG 27.583 116.650 82.0 1956-08-20 2020-02-06 +587250-99999 SHAOWU 27.333 117.467 219.0 1957-06-02 2020-02-06 +587260-99999 QIXIAN SHAN 27.950 117.833 1415.0 1956-08-20 1994-07-18 +587300-99999 WUYISHAN 27.767 118.033 221.0 1992-03-01 2020-02-06 +587310-99999 PUCHENG 27.917 118.533 275.0 1956-08-20 2020-02-06 +587520-99999 RUIAN 27.783 120.650 38.0 2004-07-13 2020-02-06 +587540-99999 FUDING 27.333 120.200 38.0 1956-08-20 2020-02-06 +588130-99999 GUANGCHANG 26.850 116.333 142.0 1957-06-10 2020-02-06 +588340-99999 NANPING 26.633 118.150 153.0 1956-08-20 2020-02-06 +588470-99999 FUZHOU 26.083 119.283 85.0 1956-08-20 2020-02-06 +588490-99999 MAZU 26.167 119.933 91.0 1956-08-21 2005-08-30 +588530-99999 TAISHAN 27.000 120.700 107.0 1963-11-01 2002-01-04 +589110-99999 CHANGTING 25.850 116.367 311.0 1957-03-01 2020-02-06 +589210-99999 YONG'AN 25.967 117.350 204.0 1956-08-20 2020-02-06 +589260-99999 ZHANG PING 25.300 117.400 203.0 1994-09-01 2020-02-06 +589270-99999 LONGYAN 25.100 117.017 341.0 1956-08-20 2003-01-02 +589310-99999 JIUXIAN SHAN 25.717 118.100 1651.0 1956-08-20 2020-02-06 +589440-99999 PINGTAN 25.517 119.783 31.0 1956-08-20 2020-02-06 +589680-99999 TAIBEI 25.033 121.517 9.0 1957-06-01 2020-02-06 +589740-99999 PENGJIA YU 25.633 122.067 102.0 1973-01-02 2020-02-06 +590070-99999 GUANGNAN 24.067 105.067 1251.0 1956-08-20 2020-02-06 +590230-99999 HECHI 24.700 108.050 214.0 1956-08-20 2020-02-06 +590460-99999 LIUZHOU 24.350 109.400 97.0 1943-09-19 2020-02-06 +590580-99999 MENGSHAN 24.200 110.517 145.0 1957-06-01 2020-02-06 +590720-99999 LIANZHOU 24.800 112.367 98.0 1956-08-20 2020-02-06 +590820-99999 SHAOGUAN 24.667 113.600 68.0 1956-08-20 2020-02-06 +590870-99999 FOGANG 23.883 113.517 68.0 1957-06-02 2020-02-06 +590960-99999 LIANPING 24.367 114.483 214.0 1957-06-02 2020-02-06 +591020-99999 XUNWU 24.950 115.650 299.0 1956-08-20 2020-02-06 +591170-99999 MEI XIAN 24.283 116.067 116.9 1956-08-20 2020-02-06 +591340-99999 GAOQI 24.544 118.128 18.0 1956-08-20 2020-02-06 +591580-99999 TAIZHONG 24.150 120.683 78.0 1956-08-20 2020-02-06 +592090-99999 NAPO 23.300 105.950 794.0 1973-01-01 2020-02-06 +592110-99999 BAISE 23.900 106.600 177.0 1956-08-20 2020-02-06 +592540-99999 GUIPING 23.400 110.083 44.0 1956-08-20 2020-02-06 +592650-99999 WUZHOU 23.483 111.300 120.0 1956-08-20 2020-02-06 +592780-99999 GAOYAO 23.050 112.467 12.0 1957-06-01 2020-02-06 +592870-99999 BAIYUN INTL 23.392 113.299 15.2 1945-11-30 2020-02-06 +592871-99999 HUANGHUA 28.189 113.220 66.1 2004-07-13 2020-02-06 +592930-99999 HEYUAN 23.800 114.733 41.0 1956-08-20 2020-02-06 +593160-99999 SHANTOU 23.400 116.683 3.0 1956-08-20 2020-02-06 +594170-99999 LONGZHOU 22.367 106.750 129.0 1956-08-20 2020-02-06 +594310-99999 WUXU 22.608 108.172 128.3 1944-01-14 2020-02-06 +594560-99999 XINYI 22.350 110.933 84.0 1956-08-20 2020-02-06 +594930-99999 BAOAN INTL 22.639 113.811 4.0 1957-06-01 2020-02-06 +595010-99999 SHANWEI 22.783 115.367 5.0 1956-08-20 2020-02-06 +595590-99999 HENGCHUN 22.000 120.750 24.0 1956-08-20 2020-02-06 +595620-99999 TAIDONG 22.750 121.150 10.0 1956-08-20 2020-02-06 +595670-99999 LAN YU 22.033 121.550 325.0 1973-01-01 2020-02-06 +596320-99999 QINZHOU 21.950 108.617 6.0 1956-08-20 2020-02-06 +596440-99999 BEIHAI 21.483 109.100 16.0 1945-08-11 2020-02-06 +596470-99999 WEI-ZHOU ISLAND 21.033 109.117 41.0 1957-06-02 2002-12-09 +596580-99999 ZHANJIANG 21.217 110.400 28.0 1956-08-20 2020-02-06 +596630-99999 YANGJIANG 21.867 111.967 22.0 1956-08-20 2020-02-06 +596730-99999 SHANGCHUAN DAO 21.733 112.767 18.0 1959-11-01 2020-02-06 +597580-99999 HAIKOU 20.000 110.250 24.0 1956-08-20 2020-02-06 +597920-99999 DONGSHA DAO 20.667 116.717 6.0 1956-08-20 2020-02-06 +598380-99999 DONGFANG 19.100 108.617 8.0 1956-08-20 2020-02-06 +598450-99999 DANXIAN 19.517 109.583 169.0 1957-06-02 2020-02-06 +598550-99999 QIONGHAI 19.233 110.467 25.0 1956-08-20 2020-02-06 +599480-99999 SANYA 18.217 109.583 7.0 1956-08-20 2020-02-06 +599810-99999 XISHA DAO 16.833 112.333 5.0 1957-07-01 2020-02-06 +599850-99999 SANHU DAO 16.533 111.617 5.0 1975-04-26 2020-02-06 +599970-99999 NANSHA DAO 10.383 114.367 5.0 1973-01-01 2020-02-06 +600010-99999 HIERRO 27.815 -17.887 31.4 1973-03-13 2020-02-06 +600050-99999 LA PALMA 28.626 -17.756 32.6 1960-01-01 2020-02-06 +600150-99999 TENERIFE NORTE 28.483 -16.342 631.9 1947-01-01 2020-02-06 +600200-99999 STA. CRUZ DE TENERIFE 28.450 -16.250 36.0 1931-01-03 2020-02-06 +600250-99999 TENERIFE SUR 28.044 -16.572 63.7 1980-07-01 2020-02-06 +600300-99999 GRAN CANARIA 27.932 -15.387 23.8 1950-03-16 2020-02-06 +600330-99999 HASSAN I 27.152 -13.219 63.1 1961-06-01 2020-02-06 +600350-99999 FUERTEVENTURA 28.453 -13.864 25.3 1950-03-27 2020-02-06 +600400-99999 LANZAROTE 28.945 -13.605 14.3 1950-03-10 2020-02-06 +600600-99999 SIDI IFNI 29.369 -10.180 59.0 1950-03-10 2020-02-06 +600960-99999 VILLA CISNEROS(MIL) 23.700 -15.867 10.0 1931-01-03 2020-02-06 +601010-99999 IBN BATOUTA 35.727 -5.917 18.9 1957-01-01 2020-02-06 +601050-99999 LARACHE 35.150 -6.100 49.0 1962-05-06 2020-02-06 +601070-99999 CHERIF EL IDRISSI 35.177 -3.840 27.1 1965-03-07 2020-02-06 +601150-99999 ANGADS 34.787 -1.924 467.9 1949-01-10 2020-02-06 +601270-99999 TAZA 34.217 -4.000 510.0 1959-10-17 2020-02-06 +601350-99999 SALE 34.051 -6.752 84.1 1943-01-13 2020-02-06 +601410-99999 SAISS 33.927 -4.978 579.1 1944-11-01 2020-02-06 +601500-99999 BASSATINE 33.879 -5.515 576.1 1949-01-16 2020-02-06 +601550-99999 ANFA 33.557 -7.660 61.9 1949-01-01 2020-02-06 +601560-99999 MOHAMMED V 33.367 -7.590 199.9 1942-11-21 2020-02-06 +601850-99999 SAFI 32.283 -9.233 45.0 1949-04-04 2020-02-06 +601900-99999 KASBA-TADLA 32.533 -6.283 518.0 1949-01-24 2018-12-07 +601910-99999 BENI-MELLAL 32.367 -6.400 472.0 1973-01-01 2020-02-06 +601950-99999 MIDELT 32.683 -4.733 1515.0 1949-01-30 2020-02-06 +602100-99999 MOULAY ALI CHERIF 31.948 -4.398 1044.9 1973-01-01 2020-02-06 +602200-99999 ESSAOUIRA 31.399 -9.683 128.0 1949-01-24 2020-02-06 +602300-99999 MENARA 31.607 -8.036 467.9 1943-01-18 2020-02-06 +602500-99999 INEZGANE 30.381 -9.546 27.1 1945-06-15 2020-02-06 +602520-99999 AL MASSIRA 30.325 -9.413 76.2 1992-03-01 2020-02-06 +602650-99999 OUARZAZATE 30.939 -6.909 1153.1 1949-04-01 2020-02-06 +602850-99999 PLAGE BLANCHE 28.448 -11.161 199.0 1949-01-08 2020-02-06 +603180-99999 SANIAT RMEL 35.594 -5.320 3.0 1950-03-10 2020-02-06 +603380-99999 MELILLA 35.280 -2.956 47.5 1964-10-01 2020-02-06 +603400-99999 NADOR-AROUI 34.983 -3.017 177.0 1950-02-01 2020-02-06 +603510-99999 FERHAT ABBAS AIRPORT 36.795 5.874 11.0 1981-11-01 2020-02-06 +603550-99999 SKIKDA 36.933 6.950 7.0 1957-02-06 2020-02-06 +603600-99999 ANNABA 36.822 7.809 4.9 1945-06-09 2020-02-06 +603900-99999 HOUARI BOUMEDIENE 36.691 3.215 25.0 1943-04-01 2020-02-06 +603950-99999 TIZI-OUZOU 36.700 4.133 153.0 1995-10-04 2020-02-06 +604020-99999 SOUMMAM 36.712 5.070 6.1 1973-01-01 2020-02-06 +604030-99999 GUELMA 36.467 7.467 228.0 1995-10-04 2020-02-06 +604190-99999 MOHAMED BOUDIAF INTL 36.276 6.620 690.4 1943-03-01 2020-02-06 +604210-99999 OUM EL BOUAGHI 35.867 7.117 891.0 1985-02-03 2020-02-06 +604230-99999 SOUK AHRAS 36.250 7.950 831.0 1988-08-13 2020-02-06 +604250-99999 ECH CHELIFF 36.213 1.332 141.1 1943-01-07 2020-02-06 +604300-99999 MILIANA 36.300 2.233 721.0 1949-01-12 2020-02-06 +604370-99999 MEDEA 36.283 2.733 1036.0 1995-10-08 2020-02-06 +604440-99999 BORDJ-BOU-ARRERIDJ 36.067 4.667 957.0 1979-09-16 2020-02-06 +604450-99999 SETIF AIN ARNAT 36.178 5.324 1050.0 1949-01-15 2020-02-06 +604520-99999 ARZEW 35.817 -0.267 4.0 1984-08-01 2020-02-06 +604570-99999 MOSTAGANEM 35.883 0.117 138.0 1976-04-01 2020-02-06 +604591-99999 HASSI R MEL 32.917 3.300 794.0 2004-05-10 2020-02-06 +604670-99999 M'SILA 35.667 4.500 442.0 1981-01-01 2020-02-06 +604680-99999 BATNA 35.752 6.309 822.0 1973-01-01 2020-02-06 +604750-99999 CHEIKH LARBI TEBESSI 35.432 8.121 811.1 1951-01-02 2020-02-06 +604900-99999 ES SENIA 35.624 -0.621 89.9 1949-01-02 2020-02-06 +604920-99999 RELIZANE 35.750 0.617 94.0 1942-11-14 2020-02-06 +605060-99999 MASCARA-MATEMORE 35.600 0.300 476.0 1981-01-01 2008-04-30 +605070-99999 GHRISS 35.208 0.147 513.9 1943-05-21 2020-02-06 +605110-99999 BOU CHEKIF 35.341 1.463 989.1 1983-04-04 2020-02-06 +605140-99999 KSAR CHELLALA 35.167 2.317 801.0 1995-11-01 2020-02-06 +605150-99999 BOU SAADA 35.333 4.206 459.0 1984-03-01 2020-02-06 +605170-99999 GHAZAOUET 35.100 -1.867 5.0 1995-11-01 2020-02-06 +605180-99999 BENI-SAF 35.300 -1.350 70.0 1976-03-07 2020-02-06 +605200-99999 SIDI-BEL-ABBES 35.200 -0.617 476.0 1985-02-03 2020-02-06 +605220-99999 MAGHNIA 34.820 -1.770 426.0 1976-10-01 2020-02-06 +605250-99999 BISKRA 34.793 5.738 88.1 1943-02-01 2020-02-06 +605310-99999 ZENATA 35.017 -1.450 248.1 1981-01-01 2020-02-06 +605350-99999 DJELFA/TLETSI 34.683 3.250 1144.0 1949-01-08 2020-02-06 +605360-99999 SAIDA 34.867 0.150 752.0 1981-01-01 2020-02-06 +605490-99999 MECHERIA 33.536 -0.242 1175.0 1980-02-08 2020-02-06 +605500-99999 EL-BAYADH 33.717 1.083 1347.0 1949-01-16 2020-02-06 +605550-99999 SIDI MAHDI 33.068 6.089 85.0 1949-01-12 2020-02-06 +605590-99999 GUEMAR 33.511 6.777 61.9 1965-01-01 2020-02-06 +605600-99999 AIN-SEFRA 32.767 -0.600 1059.0 1949-01-12 2020-02-06 +605660-99999 NOUMERAT 32.384 3.794 460.9 1959-04-16 2020-02-06 +605710-99999 BECHAR 31.646 -2.270 811.1 1957-01-01 2020-02-06 +605800-99999 OUARGLA 31.917 5.413 150.0 1949-01-30 2020-02-06 +605810-99999 OUED IRARA 31.673 6.140 141.1 1965-03-07 2020-02-06 +605900-99999 EL GOLEA 30.571 2.860 398.1 1949-01-30 2020-02-06 +606020-99999 BENI-ABBES 30.133 -2.167 505.0 1973-01-01 2020-02-06 +606070-99999 TIMIMOUN 29.237 0.276 313.0 1966-07-22 2020-02-06 +606110-99999 IN AMENAS 28.052 9.643 563.0 1964-10-01 2020-02-06 +606200-99999 TOUAT CHEIKH SIDI MOHAMED BEL 27.838 -0.186 280.1 1949-01-30 2020-02-06 +606300-99999 IN-SALAH 27.233 2.500 269.0 1949-01-02 2008-12-31 +606400-99999 ILLIZI TAKHAMALT 26.724 8.623 541.9 1950-02-01 2020-02-06 +606560-99999 TINDOUF 27.700 -8.167 442.9 1943-03-19 2020-02-06 +606700-99999 TISKA 24.293 9.452 968.0 1949-02-14 2020-02-06 +606800-99999 TAMANRASSET 22.800 5.433 1364.0 1949-02-14 2008-12-31 +607100-99999 TABARKA 7 NOVEMBRE 36.980 8.877 70.1 1974-10-01 2020-02-06 +607140-99999 SIDI AHMED AIR BASE 37.245 9.791 6.1 1943-08-05 2020-02-06 +607150-99999 CARTHAGE 36.851 10.227 6.7 1943-06-08 2020-02-06 +607200-99999 KELIBIA 36.850 11.083 30.0 1943-05-24 2020-02-06 +607250-99999 JENDOUBA 36.483 8.800 144.0 1943-06-30 2020-02-06 +607280-99999 NABEUL 36.467 10.700 78.0 1982-09-01 2020-02-06 +607340-99999 SILIANA 36.067 9.367 445.0 1980-12-01 2020-02-06 +607350-99999 KAIROUAN 35.667 10.100 68.0 1949-01-08 2020-02-06 +607380-99999 THALA 35.550 8.683 1092.0 1977-01-02 2020-02-06 +607400-99999 MONASTIR-SKANES 35.667 10.750 2.0 1943-06-02 2020-02-06 +607403-99999 HABIB BOURGUIBA INTL 35.758 10.755 2.7 1989-09-08 2020-02-06 +607450-99999 GAFSA 34.422 8.823 323.1 1949-01-07 2020-02-06 +607480-99999 SIDI BOUZID 35.000 9.483 355.0 1977-08-30 2020-02-06 +607500-99999 THYNA 34.718 10.691 25.9 1949-01-08 2020-02-06 +607600-99999 NEFTA 33.940 8.111 87.5 1973-01-01 2020-02-06 +607640-99999 KEBILI 33.700 8.967 46.0 1988-04-01 2020-02-06 +607650-99999 GABES 33.877 10.103 7.9 1949-01-01 2020-02-06 +607690-99999 ZARZIS 33.875 10.775 5.8 1966-07-22 2020-02-06 +607700-99999 MEDENINE 33.350 10.483 117.0 1977-03-05 2020-02-06 +607750-99999 REMADA 32.306 10.382 306.0 1949-01-08 2020-02-06 +607800-99999 EL BORMA 31.704 9.255 252.1 1949-02-09 2020-02-06 +610170-99999 BILMA 18.683 12.917 357.0 1949-04-01 2020-02-06 +610240-99999 AGADEZ 16.967 7.967 505.1 1949-04-01 2020-02-06 +610360-99999 TILLABERY 14.200 1.450 210.0 1949-04-01 2020-02-06 +610430-99999 TAHOUA 14.876 5.265 385.9 1949-04-02 2020-02-06 +610450-99999 GOURE 13.983 10.300 460.0 1983-05-02 2020-02-06 +610490-99999 N'GUIGMI 14.250 13.117 286.0 1950-02-04 2020-02-06 +610520-99999 DIORI HAMANI 13.482 2.184 223.1 1949-04-01 2020-02-06 +610750-99999 BIRNI-N'KONNI 13.800 5.250 273.0 1949-04-03 2020-02-06 +610800-99999 MARADI 13.503 7.127 378.0 1949-04-01 2020-02-06 +610850-99999 DIFFA 13.373 12.627 303.0 1985-04-01 2020-02-06 +610900-99999 ZINDER 13.779 8.984 462.1 1949-04-01 2020-02-06 +610910-99999 MAGARIA 12.983 8.933 403.0 1980-10-01 2020-02-06 +610960-99999 MAINE-SOROA 13.233 11.983 338.0 1949-04-01 2020-02-06 +610990-99999 GAYA 11.883 3.450 202.0 1973-01-01 2020-02-06 +612230-99999 TOMBOUCTOU 16.730 -3.008 263.0 1949-04-11 2019-02-23 +612260-99999 GAO 16.248 -0.005 265.2 1949-04-01 2019-08-30 +612300-99999 NIORO DU SAHEL 15.233 -9.350 237.0 1949-04-06 2020-02-06 +612330-99999 NARA/KEIBANE 15.167 -7.283 265.0 1978-02-01 2020-02-06 +612350-99999 YELIMANE 15.117 -10.567 100.0 1990-10-01 2020-02-06 +612570-99999 KAYES/DAG-DAG 14.482 -11.440 51.5 1949-04-03 2020-02-06 +612650-99999 AMBODEDJO 14.513 -4.080 276.1 1949-04-03 2020-02-06 +612700-99999 KITA 13.067 -9.467 334.0 1957-01-05 2020-02-06 +612720-99999 SEGOU 13.400 -6.150 289.0 1949-04-06 2020-02-06 +612770-99999 SAN 13.333 -4.833 284.0 1950-01-03 2020-02-06 +612910-99999 SENOU 12.534 -7.950 380.1 1975-01-01 2020-02-06 +612930-99999 KOUTIALA 12.383 -5.467 367.0 1950-04-03 2020-02-06 +612960-99999 BOUGOUNI 11.417 -7.500 351.0 1949-05-11 2020-02-06 +612970-99999 SIKASSO 11.350 -5.683 375.0 1949-04-03 2020-02-06 +614040-99999 ZOUERATE 22.750 -12.483 343.0 1983-07-01 2020-02-06 +614150-99999 NOUADHIBOU 20.933 -17.030 4.9 1949-04-01 2020-02-06 +614210-99999 ATAR 20.507 -13.043 231.0 1943-04-01 2020-02-06 +614420-99999 NOUAKCHOTT 18.098 -15.948 2.1 1949-04-06 2020-02-06 +614980-99999 KIFFA 16.590 -11.406 128.9 1957-01-08 2018-01-04 +616000-99999 SAINT LOUIS 16.051 -16.463 2.7 1949-04-01 2020-02-06 +616120-99999 PODOR 16.650 -14.967 7.0 1973-01-01 2020-02-06 +616270-99999 LINGUERE 15.383 -15.117 21.0 1950-03-04 2020-02-06 +616300-99999 MATAM/OURO SOGUI 15.650 -13.250 17.0 1949-04-23 2020-02-06 +616410-99999 LEOPOLD SEDAR SENGHOR INTL 14.740 -17.490 25.9 1943-04-01 2020-02-06 +616660-99999 DIOURBEL 14.650 -16.233 9.0 1950-02-06 2020-02-06 +616790-99999 KAOLACK 14.147 -16.051 7.9 1950-02-05 2020-02-06 +616870-99999 TAMBACOUNDA 13.737 -13.653 49.1 1949-05-01 2020-02-06 +616950-99999 ZIGUINCHOR 12.556 -16.282 22.9 1949-04-02 2020-02-06 +616970-99999 CAP SKIRING 12.410 -16.746 15.8 1977-11-01 2020-02-06 +616980-99999 KOLDA 12.883 -14.967 10.0 1973-01-01 2020-02-06 +616990-99999 KEDOUGOU 12.572 -12.220 178.0 1973-01-02 2020-02-06 +617010-99999 BANJUL INTL 13.338 -16.652 29.0 1949-01-13 2020-02-06 +618320-99999 CONAKRY 9.577 -13.612 21.9 1949-04-01 2020-02-06 +618560-99999 FREETOWN LUNGI 8.616 -13.195 25.6 1949-01-24 2020-02-06 +619010-99999 ST. HELENA IS. -15.933 -5.667 436.0 1943-05-18 2020-02-06 +619020-99999 ASCENSION AUX AF -7.970 -14.394 84.7 1942-09-01 2020-02-06 +619670-70701 DIEGO GARCIA NAVAL AIR STATIO -7.300 72.400 4.3 1949-02-01 2020-02-06 +619680-99999 ILES GLORIEUSES -11.583 47.283 4.0 1973-01-02 2020-01-31 +619700-99999 ILE JUAN DE NOVA -17.050 42.717 10.0 1973-01-02 2019-02-06 +619720-99999 ILE EUROPA -22.333 40.333 6.0 1973-01-01 2020-02-06 +619740-99999 AGALEGA -10.433 56.600 4.0 1949-02-01 2020-02-06 +619760-99999 SERGE-FROLOW (ILE TROMELIN) -15.883 54.517 13.0 1973-01-01 2020-02-06 +619800-99999 ST DENIS GILLOT -20.887 55.510 20.1 1973-01-01 2020-02-06 +619840-99999 ST PIERRE PIERREFONDS -21.321 55.425 18.0 1973-01-02 2020-02-06 +619860-99999 ST. BRANDON (ST. RAPHAEL) -16.450 59.617 4.0 1949-02-01 2020-02-06 +619880-99999 PLAINE CORAIL -19.758 63.361 29.0 1949-02-01 2020-02-06 +619900-99999 SIR SEEWOOSAGUR RAMGOOLAM INT -20.430 57.684 56.7 1949-02-01 2020-02-06 +619950-99999 VACOAS (MAURITIUS) -20.300 57.467 425.0 1977-07-01 2020-02-06 +619960-99999 MARTIN DE VIVIES (ILE AMSTERD -37.800 77.533 29.0 1973-01-01 2019-12-28 +619970-99999 ALFRED FAURE (ILES CROZET) -46.433 51.850 142.0 1974-09-03 2020-02-05 +619980-99999 PORT-AUX-FRANCAIS (ILES KERGU -49.350 70.250 30.0 1973-01-01 2020-02-06 +620020-99999 NALUT 31.514 10.598 621.0 1949-01-30 2020-02-06 +620070-99999 ZUARA 32.555 12.056 4.0 1949-01-29 2020-02-06 +620080-99999 YEFREN 32.040 12.313 691.0 1983-07-01 2020-02-06 +620100-99999 TRIPOLI INTL 32.664 13.159 80.2 1943-06-30 2017-11-14 +620111-99999 WHEELUS FLD 32.900 13.283 4.0 1945-04-15 1970-05-28 +620120-99999 EL KHOMS 32.401 14.143 25.0 1990-06-01 2020-02-06 +620160-99999 MISURATA 32.243 15.021 33.0 1949-01-29 2020-02-06 +620190-99999 SIRTE 31.200 16.583 14.0 1949-01-30 2020-02-06 +620530-99999 BENINA AIRPORT 32.097 20.269 132.0 1943-10-31 2020-02-06 +620550-99999 AGEDABIA 30.717 20.167 7.0 1949-01-30 2018-06-26 +620560-99999 SHAHAT 32.800 21.883 648.0 1949-01-29 2011-02-17 +620590-99999 DERNA 32.783 22.583 26.0 1949-01-29 2019-08-21 +620620-99999 TOBRUK 32.100 23.933 51.0 1944-10-27 2020-02-06 +621030-99999 GHADAMES EAST 30.152 9.715 342.0 1957-01-01 2020-02-06 +621200-99999 GARIAT EL-SHARGHIA 30.383 13.583 497.0 1973-01-01 2020-02-06 +621240-99999 SEBHA 26.987 14.473 434.9 1961-12-04 2014-01-11 +621310-99999 HON 29.117 15.950 267.0 1949-01-30 2020-02-06 +621610-99999 JALO 29.033 21.567 60.0 1949-01-29 2020-02-06 +622590-99999 TAZERBO 25.673 21.091 261.2 1962-04-03 2020-02-06 +622710-99999 KUFRA 24.179 23.314 416.7 1949-01-29 2020-02-06 +623000-99999 SALLOUM 31.533 25.183 6.0 1937-01-03 2004-05-30 +623050-99999 SALLUM PLATEAU 31.567 25.133 6.0 1995-12-14 2020-02-04 +623060-99999 MERSA MATRUH 31.325 27.222 28.7 1937-01-03 2020-02-06 +623090-99999 DABAA 31.017 28.433 18.0 1957-01-02 2020-02-06 +623180-99999 ALEXANDRIA INTL 31.184 29.949 -1.8 1937-01-03 2020-02-06 +623250-99999 BALTIM 31.550 31.100 2.0 1994-08-01 2019-08-23 +623330-99999 PORT SAID 31.267 32.300 6.0 1949-03-01 2020-02-06 +623370-99999 EL ARISH INTL 31.073 33.836 36.9 1985-06-01 2020-01-12 +623570-99999 WADI EL NATROON 30.400 30.350 1.0 1996-04-07 2019-09-17 +623660-99999 CAIRO INTL 30.122 31.406 116.4 1943-10-31 2020-02-06 +623661-99999 MARSA ALAM INTL 25.557 34.582 76.5 2004-05-10 2020-02-06 +623870-99999 MINYA 28.083 30.733 37.2 1938-10-02 2020-02-06 +623930-99999 ASYUT INTL 27.047 31.012 235.3 1949-03-23 2020-02-06 +624050-99999 LUXOR INTL 25.671 32.707 89.6 1943-11-30 2020-02-06 +624140-99999 ASWAN INTL 23.964 32.820 201.8 1937-01-03 2020-02-06 +624170-99999 SIWA 29.200 25.483 -15.0 1937-01-03 2020-02-04 +624200-99999 BAHARIA 28.333 28.867 130.0 1949-09-05 2020-02-06 +624230-99999 FARAFRA 27.050 27.983 78.0 1950-03-13 2020-01-07 +624320-99999 DAKHLA 25.500 28.967 117.0 1938-03-10 2020-01-22 +624350-99999 KHARGA 25.450 30.533 73.0 1957-01-01 2020-02-06 +624400-99999 ISMAILIA 30.600 32.250 12.5 1943-10-31 2020-02-06 +624520-99999 NEKHEL 29.917 33.733 403.0 2001-09-16 2020-02-06 +624550-99999 RAS SEDR 29.583 32.717 16.0 1996-02-01 2020-02-06 +624580-99999 ABURDEES 28.900 33.183 8.0 2001-09-03 2020-02-06 +624590-99999 EL TOR 28.209 33.646 35.1 1938-11-01 2020-02-06 +624630-99999 HURGHADA INTL 27.178 33.799 15.8 1990-02-15 2020-02-06 +624639-99999 SHARM EL SHEIKH INT 27.967 34.383 45.0 1997-09-01 2020-02-06 +624650-99999 KOSSEIR 26.133 34.250 11.0 1938-10-02 2019-04-05 +627210-99999 KHARTOUM 15.589 32.553 385.6 1942-10-31 2020-02-06 +634500-99999 BOLE INTL 8.978 38.799 2325.6 1957-01-01 2020-02-06 +636120-99999 LODWAR 3.122 35.609 522.7 1957-01-01 2020-02-06 +636190-99999 MOYALE LOWER (ODA) 3.533 39.050 1097.0 1957-01-01 2020-02-06 +636240-99999 MANDERA 3.933 41.867 231.0 1957-01-01 2020-02-06 +636410-99999 MARSABIT 2.300 37.900 1345.0 1975-12-01 2020-02-06 +636610-99999 KITALE 0.972 34.959 1850.1 1949-11-01 2020-02-06 +636710-99999 WAJIR 1.733 40.092 234.7 1957-01-01 2020-02-06 +636860-99999 ELDORET 0.483 35.300 2120.0 1957-01-01 2020-02-06 +636870-99999 KAKAMEGA 0.271 34.787 1530.1 1984-11-01 2017-02-03 +636950-99999 MERU 0.083 37.650 1554.0 1957-01-01 2020-02-06 +637050-99999 ENTEBBE INTL 0.042 32.444 1152.8 1949-01-21 2020-02-06 +637080-99999 KISUMU -0.086 34.729 1208.5 1949-09-09 2020-02-06 +637090-99999 KISII -0.667 34.783 1493.0 1984-11-10 2017-05-12 +637140-99999 NAKURU -0.267 36.100 1901.0 1957-01-01 2020-02-06 +637170-99999 NYERI -0.500 36.967 1759.0 1979-09-01 2020-02-06 +637200-99999 EMBU -0.500 37.450 1493.0 1979-09-01 2020-02-06 +637230-99999 GARISSA -0.464 39.648 148.0 1957-01-01 2020-02-06 +637370-99999 NAROK -1.133 35.833 1890.0 1957-01-01 2020-02-06 +637400-99999 NAIROBI JKIA -1.319 36.928 1623.7 1949-01-21 2020-02-06 +637410-99999 NAIROBI/DAGORETTI -1.300 36.750 1798.0 1957-01-01 2020-02-06 +637420-99999 NAIROBI WILSON -1.322 36.815 1687.4 1963-03-16 2020-02-06 +637560-99999 MWANZA -2.444 32.933 1147.0 1950-01-08 2020-02-06 +637660-99999 MAKINDU -2.283 37.833 1000.0 1957-01-01 2020-02-06 +637910-99999 KILIMANJARO INTL -3.429 37.074 893.7 1973-01-01 2020-02-06 +637930-99999 VOI -3.400 38.567 579.0 1957-01-01 2020-02-06 +637990-99999 MALINDI -3.229 40.102 25.0 1963-03-16 2020-02-06 +638200-99999 MOMBASA MOI INTL -4.035 39.594 61.0 1949-01-21 2020-02-06 +638620-99999 DODOMA -6.170 35.753 1119.5 1950-02-07 2020-02-06 +638660-99999 MOROGORO (MET) -6.833 37.650 526.0 1957-01-01 2020-02-06 +638700-99999 ZANZIBAR -6.222 39.225 16.5 1957-01-01 2020-02-06 +638940-99999 MWALIMU JULIUS K NYERERE INTL -6.878 39.203 55.5 1950-02-01 2020-02-06 +639800-99999 SEYCHELLES INTL -4.674 55.522 3.0 1949-01-21 2020-02-06 +642100-99999 NDJILI INTL -4.386 15.445 313.0 1949-07-04 2020-02-06 +643870-99999 KIGALI INTL -1.969 30.139 1481.0 1973-01-02 2020-02-06 +644000-99999 POINTE NOIRE -4.816 11.887 16.8 1942-12-20 2020-02-06 +644010-99999 DOLISIE -4.200 12.700 331.0 1949-12-02 2020-02-05 +644500-99999 MAYA MAYA -4.252 15.253 319.4 1949-03-07 2020-02-06 +645000-99999 LEON M BA 0.459 9.412 11.9 1949-04-01 2020-02-06 +645010-99999 PORT GENTIL -0.712 8.754 4.0 1949-03-07 2020-02-06 +645100-99999 BITAM 2.076 11.493 600.2 1973-01-01 2020-02-06 +645500-99999 MOUILLA VILLE -1.845 11.057 89.9 1949-12-02 2020-02-06 +645510-99999 LAMBARENE -0.704 10.246 25.0 1949-12-06 2020-02-06 +645700-99999 FRANCEVILLE MVENGUE -1.667 13.400 444.0 1981-01-01 2020-02-06 +646500-99999 BANGUI M POKO 4.398 18.519 368.2 1949-04-01 2020-02-06 +647000-99999 NDJAMENA HASSAN DJAMOUS 12.134 15.034 295.0 1949-04-01 2020-02-06 +647060-99999 MOUNDOU 8.624 16.071 428.9 1973-01-01 2020-02-06 +647500-99999 SARH (CIV/MIL) 9.150 18.383 365.0 1949-04-08 2020-02-06 +648100-99999 MALABO 3.755 8.709 23.2 1974-06-18 2020-02-06 +648600-99999 GAROUA 9.336 13.370 242.0 1950-02-01 2020-02-06 +648700-99999 NGAOUNDERE 7.357 13.559 1114.0 1950-02-01 2020-02-06 +649100-99999 DOUALA 4.006 9.719 10.1 1949-12-02 2020-02-06 +649500-99999 YAOUNDE NSIMALEN 3.723 11.553 694.3 1949-09-14 2020-02-06 +653060-99999 KANDI 11.133 2.933 292.0 1949-04-01 2020-02-06 +653190-99999 NATITINGOU 10.317 1.383 461.0 1949-04-07 2020-02-06 +653300-99999 PARAKOU 9.350 2.617 393.0 1973-01-01 2020-02-06 +653350-99999 SAVE 8.033 2.467 200.0 1949-04-01 2020-02-06 +653380-99999 BOHICON 7.167 2.067 167.0 1949-04-02 2020-02-06 +653440-99999 CADJEHOUN 6.357 2.384 5.8 1949-04-01 2020-02-06 +653520-99999 MANGO/SANSANNE 10.367 0.467 146.0 1949-01-25 2020-02-06 +653550-99999 NIAMTOUGOU INTERNATIONAL 9.767 1.091 461.8 1985-12-01 2020-02-06 +653610-99999 SOKODE 8.983 1.150 387.0 1949-01-19 2020-02-06 +653760-99999 ATAKPAME/AKPAKA 7.583 1.117 402.0 1949-01-14 2020-02-06 +653800-99999 TABLIGBO 6.583 1.500 44.0 1973-01-01 2020-02-06 +653870-99999 GNASSINGBE EYADEMA INTL 6.166 1.255 21.9 1949-01-14 2020-02-06 +654720-99999 KOTOKA INTL 5.605 -0.167 62.5 1942-07-01 2020-02-06 +655010-99999 DORI 14.033 -0.033 277.0 1949-05-20 2020-02-06 +655020-99999 OUAHIGOUYA 13.567 -2.417 336.0 1973-01-01 2020-02-06 +655030-99999 OUAGADOUGOU 12.353 -1.512 316.1 1949-04-01 2020-02-06 +655050-99999 DEDOUGOU 12.467 -3.483 300.0 1983-07-01 2020-02-06 +655070-99999 FADA N'GOURMA 12.033 0.367 309.0 1949-12-02 2020-02-06 +655100-99999 BOBO DIOULASSO 11.160 -4.331 460.6 1949-04-02 2020-02-06 +655160-99999 BOROMO 11.750 -2.933 271.0 1950-02-01 2020-02-06 +655180-99999 PO 11.150 -1.150 322.0 1983-07-01 2020-02-06 +655220-99999 GAOUA 10.333 -3.183 335.0 1949-04-10 2020-02-06 +655280-99999 ODIENNE 9.500 -7.567 421.0 1949-04-02 2020-02-06 +655360-99999 KORHOGO 9.387 -5.557 370.0 1973-01-01 2020-02-06 +655450-99999 BONDOUKOU/SOKO 8.050 -2.783 370.0 1973-01-02 2020-02-06 +655480-99999 MAN 7.272 -7.587 331.9 1949-04-02 2020-02-06 +655550-99999 BOUAKE 7.739 -5.074 374.9 1949-04-01 2020-02-06 +655570-99999 GAGNOA 6.133 -5.950 210.0 1950-02-17 2020-02-06 +655600-99999 DALOA 6.793 -6.473 250.9 1978-07-01 2020-02-06 +655620-99999 DIMBOKRO CITY 6.650 -4.700 92.0 1950-02-13 2020-02-06 +655630-99999 YAMOUSSOUKRO 6.903 -5.366 213.1 1978-06-12 2020-02-06 +655780-99999 ABIDJAN FELIX HOUPHOUET BOIGN 5.261 -3.926 6.4 1949-04-01 2020-02-06 +655850-99999 ADIAKE 5.300 -3.300 39.0 1950-02-15 2020-02-06 +655920-99999 TABOU 4.417 -7.367 21.0 1943-06-01 2020-02-06 +655940-99999 SAN PEDRO 4.747 -6.661 7.9 1978-07-01 2020-02-06 +655990-99999 SASSANDRA/DREWIN 4.950 -6.083 66.0 1949-04-02 2020-02-06 +656600-99999 MONROVIA ROBERTS INTL 6.234 -10.362 9.4 1942-07-01 2020-02-06 +670020-99999 PRINCE SAID IBRAHIM -11.534 43.272 28.3 1981-11-01 2020-02-06 +670050-99999 DZAOUDZI PAMANDZI -12.805 45.281 7.0 1949-01-01 2020-02-06 +670090-99999 ARRACHART -12.349 49.292 114.0 1949-01-01 2020-02-06 +670120-99999 FASCENE -13.312 48.315 11.0 1973-01-01 2020-02-06 +670230-99999 SAMBAVA -14.279 50.175 6.1 1973-01-02 2020-02-06 +670270-99999 PHILIBERT TSIRANANA -15.667 46.352 26.5 1949-01-01 2020-02-06 +670730-99999 MAINTIRANO -18.050 44.033 23.0 1973-01-01 2020-02-06 +670830-99999 IVATO -18.797 47.479 1279.6 1973-01-01 2020-02-06 +670950-99999 TOAMASINA -18.110 49.393 6.7 1949-01-01 2020-02-06 +671170-99999 MORONDAVA -20.285 44.318 9.1 1973-01-01 2020-02-06 +671370-99999 FIANARANTSOA -21.442 47.112 1115.0 1973-01-01 2020-02-06 +671570-99999 FARAFANGANA -22.805 47.821 7.9 1973-01-01 2020-02-06 +671610-99999 TOLIARA -23.383 43.728 8.8 1973-01-01 2020-02-06 +671970-99999 TOLAGNARO -25.038 46.956 8.8 1949-01-01 2020-02-06 +672150-99999 PEMBA -12.987 40.522 100.9 1973-01-01 2020-02-06 +672170-99999 LICHINGA -13.274 35.266 1373.1 1973-01-01 2020-02-06 +672370-99999 NAMPULA -15.106 39.282 440.1 1973-01-01 2020-02-06 +672830-99999 QUELIMANE -17.856 36.869 11.0 1949-01-03 2020-02-06 +672950-99999 CHIMOIO -19.151 33.429 697.1 1973-01-01 2020-02-06 +672970-99999 BEIRA -19.796 34.908 10.1 1949-01-03 2020-02-06 +673410-99999 MAPUTO -25.921 32.573 44.2 1973-01-01 2020-02-06 +675860-99999 LILONGWE INTL -13.789 33.781 1261.0 1982-05-01 2020-02-06 +676650-99999 LUSAKA INTL -15.333 28.450 1151.8 1973-01-01 2020-02-06 +677610-99999 KARIBA INTL -16.520 28.885 520.0 1962-07-01 2020-02-06 +677650-99999 KAROI -16.833 29.617 1344.0 1962-07-01 2020-02-06 +677750-99999 ROBERT GABRIEL MUGABE INTL / -17.930 31.094 1489.6 1949-01-01 2020-02-06 +677790-99999 MOUNT DARWIN -16.783 31.583 966.0 1962-07-01 2020-02-06 +677810-99999 MUTOKO -17.432 32.185 1204.0 1962-07-01 2020-02-06 +678430-99999 VICTORIA FALLS INTL -18.096 25.839 1063.8 1973-01-01 2020-02-06 +678530-99999 HWANGE NATIONAL PARK -18.630 27.021 1079.9 1962-07-01 2020-02-06 +678610-99999 GOKWE -18.217 28.933 1282.0 1962-07-01 2020-02-06 +678670-99999 GWERU THORNHILL -19.436 29.862 1426.5 1962-07-01 2020-02-06 +678690-99999 KADOMA -18.317 29.883 1157.0 1962-07-01 2020-02-06 +678810-99999 RUSAPE -18.533 32.133 1430.0 1962-07-01 2020-02-06 +679650-99999 J M NKOMO INTL / BULAWAYO -20.021 28.627 1330.8 1949-01-01 2020-02-06 +679690-99999 WEST NICHOLSON -21.050 29.367 861.0 1962-07-01 2020-02-06 +679750-99999 MASVINGO INTL -20.055 30.859 1095.8 1962-07-01 2020-02-06 +679770-99999 BUFFALO RANGE -21.008 31.579 433.1 1965-12-01 2020-02-06 +679830-99999 CHIPINGE -20.200 32.617 1132.0 1949-01-03 2020-02-06 +679910-99999 BEITBRIDGE -22.217 30.000 457.0 1962-07-01 2020-02-06 +680140-99999 GROOTFONTEIN -19.602 18.123 1413.1 1973-01-01 2020-02-06 +680180-99999 RUNDU -17.956 19.719 1105.5 1973-01-02 2020-02-06 +680240-99999 GHANZI -21.700 21.650 1100.0 1959-01-01 2020-02-06 +680290-99999 KASANE -17.833 25.162 1002.5 1982-08-01 2020-02-06 +680300-99999 PANDAMATENGA -18.533 25.633 1071.0 1998-03-01 2020-02-06 +680320-99999 MAUN -19.973 23.431 942.7 1949-01-02 2020-02-06 +680380-99999 SUA PAN -20.553 26.116 909.8 1991-08-01 2020-02-06 +680400-99999 LETLHAKANE -21.417 25.600 985.0 1992-11-01 2020-02-06 +680540-99999 FRANCISTOWN -21.160 27.475 1000.7 1959-01-01 2020-02-06 +680700-99999 SELEBI-PHIKWE -22.050 27.817 892.0 2001-09-16 2020-01-19 +680980-99999 WALVIS BAY -22.980 14.645 91.1 1990-02-14 2020-02-06 +681040-99999 WALVIS BAY (PELICAN POINT) -22.883 14.433 0.0 1965-05-02 2009-10-16 +681100-99999 WINDHOEK/EROS(SAAF) -22.567 17.100 1725.0 1957-07-01 2020-02-06 +681120-99999 HOSEA KUTAKO INTL -22.480 17.471 1719.1 1973-01-01 2020-02-06 +681480-99999 MAHALAPYE -23.083 26.800 1006.0 1975-05-15 2020-02-06 +681550-99999 ELLISRAS -23.683 27.700 839.0 1997-06-03 2020-02-06 +681740-99999 POLOKWANE -23.867 29.450 1224.0 1949-01-01 2008-12-31 +681830-99999 THOHOYANDOU -23.067 30.383 618.0 1997-06-01 2020-02-06 +681910-99999 PHALABORWA -23.933 31.150 407.0 1997-06-03 2014-05-26 +682340-99999 JWANENG -24.602 24.691 1188.7 1988-08-01 2020-01-21 +682400-99999 SIR SERETSE KHAMA INTL -24.555 25.918 1005.5 1985-01-02 2020-02-06 +682620-99999 PRETORIA(MET) -25.733 28.183 1322.0 1949-01-01 2019-05-13 +682630-99999 PRETORIA/IRENE -25.917 28.217 1500.0 1991-01-08 2020-02-06 +682635-99999 LANSERIA -25.939 27.926 1376.8 1990-03-23 2020-02-06 +682670-99999 ERMELO -26.500 29.983 1766.0 1998-03-01 2020-02-06 +682672-99999 JOHANNESBURG B/G -26.150 28.000 1626.0 2004-05-10 2020-02-06 +682677-99999 PIETERSBURG -23.867 29.433 1222.0 2005-01-01 2020-02-06 +682890-99999 NELSPRUIT -25.433 30.983 883.0 1998-03-01 2020-02-06 +683000-99999 LUDERITZ (DIAZ POINT) -26.683 15.250 139.0 1949-01-03 2020-02-05 +683007-99999 VEREENIGING -26.566 27.961 1477.1 1999-01-14 2020-02-05 +683120-99999 KEETMANSHOOP -26.540 18.111 1068.6 1949-01-04 2020-02-06 +683280-99999 TSABONG -26.050 22.450 1000.0 1958-01-01 2020-02-06 +683450-99999 WELKOM -28.000 26.667 1342.0 1998-03-01 2020-02-06 +683470-99999 P C PELSER -26.871 26.718 1354.5 1998-04-08 2020-02-06 +683680-99999 JOHANNESBURG INTL -26.139 28.246 1694.1 1956-01-01 2020-02-06 +683960-99999 MATSAPHA -26.529 31.308 633.4 1973-01-01 2020-02-06 +684030-99999 ALEXANDER BAY -28.575 16.533 29.9 1997-07-01 2020-02-06 +684240-99999 UPINGTON -28.399 21.260 850.7 1956-01-01 2020-02-06 +684380-99999 KIMBERLEY -28.803 24.765 1204.0 1949-01-01 2020-02-06 +684420-99999 BLOEMFONTEIN INTL -29.093 26.302 1358.8 1949-01-01 2020-02-06 +684610-99999 BETHLEHEM -28.248 28.336 1695.0 1980-03-01 2020-02-06 +684960-99999 CAPE ST. LUCIA -28.500 32.400 107.0 1949-01-01 2015-06-11 +685120-99999 SPRINGBOK -29.689 17.940 819.9 1955-09-14 2020-02-06 +685380-99999 DEAAR(UA) -30.667 24.017 1287.0 1993-07-01 2020-02-06 +685870-99999 PORT EDWARD -31.067 30.233 12.0 1998-03-01 2020-02-06 +685880-99999 DURBAN INTL -29.970 30.951 10.1 1956-02-01 2020-02-06 +686680-99999 MTHATHA -31.548 28.674 731.5 1973-01-01 2020-02-06 +687140-99999 LANGEBAANWEG -32.969 18.160 32.9 1973-08-01 2020-02-06 +687270-99999 BEAUFORT WEST -32.350 22.550 899.0 1998-03-01 2020-02-06 +687520-99999 BHISHO -32.897 27.279 594.4 1987-05-14 2020-02-06 +688160-99999 CAPE TOWN INTL -33.965 18.602 46.0 1949-01-01 2020-02-06 +688280-99999 GEORGE -34.006 22.379 197.5 1949-01-01 2020-02-06 +688420-99999 PORT ELIZABETH INTL -33.985 25.617 68.9 1949-01-01 2020-02-06 +688580-99999 EAST LONDON -33.036 27.826 132.6 1949-01-01 2020-02-06 +689060-99999 GOUGH ISLAND -40.350 -9.883 54.0 1955-11-20 2020-02-06 +689160-99999 CAPE POINT -34.350 18.500 238.0 1973-01-01 2020-02-06 +689280-99999 MOSSEL BAY (LGT-H) -34.183 22.150 59.0 1949-01-01 2020-02-06 +689940-99999 MARION ISLAND -46.883 37.867 22.0 1949-01-01 2020-02-06 +690150-93121 TWENTY NINE PALMS 34.300 -116.167 625.1 1990-01-02 2020-02-07 +690190-13910 ABILENE DYESS AFB 32.433 -99.850 545.3 1943-12-01 2009-12-31 +691174-99999 ABERDEEN PVNG GRND 39.467 -76.167 18.0 1936-10-01 2003-08-16 +691464-99999 DRAUGHON RANGE 40.869 141.378 5.2 1955-03-10 2004-12-31 +699604-03145 YUMA MCAS 32.650 -114.617 64.9 1987-07-01 2009-12-31 +700260-27502 W POST-WILL ROGERS MEMORIAL A 71.283 -156.782 9.5 1945-01-01 2020-02-07 +700300-27503 WAINWRIGHT AIRPORT 70.639 -159.995 9.1 1999-11-02 2020-02-07 +700636-27405 PRUDHOE BAY 70.250 -148.333 14.0 1973-01-01 1999-06-14 +700637-27406 DEADHORSE AIRPORT 70.192 -148.477 18.6 1973-01-01 2020-02-07 +700860-27401 BARTER ISLAND AIRPORT 70.134 -143.577 0.6 1947-10-01 2020-02-07 +701040-99999 CAPE LISBURNE AFS 68.883 -166.133 3.0 1952-08-29 2005-12-31 +701043-99999 POINT HOPE AIRPORT 68.350 -166.800 4.0 1943-10-01 2005-12-31 +701170-99999 TIN CITY AFS 65.567 -167.917 83.0 1953-05-04 2005-12-31 +701195-99999 SHISHMAREF 66.250 -166.083 4.0 1983-11-04 2005-12-31 +701330-26616 RALPH WIEN MEMORIAL AIRPORT 66.867 -162.633 9.1 1973-01-01 2020-02-07 +701333-26643 DEERING AIRPORT 66.069 -162.764 6.4 1999-01-02 2020-02-06 +701620-26508 UMIAT 69.367 -152.133 85.0 1946-01-01 2013-04-11 +701625-99999 ANAKTUVUK PASS 68.133 -151.733 641.0 1980-09-11 2005-12-31 +701718-99999 AMBLER 67.100 -157.850 102.0 1988-01-05 2005-12-31 +701730-99999 INDIAN MOUNTAIN AFS 66.000 -153.700 389.0 1951-08-01 2004-12-31 +701740-26533 BETTLES AIRPORT 66.917 -151.515 193.2 1945-01-01 2020-02-07 +701745-99999 CHANDALAR LAKE 67.500 -148.483 585.0 1973-06-24 2005-12-31 +701780-26529 RALPH M CALHOUN MEML ARPT 65.175 -152.107 67.7 1943-06-01 2020-02-07 +701940-26413 FORT YUKON AIRPORT 66.567 -145.267 135.6 1973-01-01 2020-02-07 +702000-26617 NOME AIRPORT 64.511 -165.440 4.0 1940-01-01 2020-02-07 +702005-99999 ST MARYS 62.050 -163.300 95.0 1979-04-08 2005-12-31 +702031-26620 MOSES POINT 64.700 -162.050 6.1 1943-06-08 1979-01-28 +702035-99999 SAVOONGA 63.683 -170.483 16.0 1987-06-29 2005-12-01 +702040-26703 GAMBELL AIRPORT 63.767 -171.733 8.5 1987-06-03 2020-02-07 +702060-26632 NORTHEAST CAPE 63.317 -168.967 9.1 1952-07-29 1969-08-19 +702070-26627 UNALAKLEET AIRPORT 63.883 -160.800 5.5 1943-06-01 2020-02-07 +702084-99999 EMMONAK 62.783 -164.483 4.0 1944-04-12 2005-12-31 +702120-26633 CAPE ROMANZOFF AFS 61.783 -166.033 146.0 1953-04-01 1999-12-31 +702185-99999 MEKORYUK 60.367 -166.267 15.0 1983-11-04 2005-11-29 +702190-26615 BETHEL AIRPORT 60.785 -161.829 31.1 1945-01-01 2020-02-07 +702220-99999 GALENA A. 64.733 -156.933 49.0 1942-09-17 2005-12-31 +702310-26510 MCGRATH AIRPORT 62.957 -155.610 101.5 1973-01-01 2020-02-07 +702315-99999 TATALINA LRRS 62.883 -155.967 294.0 1952-04-01 2005-12-31 +702320-26516 ANIAK AIRPORT 61.582 -159.543 25.9 1973-01-01 2020-02-07 +702350-99999 SPARREVOHN AFS 61.100 -155.567 484.0 1951-07-11 2005-12-31 +702460-26512 MINCHUMINA 63.886 -152.302 206.7 1973-01-01 2020-02-07 +702490-99999 PUNTILLA 62.100 -152.750 560.0 1973-01-01 2005-12-31 +702495-99999 HAYES RIVER AIRPORT 61.980 -152.080 305.0 1973-01-01 2005-12-31 +702510-26528 TALKEETNA AIRPORT 62.320 -150.095 106.7 1973-01-01 2020-02-07 +702550-26514 SKWENTNA AIRPORT 61.977 -151.217 45.7 1973-01-01 2016-10-01 +702590-26523 KENAI MUNICIPAL AIRPORT 60.580 -151.239 27.7 1973-01-01 2020-02-07 +702600-26435 NENANA MUNICIPAL AIRPORT 64.550 -149.072 109.7 1943-07-06 2020-02-07 +702606-99999 CHULITNA AIRPORT 62.883 -149.833 381.0 1978-11-30 2005-12-31 +702607-99999 HOONAH SEAPLANE BASE 58.120 -135.417 6.0 1978-11-24 2005-12-31 +702610-26411 FAIRBANKS INTERNATIONAL 64.804 -147.876 131.7 1946-01-01 2020-02-07 +702615-99999 WAINWRIGHT AAF 64.833 -147.617 140.0 1941-02-06 2005-12-30 +702647-99999 HEALY RIVER AIRPORT 63.870 -148.970 394.0 1976-12-21 2005-12-31 +702648-99999 CANTWELL CANTWELL 63.400 -148.950 668.0 1983-11-03 2005-12-05 +702650-99999 FAIRBANKS/EIELSON A 64.650 -147.067 167.0 1944-11-11 2005-12-31 +702670-26415 ALLEN ARMY AIRFIELD 63.994 -145.721 389.2 1945-10-15 2020-02-07 +702675-99999 PAXSON 63.033 -145.500 809.0 1974-04-19 2005-12-31 +702700-99999 FT. RICHARDSON/BRYANT AHP AK 61.267 -149.650 115.0 1973-12-01 2018-05-20 +702710-26425 GULKANA AIRPORT 62.159 -145.459 476.1 1945-01-01 2020-02-07 +702717-99999 SELAWIK 66.600 -159.986 7.6 1973-01-01 2016-09-30 +702720-99999 ANCHORAGE/ELMENDORF 61.250 -149.800 59.0 1941-03-10 2005-12-31 +702725-26491 LAKE HOOD SEAPLANE BASE 61.178 -149.966 27.4 2002-01-01 2020-02-07 +702730-26451 TED STEVENS ANCHORAGE INTL 61.169 -150.028 36.6 1973-01-01 2020-02-07 +702735-26409 MERRILL FIELD AIRPORT 61.217 -149.855 42.1 1945-01-01 2020-02-07 +702740-25331 PALMER MUNICIPAL AIRPORT 61.596 -149.092 70.1 1999-01-01 2020-02-07 +702740-99999 PALMER 61.595 -149.089 74.0 1973-01-01 1998-12-31 +702750-26442 NATIONAL WEATHER SERVICE OFFI 61.130 -146.352 29.0 1973-01-01 2014-04-01 +702755-99999 MCCARTHY 61.433 -142.933 455.0 1974-04-21 2005-12-31 +702756-99999 VALDEZ PIONEER FIEL 61.133 -146.250 36.0 1975-05-01 2005-12-31 +702757-99999 WHITTIER 60.767 -148.683 9.0 1975-05-01 2005-12-31 +702770-99999 SEWARD 60.117 -149.450 18.0 1945-01-01 2005-12-31 +702910-26412 NORTHWAY AIRPORT 62.962 -141.988 522.1 1945-01-01 2020-02-07 +702915-99999 SLANA AIRPORT 62.700 -143.983 730.0 1974-09-04 2005-12-31 +702960-26410 M.K.(MUDHOLE) SMITH ARPT 60.489 -145.451 9.5 1942-06-11 2020-02-07 +702986-99999 BIG RIVER LAKE 60.817 -152.300 12.0 1978-08-23 2005-12-31 +703050-99999 CAPE NEWENHAM AFS 58.650 -162.067 161.0 1953-07-26 2005-12-31 +703080-25713 ST PAUL ISLAND AIRPORT 57.155 -170.222 10.7 1943-11-05 2020-02-07 +703160-25624 COLD BAY AIRPORT 55.221 -162.732 23.8 1942-03-04 2020-02-07 +703165-99999 SAND POINT 55.333 -160.500 6.0 1973-01-07 2004-12-31 +703210-99999 DILLINGHAM MUNI 59.050 -158.517 29.0 1973-01-01 2005-12-31 +703260-25503 KING SALMON AIRPORT 58.683 -156.656 20.4 1942-01-10 2020-02-07 +703330-99999 PORT HEIDEN 56.950 -158.617 29.0 1942-08-03 2005-12-31 +703400-25506 ILIAMNA AIRPORT 59.749 -154.909 43.6 1973-01-01 2020-02-07 +703406-99999 PORT ALSWORTH AIR 60.200 -154.317 85.0 1973-01-01 2004-12-31 +703410-25507 HOMER AIRPORT 59.642 -151.491 19.5 1973-01-01 2020-02-07 +703430-25402 MIDDLETON ISLAND METEOROLOGY 59.433 -146.333 30.5 1945-01-01 2020-02-07 +703500-25501 KODIAK AIRPORT 57.751 -152.486 24.4 1945-01-01 2020-02-07 +703610-25339 YAKUTAT AIRPORT 59.512 -139.671 10.1 1941-05-01 2020-02-07 +703620-25335 SKAGWAY AIRPORT 59.456 -135.324 6.1 1943-10-01 2020-02-07 +703625-99999 HAINES BOAT HARBOR 59.233 -135.433 10.0 1973-07-19 1996-04-29 +703626-25323 HAINES 59.243 -135.509 4.6 1996-06-13 2020-02-07 +703670-25322 GUSTAVUS 58.411 -135.709 12.2 1976-08-01 2020-02-07 +703710-25333 SITKA ROCKY GUTIERREZ ARPT 57.048 -135.365 4.3 1973-01-01 2020-02-07 +703810-25309 JUNEAU INTERNATIONAL 58.357 -134.564 4.9 1973-01-01 2020-02-07 +703817-99999 ELFIN COVE SEAPLANE 58.200 -136.350 0.0 1974-12-19 2005-12-31 +703830-25310 ANGOON SEAPLANE BASE 57.499 -134.586 8.5 1973-01-01 2020-02-07 +703855-99999 KAKE 56.950 -133.900 52.0 1973-01-01 2005-12-31 +703860-25329 JAMES A JOHNSON AIRPORT 56.806 -132.937 32.6 1973-01-01 2020-02-07 +703870-99999 WRANGELL 56.484 -132.370 13.0 1973-01-01 2005-12-31 +703886-99999 PORT ALEXANDER 56.247 -134.650 0.0 1979-05-07 2005-12-31 +703894-25367 KLAWOCK AIRPORT 55.580 -133.075 3.7 2000-01-01 2020-02-07 +703950-25325 KETCHIKAN INTL AIRPORT 55.350 -131.650 24.4 1973-01-01 2020-02-07 +703980-25308 ANNETTE ISLAND AIRPORT 55.039 -131.579 33.2 1941-07-14 2019-10-01 +704140-99999 EARECKSON AS 52.717 174.100 31.0 1943-06-21 2004-12-31 +704540-25704 ADAK NAS 51.883 -176.650 5.2 1942-10-30 2020-02-06 +704820-25626 NIKOLSKI 52.950 -168.850 21.0 1942-09-10 1994-05-14 +704890-99999 DUTCH HARBOR 53.900 -166.550 4.0 1946-01-01 2008-11-23 +710180-99999 RESOLUTE CS 74.717 -94.983 30.0 2004-08-03 2020-02-06 +710210-99999 DEADMEN VALLEY NWT 61.250 -124.467 283.0 2004-07-13 2020-02-06 +710230-99999 JIMMY LAKE 54.920 -109.950 658.0 2003-07-08 08:30:00 2020-02-06 +710260-99999 MEDICINE HAT RCS 50.033 -110.717 715.0 2003-03-30 2020-02-06 +710270-99999 INGONISH BEACH CS 46.667 -60.400 8.0 2003-06-17 2020-02-06 +710280-99999 TATLAYOKO LAKE RCS BC 51.667 -124.400 875.0 2003-06-17 2020-02-06 +710310-99999 DISCOVERY ISLAND 48.420 -123.230 15.0 1992-10-08 2020-02-06 +710348-99999 CHETWYND 55.687 -121.627 609.6 1999-01-14 2020-02-06 +710349-99999 MAKKOVIK 55.083 -59.183 71.0 1999-01-14 2020-02-06 +710354-99999 GOLDEN 51.299 -116.982 784.9 1999-01-14 2020-02-06 +710356-99999 EKATI 64.700 -110.617 469.0 1999-01-14 2020-02-06 +710358-99999 DELINE 65.211 -123.436 218.0 1999-01-14 2020-02-06 +710359-99999 LAC MEMPHREMAGOG 45.270 -72.170 209.0 2004-09-21 2020-02-06 +710370-99999 POINT ATKINSON 49.330 -123.265 35.0 2003-06-17 2020-02-06 +710377-99999 GILLAM 56.370 -94.700 145.0 2005-02-15 2020-02-06 +710390-99999 CARMACKS CS 62.117 -136.200 543.0 2003-06-17 2020-02-06 +710400-99999 LATERRIERE QUE 48.300 -71.117 163.0 1993-04-08 2020-02-06 +710430-99999 NORMAN WELLS 65.281 -126.799 72.2 1945-01-01 2020-02-06 +710435-99999 FORT GOOD HOPE 66.241 -128.651 81.7 1934-01-01 2020-02-06 +710450-99999 TESLIN (AUT) YT 60.167 -132.733 705.0 1943-09-01 2020-02-06 +710455-99999 TESLIN 60.173 -132.743 705.0 1977-07-01 2020-02-06 +710460-99999 KOMAKUK BEACH 69.620 -140.200 13.0 1998-12-24 2018-06-28 +710500-99999 PUNTZI MOUNTAIN (AUT) BC 52.100 -124.133 910.0 1977-07-01 2020-02-06 +710513-27201 SACHS HARBOUR A 72.000 -125.267 86.0 1993-01-01 2020-02-06 +710550-99999 COLVILLE LAKE NWT 67.021 -126.123 259.0 1993-07-01 2020-01-12 +710563-99999 DAWSON CREEK 55.733 -120.183 671.0 1943-05-01 2020-02-06 +710590-99999 CROKER RIVER 69.270 -119.220 69.0 1998-12-24 2018-07-21 +710600-99999 NORDEGG CS ALTA 52.467 -116.067 1362.0 2000-09-29 23:00:00 2020-02-06 +710610-99999 BARRHEAD CS 54.100 -114.450 648.0 2000-11-14 13:00:00 2020-02-06 +710620-99999 VIOLET GROVE CS ALTA 53.150 -115.117 903.0 2000-11-16 14:05:00 2020-02-06 +710630-99999 OTTAWA CDA RCS ONT 45.383 -75.717 79.0 2000-09-20 08:00:01 2020-02-06 +710633-99999 FORT RESOLUTION 61.181 -113.690 160.3 1934-01-01 2020-02-06 +710640-99999 CAPE PEEL WEST 69.030 -107.820 165.0 1998-12-24 2020-02-06 +710680-99999 PEACE RIVER 56.227 -117.447 570.9 1959-01-09 2020-02-06 +710690-99999 SLAVE LAKE 55.293 -114.777 583.4 1955-07-02 2020-02-06 +710735-99999 WHALE COVE AIRPORT 62.233 -92.600 20.0 1978-12-05 2020-02-06 +710740-99999 ISACHSEN (AUT) NU 78.783 -103.550 58.0 1948-05-03 2020-02-06 +710750-99999 COLLINS BAY SASK 58.183 -103.700 492.0 1977-07-01 2020-02-06 +710774-99999 BUFFALO NARROWS 55.842 -108.418 440.1 1979-01-31 2020-02-06 +710790-99999 THOMPSON 55.801 -97.864 222.2 1967-11-08 2020-02-06 +710810-99999 HALL BEACH 68.776 -81.244 8.2 1957-08-01 2020-02-06 +710814-99999 IGLOOLIK AIRPORT 69.367 -81.817 51.0 1979-12-19 2020-02-06 +710820-99999 ALERT UA 82.500 -62.333 65.0 1950-06-01 2004-12-31 +710830-99999 RANKIN INLET 62.811 -92.116 28.7 1981-02-06 2020-02-06 +710840-99999 HAT ISLAND 68.320 -100.080 36.0 1998-12-24 2020-02-06 +710870-99999 FORT PROVIDENCE NWT 61.317 -117.600 162.0 1993-06-15 2020-02-06 +710880-99999 ROWLEY ISLAND 69.070 -79.070 41.0 1998-12-24 2020-02-06 +710900-99999 CLYDE RIVER 70.486 -68.517 26.5 1977-07-01 2020-02-06 +710910-99999 LONGSTAFF BLUFF 68.880 -75.130 162.0 1957-12-02 2017-09-02 +710920-99999 DEWAR LAKES 68.650 -71.170 518.0 1977-07-01 2020-02-06 +710930-99999 CAPE HOOPER 68.467 -66.783 390.0 1957-08-01 2018-07-04 +710934-99999 PANGNIRTUNG 66.145 -65.714 22.9 1934-01-01 2020-02-06 +710944-99999 REPULSE BAY 66.521 -86.225 24.4 1978-12-05 2020-02-06 +710950-99999 POND INLET 72.683 -77.967 55.2 1934-01-01 2020-02-06 +710960-99999 BROUGHTON ISLAND 67.530 -63.780 584.0 1960-04-02 2018-06-19 +710964-99999 QIKIQTARJUAQ 67.546 -64.031 6.4 1979-01-31 2020-02-06 +710970-99999 BREVOORT ISLAND 63.330 -64.150 367.0 1960-04-28 2019-12-09 +711010-99999 SANDSPIT AWOS BC 53.250 -131.800 6.0 1948-01-01 2020-02-06 +711030-99999 QUESNEL 53.026 -122.510 545.3 1955-07-02 2020-02-06 +711040-99999 WILLIAMS LAKE 52.183 -122.054 940.3 1944-07-01 2020-02-06 +711060-94234 TOFINO AIRPORT 49.083 -125.767 24.0 1958-12-02 2020-02-06 +711070-25342 CAPE ST JAMES CS 51.933 -131.000 92.0 1977-07-01 1993-01-14 +711080-99999 ABBOTSFORD 49.025 -122.363 59.4 1955-07-02 2020-02-06 +711090-99999 PORT HARDY 50.681 -127.367 21.6 1955-07-05 2020-02-06 +711130-99999 AGASSIZ CS 49.250 -121.767 19.0 1977-07-04 2020-02-06 +711160-99999 ONEFOUR CDA ALTA 49.117 -110.467 935.0 1991-08-01 2020-02-06 +711200-99999 COLD LAKE 54.405 -110.279 541.0 1955-07-02 2020-02-06 +711210-99999 EDMONTON/NAMAO(MIL) 53.667 -113.467 688.0 1944-10-10 2020-02-06 +711226-99999 BANFF (MARS) 51.200 -115.550 1396.0 1981-11-12 2008-12-31 +711250-99999 MEADOW LAKE A 54.125 -108.523 480.4 1977-07-01 2020-02-06 +711290-99999 KINDERSLEY 51.518 -109.181 694.0 1958-07-01 2020-02-06 +711300-99999 NIPAWIN AIRPORT 53.333 -104.000 374.0 1977-07-01 2020-02-06 +711310-99999 EASTEND CYPRESS (AUT) SASK 49.433 -108.983 1080.0 1977-07-01 2020-02-06 +711320-99999 STONY RAPIDS ARPT 59.250 -105.833 250.0 1986-07-25 2020-02-06 +711330-99999 SPIRITWOOD WEST SASK 53.367 -107.550 584.0 1992-05-01 2020-02-06 +711350-99999 ROCKGLEN (AUT) SASK 49.167 -105.983 917.0 1977-07-01 2020-02-06 +711370-99999 VAL MARIE SOUTHEAST 49.067 -107.583 796.0 1991-12-08 2020-02-06 +711380-99999 YORKTON MUNI 51.265 -102.462 498.3 1955-07-02 2020-02-06 +711390-99999 CYPRESS HILLS PARK SASK 49.650 -109.517 1271.0 1992-05-05 2020-02-06 +711400-99999 BRANDON MUNI 49.917 -99.950 409.3 1977-07-01 2020-02-06 +711470-99999 CARMAN U OF M CS MAN 49.500 -98.033 268.0 1996-11-01 2020-02-06 +711480-99999 PILOT MOUND (AUT) 49.183 -98.900 471.0 1957-12-04 2020-02-06 +711500-99999 SHOAL LAKE CS MAN 50.450 -100.600 561.0 1993-05-20 2020-02-06 +711530-99999 CARDSTON ALTA 49.200 -113.283 1136.0 1994-12-01 2020-02-06 +711540-99999 WATERTON PARK GATE 49.133 -113.817 1289.0 1994-07-06 2020-02-06 +711550-99999 EDMONTON INTERNATIONAL CS AL 53.300 -113.600 715.0 2001-09-16 2020-02-06 +711560-99999 EDSON CLIMATE 53.583 -116.467 927.0 2001-07-16 2020-02-06 +711580-99999 BERENS RIVER CS MAN 52.350 -97.033 222.0 2001-09-16 2020-02-06 +711600-99999 FORT RELIANCE (AUT) NWT 62.700 -109.150 168.0 1993-07-01 2020-02-06 +711620-99999 INNER WHALEBACKS NWT 61.917 -113.717 165.0 1993-07-01 2020-02-06 +711630-99999 WHATI NT 63.133 -117.250 271.0 1994-03-07 2020-02-06 +711640-99999 LITTLE CHICAGO NWT 67.167 -130.217 63.0 1993-07-01 2020-02-06 +711650-99999 REA LAKES 64.117 -117.333 223.3 1994-03-08 2020-02-06 +711700-99999 CARBERRY CS 49.900 -99.350 384.0 1994-09-01 2020-02-06 +711710-99999 VINELAND STATION RCS ONT 43.183 -79.400 79.0 2004-05-10 2020-02-06 +711720-99999 PARRY SOUND CCG ONT 45.333 -80.033 176.0 2004-08-03 2020-02-06 +711760-99999 CAPE KAKKIVIAK 59.980 -64.170 551.0 1996-02-21 2018-06-29 +711770-99999 CAPE KIGLAPAIT 57.130 -61.480 834.0 1998-12-24 2017-10-03 +711790-99999 TUKIALIK BAY 54.720 -58.350 683.0 1998-12-24 2018-08-03 +711840-99999 VARENNES QUE 45.717 -73.383 18.0 1994-08-04 2016-10-25 +711850-99999 DANIELS HARBOUR NFLD 50.233 -57.583 19.0 1955-07-02 2018-05-26 +711880-99999 GASPE 48.775 -64.479 32.9 1977-09-14 2020-02-06 +711890-99999 POINTE CLAVEAU QUE 48.267 -70.117 4.0 1977-07-01 2020-02-06 +711970-99999 PORT AUX BASQUES 47.567 -59.150 40.0 1977-07-01 2017-09-14 +711980-99999 LAC SAINT- PIERRE QUE 46.183 -72.917 16.0 2001-07-02 2019-11-05 +712010-99999 VANCOUVER HARBOUR CS BC 49.283 -123.117 3.0 1980-03-01 2020-02-06 +712060-99999 BELLA COOLA 52.388 -126.596 35.7 1983-07-07 2020-02-06 +712070-99999 SQUAMISH BC 49.783 -123.167 52.0 1982-06-24 2020-02-06 +712110-99999 HOWE SOUND - PAM ROC 49.483 -123.300 5.0 1996-11-01 2020-02-06 +712120-99999 FORET MONTMORENCY RCS QUE 47.317 -71.133 673.0 2004-10-05 2020-02-06 +712140-99999 BODO AGDM ALTA 52.117 -110.100 687.0 2004-08-24 2020-02-06 +712150-99999 OSOYOOS CS BC 49.033 -119.433 283.0 1995-04-23 2020-02-06 +712160-99999 NAKUSP CS BC 50.267 -117.817 512.1 1995-04-23 2020-02-06 +712180-99999 SALMON ARM CS BC 50.700 -119.283 351.0 1995-04-23 2020-02-06 +712200-99999 LUCY ISLAND LIGHTSTATION 54.296 -130.609 22.6 2001-07-05 2020-02-06 +712210-99999 CLEARDALE AGDM ALTA 56.300 -119.733 630.0 2004-07-13 2020-02-06 +712230-99999 CONSORT AGDM ALTA 51.933 -110.700 772.0 2004-08-24 2020-02-06 +712240-99999 DEL BONITA AGDM ALTA 49.050 -112.817 1310.0 2004-08-24 2020-02-06 +712250-99999 FOREMOST AGDM ALTA 49.483 -111.483 881.0 2004-08-24 2020-02-06 +712270-99999 HOLDEN AGDM ALTA 53.183 -112.233 688.0 2004-07-13 2020-02-06 +712280-99999 KILLAM AGDM ALTA 52.833 -111.867 675.0 2004-08-24 2020-02-06 +712290-99999 MANNING AGDM ALTA 56.967 -117.450 457.0 2004-08-24 2020-02-06 +712310-99999 BOW ISLAND 49.733 -111.450 817.0 1994-02-01 2020-02-06 +712320-99999 BOW VALLEY ALTA 51.083 -115.067 1298.0 1993-06-07 2020-02-06 +712340-99999 CLARESHOLM 50.000 -113.633 1009.0 1994-02-01 2020-02-06 +712350-99999 COP UPPER ALTA 51.067 -114.217 1235.0 1993-06-07 2020-02-03 +712360-99999 CROWSNEST ALTA 49.617 -114.483 1303.0 1993-06-07 2020-02-06 +712370-99999 DRUMHELLER EAST ALTA 51.433 -112.667 678.0 2001-09-16 2020-02-06 +712380-99999 ELK ISLAND NAT PARK ALTA 53.683 -112.867 713.7 1993-07-01 2020-02-06 +712400-99999 ESTHER 1 ALTA 51.667 -110.200 707.0 1993-06-07 2020-02-06 +712420-99999 LACOMBE CDA 2 ALTA 52.450 -113.750 860.0 1993-06-07 2020-02-06 +712430-99999 LETHBRIDGE CDA 49.700 -112.767 910.0 1994-12-01 2020-02-06 +712440-99999 MILK RIVER ALTA 49.133 -112.050 1050.0 1993-09-08 2020-01-20 +712450-99999 NAKISKA RIDGETOP ALTA 50.933 -115.183 2543.0 1994-03-03 2020-02-06 +712460-99999 RED EARTH ALTA 56.533 -115.267 546.0 1993-07-01 2020-02-06 +712480-99999 SUNDRE A ALTA 51.767 -114.683 1114.0 1993-06-07 2020-02-06 +712490-99999 THREE HILLS 51.768 -113.206 857.0 1993-06-07 2020-02-06 +712510-99999 VAUXHALL CDA CS ALTA 50.050 -112.133 779.0 1993-06-07 2020-02-06 +712520-99999 WILLOW CREEK 1 ALTA 53.383 -118.333 1402.0 1994-04-14 2020-02-06 +712530-99999 GARDEN RIVER ALTA 58.700 -113.867 241.0 1995-04-23 2019-12-12 +712540-99999 CAMROSE ALTA 53.033 -112.817 739.0 1994-01-01 2020-02-06 +712550-99999 MILDRED LAKE ALTA 57.033 -111.550 310.0 1994-01-01 2020-02-06 +712570-99999 MORRIN AGDM ALTA 51.650 -112.667 836.0 2004-08-24 2020-02-06 +712580-99999 OLDS AGDM ALTA 51.750 -114.067 1046.0 2004-08-24 2020-02-06 +712590-99999 POLLOCKVILLE AGDM ALTA 51.117 -111.700 750.0 2004-08-24 2020-02-06 +712600-99999 SAULT STE MARIE 46.485 -84.509 192.0 1986-04-25 2020-02-06 +712610-99999 GODERICH ONT 43.767 -81.717 214.0 1981-10-26 2020-02-06 +712625-99999 NIAGARA DISTRICT 43.192 -79.172 97.8 1983-12-22 2020-02-06 +712643-99999 BUTTONVILLE MUNI 43.862 -79.370 198.1 1986-06-20 2019-01-03 +712690-99999 SCHULER AGDM ALTA 50.300 -110.083 800.0 2004-08-24 2020-02-06 +712700-99999 COLLINGWOOD ONT 44.500 -80.217 180.0 1994-12-01 2020-02-06 +712740-99999 SMOKY LAKE AGDM ALTA 54.267 -112.483 680.0 2004-09-13 2020-02-06 +712750-99999 ST. PAUL AGDM ALTA 54.000 -111.267 649.0 2004-07-13 2020-02-06 +712760-99999 TWO HILLS AGDM ALTA 53.617 -111.667 678.0 2004-08-24 2020-02-06 +712770-99999 VALLEYVIEW AGDM ALTA 55.083 -117.183 698.0 2004-10-05 2020-02-06 +712780-99999 VERMILLION AGDM ALTA 53.333 -110.867 623.0 2004-08-24 2020-02-06 +712790-99999 SEPT-ILES QUE 50.217 -66.250 53.0 2004-08-24 2020-02-06 +712820-99999 LAGOON CITY ONT 44.533 -79.217 221.0 1994-12-01 2020-02-06 +712850-99999 ABEE AGDM ALTA 54.283 -112.967 664.0 2004-08-24 2020-02-06 +712860-99999 ANDREW AGDM ALTA 53.917 -112.267 625.0 2004-08-24 2020-02-06 +712870-99999 ATMORE AGDM ALTA 54.767 -112.817 574.0 2004-08-24 2020-02-06 +712890-99999 STETTLER AGDM ALTA 52.333 -112.583 795.0 2004-07-13 2020-02-06 +712910-99999 CAMERON FALLS (AUT) ONT 49.150 -88.333 233.0 2003-06-17 2020-02-06 +712940-99999 BANCROFT AUTO ONT 45.067 -77.867 331.0 2001-09-16 2020-02-06 +712950-99999 EAR FALLS (AUT) 50.633 -93.217 363.0 2003-06-17 2020-02-06 +712960-99999 EGBERT CS ONT 44.233 -79.783 251.0 2004-08-24 2020-02-06 +712970-99999 HAMILTON RBG CS ONT 43.283 -79.900 102.0 2004-08-03 2020-02-06 +713000-99999 KEMPTVILLE CS ONT 45.000 -75.633 99.0 2004-08-24 2020-02-06 +713010-99999 KIRKLAND LAKE CS ONT 48.150 -80.000 324.0 2004-09-21 2020-02-06 +713080-99999 TRACADIE NS NS 45.600 -61.667 67.0 2004-07-13 2020-02-06 +713100-99999 ST. PETERS PEI 46.450 -62.567 30.0 2004-06-08 2020-02-06 +713110-99999 NAPPAN AUTO NS 45.750 -64.233 20.0 2004-09-21 2020-02-06 +713130-99999 HAVRE ST PIERRE 50.283 -63.600 37.8 1994-12-01 2020-02-06 +713170-99999 DEBERT 45.417 -63.467 38.0 2004-09-21 2020-02-06 +713190-99999 CHARLEVOIX (MRX) 47.283 -70.633 723.0 1997-12-01 2020-02-06 +713220-99999 ARVIAT CLIMATE NU 61.100 -94.067 10.0 2005-02-01 2020-02-06 +713230-99999 BEAUCEVILLE QUE 46.200 -70.783 229.0 1994-07-28 2020-02-06 +713310-99999 ISLAND FALLS (AUT) SASK 55.533 -102.350 297.0 2004-11-09 2020-02-06 +713400-99999 DAPP AGDM ALTA 54.317 -113.950 614.0 2004-08-24 2020-02-06 +713410-99999 BROCKET AGDM ALTA 49.617 -113.817 1073.0 2004-05-10 2020-02-06 +713420-99999 OYEN AGDM ALTA 51.383 -110.350 767.0 2004-09-28 2020-02-06 +713430-99999 WRENTHAM AGDM ALTA 49.500 -112.117 944.0 2004-08-24 2020-02-06 +713440-99999 HUSSAR AGDM ALTA 51.183 -112.500 971.0 2004-05-10 2020-02-06 +713460-99999 BARNWELL AGDM ALTA 49.800 -112.300 824.0 2004-05-10 2020-02-06 +713470-99999 FAIRVIEW AGDM ALTA 56.067 -118.433 655.0 2004-05-18 2020-02-06 +713480-99999 PEORIA AGDM ALTA 55.617 -118.283 621.0 2004-05-10 2020-02-06 +713490-99999 RICH LAKE AGDM ALTA 54.500 -111.700 585.0 2004-05-10 2020-02-06 +713500-99999 HARRINGTON CDA CS PEI 46.350 -63.167 53.0 2004-10-05 2020-02-06 +713510-99999 OLIVER AGDM ALTA 53.650 -113.350 665.0 2004-05-10 2020-02-06 +713530-99999 PRENTISS ALBERTA ALTA 52.433 -113.600 965.0 2004-06-08 2020-02-06 +713540-99999 MUNDARE AGDM ALTA 53.567 -112.300 683.0 2004-09-21 2020-02-06 +713620-99999 FORT SMITH CLIMATE NWT 60.017 -111.917 203.0 2004-08-03 2020-02-06 +713640-99999 INUVIK CLIMATE NWT 68.317 -133.517 103.0 2004-06-08 2020-02-06 +713700-99999 SHAWINIGAN CS QUE 46.550 -72.733 110.0 2001-09-04 2020-02-06 +713710-99999 MONTREAL/ST HUBERT 45.517 -73.417 27.4 1955-07-02 2020-02-06 +713720-99999 L'ACADIE QUE 45.283 -73.333 44.0 1992-05-05 2020-02-06 +713730-99999 FRELIGHSBURG QUE 45.050 -72.850 152.0 1992-05-05 2020-02-06 +713740-99999 CAPE WHITTLE QUE 50.150 -60.050 7.0 1994-01-03 2020-02-06 +713750-99999 ILE AUX PERROQUETS QUE 50.217 -64.200 9.0 1994-01-08 2020-02-06 +713760-99999 ST JOVITE QUE 46.067 -74.550 239.0 1993-03-20 2020-02-06 +713770-99999 STE ANNE DE BELLEVUE 1 QUE 45.417 -73.917 39.0 1994-02-01 2020-02-06 +713780-99999 LA TUQUE QUE 47.400 -72.783 169.0 1993-07-01 2020-02-06 +713790-99999 NORMANDIN QUE 48.833 -72.533 137.0 1994-02-01 2020-02-05 +713810-99999 MISTOOK QUE 48.583 -71.700 113.0 1994-12-01 2020-02-06 +713820-99999 PARC DES LAURENTIDES QUE 47.550 -71.217 791.0 1994-02-01 2020-02-06 +713830-99999 BONNARD 1 QUE 50.717 -71.000 498.0 1993-01-12 2020-02-06 +713840-99999 CAP TOURMENTE QUE 47.067 -70.767 6.0 1994-02-01 2020-02-06 +713850-99999 ILE BICQUETTE QUE 48.400 -68.883 7.0 1994-01-03 2019-01-20 +713860-99999 AMQUI QUE 48.467 -67.433 166.0 2001-09-16 2019-07-08 +713870-99999 ONATCHIWAY QUE 48.883 -71.017 304.0 2001-09-16 2020-02-06 +713880-99999 LA BAIE 48.300 -70.917 152.0 2001-09-16 2020-02-05 +713890-99999 DESCHAMBAULT CS QUE 46.683 -71.967 61.0 2001-08-02 2020-02-06 +713900-99999 POINTE NOIRE CS QUE 50.150 -66.433 24.0 2001-09-16 2019-11-05 +713910-99999 HIGH FALLS QC 45.833 -75.633 195.0 2001-09-16 2020-02-06 +713920-99999 STE FOY (U. LAVAL) QUE 46.780 -71.283 91.0 1997-12-01 2020-02-06 +713953-99999 HALIFAX INTL ARPT & 44.883 -63.517 145.0 1949-01-01 1993-03-09 +713970-99999 GREENWOOD 44.984 -64.917 28.0 1955-07-02 2020-02-06 +714000-99999 BADGER (AUT) NFLD 48.967 -56.067 103.0 1981-10-01 2020-02-06 +714020-99999 TWILLINGATE (AUT) NFLD 49.683 -54.800 92.0 1985-09-10 2020-02-06 +714030-99999 BEAVER ISLAND (AUT) NS 44.817 -62.333 16.0 1986-10-27 00:00:00 2020-02-06 +714060-99999 FEROLLE POINT (AUT) NFLD 51.017 -57.100 6.0 1985-08-30 2020-02-06 +714080-99999 SAGONA ISLAND NFLD 47.367 -55.783 60.0 1985-08-14 2020-02-06 +714110-99999 WESTERN HEAD NS 43.983 -64.667 10.0 1977-06-13 2020-02-06 +714120-99999 EAST POINT (AUT) PEI 46.450 -61.983 8.0 1978-08-01 2020-02-06 +714150-99999 CARIBOU POINT (AUT) NS 45.767 -62.683 2.0 1985-08-11 2020-02-06 +714170-99999 ENGLEE (AUT) 50.720 -56.120 30.0 1989-06-07 00:00:00 2020-02-06 +714180-99999 ST PAUL ISLAND (AUT) NS 47.217 -60.133 27.0 1987-06-01 2020-02-06 +714190-99999 HART ISLAND (AUT) NS 45.350 -60.983 8.0 1985-05-22 2020-02-06 +714210-99999 LAC EON QUE 51.867 -63.283 589.0 1980-03-19 2020-02-06 +714230-99999 HEATH POINT QUE 49.083 -61.700 7.0 1985-01-02 2020-02-06 +714240-99999 ILE D'ORLEANS 47.000 -70.817 4.0 1985-07-01 2020-02-06 +714250-99999 CAP MADELEINE QUE 49.250 -65.317 29.0 1985-11-06 2020-02-06 +714260-99999 ILE ROUGE QUE 48.067 -69.550 6.0 1984-09-21 2020-02-06 +714270-99999 POINTE DES MONTS QUE 49.317 -67.381 5.9 1985-12-10 2020-02-06 +714290-99999 CAP D'ESPOIR QUE 48.417 -64.317 15.0 1985-09-15 2020-02-06 +714300-99999 POINT PETRE (AUT) ONT 43.833 -77.150 79.0 1977-06-11 2020-02-06 +714310-99999 COBOURG (AUT) ONT 43.950 -78.167 78.0 1977-06-11 2020-02-06 +714320-99999 PORT WELLER (AUT) ONT 43.250 -79.217 79.0 1977-06-11 2020-02-06 +714330-99999 CARIBOU ISLAND (AUT) ONT 47.333 -85.833 187.0 1980-03-01 2020-02-06 +714340-99999 PEAWANUCK (AUT) 54.983 -85.433 53.0 1987-09-28 00:00:00 2020-02-06 +714350-99999 UPSALA (AUT) ONT 49.033 -90.467 489.0 1981-10-26 2020-02-06 +714370-99999 BURLINGTON PIERS (AUT) ONT 43.300 -79.800 77.0 1991-05-01 2020-02-06 +714380-99999 WESTERN ISLAND (AUT) ONT 45.033 -80.367 191.0 1984-06-07 2020-02-06 +714390-99999 COVE ISLAND (AUT) ONT 45.333 -81.733 181.0 1985-09-10 2020-02-06 +714410-99999 GRETNA (AUT) MAN 49.017 -97.550 253.0 1981-10-26 2020-02-06 +714420-99999 FISHER BRANCH (AUT) MAN 51.083 -97.550 253.0 1985-12-01 2020-02-06 +714430-99999 SWAN RIVER (AUT) MAN 52.117 -101.233 335.0 1988-01-05 2020-02-06 +714440-99999 WASAGAMING MAN 50.650 -99.933 627.0 1991-09-20 2020-02-06 +714450-99999 GEORGE ISLAND (AUT) MAN 52.817 -97.600 223.0 1984-09-21 2020-02-06 +714460-99999 SWIFT CURRENT CDA SASK 50.267 -107.733 825.0 1994-01-11 00:00:00 2020-02-06 +714470-99999 MELITA MAN 49.283 -100.983 446.0 1990-07-24 2020-02-06 +714480-99999 PINAWA MAN 50.167 -96.050 268.0 1991-06-11 2020-02-06 +714490-99999 SPRAGUE 49.017 -95.600 329.0 2001-09-16 2020-02-06 +714510-99999 SOUTHEND SASK 56.333 -103.283 344.0 1990-07-24 2020-02-06 +714520-99999 WEYBURN SASK 49.700 -103.800 589.0 1990-01-11 2020-02-06 +714530-99999 MAPLE CREEK SASK 49.900 -109.467 767.0 1990-03-14 2020-02-06 +714540-99999 WASKESIU LAKE SASK 53.917 -106.067 569.0 1990-02-08 2020-02-06 +714550-99999 LUCKY LAKE SASK 50.950 -107.150 665.0 1991-01-08 2020-02-06 +714560-99999 MELFORT SASK 52.817 -104.600 490.0 1991-01-08 2020-02-06 +714570-99999 BROOKS ALTA 50.550 -111.850 747.0 1991-08-01 2020-02-06 +714580-99999 VEGREVILLE ALTA 53.517 -112.100 639.0 1991-08-01 2020-02-06 +714590-99999 LEADER AIRPORT SASK 50.900 -109.500 676.0 1991-08-22 2020-02-06 +714600-99999 KILLARNEY (AUT) ONT 45.967 -81.483 196.0 1985-09-10 2020-02-06 +714620-99999 GREAT DUCK ISLAND 45.633 -82.967 183.0 1985-02-08 2020-02-06 +714630-99999 PORT COLBORNE (AUT) ONT 42.867 -79.250 184.0 1986-01-02 2020-02-06 +714640-99999 LONG POINT (AUT) 42.550 -80.050 175.0 1986-01-09 2019-10-16 +714650-99999 ERIEAU (AUT) ONT 42.250 -81.900 178.0 1986-01-17 2020-02-06 +714660-99999 SOUTHEAST SHOAL (AUT) ONT 41.833 -82.467 195.0 1985-12-01 2016-12-16 +714720-99999 KINDAKUN ROCKS (AUT) BC 53.300 -132.767 14.0 1980-10-01 2020-02-06 +714730-99999 SATURNA ISLAND CS 48.783 -123.033 24.0 1980-09-14 2020-02-06 +714735-99999 VICTORIA HARBOUR 48.420 -123.330 5.0 1992-10-08 2020-02-06 +714740-99999 CLINTON 51.150 -121.500 1057.0 1981-06-01 2017-03-20 +714760-99999 GREY ISLET (AUT) 54.567 -130.683 8.0 1988-03-07 2020-02-06 +714770-99999 ROSE SPIT (AUT) BC 54.150 -131.650 7.0 1986-04-25 2020-02-06 +714780-99999 SARTINE ISLAND (AUT) 50.817 -128.900 111.0 1985-01-30 2020-02-06 +714790-99999 SOLANDER ISLAND (AUT) BC 50.100 -127.933 99.0 1985-01-02 2020-02-06 +714820-99999 CATHEDRAL POINT (AUT) BC 52.183 -127.467 31.0 1985-04-22 2020-02-06 +714840-99999 BONILLA ISLAND (AUT) BC 53.500 -130.633 15.0 1986-03-31 2020-02-06 +714850-99999 HERBERT ISLAND 50.933 -127.650 1605.0 1985-01-02 2020-02-06 +714860-99999 JASPER WARDEN ALTA 52.933 -118.033 1020.0 1991-08-01 2020-02-06 +714870-99999 ASSINIBOIA AIRPORT SASK 49.733 -105.933 726.0 1991-09-11 2020-02-06 +714880-99999 KEY LAKE A 57.250 -105.600 514.0 1993-05-31 00:00:00 2010-08-01 14:01:00 +714900-99999 ROBERTSON LAKE (AUT) NU 65.083 -102.417 244.0 1980-03-01 2020-02-06 +714930-99999 PARRSBORO 45.417 -64.350 30.9 2005-01-01 2020-02-06 +714950-99999 NEIR AGDM 51.367 -114.083 1145.0 2004-09-21 2020-02-06 +714963-99999 LUPIN ARPT (SAWR) 65.767 -111.250 494.0 1982-06-24 2006-10-31 +714970-99999 FORT LIARD NWT 60.233 -123.467 213.0 1992-02-19 2020-02-06 +715010-99999 HERSCHEL ISLAND YT 69.567 -138.917 1.0 1986-10-16 2020-02-06 +715020-99999 PELLY ISLAND NWT 69.617 -135.433 17.0 1986-11-01 2020-02-06 +715030-99999 DELINE CS NWT 65.217 -123.433 213.0 1999-02-01 08:00:00 2020-02-06 +715050-99999 HAINES JUNCTION 60.767 -137.583 595.0 1991-11-06 2020-02-06 +715060-99999 ROCK RIVER 66.983 -136.217 731.0 1991-06-11 2020-02-06 +715080-99999 TORONTO CITY ONT 43.667 -79.400 113.0 2004-08-03 2020-02-06 +715100-99999 ROSETOWN EAST SASK 51.567 -107.917 586.0 1991-09-11 2020-02-06 +715110-99999 WATROUS EAST SASK 51.667 -105.400 526.0 1991-08-01 2020-02-06 +715120-99999 LONGUE POINTE DE MINGAN QUE 50.271 -64.226 11.0 1994-02-01 2020-02-06 +715150-99999 INDIAN HEAD CDA SASK 50.550 -103.650 579.0 2001-09-16 2020-02-06 +715160-99999 CORONACH SPC SASK 49.050 -105.483 756.0 1996-05-01 2020-02-06 +715170-99999 BLOOD TRIBE AGDM ALTA 49.567 -113.050 980.0 2004-09-21 2020-02-06 +715180-99999 ENCHANT AGDM ALTA 50.183 -112.433 801.0 2004-09-21 2020-02-06 +715190-99999 BOW ISLAND IRRIGATION AGDM 49.867 -111.383 799.0 2004-09-21 2020-02-06 +715200-99999 LAC BENOIT QUE 51.533 -71.117 549.0 1996-11-01 2020-02-06 +715210-99999 MANOUANE EST QUE 50.650 -70.517 497.0 1994-10-03 2020-02-06 +715220-99999 CHUTES DES PASSES QUE 49.833 -71.167 398.0 1994-09-01 2020-02-06 +715230-99999 CHAMOUCHOUANE QUE 49.267 -73.350 304.0 1994-10-28 2020-02-06 +715240-99999 L'ASSOMPTION QUE 45.800 -73.433 21.0 1994-10-01 2020-02-06 +715250-99999 SEVEN PERSONS AGDM ALTA 49.917 -110.917 766.0 2004-10-05 2020-02-06 +715260-99999 STRATHMORE AGDM ALTA 51.033 -113.283 967.0 2004-10-05 2020-02-06 +715280-99999 IRON SPRINGS AGDM ALTA 49.900 -112.733 858.0 2004-09-21 2020-02-06 +715340-99999 BORDEN 44.250 -79.917 223.0 2003-06-17 2020-02-06 +715350-99999 FINCASTLE AGDM ALTA 49.800 -112.033 833.0 2004-09-21 2020-02-06 +715360-99999 RAYMOND AGDM ALTA 49.483 -112.683 937.0 2004-08-05 2020-02-06 +715370-99999 ROSEMARY AGDM 50.820 -112.050 714.0 2004-08-04 2020-02-06 +715380-99999 WINDSOR 42.276 -82.956 189.6 1955-07-02 2020-02-06 +715510-99999 OUTLOOK PFRA SASK 51.483 -107.050 541.0 1996-11-01 2020-02-06 +715520-99999 VICTORIA BEACH (AUT) MAN 50.700 -96.567 220.0 1996-08-01 2020-02-06 +715530-99999 ROBLIN MAN 51.183 -101.367 540.0 2001-08-03 2020-02-06 +715540-99999 POINTE-AU-PERE (INRS) 48.517 -68.467 5.0 2001-09-16 2020-02-06 +715560-99999 LAST MOUNTAIN CS 51.417 -105.250 497.0 2001-09-16 2020-02-06 +715640-99999 MORDEN CDA CS MAN 49.183 -98.083 298.0 2001-09-16 2020-02-06 +715690-99999 BRATT'S LAKE UA SASK 50.200 -104.700 580.0 2001-09-16 2020-02-06 +715730-99999 DELHI CS ONT 42.867 -80.550 232.0 2001-09-16 2020-02-06 +715770-99999 GIMLI HARBOUR CS MAN 50.617 -96.967 217.0 2001-09-16 2020-02-06 +715780-99999 BEAUPORT QUE 46.833 -71.183 10.0 2003-06-17 2020-02-06 +715850-99999 FORT MCMURRAY CS ALTA 56.650 -111.217 369.0 2001-08-25 2020-02-06 +715880-99999 ROCKY HARBOUR CS NFLD 49.567 -57.867 68.0 2001-09-16 2020-02-06 +715890-99999 TERRA NOVA NAT PARK CS NFLD 48.550 -53.967 107.0 2001-07-02 2020-02-06 +715900-99999 EDMUNSTON 47.420 -68.320 154.0 2004-08-10 2020-02-06 +715901-99999 MALAY FALLS 44.980 -62.480 40.0 2005-02-17 2020-02-06 +715980-99999 BAS CARAQUET NB 47.800 -64.833 5.0 2003-06-17 2020-02-06 +715990-99999 KEJIMKUJIK 1 NS 44.417 -65.200 165.0 1997-05-01 2020-02-06 +716000-99999 SABLE ISLAND NS 43.917 -60.000 5.0 1955-07-02 2017-10-24 +716010-99999 SHEARWATER 44.640 -63.499 50.9 1954-01-01 2020-02-06 +716030-99999 YARMOUTH 43.827 -66.088 43.0 1949-01-01 2020-02-06 +716070-99999 ST.STEPHEN (AUT) 45.217 -67.250 26.0 1982-01-01 2019-12-19 +716090-99999 SAINT JOHN 45.317 -65.883 108.8 1955-07-02 2020-02-06 +716110-99999 LENOXVILLE QUE 45.367 -71.817 181.0 1996-03-01 2020-02-06 +716120-99999 MCTAVISH QUE 45.500 -73.567 73.0 1994-12-01 2020-02-06 +716140-99999 STE CLOTHILDE QUE 45.167 -73.667 53.0 1991-11-01 2020-02-06 +716170-99999 JONQUIERE QUE 48.417 -71.133 128.0 1992-01-06 2020-02-06 +716190-99999 NEW CARLISLE 1 QUE 48.012 -65.332 46.4 1994-02-01 2020-02-06 +716210-99999 TRENTON 44.117 -77.533 86.3 1955-07-03 2020-02-06 +716230-99999 LONDON 43.036 -81.154 278.0 1955-07-02 2020-02-06 +716250-99999 PETAWAWA 45.952 -77.319 130.1 1978-01-01 2020-02-06 +716270-94792 MONTREAL/TRUDEAU INT 45.467 -73.733 36.0 1955-01-01 2020-02-06 +716278-99999 KUUJJUARAPIK ARPT 55.283 -77.750 10.0 1977-07-01 2020-02-06 +716279-99999 GATINEAU 45.522 -75.564 64.3 1980-04-23 2020-02-06 +716300-99999 MUSKOKA 44.975 -79.303 281.9 1955-07-02 2020-02-06 +716330-99999 WIARTON A 44.750 -81.100 222.2 1950-01-01 2020-02-06 +716420-99999 CHAPLEAU 47.820 -83.347 446.5 1996-11-01 2020-02-06 +716820-99999 LINDBURG LANDING NWT 61.117 -122.850 183.0 2001-09-16 2020-02-06 +716830-99999 TRAIL VALLEY NWT 68.750 -133.500 85.0 2004-07-13 2020-02-06 +716990-99999 POINT LEPREAU CS 45.067 -66.450 6.0 2004-09-21 2020-02-06 +717010-99999 GAGETOWN (CAN-MIL) 45.833 -66.433 51.0 1977-07-04 2020-02-06 +717020-99999 SUMMERSIDE 46.433 -63.833 12.0 1950-01-01 2020-02-06 +717030-99999 ST LEONARD 47.150 -67.833 241.7 1985-03-19 2014-06-30 +717050-99999 GREATER MONCTON INTL 46.112 -64.679 70.7 1942-01-01 2020-02-06 +717060-99999 CHARLOTTETOWN 46.283 -63.133 48.8 1955-07-02 2020-02-06 +717070-99999 SYDNEY A 46.167 -60.050 61.9 1942-01-01 2020-02-06 +717080-99999 QUEBEC JEAN LESAGE INTL 46.791 -71.393 74.4 2005-01-04 2020-02-06 +717090-99999 ILES DE LA MADELEINE A 47.417 -61.783 10.7 1977-07-01 2020-02-06 +717110-99999 CHARLO 47.983 -66.333 40.0 1977-07-01 2003-11-02 +717120-99999 ST ANICET 1 QUE 45.117 -74.283 49.0 1994-02-01 2020-02-06 +717130-99999 LA POCATIERE QUE 47.350 -70.017 31.0 1996-03-01 2020-02-06 +717150-99999 RIVIERE DU LOUP QUE 47.800 -69.533 147.0 1977-07-01 2020-02-06 +717170-99999 MIRAMICHI A 47.000 -65.450 33.0 1931-01-01 00:00:00 2005-09-02 14:00:01 +717190-99999 MISCOU ISLAND (AUT) 48.017 -64.500 4.0 1977-07-01 2020-02-06 +717210-99999 MANIWAKI AIRPORT 46.267 -76.000 200.0 1993-08-01 2020-02-06 +717220-99999 MANIWAKI UA 46.300 -76.000 189.0 1955-07-02 2006-03-07 +717230-99999 NICOLET QUE 46.217 -72.650 8.0 1991-06-11 2020-02-06 +717240-99999 TROIS RIVIERES QUE 46.350 -72.500 6.0 1991-11-06 2020-02-06 +717250-99999 VAL D OR 48.053 -77.783 337.4 1955-07-02 2020-02-06 +717255-99999 ROUYN NORANDA 48.206 -78.836 301.1 1977-07-01 2020-02-06 +717260-99999 PARENT QUE 47.917 -74.617 445.0 1955-07-02 2020-02-06 +717270-99999 BAGOTVILLE 48.331 -70.996 159.1 1950-01-02 2020-02-06 +717280-99999 ROBERVAL A 48.517 -72.267 178.6 1957-10-11 2020-02-06 +717300-99999 SUDBURY 46.625 -80.799 347.8 1955-07-02 2020-02-06 +717310-99999 NORTH BAY 46.364 -79.423 370.3 1950-01-01 2020-02-06 +717334-99999 ELLIOT LAKE MUNI 46.351 -82.561 331.3 1978-01-11 2012-04-02 +717340-99999 ROUYN QUE 48.233 -79.033 318.0 1992-05-05 2020-02-06 +717350-99999 EARLTON 47.700 -79.850 243.0 1955-07-02 2008-12-31 +717374-99999 CHAPLEAU ARPT(SAWR) 47.650 -83.350 448.0 1978-08-14 1998-05-10 +717380-99999 WAWA 47.967 -84.787 287.1 1977-07-01 2020-02-06 +717390-99999 TIMMINS VICTOR POWER A 48.570 -81.377 294.7 1955-07-02 2020-02-06 +717470-99999 ATIKOKAN (AUT) ONT 48.750 -91.617 389.0 2001-09-16 2020-02-06 +717490-99999 THUNDER BAY A 48.367 -89.333 199.0 1955-07-02 2020-02-06 +717493-99999 TERRACE BAY 48.813 -87.099 289.6 1982-08-06 2020-02-06 +717500-54802 PUKASKWA 48.583 -86.300 208.0 2005-01-01 2020-02-06 +717510-99999 WELCOME ISLAND (AUT) 48.367 -89.117 211.0 1996-11-01 2020-02-06 +717680-99999 SUMMERLAND CS BC 49.567 -119.650 454.2 1995-04-23 2020-02-06 +717690-99999 BALLENAS ISLAND BC 49.350 -124.150 13.0 1995-04-23 2020-02-06 +717700-99999 CRESTON CAMPBELL SCIENTIFIC 49.083 -116.500 646.0 1995-04-23 2020-02-06 +717720-99999 ENTRANCE ISLAND CS BC 49.217 -123.800 5.0 1995-04-23 2020-02-06 +717740-99999 MALAHAT BC 48.567 -123.517 366.0 1995-04-23 2020-02-06 +717750-99999 PITT MEADOWS CAMPBELL SCIENTI 49.200 -122.683 5.0 1995-04-23 2020-02-06 +717760-99999 NELSON BC 49.483 -117.300 534.9 1995-04-23 2020-02-06 +717770-99999 PEMBERTON AIRPORT BC 50.300 -122.733 204.0 1995-04-23 2020-02-06 +717780-99999 RACE ROCKS CAMPBELL SCIENTIFI 48.300 -123.533 3.0 1995-04-23 2020-02-06 +717800-99999 SHERINGHAM POINT BC 48.383 -123.917 22.0 1995-04-23 2020-02-06 +717810-99999 SISTERS ISLAND BC 49.483 -124.433 20.0 1995-04-23 2020-02-06 +717820-99999 SPARWOOD CS BC 49.750 -114.883 1138.0 1995-04-23 2020-02-06 +717830-99999 VICTORIA UNIVERSITY CS 48.450 -123.300 60.0 1995-04-23 2020-02-06 +717840-99999 WEST VANCOUVER (AUT) 49.350 -123.200 168.0 1995-04-23 2020-02-06 +717850-99999 WHITE ROCK CAMPBELL SCIENTIFI 49.017 -122.767 13.0 1995-04-23 2020-02-06 +717860-99999 YOHO PARK BC 51.450 -116.350 1602.0 1996-05-01 2020-02-06 +718000-99999 CAPE RACE (AUT) NFLD 46.650 -53.067 27.0 1955-07-02 2020-01-17 +718050-99999 ST PIERRE 46.763 -56.176 8.2 1977-07-01 2020-02-06 +718070-99999 ARGENTIA (AUT) 47.300 -53.983 19.0 1945-03-01 2017-08-03 +718100-99999 PORT MENIER QUE 49.833 -64.283 55.0 1960-07-19 2020-02-06 +718113-99999 NEMISCAU ARPT(SAWR) 51.700 -76.117 244.0 1981-11-24 2015-10-30 +718130-99999 NATASHQUAN A 50.183 -61.800 11.0 1955-07-02 2020-02-06 +718140-99999 CHEVERY QUE 50.450 -59.633 8.0 1955-07-02 2020-02-06 +718150-99999 STEPHENVILLE A 48.533 -58.550 25.0 1941-10-15 2020-02-06 +718170-99999 MARYS HARBOUR 52.300 -55.833 12.0 1957-10-01 2020-02-06 +718180-99999 CARTWRIGHT 53.717 -57.033 14.0 1955-07-02 2020-02-06 +718194-99999 ST ANTHONY 51.383 -56.083 34.0 1977-08-03 2004-09-08 +718210-99999 MATAGAMI A 49.750 -77.800 281.3 1977-07-01 2020-02-06 +718220-99999 CHAPAIS 49.772 -74.528 387.1 1977-07-01 2020-02-06 +718250-99999 WABUSH 52.922 -66.864 551.1 1960-11-02 2020-02-06 +718270-99999 LA GRANDE RIVIERE 53.625 -77.704 194.8 1977-07-01 2020-02-06 +718275-99999 LA GRANDE III(SAWR) 53.567 -76.200 233.0 1978-12-05 2015-10-30 +718280-99999 SCHEFFERVILLE A 54.800 -66.800 520.9 1955-07-02 2020-02-06 +718290-99999 BAIE COMEAU QUE 49.250 -68.133 130.0 1996-03-01 2020-02-06 +718310-99999 KAPUSKASING 49.414 -82.468 226.5 1950-01-01 2020-02-06 +718320-99999 NAGAGAMI (AUT) ONT 49.733 -84.150 264.0 1982-01-01 2020-02-06 +718340-99999 GERALDTON GREENSTONE REGIONAL 49.778 -86.939 348.7 1982-01-01 2020-02-06 +718360-99999 MOOSONEE AWOS 51.283 -80.600 9.1 1982-01-01 2020-02-06 +718420-99999 SIOUX LOOKOUT AIRPORT 50.117 -91.900 383.4 1955-07-02 2020-02-06 +718425-99999 DRYDEN RGNL 49.833 -92.733 413.0 1982-01-01 2008-12-31 +718429-99999 CHESTERFIELD INLET 63.333 -90.717 11.0 2004-05-10 2020-02-06 +718434-99999 LUTSEL KE 62.420 -110.670 179.0 2004-05-10 2020-02-06 +718435-99999 KANGIKSUALUJJUAQ 58.717 -65.983 60.0 2004-05-18 2020-02-06 +718442-99999 SALLUIT 62.179 -75.667 232.0 2004-07-13 2020-02-06 +718500-99999 KENORA A 49.783 -94.367 406.0 1955-07-04 2020-02-06 +718510-99999 SOUTHPORT 49.903 -98.274 269.7 1955-07-02 2020-02-06 +718520-99999 WINNIPEG INTL 49.910 -97.240 238.7 1955-07-02 2020-02-06 +718540-99999 RED LAKE 51.067 -93.793 385.6 1955-11-02 2020-02-06 +718550-99999 DAUPHIN AIRPORT 51.100 -100.050 305.0 1955-07-02 2008-12-31 +718575-99999 FLIN FLON 54.667 -101.683 312.0 1943-03-19 2008-12-31 +718580-99999 GRAND RAPIDS (AUT) 53.183 -99.267 223.0 1977-07-01 2020-02-06 +718610-99999 BROADVIEW SASK 50.368 -102.571 599.8 1955-07-02 2020-02-06 +718620-99999 ESTEVAN A 49.217 -102.967 580.6 1955-07-02 2020-02-06 +718630-99999 REGINA INTL 50.433 -104.667 577.3 1955-07-02 2020-02-06 +718640-99999 MOOSE JAW AIR VICE MARSHAL C 50.330 -105.559 576.7 1955-07-02 2020-02-06 +718650-99999 WYNYARD (AUT) SASK 51.767 -104.200 560.0 1955-07-02 2020-02-06 +718670-99999 THE PAS AIRPORT 53.967 -101.100 270.4 1942-12-18 2020-02-06 +718690-99999 PRINCE ALBERT GLASS FIELD 53.214 -105.673 428.2 1955-07-02 2020-02-06 +718710-99999 LLOYDMINSTER 53.309 -110.073 668.4 1983-12-01 2020-02-06 +718735-99999 CORONATION (AUT) 52.067 -111.467 791.0 1977-07-01 2008-12-31 +718750-99999 PINCHER CREEK 49.517 -114.000 1190.0 1942-12-01 2008-12-31 +718780-99999 RED DEER REGIONAL 52.183 -113.900 904.6 1955-07-02 2020-02-06 +718790-99999 EDMONTON CITY CENTRE 53.573 -113.521 670.6 1950-01-01 2015-04-01 +718794-99999 SPARWOOD / ELK VALLEY 49.750 -114.880 1138.0 1980-04-23 2020-02-06 +718800-99999 CRANBROOK A 49.617 -115.783 939.4 1977-07-01 2020-02-06 +718810-99999 EDSON 53.579 -116.465 926.9 1960-02-02 2020-02-06 +718820-99999 REVELSTOKE A 50.967 -118.183 445.0 1955-07-02 2020-02-06 +718834-99999 BLUE RIVER CS 52.130 -119.280 683.0 1980-02-16 2020-02-06 +718864-99999 PRINCETON 49.468 -120.511 700.4 1978-10-12 2020-02-06 +718870-99999 KAMLOOPS 50.702 -120.444 345.3 1955-07-02 2020-02-06 +718890-99999 PENTICTON 49.463 -119.602 344.1 1955-07-02 2020-02-06 +718900-99999 NANAIMO 49.052 -123.870 28.3 1931-01-01 00:00:00 2010-10-20 12:00:01 +718915-99999 HOPE SLIDE 49.280 -121.230 674.0 1977-07-01 2003-05-15 +718930-99999 COMOX 49.711 -124.887 25.6 1954-01-01 2020-02-06 +718936-99999 CAMPBELL RIVER 49.951 -125.271 105.5 1977-07-01 2020-02-06 +718940-99999 ESTEVAN POINT CS BC 49.383 -126.550 7.0 1955-07-02 2020-02-06 +718964-99999 WASKAGANISH AIRPORT 51.483 -78.750 23.0 1996-04-01 2020-02-06 +718980-99999 PRINCE RUPERT 54.283 -130.450 35.4 1955-07-02 2020-02-06 +718990-25343 LANGARA 54.250 -133.050 41.0 1977-07-01 2020-02-06 +719000-99999 HOPEDALE (AUT) NFLD 55.450 -60.217 12.0 1955-07-02 2020-02-06 +719010-99999 BORDER (AUT) 55.330 -63.220 479.0 1977-07-01 2005-07-23 +719020-99999 NAIN AIRPORT 56.550 -61.683 7.0 1984-09-21 2020-02-06 +719043-99999 KANGIRSUK A 60.033 -70.000 123.0 1988-06-21 2020-02-06 +719053-99999 UMIUJAQ 56.533 -76.517 71.0 1993-02-25 2020-02-06 +719060-99999 KUUJJUAQ A 58.100 -68.417 39.3 1941-11-05 2020-02-06 +719064-99999 TASIUJAQ A 58.667 -69.950 31.0 1992-05-05 2020-02-06 +719073-99999 INUKJUAK ARPT(SAWR) 58.467 -78.083 25.0 1988-07-25 2008-12-31 +719074-99999 IVUJIVIK 62.417 -77.925 38.4 1988-06-21 2020-02-06 +719077-99999 PUVIRNITUQ 60.051 -77.287 22.6 1993-02-25 2020-02-06 +719090-99999 IQALUIT 63.756 -68.556 33.5 1942-03-01 2020-02-06 +719094-99999 KIMMIRUT A NWT 62.850 -69.883 53.0 1934-01-01 2020-02-06 +719104-99999 SANIKILUAQ AIRPORT 56.533 -79.250 32.0 1978-12-05 2020-02-06 +719110-99999 SHEPHERD BAY A 68.817 -93.433 43.0 1977-07-01 2020-02-06 +719120-99999 GILLAM AIRPORT 56.350 -94.717 145.0 1943-03-25 2020-02-06 +719130-99999 CHURCHILL A UA MAN 58.733 -94.050 29.0 1943-01-01 2012-05-15 +719140-99999 SATURNA / CAPMON CS 48.767 -123.117 178.0 1977-07-01 2020-02-06 +719143-99999 NANISIVIK 72.982 -84.614 641.9 1988-01-05 2011-01-13 +719145-99999 TALOYOAK 69.547 -93.577 28.0 1955-07-02 2020-02-06 +719150-99999 CORAL HARBOUR 64.193 -83.359 64.0 1943-03-01 2020-02-06 +719156-99999 GJOA HAVEN 68.633 -95.850 48.0 1984-08-24 2008-12-31 +719160-99999 THOMSEN RIVER 73.233 -119.533 42.0 1950-01-01 2020-02-06 +719170-99999 EUREKA 79.983 -85.933 10.0 1947-05-01 2020-02-06 +719180-99999 CAM FOUR 68.433 -89.717 324.5 1977-07-23 2019-09-08 +719194-99999 KUGAARUK 68.534 -89.808 17.1 1979-01-31 2020-02-06 +719220-99999 LA RONGE 55.151 -105.262 378.6 1977-07-01 2020-02-06 +719240-99999 RESOLUTE BAY 74.717 -94.969 65.5 1947-10-11 2020-02-06 +719246-99999 GRISE FIORD AIRPORT 76.417 -82.900 45.0 1978-11-16 2020-02-06 +719250-99999 CAMBRIDGE BAY 69.108 -105.138 27.4 1934-10-01 2020-02-06 +719264-99999 ARVIAT 61.100 -94.067 10.0 1943-03-10 2004-11-09 +719284-99999 ROCKY MOUNTAIN HOUSE 52.430 -114.904 988.8 1979-06-04 2013-04-30 +719300-99999 WHITECOURT A 54.150 -115.783 782.0 1955-07-02 2020-02-06 +719350-99999 HAY RIVER A 60.833 -115.783 165.5 1934-01-01 2020-02-06 +719360-99999 YELLOWKNIFE 62.463 -114.440 205.7 1942-07-01 2020-02-06 +719380-99999 KUGLUKTUK 67.817 -115.144 22.6 1934-01-01 2020-02-06 +719390-26114 CAPE YOUNG AIRPORT 68.933 -116.917 16.0 1977-07-01 2005-03-22 +719400-99999 GRANDE PRAIRIE 55.180 -118.885 669.0 1955-07-02 2020-02-06 +719430-99999 FORT ST JOHN 56.238 -120.740 694.9 1942-07-01 2020-02-06 +719440-99999 MACKENZIE A 55.300 -123.133 690.0 1977-07-01 2020-02-06 +719455-99999 LONG POND 47.517 -52.983 13.0 1977-07-01 2020-02-06 +719460-99999 FORT SIMPSON 61.760 -121.237 169.2 1934-01-01 2020-02-06 +719465-99999 WRIGLEY 63.209 -123.437 149.0 1943-06-01 2020-02-06 +719480-27202 CAPE PARRY 70.167 -124.700 87.0 1957-01-01 2020-02-06 +719485-99999 PAULATUK 69.361 -124.059 5.5 1983-07-25 2020-02-06 +719490-99999 FARO (AUT) YT 62.233 -133.350 717.0 1977-07-01 2020-02-06 +719493-99999 FARO 62.208 -133.376 716.6 1984-02-03 2020-02-06 +719494-99999 HOLMAN 70.763 -117.806 35.7 1950-01-01 2020-02-06 +719510-99999 TERRACE 54.469 -128.576 217.3 1955-07-02 2020-02-06 +719530-99999 WATSON LAKE 60.116 -128.823 687.3 1942-04-01 2020-02-06 +719550-99999 STEWART 55.933 -129.983 7.3 1977-07-01 2020-02-06 +719574-99999 FORT MCPHERSON 67.408 -134.861 35.4 1978-12-05 2020-02-06 +719575-99999 AKLAVIK 68.223 -135.006 6.4 1978-12-05 2020-02-06 +719576-99999 FORT NORMAN AIRPORT 64.917 -125.567 98.0 1934-01-01 2020-02-06 +719580-99999 DEASE LAKE 58.433 -130.017 807.0 1944-09-16 2012-11-15 +719590-26394 CHETICAMP CS 46.633 -60.933 44.0 1957-07-01 1993-06-30 +719595-99999 TUKTOYAKTUK 69.433 -133.026 4.6 1977-07-01 2020-02-06 +719600-99999 LIVERPOOL BAY 69.600 -130.900 102.0 1996-02-21 2020-02-06 +719630-99999 HANBURY RIVER NWT 63.600 -105.133 317.0 1993-06-07 2019-09-02 +719640-99999 WHITEHORSE INTL 60.710 -135.067 706.2 1940-10-01 2020-02-06 +719650-99999 MAYO 63.616 -135.868 503.8 1934-01-01 2020-02-06 +719664-99999 DAWSON 64.050 -139.130 370.0 1988-02-26 2020-02-06 +719665-99999 OLD CROW 67.571 -139.839 251.2 1977-07-01 2020-02-06 +719674-99999 BURWASH 61.367 -139.033 827.0 1988-11-07 2008-12-31 +719675-99999 BEAVER CREEK ARPT 62.417 -140.867 649.0 1943-08-20 2020-02-06 +719680-99999 SHINGLE POINT 68.950 -137.220 56.0 1977-07-01 2020-02-06 +719720-99999 RESOLUTION ISLAND 61.580 -64.650 369.0 1998-12-24 2018-07-21 +719740-99999 AULVIK NATIONAL PARK 74.130 -119.980 32.0 1996-11-01 2018-08-09 +719750-99999 CAPE MERCY 64.950 -63.580 583.0 1996-02-21 2018-08-04 +719780-99999 IVVAVIK NAT. PARK YT 69.150 -140.150 244.0 1995-09-01 2020-02-06 +719800-99999 RABBIT KETTLE NWT 61.950 -127.200 618.0 1995-10-01 2020-02-06 +719870-99999 NORTH POINT PEI 47.050 -63.983 8.0 2003-03-30 2020-02-06 +719880-99999 BRIER ISLAND 44.283 -66.350 16.0 2003-06-17 2020-02-06 +719990-99999 LILLOOET 50.683 -121.933 235.0 2004-09-28 2020-02-06 +720110-53983 LLANO MUNICIPAL AIRPORT 30.784 -98.662 335.9 2005-01-01 2020-02-07 +720113-54829 OAKLAND/TROY AIRPORT 42.543 -83.178 218.2 2005-01-01 2020-02-08 +720289-63836 THOMSON-MCDUFFIE CO ARPT 33.530 -82.516 151.8 2005-01-01 2020-02-08 +720304-64752 WINGS FIELD AIRPORT 40.100 -75.267 92.1 2005-01-01 2020-02-08 +722015-12850 KEY WEST NAS 24.583 -81.683 1.8 1973-01-01 2020-02-07 +722020-12839 MIAMI INTERNATIONAL AIRPORT 25.788 -80.317 8.8 1973-01-01 2020-02-07 +722021-92816 VANDENBERG AIRPORT 28.014 -82.345 6.7 2005-01-01 2020-02-08 +722024-99999 OPA LOCKA 25.900 -80.283 2.0 1962-10-28 2005-12-31 +722025-12849 FORT LAUDERDALE HOL 26.072 -80.154 3.4 1973-01-01 2010-07-31 +722026-12826 HOMESTEAD AFB AIRPORT 25.483 -80.383 1.5 1943-02-01 2020-02-07 +722029-99999 KENDALL TAMIAMI EXEC 25.650 -80.433 2.0 1976-06-20 2005-12-31 +722030-12844 PALM BEACH INTERNATIONAL AIRP 26.685 -80.099 5.8 1943-02-06 2020-02-07 +722038-99999 NAPLES MUNI 26.153 -81.775 2.0 1943-12-29 1998-12-31 +722039-99999 FORT LAUDERDALE EXEC 26.200 -80.167 4.0 1984-09-08 2005-12-31 +722040-12838 MELBOURNE INTL AP 28.101 -80.644 8.2 1974-11-13 2020-02-08 +722045-12843 VERO BEACH MUNI 27.653 -80.243 8.5 1973-01-01 2010-08-01 +722046-99999 SPACE COAST RGNL 28.517 -80.800 10.0 1973-04-20 2005-12-31 +722049-99999 POMPANO BEACH AIRPAR 26.250 -80.117 6.0 1988-06-21 2005-12-31 +722050-12815 ORLANDO INTERNATIONAL AIRPORT 28.434 -81.325 27.4 1952-05-07 2020-02-08 +722051-12841 ATOKA MUNI 28.545 -81.333 34.1 1941-06-16 1990-02-06 +722054-53959 WEST MEMPHIS MUNICIPAL APT 35.135 -90.234 65.2 2005-01-01 2020-02-07 +722055-99999 OCALA INTL J TAYLOR 29.167 -82.217 27.0 1944-01-07 2005-12-31 +722056-12834 DAYTONA BEACH INTL 29.183 -81.048 12.5 1973-01-01 2010-08-01 +722057-12854 ORLANDO SANFORD AIRPORT 28.780 -81.244 16.8 1973-01-01 2020-02-08 +722060-13889 JACKSONVILLE INTERNATIONAL A 30.495 -81.694 7.9 1948-01-01 2020-02-07 +722065-93837 JACKSONVILLE NAS 30.233 -81.667 6.1 1973-01-01 2020-02-07 +722066-03853 MAYPORT NAF 30.400 -81.417 4.9 1973-01-01 2020-02-07 +722068-99999 JACKSONVILLE/CRAIG 30.333 -81.517 12.0 1974-08-22 2003-12-31 +722070-03822 SAVANNAH/HILTON HEAD INTL AIR 32.131 -81.202 14.0 1948-01-01 2020-02-07 +722080-13880 CHARLESTON AFB/INTERNATIONAL 32.899 -80.041 12.2 1945-01-01 2020-02-08 +722081-13730 FREDERICK MUNICIPAL ARPT 39.417 -77.383 92.4 2005-01-01 2020-02-07 +722085-93831 BEAUFORT MCAS 32.483 -80.717 11.3 1945-04-01 2020-02-07 +722090-99999 FT STEWART/WRIGHT 31.883 -81.567 14.0 1967-02-01 2005-12-30 +722103-99999 ST LUCIE CO INTL 27.483 -80.367 7.0 1988-01-14 2005-12-31 +722104-92806 ALBERT WHITTED AIRPORT 27.765 -82.628 2.4 1986-01-01 2020-02-08 +722106-12835 PAGE FIELD AIRPORT 26.585 -81.861 4.6 1943-01-01 2020-02-08 +722108-99999 SOUTHWEST FLORIDA I 26.533 -81.750 9.0 1983-07-23 2005-12-31 +722110-12842 TAMPA INTERNATIONAL AIRPORT 27.962 -82.540 5.8 1940-08-01 2020-02-07 +722113-53979 GIDDINGS-LEE COUNTY AIRPORT 30.169 -96.980 147.8 2005-01-01 2020-02-07 +722114-54901 BUFFALO MUNICIPAL AIRPORT 45.159 -93.843 294.7 2005-01-01 2020-02-08 +722115-99999 SARASOTA BRADENTON 27.383 -82.550 9.0 1973-01-01 2005-12-31 +722116-99999 ST PETERSBURG CLEAR 27.900 -82.683 3.0 1973-01-01 2005-12-31 +722119-99999 LAKELAND LINDER RGN 27.983 -82.017 43.0 1942-08-01 2005-12-31 +722120-12833 CROSS CITY AIRPORT 29.633 -83.105 11.6 1943-12-19 2020-02-07 +722123-12809 BARTOW MUNICIPAL AIRPORT 27.950 -81.783 38.1 2005-01-01 2020-02-08 +722130-13861 WAYCROSS-WARE CO. AIRPORT 31.250 -82.400 43.3 1942-12-01 2020-02-07 +722135-13870 ALMA/BACON CO. 31.536 -82.507 62.8 1973-01-01 2010-08-01 +722136-99999 BRUNSWICK GOLDEN IS 31.250 -81.467 8.0 1973-01-01 2005-12-31 +722137-13878 MALCOLM MC KINNON AIRPORT 31.152 -81.391 4.9 1973-01-01 2020-02-07 +722140-93805 TALLAHASSEE REGIONAL AIRPORT 30.393 -84.353 16.8 1942-05-01 2020-02-08 +722141-03731 FRANKLIN COUNTY AIRPORT 36.023 -78.330 112.5 2005-01-01 2020-02-08 +722146-12816 GAINESVILLE RGNL 29.692 -82.276 50.3 1943-11-01 2010-08-01 +722147-53817 MOULTRIE MUNICIPAL AIRPORT 31.083 -83.800 86.3 2005-01-01 2020-02-07 +722160-13869 SW GEORGIA REGIONAL ARPT 31.536 -84.194 57.9 1973-01-01 2020-02-08 +722165-13815 OLIVE BRANCH 34.983 -89.783 123.0 1941-10-13 1974-04-15 +722166-93845 VALDOSTA REGIONAL AIRPORT 30.783 -83.277 60.4 1948-01-01 2020-02-07 +722167-99999 ORANGE CO 38.250 -78.050 142.0 1942-04-01 2005-12-31 +722170-03813 MIDDLE GEORGIA REGIONAL AIRPO 32.685 -83.653 104.6 1941-10-20 2020-02-07 +722175-13860 ROBINS AFB AIRPORT 32.633 -83.600 89.6 1942-08-07 2020-02-08 +722180-03820 AUGUSTA REGIONAL AT BUSH FIEL 33.364 -81.963 40.2 1948-01-01 2020-02-07 +722190-13874 HARTSFIELD-JACKSON ATLANTA IN 33.630 -84.442 307.9 1973-01-01 2020-02-08 +722191-03721 BRUNSWICK COUNTY AIRPORT 33.929 -78.075 7.6 2005-01-01 2020-02-08 +722195-99999 FULTON CO ARPT BROW 33.767 -84.517 256.0 1973-01-01 2005-12-31 +722196-99999 DEKALB PEACHTREE 33.867 -84.300 306.0 1981-08-01 2005-12-31 +722198-63819 BOONE 36.200 -81.650 910.4 2002-09-02 2020-02-08 +722200-12832 APALACHICOLA MUNI AIRPORT 29.733 -85.033 5.8 1945-01-01 2020-02-07 +722210-13858 EGLIN AFB AIRPORT 30.483 -86.517 26.5 1938-09-10 2020-02-08 +722215-13884 BOB SIKES AIRPORT 30.780 -86.523 57.9 1973-01-01 2020-02-07 +722223-13899 PENSACOLA REGIONAL AIRPORT 30.478 -87.187 34.1 1990-02-28 2020-02-07 +722225-03855 PENSACOLA NAS 30.350 -87.317 8.5 1945-02-01 2020-02-07 +722226-93841 WHITING FIELD NAVAL AIR STATI 30.717 -87.017 60.7 1973-01-01 2020-02-07 +722230-13894 MOBILE REGIONAL AIRPORT 30.688 -88.246 65.5 1973-01-01 2020-02-07 +722235-13838 MOBILE DOWNTOWN AIRPORT 30.626 -88.068 7.9 1942-07-01 2020-02-07 +722245-99999 PANAMA CITY BAY CO 30.200 -85.683 6.0 1973-01-01 2005-12-31 +722246-03844 EGLIN AF AUX NR 3 D 30.650 -86.517 58.0 1949-09-08 2020-02-07 +722250-13829 LAWSON AAF AIRPORT 32.350 -85.000 70.7 1939-05-01 2020-02-08 +722255-93842 COLUMBUS METRO AIRPORT 32.516 -84.942 119.5 1948-01-01 2020-02-08 +722260-13895 MONTGOMERY RGNL (DANNELLY FD 32.300 -86.408 61.6 1973-01-01 2020-02-08 +722265-13821 MAXWELL AFB AIRPORT 32.383 -86.350 52.1 1935-10-01 2020-02-08 +722266-13850 CRAIG FLD 32.350 -86.983 51.0 1941-07-01 1977-08-31 +722267-03878 TROY MUNICIPAL AIRPORT 31.861 -86.012 121.0 1973-01-08 2020-02-08 +722268-93843 DOTHAN RGNL 31.317 -85.450 122.0 1941-12-16 1999-12-31 +722269-03850 CAIRNS ARMY AIRFIELD (FORT RU 31.267 -85.717 91.7 1954-10-19 2020-02-08 +722270-13864 DOBBINS AIR RESERVE BASE AIRP 33.917 -84.517 325.5 1946-09-01 2020-02-08 +722275-99999 ANDALUSIA OPP 31.309 -86.394 94.5 1973-01-01 2005-12-30 +722280-13876 BIRMINGHAM INTERNATIONAL AIRP 33.566 -86.745 187.5 1942-08-01 2020-02-07 +722286-93806 TUSCALOOSA MUNICIPAL ARPT 33.212 -87.616 45.7 1973-01-01 2020-02-08 +722287-13871 ANNISTON METROPOLITAN ARPT 33.587 -85.856 181.1 1973-01-01 2020-02-07 +722300-53864 SHELBY COUNTY AIRPORT 33.178 -86.782 172.2 2002-01-01 2020-02-07 +722310-12916 LOUIS ARMSTRONG NEW ORLEANS I 29.997 -90.278 1.2 1945-10-01 2020-02-07 +722314-03934 NEW IBERIA/ACADIANA 30.033 -91.883 7.0 1981-07-24 1999-12-31 +722315-53917 LAKEFRONT AIRPORT 30.049 -90.029 2.7 1942-09-01 2020-02-07 +722316-12958 NEW ORLEANS NAS 29.817 -90.017 0.6 1973-01-01 2020-02-07 +722317-13970 BATON ROUGE METRO R 30.537 -91.147 23.2 1942-01-01 2010-11-15 +722320-12884 BATON ROUGE METRO R 29.333 -89.408 0.3 1973-01-01 2010-11-15 +722336-99999 BOOTHVILLE 29.330 -89.400 1.0 1977-03-12 2019-12-02 +722340-13865 KEY FIELD AIRPORT 32.335 -88.744 89.6 1942-03-01 2020-02-08 +722345-03866 MERIDIAN NAS/MC CAIN FD AP 32.550 -88.567 82.6 1973-01-01 2020-02-07 +722346-54824 OWOSSO COMMUNITY AIRPORT 42.993 -84.139 224.3 2005-01-01 2020-02-08 +722348-99999 HATTIESBURG LAUREL 31.467 -89.333 91.0 1978-12-20 2005-12-31 +722350-03940 JACKSON INTERNATIONAL AIRPORT 32.321 -90.078 100.6 1942-09-01 2020-02-07 +722354-13927 HAWKINS FIELD AIRPORT 32.337 -90.221 104.2 2005-01-01 2020-02-07 +722356-13939 MID DELTA RGNL 33.483 -90.985 39.3 1942-01-20 2010-07-31 +722357-99999 NATCHEZ/HARDY(AWOS) 31.617 -91.300 83.0 1973-01-02 2005-12-31 +722358-93919 MCOM/PIKE CO/J E LWS FD AP 31.183 -90.471 125.9 1973-01-01 2020-02-07 +722359-13978 GREENWOOD LEFLORE 33.496 -90.087 40.5 1943-02-05 2010-07-31 +722364-23903 TUNICA MUNICIPAL AIRPORT 34.681 -90.347 59.1 2005-01-04 2020-02-08 +722390-03931 POLK ARMY AIRFIELD 31.050 -93.183 100.6 1962-09-03 2020-02-07 +722400-03937 LAKE CHARLES REGIONAL AIRPORT 30.125 -93.228 2.7 1942-05-02 2020-02-07 +722403-99999 SALT POINT 29.560 -91.533 0.0 1985-02-08 2005-09-23 +722404-13941 CHENNAULT INTERNATIONAL AP 30.210 -93.143 5.2 1988-01-05 2020-02-07 +722405-13976 LAFAYETTE REGIONAL AIRPORT 30.205 -91.988 11.6 1945-10-01 2020-02-07 +722406-99999 HOUMA-TERREBONNE 29.567 -90.660 3.0 1955-10-27 2004-12-31 +722410-12917 SOUTHEAST TEXAS REGIONAL AIRP 29.951 -94.021 4.9 1973-01-01 2020-02-07 +722416-12971 NEW BRAUNFELS MUNICIPAL AP 29.709 -98.046 196.6 1999-03-17 2020-02-07 +722420-12923 SCHOLES INTL AT GLSTON APT 29.273 -94.859 1.5 1993-01-01 2020-02-07 +722429-99999 HOUSTON/D.W. HOOKS 30.067 -95.550 46.0 1986-09-16 2005-12-31 +722430-12960 G BUSH INTERCONTINENTAL AP/HO 29.980 -95.360 29.0 1973-01-01 2020-02-07 +722435-12918 WILLIAM P HOBBY 29.638 -95.282 14.3 1973-01-01 2010-07-31 +722436-12906 ELLINGTON FIELD AIRPORT 29.617 -95.167 9.8 1941-07-01 2020-02-07 +722445-03904 EASTERWOOD FLD 30.589 -96.365 100.0 1973-01-01 2010-08-01 +722446-93987 ANGELINA COUNTY AIRPORT 31.236 -94.754 87.8 1973-01-01 2020-02-07 +722447-03901 LONGVIEW 32.385 -94.712 113.7 1973-01-01 1991-01-31 +722448-99999 TYLER POUNDS RGNL 32.350 -95.400 166.0 1946-07-26 1999-12-31 +722470-03901 EAST TEXAS REGIONAL ARPT 32.385 -94.712 111.3 1991-02-04 2020-02-07 +722480-13957 SHREVEPORT REGIONAL AIRPORT 32.447 -93.824 77.4 1973-01-01 2020-02-07 +722484-53905 SHREVEPORT DOWNTOWN ARPT 32.543 -93.745 54.6 2000-01-01 2020-02-07 +722485-13944 BARKSDALE AIR FORCE BASE 32.500 -93.667 50.6 1937-03-01 2020-02-07 +722486-13942 MONROE REGIONAL AIRPORT 32.516 -92.041 24.1 1942-10-01 2020-02-07 +722487-13935 ESLER REGIONAL AIRPORT 31.395 -92.291 36.0 1941-07-01 2020-02-07 +722488-03996 VICKSBURG/TALLULAH RGNL AP 32.350 -91.028 26.2 2005-01-01 2020-02-07 +722500-12919 BROWNSVILLE/S PADRE ISLAND I 25.914 -97.423 7.3 1947-01-01 2020-02-07 +722505-12904 VALLEY INTERNATIONAL ARPT 26.228 -97.654 10.4 1942-03-01 2020-02-07 +722506-12959 MC ALLEN MILLER INTL ARPT 26.184 -98.254 30.5 1973-01-01 2020-02-07 +722508-12957 PORT ISABEL-CAMERON CO APT 26.166 -97.346 5.8 2005-01-01 2020-02-07 +722510-12924 CORPUS CHRISTI INTERNATIONAL 27.774 -97.512 13.4 1946-08-01 2020-02-07 +722516-12928 KINGSVILLE NAS 27.500 -97.817 15.2 1973-01-01 2020-02-07 +722517-12932 ALICE INTERNATIONAL ARPT 27.741 -98.025 52.7 1946-08-01 2020-02-07 +722520-12920 LAREDO INTL AIRPORT 27.550 -99.467 155.0 1965-03-01 1999-12-31 +722523-12970 STINSON MINICIPAL AIRPORT 29.339 -98.472 174.0 1999-01-01 2020-02-07 +722526-12947 COTULLA-LA SALLE CO ARPT 28.457 -99.218 145.1 1973-01-01 2020-02-07 +722530-12921 SAN ANTONIO INTERNATIONAL AIR 29.544 -98.484 240.5 1946-08-14 2020-02-07 +722533-12962 HONDO MUNICIPAL AIRPORT 29.360 -99.174 280.4 1942-09-15 2020-02-07 +722535-12909 LACKLAND AIR FORCE BASE (KELL 29.383 -98.583 210.3 1937-07-07 2020-02-07 +722536-12911 RANDOLPH AFB AIRPORT 29.533 -98.262 221.9 1938-04-01 2020-02-07 +722540-13958 AUSTIN/MUELLER MUNI 30.321 -97.760 200.6 1973-01-01 1999-05-23 +722545-99999 BERGSTROM AFB/AUSTI 30.200 -97.683 165.0 1942-10-17 1992-12-31 +722550-12912 VICTORIA REGIONAL AIRPORT 28.861 -96.930 35.1 1941-11-04 2020-02-07 +722555-12935 PALACIOS MUNICIPAL AIRPORT 28.725 -96.254 3.7 1946-08-01 2020-02-07 +722556-12925 CHASE NAVAL AIR STATION 28.367 -97.667 20.1 1973-01-01 1992-10-01 +722560-13959 WACO REGIONAL AIRPORT 31.619 -97.228 152.4 1942-05-14 2020-02-07 +722570-03933 HOOD AAF AIRPORT 31.133 -97.717 281.6 1960-11-01 2020-02-07 +722575-99999 KILLEEN MUNI (AWOS) 31.083 -97.683 258.0 1946-05-15 2005-12-31 +722576-03902 ROBERT GRAY AFF AIRPORT 31.067 -97.833 309.4 1950-09-26 2020-02-07 +722577-99999 DRAUGHON MILLER CEN 31.150 -97.400 208.0 1945-01-02 2005-12-31 +722580-13960 DALLAS LOVE FIELD AIRPORT 32.852 -96.856 134.1 1946-07-26 2020-02-07 +722585-93901 NAVAL AIR STATION OPERATIONS 32.733 -96.967 150.0 1941-08-05 1998-01-03 +722586-99999 DEL RIO(NEXRAD) 29.267 -100.283 345.0 1942-01-14 1971-05-29 +722587-99999 COX FLD 33.633 -95.450 167.0 1944-05-18 2005-12-31 +722588-99999 MAJORS 33.067 -96.067 163.0 1942-09-11 2005-12-31 +722590-03927 DALLAS/FT WORTH INTERNATIONAL 32.898 -97.019 170.7 1973-01-01 2020-02-07 +722595-13911 FORT WORTH NAVAL AIR STATION 32.767 -97.450 185.3 1942-12-01 2020-02-07 +722596-13961 FORT WORTH MEACHAM 32.819 -97.361 215.2 1946-08-01 2010-07-31 +722597-93985 MINERAL WELLS AIRPORT 32.782 -98.060 283.5 1948-03-10 2020-02-07 +722598-99999 ADDISON 32.967 -96.833 196.0 1974-02-01 2005-12-31 +722599-99999 DALLAS EXECUTIVE 32.683 -96.867 201.0 1984-07-13 2005-12-31 +722600-03969 CLARK FIELD MUNI AIRPORT 32.215 -98.178 402.6 1984-01-01 2020-02-07 +722610-22010 DEL RIO INTERNATIONAL AIRPORT 29.378 -100.927 304.5 1951-05-01 2020-02-07 +722615-22001 LAUGHLIN AFB AIRPORT 29.367 -100.783 329.8 1943-02-17 2020-02-07 +722620-23055 GUADALUPE PASS AMOS 31.831 -104.809 1663.0 1977-08-27 2020-02-07 +722630-23034 SAN ANGELO REGIONAL/MATHS FIE 31.352 -100.495 584.0 1948-02-15 2020-02-07 +722636-93042 DALHART MUNICIPAL 36.017 -102.550 1217.4 1942-11-01 2010-07-31 +722640-93035 MARFA MUNICIPAL AIRPORT 30.371 -104.017 1478.0 1936-12-01 2020-02-07 +722650-23023 MIDLAND INTERNATIONAL AIRPORT 31.948 -102.209 872.3 1948-02-01 2020-02-07 +722655-23005 WEBB AFB 32.217 -101.517 780.9 1942-09-27 1977-09-02 +722656-23040 WINKLER COUNTY AIRPORT 31.780 -103.202 855.6 1946-08-01 2020-02-07 +722660-13962 ABILENE REGIONAL AIRPORT 32.411 -99.682 545.6 1946-08-01 2020-02-07 +722670-23042 LUBBOCK INTERNATIONAL AIRPORT 33.666 -101.823 991.8 1945-08-10 2020-02-07 +722673-99999 SHERMAN-DENISON 33.720 -96.670 228.0 1982-09-20 2003-05-15 +722675-23021 REESE AFB/LUBBOCK 33.600 -102.050 1017.0 1942-03-01 1997-04-11 +722676-99999 ARTESIA MUNI 32.850 -104.467 1079.0 1973-01-01 2005-12-31 +722678-23052 RATON MUNI/CREWS FIELD APT 36.741 -104.502 1935.2 1998-09-02 2020-02-07 +722680-23009 ROSWELL INTERNATIONAL AIR CEN 33.308 -104.508 1112.2 1942-07-13 2020-02-07 +722686-23008 CANNON AFB AIRPORT 34.383 -103.317 1309.1 1943-01-25 2020-02-07 +722687-93033 CAVERN CITY AIR TRML ARPT 32.334 -104.258 985.1 1942-09-10 2020-02-07 +722688-93034 LEA COUNTY REGIONAL AIRPORT 32.693 -103.213 1114.0 1942-11-01 2020-02-07 +722690-99999 WHITE SANDS NM. 32.383 -106.483 1244.0 1980-01-01 1998-07-31 +722695-99999 LAS CRUCES INTL 32.283 -106.917 1358.0 1947-08-18 2005-12-31 +722700-23044 EL PASO INTERNATIONAL AIRPORT 31.811 -106.376 1194.2 1941-04-01 2020-02-07 +722710-93045 TRH OR CONSEQCES MUNI ARPT 33.237 -107.268 1478.3 1978-03-01 2020-02-07 +722725-99999 DEMING MUNI 32.250 -107.717 1315.0 1942-10-29 2005-12-31 +722730-03124 SIERRA VISTA MUNICIPAL-LIBBY 31.588 -110.344 1438.4 1954-10-11 2020-02-07 +722735-93026 BISBEE DOUGLAS INTL 31.458 -109.606 1250.0 1942-11-16 2010-08-01 +722740-23160 TUCSON INTERNATIONAL AIRPORT 32.131 -110.955 776.9 1973-01-01 2020-02-07 +722745-23109 DAVIS-MONTHAN AFB AIRPORT 32.167 -110.883 824.2 1941-07-17 2020-02-07 +722747-99999 SAFFORD RGNL 32.850 -109.633 968.0 1978-09-11 2005-12-31 +722780-23183 PHOENIX SKY HARBOR INTL AIRPO 33.428 -112.004 337.4 1973-01-01 2020-02-07 +722783-99999 MESA/FALCON FIELD 33.467 -111.733 424.0 1988-01-05 2005-12-31 +722784-99999 PHOENIX DEER VALLEY 33.688 -112.083 450.0 1987-06-29 2005-12-31 +722785-23111 LUKE AFB AIRPORT 33.550 -112.367 330.7 1941-12-01 2020-02-07 +722786-23104 WILLIAMS GATEWAY AIRPORT 33.300 -111.667 421.2 1942-03-01 2020-02-07 +722788-99999 PHOENIX GOODYEAR 33.417 -112.383 295.0 1987-06-03 2005-12-31 +722789-99999 SCOTTSDALE 33.623 -111.911 460.0 1987-06-29 2005-12-31 +722800-23195 YUMA MARINE CORPS AIR STATION 32.667 -114.600 62.8 1942-01-16 2007-01-05 +722810-23199 NAF 32.817 -115.683 -12.8 1984-04-13 2020-02-07 +722860-23119 MARCH AIR RESERVE BASE 33.900 -117.250 468.2 1933-01-01 2020-02-07 +722865-93180 ONTARIO 34.067 -117.650 303.9 1942-12-15 1999-12-31 +722866-23122 SAN BERNARDINO INTERNATIONAL 34.095 -117.235 353.3 1943-01-06 1993-10-30 +722867-23156 BEAUMONT 33.933 -116.967 692.0 1973-01-01 1999-12-31 +722868-99999 PALM SPRINGS INTL 33.833 -116.500 145.0 1943-05-10 2005-12-31 +722869-99999 RIVERSIDE MUNI 33.950 -117.433 249.0 1977-01-16 2005-12-31 +722874-93134 DOWNTOWN L.A./USC CAMPUS 34.024 -118.291 54.6 2000-01-01 2020-02-07 +722880-23152 BURBANK-GLENDALE-PASA ARPT 34.201 -118.358 236.2 1943-06-01 2020-02-07 +722885-99999 SANTA MONICA MUNI 34.017 -118.450 53.0 1973-01-01 2005-12-31 +722886-23130 VAN NUYS AIRPORT 34.210 -118.489 234.7 1942-12-11 2020-02-07 +722887-99999 BRACKETT FLD 34.083 -117.783 308.0 1978-03-06 2005-12-31 +722897-99999 SAN LUIS CO RGNL 35.233 -120.633 65.0 1973-02-27 2005-12-31 +722899-99999 CHINO 33.967 -117.633 199.0 1977-07-05 2005-12-31 +722900-23188 SAN DIEGO INTERNATIONAL AIRPO 32.734 -117.183 4.6 1942-01-01 2020-02-07 +722903-99999 MONTGOMERY FLD 32.816 -117.140 130.0 1990-02-08 2005-12-31 +722904-23196 BROWN FLD MUNI 32.567 -116.967 160.0 1978-04-29 1999-12-31 +722907-99999 GILLESPIE FLD 32.833 -116.967 118.0 1973-01-01 2005-12-31 +722909-93115 NAVAL AUXILIARY LANDING FD 32.567 -117.117 7.3 1973-01-01 2020-02-07 +722910-93116 SAN NICOLAS ISLAND NAVAL OUTL 33.240 -119.458 153.0 1943-06-16 2020-02-07 +722920-23191 CATALINA AIRPORT 33.405 -118.416 488.3 1943-06-12 2020-02-07 +722925-93117 NALF/F. SHERMAN FLD ARPT 33.023 -118.588 55.5 1943-06-10 2020-02-07 +722926-03154 MARINE CORPS AIR STATION 33.300 -117.350 22.9 1973-01-02 2020-02-07 +722927-99999 MC CLELLAN PALOMAR 33.128 -117.280 101.0 1973-01-01 2005-12-31 +722950-23174 LOS ANGELES INTERNATIONAL AIR 33.938 -118.389 29.6 1944-01-01 2020-02-07 +722953-99999 MOJAVE 35.059 -118.152 851.0 1986-09-16 2005-12-31 +722955-03122 TORRANCE AIRPORT 33.802 -118.342 27.4 1944-06-01 1999-12-31 +722956-99999 JACK NORTHROP FLD H 33.917 -118.333 20.0 1973-01-01 2005-12-31 +722970-23129 LONG BEACH / DAUGHERTY FIELD 33.812 -118.146 9.5 1943-01-01 2020-02-07 +722976-99999 FULLERTON MUNICIPAL 33.867 -117.983 29.0 1973-01-01 2005-12-31 +722977-93184 J. WAYNE APT-ORANGE CO APT 33.680 -117.866 16.5 1940-06-17 2020-02-07 +723011-13748 WILMINGTON NEW HANOVER COUNTY 34.268 -77.900 11.6 1942-06-01 1990-02-28 +723030-13714 POPE AFB AIRPORT 35.174 -79.009 66.5 1937-07-03 2020-02-08 +723034-99999 MACKALL AAF 35.033 -79.500 115.0 1979-05-07 2005-12-31 +723035-99999 FAYETTEVILLE RGNL G 34.983 -78.883 58.0 1973-01-01 2005-12-31 +723046-99999 DARE CO RGNL 35.917 -75.700 4.0 1985-07-15 2004-12-31 +723060-13722 RALEIGH-DURHAM INTERNATIONAL 35.892 -78.782 126.8 1945-11-01 2020-02-08 +723065-13783 PITT-GREENVILLE AIRPORT 35.633 -77.383 7.6 2005-01-01 2020-02-08 +723066-13713 SEYMOUR-JOHNSON AFB AIRPORT 35.344 -77.965 33.2 1943-06-01 2020-02-08 +723067-93726 KINSTON REGIONAL JETPORT AT S 35.317 -77.633 28.7 1973-06-08 2020-02-08 +723068-99999 ROCKY MOUNT WILSON 35.850 -77.883 48.0 1973-06-20 2005-12-31 +723069-99999 JACKSONVILLE (AWOS) 34.833 -77.617 29.0 1976-12-25 2005-12-31 +723075-13769 OCEANA NAS 36.817 -76.033 7.0 1973-01-01 2020-02-08 +723080-13737 NORFOLK INTERNATIONAL AIRPORT 36.903 -76.192 9.1 1973-01-01 2020-02-08 +723083-13763 FRANKLIN MUNICIPAL-JOHN BEVER 36.698 -76.903 12.5 1994-10-16 2020-02-08 +723085-13750 NORFOLK NAS 36.937 -76.289 5.2 1973-01-01 2020-02-08 +723086-99999 NEWPORT NEWS WILLIA 37.133 -76.483 13.0 1973-01-01 1999-12-31 +723087-93735 FELKER ARMY AIRFIELD 37.133 -76.600 3.7 1960-11-01 2020-02-08 +723090-13754 CHERRY POINT MCAS 34.900 -76.883 8.8 1973-01-01 2020-02-08 +723095-93719 CRAVEN COUNTY REG AIRPORT 35.068 -77.048 5.8 1973-01-01 2020-02-08 +723096-93727 JACKSONVILLE 34.708 -77.440 7.9 1973-01-01 2020-02-08 +723097-93743 BOGUE FIELD MARINE CORPS AUXI 34.683 -77.033 6.4 1987-05-04 2020-02-08 +723100-13883 COLUMBIA METROPOLITAN AIRPORT 33.942 -81.118 68.6 1942-04-24 2020-02-07 +723105-03858 MCENTIRE AIR NATIONAL GUARD S 33.967 -80.800 77.4 2005-01-03 2020-02-07 +723105-93833 MC ENTIRE JNGB 33.921 -80.801 77.0 1959-02-06 1999-12-31 +723106-13744 FLORENCE REGIONAL AIRPORT 34.188 -79.731 44.5 1973-01-01 2020-02-08 +723108-13776 LUMBERTON MUNICIPAL ARPT 34.608 -79.059 36.9 1998-09-02 2020-02-06 +723110-13873 ATHENS/BEN EPPS AIRPORT 33.948 -83.328 239.3 1973-01-01 2020-02-08 +723119-13886 GREENVILLE DOWNTOWN ARPT 34.846 -82.346 319.4 1942-09-08 2020-02-08 +723120-03870 GREENVILLE-SPARTANBURG INTL A 34.906 -82.213 291.1 1973-01-01 2020-02-07 +723125-93846 ANDERSON RGNL 34.498 -82.710 235.6 1973-01-01 2010-08-01 +723139-93729 BILLY MITCHELL AIRPORT 35.233 -75.622 3.4 1996-01-01 2020-02-08 +723140-13881 CHARLOTTE/DOUGLAS INTERNATION 35.224 -80.955 221.9 1941-07-22 2020-02-08 +723145-03810 HICKORY RGNL 35.743 -81.382 362.1 1973-01-01 2010-08-01 +723150-03812 ASHEVILLE REGIONAL AIRPORT 35.432 -82.538 645.3 1973-01-01 2020-02-08 +723156-63812 ROWAN COUNTY AIRPORT 35.646 -80.520 235.6 2005-01-01 2020-02-08 +723170-13723 PIEDMONT TRIAD INTERNATIONAL 36.097 -79.943 271.3 1945-11-01 2020-02-07 +723183-13877 TRI CITIES RGNL 36.473 -82.404 464.8 1990-02-28 2010-08-01 +723193-93807 SMITH REYNOLDS AIRPORT 36.134 -80.222 295.7 1990-02-08 2020-02-08 +723200-93801 RICHARD B RUSSELL AIRPORT 34.348 -85.161 194.8 1978-01-01 2020-02-08 +723230-03856 HUNTSVILLE INTL/C.T.JONES FIE 34.644 -86.786 190.2 1973-01-01 2020-02-08 +723235-13896 NORTH WEST ALABAMA REGIONAL A 34.744 -87.600 164.6 1973-01-01 2020-02-08 +723240-13882 LOVELL FIELD AIRPORT 35.034 -85.200 204.2 1973-01-01 2020-02-08 +723260-13891 MC GHEE TYSON AIRPORT 35.818 -83.986 293.2 1948-01-01 2020-02-08 +723265-03847 CROSSVILLE MEM WHIT 35.951 -85.081 570.0 1973-01-01 2010-08-01 +723270-13897 NASHVILLE INTERNATIONAL AIRPO 36.119 -86.689 182.9 1951-01-01 2020-02-08 +723273-99999 SMYRNA 36.000 -86.517 166.0 1942-08-16 2005-12-31 +723284-93839 MILLINGTON MUNICIPAL AIRPORT 35.350 -89.867 97.5 2005-01-01 2020-02-08 +723300-99999 POPLAR BLUFF(AMOS) 36.767 -90.467 146.0 1977-08-28 2005-12-31 +723306-13825 COLUMBUS AFB AIRPORT 33.650 -88.450 66.8 1942-03-01 2020-02-07 +723307-99999 GOLDEN TRIANGLE RGNL 33.450 -88.583 80.0 1977-01-02 2005-12-31 +723320-93862 TUPELO REGIONAL AIRPORT 34.262 -88.771 110.0 1991-03-01 2020-02-07 +723340-13893 MEMPHIS INTERNATIONAL AIRPORT 35.056 -89.987 77.4 1946-10-01 2020-02-08 +723346-03811 MCKELLAR-SIPES RGNL ARPT 35.593 -88.917 132.0 1973-01-01 2020-02-08 +723347-03809 DYERSBURG MUNICIPAL ARPT 36.000 -89.409 91.4 1943-04-12 2020-02-08 +723403-13963 ADAMS FIELD AIRPORT 34.727 -92.239 78.6 1990-02-28 2020-02-07 +723405-03930 LITTLE ROCK AFB AIRPORT 34.917 -92.150 94.8 1956-01-01 2020-02-07 +723406-99999 WALNUT RIDGE RGNL 36.125 -90.925 83.0 1942-10-10 2004-12-31 +723407-99999 JONESBORO MUNI 35.833 -90.633 80.0 1973-01-01 2005-12-31 +723408-13814 ARKANSAS INTERNATIONAL AIRPOR 35.967 -89.950 77.4 1942-09-01 2020-02-07 +723415-99999 MEMORIAL FLD 34.467 -93.083 165.0 1973-01-01 2005-12-31 +723417-93988 GRIDER FIELD AIRPORT 34.180 -91.934 63.1 1973-01-01 2020-02-07 +723418-13977 TEXARKANA REGIONAL AIRPORT-WE 33.454 -94.007 110.0 1946-07-29 2020-02-07 +723419-93992 S. AR RGNL AT GDWIN FLD AP 33.221 -92.814 76.8 1973-01-01 2020-02-07 +723434-99999 SPRINGDALE MUNI 36.183 -94.117 412.0 1985-07-03 2005-12-31 +723435-53921 MOUNT IDA 34.547 -93.578 214.0 2005-01-01 2020-02-07 +723440-13964 FORT SMITH REGIONAL AIRPORT 35.333 -94.363 136.9 1947-01-01 2020-02-07 +723445-93993 DRAKE FIELD AIRPORT 36.010 -94.169 381.3 1973-01-01 2020-02-07 +723446-13971 BOONE CO 36.267 -93.157 422.1 1946-08-01 2010-07-31 +723489-03935 CAPE GIRARDEAU RGNL 37.225 -89.571 107.3 1973-01-01 2010-08-01 +723490-99999 MONETTE 36.917 -94.017 437.0 1973-01-01 2013-04-30 +723495-13987 JOPLIN REGIONAL AIRPORT 37.152 -94.495 296.3 1973-01-01 2020-02-07 +723510-13966 SHEPPARD AFB/WICHITA FALLS MU 33.979 -98.493 310.0 1942-04-13 2020-02-07 +723520-13902 ALTUS AFB AIRPORT 34.650 -99.267 421.2 1943-02-01 2020-02-07 +723525-93986 HOBART MUNICIPAL AIRPORT 34.989 -99.053 474.3 1973-01-01 2020-02-07 +723526-99999 CLINTON-SHERMAN 35.333 -99.200 586.0 1958-08-18 2005-12-31 +723527-13975 GAGE/SHATTUCK 36.297 -99.769 671.2 1946-08-01 2010-07-09 +723530-13967 WILL ROGERS WORLD AIRPORT 35.389 -97.601 391.7 1941-12-14 2020-02-07 +723535-99999 VANCE AFB 36.333 -97.917 398.0 1942-01-01 2005-12-22 +723536-99999 ENID WOODRING RGNL 36.383 -97.783 356.0 1979-01-31 2005-12-31 +723540-13919 TINKER AFB AIRPORT 35.417 -97.383 393.5 1942-12-14 2020-02-07 +723544-99999 OKLAHOMA CITY/WILEY 35.533 -97.650 396.0 1980-10-23 2005-12-31 +723546-13969 PONCA CITY MUNI 36.737 -97.102 304.2 1946-08-01 2010-07-31 +723550-13945 HENRY POST AAF AIRPORT 34.650 -98.400 362.4 1939-09-01 2020-02-07 +723555-99999 ARDMORE MUNICIPAL 34.300 -97.017 232.0 1943-03-01 2005-12-31 +723556-99999 MUSKOGEE/DAVIS FLD 35.650 -95.367 186.0 1937-09-11 2005-12-31 +723560-13968 TULSA INTERNATIONAL AIRPORT 36.199 -95.887 198.1 1947-01-01 2020-02-07 +723565-99999 BARTLESVILLE MUNI 36.767 -96.017 217.0 1973-01-01 2005-12-31 +723566-93950 MC ALESTER REGIONAL ARPT 34.882 -95.783 234.7 1953-07-01 2020-02-07 +723575-03950 LAWTON-FORT SILL RGNL ARPT 34.558 -98.417 325.8 2005-01-01 2020-02-07 +723575-99999 LAWTON MUNICIPAL 34.567 -98.417 338.0 1985-01-30 2004-12-31 +723600-23051 CLAYTON MUNICIPAL AIRPARK AI 36.449 -103.154 1511.8 1977-08-27 2020-02-07 +723601-23007 CHILDRESS MUNICIPAL AP 34.427 -100.283 595.0 1943-02-15 1980-09-01 +723625-93057 GRANTS-MILAN MUNI AIRPORT 35.165 -107.902 1987.3 1948-01-01 2020-02-07 +723626-03737 CURRITUCK COUNTY AIRPORT 36.399 -76.016 4.9 2005-01-01 2020-02-08 +723627-23081 GALLUP MUNICIPAL AIRPORT 35.514 -108.794 1972.4 1973-01-01 2020-02-07 +723630-23047 AMARILLO RICK HUSBAND INTL AI 35.230 -101.704 1098.5 1943-03-01 2020-02-07 +723650-23050 ALBUQUERQUE INTL SUNPORT AIRP 35.042 -106.616 1618.5 1941-07-01 2020-02-07 +723654-99999 LOS ALAMOS 35.879 -106.269 2186.0 1980-02-28 2005-12-31 +723656-23049 SANTA FE MUNICIPAL AIRPORT 35.617 -106.089 1933.7 1946-08-01 2020-02-07 +723658-23090 FOUR CORNERS REGIONAL ARPT 36.744 -108.229 1674.9 1973-01-01 2020-02-07 +723676-23048 TUCUMCARI MUNICIPAL ARPT 35.182 -103.603 1239.0 1946-08-01 2020-02-07 +723677-23054 LAS VEGAS MUNICIPAL ARPT 35.654 -105.142 2095.2 1946-08-01 2020-02-06 +723700-93167 KINGMAN AIRPORT 35.258 -113.933 1042.4 1999-01-01 2020-02-07 +723700-99999 KINGMAN 35.259 -113.950 1051.0 1943-03-29 1998-12-31 +723710-99999 PAGE MUNI (AMOS) 36.933 -111.450 1304.0 1977-08-27 2005-12-31 +723723-23184 ERNEST A. LOVE FIELD ARPT 34.652 -112.421 1536.8 1990-02-28 2020-02-07 +723740-23194 WINSLOW-LINDBERGH REGIONAL AI 35.028 -110.721 1489.3 1973-01-01 2020-02-07 +723745-93139 PAYSON 34.257 -111.339 1572.0 1973-01-01 2018-05-16 +723747-99999 SHOW LOW RGNL 34.267 -110.000 1955.0 1985-01-17 2005-12-31 +723755-03103 FLAGSTAFF PULLIAM ARPT 35.144 -111.666 2139.1 1948-01-01 2004-12-31 +723760-99999 FLAGSTAFF 35.217 -111.817 2181.6 1998-10-02 2020-02-06 +723783-99999 GRAND CANYON NATL P 35.950 -112.133 2014.0 1990-02-08 2005-12-31 +723805-23179 NEEDLES AIRPORT 34.768 -114.619 271.3 1977-02-17 2020-02-07 +723810-23114 EDWARDS AIR FORCE BASE 34.900 -117.867 704.4 1941-12-01 2020-02-07 +723815-23161 BARSTOW-DAGGETT AIRPORT 34.854 -116.786 584.3 1949-01-01 2020-02-07 +723816-03159 GENERAL WILLIAM J. FOX AIRFIE 34.741 -118.212 712.6 1974-06-01 2020-02-07 +723820-23182 PDLE PRODN FLT/TST AF PLT 34.629 -118.084 769.2 1973-01-01 2020-02-07 +723825-23131 SOUTHERN CALIFORNIA LOGISTICS 34.583 -117.383 879.4 1942-01-01 2020-02-07 +723830-23187 SANDBERG 34.744 -118.724 1374.7 1973-01-01 2020-02-07 +723840-23155 MEADOWS FIELD AIRPORT 35.434 -119.054 149.1 1941-10-01 2020-02-07 +723860-23169 MCCARRAN INTERNATIONAL AIRPOR 36.072 -115.163 664.5 1973-01-01 2020-02-07 +723870-03160 DESERT ROCK AIRPORT 36.621 -116.028 984.5 1978-05-15 2020-02-06 +723890-93193 FRESNO YOSEMITE INTERNATIONAL 36.780 -119.719 101.5 1941-12-04 2020-02-07 +723894-99999 MAMMOTH YOSEMITE 37.624 -118.838 2173.0 1984-03-31 2005-12-17 +723896-99999 VISALIA MUNI 36.317 -119.400 90.0 1973-01-18 2005-12-31 +723900-99999 POINT PIEDRAS BLANCA 35.670 -121.280 17.0 1943-06-07 1998-12-31 +723910-93111 POINT MUGU 34.117 -119.117 4.0 1973-01-01 2020-02-07 +723925-23190 SANTA BARBARA MUNICIPAL AIRPO 34.426 -119.843 2.7 1973-01-01 2020-02-07 +723926-23136 CAMARILLO AIRPORT 34.217 -119.083 23.5 2005-01-01 2020-02-07 +723927-93110 OXNARD AIRPORT 34.201 -119.207 11.0 1944-04-01 2020-02-07 +723930-99999 VANDENBERG AFB 34.750 -120.567 121.0 1951-07-03 2005-12-31 +723940-23273 SANTA MARIA PUB/CAPT G A HANC 34.899 -120.449 73.8 1973-01-01 2020-02-07 +723965-93209 PASO ROBLES MUNICIPAL ARPT 35.670 -120.628 246.9 1941-12-01 2020-02-07 +724007-03719 SUFFOLK MUNICIPAL AIRPORT 36.682 -76.602 22.0 2005-01-01 2020-02-08 +724010-13740 RICHMOND INTERNATIONAL AIRPOR 37.512 -77.323 50.0 1942-09-24 2020-02-08 +724016-93736 CHARLOTTESVILLE-ALBEMARLE ARP 38.137 -78.455 195.1 1973-01-01 2020-02-08 +724020-93739 WALLOPS FLIGHT FACILITY AIRPO 37.937 -75.466 14.0 1973-01-01 2020-02-08 +724030-93738 WASHINGTON DULLES INTERNATION 38.935 -77.447 88.4 1973-01-01 2020-02-07 +724035-13773 QUANTICO MCAF 38.504 -77.305 3.1 1973-01-01 2020-02-08 +724037-93728 DAVISON AAF AIRPORT 38.717 -77.183 22.3 1957-02-01 2020-02-08 +724040-13721 NAVAL AIR STATION 38.300 -76.417 11.9 1945-03-01 2020-02-08 +724045-93720 SALISBURY OCEAN CIT 38.341 -75.510 18.3 1973-01-01 2010-07-31 +724050-13743 RONALD REAGAN WASHINGTON NATL 38.847 -77.035 3.1 1936-09-01 2020-02-08 +724057-99999 PHILLIPS AAF 39.467 -76.167 17.0 1977-07-01 2005-12-28 +724060-93721 BALTIMORE-WASHINGTON INTL AIR 39.173 -76.684 47.6 1945-01-01 2020-02-08 +724064-99999 FORT RITCHIE/SITE R 39.733 -77.433 275.0 1961-09-11 2001-06-12 +724065-93733 TIPTON AIRPORT 39.083 -76.767 46.0 1959-11-13 1989-09-29 +724066-99999 HAGERSTOWN RGNL RIC 39.700 -77.717 215.0 1973-01-22 2005-12-31 +724067-99999 MARTIN STATE 39.317 -76.400 7.0 1970-07-01 2005-12-31 +724070-93730 ATLANTIC CITY INTERNATIONAL A 39.452 -74.567 18.3 1947-01-01 2020-02-08 +724075-13735 MILLVILLE MUNICIPAL ARPT 39.366 -75.078 18.3 1973-01-01 2020-02-08 +724080-13739 PHILADELPHIA INTERNATIONAL AI 39.873 -75.227 3.1 1973-01-01 2020-02-08 +724085-94732 NE PHILADELPHIA AIRPORT 40.079 -75.013 32.0 1973-01-01 2020-02-08 +724086-14793 WILLOW GROVE NAS 40.200 -75.150 110.0 1973-01-01 2011-04-12 +724088-13707 DOVER AFB AIRPORT 39.133 -75.467 8.5 1942-12-01 2020-02-08 +724089-13781 WILMINGTON NEW CAST 39.673 -75.601 24.4 1942-08-01 2010-07-31 +724090-14780 NAES/MAXFIELD FIELD 40.033 -74.350 30.8 1973-01-01 2020-02-08 +724094-99999 ESSEX CO 40.883 -74.283 53.0 1981-08-05 2005-12-31 +724095-14792 TRENTON MERCER AIRPORT 40.277 -74.816 57.9 1973-01-01 2020-02-08 +724096-14706 MCGUIRE AFB AIRPORT 40.017 -74.600 39.9 1942-08-01 2020-02-08 +724097-99999 MORRISTOWN MUNI 40.800 -74.417 57.0 1981-01-12 2005-12-31 +724100-13733 LYNCHBURG RGNL/PRESTON GLENN 37.321 -79.207 286.5 1973-01-01 2020-02-08 +724105-99999 SHENANDOAH VALLEY RG 38.267 -78.900 366.0 1973-01-01 2005-12-31 +724106-13728 DANVILLE REGIONAL AIRPORT 36.573 -79.335 174.0 1973-01-01 2020-02-08 +724110-13741 ROANOKE REGIONAL/WOODRUM FIEL 37.317 -79.974 358.1 1973-01-01 2020-02-08 +724115-99999 INGALLS FLD 37.950 -79.833 1156.0 1973-01-01 2005-12-31 +724116-13868 NEW RIVER VALLEY AIRPORT 37.133 -80.683 641.6 1994-08-18 2020-02-08 +724120-03872 RALEIGH COUNTY MEMORIAL AIRPO 37.784 -81.123 766.3 1973-01-01 2020-02-08 +724125-03859 MERCER COUNTY AIRPORT 37.298 -81.204 870.5 2000-01-01 2020-02-08 +724125-99999 MERCER CO 37.296 -81.208 871.0 1973-01-01 1999-12-31 +724127-99999 GREENBRIER VALLEY 37.858 -80.399 702.0 1973-01-01 2005-12-31 +724140-13866 YEAGER AIRPORT 38.379 -81.590 277.4 1973-01-01 2020-02-08 +724170-13729 ELKINS-RAND CO-J.RAND FIELD A 38.890 -79.855 597.7 1973-01-01 2020-02-08 +724175-99999 HARRISON MARION RGN 39.283 -80.217 371.0 1973-01-01 2005-12-31 +724176-13736 MGTN RGNL-W L B HART FD AP 39.643 -79.916 378.0 1973-01-01 2020-02-08 +724177-13734 ETRN WV RGNL/SHPHERD FD AP 39.404 -77.945 162.8 1973-01-01 2020-02-08 +724210-93814 CINCINNATI/NORTHERN KENTUCKY 39.044 -84.672 269.1 1973-01-01 2020-02-08 +724220-93820 BLUE GRASS AIRPORT 38.041 -84.606 298.7 1973-01-01 2020-02-08 +724230-93821 LOUISVILLE INTL-STANDIFORD F 38.181 -85.739 148.7 1973-01-01 2020-02-08 +724235-13810 BOWMAN FIELD AIRPORT 38.228 -85.664 164.6 1941-11-01 2020-02-08 +724236-03889 JACKSON CARROLL ARPT 37.591 -83.314 413.6 1973-01-02 2010-08-01 +724237-99999 OWENSBORO DAVIESS C 37.733 -87.167 124.0 1973-01-01 2005-12-31 +724240-13807 GODMAN AAF AIRPORT 37.900 -85.967 230.1 1945-03-01 2020-02-08 +724243-03849 LDON-CRBN APT-MGEE FLD APT 37.087 -84.077 362.1 1991-03-21 2020-02-08 +724250-03860 TRI-STATE/M.J.FERGUS 38.365 -82.555 251.2 1973-01-01 2020-02-08 +724273-03804 MID-OHIO VALLEY REGIONAL AIRP 39.340 -81.444 253.3 1990-02-08 2020-02-08 +724275-14894 WHEELING OHIO COUNTY ARPT 40.176 -80.647 359.4 1973-01-01 2020-02-08 +724280-14821 PORT COLUMBUS INTERNATIONAL A 39.991 -82.877 248.7 1945-04-01 2020-02-08 +724285-13812 RICKENBACKER INTL AIRPORT 39.817 -82.933 226.8 1942-08-01 2020-02-08 +724286-93824 ZANESVILLE MUNICIPAL ARPT 39.944 -81.892 268.2 1973-01-01 2020-02-07 +724288-99999 OHIO STATE UNIVERSI 40.067 -83.067 276.0 1973-06-22 2005-12-31 +724289-99999 TOLEDO COAST GUARD STATION 41.700 -83.450 180.0 1976-09-26 1996-07-01 +724290-93815 J.M.COX DAYTON INTERNATIONAL 39.906 -84.219 305.7 1973-01-01 2020-02-08 +724295-03867 SPRINGFIELD BECKLEY 39.833 -83.833 320.0 1973-01-03 1999-12-29 +724296-13841 AIRBORNE AIRPARK AIRPORT 39.431 -83.777 325.2 1943-08-01 2020-02-08 +724297-93812 CINA MUNI APT/LUKN FD APT 39.103 -84.419 149.4 1973-01-01 2020-02-08 +724303-14813 AKRON FULTON INTL AIRPORT 41.038 -81.464 318.2 1999-05-02 2020-02-07 +724320-93817 EVANSVILLE REGIONAL AIRPORT 38.044 -87.521 121.9 1973-01-01 2020-02-07 +724335-99999 MOUNT VERNON 38.317 -88.867 146.0 1973-01-01 2005-12-31 +724336-99999 SOUTHERN ILLINOIS 37.767 -89.250 125.0 1973-01-01 2005-12-31 +724338-13802 SCOTT AIR FORCE BASE/MIDAMERI 38.550 -89.850 139.9 1938-01-01 2020-02-07 +724339-99999 WILLIAMSON CO RGNL 37.750 -89.017 144.0 1976-01-16 2005-12-31 +724340-13994 LAMBERT-ST LOUIS INTERNATIONA 38.753 -90.374 161.9 1973-01-01 2020-02-07 +724345-03966 SPIRIT OF ST LOUIS AIRPORT 38.657 -90.656 140.8 1973-01-01 2020-02-07 +724350-03816 BARKLEY REGIONAL AIRPORT 37.056 -88.774 125.9 1989-01-01 2020-02-08 +724361-13803 COLUMBUS BAKALAR 39.267 -85.900 199.9 1943-05-01 1990-02-06 +724370-93823 TERRE HAUTE HULMAN REGIONAL A 39.450 -87.300 175.3 1948-01-01 1985-05-31 +724375-99999 MONROE CO 39.133 -86.617 258.0 1973-01-01 2005-12-31 +724380-93819 INDIANAPOLIS INTERNATIONAL AI 39.725 -86.282 241.1 1942-10-06 2020-02-08 +724386-14835 PURDUE UNIVERSITY AIRPORT 40.412 -86.937 182.6 1973-01-01 2020-02-07 +724388-14829 GOSHEN MUNICIPAL AIRPORT 41.533 -85.783 253.0 1996-10-02 2020-02-07 +724390-93822 ABRAHAM LINCOLN CAPITAL AIRPO 39.845 -89.684 181.1 1973-01-01 2020-02-07 +724395-99999 ST LOUIS RGNL 38.883 -90.033 166.0 1973-01-01 2005-12-31 +724396-93989 QUINCY RGNL BALDWIN 39.937 -91.192 233.5 1973-01-01 2010-08-01 +724397-99999 CENTRAL ILLINOIS RG 40.467 -88.917 265.0 1976-04-02 2005-12-31 +724400-13995 SPRINGFIELD-BRANSON REGIONAL 37.240 -93.390 384.7 1973-01-01 2020-02-07 +724450-03945 COLUMBIA REGIONAL AIRPORT 38.817 -92.218 272.2 1973-01-01 2020-02-07 +724454-93996 FARMINGTON REGIONAL ARPT 37.761 -90.428 288.7 1995-02-10 2020-02-08 +724455-14938 KIRKSVILLE REGIONAL ARPT 40.097 -92.543 294.4 1973-01-01 2020-02-07 +724456-13997 ROLLA/VICHY AIRPORT 38.131 -91.768 346.6 1973-01-01 2010-08-01 +724457-03938 WAYNESVILLE REGIONAL AIRPORT 37.750 -92.150 353.3 1963-03-20 2020-02-07 +724458-99999 JEFFERSON CITY MEM 38.583 -92.150 167.0 1973-11-29 2005-12-31 +724460-03947 KANSAS CITY INTERNATIONAL AIR 39.297 -94.731 306.3 1973-01-01 2020-02-07 +724461-13988 KANSAS CITY DOWNTOWN AP 39.121 -94.597 228.6 1948-01-01 1990-02-06 +724463-13988 C.R. WHEELER DOWNTOWN ARPT 39.121 -94.597 226.2 1990-02-08 2020-02-07 +724466-03929 RICHARD GEBAUR 38.844 -94.560 321.9 1954-03-27 2004-12-31 +724467-13930 WHITEMAN AFB AIRPORT 38.717 -93.550 265.2 1942-12-01 2020-02-07 +724468-99999 JOHNSON CO EXECUTIVE 38.850 -94.733 334.0 1973-01-01 2005-12-31 +724475-93909 NEW CENTURY AIRCENTER ARPT 38.832 -94.890 331.3 1978-11-24 2020-02-07 +724490-13993 ROSECRANS MEMORIAL AIRPORT 39.774 -94.923 249.3 1944-03-01 2020-02-07 +724500-03928 WICHITA EISENHOWER NATIONAL 37.648 -97.430 402.6 1973-01-01 2020-02-07 +724504-99999 COL JAMES JABARA 37.750 -97.217 433.0 1987-07-10 2005-12-31 +724505-03923 MCCONNELL AFB AIRPORT 37.617 -97.267 417.9 1953-12-01 2020-02-07 +724506-13986 HUTCHINSON MUNICIPAL ARPT 38.065 -97.861 470.3 1945-02-01 2020-02-07 +724507-13981 CHANUTE MARTIN JOHNSON APT 37.670 -95.484 300.2 1973-01-01 2020-02-07 +724510-13985 DODGE CITY REGIONAL AIRPORT 37.769 -99.968 787.0 1943-04-19 2020-02-07 +724515-23064 GARDEN CITY REGIONAL ARPT 37.927 -100.725 878.4 1943-02-01 2020-02-07 +724516-99999 LIBERAL MUNI 37.033 -100.950 879.0 1943-06-18 2005-12-31 +724517-99999 GREAT BEND MUNI 38.350 -98.867 575.0 1943-08-01 2005-12-31 +724518-99999 HAYS RGNL 38.842 -99.273 609.0 1980-08-25 2005-12-31 +724520-03957 MEDICINE LODGE 37.284 -98.553 467.9 1978-03-10 2020-02-07 +724550-13947 MARSHALL ARMY AIRFIELD 39.050 -96.767 324.6 1938-08-17 2020-02-07 +724555-99999 MANHATTAN RGNL 39.133 -96.667 322.0 1973-01-01 2005-12-31 +724556-13989 EMPORIA MUNICIPAL AIRPORT 38.329 -96.195 364.5 1973-01-01 2020-02-07 +724560-13996 PHILIP BILLARD MUNICIPAL AIRP 39.073 -95.626 267.0 1973-01-01 2020-02-07 +724565-13920 FORBES FIELD AIRPORT 38.950 -95.664 325.2 1942-10-01 2020-02-07 +724567-13921 SHERMAN AAF 39.367 -94.917 235.0 1937-02-03 1998-10-01 +724580-13984 BLOSSER MUNICIPAL AIRPORT 39.551 -97.651 447.8 1973-01-01 2020-02-07 +724585-93997 RUSSELL MUNICIPAL AIRPORT 38.876 -98.809 568.2 1943-02-01 2020-02-07 +724586-03919 SALINA MUNICIPAL AIRPORT 38.800 -97.650 386.8 1973-01-01 2020-02-07 +724620-23061 SAN LUIS VALLEY REGIONAL AIRP 37.439 -105.861 2296.1 1973-01-01 2020-02-07 +724625-99999 DURANGO-LA PLATA CO 37.140 -107.760 2038.0 1973-01-01 2005-12-31 +724630-99999 LAMAR 38.083 -102.617 1103.0 1974-11-13 2004-03-06 +724635-23067 LA JUNTA MUNICIPAL AIRPORT 38.049 -103.512 1278.3 1942-11-01 2020-02-08 +724640-93058 PUEBLO MEMORIAL AIRPORT 38.290 -104.498 1438.7 1942-10-01 2020-02-08 +724645-23070 PERRY STOKES AIRPORT 37.262 -104.338 1749.9 1973-01-01 2020-02-08 +724650-23065 RENNER FIELD/GOODLAND MINI AI 39.367 -101.693 1114.4 1973-01-01 2020-02-07 +724655-93990 HILL CITY MUNICIPAL ARPT 39.376 -99.830 666.9 1973-01-01 2020-02-07 +724660-93037 CITY OF COLORADO SPRINGS MUNI 38.810 -104.688 1884.0 1942-09-01 2020-02-08 +724665-93010 LIMON MUNICIPAL AIRPORT 39.275 -103.666 1638.0 1973-01-01 2020-02-08 +724666-99999 CENTENNIAL 39.570 -104.849 1793.0 1980-12-04 2005-12-31 +724675-23063 EAGLE CO REGIONAL AIRPORT 39.650 -106.917 1980.3 1973-01-01 2020-02-08 +724676-99999 ASPEN PITKIN CO SARD 39.223 -106.869 2384.0 1973-01-01 2005-12-31 +724677-93007 GUNSN-CRSTED BUTTE RGL APT 38.533 -106.933 2336.6 2002-09-02 2020-02-08 +724677-99999 GUNNISON CO. (AWOS) 38.534 -106.933 2339.0 1973-01-01 2004-12-31 +724680-94015 BUTTS AAF AIRPORT 38.678 -104.757 1779.4 1966-09-15 2020-02-08 +724686-99999 GUNNISON AVIATION WEATHER REP 38.600 -106.920 2380.0 1973-01-01 1991-02-11 +724690-23062 DENVER WSFO 39.750 -104.867 1612.0 1940-05-15 1995-03-01 +724695-23036 BUCKLEY AIR FORCE BASE 39.717 -104.750 1726.1 1944-03-01 2020-02-08 +724697-99999 FORT COLLINS DOWNTOWN 40.588 -105.042 1505.4 1973-01-01 1994-09-01 +724698-24015 COLORADO PLAINS RGNL ARPT 40.167 -103.217 1421.3 1973-01-01 2020-02-07 +724699-99999 BROOMFIELD/JEFFCO 39.917 -105.117 1728.0 1981-08-01 2005-12-31 +724700-99999 PRICE/CARBON COUNTY 39.617 -110.750 1799.0 1977-08-27 2005-12-31 +724735-23170 HANKSVILLE 38.371 -110.715 1354.5 1973-01-01 2012-10-01 +724754-99999 ST GEORGE MUNI 37.091 -113.593 896.0 1980-07-01 2005-12-31 +724755-93129 CEDAR CITY REGIONAL ARPT 37.709 -113.094 1702.6 1973-01-01 2020-02-07 +724756-23159 BRYCE CANYON AIRPORT 37.706 -112.146 2312.2 1973-01-01 2020-02-07 +724760-23066 GRAND JUNCTION REGIONAL AIRPO 39.134 -108.540 1480.7 1973-01-01 2020-02-07 +724765-99999 MONTROSE RGNL 38.517 -107.894 1755.0 1973-01-01 2005-12-31 +724767-99999 CORTEZ MUNI 37.300 -108.633 1804.0 1973-01-01 2005-12-31 +724769-99999 FORT COLLINS (AWOS) 40.450 -105.017 1529.0 1986-05-01 2005-12-31 +724795-99999 DELTA 39.330 -112.580 1414.0 1973-01-01 2012-10-01 +724796-94128 LOGAN-CACHE AIRPORT 41.787 -111.853 1357.6 1999-01-01 2020-02-08 +724800-23157 BISHOP AIRPORT 37.371 -118.358 1250.3 1943-01-16 2020-02-07 +724810-23203 CASTLE AFB 37.383 -120.567 58.2 1942-01-01 2020-02-04 +724815-99999 MERCED MUNI MACREADY 37.285 -120.514 48.0 1983-10-01 2005-12-31 +724830-23232 SACRAMENTO EXECUTIVE AIRPORT 38.507 -121.495 4.6 1973-01-01 2020-02-07 +724833-23206 SACRAMENTO MATHER AIRPORT 38.567 -121.300 30.2 2002-09-02 2020-02-07 +724835-23206 MATHER FIELD 38.567 -121.300 29.3 1941-09-01 1993-05-15 +724836-23208 SACRAMENTO MCCLELLAN AFB 38.667 -121.400 23.5 1939-11-09 2020-02-07 +724837-93216 BEALE AIR FORCE BASE 39.133 -121.433 34.4 1959-07-01 2020-02-07 +724838-99999 YUBA CO 39.100 -121.567 19.0 1943-08-11 2005-12-31 +724839-93225 SACRAMENTO INTL AIRPORT 38.696 -121.590 7.0 1973-01-01 2020-02-07 +724855-23153 TONOPAH AIRPORT 38.051 -117.090 1644.4 1942-10-01 2020-02-07 +724860-23154 ELY AIRPORT/YELLAND FIELD/AIR 39.295 -114.847 1908.7 1973-01-01 2020-02-07 +724870-99999 CALIENTE NV. 37.617 -114.517 1335.0 1977-01-22 2004-11-25 +724880-23185 RENO/TAHOE INTERNATIONAL AIRP 39.484 -119.771 1344.2 1943-01-05 2020-02-07 +724885-93102 FALLON NAS 39.417 -118.717 1199.1 1973-01-01 2020-02-07 +724915-23245 MONTEREY PENINSULA 36.583 -121.833 78.0 1973-01-01 1999-12-31 +724917-23233 SALINAS MUNI 36.664 -121.608 23.5 1941-08-05 2010-08-01 +724920-23237 STOCKTON METROPOLITAN AIRPORT 37.889 -121.226 7.9 1941-01-03 2020-02-07 +724926-23258 MDSTO CTY-CO H SHAM FD APT 37.624 -120.951 22.3 1973-01-01 2020-02-07 +724927-99999 LIVERMORE MUNICIPAL 37.700 -121.817 121.0 1973-06-25 1999-12-31 +724930-23230 METRO OAKLAND INTL AIRPORT 37.721 -122.221 1.8 1943-01-01 2020-02-07 +724935-99999 HAYWARD AIR TERM 37.667 -122.117 14.0 1973-01-01 1999-12-31 +724936-23254 CONCORD/BUCHANAN 37.992 -122.055 18.3 1973-01-01 2010-07-31 +724937-99999 PALO ALTO ARPT OF SA 37.461 -122.115 1.0 1984-11-01 2005-12-31 +724938-99999 SAN CARLOS 37.512 -122.250 2.0 1983-07-01 2005-12-31 +724940-23234 SAN FRANCISCO INTERNATIONAL A 37.620 -122.365 2.4 1973-01-01 2020-02-07 +724945-23293 N Y. MINETA SN JO INTL APT 37.359 -121.924 15.5 1973-01-01 2020-02-07 +724946-99999 REID HILLVIEW OF SAN 37.333 -121.817 41.0 1980-04-09 2005-12-31 +724955-99999 NAPA CO 38.213 -122.281 11.0 1973-01-01 1999-12-31 +724956-23211 HAMILTON AAF 38.067 -122.500 1.0 1939-03-01 1976-07-09 +724957-23213 SONOMA COUNTY AIRPORT 38.504 -122.810 34.8 2000-01-01 2020-02-07 +724957-99999 C M SCHULZ SONOMA CO 38.517 -122.817 38.0 1943-04-04 1999-12-31 +724973-99999 CHICO MUNI 39.800 -121.867 73.0 1990-03-14 2005-12-31 +724988-94704 DANSVILLE MUNICIPAL ARPT 42.571 -77.713 208.8 2001-01-02 2020-02-08 +725020-14734 NEWARK LIBERTY INTERNATIONAL 40.683 -74.169 2.1 1973-01-01 2020-02-08 +725025-94741 TETERBORO AIRPORT 40.850 -74.061 2.7 1973-01-01 2020-02-08 +725030-14732 LA GUARDIA AIRPORT 40.779 -73.880 3.4 1973-01-01 2020-02-08 +725035-04781 LONG ISLAND MAC ART 40.794 -73.102 30.2 1973-01-01 2010-07-31 +725036-14757 DUTCHESS COUNTY AIRPORT 41.626 -73.882 50.6 1973-01-01 2020-02-08 +725037-94745 WESTCHESTER COUNTY AIRPORT 41.062 -73.705 111.9 1973-01-01 2020-02-08 +725038-14714 STEWART INTERNATIONAL AIRPORT 41.500 -74.100 149.7 1942-08-02 2020-02-08 +725040-94702 IGOR I SIKORSKY MEMORIAL AIRP 41.164 -73.127 1.5 1942-12-08 2020-02-08 +725045-14758 TWEED-NEW HAVEN AIRPORT 41.264 -72.887 0.9 1973-01-01 2020-02-08 +725046-14707 GROTON-NEW LONDON AIRPORT 41.328 -72.049 3.1 1943-01-18 2020-02-08 +725055-99999 CHATHAM COAST GUARD STATION 41.670 -69.950 1.0 1975-09-11 1996-06-30 +725056-99999 POINT JUDITH (CGS) 41.350 -71.467 2.0 1947-02-01 1995-03-18 +725057-99999 BRANT POINT COAST GUARD STATI 41.280 -70.080 8.0 1975-09-11 1996-07-01 +725058-94793 BLOCK ISLAND STATE AIRPORT 41.168 -71.578 32.0 1990-01-01 2020-02-08 +725063-14756 NANTUCKET MEM 41.253 -70.061 14.3 1990-03-14 2012-08-01 +725065-99999 NEW BEDFORD RGNL 41.667 -70.950 24.0 1973-01-01 2005-12-31 +725066-99999 MARTHAS VINEYARD 41.400 -70.617 20.0 1973-01-01 2005-12-31 +725067-99999 BARNSTABLE MUNI BOA 41.667 -70.267 17.0 1973-01-01 2005-12-31 +725068-99999 TAUNTON MUNI 41.867 -71.017 13.0 1942-10-02 2005-12-31 +725069-99999 CHATHAM MUNI 41.683 -69.983 21.0 1975-09-11 2005-12-31 +725070-14765 THEODORE F GREEN STATE AIRPOR 41.723 -71.433 16.8 1942-08-01 2020-02-08 +725080-14740 BRADLEY INTERNATIONAL AIRPORT 41.938 -72.682 53.3 1941-09-12 2020-02-08 +725085-54756 ORANGE MUNICIPAL AIRPORT 42.570 -72.291 169.2 1996-07-02 2020-02-08 +725086-99999 DANBURY MUNI ARPT 41.372 -73.482 140.0 1973-06-22 2005-12-31 +725087-14752 HARTFORD-BRAINARD AIRPORT 41.736 -72.651 5.8 1974-01-01 2020-02-08 +725088-99999 BEVERLY MUNI 42.583 -70.917 33.0 1974-02-20 2005-12-31 +725090-14739 GEN E L LOGAN INTERNATIONAL A 42.361 -71.010 3.7 1943-11-21 2020-02-08 +725095-94746 WORCESTER RGNL 42.271 -71.873 310.0 1973-01-01 2010-07-31 +725097-14790 NAVAL AIR STATION 42.150 -70.933 49.1 1973-01-01 1996-09-28 +725098-99999 NORWOOD MEM 42.183 -71.167 15.0 1973-01-01 2005-12-31 +725101-14712 READING SPAATZ FIELD 40.367 -75.967 107.6 1943-06-08 1990-02-19 +725105-14770 PENN VALLEY AIRPORT 40.821 -76.864 135.3 1997-09-02 2020-02-08 +725107-04780 FITCHBURG MUNICIPAL ARP 42.552 -71.756 106.1 1997-10-02 2020-02-08 +725111-14751 HARRISBURG CAPITAL CITY ARPT 40.217 -76.851 105.8 1948-01-01 1990-02-28 +725115-14711 HARRISBURG INTL 40.196 -76.772 95.1 1935-02-01 2010-07-31 +725116-99999 LANCASTER 40.117 -76.283 123.0 1973-07-01 2005-12-31 +725125-04787 DU BOIS-JEFFERSON CO ARPT 41.179 -78.893 550.2 1973-01-01 2020-02-08 +725126-14736 ALTOONA-BLAIR COUNTY ARPT 40.296 -78.320 451.1 1973-01-01 2020-02-08 +725127-04726 J MURTHA JTWN-CMBRA CO APT 40.316 -78.834 696.2 1973-01-01 2020-02-08 +725128-99999 UNIVERSITY PARK 40.850 -77.850 378.0 1980-06-25 2004-12-31 +725130-14777 WILKES-BARRE/SCRANTON INTL AI 41.334 -75.727 283.5 1973-01-01 2020-02-08 +725140-14778 WILLIAMSPORT REGIONAL AIRPORT 41.243 -76.922 158.5 1973-01-01 2020-02-08 +725144-99999 MUIR AAF 40.433 -76.567 149.0 1978-08-28 2005-12-30 +725145-99999 SULLIVAN CO INTL 41.700 -74.800 428.0 1981-02-12 2005-12-31 +725150-04725 GREATER BINGHAMTON/E A LINK F 42.207 -75.980 486.2 1973-01-01 2020-02-08 +725155-99999 ITHACA TOMPKINS RGNL 42.491 -76.467 335.0 1973-01-01 2005-12-31 +725156-14748 ELMIRA/CORNING RGNL ARPT 42.159 -76.892 291.1 1973-01-01 2020-02-08 +725165-99999 RUTLAND STATE 43.517 -72.950 240.0 1973-01-02 2005-12-31 +725170-14737 LEHIGH VALLEY INTERNATIONAL A 40.650 -75.448 118.9 1973-01-01 2020-02-08 +725180-14735 ALBANY INTERNATIONAL AIRPORT 42.747 -73.799 85.3 1946-01-01 2020-02-08 +725185-14750 FLOYD BENNETT MEM 43.350 -73.617 101.5 1973-01-01 2010-08-01 +725190-14771 SYRACUSE HANCOCK INTERNATIONA 43.111 -76.104 125.9 1942-10-01 2020-02-08 +725196-14717 GRIFFISS AIRPARK 43.234 -75.407 154.0 1942-07-01 1998-09-23 +725197-94794 ONEIDA COUNTY AIRPORT 43.145 -75.384 216.7 1973-01-01 2007-01-18 +725200-94823 PITTSBURGH INTERNATIONAL AIRP 40.485 -80.214 366.7 1945-02-01 2020-02-08 +725204-99999 BEAVER CO 40.767 -80.383 382.0 1984-03-31 2005-12-31 +725205-14762 ALLEGHENY COUNTY AIRPORT 40.355 -79.922 380.4 1973-01-01 2020-02-08 +725207-99999 ARNOLD PALMER RGNL 40.267 -79.400 361.0 1973-01-02 2005-12-31 +725210-14895 AKRON-CANTON REGIONAL AIRPORT 40.918 -81.444 369.7 1973-01-01 2020-02-08 +725215-99999 LORAIN COAST GUARD STATION 41.470 -82.180 176.0 1976-09-26 1996-07-01 +725235-99999 CHATAUQUA CO JAMESTO 42.153 -79.258 525.0 1973-01-01 2005-12-31 +725240-14820 CLEVELAND-HOPKINS INTERNATION 41.406 -81.852 238.1 1973-01-01 2020-02-08 +725244-99999 WILLOUGHBY LOST NATION MUNI 41.684 -81.390 190.8 1983-11-03 2020-02-06 +725245-99999 BURKE LAKEFRONT 41.517 -81.683 178.0 1973-01-01 2005-12-31 +725246-14891 MANSFIELD LAHM RGNL 40.820 -82.518 399.9 1949-01-01 2010-07-31 +725247-99999 CUYAHOGA CO 41.567 -81.483 268.0 1973-01-01 2005-12-31 +725249-99999 MARBLEHEAD COAST GUARD STATIO 41.550 -82.730 196.0 1976-09-26 1996-07-01 +725250-14852 YOUNGSTOWN-WARREN REGIONAL AI 41.255 -80.674 355.7 1948-01-01 2020-02-08 +725260-14860 ERIE INTL/T. RIDGE FIELD AIRP 42.080 -80.182 222.2 1973-01-01 2020-02-08 +725266-04751 BRADFORD REGIONAL AIRPORT 41.800 -78.633 652.9 1973-01-01 2020-02-08 +725267-94868 VENANGO REGIONAL AIRPORT 41.383 -79.867 469.4 1973-01-01 2020-02-08 +725280-14733 BUFFALO NIAGARA INTERNATIONAL 42.941 -78.736 218.2 1942-02-01 2020-02-08 +725285-99999 BUFFALO COAST GUARD STATION 42.880 -78.880 180.0 1976-09-26 1996-07-01 +725287-04724 NIAGARA FALLS INTL AIRPORT 43.108 -78.938 178.3 1951-06-12 2020-02-08 +725290-14768 GREATER ROCHESTER INTERNATION 43.117 -77.677 164.3 1973-01-01 2020-02-08 +725300-94846 CHICAGO O'HARE INTERNATIONAL 41.960 -87.932 201.8 1946-10-01 2020-02-08 +725305-99999 DUPAGE 41.908 -88.249 231.0 1973-01-01 2005-12-31 +725310-14806 RANTOUL/CHANUTE AFB 40.300 -88.150 228.0 1936-07-01 1971-05-28 +725314-99999 CAHOKIA/ST. LOUIS 38.567 -90.150 126.0 1978-12-19 2005-12-31 +725315-99999 UNIV OF ILLINOIS WI 40.033 -88.267 230.0 1973-01-01 2005-12-31 +725316-99999 DECATUR 39.833 -88.867 208.0 1973-01-01 2005-12-31 +725320-14842 GREATER PEORIA REGIONAL AIRPO 40.668 -89.684 198.1 1973-01-01 2020-02-07 +725330-14827 FORT WAYNE INTERNATIONAL AIRP 40.971 -85.206 241.1 1941-11-01 2020-02-08 +725335-99999 GRISSOM ARB 40.650 -86.150 247.0 1945-02-01 2005-12-31 +725336-99999 DELAWARE CO JOHNSON 40.233 -85.383 286.0 1973-01-01 2005-12-31 +725337-99999 GARY CHICAGO 41.617 -87.400 180.0 1981-01-26 2005-12-31 +725340-14819 CHICAGO MIDWAY INTL ARPT 41.786 -87.752 186.5 1973-01-01 2020-02-08 +725345-14834 JOLIET REGIONAL AIRPORT 41.500 -88.167 177.4 2002-09-02 2020-02-07 +725346-94866 CHICAGO/MEIGS 41.867 -87.600 181.0 1973-01-01 2008-06-18 +725347-99999 CHICAGO/WAUKEGAN 42.417 -87.867 222.0 1989-04-21 2005-12-31 +725350-14848 SOUTH BEND REGIONAL AIRPORT 41.707 -86.316 235.6 1973-01-01 2020-02-07 +725354-99999 ELKHART MUNI 41.717 -86.000 237.0 1981-07-22 2005-12-31 +725360-94830 TOLEDO EXPRESS AIRPORT 41.587 -83.806 205.4 1973-01-01 2020-02-08 +725366-14825 FINDLAY AIRPORT 41.014 -83.669 243.8 1973-01-01 2020-02-08 +725370-94847 DETROIT METRO WAYNE COUNTY AI 42.231 -83.331 192.3 1942-08-01 2020-02-08 +725374-99999 ANN ARBOR MUNICIPAL 42.223 -87.746 256.0 1978-12-05 2005-12-31 +725375-14822 DETROIT CITY AIRPORT 42.409 -83.010 190.8 1973-01-01 2020-02-08 +725376-14853 WILLOW RUN AIRPORT 42.233 -83.533 236.8 1973-01-01 2020-02-08 +725377-14804 SELFRIDGE AIR NATIONAL GUARD 42.608 -82.818 176.8 1937-01-01 2020-02-08 +725385-99999 BELLE ISLE COAST GUARD STATIO 42.330 -82.970 177.0 1976-09-26 1996-07-01 +725386-99999 PORT HOPE 44.017 -82.783 179.0 1978-11-28 2005-12-31 +725387-99999 COPPER HARBOR 47.467 -87.883 190.0 1978-11-28 2005-12-31 +725390-14836 CAPITAL CITY AIRPORT 42.776 -84.600 261.8 1973-01-01 2020-02-08 +725395-14833 JAKSON CO-RYNOLDS FLD ARPT 42.267 -84.467 304.2 1973-01-01 2020-02-08 +725396-14815 W K KELLOGG AIRPORT 42.308 -85.251 282.9 1942-10-01 2020-02-08 +725400-99999 SPICKARD 40.250 -93.720 271.0 1977-10-06 2003-07-20 +725430-94822 GREATER ROCKFORD AIRPORT 42.193 -89.093 222.5 1973-01-01 2020-02-07 +725440-14923 QUAD CITY INTERNATIONAL AIRPO 41.465 -90.523 180.4 1973-01-01 2020-02-07 +725450-14990 THE EASTERN IOWA AIRPORT 41.883 -91.717 264.6 1973-01-01 2020-02-07 +725455-14931 SOUTHEAST IOWA RGNL 40.783 -91.125 214.0 1973-01-01 2010-07-31 +725460-14933 DES MOINES INTERNATIONAL AIRP 41.534 -93.653 291.7 1973-01-01 2020-02-07 +725462-14937 IOWA CITY MUNICIPAL ARPT 41.633 -91.543 198.1 1997-01-01 2020-02-07 +725465-14950 OTTUMWA INDUSTRIAL AIRPORT 41.108 -92.447 256.6 1973-01-01 2020-02-07 +725466-99999 ANKENY REGIONAL ARP 41.683 -93.550 277.0 1973-01-01 2005-12-31 +725470-94908 DUBUQUE REGIONAL AIRPORT 42.398 -90.704 321.9 1973-01-01 2020-02-07 +725473-99999 CLINTON MUNI 41.833 -90.333 216.0 1988-01-05 2005-12-31 +725480-94910 WATERLOO MUNICIPAL AIRPORT 42.554 -92.401 264.6 1960-03-01 2020-02-07 +725485-14940 MASON CITY MUNICIPAL ARPT 43.154 -93.327 373.4 1973-01-01 2020-02-07 +725486-99999 BOONE MUNI 42.050 -93.850 354.0 1973-01-01 2005-12-31 +725490-99999 FORT DODGE (AWOS) 42.550 -94.183 355.0 1978-03-10 2005-12-31 +725500-14942 EPPLEY AIRFIELD AIRPORT 41.310 -95.899 299.3 1974-04-19 2020-02-08 +725510-14939 LINCOLN MUNICIPAL AIRPORT 40.851 -96.748 362.7 1942-10-01 2020-02-08 +725515-99999 BEATRICE MUNI 40.300 -96.750 404.0 1973-01-01 2005-12-31 +725520-14935 CENTRAL NEBRASKA REGIONAL AIR 40.961 -98.314 560.8 1944-03-01 2020-02-08 +725524-99999 EVELYN SHARP FLD 41.617 -98.950 631.0 1981-08-06 2005-12-31 +725525-99999 HASTINGS MUNI 40.605 -98.428 598.0 1973-01-01 2005-12-31 +725526-99999 KEARNEY MUNI 40.717 -99.000 649.0 1943-03-12 2005-12-31 +725533-94957 BRENNER FIELD AIRPORT 40.080 -95.592 298.7 2000-01-01 2020-02-07 +725540-14949 OFFUTT AFB AIRPORT 41.117 -95.917 319.1 1948-01-12 2020-02-08 +725555-99999 BROKEN BOW MUNI 41.433 -99.650 776.0 1973-01-01 2005-12-31 +725556-99999 AINSWORTH MUNICIPAL 42.579 -100.000 789.0 1943-02-03 2005-12-31 +725560-14941 KARL STEFAN MEMORIAL AIRPORT 41.986 -97.435 472.7 1973-01-01 2020-02-07 +725565-99999 COLUMBUS MUNI 41.450 -97.333 440.0 1973-01-01 2005-12-31 +725566-99999 THE ONEILL MUNI J BA 42.470 -98.688 619.0 1953-08-04 2005-12-31 +725570-14943 SIOUX GATEWAY/COL BUD DAY FIE 42.391 -96.379 333.8 1942-10-01 2020-02-07 +725610-24030 SIDNEY MUNICIPAL AIRPORT 41.099 -102.986 1309.4 1977-08-27 2020-02-07 +725620-24023 NORTH PLATTE RGNL AP LEE BIRD 41.121 -100.669 846.7 1973-01-01 2020-02-07 +725624-14994 JIM KELLY FIELD AIRPORT 40.789 -99.771 733.0 2005-01-01 2020-02-07 +725625-99999 MCCOOK RGNL 40.200 -100.583 782.0 1973-01-01 2005-12-31 +725626-24091 IMPERIAL MUNICIPAL AIRPORT 40.510 -101.620 996.1 1973-04-01 2020-02-07 +725627-99999 MULLEN / HOOKER COUNTY 42.050 -101.070 994.0 1973-01-01 1995-12-09 +725628-99999 BREWSTER FLD 40.450 -99.333 704.0 1973-01-01 2005-12-31 +725635-99999 ALLIANCE MUNI 42.050 -102.800 1198.0 1942-11-22 2005-12-31 +725636-24017 CHADRON MUNICIPAL AIRPORT 42.837 -103.098 1004.0 1973-01-01 2020-02-07 +725640-24018 CHEYENNE AIRPORT 41.158 -104.807 1863.2 1948-01-01 2020-02-07 +725645-24022 LARAMIE REGIONAL AIRPORT 41.317 -105.683 2214.7 1973-01-01 2020-02-07 +725650-03017 DENVER INTERNATIONAL AIRPORT 39.833 -104.658 1650.2 1994-07-18 2020-02-08 +725660-24028 WESTERN NE REGIONAL/HEILIG FI 41.871 -103.593 1202.4 1943-01-13 2020-02-07 +725670-24032 MILLER FIELD AIRPORT 42.878 -100.550 789.4 1948-01-01 2020-02-08 +725685-24019 DOUGLAS 42.750 -105.383 1477.0 1977-03-01 1995-01-01 +725690-24089 NATRONA COUNTY INTERNATIONAL 42.898 -106.474 1620.9 1940-01-01 2020-02-07 +725700-99999 CRAIG-MOFFAT 40.500 -107.533 1915.0 1977-08-27 2005-12-31 +725705-99999 VERNAL 40.441 -109.510 1609.0 1973-01-01 2005-12-31 +725715-99999 HAYDEN/YAMPA (AWOS) 40.483 -107.217 2012.0 1973-01-01 2004-12-31 +725716-99999 RIFLE AVIATION WEATHER REPORT 39.530 -107.800 1622.0 1973-01-01 1996-06-30 +725720-24127 SALT LAKE CITY INTERNATIONAL 40.778 -111.969 1287.8 1941-11-01 2020-02-08 +725724-99999 PROVO MUNI 40.219 -111.723 1371.0 1980-05-29 2005-12-31 +725744-24027 RCK SRINGS-SWETWTER CO APT 41.595 -109.053 2055.0 1990-03-01 2020-02-08 +725745-24057 RAWLINS MUNICIPAL 41.800 -107.200 2055.3 1973-01-01 2010-07-31 +725750-24126 OGDEN-HINCKLEY AIRPORT 41.196 -112.011 1362.5 1973-01-01 2020-02-08 +725755-24101 HILL AFB AIRPORT 41.117 -111.967 1459.7 1941-10-01 2020-02-07 +725760-24021 HUNT FIELD AIRPORT 42.815 -108.726 1704.4 1973-01-01 2020-02-08 +725765-24061 RIVERTON REGIONAL 43.064 -108.459 1684.0 1973-01-01 2007-04-01 +725775-04111 EVAN-UINTA CO BURNS FLD AP 41.273 -111.031 2183.3 1973-01-01 2020-02-08 +725776-99999 JACKSON HOLE 43.600 -110.733 1966.0 1973-01-01 2005-12-31 +725780-24156 POCATELLO REGIONAL AIRPORT 42.920 -112.571 1357.0 1943-01-01 2020-02-07 +725784-99999 LOWELL 46.133 -115.600 480.0 1983-08-02 2005-12-31 +725785-24145 IDAHO FALLS REGIONAL ARPT 43.519 -112.064 1442.6 1973-01-01 2020-02-08 +725786-24151 MALAD CITY AIRPORT 42.188 -112.248 1384.7 1973-01-01 2020-02-05 +725805-24172 DERBY FIELD AIRPORT 40.068 -118.569 1189.3 1977-01-01 2020-02-07 +725810-24193 WENDOVER AIRPORT 40.721 -114.036 1291.4 1942-08-01 2020-02-07 +725816-99999 DUGWAY PG UTAH/MICHALES AAF 40.183 -112.933 1326.0 1943-06-14 1976-06-30 +725824-99999 EUREKA (RAMOS) 39.517 -115.967 1993.0 1979-05-10 2004-12-31 +725825-24121 ELKO REGIONAL AIRPORT 40.829 -115.789 1533.1 1977-01-01 2020-02-07 +725830-24128 WINNEMUCCA MUNICIPAL AIRPORT 40.902 -117.808 1309.4 1973-01-01 2020-02-07 +725835-24119 BATTLE MOUNTAIN AIRPORT 40.612 -116.892 1373.1 1973-01-01 2020-02-07 +725845-23225 BLUE CANYON - NYACK ARPT 39.277 -120.710 1608.1 1973-01-01 2020-02-07 +725846-99999 TRUCKEE-TAHOE 39.320 -120.133 1798.0 1973-01-01 2005-12-31 +725847-99999 LAKE TAHOE 38.883 -120.000 1909.0 1973-01-01 1999-12-31 +725865-99999 FRIEDMAN MEM 43.500 -114.300 1622.0 1973-01-01 2005-12-31 +725866-99999 JOSLIN FLD MAGIC VA 42.483 -114.483 1265.0 1973-01-01 2005-12-31 +725867-24133 BURLEY MUNICIPAL AIRPORT 42.542 -113.766 1266.1 1973-01-01 2020-02-07 +725868-99999 ALLEN H TIGERT 42.633 -111.583 1780.0 1984-01-11 2005-12-31 +725895-94236 KLAMATH FALLS AIRPORT 42.147 -121.724 1244.8 1959-09-01 2020-02-07 +725896-99999 LAKEVIEW 42.220 -120.350 1455.0 1977-03-01 1997-10-01 +725905-23275 UKIAH MUNICIPAL AIRPORT 39.126 -123.201 183.2 1973-01-01 2020-02-07 +725910-24216 RED BLUFF MUNICIPAL ARPT 40.152 -122.254 107.6 1973-01-01 2020-02-07 +725915-24257 REDDING MUNICIPAL ARPT 40.518 -122.299 153.0 1944-09-01 1991-03-31 +725945-24283 ARCATA AIRPORT 40.978 -124.109 61.0 1973-01-01 2020-02-07 +725946-24286 JACK MCNAMARA FIELD ARPT 41.780 -124.237 17.4 1973-01-01 2020-02-07 +725955-24259 SISKIYOU COUNTY AIRPORT 41.781 -122.468 808.0 1950-01-01 2020-02-07 +725957-24215 MOUNT SHASTA 41.333 -122.333 1077.5 1977-01-01 2020-02-07 +725958-99999 ALTURAS MUNI 41.483 -120.567 1333.0 1983-11-04 2005-12-31 +725970-24225 ROGUE VALLEY INTL-MEDFORD AIR 42.381 -122.872 395.3 1973-01-01 2020-02-07 +725975-24235 SEXTON SUMMIT 42.600 -123.364 1168.0 1973-01-01 2020-02-07 +725985-24267 BROOKINGS 42.074 -124.290 139.9 1977-02-25 2020-02-07 +726050-14745 CONCORD MUNICIPAL AIRPORT 43.205 -71.503 104.6 1973-01-01 2020-02-08 +726055-99999 PEASE INTL TRADEPOR 43.083 -70.817 31.0 1956-04-09 2005-12-31 +726060-14764 PORTLAND INTERNATIONAL JETPOR 43.642 -70.304 13.7 1973-01-01 2020-02-08 +726067-99999 SCITUATE COAST GUARD STATION 42.200 -70.720 1.0 1975-09-11 1996-04-01 +726068-99999 RACE POINT COAST GUARD STATIO 42.050 -70.180 1.0 1975-09-11 1996-07-01 +726069-99999 SANDWICH COAST GUARD STATION 41.780 -70.500 1.0 1975-09-11 1996-07-01 +726071-14606 BANGOR AIRPORT 44.798 -68.819 58.5 1941-12-01 1990-02-28 +726077-99999 HANCOCK CO BAR HARBO 44.450 -68.367 25.0 1942-11-02 2005-12-31 +726079-99999 KNOX CO RGNL 44.067 -69.100 17.0 1977-04-27 2005-12-31 +726116-94765 LEBANON MUNICIPAL AIRPORT 43.626 -72.305 182.3 1993-01-01 2020-02-08 +726130-99999 MOUNT WASHINGTON 44.267 -71.300 1910.0 1973-01-01 2005-12-31 +726140-54742 ST. JOHNSBURY(AMOS) 44.420 -72.019 212.4 1973-01-01 2020-02-07 +726145-94705 EDWARD F KNAPP STATE ARPT 44.204 -72.562 343.2 1973-01-01 2020-02-08 +726155-99999 LACONIA MUNI 43.567 -71.417 166.0 1973-01-01 2005-12-31 +726165-99999 DILLANT HOPKINS 42.900 -72.267 149.0 1973-01-04 2005-12-31 +726170-14742 BURLINGTON INTERNATIONAL AIRP 44.468 -73.150 100.6 1948-01-01 2020-02-08 +726185-14605 AUGUSTA STATE AIRPORT 44.316 -69.797 107.0 1973-01-01 2020-02-08 +726190-99999 GREENVILLE 45.467 -69.583 316.0 1977-08-27 2005-12-31 +726196-14610 MILLINOCKET MUNICIPAL ARPT 45.648 -68.693 123.8 1943-03-01 2020-02-08 +726223-94725 MASSENA INTL/RCHARDS FD AP 44.936 -74.846 65.2 1990-03-01 2020-02-08 +726225-04742 PLATTSBURGH INTL 44.651 -73.468 71.0 1956-01-15 1995-09-27 +726227-94790 WATERTOWN INTL AIRPORT 43.989 -76.026 96.9 1949-05-01 2020-02-08 +726228-99999 ADIRONDACK RGNL 44.383 -74.200 507.0 1973-01-01 2005-12-31 +726350-94860 GERALD R FORD INTERNATIONAL A 42.883 -85.524 244.8 1973-01-01 2020-02-07 +726355-99999 SOUTHWEST MICHIGAN 42.133 -86.433 196.0 1973-01-01 2005-12-31 +726356-99999 SAINT JOSEPH COAST GUARD STAT 42.120 -86.480 176.0 1977-01-26 1996-07-01 +726357-99999 KALAMAZOO BATTLE CR 42.233 -85.550 266.0 1973-01-01 2005-12-31 +726358-99999 MICHIGAN CITY MUNICIPAL AIRPO 41.703 -86.821 199.6 1977-01-26 2018-05-16 +726360-14840 MUSKEGON COUNTY AIRPORT 43.171 -86.237 190.5 1973-01-01 2020-02-07 +726364-04883 MASON COUNTY AIRPORT 43.963 -86.408 195.1 2005-01-01 2020-02-07 +726365-99999 LUDINGTON COAST GUARD STATION 43.950 -86.470 182.0 1977-01-26 1996-06-30 +726370-14826 BISHOP INTERNATIONAL AIRPORT 42.967 -83.749 234.7 1973-01-01 2020-02-08 +726375-99999 OAKLAND CO INTL 42.667 -83.417 299.0 1973-01-01 2005-12-31 +726376-99999 PORT HURON COAST GUARD STATIO 43.000 -82.420 177.0 1977-01-26 1996-07-01 +726377-99999 SAGINAW RIVER COAST GUARD STA 43.630 -83.850 177.0 1976-09-26 1996-07-01 +726379-14845 MBS INTERNATIONAL AIRPORT 43.533 -84.080 201.2 1973-01-01 2020-02-08 +726380-94814 ROSCOMMON COUNTY AIRPORT 44.359 -84.674 350.8 1973-01-01 2020-02-07 +726384-14817 WEXFORD COUNTY AIRPORT 44.283 -85.417 397.8 1990-07-24 2020-02-07 +726385-99999 MANISTEE CO BLACKER 44.272 -86.247 189.0 1973-01-01 2005-12-31 +726387-14850 CHERRY CAPITAL AIRPORT 44.741 -85.583 188.4 1973-01-01 2020-02-07 +726390-94849 ALPENA COUNTY REGIONAL AIRPOR 45.072 -83.564 208.5 1973-01-01 2020-02-08 +726394-99999 LUCE CO 46.311 -85.457 265.0 1981-08-11 2005-12-31 +726395-14808 OSCODA-WURTSMITH AIRPORT 44.450 -83.400 192.9 1943-07-01 2020-02-08 +726399-99999 MANISTIQUE 45.950 -86.230 178.0 1976-01-16 2004-09-20 +726400-14839 GENERAL MITCHELL INTERNATIONA 42.955 -87.904 204.2 1948-01-01 2020-02-07 +726405-94869 LAWRENCE J TIMMERMAN AIRPORT 43.109 -88.031 223.7 1973-01-01 2020-02-07 +726406-99999 KENOSHA COAST GUARD STATION 42.580 -87.750 223.0 1976-09-26 1996-07-01 +726407-99999 MILWAUKEE COAST GUARD LIGHT S 43.020 -87.950 179.0 1976-09-26 1996-07-01 +726408-99999 SHEBOYGAN COAST GUARD STATION 43.750 -87.700 1.0 1976-09-26 1996-07-01 +726410-14837 DANE CO REGIONAL-TRUAX FIELD 43.141 -89.345 264.0 1948-01-01 2020-02-07 +726415-99999 SOUTHERN WISC RGNL 42.620 -89.042 246.0 1973-01-01 2005-12-31 +726416-14921 TRI-COUNTY REGIONAL ARPT 43.212 -90.181 218.5 1973-01-01 2020-02-07 +726430-14920 LA CROSSE MUNICIPAL AIRPORT 43.879 -91.253 198.7 1948-01-01 2020-02-07 +726435-14991 CHIPPEWA VALLEY RGNL ARPT 44.867 -91.488 269.8 1973-01-01 2020-02-07 +726436-94930 VOLK FIELD AIRPORT 43.933 -90.267 278.0 1961-10-01 2020-02-07 +726440-14925 ROCHESTER INTERNATIONAL AIRPO 43.904 -92.492 397.5 1973-01-01 2020-02-07 +726450-14898 AUSTIN STRAUBEL INTERNATIONAL 44.479 -88.137 209.4 1950-01-01 2020-02-07 +726454-99999 TWO RIVERS COAST GUARD STATIO 44.130 -87.550 176.0 1978-08-23 1996-06-30 +726455-99999 MANITOWOC CO 44.133 -87.683 198.0 1973-01-01 2005-12-31 +726456-99999 WITTMAN RGNL 43.983 -88.550 246.0 1973-01-01 2005-12-31 +726457-99999 OUTAGAMIE CO RGNL 44.250 -88.517 280.0 1980-09-10 2005-12-31 +726458-99999 DOOR CO CHERRYLAND 44.850 -87.417 221.0 1981-01-21 2005-12-31 +726463-14897 WAUSAU DOWNTOWN AIRPORT 44.929 -89.628 365.8 1990-03-14 2020-02-07 +726465-99999 CENTRAL WISCONSIN 44.783 -89.667 389.0 1973-01-01 2005-12-31 +726467-99999 RICE LAKE RGNL CARLS 45.417 -91.767 337.0 1987-06-29 2005-12-31 +726480-99999 DELTA CO 45.723 -87.094 186.0 1973-01-01 2005-12-31 +726482-99999 ESCANABA (AWOS) 45.717 -87.100 186.0 1948-01-01 1990-01-09 +726487-99999 MENOMINEE MARINETTE 45.127 -87.638 191.0 1973-01-01 2004-12-31 +726499-99999 ESTHERVILLE MUNI 43.407 -94.746 401.0 1987-06-29 2005-12-31 +726500-99999 SPENCER 43.167 -95.150 408.0 1973-01-01 2005-12-31 +726506-04840 FOND DU LAC COUNTY AIRPORT 43.769 -88.491 246.0 1999-01-01 2020-02-07 +726510-14944 JOE FOSS FIELD AIRPORT 43.578 -96.754 435.3 1942-10-01 2020-02-08 +726514-99999 CUSTER COUNTY 43.733 -103.617 1707.0 1985-05-22 2004-12-31 +726515-99999 BROOKINGS RGNL 44.300 -96.817 502.0 1973-01-01 2005-12-31 +726516-24024 PHILIP AIRPORT 44.051 -101.601 672.4 1998-07-02 2020-02-08 +726525-99999 CHAN GURNEY MUNI 42.917 -97.383 398.0 1973-01-01 2005-12-31 +726530-99999 CHAMBERLAIN (AMOS) 43.800 -99.317 530.0 1978-03-10 2005-12-31 +726540-14936 HURON REGIONAL AIRPORT 44.398 -98.223 390.1 1973-01-01 2020-02-08 +726545-99999 MITCHELL MUNI 43.775 -98.039 397.0 1973-01-01 2005-12-31 +726546-14946 WATERTOWN MUNICIPAL ARPT 44.905 -97.149 532.8 1948-01-01 2020-02-08 +726550-14926 ST CLOUD REGIONAL AIRPORT 45.543 -94.051 310.3 1973-01-01 2020-02-07 +726555-99999 BRAINERD LAKES RGNL 46.400 -94.133 374.0 1973-01-01 2005-12-31 +726556-99999 REDWOOD FALLS MUNI 44.550 -95.083 312.0 1949-11-11 1999-12-31 +726557-14910 CHANDLER FIELD AIRPORT 45.868 -95.394 431.6 1973-01-01 2020-02-08 +726559-99999 SW MINNESOTA RGNL 44.451 -95.822 360.0 1984-03-31 2005-12-31 +726563-99999 FARIBAULT MUNI 44.325 -93.311 323.0 1986-10-16 2005-12-31 +726575-99999 CRYSTAL 45.062 -93.354 265.0 1983-11-03 2005-12-31 +726579-99999 FLYING CLOUD 44.817 -93.450 276.0 1983-11-03 2005-12-31 +726580-14922 MINNEAPOLIS-ST PAUL INTERNATI 44.883 -93.229 265.8 1945-01-01 2020-02-08 +726583-99999 LITCHFIELD MUNI 45.100 -94.500 347.0 1985-04-22 2005-12-31 +726584-14927 ST PAUL DWTWN HOLMAN FD AP 44.932 -93.056 213.4 1983-11-03 2020-02-07 +726585-99999 MANKATA RGNL ARPT 44.223 -93.919 311.0 1973-01-01 2005-12-31 +726586-99999 FAIRMONT MUNI(AWOS) 43.650 -94.417 354.0 1973-01-01 2005-12-31 +726587-99999 WORTHINGTON MUNI 43.650 -95.583 480.0 1973-01-01 2005-12-31 +726589-99999 ALBERT LEA (AWOS) 43.683 -93.367 383.0 1986-03-31 2005-12-31 +726590-14929 ABERDEEN REGIONAL AIRPORT 45.443 -98.413 395.3 1973-01-01 2020-02-07 +726620-24090 RAPID CITY REGIONAL AIRPORT 44.046 -103.054 963.2 1973-01-01 2020-02-08 +726625-24006 ELLSWORTH AIR FORCE BASE 44.150 -103.100 999.1 1939-02-01 2020-02-08 +726626-99999 LANGLADE CO 45.150 -89.117 464.0 1973-01-01 2005-12-31 +726627-94037 BUFFALO 45.604 -103.546 915.6 1999-01-01 2020-02-07 +726650-99999 GILLETTE/GILLETTE-C 44.349 -105.539 1230.0 1977-08-28 2005-12-31 +726660-24029 SHERIDAN COUNTY AIRPORT 44.769 -106.969 1202.4 1973-01-01 2020-02-07 +726664-94173 YELLOWSTONE 44.544 -110.421 2388.1 1979-03-22 2020-02-07 +726665-99999 WORLAND MUNI 43.967 -107.950 1288.0 1973-01-01 1999-12-31 +726685-99999 MOBRIDGE MUNI 45.547 -100.408 523.0 1977-03-01 2005-12-31 +726686-24025 PIERRE RGNL 44.381 -100.286 526.1 1944-03-01 2010-07-31 +726700-99999 CODY MUNI (AWOS) 44.517 -109.017 1553.0 1977-08-27 2005-12-31 +726710-24164 BIG PINEY-MARBLETON ARPT 42.584 -110.108 2124.5 1999-01-01 2020-02-08 +726766-99999 MONIDA 44.567 -112.317 2068.0 1943-03-13 1992-03-23 +726770-24033 BILLINGS LOGAN INTERNATIONAL 45.807 -108.542 1091.5 1935-05-01 2020-02-07 +726775-99999 HARLOWTON 46.430 -109.830 1268.0 1973-01-01 2005-11-01 +726776-24036 LEWISTOWN MUNICIPAL ARPT 47.049 -109.458 1263.4 1942-04-01 2020-02-08 +726785-24135 BERT MOONEY 45.965 -112.501 1686.5 1977-03-01 2010-08-01 +726796-24138 DILLON AIRPORT 45.258 -112.554 1591.7 1973-01-01 2010-08-01 +726797-24132 GALLATIN FIELD AIRPORT 45.788 -111.161 1349.4 1973-01-01 2020-02-07 +726798-24150 MISSION FIELD AIRPORT 45.698 -110.441 1415.2 1973-01-01 2020-02-07 +726810-24131 BOISE AIR TERMINAL/GOWEN FD A 43.567 -116.241 857.7 1931-01-01 2020-02-07 +726815-24106 MOUNTAIN HOME AFB AIRPORT 43.050 -115.867 913.2 1932-01-01 2020-02-07 +726817-24154 MULLAN PASS 47.457 -115.645 1837.3 1996-07-02 2020-02-07 +726818-94194 REXBURG-MADISON COUNTY APT 43.832 -111.808 1481.9 1999-01-02 2020-02-08 +726824-04112 STANLEY RANGER STATION 44.171 -114.927 1979.7 1999-01-02 2020-02-07 +726830-94185 BURNS MUNICIPAL AIRPORT 43.595 -118.956 1261.9 1973-01-01 2020-02-07 +726835-24230 ROBERTS FLD 44.256 -121.139 940.0 1942-01-01 2010-08-01 +726837-24162 ONTARIO MUNICIPAL AIRPORT 44.021 -117.013 668.4 1973-01-01 2020-02-07 +726865-99999 LEMHI CO 45.117 -113.883 1232.0 1977-03-01 2005-12-31 +726875-94107 ROME STATE AIRPORT 42.591 -117.864 1234.4 1998-03-02 2020-02-07 +726880-24155 EASTERN OR REGIONAL AT PENDLE 45.698 -118.855 452.9 1942-01-01 2020-02-07 +726884-24148 LA GRANDE/UNION COUNTY APT 45.283 -118.000 826.9 1988-05-06 2020-02-07 +726885-24152 MEACHAM 45.511 -118.425 1134.8 1973-01-01 2020-02-07 +726886-24130 BAKER CITY MUNICIPAL ARPT 44.843 -117.809 1024.4 1973-01-01 2020-02-07 +726904-24231 ROSEBURG REGIONAL AIRPORT 43.239 -123.355 160.0 1980-05-14 2020-02-07 +726917-24284 NORTH BEND MUNICIPAL ARPT 43.413 -124.244 5.2 1977-01-01 2020-02-08 +726930-24221 MAHLON SWEET FIELD AIRPORT 44.128 -123.221 107.6 1973-01-01 2020-02-07 +726940-24232 MCNARY FIELD AIRPORT 44.905 -123.001 62.5 1973-01-01 2020-02-07 +726945-99999 CORVALLIS MUNI 44.483 -123.283 75.0 1943-04-21 2005-12-31 +726958-24285 NEWPORT MUNICIPAL 44.583 -124.050 48.8 1977-03-01 2011-03-01 +726980-24229 PORTLAND INTERNATIONAL AIRPOR 45.596 -122.609 5.8 1936-05-01 2020-02-07 +726985-99999 PORTLAND TROUTDALE 45.550 -122.400 12.0 1948-01-01 2005-12-31 +726986-99999 PORTLAND/HILLSBORO 45.533 -122.950 62.0 1973-01-01 2005-12-31 +726987-99999 CASCADE LOCKS STATE 45.667 -121.883 46.0 1973-01-01 2005-12-31 +726988-24219 MUNICIPAL AIRPORT 45.619 -121.166 71.6 1973-01-01 2020-02-07 +727033-99999 HOULTON INTL 46.117 -67.800 149.0 1942-06-17 1999-12-31 +727119-99999 CLAYTON LAKE 46.617 -69.517 314.0 1985-02-08 2005-12-31 +727120-14607 CARIBOU MUNICIPAL AIRPORT 46.871 -68.017 190.2 1973-01-01 2020-02-08 +727125-14623 LORING AFB/LIMESTON 46.950 -67.883 227.0 1950-08-01 1994-03-04 +727130-14604 NERN MAINE RGNL ARPT AT PRESQ 46.683 -68.050 162.8 1941-11-01 2020-02-08 +727340-14847 SAULT STE MARIE MUNI/SASN FIE 46.479 -84.357 220.1 1973-01-01 2020-02-07 +727344-99999 CHIPPEWA CO INTL 46.250 -84.467 244.0 1978-03-19 2005-12-31 +727346-99999 SAULT STE. MARIE COAST GUARD 46.500 -84.330 176.0 1976-09-26 1996-07-01 +727347-14841 PELLSTON REGIONAL ARPT OF EMM 45.564 -84.793 214.9 1973-01-01 2020-02-08 +727348-99999 SAINT IGNACE 45.850 -84.720 176.0 1976-09-26 1996-07-01 +727410-99999 PARK FALLS MUNI 45.955 -90.424 457.2 1973-01-01 2001-02-03 +727415-99999 RHINELANDER ONEIDA 45.633 -89.467 495.0 1973-01-01 2005-12-31 +727435-99999 MACKINACK ISLAND 45.865 -84.637 226.0 1956-10-08 2005-12-31 +727436-99999 ANTRIM CO 44.983 -85.200 190.0 1973-01-01 2005-12-31 +727437-99999 FORD 45.817 -88.117 360.0 1973-01-01 2005-12-31 +727438-99999 MARQUETTE COAST GUARD LIGHT S 46.550 -87.380 203.0 1976-09-26 1996-07-01 +727440-14858 HOUGHTON COUNTY MEMO ARPT 47.169 -88.489 333.8 1973-01-01 2020-02-08 +727445-99999 GOCEBIC IRON CO 46.527 -90.131 375.0 1973-01-01 2005-12-31 +727450-14913 DULUTH INTERNATIONAL AIRPORT 46.837 -92.183 436.8 1948-01-01 2020-02-07 +727452-99999 CROOKSTON MUNI KIRKW 47.850 -96.617 274.0 1985-09-20 2005-12-31 +727453-94967 PK RPDS MUNI-KONSHOK FD AP 46.901 -95.068 437.1 1990-01-11 2020-02-08 +727455-94931 CHISHOLM-HIBBING AIRPORT 47.386 -92.839 412.1 1973-01-01 2020-02-08 +727456-99999 SKY HARBOR 46.722 -92.043 186.0 1976-09-26 2005-12-31 +727457-99999 DETROIT LAKES WETHIN 46.825 -95.886 426.0 1978-02-03 2005-12-31 +727458-99999 GRAND RAPIDS ITASCA 47.217 -93.517 413.0 1983-11-03 2005-12-31 +727459-99999 ELY MUNI 47.817 -91.833 443.0 1983-11-03 2005-12-31 +727470-14918 FALLS INTERNATIONAL AIRPORT 48.561 -93.398 360.6 1973-01-01 2020-02-07 +727476-94961 BAUDETTE INTERNATIONAL APT 48.717 -94.600 329.8 1983-11-04 2020-02-07 +727477-99999 ROSEAU MUNI BILLBERG 48.850 -95.700 323.0 1990-09-24 2005-12-31 +727530-14914 HECTOR INTERNATIONAL AIRPORT 46.925 -96.811 274.3 1948-01-01 2020-02-07 +727534-99999 LIDGERWOOD REMOTE AUTOMATIC M 46.100 -97.150 351.0 1979-03-22 2001-08-27 +727535-14919 JAMESTOWN REGIONAL AIRPORT 46.926 -98.669 455.4 1973-01-01 2020-02-07 +727550-99999 BEMIDJI MUNICIPAL 47.500 -94.933 420.0 1973-01-01 2005-12-31 +727554-99999 GRAND MARAIS 47.750 -90.340 185.0 1978-12-05 2010-12-23 +727555-99999 THIEF RIVER FALLS RG 48.066 -96.185 340.0 1973-01-01 2005-12-31 +727572-99999 DEVILS LAKE(AWOS) 48.117 -98.900 443.0 1973-01-01 1990-01-09 +727575-94925 GRAND FORKS AFB AIRPORT 47.967 -97.400 278.3 1959-03-03 2020-02-07 +727576-14916 GRAND FORKS INTL 47.943 -97.184 253.6 1973-01-01 2010-08-01 +727640-24011 BISMARCK MUNICIPAL AIRPORT 46.783 -100.757 503.2 1936-07-01 2020-02-07 +727645-24012 DICKINSON MUNI 46.799 -102.797 787.3 1973-01-01 2010-08-01 +727670-94014 SLOULIN FIELD INTERNATIONAL A 48.174 -103.637 579.7 1973-01-01 2020-01-07 +727675-94011 MINOT AFB AIRPORT 48.417 -101.350 508.1 1959-10-01 2020-02-07 +727676-24013 MINOT INTERNATIONAL ARPT 48.255 -101.273 507.5 1973-01-01 2020-02-07 +727680-94008 WOKAL FIELD/GLASGOW INTL AIRP 48.214 -106.621 696.5 1942-12-10 2020-02-07 +727684-99999 JORDAN 47.329 -106.953 811.0 1979-03-22 2005-12-31 +727687-99999 SIDNEY-RICHLAND MUNI 47.707 -104.193 605.0 1973-01-04 2005-12-31 +727720-24144 HELENA REGIONAL AIRPORT 46.606 -111.964 1166.8 1973-01-01 2020-02-07 +727730-24153 MISSOULA INTERNATIONAL AIRPOR 46.921 -114.093 972.9 1973-01-01 2020-02-08 +727735-24139 DRUMMOND 46.638 -113.176 0.0 1973-01-01 2012-09-30 +727750-24143 GREAT FALLS INTERNATIONAL AIR 47.473 -111.382 1116.8 1973-01-01 2020-02-07 +727755-24112 MALMSTROM AFHP HELIPORT 47.517 -111.183 1058.3 1942-12-01 2020-02-07 +727770-94012 HAVRE CITY-COUNTY AIRPORT 48.543 -109.763 787.9 1973-01-01 2020-02-07 +727790-24146 GLACIER PARK INTERNATIONAL AI 48.304 -114.264 901.3 1973-01-01 2020-02-08 +727795-99999 THOMPSON FALLS 47.600 -115.370 725.0 1973-01-01 2002-10-31 +727796-24137 CUT BANK MUNI 48.603 -112.375 1169.8 1942-12-01 2010-08-01 +727810-24243 YAKIMA AIR TERMINAL/MCALSR FI 46.568 -120.543 324.3 1973-01-01 2020-02-07 +727815-24237 STAMPASS PASS FLTWO 47.277 -121.337 1206.7 1973-01-01 2020-02-07 +727825-99999 PANGBORN MEM 47.399 -120.207 381.0 1973-01-01 1999-12-31 +727826-24141 EPHRATA MUNICIPAL 47.308 -119.515 383.7 1942-01-01 2010-08-01 +727827-24110 GRANT COUNTY INTL AIRPORT 47.208 -119.319 364.5 1943-06-10 2020-02-07 +727830-24149 LEWISTON-NEZ PERCE COUNTY AIR 46.375 -117.016 437.7 1973-01-01 2020-02-07 +727834-99999 COEUR D ALENE AIR TE 47.767 -116.817 707.0 1948-01-01 2005-12-31 +727836-99999 MULLAN AVIATION WEATHER REPOR 47.470 -115.800 1011.0 1973-01-01 1996-06-30 +727840-99999 HANFORD 46.567 -119.600 223.0 1973-01-01 2005-12-31 +727845-24163 TRI-CITIES AIRPORT 46.267 -119.117 124.1 1973-01-01 2020-02-07 +727846-24160 WALLA WALLA REGIONAL ARPT 46.095 -118.287 355.4 1941-09-01 2020-02-07 +727850-24157 SPOKANE INTERNATIONAL AIRPORT 47.622 -117.528 717.2 1941-08-11 2020-02-07 +727855-24114 FAIRCHILD AIR FORCE BASE 47.633 -117.650 750.1 1940-04-01 2020-02-07 +727856-99999 FELTS FLD 47.683 -117.317 595.0 1973-01-01 2005-12-31 +727857-99999 PULLMAN MOSCOW RGNL 46.750 -117.117 778.0 1973-01-01 2005-12-31 +727883-24220 BOWERS FIELD AIRPORT 47.034 -120.530 538.3 1988-01-06 2020-02-07 +727885-99999 WILLIAM R FAIRCHILD 48.117 -123.500 89.0 1981-02-11 2005-12-31 +727890-99999 OMAK 48.417 -119.533 382.0 1973-01-01 2005-12-31 +727910-94224 ASTORIA REGIONAL AIRPORT 46.157 -123.883 2.7 1973-01-01 2020-02-07 +727920-24227 OLYMPIA AIRPORT 46.973 -122.903 57.3 1973-01-01 2020-02-07 +727923-94225 BOWERMAN AIRPORT 46.973 -123.930 3.7 1991-01-08 2020-02-07 +727924-24223 KELSO-LONGVIEW AIRPORT 46.117 -122.894 6.1 1990-02-08 2020-02-07 +727925-94227 SANDERSON FIELD AIRPORT 47.238 -123.141 82.6 1999-01-01 2020-02-07 +727926-99999 ED CARLSON MEM FLD 46.483 -122.800 114.0 1973-01-01 2005-12-31 +727927-94225 HOQUIAM AP 46.973 -123.930 4.6 1973-01-01 1990-12-18 +727928-99999 BREMERTON NATIONAL 47.483 -122.750 135.0 1973-01-01 2005-12-31 +727930-24233 SEATTLE-TACOMA INTERNATIONAL 47.444 -122.314 112.8 1948-01-01 2020-02-07 +727934-99999 RENTON MUNI 47.493 -122.216 10.0 1980-02-16 2005-12-31 +727935-24234 BOEING FLD/KING CO INTL AP 47.530 -122.301 5.5 1943-10-01 2020-02-08 +727937-99999 SNOHOMISH CO 47.900 -122.283 185.0 1941-10-01 2005-12-31 +727938-99999 TACOMA NARROWS 47.267 -122.567 91.0 1973-01-01 2005-12-31 +727964-99999 OAK HARBOR 48.250 -122.667 59.0 1981-03-10 2008-12-31 +727970-94240 QUILLAYUTE AIRPORT 47.938 -124.555 56.4 1973-01-01 2020-02-08 +727976-24217 BELLINGHAM INTL AIRPORT 48.794 -122.537 45.4 1948-01-01 2020-02-07 +727985-99999 FRIDAY HARBOR 48.522 -123.024 34.0 1988-10-14 2005-12-31 +740030-99999 DUGWAY PROVING GROU 40.167 -112.933 1325.0 1943-06-14 2005-12-30 +740720-99999 MOULD BAY AIRPORT 76.233 -119.333 18.0 1950-01-01 1977-06-30 +742060-24207 MCCHORD AFB AIRPORT 47.150 -122.483 98.2 1940-07-22 2020-02-08 +742070-24201 GRAY AAF 47.083 -122.583 92.0 1939-04-01 2010-12-31 +742300-24037 FRANK WILEY FIELD AIRPORT 46.427 -105.883 799.8 1983-05-31 2020-02-08 +743312-53925 J.L. HELMS SEVIER CO ARPT 34.050 -94.401 108.2 2004-01-01 2020-02-07 +743700-99999 FORT DRUM/WHEELER-S 44.050 -75.733 207.0 1942-01-01 2005-12-31 +743920-14611 NAVAL AIR STATION 43.900 -69.933 21.3 1952-01-01 2010-02-08 +743941-99999 GRENIER AFB 42.933 -71.433 71.0 1941-09-22 1968-06-24 +743945-14710 MANCHESTER AIRPORT 42.930 -71.436 67.4 1973-01-01 2020-02-08 +743946-99999 BOIRE FLD 42.783 -71.517 61.0 1983-04-27 2005-12-31 +744600-99999 MARSEILLES IL 41.367 -88.683 225.0 1978-03-10 2007-11-28 +744655-99999 AURORA MUNICIPAL 41.767 -88.467 217.0 1983-11-03 2005-12-31 +744860-94789 JOHN F KENNEDY INTERNATIONAL 40.639 -73.764 3.4 1973-01-01 2020-02-08 +744864-99999 REPUBLIC 40.717 -73.400 25.0 1943-04-12 2005-12-31 +744865-14719 FRANCIS S GABRESKI AP 40.844 -72.632 20.4 1943-07-18 2020-02-08 +744900-14702 BEDFORD HANSCOM FIELD 42.470 -71.289 40.5 1943-02-05 1992-12-31 +744904-99999 LAWRENCE MUNI 42.717 -71.117 45.0 1979-01-22 2005-12-31 +744905-04779 FORT DEVENS/AYER 42.567 -71.600 82.0 1960-10-21 1993-02-01 +744907-14753 EAST MILTON 42.212 -71.114 193.5 2000-01-01 2020-02-06 +744910-14703 WESTOVER AFB/METROPOLITAN AIR 42.200 -72.533 73.5 1941-04-01 2020-02-08 +744915-14775 BARNES MUNICIPAL AIRPORT 42.158 -72.716 82.6 1973-01-05 2020-02-08 +744989-14747 CHAUTAUQUA CO/DUNKIRK ARPT 42.493 -79.272 203.0 1997-01-02 2020-02-08 +744994-04741 SCHENECTADY COUNTY AIRPORT 42.850 -73.950 115.2 1981-04-21 2020-02-07 +745060-23239 ALAMEDA(USN) 37.733 -122.317 4.0 1973-01-01 1997-01-02 +745090-23244 MOFFETT FEDERAL AIRFIELD 37.406 -122.048 11.9 1973-01-01 2019-11-21 +745160-23202 TRAVIS AIR FORCE BASE 38.267 -121.933 18.9 1943-08-11 2020-02-07 +745310-93065 USAF ACADEMY AIRSTRIP AIRPORT 38.967 -104.817 2003.2 1967-11-27 2020-02-08 +745700-13840 WRIGHT-PATTERSON AFB AIRPORT 39.833 -84.050 250.9 1936-05-01 2020-02-08 +745940-13705 ANDREWS AIR FORCE BASE AIRPOR 38.817 -76.867 86.0 1943-06-19 2020-02-08 +745944-93784 BALTIMORE DOWNTOWN 39.281 -76.611 6.1 1999-01-02 2020-02-07 +745980-13702 LANGLEY AFB AIRPORT 37.083 -76.360 3.1 1936-10-01 2020-02-08 +746120-93104 CHINA LAKE 35.688 -117.693 679.7 1973-01-01 2020-02-07 +746141-23141 INDIAN SPRING AUX AIRFIELD 36.583 -115.683 954.9 2005-01-03 2020-02-07 +746300-99999 STALLION AAF NM 33.817 -106.667 1506.0 1961-03-01 1978-07-28 +746710-13806 CAMPBELL AAF AIRPORT 36.667 -87.483 174.7 1943-07-15 2020-02-08 +746716-93808 BOW GRN-WARREN CO. RGNL AP 36.965 -86.424 160.9 1973-01-01 2020-02-08 +746930-93737 SIMMONS AAF AIRPORT 35.133 -78.933 74.4 1961-07-01 2020-02-08 +746941-13786 MONROE CO 36.261 -76.175 4.0 1949-01-01 1990-02-19 +746943-13786 ELIZABETH CITY CGAS 36.261 -76.175 4.0 1990-03-14 2010-08-01 +746950-99999 DARE COUNTY GUNNERY RANGE NC 35.667 -75.900 3.0 1966-05-02 2013-04-30 +747020-23110 NAVAL AIR STATION 36.333 -119.950 70.7 1961-07-01 2020-02-07 +747040-03102 ONTARIO INTERNATIONAL ARPT 34.056 -117.600 289.3 2005-01-01 2020-02-07 +747043-99999 EL MONTE 34.086 -118.035 90.0 1990-03-14 2005-12-31 +747185-99999 IMPERIAL CO 32.834 -115.579 -16.0 1973-01-01 2005-12-31 +747186-99999 CAMPO 32.633 -116.467 807.0 1973-01-01 2005-12-31 +747187-03104 DESERT RESORTS RGNL ARPT 33.627 -116.159 -36.0 1943-07-12 2020-02-07 +747188-23158 BLYTHE AIRPORT 33.619 -114.714 120.4 1942-06-13 2020-02-07 +747240-23168 GILA BEND AF AUX 32.883 -112.717 269.0 1948-11-01 1999-12-31 +747300-99999 SANDERSON TX. 30.167 -102.417 865.0 1978-05-10 1999-10-04 +747320-99999 HOLLOMAN AFB 32.850 -106.100 1248.0 1942-09-01 2005-12-29 +747340-99999 WHITE SANDS MISSILE RANGE SIT 32.633 -106.400 1204.0 1947-08-01 1986-12-31 +747400-13973 KIMBLE COUNTY AIRPORT 30.511 -99.766 533.1 1977-08-27 2020-02-07 +747540-13934 ALEXANDRIA INT 31.317 -92.550 27.0 1943-09-01 1999-12-31 +747550-99999 CLAIBORNE RANGE LA. (AFS) 31.133 -92.567 67.0 1963-07-01 1991-03-15 +747685-99999 GULFPORT BILOXI INT 30.400 -89.067 9.0 1973-01-01 2004-12-31 +747686-13820 KEESLER AIR FORCE BASE 30.417 -88.917 10.1 1942-05-09 2020-02-07 +747688-53858 TRENT LOTT INTL AIRPORT 30.464 -88.532 5.5 2004-01-01 2020-02-07 +747750-13846 TYNDALL AFB AIRPORT 30.067 -85.583 5.2 1942-03-19 2020-02-08 +747760-03818 MARIANNA MUNICIPAL AIRPORT 30.836 -85.184 34.4 1997-06-02 2020-02-08 +747770-03852 HURLBURT FIELD AIRPORT 30.417 -86.683 11.6 1955-07-05 2020-02-07 +747804-99999 HUNTER AAF 32.009 -81.146 13.0 1944-03-01 2005-12-31 +747810-99999 MOODY AFB/VALDOSTA 30.967 -83.200 71.0 1942-04-01 2005-12-30 +747880-12810 MAC DILL AFB AIRPORT 27.850 -82.517 4.3 1941-05-01 2020-02-08 +747900-13849 SHAW AIR FORCE BASE 33.967 -80.467 73.5 1941-12-22 2020-02-07 +747910-13717 MYRTLE BEACH INTL AIRPORT 33.683 -78.933 7.6 1942-11-01 2020-02-08 +747915-93718 GRAND STRAND AIRPORT 33.816 -78.720 9.8 1973-01-01 2020-02-08 +747940-12868 COCOA BEACH CAPE KENNEDY AFS 28.483 -80.567 3.1 1950-08-01 2020-02-08 +747945-99999 NASA SHUTTLE FCLTY 28.617 -80.700 3.0 1978-03-17 1993-06-17 +747950-12867 PATRICK AFB AIRPORT 28.233 -80.600 2.4 1945-03-01 2020-02-08 +747960-12804 AVON PARK GUNNERY R 27.650 -81.333 20.0 1943-12-01 1993-09-29 +749066-99999 LITTLE SOUND 32.267 -64.850 13.0 1945-04-01 1963-10-01 +749105-99999 MITCHEL FIELD 40.733 -73.600 38.0 1937-01-01 1961-04-16 +760011-99999 TIJUANA 32.533 -116.983 152.0 1973-01-01 1990-02-19 +760013-99999 GENERAL ABELARDO L RODRIGUEZ 32.541 -116.970 149.0 1990-03-14 2020-02-06 +760051-99999 MEXICALI 32.633 -115.217 22.0 1973-01-01 1990-02-19 +760053-99999 GENERAL RODOLFO SANCHEZ TABOA 32.631 -115.242 22.6 1990-03-14 2020-02-06 +760400-99999 EJIDO NUEVO LEON BC. 32.400 -115.183 11.0 1991-11-14 2020-02-06 +760751-99999 CIUDAD INTL 31.633 -106.433 1167.0 1973-01-01 1990-02-19 +760753-99999 ABRAHAM GONZALEZ INTL 31.636 -106.429 1189.9 1990-03-14 2020-02-06 +761220-99999 NUEVA CASAS GRANDES CHIH. 30.367 -107.950 1487.0 1949-03-01 2020-02-06 +761600-99999 GENERAL IGNACIO P GARCIA INTL 29.096 -111.048 191.1 1949-04-02 2020-02-06 +762200-99999 TEMOSACHIC CHIH. 28.950 -107.817 1932.0 1949-01-01 2020-02-06 +762250-99999 CHIHUAHUA CHIH. 28.633 -106.083 1433.0 1952-03-01 2020-02-06 +762252-99999 CHIHUAHUA INTL & 28.700 -105.967 1354.0 1973-01-01 1990-01-09 +762253-99999 GENERAL R FIERRO VILLALOBOS I 28.703 -105.965 1360.0 1990-01-11 2020-02-06 +762430-99999 PIEDRAS NEGRAS INTL 28.627 -100.535 274.6 1973-01-03 2020-02-06 +762530-99999 CIUDAD OBREGON INTL 27.393 -109.833 62.5 1979-07-01 2020-02-06 +762555-99999 GENERAL JOSE MARIA YANEZ INTL 27.969 -110.925 18.0 1975-06-17 2020-02-06 +762560-99999 EMPALME SON. 27.950 -110.767 12.0 1977-01-01 2020-02-06 +762580-99999 CIUDAD OBREGON SON 27.483 -109.917 38.0 1973-01-01 2020-02-06 +762861-99999 NUEVO LAREDO 27.433 -99.567 141.0 1973-01-01 1990-02-19 +762863-99999 QUETZALCOATL INTL 27.444 -99.570 147.5 1990-03-14 2020-02-06 +763050-99999 LORETO INTL 25.989 -111.348 10.4 1980-10-18 2020-02-06 +763110-99999 CHOIX SIN. 26.733 -108.283 238.0 1976-03-17 2020-02-06 +763230-99999 HIDALGO DEL PARRAL CHIH. 26.933 -105.667 1661.0 1978-03-01 2020-02-06 +763420-99999 MONCLOVA INTL 26.956 -101.470 568.1 1949-01-08 2020-02-06 +763503-99999 GENERAL LUCIO BLANCO INTL 26.009 -98.229 42.4 1990-03-14 2020-02-06 +763615-99999 VALLE DEL FUERTE INTL 25.685 -109.081 4.9 1975-07-01 2020-02-06 +763820-99999 TORREON INTL 25.568 -103.411 1124.1 1949-01-01 2020-02-06 +763825-99999 TORREON AIRPORT & 25.533 -103.450 1150.0 1975-06-18 1991-03-20 +763900-99999 SALTILLO COAH. 25.367 -101.017 1790.0 1973-01-01 2020-02-06 +763930-99999 MONTERREY N.L. 25.733 -100.300 515.0 1973-01-01 2020-02-06 +763940-99999 DEL NORTE INTL 25.866 -100.237 449.9 1973-01-01 2020-02-06 +763943-99999 GENERAL MARIANO ESCOBEDO INTL 25.778 -100.107 389.5 1990-06-01 2020-02-06 +763993-99999 GENERAL SERVANDO CANALES INTL 25.770 -97.525 7.6 1990-03-14 2020-02-06 +764020-99999 CIUDAD CONSTITUCION BCS 25.000 -111.633 48.0 1980-10-11 2020-02-06 +764050-99999 LA PAZ BCS 24.167 -110.300 18.0 1952-08-07 2020-02-06 +764055-99999 GENERAL MANUEL MARQUEZ DE LEO 24.073 -110.362 21.0 1975-06-18 2020-02-06 +764056-99999 LOS CABOS INTL 23.152 -109.721 114.0 1991-03-21 2020-02-06 +764120-99999 CULIACAN INTL 24.765 -107.475 32.9 1973-01-01 2020-02-06 +764125-99999 CULIACAN (CITY) & 24.817 -107.400 53.0 1975-06-18 1991-08-06 +764230-99999 DURANGO DGO. 24.050 -104.600 1872.0 1973-01-01 2020-02-06 +764235-99999 DURANGO INTL 24.124 -104.528 1860.5 1975-06-18 2020-02-06 +764580-99999 COLONIA JUAN CARRASCO MAZATLA 23.200 -106.417 4.0 1973-01-02 2020-02-06 +764593-99999 GENERAL RAFAEL BUELNA INTL 23.161 -106.266 11.6 1990-05-01 2020-02-06 +764710-99999 SOMBRERETE ZAC. 23.633 -103.650 2351.0 1978-04-01 2020-02-06 +764910-99999 CIUDAD VICTORIA TAMPS. 23.733 -99.133 355.0 1949-01-01 2020-02-06 +764915-99999 GENERAL PEDRO JOSE MENDEZ INT 23.704 -98.957 232.0 1975-06-18 2020-02-06 +764990-99999 SOTO LA MARINA TAMPS. 23.767 -98.200 21.0 1949-11-01 2020-02-06 +765255-99999 GENERAL LEOBARDO C RUIZ INTL 22.897 -102.687 2176.6 1984-09-08 2020-02-06 +765390-99999 PONCIANO ARRIAGA INTL 22.254 -100.931 1839.5 1973-01-01 2020-02-06 +765480-99999 TAMPICO TAMPS 22.200 -97.850 25.0 1973-01-01 2020-02-06 +765493-99999 GENERAL FRANCISCO JAVIER MINA 22.296 -97.866 24.4 1990-05-03 2020-02-06 +765560-99999 TEPIC 21.419 -104.843 920.5 1973-01-12 2020-02-06 +765710-99999 JESUS TERAN INTL 21.705 -102.318 1862.9 1973-01-01 2020-02-06 +765752-99999 LEON/SAN CARLOS 21.067 -101.550 1829.0 1973-01-01 1990-01-09 +765770-99999 GUANAJUATO GTO. 21.000 -101.283 1999.0 1973-01-01 2020-02-06 +765773-99999 GUANAJUATO INTL 20.983 -101.483 1815.4 1990-07-24 2020-02-06 +765810-99999 RIO VERDE S.L.P. 21.933 -99.983 983.0 1973-01-01 2020-02-06 +765850-99999 MATLAPA S.L.P. 21.317 -98.817 132.0 1979-07-01 2020-02-06 +765905-99999 CANCUN INTL 21.017 -86.867 5.0 1973-07-21 1994-06-30 +765930-99999 PROGRESO YUC. 21.300 -89.650 2.0 1973-01-03 2020-02-06 +766013-99999 LICENCIADO GUSTAVO DIAZ ORDAZ 20.680 -105.254 7.0 1990-05-01 2020-02-06 +766127-99999 TAJIN 20.603 -97.461 151.5 1999-01-14 2020-02-06 +766133-99999 DON MIGUEL HIDALGO Y COSTILLA 20.522 -103.311 1528.9 1990-05-01 2020-02-06 +766250-99999 QUERETARO INTERCONTINENTAL 20.617 -100.186 1919.0 1973-01-01 2020-02-06 +766340-99999 TULANCINGO HGO. 20.083 -98.367 2181.0 1973-01-06 2020-02-06 +766400-99999 TUXPAN.VER. 20.950 -97.400 28.0 1973-01-01 2020-02-06 +766440-99999 LICENCIADO MANUEL CRESCENCIO 20.937 -89.658 11.6 1973-01-01 2020-02-06 +766480-99999 COZUMEL INTL 20.522 -86.926 9.1 1973-01-03 2020-02-06 +766534-99999 PLAYA DE ORO INTL 19.145 -104.559 9.1 1978-04-20 2020-02-06 +766540-99999 MANZANILLO COL. 19.050 -104.317 3.0 1973-01-02 2020-02-06 +766546-99999 LICENCIADO Y GEN IGNACIO LOPE 19.397 -102.039 1602.6 1973-01-01 2020-02-06 +766580-99999 COLIMA 19.277 -103.577 751.9 1973-01-01 2020-02-06 +766650-99999 MORELIA MICH. 19.700 -101.183 1913.0 1973-01-03 2020-02-06 +766655-99999 GENERAL FRANCISCO J MUJICA IN 19.850 -101.026 1838.9 1973-01-01 2020-02-06 +766750-99999 TOLUCA MEX. 19.283 -99.683 2720.0 1973-01-01 2020-02-06 +766753-99999 LICENCIADO ADOLFO LOPEZ MATEO 19.337 -99.566 2580.4 1987-03-20 2020-02-06 +766790-99999 AEROP INTERNACIONAL MEXICO D 19.433 -99.133 2235.0 1973-01-01 2013-04-30 +766793-99999 LICENCIADO BENITO JUAREZ INTL 19.436 -99.072 2229.9 1985-07-19 2020-02-06 +766830-99999 TLAXCALA TLAX. 19.317 -98.250 2248.0 1973-01-30 2020-02-06 +766850-99999 HERMANOS SERDAN INTL 19.158 -98.371 2243.6 1973-01-02 2020-02-06 +766870-99999 JALAPA VER. 19.550 -96.917 1389.0 1973-01-01 2020-02-06 +766910-99999 VERACRUZ/GEN JARA 19.200 -96.133 14.0 1973-01-01 1994-06-30 +766913-99999 GENERAL HERIBERTO JARA INTL 19.146 -96.187 27.4 1990-05-01 2020-02-06 +766920-99999 HACIENDA YLANG YLANG VERACRUZ 19.150 -96.117 16.0 1973-01-01 2020-02-06 +766950-99999 INGENIERO ALBERTO ACUNA ONGAY 19.817 -90.500 10.4 1973-01-01 2020-02-06 +767260-99999 GENERAL MARIANO MATAMOROS 18.835 -99.262 1303.6 1980-10-01 2020-02-06 +767370-99999 ORIZABA VER. 18.850 -97.100 1259.0 1973-01-03 2020-02-06 +767383-99999 MINATITLAN 18.103 -94.581 11.0 1994-03-14 2020-02-06 +767410-99999 COATZACOALCOS VER 18.183 -94.500 16.0 1973-01-03 2020-02-06 +767433-99999 C P A CARLOS ROVIROSA INTL 17.983 -92.817 14.0 1990-03-14 2020-02-06 +767441-99999 VILLAHERMOSA & 18.017 -92.950 33.0 1973-01-01 1990-02-19 +767493-99999 CIUDAD DEL CARMEN INTL 18.654 -91.799 3.0 1988-03-03 2020-02-06 +767500-99999 CHETUMAL INTL 18.505 -88.327 11.9 1973-01-01 2020-02-06 +767501-99999 CHICHEN ITZA INTL 20.641 -88.446 31.1 2004-05-10 2020-02-06 +767584-99999 IXTAPA ZIHUATANEJO INTL 17.602 -101.461 7.9 1980-06-11 2020-02-06 +767620-99999 CHILPANCINGO RO. 17.550 -99.500 1265.0 1973-01-01 2020-02-06 +767755-99999 XOXOCOTLAN INTL 17.000 -96.733 1520.6 1975-06-18 2020-02-06 +768050-99999 ACAPULCO GRO 16.750 -99.750 3.0 1973-01-01 2020-02-06 +768056-99999 GENERAL JUAN N ALVAREZ INTL 16.757 -99.754 4.0 1975-06-18 2020-02-06 +768430-99999 TUXTLA GUTIERREZ CHIS. 16.750 -93.133 576.0 1973-01-01 2020-02-06 +768450-99999 SN. CRISTOBAL LAS CASAS CHIS 16.750 -92.633 2116.0 1973-01-02 2020-02-06 +768480-99999 COMITAN CHIS. 16.250 -92.133 1646.0 1973-01-02 2020-02-06 +768485-99999 BAHIAS DE HUATULCO INTL 15.775 -96.263 141.4 1988-07-25 2020-02-06 +768556-99999 PUERTO ESCONDIDO INTL 15.877 -97.089 89.6 1988-08-10 2020-02-06 +769030-99999 TAPACHULA CHIS 14.917 -92.250 118.0 1973-01-01 2020-02-06 +769043-99999 TAPACHULA INTL 14.794 -92.370 29.6 1988-01-05 2020-02-06 +780160-13601 NAVAL ATLANTIC METEROLOGY & O 32.367 -64.683 5.5 1941-12-01 2020-02-06 +780620-99999 GRAND BAHAMA INTL 26.559 -78.696 2.1 1973-01-01 2020-02-06 +780730-99999 NASSAU INTL 25.039 -77.466 4.9 1973-01-01 2020-02-06 +782210-99999 RAFAEL CABRERA 21.835 -82.784 24.1 1973-01-01 2019-01-30 +782240-99999 JOSE MARTI INTL 22.989 -82.409 64.0 1939-01-01 2020-02-06 +782290-99999 JUAN GUALBERTO GOMEZ INTL 23.034 -81.435 64.0 1973-01-01 2020-02-06 +782440-99999 JAIME GONZALEZ 22.150 -80.414 31.1 1939-01-01 2020-02-06 +782550-99999 IGNACIO AGRAMONTE INTL 21.420 -77.848 125.9 1950-01-01 2020-02-06 +782560-99999 MANZANILLO ORIENTE 20.333 -77.117 60.0 1979-12-07 2019-10-13 +782561-99999 JARDINES DEL REY 22.461 -78.328 4.0 2004-07-13 2020-02-06 +782623-99999 FRANK PAIS INTL 20.786 -76.315 110.0 1992-04-08 2020-02-06 +782640-99999 ANTONIO MACEO INTL 19.970 -75.835 75.9 1939-01-01 2020-02-06 +783150-99999 PINAR DEL RIO 22.417 -83.683 37.0 1973-01-01 2016-10-11 +783180-99999 BAHIA HONDA PINAR DEL RIO 22.917 -83.167 3.0 1976-11-01 2016-10-11 +783210-99999 LA FE ISLA DE LA JUVENTUD 21.733 -82.767 32.0 1973-01-01 2016-01-13 +783250-99999 CASA BLANCA LA HABANA 23.167 -82.350 50.0 1949-01-01 2016-10-11 +783330-99999 PLAYA GIRON MATANZAS 22.067 -81.033 5.0 1973-02-27 2016-10-11 +783334-99999 VILO ACUNA INTL 21.616 -81.546 3.0 1983-05-20 2020-02-06 +783460-99999 MAXIMO GOMEZ 22.027 -78.790 102.1 1973-01-01 2016-01-13 +783490-99999 SANCTI SPIRITUS SANCTI SPIR 21.933 -79.450 97.0 1973-01-07 2016-10-11 +783550-99999 CAMAGUEY CAMAGUEY 21.400 -77.850 122.0 1942-07-01 2016-10-11 +783580-99999 PUERTO PADRE LAS TUNAS 21.200 -76.617 13.0 1973-01-01 2016-10-11 +783600-99999 CABO CRUZ GRANMA 19.850 -77.233 10.0 1973-01-01 2016-10-11 +783670-11706 GUANTANAMO BAY NAVAL AIR STAT 19.900 -75.150 39.9 1945-04-01 2020-02-07 +783690-99999 PUNTA DE MAISI GUANTANAMO 20.250 -74.150 10.0 1949-02-22 2016-10-11 +783830-99999 CAYMAN BRAC 19.683 -79.883 6.0 1973-01-01 2017-05-04 +783840-11813 OWEN ROBERTS AIRPORT 19.300 -81.367 3.1 1973-01-01 2020-02-06 +783841-99999 GERRARD SMITH INTL 19.687 -79.883 2.4 2004-09-30 2020-02-06 +783880-99999 SANGSTER INTL 18.504 -77.913 1.2 1973-01-01 2020-02-06 +783970-99999 NORMAN MANLEY INTL 17.936 -76.788 3.0 1941-12-22 2020-02-06 +784390-99999 TOUSSAINT LOUVERTURE INTL 18.580 -72.293 37.2 1937-01-01 2020-02-06 +784570-99999 GREGORIO LUPERON INTL 19.758 -70.570 4.6 1944-01-01 2020-02-06 +784600-99999 CIBAO INTL 19.406 -70.605 172.2 1973-01-02 2020-02-06 +784670-99999 SABANA DE LA MAR 19.050 -69.383 10.0 1957-09-01 2020-02-06 +784785-99999 CASA DE CAMPO INTL 18.451 -68.912 73.2 1999-10-24 2020-02-06 +784790-99999 PUNTA CANA INTL 18.567 -68.363 14.3 1992-10-01 2020-02-06 +784820-99999 MARIA MONTEZ INTL 18.251 -71.120 3.0 1973-01-03 2020-02-06 +784850-99999 LAS AMERICAS INTL 18.430 -69.669 18.0 1973-01-02 2020-02-06 +784860-99999 SANTO DOMINGO 18.433 -69.883 14.0 1943-11-01 2020-02-06 +785140-99999 AQUADILLA/BORINQUEN 18.500 -67.133 72.0 1940-03-11 2005-12-31 +785145-99999 EUGENIO MARIA DE HO 18.250 -67.150 9.0 1942-11-01 2004-12-31 +785201-99999 PONCE/MERCEDITA 18.017 -66.567 9.0 1941-04-01 1990-02-19 +785260-99999 SAN JUAN INTL ARPT 18.417 -66.000 4.0 1941-06-17 2018-05-15 +785350-11630 NAVAL STATION ROOSEVELT ROADS 18.255 -65.641 10.1 1973-01-01 2020-02-07 +785430-11640 CYRIL E KING AIRPORT 18.336 -64.980 6.1 1973-01-01 2020-02-07 +785470-11624 CHRISTIANSTED/ALEX. 17.700 -64.813 16.8 1941-09-01 2010-12-31 +785830-99999 PHILIP S W GOLDSON INTL 17.539 -88.308 4.6 1959-05-03 2020-02-06 +786270-99999 HUEHUETENANGO 15.317 -91.467 1901.0 1973-01-02 2020-02-06 +786370-99999 PUERTO BARRIOS 15.731 -88.584 10.1 1943-07-11 2020-02-06 +786390-99999 RETALHULEU 14.521 -91.697 199.9 1973-01-01 2020-02-06 +786410-99999 LA AURORA 14.583 -90.527 1509.4 1942-02-05 2020-02-06 +786470-99999 SAN JOSE 13.936 -90.836 8.8 1942-08-13 2020-02-06 +786500-99999 ACAJUTLA/SONSONATE 13.567 -89.833 15.0 1962-04-01 2020-02-06 +786550-99999 SANTA ANA/EL PALMAR 13.970 -89.530 660.0 1977-03-04 2020-02-06 +786630-99999 ILOPANGO INTL 13.699 -89.120 616.0 1951-01-01 2020-02-06 +786660-99999 EL SALVADOR INTL 13.441 -89.056 30.8 1987-01-16 2020-02-06 +787000-99999 AMAPALA/LOS PELONAS 13.283 -87.667 5.0 1957-07-01 2020-02-06 +787030-99999 JUAN MANUEL GALVEZ INTL 16.317 -86.523 5.5 1990-01-05 2020-02-06 +787050-99999 GOLOSON INTL 15.742 -86.853 14.9 1973-02-14 2020-02-06 +787060-99999 TELA 15.776 -87.476 2.1 1951-01-01 2020-02-06 +787070-99999 YORO 15.167 -87.117 670.0 1983-08-12 2020-02-06 +787080-99999 LA MESA INTL 15.453 -87.924 27.7 1957-07-01 2020-02-06 +787110-99999 PUERTO LEMPIRA 15.261 -83.781 8.0 1961-03-16 2020-02-06 +787140-99999 CATACAMAS 14.900 -85.933 442.0 1957-07-01 2020-02-06 +787170-99999 SANTA ROSA DE COPAN 14.783 -88.783 1079.0 1957-07-01 2020-02-06 +787180-99999 NUEVA OCOTEPEQUE 14.433 -89.200 626.0 1989-04-01 2020-02-06 +787190-99999 LA ESPERANZA 14.333 -88.167 1100.0 1989-06-01 2020-02-06 +787200-99999 TONCONTIN INTL 14.061 -87.217 1004.0 1951-01-01 2020-02-06 +787210-99999 SOTO CANO AB 14.382 -87.621 628.2 2005-01-01 2020-02-06 +787240-99999 CHOLUTECA 13.300 -87.183 48.0 1963-07-03 2020-02-06 +787300-99999 PUERTO CABEZAS 14.047 -83.387 15.8 1950-06-14 2020-02-06 +787330-99999 RIVAS 11.417 -85.833 53.0 1975-06-18 2020-02-06 +787340-99999 JINOTEGA 13.083 -85.983 985.0 1982-08-01 2020-02-06 +787350-99999 JUIGALPA 12.100 -85.367 90.0 1973-07-02 2020-02-06 +787390-99999 CHINANDEGA 12.633 -87.133 53.0 1975-06-18 2020-02-06 +787410-99999 MANAGUA INTL 12.141 -86.168 59.1 1942-10-01 2020-02-06 +787450-99999 BLUEFIELDS 11.991 -83.774 6.1 1949-03-01 2020-02-06 +787620-99999 JUAN SANTAMARIA INTL 9.994 -84.209 920.8 1955-07-04 2020-02-06 +787625-99999 TOBIAS BOLANOS INTL 9.950 -84.133 1019.0 1976-03-05 2008-12-31 +787670-99999 LIMON INTL 9.958 -83.022 2.1 1949-01-01 2020-02-06 +787740-99999 DANIEL ODUBER QUIROS INTL 10.593 -85.544 82.3 1978-01-11 2020-02-06 +787838-99999 CAPTAIN MANUEL NINO 9.467 -82.517 5.0 1973-01-02 1995-09-20 +787920-99999 TOCUMEN INTL 9.071 -79.383 41.1 1973-01-01 2020-02-06 +787930-99999 ENRIQUE MALEK INTL 8.391 -82.435 27.1 1935-01-01 2020-02-06 +787935-99999 BOCAS DEL TORO INTL 9.341 -82.251 3.0 1973-01-02 2020-02-06 +787950-99999 RUBEN CANTU 8.086 -80.945 82.9 1974-01-01 2020-02-06 +788060-99999 HOWARD 8.917 -79.600 13.0 1941-10-01 2004-03-15 +788067-99999 MARCOS A. GELABERT 8.983 -79.517 13.0 1973-01-02 2001-09-21 +788071-99999 ALBROOK AFB/BALBOA 8.967 -79.550 9.0 1936-10-01 1971-03-14 +788078-99999 RIO HATO 8.367 -80.117 32.0 1939-01-17 1989-12-19 +788570-99999 BASSETERRE 17.283 -62.733 9.0 1949-01-01 1996-06-07 +788580-99999 ROBERT L BRADSHAW 17.311 -62.719 51.8 1973-01-01 2020-02-06 +788590-99999 VANCE WINKWORTH AMORY INTL 17.206 -62.590 4.3 1981-11-01 2020-02-06 +788620-99999 V C BIRD INTL 17.137 -61.793 18.9 1973-01-01 2020-02-06 +788660-99999 PRINCESS JULIANA INTL 18.041 -63.109 4.3 1958-01-01 2008-12-31 +788970-99999 LE RAIZET 16.265 -61.532 11.0 1950-07-01 2018-05-15 +789050-99999 MELVILLE HALL 15.547 -61.300 22.3 1973-08-10 2018-05-20 +789060-99999 CANEFIELD 15.337 -61.392 4.0 1986-06-02 2018-05-15 +789250-99999 LE LAMENTIN 14.591 -61.003 4.9 1951-06-01 2008-12-31 +789460-99999 CASTRIES 14.033 -61.017 55.0 1949-01-01 2001-11-23 +789470-99999 GEORGE F L CHARLES 14.020 -60.993 6.7 1973-01-08 2018-05-20 +789480-99999 HEWANORRA INTL 13.733 -60.953 4.3 1941-08-08 2018-05-20 +789510-99999 E T JOSHUA 13.144 -61.211 20.1 1975-08-08 2018-03-16 +789540-99999 GRANTLEY ADAMS INTL 13.075 -59.492 51.5 1943-09-17 2018-05-20 +789580-99999 POINT SALINES INTL 12.004 -61.786 12.5 1985-07-01 2018-05-15 +789620-99999 CROWN POINT AIRPORT TOBAGO 11.150 -60.833 6.0 1973-01-01 2008-12-31 +789700-99999 PIARCO 10.595 -61.337 17.7 1941-07-15 2018-05-15 +789820-99999 REINA BEATRIX INTL 12.501 -70.015 18.3 1942-10-09 2008-12-31 +789880-99999 HATO 12.189 -68.960 8.8 1942-09-01 2008-12-31 +789900-99999 FLAMINGO 12.131 -68.269 6.1 1961-04-26 2008-12-31 +800010-99999 GUSTAVO ROJAS PINILLA 12.584 -81.711 5.8 1965-01-01 2020-02-06 +800090-99999 SIMON BOLIVAR 11.120 -74.231 6.7 1952-06-06 2020-02-06 +800220-99999 RAFAEL NUNEZ 10.442 -75.513 1.2 1949-03-24 2020-02-06 +800280-99999 ERNESTO CORTISSOZ 10.890 -74.781 29.9 1941-05-01 2020-02-06 +800350-99999 ALMIRANTE PADILLA 11.526 -72.926 13.1 1973-01-01 2020-02-06 +800940-99999 PALONEGRO 7.127 -73.185 1187.8 1975-04-01 2020-02-06 +800970-99999 CAMILO DAZA 7.928 -72.512 334.1 1950-01-01 2020-02-06 +801100-99999 OLAYA HERRERA 6.220 -75.591 1505.7 1949-01-05 2020-02-06 +801120-99999 JOSE MARIA CORDOVA 6.165 -75.423 2142.1 1985-12-01 2020-02-06 +802100-99999 MATECANA 4.813 -75.740 1346.0 1950-01-01 2020-02-06 +802220-99999 ELDORADO INTL 4.702 -74.147 2548.4 1941-03-01 2020-02-06 +802590-99999 ALFONSO BONILLA ARAGON INTL 3.543 -76.382 963.8 1949-01-03 2020-02-06 +803150-99999 BENITO SALAS 2.950 -75.294 446.2 1964-09-09 2020-02-06 +803980-99999 ALFREDO VASQUEZ COBO -4.193 -69.943 84.4 1967-06-01 2020-02-06 +804030-99999 JOSE LEONARDO CHIRINOS 11.415 -69.681 15.8 1950-01-06 2018-11-13 +804070-99999 LA CHINITA INTL 10.558 -71.728 71.6 1950-01-01 2020-01-06 +804100-99999 BARQUISIMETO INTL 10.043 -69.359 622.4 1950-01-06 2020-02-06 +804120-99999 GENERAL BARTOLOME SALOM INTL 10.481 -68.073 9.8 1962-08-01 2019-12-24 +804130-99999 MARISCAL SUCRE 10.250 -67.649 407.8 1950-01-01 2020-02-06 +804150-99999 SIMON BOLIVAR INTL 10.603 -66.991 71.6 1973-01-01 2020-02-06 +804160-99999 GENERALISIMO FRANCISCO DE MIR 10.485 -66.844 856.0 1973-02-06 2020-02-06 +804190-99999 GENERAL JOSE ANTONIO ANZOATEG 10.107 -64.689 7.9 1973-02-07 2020-02-06 +804200-99999 ANTONIO JOSE DE SUCRE 10.450 -64.130 4.3 1984-07-01 2019-06-24 +804214-99999 DEL CARIBE INTL GEN SANTIAGO 10.913 -63.967 22.6 1980-05-14 2020-02-06 +804230-99999 GUIRIA 10.574 -62.313 12.8 1973-02-12 2018-09-22 +804250-99999 MENE GRANDE 9.817 -70.933 28.0 1973-02-06 2018-11-14 +804260-99999 DR ANTONIO NICOLAS BRICENO 9.340 -70.584 627.9 1982-10-01 2018-12-06 +804270-99999 OSWALDO GUEVARA MUJICA 9.553 -69.238 195.1 1973-02-26 2018-11-12 +804280-99999 GUANARE 9.027 -69.755 184.7 1973-03-19 2020-02-06 +804310-99999 SAN JUAN DE LOS MORROS 9.907 -67.380 427.9 1986-12-01 2020-02-06 +804350-99999 MATURIN 9.749 -63.153 68.3 1973-02-06 2018-12-04 +804380-99999 ALBERTO CARNEVALLI 8.582 -71.161 1526.1 1973-02-06 2018-12-06 +804400-99999 BARINAS 8.620 -70.221 203.0 1988-11-01 2018-12-01 +804403-99999 JUAN PABLO PEREZ ALFONSO 8.624 -71.673 69.2 1990-04-24 2020-01-28 +804420-99999 CALABOZO 8.925 -67.417 100.0 1990-09-18 2018-02-07 +804440-99999 CIUDAD BOLIVAR 8.122 -63.537 60.0 1973-02-12 2018-11-11 +804470-99999 SAN ANTONIO DEL TACHIRA 7.841 -72.440 399.9 1973-02-12 2019-10-22 +804480-99999 GUASDUALITO 7.211 -70.756 129.8 1974-03-01 2018-12-06 +804500-99999 SAN FERNANDO DE APURE 7.883 -67.444 46.9 1973-02-07 2019-12-21 +804570-99999 CASIQUE ARAMARE 5.620 -67.606 74.7 1973-02-12 2020-02-06 +804720-99999 ARTURO MICHELENA INTL 10.150 -67.928 430.1 1990-09-13 2020-02-06 +810020-10502 TIMEHRI/CHEDDI JAGA 6.500 -58.250 30.0 1973-01-01 2020-02-06 +812000-99999 ZORG EN HOOP 5.811 -55.191 10.0 1973-04-10 2020-02-06 +812020-99999 NICKERIE 5.950 -57.030 2.0 1973-04-16 2020-02-06 +812250-99999 JOHAN A PENGEL INTL 5.453 -55.188 18.0 1942-09-01 2020-02-06 +814050-99999 ROCHAMBEAU 4.820 -52.360 7.9 1943-06-01 2020-02-06 +820220-99999 BOA VISTA 2.846 -60.690 84.1 1973-01-01 2020-02-06 +820300-99999 AMAPA 2.067 -50.850 10.0 1943-06-01 2012-02-02 +820980-99999 MACAPA 0.051 -51.072 17.1 1973-01-01 2020-02-06 +821110-99999 EDUARDO GOMES INTL -3.039 -60.050 80.5 1977-05-01 2020-02-06 +821930-99999 VAL DE CANS INTL -1.379 -48.476 16.5 1942-10-01 2020-02-06 +822440-99999 SANTAREM -2.422 -54.793 60.4 1973-01-01 2020-02-06 +822810-99999 MARECHAL CUNHA MACHADO INTL -2.585 -44.234 54.3 1943-05-01 2020-02-06 +822880-99999 PARNAIBA PREFEITO DR JOAO SIL -2.894 -41.732 4.9 1943-05-12 2020-02-06 +823170-99999 TEFE -3.383 -64.724 56.1 1973-01-01 2020-02-06 +823320-99999 PONTA PELADA -3.146 -59.986 81.4 1973-01-01 2020-02-06 +823610-99999 TUCURUI -3.786 -49.720 253.0 1986-10-04 2020-02-06 +823980-99999 PINTO MARTINS INTL -3.776 -38.533 25.0 1936-08-24 2020-02-06 +824000-99999 FERNANDO DE NORONHA -3.855 -32.423 58.8 1931-01-01 2020-02-06 +824110-99999 TABATINGA -4.256 -69.936 85.0 1979-06-06 2020-02-06 +824440-99999 ITAITUBA -4.242 -56.001 33.5 1992-10-01 2020-02-06 +825620-99999 MARABA -5.369 -49.138 108.8 1973-01-01 2020-02-06 +825640-99999 PREFEITO RENATO MOREIRA -5.531 -47.460 131.4 1977-06-01 2020-02-06 +825790-99999 SENADOR PETRONIO PORTELLA -5.060 -42.823 66.8 1931-01-04 2020-02-06 +825910-99999 DIX SEPT ROSADO -5.202 -37.364 23.5 1973-01-01 2020-02-06 +825990-99999 AUGUSTO SEVERO -5.911 -35.248 51.5 1943-08-01 2020-02-06 +827040-99999 CRUZEIRO DO SUL -7.600 -72.769 194.2 1974-02-01 2020-02-06 +827980-99999 JOAO PESSOA -7.100 -34.867 7.0 1931-01-04 2020-02-06 +828240-99999 GOVERNADOR JORGE TEIXEIRA DE -8.709 -63.902 89.6 1982-11-01 2020-02-06 +828610-99999 CONCEICAO DO ARAGUAIA -8.348 -49.302 199.0 1973-01-01 2020-02-06 +828990-99999 GUARARAPES GILBERTO FREYRE IN -8.126 -34.924 10.1 1931-01-04 2020-02-06 +829170-99999 PRESIDENTE MEDICI -9.869 -67.894 193.2 1983-07-02 2020-02-06 +829300-99999 CACHIMBO -9.334 -54.965 537.1 1961-01-01 2020-02-06 +829650-99999 ALTA FLORESTA -9.866 -56.106 288.6 1988-06-01 2020-02-06 +829840-99999 SENADOR NILO COELHO -9.362 -40.569 385.0 1943-04-01 2020-02-06 +829930-99999 ZUMBI DOS PALMARES -9.511 -35.792 118.0 1973-01-01 2020-02-06 +830630-99999 PORTO NACIONAL -10.719 -48.400 265.2 1973-01-01 2015-11-11 +830950-99999 SANTA MARIA -10.984 -37.070 7.0 1983-04-01 2020-02-06 +831110-99999 RIO/JACAREPAGUA -22.983 -43.367 3.0 1977-06-01 2020-02-06 +832080-99999 VILHENA -12.694 -60.098 615.1 1973-01-01 2020-02-06 +832480-99999 DEPUTADO LUIS EDUARDO MAGALHA -12.911 -38.331 19.5 1943-08-09 2020-02-06 +832890-99999 BOM JESUS DA LAPA AEROPORTO -13.267 -43.417 441.0 1943-04-01 2007-09-25 +833490-99999 ILHEUS -14.816 -39.033 4.6 1983-04-01 2020-02-06 +833590-99999 BARRA DO GARCAS -15.861 -52.389 349.6 1986-11-01 2020-02-06 +833620-99999 MARECHAL RONDON -15.653 -56.117 188.1 1973-01-01 2020-02-06 +833780-99999 PRESIDENTE JUSCELINO KUBITSCH -15.863 -47.913 1060.4 1961-01-01 2020-02-06 +834190-99999 BASE AEREA -16.229 -48.964 1136.3 1977-02-04 2020-02-06 +834240-99999 SANTA GENOVEVA -16.632 -49.221 746.8 1973-01-01 2020-02-06 +834970-99999 CARAVELAS -17.652 -39.253 11.0 1961-01-01 2017-10-18 +835760-99999 UBERABA -19.765 -47.965 809.2 1973-01-01 2020-02-06 +835830-99999 PAMPULHA CARLOS DRUMMOND DE A -19.851 -43.951 789.1 1951-01-01 2020-02-06 +835870-99999 TANCREDO NEVES INTL -19.634 -43.969 827.5 1931-01-01 2020-02-06 +835880-99999 LAGOA SANTA AIRPORT -19.650 -43.883 852.0 1973-01-01 2020-02-06 +836120-99999 CAMPO GRANDE -20.469 -54.673 558.7 1936-08-24 2020-02-06 +836490-99999 GOIABEIRAS -20.258 -40.286 3.4 1973-01-01 2020-02-06 +836710-99999 CAMPO FONTENELLE -21.985 -47.335 599.8 1973-01-01 2020-02-06 +836890-99999 MAJOR BRIGADEIRO DOORGAL BORG -21.267 -43.761 1114.7 1973-01-01 2020-02-06 +837030-99999 PONTA PORA -22.550 -55.703 657.1 1973-01-01 2020-02-06 +837080-99999 GUARATINGUETA -22.792 -45.205 536.8 1977-05-04 2020-02-06 +837160-99999 PRESIDENTE PRUDENTE -22.175 -51.425 450.2 1973-01-01 2020-02-06 +837210-99999 VIRACOPOS -23.007 -47.135 661.4 1951-01-20 2020-02-06 +837220-99999 BAURU -22.345 -49.054 617.2 1973-01-01 2020-02-06 +837410-99999 SANTA CRUZ -22.932 -43.719 3.0 1973-01-01 2020-02-06 +837460-99999 GALEAO ANTONIO CARLOS JOBIM -22.809 -43.244 8.5 1931-01-01 2020-02-06 +837480-99999 CAMPO DELIO JARDIM DE MATTOS -22.875 -43.385 33.5 1951-01-01 2020-02-06 +837550-99999 SANTOS DUMONT -22.910 -43.163 3.4 1938-09-13 2020-02-06 +837680-99999 LONDRINA -23.334 -51.130 569.1 1973-01-01 2020-02-06 +837753-99999 GUARULHOS -23.433 -46.467 768.0 1988-06-21 2008-12-31 +837780-99999 CABO FRIO -22.922 -42.074 4.3 1973-01-01 2020-02-06 +837790-99999 MARTE -23.509 -46.638 721.8 1973-01-01 2020-02-06 +837800-99999 CONGONHAS -23.627 -46.655 801.9 1931-01-01 2020-02-06 +838093-99999 PROFESSOR URBANO ERNESTO STUM -23.229 -45.862 646.2 1990-02-07 2020-02-06 +838180-99999 BASE AEREA DE SANTOS -23.925 -46.288 3.0 1973-01-01 2020-02-06 +838270-99999 CATARATAS INTL -25.596 -54.487 239.9 1953-03-01 2020-02-06 +838400-99999 AFONSO PENA -25.528 -49.176 910.7 1961-01-01 2020-02-06 +838990-99999 HERCILIO LUZ -27.670 -48.547 6.1 1973-01-01 2020-02-06 +839280-99999 RUBEM BERTA -29.782 -57.038 78.0 1931-01-02 2019-09-23 +839370-99999 SANTA MARIA -29.711 -53.688 87.5 1936-08-29 2020-02-06 +839710-99999 SALGADO FILHO -29.994 -51.171 3.4 1973-01-01 2020-02-06 +839810-99999 COMANDANTE GUSTAVO KRAEMER -31.391 -54.112 182.9 1961-01-01 2020-02-06 +839850-99999 PELOTAS -31.718 -52.328 18.0 1973-01-01 2020-02-06 +840710-99999 MARISCAL SUCRE INTL -0.141 -78.488 2812.7 1977-07-01 2020-02-04 +841170-99999 ELOY ALFARO INTL -0.950 -80.683 14.6 1977-07-01 2020-02-06 +841230-99999 COTOPAXI INTL -0.907 -78.616 2805.7 1980-04-20 2020-02-06 +842030-99999 SIMON BOLIVAR INTL -2.157 -79.884 5.8 1977-07-01 2020-02-06 +843700-99999 PEDRO CANGA -3.553 -80.381 35.1 1974-03-15 2020-02-06 +843770-99999 CORONEL FRANCISCO SECADA VIGN -3.785 -73.309 93.3 1973-01-01 2020-02-06 +843900-99999 CAPITAN MONTES -4.577 -81.254 86.0 1933-02-09 2020-02-06 +844010-99999 CAPITAN FAP GUILLERMO CONCHA -5.206 -80.616 35.4 1957-07-01 2020-02-06 +844250-99999 MOISES BENZAQUEN RENGIFO -5.894 -76.118 178.9 1949-01-14 2020-02-06 +844350-99999 MOYOBAMBA -6.033 -76.967 833.0 1960-01-01 2001-10-08 +844520-99999 CAPT JOSE A QUINONES GONZALE -6.787 -79.828 29.6 1933-01-02 2020-02-06 +844550-99999 CADETE GUILLERMO DEL CASTILLO -6.509 -76.373 274.3 1950-01-04 2020-02-06 +845010-99999 CAPITAN CARLOS MARTINEZ DE PI -8.081 -79.109 32.3 1949-01-02 2020-02-06 +845150-99999 CAP FAP DAVID ABENZUR RENGIFO -8.378 -74.574 156.4 1949-01-02 2020-02-06 +846280-99999 JORGE CHAVEZ INTL -12.022 -77.114 34.4 1960-11-06 2020-02-06 +846580-99999 PADRE ALDAMIZ -12.614 -69.229 200.9 1947-11-08 2020-02-06 +846730-99999 CORONEL FAP ALFREDO MENDIVIL -13.155 -74.204 2717.9 1966-01-04 2020-02-06 +846770-99999 QUINCEMIL -13.267 -70.667 634.0 1960-01-01 1988-11-14 +846860-99999 TENIENTE ALEJANDRO VELASCO AS -13.536 -71.939 3310.1 1949-03-03 2020-02-06 +846910-99999 PISCO INTL -13.745 -76.220 11.9 1935-04-15 2020-02-06 +847210-99999 SAN JUAN DE MARCONA -15.383 -75.167 60.0 1957-07-01 2002-02-25 +847350-99999 JULIACA -15.467 -70.158 3825.8 1961-03-08 2020-02-06 +847520-99999 RODRIGUEZ BALLON -16.341 -71.583 2561.8 1942-01-01 2020-02-06 +847820-99999 CORONEL CARLOS CIRIANI SANTA -18.053 -70.276 468.8 1957-07-01 2020-02-06 +850410-99999 HEROES DEL ACRE -11.040 -68.783 271.9 1943-02-01 2020-02-06 +850430-99999 RIBERALTA -11.017 -66.117 135.0 1943-03-01 2020-02-06 +851140-99999 MAGDALENA -13.333 -64.150 141.0 1973-01-03 2020-02-06 +851230-99999 SANTA ANA DEL YACUMA -13.762 -65.435 143.9 1987-01-02 2020-02-06 +851400-99999 REYES -14.300 -67.367 280.0 1973-01-03 2020-02-06 +851410-99999 RURRENABAQUE -14.483 -67.483 202.0 1945-10-10 2020-02-06 +851540-99999 TTE AV JORGE HENRICH ARAUZ -14.819 -64.918 155.1 1943-01-01 2020-02-06 +852010-99999 EL ALTO INTL -16.513 -68.192 4061.5 1936-04-01 2020-02-06 +852230-99999 JORGE WILSTERMAN -17.421 -66.177 2548.1 1942-02-01 2020-02-06 +852420-99999 JUAN MENDOZA -17.963 -67.076 3702.1 1938-03-01 2020-02-06 +852440-99999 VIRU VIRU INTL -17.645 -63.135 373.4 1984-07-01 2020-02-06 +852450-99999 EL TROMPILLO -17.812 -63.171 417.9 1942-10-01 2020-02-06 +852680-99999 ROBORE (CIV/MIL) -18.317 -59.750 284.0 1943-01-01 2020-02-06 +852830-99999 JUANA AZURDUY DE PADILLA -19.007 -65.289 2903.8 1944-03-01 2016-05-13 +852930-99999 CAPITAN NICOLAS ROJAS -19.543 -65.724 3935.9 1947-11-01 2020-01-10 +853150-99999 CAMIRI -20.050 -63.567 792.0 1946-01-17 2020-02-06 +853450-99999 TCNL RAFAEL PABON -21.255 -63.406 398.1 1980-05-01 2020-02-06 +853640-99999 CAPITAN ORIEL LEA PLAZA -21.556 -64.701 1854.4 1944-04-01 2020-02-06 +853650-99999 YACUIBA -21.961 -63.652 645.0 1944-06-01 2020-02-06 +854060-99999 CHACALLUTA -18.349 -70.339 50.9 1935-04-14 2020-02-06 +854180-99999 DIEGO ARACENA INTL -20.535 -70.181 47.2 1973-01-01 2020-02-06 +854420-99999 CERRO MORENO INTL -23.444 -70.445 138.7 1935-01-01 2020-02-06 +854590-99999 CANAL BAJO CARLOS HOTT SIEBER -40.611 -73.061 57.0 2004-09-04 2020-02-06 +854690-99999 MATAVERI INTL -27.165 -109.422 69.2 1957-06-30 2020-02-06 +854700-99999 CHAMONATE -27.296 -70.414 298.0 1935-01-04 2009-09-16 +854860-99999 VALLENAR -28.596 -70.756 525.8 1936-05-14 2011-10-31 +854880-99999 LA FLORIDA -29.916 -71.200 146.6 1935-01-02 2020-02-06 +855740-99999 ARTURO MERINO BENITEZ INTL -33.393 -70.786 474.0 1973-01-01 2020-02-06 +855860-99999 SANTO DOMINGO -33.650 -71.617 75.0 1973-01-02 2020-02-06 +856290-99999 CURICO/GEN FREIRE -34.967 -71.217 242.0 1935-01-01 2020-02-06 +856820-99999 CARRIEL SUR INTL -36.773 -73.063 7.9 1973-01-01 2020-02-06 +857430-99999 MAQUEHUE -38.767 -72.637 92.7 1935-01-02 2020-02-06 +857660-99999 PICHOY -39.650 -73.086 18.0 1973-01-01 2020-02-06 +857990-99999 EL TEPUAL INTL -41.439 -73.094 89.6 1935-01-02 2020-02-06 +858740-99999 BALMACEDA -45.916 -71.689 524.9 1973-01-01 2020-02-06 +859211-99999 EL LOA -22.498 -68.904 2299.1 2004-07-06 2020-02-06 +859340-99999 CARLOS IBANEZ DEL CAMPO INTL -53.003 -70.855 42.4 1935-01-01 2020-02-06 +860110-99999 ADRIAN JARA -19.533 -59.367 150.0 1973-07-19 2013-02-23 +860680-99999 DR LUIS MARIA ARGANA INTL -22.045 -60.622 168.6 1949-03-15 2020-02-06 +860970-99999 PEDRO JUAN CABALLERO -23.633 -55.833 563.0 1959-09-13 2020-02-06 +861340-99999 TENIENTE COL CARMELO PERALTA -23.442 -57.427 77.1 1959-02-15 2020-02-06 +861920-99999 SAN ESTANISLAO -24.667 -56.433 192.0 1975-04-01 2020-02-06 +862180-99999 SILVIO PETTIROSSI INTL -25.240 -57.519 89.0 1949-01-01 2020-02-06 +862183-99999 GUARANI INTL -25.450 -54.833 264.0 1996-04-03 2020-02-06 +862330-99999 VILLARRICA -25.767 -56.433 161.0 1959-01-01 2020-02-06 +862550-99999 PILAR -26.850 -58.317 56.0 1959-02-11 2020-02-06 +862600-99999 SAN JUAN BAUTISTA -26.667 -57.150 126.0 1957-07-01 2020-02-06 +862970-99999 ENCARNACION -27.317 -55.833 91.0 1949-04-01 2020-02-06 +863150-99999 BELLA UNION -30.267 -57.583 53.0 1981-11-01 2016-10-06 +863300-99999 ARTIGAS INTL -30.401 -56.508 128.0 1949-01-02 2020-02-06 +863500-99999 PRESIDENTE GENERAL DON OSCAR -30.975 -55.476 223.0 1949-01-01 2020-02-06 +863600-99999 NUEVA HESPERIDES INTL -31.433 -57.983 57.0 1949-01-01 2020-02-06 +863700-99999 TACUAREMBO -31.749 -55.926 138.0 1979-06-01 2018-09-05 +864300-99999 TYDEO LARRE BORGES INTL -32.365 -58.061 55.0 1973-01-01 2020-02-06 +864400-99999 CERRO LARGO -32.338 -54.217 114.0 1949-01-01 2020-02-06 +864600-99999 PASO DE LOS TOROS -32.800 -56.517 75.0 1950-10-10 2020-02-06 +864900-99999 MERCEDES/RICARDO DE -33.250 -58.067 22.0 1949-01-01 2020-02-06 +865000-99999 TREINTA Y TRES -33.217 -54.383 46.0 1949-01-01 2020-02-06 +865300-99999 SANTA BERNARDINA INTL -33.359 -56.499 93.0 1949-01-01 2020-02-06 +865450-99999 FLORIDA -34.083 -56.233 68.0 1995-04-01 2020-02-06 +865600-99999 LAGUNA DE LOS PATOS INTL -34.456 -57.771 21.0 1949-01-01 2020-02-06 +865650-99999 ROCHA -34.483 -54.300 18.0 1949-01-01 2020-02-06 +865750-99999 ANGEL S ADAMI -34.789 -56.265 53.0 1975-04-01 2020-02-06 +865800-99999 CARRASCO INTL -34.838 -56.031 32.0 1949-01-01 2020-02-06 +865823-99999 CAPITAN CORBETA C A CURBELO I -34.855 -55.094 29.0 1990-10-18 2020-02-06 +865860-99999 LAGUNA DEL SAUCE -34.867 -55.100 35.0 2001-09-15 2020-02-06 +870160-99999 ORAN -23.153 -64.329 356.0 1960-01-01 2020-02-06 +870220-99999 GENERAL ENRIQUE MOSCONI TARTA -22.620 -63.794 449.0 1973-01-01 2020-02-06 +870460-99999 JUJUY -24.393 -65.098 920.2 1973-01-01 2020-02-06 +870470-99999 SALTA -24.856 -65.486 1246.0 1939-02-01 2020-02-06 +870780-99999 ALFEREZ ARMANDO RODRIGUEZ -24.721 -60.549 129.8 1957-06-30 2020-02-06 +870970-99999 CATARATAS DEL IGUAZU -25.737 -54.473 279.2 1939-01-02 2020-02-06 +871200-99999 TUCUMAN/TENIENTE BE -26.833 -65.200 422.0 1939-02-01 2003-02-03 +871210-99999 TENIENTE BENJAMIN MATIENZO -26.841 -65.105 455.7 1981-11-01 2020-02-06 +871290-99999 SANTIAGO DEL ESTERO -27.766 -64.310 199.9 1939-02-01 2020-02-06 +871490-99999 PRESIDENCIA ROQUE SAENZ PENA -26.757 -60.493 93.6 1939-02-01 2009-12-06 +871550-99999 RESISTENCIA -27.450 -59.056 52.7 1959-01-01 2020-02-06 +871620-99999 FORMOSA -26.213 -58.228 59.1 1973-01-01 2020-02-06 +871660-99999 CORRIENTES -27.446 -58.762 61.9 1973-01-01 2020-02-06 +871780-99999 POSADAS -27.386 -55.971 131.1 1939-01-01 2020-02-06 +872170-99999 LA RIOJA -29.382 -66.796 437.7 1939-02-01 2020-02-06 +872220-99999 CATAMARCA -28.596 -65.752 463.9 1973-07-01 2020-02-06 +872440-99999 VILLA MARIA DEL RIO -29.900 -63.683 341.0 1973-01-01 2020-02-06 +872570-99999 CERES -29.883 -61.950 88.0 1939-02-02 2020-02-06 +872700-99999 RECONQUISTA AERO -29.183 -59.700 48.0 1973-01-01 2020-02-06 +872860-99999 CURUZU CUATIA -29.771 -57.979 70.1 1973-01-01 2010-09-16 +872890-99999 PASO DE LOS LIBRES -29.689 -57.152 70.1 1939-02-01 2020-02-06 +873110-99999 SAN JUAN -31.571 -68.418 597.1 1973-01-01 2020-02-06 +873200-99999 CHAMICAL AERO -30.367 -66.283 467.0 1973-01-02 2020-02-06 +873280-99999 VILLA DOLORES -31.945 -65.146 583.7 1973-01-01 2020-02-06 +873440-99999 AMBROSIO L V TARAVELLA -31.324 -64.208 488.9 1939-02-01 2020-02-06 +873490-99999 PILAR OBSERVATORIO -31.667 -63.883 338.0 1973-01-01 2020-02-06 +873710-99999 SAUCE VIEJO -31.712 -60.812 17.1 1973-01-01 2020-02-06 +873740-99999 GENERAL URQUIZA -31.795 -60.480 74.1 1939-02-01 2020-02-06 +873930-99999 MONTE CASEROS -30.272 -57.640 53.0 1965-03-07 2020-02-06 +873950-99999 COMODORO PIERRESTEGUI -31.297 -57.997 34.1 1939-02-01 2020-02-06 +874160-99999 SAN MARTIN -33.083 -68.417 653.0 1973-01-01 2020-02-06 +874180-99999 EL PLUMERILLO -32.832 -68.793 704.1 1939-02-01 2020-02-06 +874360-99999 SAN LUIS -33.273 -66.356 709.9 1957-06-30 2020-02-06 +874480-99999 VILLA REYNOLDS -33.730 -65.387 484.9 1939-02-01 2020-02-06 +874530-99999 RIO CUARTO AREA DE MATERIAL -33.085 -64.261 420.9 1973-01-01 2020-02-06 +874670-99999 MARCOS JUAREZ -32.684 -62.158 110.0 1973-01-01 2020-02-06 +874800-99999 ROSARIO -32.904 -60.785 25.9 1939-02-01 2020-02-06 +874970-99999 GUALEGUAYCHU -33.010 -58.613 22.9 1965-03-07 2020-02-06 +875060-99999 MALARGUE -35.494 -69.574 1430.1 1939-02-02 2020-02-06 +875090-99999 SAN RAFAEL -34.588 -68.403 752.9 1973-01-01 2020-02-06 +875320-99999 GENERAL PICO -35.696 -63.758 139.9 1939-02-01 2020-02-06 +875340-99999 LABOULAYE -34.135 -63.362 136.9 1957-06-30 2020-02-06 +875440-99999 COMODORO P ZANNI -35.845 -61.858 85.0 1973-01-01 2020-02-06 +875480-99999 JUNIN -34.546 -60.931 79.9 1939-02-01 2020-02-06 +875680-99999 DON TORCUATO -34.501 -58.604 5.0 1973-01-01 2005-12-08 +875760-99999 MINISTRO PISTARINI -34.822 -58.536 20.4 1957-06-30 2020-02-06 +875820-99999 AEROPARQUE JORGE NEWBERY -34.559 -58.416 5.5 1973-01-01 2020-02-06 +875930-99999 LA PLATA -34.972 -57.895 21.9 1973-01-01 2020-02-06 +876230-99999 SANTA ROSA -36.588 -64.276 192.0 1957-06-30 2020-02-06 +876400-99999 BOLIVAR AERO -36.200 -61.067 94.0 1989-04-01 2020-02-06 +876410-99999 AZUL AERO -36.833 -59.883 146.0 1997-01-01 2020-02-06 +876450-99999 TANDIL -37.237 -59.228 175.0 1973-01-01 2020-02-06 +876480-99999 DOLORES AIRPORT -36.350 -57.733 9.0 1939-03-06 2020-02-06 +876880-99999 TRES ARROYOS -38.387 -60.330 121.9 1973-01-01 2020-02-06 +876920-99999 MAR DEL PLATA -37.934 -57.573 21.6 1939-02-01 2020-02-06 +877150-99999 PRESIDENTE PERON -38.949 -68.156 272.8 1939-02-01 2020-02-06 +877500-99999 COMANDANTE ESPORA -38.725 -62.169 75.0 1939-04-10 2020-02-06 +877650-99999 SAN CARLOS DE BARILOCHE -41.151 -71.158 846.1 1939-02-01 2020-02-06 +877840-99999 SAN ANTONIO OESTE AERO -40.783 -65.100 20.0 1939-02-01 2020-02-06 +877910-99999 GOBERNADOR CASTELLO -40.869 -63.000 6.1 1973-01-01 2020-02-06 +878030-99999 ESQUEL -42.908 -71.139 798.9 1957-06-30 2020-02-06 +878280-99999 ALMIRANTE ZAR -43.211 -65.270 43.0 1939-02-02 2020-02-06 +878600-99999 COMODORO RIVADAVIA -45.785 -67.466 57.9 1957-06-30 2020-02-06 +879040-99999 EL CALAFATE AERO -50.267 -72.050 199.0 2003-03-30 2020-02-06 +879090-99999 SAN JULIAN -49.307 -67.803 57.9 1973-01-01 2020-02-06 +879250-99999 RIO GALLEGOS -51.609 -69.313 18.6 1959-01-07 2020-02-06 +879340-99999 RIO GRANDE -53.778 -67.749 19.8 1973-01-01 2020-02-06 +879380-99999 USHUAIA MALVINAS ARGENTINAS -54.843 -68.296 21.6 1939-02-01 2020-02-06 +888780-99999 PEBBLE ISLAND -51.317 -59.600 16.0 1992-03-01 2020-02-06 +888830-99999 WEDDELL ISLAND -51.900 -60.917 17.0 1991-07-12 2020-02-06 +888890-99999 MOUNT PLEASANT -51.823 -58.447 74.4 1985-06-06 2020-02-06 +888970-99999 SEA LION ISLAND -52.433 -59.083 15.0 1991-05-07 2020-02-06 +889030-99999 GRYTVIKEN -54.283 -36.500 3.0 1949-01-01 2020-02-06 +889630-99999 BASE ESPERANZA -63.400 -56.983 24.0 1973-01-01 2020-02-06 +889680-99999 BASE ORCADAS -60.733 -44.733 8.0 1949-05-01 2020-02-06 +890020-99999 NEUMAYER -70.667 -8.250 50.0 1981-11-01 2020-02-06 +890040-99999 S.A.N.A.E. AWS -71.700 -2.800 817.0 1997-01-01 2020-02-06 +890090-90001 AMUNDSEN-SCOTT -90.000 0.000 2830.0 1957-01-09 2020-02-06 +890220-99999 HALLEY -75.610 -26.272 30.0 1956-06-15 2020-02-06 +890340-99999 BASE BELGRANO II -77.867 -34.617 256.0 1956-06-01 2020-02-06 +890530-99999 BASE CARLINI -62.233 -58.633 11.0 1980-02-08 2020-02-06 +890550-99999 BASE MARAMBIO (CENTRO MET. AN -64.233 -56.717 208.0 1973-01-01 2020-02-06 +890560-99999 CENTRO MET. ANTARTICO PDTE. E -62.183 -58.983 48.0 1985-04-08 2020-02-06 +890570-99999 BASE ARTURO PRAT -62.500 -59.683 5.0 1947-08-02 2020-02-06 +890590-99999 BASE BERNARDO O'HIGGINS -63.317 -56.683 10.0 1985-07-01 2020-02-06 +890630-99999 VERNADSKY -65.250 -64.267 11.0 1985-05-28 2020-02-06 +890660-99999 BASE SAN MARTIN -68.117 -67.133 7.0 1976-10-01 2020-02-06 +891080-99999 HENRY -89.000 -1.017 2755.0 1994-06-01 2020-02-06 +892570-99999 UNIV. WI ID 8925 (LIMBERT AWS -75.867 -59.150 40.0 1998-03-01 2020-02-06 +892620-99999 UNIV. WI ID 8926 (LARSEN ICE -67.017 -61.467 45.0 1990-05-01 2020-02-06 +892660-99999 UNIV. WI ID 8902 (BUTLER ISLA -72.200 -60.167 115.0 1990-05-01 2020-02-06 +892720-99999 UNIV. WI ID 8917 (SKI-BLU) -74.800 -71.483 1589.0 1997-01-01 2020-02-06 +893140-99999 THERESA -84.600 -115.817 1463.0 1997-01-01 2020-02-06 +893240-99999 BYRD STATION -80.000 -119.400 1530.0 1990-05-01 2020-02-06 +893270-99999 MOUNT SIPLE -73.200 -127.050 230.0 1994-06-01 2019-10-16 +893450-99999 SIPLE DOME -81.650 -148.783 620.0 1997-06-01 2020-02-06 +893760-99999 GILL -79.983 -178.600 55.0 1997-01-01 2020-02-06 +893770-99999 LETTAU -82.517 -174.450 55.0 1990-05-01 2020-02-06 +895320-99999 SYOWA -69.000 39.583 21.0 1973-01-01 2020-02-06 +895640-99999 MAWSON -67.600 62.867 16.0 1985-07-01 2020-02-06 +895710-99999 DAVIS -68.583 77.967 23.0 1973-01-01 2020-02-06 +895770-99999 DOME PLATEAU DOME A -80.370 77.370 4084.0 1996-02-01 2020-02-06 +896110-99999 CASEY -66.283 110.533 42.0 1973-01-01 2020-02-06 +896140-99999 CASEY (UPPER PETERSON RUNWAY) -66.700 111.500 727.0 2003-02-11 2020-02-06 +896420-99999 DUMONT D'URVILLE -66.667 140.017 43.0 1985-07-01 2020-02-06 +896640-99999 MCMURDO -77.850 166.667 24.0 1973-01-01 2004-12-31 +896660-99999 CAPE ROSS -76.717 162.967 150.0 1995-04-03 2020-02-06 +896670-99999 PEGASUS NORTH -77.950 166.500 10.0 1990-05-01 2019-12-26 +897440-99999 RELAY STAT -74.017 43.050 3353.0 1997-01-01 2020-02-06 +897670-99999 G3 -70.900 69.867 84.0 2001-08-11 2020-02-06 +897990-99999 NICO -89.000 89.667 2935.0 1994-06-01 2020-02-06 +898110-99999 LAW DOME SUMMIT -66.733 112.833 1368.0 1993-08-01 2020-02-03 +898280-99999 DOME C II -75.117 123.367 3250.0 1990-05-01 2020-02-06 +898340-99999 D-47 -67.400 138.733 1560.0 1990-05-01 2020-02-06 +898640-99999 MANUELA -74.950 163.683 80.0 1990-05-01 2020-02-06 +898660-99999 MARBLE POINT -77.433 163.750 84.0 1990-05-01 2020-02-06 +898680-99999 SCHWERDTFEGER -79.900 169.983 60.0 1990-05-01 2020-02-06 +898690-99999 MARILYN -79.950 165.117 75.0 1990-05-13 2020-02-06 +898720-99999 FERRELL -77.900 170.817 45.0 1990-05-01 2020-02-06 +898790-99999 POSSESSION IS -71.883 171.200 30.0 1994-06-01 2020-02-06 +910660-22701 HENDERSON FIELD AIRPORT 28.200 -177.383 5.5 1945-04-01 2020-02-07 +911620-22501 BARKING SANDS PACIFIC MISSILE 22.033 -159.783 7.0 1942-04-22 2020-02-07 +911650-22536 LIHUE AIRPORT 21.984 -159.341 30.5 1973-01-01 2020-02-07 +911700-22508 WHEELER ARMY AIRFIELD 21.487 -158.028 257.9 1939-06-01 2020-02-07 +911760-22519 KANEOHE MCAS 21.450 -157.768 7.3 1973-01-01 2020-02-07 +911820-22521 HONOLULU INTERNATIONAL AIRPOR 21.324 -157.929 2.1 1939-06-01 2020-02-07 +911860-99999 MOLOKAI (AMOS) 21.150 -157.100 137.0 1940-01-29 2005-12-31 +911900-22516 KAHULUI AIRPORT 20.900 -156.429 15.5 1973-01-01 2020-02-07 +911904-99999 KAPALUA 20.950 -156.667 78.0 1987-03-26 2005-12-31 +911905-99999 LANAI 20.783 -156.950 399.0 1973-01-01 2005-12-31 +911975-99999 KONA INTL AT KEAHOL 19.733 -156.033 14.0 1973-01-01 2005-12-31 +911977-99999 BRADSHAW AAF 19.750 -155.550 1887.0 1973-01-02 2005-12-30 +912120-41415 GUAM INTERNATIONAL AIRPORT 13.483 144.800 77.4 1973-01-01 2020-02-07 +912180-99999 ANDERSEN AFB 13.567 144.917 162.0 1948-05-01 2004-12-31 +912210-41419 ROTA INTERNATIONAL AIRPORT 14.172 145.243 179.2 2005-01-01 2020-02-07 +912320-41408 SAIPAN/ISLEY (CGS) 15.117 145.733 4.0 1944-07-10 1999-12-31 +912320-41418 FRANCISCO C. ADA/SAIPAN INTER 15.117 145.717 65.5 2005-01-01 2020-02-07 +912450-41606 WAKE ISLAND AIRFLD 19.283 166.650 3.7 1945-12-31 2010-07-31 +912500-99999 ENEWETAK MARSHALL IS 11.350 162.350 5.0 1945-06-30 2005-02-04 +912750-21603 JOHNSTON ATOLL AIRPORT 16.733 -169.533 3.1 1945-04-01 2004-12-31 +912850-21504 HILO INTERNATIONAL AIRPORT 19.719 -155.053 11.6 1973-01-01 2020-02-07 +913340-40505 CHUUK INTERNATIONAL AIRPORT 7.467 151.850 1.5 1945-12-31 2020-02-06 +913660-40604 BUCHOLZ AAF KWAJALEIN KMR ATO 8.733 167.733 2.1 1944-02-14 2020-02-06 +913691-99999 MAJURO ATOLL WEATHER CENTER 7.083 171.133 4.0 2004-07-13 2020-02-06 +914080-40309 BABELTHUAP/KOROR AIR 7.333 134.483 33.2 1947-06-30 2009-12-31 +914130-40308 YAP INTERNATIONAL AIRPORT 9.483 138.083 13.4 1948-09-02 2020-02-06 +915030-99999 MUNDA -8.328 157.263 3.0 1943-11-30 2020-02-06 +915070-99999 AUKI -8.783 160.733 11.0 1973-01-01 2020-02-06 +915170-99999 HONIARA -9.417 159.967 56.0 1949-11-15 2020-02-06 +915200-99999 HONIARA INTL -9.428 160.055 8.5 1943-03-16 2020-02-06 +915510-99999 SOLA/VANUA LAVA ISL -13.850 167.550 18.0 1948-12-01 2020-02-06 +915540-99999 SANTO PEKOA INTL -15.501 167.223 56.1 1973-01-01 2020-02-06 +915550-99999 LAMAP/MALEKOULA ISL -16.417 167.800 26.0 1973-01-01 2020-02-06 +915580-99999 PORT VILA/BAUERFLD -17.750 168.300 18.0 1947-08-31 1990-01-12 +915650-99999 TANNA -19.455 169.224 5.8 1973-01-01 2020-02-06 +915680-99999 ANEITYUM -20.233 169.767 7.0 1948-08-01 2020-02-06 +915700-99999 ILE SURPRISE -18.483 163.083 5.0 1973-01-01 2020-02-06 +915730-99999 ILE ART (BELEP) -19.717 163.650 84.0 2001-09-15 2020-01-26 +915740-99999 ILE LOOP (CHESTERFIELD) -19.967 158.483 4.0 1973-08-12 2020-02-06 +915770-99999 KOUMAC -20.546 164.256 12.8 1943-03-31 2019-09-05 +915790-99999 OUVEA -20.641 166.573 7.0 1973-01-01 2020-02-06 +915820-99999 LIFOU -20.775 167.240 28.0 1973-01-01 2019-03-20 +915830-99999 POINDIMIE (NLLE-CALEDONIE) -20.933 165.317 13.0 1973-01-01 2020-01-27 +915900-99999 LA TONTOUTA -22.015 166.213 15.8 1942-12-31 2020-02-06 +915920-99999 NOUMEA -22.267 166.450 72.0 1945-08-31 2020-02-05 +915960-99999 ILE DES PINS -22.589 167.456 96.0 1973-01-01 2020-02-06 +915980-99999 MATTHEW (ILOT) -22.333 171.333 27.0 1980-03-01 2013-02-11 +916100-99999 BONRIKI INTL 1.382 173.147 2.7 1944-02-27 2020-02-06 +916430-80705 FUNAFUTI INTL ARPT -8.517 179.217 2.0 1943-07-20 2020-02-06 +916500-99999 ROTUMA ISLAND -12.500 177.050 26.0 1973-01-01 2020-02-06 +916520-99999 UDU POINT AWS -16.133 -179.983 63.0 1973-01-01 2020-02-02 +916590-99999 NABOUWALU -17.000 178.700 36.0 1973-01-01 2020-02-06 +916600-99999 YASAWA-I-RARA AWS -16.700 177.583 50.0 1943-07-31 2020-02-02 +916700-99999 VIWA AWS -17.150 176.900 5.0 1980-10-01 2020-02-02 +916760-99999 VANUA BALAVU AWS -17.233 -178.950 52.0 1985-12-09 2020-02-02 +916800-99999 NADI INTL -17.755 177.443 18.0 1942-04-13 2020-02-06 +916830-99999 NAUSORI INTL -18.043 178.559 5.2 1973-01-01 2020-02-06 +916910-99999 LAKEMBA ISLAND -18.233 -178.800 3.0 1973-01-01 2020-02-06 +916930-99999 VUNISEA -19.050 178.167 33.0 1973-01-01 2020-02-06 +916970-99999 MATUKU AWS -19.133 179.750 5.0 1973-01-01 2019-12-24 +916990-99999 ONO-I-LAU AWS -20.667 -178.717 28.0 1973-01-01 2020-02-02 +917530-99999 WALLIS -13.238 -176.199 24.1 1943-08-09 2020-02-06 +917540-99999 FUTUNA ISL/MAOPOOPO -14.317 -178.117 36.0 1973-01-01 2020-02-06 +917590-99999 FALEOLO INTL -13.830 -172.008 17.7 1980-07-01 2020-02-06 +917620-99999 APIA/UPOLU ISLAND -13.800 -171.783 2.0 1973-01-01 2020-02-06 +917650-61705 TAFUNA/PAGO PAGO INTERNATIONA -14.331 -170.714 3.7 1945-08-01 2020-02-06 +917790-99999 LUPEPAU'U -18.583 -173.967 70.0 1995-04-01 2020-02-06 +917800-99999 VAVAU -18.650 -173.983 10.0 1973-01-01 1995-10-03 +917840-99999 HAAPAI -19.777 -174.341 9.4 1973-01-01 2020-02-06 +917920-99999 FUA AMOTU INTL -21.241 -175.150 38.4 1980-03-01 2018-04-23 +918000-99999 PENRHYN ISLAND -9.017 -158.067 2.0 1943-08-01 1996-08-09 +918040-99999 RAKAHANGA ATOLL -10.050 -161.100 5.0 1973-01-01 1996-09-09 +918110-99999 PUKAPUKA ARPT -10.915 -165.839 4.6 1973-01-01 2020-02-06 +918220-99999 ALOFI -19.067 -169.917 22.0 1973-01-01 2020-02-06 +918260-99999 PALMERSTON * -18.067 -163.183 4.0 1973-01-01 1996-09-13 +918300-99999 AITUTAKI -18.831 -159.764 4.3 1943-08-01 2019-12-13 +918400-99999 MAUKE ISLAND -20.133 -157.350 9.0 1973-01-01 1996-12-16 +918430-99999 RAROTONGA INTL -21.203 -159.806 5.8 1973-01-01 2020-02-06 +919250-99999 HIVA-OA -9.800 -139.033 53.0 1973-01-01 2020-02-06 +919300-99999 BORA BORA -16.444 -151.751 3.0 1943-08-04 2017-01-12 +919380-99999 TAHITI FAAA -17.554 -149.607 1.5 1973-01-01 2020-02-06 +919430-99999 TAKAROA -14.483 -145.033 3.0 1973-01-01 2020-02-05 +919440-99999 HAO -18.075 -140.946 3.0 1973-01-01 2020-02-06 +919450-99999 HEREHERETUE -19.900 -144.949 3.0 1973-01-01 2018-03-04 +919480-99999 MANGAREVA -23.133 -134.967 89.0 1973-01-01 2020-02-06 +919520-99999 MUROROA ATOLL (MIL) -21.817 -138.800 3.0 1974-10-08 1998-05-20 +919540-99999 TUBUAI -23.365 -149.524 2.1 1973-01-01 2020-02-06 +919580-99999 RAPA -27.617 -144.333 2.0 1973-01-01 2020-02-06 +920350-99999 PORT MORESBY JACKSONS INTL -9.443 147.220 44.5 1997-01-01 2020-02-06 +930040-99999 CAPE REINGA AWS -34.433 172.683 216.0 1984-04-01 2020-02-06 +930110-99999 KAITAIA AERODROME -35.067 173.283 82.0 1949-01-01 1986-06-14 +930230-99999 PURERUA -35.117 174.017 84.0 1984-02-15 2020-02-06 +930690-99999 MOKOHINAU AWS -35.900 175.100 60.0 1994-09-01 2020-02-06 +931190-99999 AUCKLAND INTL -37.008 174.792 7.0 1965-12-31 2020-02-06 +931850-99999 TAURANGA AERODROME -37.667 176.200 5.0 1949-01-01 2003-02-14 +931960-99999 HICKS BAY AWS -37.550 178.300 46.0 1991-07-25 2020-02-06 +932450-99999 TAUPO AWS -38.733 176.067 401.0 1996-09-01 2020-02-06 +932910-99999 GISBORNE AERODROME -38.667 177.983 8.0 1949-01-01 1994-05-30 +933080-99999 NEW PLYMOUTH AERODR -39.017 174.183 36.0 1949-01-01 1993-04-03 +933340-99999 WAIOURU AWS -39.467 175.683 823.0 1979-07-01 2012-02-01 +933730-99999 NAPIER AERODROME AWS -39.467 176.867 3.0 1992-03-01 2020-02-06 +934010-99999 OHAKEA -40.206 175.388 50.0 1949-01-01 2020-01-31 +934040-99999 PALMERSTON NORTH AWS -40.317 175.600 39.0 1992-09-01 2020-02-06 +934200-99999 PARAPARAUMU AWS -40.900 174.983 7.0 1995-08-01 2020-02-06 +934340-99999 WELLINGTON -41.283 174.767 127.0 1949-01-01 1989-02-27 +934360-99999 WELLINGTON INTL -41.327 174.805 12.5 1959-12-31 2018-05-15 +934980-99999 CASTLEPOINT -40.900 176.200 120.0 1995-06-06 2020-02-06 +935160-99999 WESTPORT HARBOUR -41.750 171.600 4.0 1949-01-01 1995-05-30 +935270-99999 FAREWELL SPIT AWS -40.550 173.000 3.0 1979-07-01 2020-02-06 +935450-99999 NELSON AERODROME -41.300 173.217 7.0 1949-01-01 1994-04-27 +935970-99999 CAPE CAMPBELL AWS -41.717 174.267 32.0 1987-03-01 2020-02-06 +936140-99999 HOKITIKA AERODROME -42.717 170.983 44.0 1949-01-01 2020-02-06 +936780-99999 KAIKOURA -42.417 173.700 101.0 1997-01-01 2020-02-06 +937090-99999 HAAST AWS -43.867 169.000 5.0 1979-06-06 2020-02-06 +937730-99999 TIMARU AERODROME AWS -44.300 171.233 27.0 1992-03-01 2020-02-06 +937800-99999 CHRISTCHURCH INTL -43.489 172.532 37.5 1953-07-07 2020-02-06 +938000-99999 SECRETARY ISLAND AWS -45.217 166.883 19.0 1994-09-01 2020-02-06 +938050-99999 PUYSEGUR POINT AWS -46.150 166.600 44.0 1985-01-09 2020-02-06 +938060-99999 PUYSEGUR PT (LGT-H) -46.167 166.633 41.0 1949-01-02 1989-08-22 +938310-99999 QUEENSTOWN AERODROME -45.017 168.733 358.0 1995-06-06 2020-02-06 +938440-99999 INVERCARGILL -46.412 168.313 1.5 1949-01-01 1995-05-31 +938910-99999 DUNEDIN AERODROME AWS -45.917 170.183 2.0 2003-03-30 2020-02-06 +938960-99999 TAIAROA HEAD -45.767 170.733 76.0 1949-01-01 2002-09-01 +939090-99999 SOUTH WEST CAPE AWS -47.267 167.450 102.0 1991-07-03 2020-02-06 +939290-99999 ENDERBY ISLAND AWS -50.483 166.300 40.0 1992-04-01 2020-02-06 +939440-99999 CAMPBELL ISLAND -52.550 169.150 19.0 1949-01-01 1995-08-31 +939860-99999 CHATHAM ISLANDS -43.810 -176.457 13.1 1949-01-01 1994-07-31 +939970-99999 RAOUL ISLAND KERMADEC ISLANDS -29.250 -177.933 49.5 1949-01-01 1998-11-09 +940350-99999 PORT MORESBY W.O. -9.433 147.217 28.0 1942-12-23 1997-01-05 +941000-99999 KALUMBURU -14.300 126.633 24.0 2001-09-12 2020-02-06 +941020-99999 TROUGHTON ISLAND -13.750 126.150 8.0 1973-01-01 2020-02-06 +941030-99999 BROWSE ISLAND AWS -14.117 123.533 5.0 1973-01-01 2020-02-06 +941050-99999 NOONAMAH AIRSTRIP -12.617 131.050 17.5 1975-07-29 2020-02-06 +941110-99999 PORT KEATS AWS AUT -14.233 129.450 18.0 1973-01-01 2002-04-18 +941160-99999 DUM IN MIRRIE -12.633 130.367 4.0 1997-01-02 2020-02-06 +941190-99999 PIRLANGIMPI -11.400 130.417 19.0 1973-01-01 2020-02-06 +941200-99999 DARWIN INTL -12.415 130.877 31.4 1941-01-31 2020-02-06 +941220-99999 CAPE FOURCROY -11.783 130.017 7.0 1974-12-22 2020-02-06 +941250-99999 BATCHELOR AERO -13.050 131.017 105.0 1994-10-01 2020-02-06 +941270-99999 POINT STUART -12.233 131.883 1.0 1993-01-01 2020-02-06 +941280-99999 DOUGLAS RIVER -13.833 131.183 44.0 1990-10-24 2020-02-06 +941300-99999 BRADSHAW -14.950 130.800 76.0 2001-08-15 2020-02-06 +941310-99999 TINDAL -14.521 132.378 135.0 1990-09-04 2020-02-06 +941350-99999 MCCLUER ISLAND AWS -11.050 132.983 2.0 1994-10-01 2020-02-06 +941370-99999 JABIRU AIRPORT -12.667 132.900 28.0 1991-02-03 2020-02-06 +941400-99999 MILINGIMBI AWS -12.117 134.900 16.0 1961-12-31 2020-02-06 +941430-99999 BULMAN AWS -13.667 134.333 105.0 2004-06-08 2020-02-06 +941470-99999 CAPE WESSEL AWS -11.017 136.750 19.0 1973-01-01 2020-02-06 +941500-99999 GOVE AIRPORT -12.283 136.817 53.0 1985-12-01 2020-02-06 +941510-99999 NORTH EAST ISLAND -13.650 136.933 18.0 1973-10-24 2014-08-27 +941520-99999 BORROLOOLA -16.083 136.300 17.0 1994-10-01 2020-02-06 +941530-99999 GROOTE EYLANDT -13.975 136.460 16.2 2001-09-15 2020-02-06 +941710-99999 WEIPA -12.679 141.925 19.2 1959-01-01 2020-02-06 +941750-99999 THURSDAY ISLAND -10.567 142.217 8.0 1950-09-03 2002-12-22 +941820-99999 COCONUT ISLAND -10.050 143.067 4.0 1988-08-01 2020-02-06 +941830-99999 COEN AIRPORT -13.767 143.117 160.0 2003-03-30 2020-02-06 +941860-99999 LOCKHART RIVER AIRPORT -12.783 143.300 20.0 1970-08-31 2020-02-06 +941880-99999 CAPE FLATTERY -14.967 145.317 19.0 2004-06-08 2020-02-06 +942030-99999 BROOME INTL -17.945 122.232 17.1 1939-08-10 2020-02-06 +942040-99999 CURTIN AERO -17.583 123.817 78.0 1973-01-01 2020-02-06 +942060-99999 FITZROY CROSSING AERO -18.183 125.567 115.0 1990-02-06 2020-02-06 +942070-99999 ROWLEY SHOALS -17.533 118.950 8.0 1973-01-24 2020-02-06 +942100-99999 ADELE ISLAND -15.517 123.150 5.0 1973-09-21 2020-02-06 +942120-99999 HALLS CREEK AIRPORT -18.233 127.667 424.0 1944-01-01 2020-02-06 +942140-99999 WYNDHAM -15.483 128.117 16.0 1973-01-01 2015-01-09 +942160-99999 KUNUNURRA -15.778 128.708 44.2 1990-02-01 2020-02-06 +942170-99999 ARGYLE AERODROME -16.633 128.450 165.0 1994-10-01 2020-02-06 +942250-99999 DELAMERE WEAPONS RANGE -15.750 131.917 222.0 2001-08-15 2020-02-06 +942310-99999 LAJAMANU -18.333 130.633 317.0 2001-09-15 2020-02-06 +942320-99999 VICTORIA RIVER DOWNS -16.400 131.017 90.0 1973-12-31 2020-02-06 +942340-99999 DALY WATERS AWS -16.250 133.367 211.0 1947-12-31 2020-02-06 +942380-99999 TENNANT CREEK AIRPORT -19.633 134.183 377.0 1969-07-24 2020-02-06 +942480-99999 CENTRE ISLAND -15.750 136.800 13.0 1973-01-28 2020-02-06 +942550-99999 CAMOOWEAL TOWNSHIP -19.917 138.117 232.0 1956-12-31 2020-02-06 +942600-99999 BURKETOWN AIRPORT -17.750 139.533 6.0 2003-03-30 2020-02-06 +942610-99999 CENTURY MINE -18.750 138.700 127.0 2004-06-08 2020-02-06 +942660-99999 NORMANTON AIRPORT -17.683 141.067 19.0 1947-12-31 2018-11-16 +942750-99999 GEORGETOWN POST OFFICE -18.300 143.550 295.0 1957-01-01 2007-10-09 +942830-99999 COOKTOWN MISSION -15.433 145.183 9.0 1942-10-13 2004-07-22 +942850-99999 LOW ISLES LIGHTHOUSE -16.383 145.567 4.0 1967-09-30 2020-02-06 +942870-99999 CAIRNS INTL -16.886 145.755 3.0 1942-12-31 2020-02-06 +942890-99999 HOLMES REEF -16.467 147.867 8.0 1974-12-29 2020-02-06 +942900-99999 FLINDERS REEF -17.717 148.450 7.0 1973-11-01 2020-02-06 +942940-99999 TOWNSVILLE -19.253 146.765 5.5 1947-01-01 2020-02-06 +942950-99999 LUCINDA POINT AWS -18.517 146.383 10.0 1981-01-01 2020-02-06 +942960-99999 LIHOU REEF -17.117 152.000 9.0 1973-01-01 2013-02-14 +942980-99999 MARION REEF -19.083 152.383 8.0 1973-01-01 2020-02-06 +942990-99999 WILLIS ISLAND -16.288 149.965 9.0 1947-12-31 2020-02-06 +943000-99999 CARNARVON AIRPORT -24.883 113.667 8.0 1945-01-09 2020-02-06 +943020-99999 LEARMONTH -22.236 114.089 5.8 1975-02-28 2020-02-06 +943030-99999 THEVENARD ISLAND -21.450 115.017 6.0 1990-03-08 2020-02-06 +943050-99999 ONSLOW -21.633 115.117 4.0 1947-12-31 2012-07-19 +943060-99999 MARDIE -21.183 115.967 12.0 1957-01-01 2020-02-06 +943070-99999 LEGENDRE ISLAND -20.367 116.850 29.0 1993-01-01 2020-02-06 +943080-99999 ROEBOURNE AERO -20.750 117.150 11.0 1990-02-01 2020-02-06 +943120-99999 PORT HEDLAND INTL -20.378 118.626 10.1 1942-07-18 2020-02-06 +943160-99999 PARABURDOO AERO -23.167 117.750 424.0 1990-06-13 2020-02-06 +943170-99999 NEWMAN AERO -23.417 119.800 524.0 1973-01-01 2020-02-06 +943180-99999 EMU CREEK STATION -23.033 115.033 112.0 1979-06-01 2020-02-06 +943260-99999 ALICE SPRINGS -23.807 133.902 545.3 1942-12-16 2020-02-06 +943270-99999 JERVOIS -22.950 136.150 329.0 1971-12-31 2020-02-06 +943280-99999 TERRITORY GRAPE FARM -22.450 133.633 567.0 1997-03-01 2020-02-06 +943320-99999 MOUNT ISA -20.664 139.489 341.7 1966-11-30 2020-02-06 +943350-99999 CLONCURRY AIRPORT -20.667 140.500 187.0 1939-04-01 2020-02-06 +943360-99999 THE MONUMENT AIRPORT -21.800 139.917 289.0 2003-03-30 2020-02-06 +943370-99999 JULIA CREEK -20.667 141.733 124.0 1990-02-01 2020-02-06 +943380-99999 TREPELL AIRPORT -21.833 140.883 267.0 2003-03-31 2020-02-06 +943390-99999 WINTON POST OFFICE -22.383 143.033 184.0 1956-12-31 2012-05-20 +943410-99999 RICHMOND -20.702 143.115 206.0 2001-09-07 2020-02-06 +943420-99999 WINTON AIRPORT -22.367 143.083 193.0 2003-03-30 2020-02-06 +943430-99999 HUGHENDEN AIRPORT -20.817 144.233 316.0 1971-12-31 2020-02-06 +943460-99999 LONGREACH AERO -23.433 144.283 192.0 1942-08-01 2020-02-06 +943630-99999 EMERALD AIRPORT -23.567 148.183 190.0 1956-12-31 2020-02-06 +943650-99999 PROSERPINE WHITSUNDAY COAST -20.495 148.552 25.0 1989-01-10 2020-02-06 +943670-99999 MACKAY MO -21.117 149.217 33.0 1943-05-15 2020-02-06 +943680-99999 HAMILTON ISLAND AIRPORT -20.350 148.950 59.0 1990-02-01 2020-02-06 +943700-99999 SAMUEL HILL AERO -22.733 150.650 32.0 2003-03-30 2020-02-06 +943710-99999 CREAL REEF -20.533 150.383 6.0 1990-02-01 2020-02-06 +943730-99999 YEPPOON THE ESPLANADE -23.133 150.750 6.0 1994-10-01 2020-02-06 +943740-99999 ROCKHAMPTON -23.382 150.475 10.4 1939-03-31 2020-02-06 +943790-99999 GANNET CAY -21.967 152.467 8.0 1974-12-03 2020-02-06 +943800-99999 GLADSTONE RADAR -23.850 151.267 75.0 1957-12-01 2020-02-06 +943810-99999 GLADSTONE AIRPORT -23.867 151.217 17.0 1994-10-01 2020-02-06 +943860-99999 HERON ISLAND RES STN -23.450 151.917 6.0 1981-01-01 2020-02-06 +943870-99999 BUNDABERG AERO -24.900 152.317 28.0 1956-12-31 2020-02-06 +943880-99999 LADY ELLIOT ISLAND -24.117 152.717 4.0 1956-12-31 2020-02-06 +943930-99999 FREDERICK REEF -20.933 154.400 13.0 1973-01-01 2020-02-06 +943940-99999 CATO ISLAND -23.250 155.533 7.0 1973-01-01 2020-02-06 +944010-99999 KALBARRI -27.717 114.167 7.0 1979-11-01 2020-02-06 +944020-99999 DENHAM -25.917 113.517 10.0 1980-08-01 2020-02-06 +944030-99999 GERALDTON -28.796 114.708 36.9 1941-08-18 2020-02-06 +944040-99999 PAYNES FIND -29.267 117.683 340.0 1990-02-01 2020-02-06 +944170-99999 MORAWA AIRPORT -29.200 116.017 272.0 1998-03-01 2020-02-06 +944290-99999 MOUNT MAGNET AERO -28.117 117.833 408.0 1998-03-01 2020-02-06 +944300-99999 MEEKATHARRA AIRPORT -26.614 118.537 519.0 1947-12-31 2018-02-20 +944480-99999 LEONORA -28.883 121.333 380.0 1957-01-01 2014-05-01 +944490-99999 LAVERTON AERO -28.617 122.417 465.0 1992-05-01 2020-02-06 +944570-99999 WARBURTON AIRFIELD -26.133 126.583 460.0 2001-09-15 2020-02-06 +944610-99999 GILES METEOROLOGICAL OFFICE -25.033 128.300 599.0 1956-08-01 2020-02-06 +944620-99999 YULARA AERO -25.200 130.983 492.0 1971-12-31 2013-09-06 +944740-99999 PUKATJA -26.267 132.183 704.0 2001-07-01 2020-02-06 +944760-99999 OODNADATTA AIRPORT -27.550 135.450 117.0 1939-03-04 2020-02-06 +944770-99999 MARLA POLICE STATION -27.300 133.617 324.0 1985-08-08 2015-07-31 +944880-99999 WINDORAH POST OFFICE -25.417 142.650 129.0 1972-01-01 2014-09-30 +945100-99999 CHARLEVILLE -26.413 146.263 305.7 1942-06-30 2020-02-06 +945150-99999 ROMA AIRPORT -26.550 148.783 304.0 1956-12-31 2020-02-06 +945170-99999 ST GEORGE AIRPORT -28.050 148.600 199.0 2001-09-14 2020-02-06 +945270-99999 MOREE -29.467 149.850 212.0 1964-03-25 2002-09-01 +945490-99999 KINGAROY AIRPORT -26.567 151.833 434.0 1956-12-31 2020-02-06 +945520-99999 OAKEY -27.411 151.735 406.9 1973-04-30 2020-02-06 +945530-99999 APPLETHORPE -28.617 151.950 873.0 1998-03-01 2020-02-06 +945550-99999 WARWICK -28.200 152.100 476.0 1994-10-01 2020-02-06 +945620-99999 UNIVERSITY OF QUEENSLAND GATT -27.550 152.333 94.0 2003-03-30 2020-02-06 +945670-99999 MARYBOROUGH -25.517 152.717 11.0 1956-12-31 2020-02-06 +945680-99999 BAMAGA INJINOO -10.951 142.459 10.4 1943-02-28 2020-02-06 +945690-99999 SUNSHINE COAST AIRPORT -26.600 153.100 4.0 1994-10-01 2020-02-06 +945700-99999 TEWANTIN RSL PARK -26.383 153.033 7.0 1998-03-01 2020-02-06 +945720-99999 LISMORE AIRPORT AWS -28.833 153.260 9.8 2003-03-30 2020-02-06 +945730-99999 CASINO AIRPORT AWS -28.883 153.050 22.0 1997-01-01 2020-02-06 +945750-99999 BRISBANE ARCHERFIELD -27.570 153.008 19.2 1943-05-19 2020-02-06 +945760-99999 BRISBANE -27.483 153.033 8.0 1950-12-31 2020-02-06 +945780-99999 BRISBANE AIRPORT -27.417 153.067 6.0 1944-10-01 2020-02-06 +945800-99999 GOLD COAST SEAWAY -27.933 153.433 3.0 1991-01-01 2020-02-06 +945880-99999 GLEN INNES AIRPORT -29.683 151.700 1045.0 1998-03-01 2020-02-06 +945920-99999 GOLD COAST -28.164 153.505 6.4 1990-02-01 2020-02-06 +945940-99999 CAPE MORETON LIGHTHOUSE AWS -27.033 153.467 101.0 1956-12-31 2020-02-06 +945951-99999 AMBERLEY -27.641 152.712 27.7 2004-07-06 2020-02-06 +945952-99999 HAMILTON ISLAND -20.358 148.952 4.6 2004-07-06 2020-02-06 +945955-99999 GOVE -12.269 136.818 58.5 2004-07-06 2020-02-06 +945956-99999 TELFER -21.715 122.229 295.7 2004-07-06 2020-02-06 +945958-99999 TAREE -31.889 152.514 11.6 2004-07-06 2020-02-06 +945960-99999 BALLINA AIRPORT AWS -28.833 153.550 2.0 1997-01-01 2020-02-06 +945980-99999 EVANS HEAD RAAF BOMBING RANGE -29.183 153.400 63.0 2001-09-15 2020-02-06 +945990-99999 CAPE BYRON AWS -28.633 153.633 98.0 2003-02-11 2020-02-06 +946010-99999 CAPE LEEUWIN -34.367 115.133 14.0 1957-01-01 2020-02-06 +946020-99999 ROTTNEST ISLAND -32.017 115.500 43.0 1990-02-01 2020-02-06 +946030-99999 BADGINGARRA RESEARCH STN -30.333 115.533 275.0 1990-02-06 2020-02-06 +946050-99999 MANDURAH -32.517 115.717 4.0 1990-02-01 2020-02-06 +946080-99999 PERTH METRO -31.917 115.867 25.0 1942-01-01 2020-02-06 +946090-99999 JANDAKOT AERO -32.100 115.883 31.0 1990-02-06 2020-02-06 +946100-99999 PERTH INTL -31.940 115.967 20.4 1947-12-31 2020-02-06 +946120-99999 PEARCE -31.668 116.015 45.4 1940-11-01 2020-02-06 +946140-99999 SWANBOURNE -31.950 115.767 41.0 1994-03-01 2020-02-06 +946150-99999 GOOSEBERY HILL -31.950 116.050 220.0 1995-01-01 2020-02-06 +946170-99999 MANJIMUP -34.250 116.150 287.0 1990-02-03 2020-02-06 +946280-99999 NEWDEGATE RES. STATION -33.117 118.833 321.0 1998-03-01 2020-02-06 +946310-99999 ROCKY GULLY -34.567 117.017 251.0 1998-03-01 2020-02-06 +946340-99999 SOUTHERN CROSS -31.233 119.333 356.0 1957-01-01 2007-11-30 +946350-99999 LAKE GRACE COMPARISON -33.117 118.467 287.0 1964-01-01 2012-08-22 +946370-99999 KALGOORLIE BOULDER -30.789 121.462 366.7 1939-03-21 2020-02-06 +946380-99999 ESPERANCE -33.833 121.893 27.0 1969-06-28 2020-02-06 +946410-99999 KATANNING -33.683 117.600 321.0 1974-08-01 2020-02-06 +946430-99999 BALGAIR -31.083 125.650 163.0 1957-01-01 2019-02-01 +946460-99999 FORREST AIRPORT -30.833 128.100 160.0 1940-07-08 1999-08-06 +946470-99999 EUCLA -31.680 128.879 102.3 1957-01-01 2020-02-06 +946510-99999 NULLARBOR -31.450 130.900 65.0 1990-02-01 2020-02-06 +946530-99999 CEDUNA AMO -32.133 133.700 16.0 1939-03-20 2020-02-06 +946550-99999 TARCOOLA -30.717 134.583 124.0 1961-12-31 2020-02-06 +946560-99999 ELLISTON -33.650 134.883 5.0 1962-01-08 2020-02-05 +946570-99999 KYANCUTTA -33.133 135.550 58.0 1956-12-31 2020-02-06 +946580-99999 COLES POINT -34.383 135.367 29.0 1991-04-01 2017-05-23 +946590-99999 WOOMERA -31.144 136.817 167.0 1949-03-31 2020-02-06 +946620-99999 CLEVE AERODROME -33.717 136.500 176.0 1982-05-08 2020-02-06 +946650-99999 MAITLAND -34.383 137.667 186.0 1956-12-31 2020-02-05 +946660-99999 WARBURTO POINT -34.000 137.533 1.0 1973-01-01 2020-02-06 +946720-99999 ADELAIDE INTL -34.945 138.531 6.1 1955-02-15 2020-02-06 +946740-99999 PORT LINCOLN -34.605 135.880 11.0 1951-01-02 2020-02-06 +946750-99999 KENT TOWN -34.917 138.617 51.0 1954-12-31 2020-02-06 +946770-99999 HINDMARSH ISLAND AWS -35.517 138.817 10.0 1947-12-31 2020-02-06 +946780-99999 MT CRAWFORD AWS -34.733 138.933 525.0 1997-01-01 2020-02-06 +946820-99999 LOXTON RESEARCH CENTRE -34.433 140.600 30.0 1971-12-31 2020-02-06 +946830-99999 KUITPO FOREST RESERVE -35.167 138.667 365.0 2001-07-01 2020-02-06 +946840-99999 YUNTA AIRSTRIP -32.567 139.567 300.0 1961-12-31 2020-02-06 +946860-99999 FOWLERS GAP AWS -31.083 141.700 182.0 1990-03-08 2020-02-06 +946900-99999 AUSTIN PLAINS -35.378 140.538 110.8 2004-09-21 2020-02-06 +946910-99999 BROKEN HILL AIRPORT AWS -32.000 141.467 282.0 1990-04-01 2020-02-06 +946930-99999 MURRIN MURRIN -28.705 121.891 467.9 1946-01-01 2008-12-31 +947010-99999 HAY AWS -34.533 144.867 90.0 1991-01-01 2007-09-02 +947100-99999 COBAR AIRPORT AWS -31.533 145.800 218.0 1994-10-01 2020-02-06 +947110-99999 COBAR MO -31.483 145.833 263.6 1963-12-31 2020-02-06 +947120-99999 YOUNG AIRPORT -34.250 148.250 381.0 1990-02-01 2020-02-06 +947150-99999 FORBES AIRPORT -33.367 147.917 231.0 1974-11-18 2020-02-06 +947200-99999 COWRA AIRPORT COMPARISON -33.850 148.650 294.0 1969-10-31 2011-07-20 +947260-99999 ORANGE AIRPORT COMPARISON -33.383 149.117 951.0 1969-12-31 1997-09-24 +947270-99999 MUDGEE AIRPORT AWS -32.567 149.617 472.0 1990-02-01 2020-02-06 +947290-99999 BATHURST AIRPORT AWS -33.417 149.650 745.0 1990-02-01 2020-02-06 +947430-99999 MOUNT BOYCE -33.617 150.267 1080.0 1961-12-31 2020-02-06 +947440-99999 KATOOMBA (NARROW NECK RD) -33.717 150.283 1030.0 1990-02-01 2020-02-05 +947460-99999 MOSS VALE AWS -34.517 150.417 679.0 2001-08-16 2020-02-06 +947490-99999 BELLAMBI AWS -34.383 150.933 10.0 1990-05-04 2020-02-06 +947500-99999 NOWRA -34.949 150.537 121.9 1955-11-30 2020-02-06 +947520-99999 BADGERY'S CREEK AIRPORT -33.900 150.733 82.0 1996-02-01 2020-02-06 +947530-99999 RICHMOND -33.601 150.781 20.4 1939-11-30 2020-02-06 +947540-99999 NULLO MOUNTAIN AWS -32.733 150.233 1130.0 1990-09-01 2020-02-06 +947550-99999 CAMDEN -34.040 150.687 70.1 1942-12-31 2020-02-06 +947590-99999 TERREY HILLS AWS -33.683 151.233 199.0 2004-11-09 2020-02-06 +947600-99999 HORSLEY EQUESTRIAN CENTRE -33.850 150.850 100.0 2001-07-01 2020-02-06 +947620-99999 HOLSWORTHY CONTROL RANGE -33.983 150.917 40.0 1973-03-31 2020-02-06 +947630-99999 PENRITH -33.717 150.683 25.0 1996-02-01 2020-02-06 +947650-99999 SYDNEY BANKSTOWN -33.924 150.988 8.8 1968-07-01 2020-02-06 +947660-99999 CANTERBURY RACECOURSE -33.900 151.117 3.0 1996-02-01 2020-02-06 +947670-99999 SYDNEY INTL -33.946 151.177 6.4 1943-09-23 2020-02-06 +947680-99999 SYDNEY (OBSERVATORY HILL) -33.850 151.200 40.0 1954-12-31 2020-02-06 +947740-99999 NEWCASTLE NOBBYS SIGNAL STATI -32.917 151.783 33.0 1956-12-31 2020-02-06 +947750-99999 TOCAL AWS -32.633 151.583 30.0 1996-02-01 2020-02-06 +947760-99999 WILLIAMTOWN -32.795 151.834 9.4 1942-09-09 2020-02-06 +947850-99999 KEMPSEY AIRPORT AWS -31.067 152.767 14.0 2003-03-30 2020-02-06 +947860-99999 PORT MACQUARIE AIRPORT AWS -31.433 152.850 5.0 1996-02-01 2020-02-06 +947910-99999 COFFS HARBOUR -30.321 153.116 5.0 1942-12-01 2020-02-06 +948020-99999 ALBANY AIRPORT -34.941 117.802 69.0 1965-04-11 2020-02-06 +948040-99999 NEPTUNE ISLAND -35.333 136.117 32.0 1961-12-31 2020-02-06 +948080-99999 NOARLUNGA -35.167 138.500 55.0 2001-07-01 2020-02-06 +948090-99999 EDITHBURGH AWS -35.117 137.733 7.0 1990-02-01 2020-02-06 +948110-99999 SECOND VALLEY FOREST -35.567 138.283 342.0 1994-10-01 2020-02-06 +948130-99999 THE LIMESTONE -36.967 139.717 18.0 1991-04-01 2020-02-06 +948140-99999 STRATHALBYN RACECOURSE -35.283 138.900 58.0 1998-03-01 2020-02-06 +948160-99999 KEITH -36.100 140.350 31.0 1961-12-31 2020-02-05 +948170-99999 COONAWARRA -37.300 140.817 58.0 1998-03-01 2020-02-06 +948200-99999 NARACOORTE AERODROME -36.983 140.733 50.0 1990-02-01 2020-02-06 +948210-99999 MOUNT GAMBIER AERO -37.733 140.783 69.0 1941-08-31 2020-02-06 +948220-99999 CAPE WILLOUGHBY -35.850 138.133 59.0 1967-09-13 2020-02-06 +948270-99999 NHILL AERODROME -36.317 141.633 140.0 1950-06-30 2020-02-06 +948280-99999 PORTLAND CASHMORE AIRPORT -38.317 141.467 82.0 1990-02-01 2020-02-06 +948290-99999 HAMILTON AIRPORT -37.650 142.067 242.0 1956-12-31 2020-02-06 +948300-99999 PORT FAIRY AWS -38.400 142.233 10.0 1991-06-01 2020-02-06 +948350-99999 BEN NEVIS -37.233 143.200 875.0 1992-08-01 2020-02-06 +948360-99999 STAWELL AERODROME -37.067 142.733 235.0 1998-03-01 2020-02-06 +948370-99999 WARRNAMBOOL AIRPORT NDB -38.283 142.450 71.0 2001-09-15 2020-02-06 +948380-99999 HOPETOUN AIRPORT -35.717 142.350 78.0 2001-08-30 2020-02-06 +948390-99999 CHARLTON -36.283 143.350 132.0 2004-08-24 2020-02-06 +948400-99999 MORTLAKE RACECOURSE -38.067 142.767 131.0 1990-04-01 2020-02-06 +948420-99999 CAPE OTWAY LIGHTHOUSE -38.850 143.517 83.0 1956-12-31 2020-02-06 +948430-99999 SWAN HILL AERODROME -35.383 143.533 71.0 1959-12-31 2020-02-06 +948460-99999 AIREYS INLET -38.450 144.100 95.0 1991-01-01 2020-02-06 +948470-99999 POINT WILSON -38.100 144.533 18.0 1994-10-01 2019-06-05 +948500-99999 KING ISLAND AIRPORT -39.883 143.883 38.0 1996-02-01 2020-02-06 +948520-99999 BALLARAT AERODROME -37.517 143.783 436.0 1956-12-31 2020-02-06 +948540-99999 AVALON AIRPORT -38.033 144.467 11.0 1997-01-01 2020-02-06 +948550-99999 BENDIGO AIRPORT AWS -36.733 144.317 209.0 1956-12-31 2020-02-06 +948570-99999 GEELONG RACECOURSE -38.167 144.367 35.0 1988-11-02 2020-02-06 +948590-99999 REDESDALE -37.017 144.533 290.0 1994-10-01 2020-02-06 +948600-99999 KILMORE GAP -37.383 144.967 528.0 1994-10-01 2020-02-06 +948620-99999 YARRAWONGA -36.017 146.033 129.0 1997-01-01 2020-02-06 +948630-99999 SHEOAKS AWS -37.900 144.117 237.0 1991-01-01 2020-02-06 +948640-99999 MELBOURNE ESSENDON -37.728 144.902 86.0 1947-12-31 2020-02-06 +948650-99999 LAVERTON RAAF -37.867 144.750 20.0 1941-08-24 2020-02-06 +948660-99999 MELBOURNE INTL -37.673 144.843 132.3 1973-01-01 2020-02-06 +948680-99999 MELBOURNE REGIONAL OFFICE -37.817 144.967 32.0 1954-12-31 2015-01-06 +948700-99999 MELBOURNE MOORABBIN -37.976 145.102 15.2 1971-07-31 2020-02-06 +948710-99999 FRANKSTON AWS -38.150 145.117 6.0 1994-10-01 2020-02-06 +948720-99999 FERNY CREEK -37.867 145.333 561.0 1994-10-01 2020-02-06 +948740-99999 MANGALORE AIRPORT -36.883 145.183 141.0 1958-12-31 2020-02-06 +948750-99999 SHEPPARTON AIRPORT -36.433 145.400 114.0 1998-03-01 2020-02-06 +948780-99999 HUNTERS HILL -36.217 147.533 981.0 1997-01-01 2020-02-06 +948810-99999 EILDON FIRE TOWER -37.217 145.833 638.0 1956-12-31 2020-02-06 +948890-99999 WANGARATTA AERO -36.417 146.300 153.0 1956-12-31 2020-02-06 +948910-99999 LATROBE VALLEY AIRPORT -38.217 146.467 56.0 1990-02-01 2020-02-06 +948920-99999 RHYLL (AWS) -38.450 145.300 14.0 1991-01-01 2020-02-06 +948930-99999 WILSONS PROMONTORY LIGHTHOUSE -39.117 146.417 97.0 1956-12-31 2020-02-06 +948940-99999 MOUNT BULLER AWS -37.150 146.433 1707.0 1990-02-01 2020-02-06 +948955-99999 AVALON -38.039 144.469 10.7 2004-07-13 2020-02-06 +948980-99999 CERBERUS AWS -38.350 145.167 14.0 1987-06-04 2020-02-06 +949030-99999 FALLS CREEK AWS -36.867 147.267 1767.0 1990-02-01 2020-02-06 +949050-99999 MT HOTHAM AIRPORT -37.050 147.333 1293.0 2003-03-30 2020-02-06 +949060-99999 MOUNT HOTHAM -36.967 147.133 1849.0 1978-10-28 2020-02-06 +949070-99999 EAST SALE -38.099 147.149 7.0 1944-01-01 2020-02-06 +949080-99999 OMEO -37.100 147.600 690.0 2004-11-09 2020-02-06 +949100-99999 WAGGA WAGGA -35.165 147.466 220.7 1941-08-17 2020-02-06 +949120-99999 BAIRNSDALE AIRPORT -37.883 147.567 50.0 1990-02-01 2020-02-06 +949130-99999 GELANTIPY -37.217 148.267 756.0 1993-02-01 2020-02-06 +949140-99999 COMBIENBAR -37.333 149.017 641.0 1994-10-01 2019-12-31 +949190-99999 KHANCOBAN -36.233 148.133 340.0 1998-03-01 2020-02-06 +949210-99999 COOMA AIRPORT AWS -36.300 148.967 931.0 1991-01-01 2020-02-06 +949250-99999 TUGGERANONG ISABELLA PLAINS -35.417 149.100 588.0 1974-12-01 2020-02-06 +949260-99999 CANBERRA -35.307 149.195 574.9 1939-02-28 2020-02-06 +949270-99999 BRAIDWOOD RACECOURSE AWS -35.433 149.783 666.0 1975-09-30 2020-02-06 +949290-99999 BOMBALA AWS -37.000 149.233 762.0 1990-02-01 2020-02-06 +949300-99999 MT NOWA NOWA -37.700 148.083 350.0 1998-03-01 2020-02-06 +949330-99999 GABO ISLAND LIGHTHOUSE -37.567 149.900 15.0 1956-12-31 2020-02-06 +949350-99999 MALLACOOTA -37.600 149.733 22.0 1994-10-01 2020-02-06 +949380-99999 ULLADULLA AWS -35.350 150.483 37.0 1990-12-01 2020-02-06 +949490-99999 HOGAN ISLAND -39.217 146.983 117.0 1992-03-01 2020-02-06 +949530-99999 SMITHTON AERODROME -40.833 145.083 9.0 1973-01-01 2020-02-06 +949540-99999 CAPE GRIM BAPS -40.667 144.683 92.0 1988-06-01 2020-02-06 +949550-99999 SHEFFIELD SCHOOL FARM -41.383 146.317 295.0 1990-04-01 2020-02-06 +949560-99999 STRAHAN AERODROME -42.150 145.283 22.0 1976-09-18 2020-02-06 +949570-99999 OUSE FIRE STATION -42.483 146.717 91.0 1990-02-01 2020-02-06 +949590-99999 BUTLERS GORGE -42.283 146.283 667.0 1990-11-02 2020-02-06 +949600-99999 TUNNAK FIRE STATION -42.450 147.467 462.0 1990-02-01 2020-02-06 +949620-99999 MAATSUYKER ISLAND LIGHTHOUSE -43.650 146.267 148.0 1956-12-31 2020-02-06 +949640-99999 BUSHY PARK (BUSHY PARK ESTATE -42.717 146.900 27.0 1990-02-01 2020-02-06 +949680-99999 LAUNCESTON -41.545 147.214 171.3 1939-03-31 2020-02-06 +949690-99999 LAUNCESTON (TI TREE BEND) -41.417 147.117 5.0 1990-02-01 2020-02-06 +949700-99999 HOBART (ELLERSLIE ROAD) -42.883 147.333 51.0 1944-01-01 2020-02-06 +949740-99999 CAPE SORELL -42.200 145.167 20.0 1948-05-04 2020-02-06 +949750-99999 HOBART -42.836 147.510 4.0 1958-05-31 2020-02-06 +949770-99999 HARTZ MOUNTAINS -43.200 146.767 830.0 1990-02-01 2020-02-06 +949800-99999 FLINDERS ISLAND AIRPORT -40.100 148.000 10.0 1961-12-31 2020-02-06 +949830-99999 LARAPUNA (EDDYSTONE POINT) -41.000 148.350 21.0 1960-12-31 2020-02-06 +949870-99999 FRIENDLY BEACHES -42.000 148.283 56.0 1998-03-01 2020-02-06 +949950-99999 LORD HOWE ISLAND AERO -31.542 159.079 7.0 1947-12-31 2020-02-06 +949960-99999 NORFOLK ISLAND INTL -29.042 167.939 113.1 1947-12-01 2020-02-06 +949970-99999 HEARD ISLAND (THE SPIT) -53.100 73.717 12.0 1986-12-01 2015-11-18 +949980-99999 MACQUARIE ISLAND -54.499 158.937 8.3 1973-01-01 2020-02-06 +949999-00091 LEIGH CREEK AERO -30.470 138.420 193.0 1952-01-01 1982-06-30 +949999-00108 ADELAIDE (WEST TERRACE) -34.930 138.580 40.0 1954-12-31 1979-02-27 +949999-00209 TAMWORTHAMO/MO.FROM1966 -31.080 150.850 411.0 1956-12-31 1984-07-31 +951010-99999 TRUSCOTT -14.083 126.383 52.0 2004-08-24 2020-02-06 +951110-99999 PORT KEATS AIRPORT -14.250 129.533 29.0 2001-09-15 2020-02-06 +951210-99999 MIDDLE POINT AWS -12.600 131.300 15.0 2003-03-30 2020-02-06 +951420-99999 MANINGRIDA AERO -12.050 134.233 29.0 2004-06-08 2020-02-06 +951460-99999 NGAYAWILI -12.000 135.567 9.0 2001-09-15 2020-02-06 +952040-99999 WEST ROEBUCK -17.900 122.317 32.0 1998-03-01 2020-02-06 +952050-99999 DERBY AERO -17.367 123.667 7.0 1997-01-01 2020-02-06 +952140-99999 WYNDHAM AERO -15.500 128.150 4.0 2001-08-15 2020-02-06 +952860-99999 MAREEBA AIRPORT AWS -17.067 145.433 473.0 2001-09-15 2020-02-06 +952880-99999 BOUGAINVILLE REEF -15.500 147.117 13.0 1993-01-01 2020-02-06 +952890-99999 GREEN ISLAND -16.767 145.967 3.0 1993-05-01 2010-06-16 +952920-99999 SOUTH JOHNSTONE EXP STN -17.600 146.000 19.0 2001-07-15 2020-02-06 +952930-99999 WOOLSHED -19.417 146.533 559.0 2001-09-15 2020-02-06 +952950-99999 AYR DPI RESEARCH STN -19.617 147.383 12.0 1997-01-01 2020-02-06 +952960-99999 AYR ALVA BEACH -19.450 147.483 8.0 1998-03-01 2020-02-06 +953030-99999 VARANUS ISLAND -20.650 115.567 24.0 2001-09-15 2020-02-06 +953040-99999 BARROW ISLAND AIRPORT -20.883 115.400 7.0 2001-09-15 2020-02-06 +953050-99999 ONSLOW AIRPORT -21.667 115.117 11.0 2001-09-15 2020-02-06 +953070-99999 KARRATHA AERO -20.717 116.767 6.0 1994-10-01 2020-02-06 +953170-99999 MARBLE BAR -21.183 119.750 183.0 2001-09-15 2020-02-06 +953220-99999 RABBIT FLAT -20.183 130.017 339.0 2001-09-15 2020-02-06 +953510-99999 BLACKALL AIRPORT -24.417 145.433 282.0 2003-03-30 2020-02-06 +954020-99999 SHARK BAY AIRPORT -25.900 113.583 34.0 2001-09-15 2020-02-06 +954480-99999 LEINSTER AERO -27.850 120.700 498.0 1994-10-01 2020-02-06 +954580-99999 COOBER PEDY AIRPORT -29.033 134.717 226.0 1997-01-01 2020-02-06 +954800-99999 MARREE AERO -29.667 138.067 51.0 2001-07-09 2020-02-06 +954810-99999 MOOMBA AIRPORT -28.100 140.200 38.0 1996-02-01 2020-02-06 +954820-99999 BIRDSVILLE -25.898 139.348 47.9 2001-09-15 2020-02-06 +954850-99999 TIBOOBURRA -29.451 142.058 178.0 2001-09-15 2020-02-06 +954870-99999 BALLERA GAS FIELD -27.417 141.817 115.0 2003-03-30 2020-02-06 +954920-99999 THARGOMINDAH -27.986 143.811 132.0 2001-07-05 2020-02-06 +955290-99999 MILES CONSTANCE STREET -26.650 150.183 305.0 2001-07-05 2020-02-06 +955430-99999 GAYNDAH AIRPORT -25.617 151.617 112.0 2003-03-30 2020-02-06 +955510-99999 TOOWOOMBA AIRPORT -27.550 151.917 642.0 1998-03-01 2020-02-06 +955650-99999 HERVEY BAY AIRPORT -25.317 152.883 15.0 2001-09-15 2020-02-06 +955660-99999 BEERBURRUM FOREST STATION -26.950 152.967 36.0 2001-07-01 2020-02-06 +955710-99999 GRAFTON RESEARCH STN -29.617 152.967 26.0 2003-03-30 2020-02-06 +955910-99999 REDCLIFFE -27.217 153.100 13.0 1990-02-01 2020-02-06 +956060-99999 LANCELIN -31.017 115.317 5.0 1990-02-01 2020-02-06 +956070-99999 GARDEN ISLAND HSF -32.233 115.683 6.0 1985-11-28 2020-02-06 +956100-99999 KALAMUNDA BICKLEY -32.017 116.133 385.0 1991-06-01 2020-02-06 +956110-99999 BUSSELTON AERO -33.683 115.400 17.0 1990-02-06 2020-02-06 +956120-99999 GINGIN AERO -31.467 115.867 75.0 1998-03-01 2020-02-06 +956170-99999 SHANNON -34.583 116.350 191.0 1998-03-01 2020-02-06 +956210-99999 COLLIE EAST -33.367 116.167 200.0 2003-02-11 2020-02-06 +956250-99999 CUNDERDIN AIRFIELD -31.617 117.217 217.0 1998-03-01 2020-02-06 +956290-99999 DALWALLINU -30.283 116.667 326.0 1998-03-01 2020-02-06 +956320-99999 BRIDGETOWN -33.950 116.133 179.0 2001-08-18 2020-02-06 +956350-99999 HOPETOWN NORTH -33.933 120.133 27.0 1998-03-01 2020-02-06 +956360-99999 JACUP -33.883 119.100 306.0 1994-10-01 2020-02-06 +956380-99999 ESPERANCE AERO -33.683 121.833 144.0 1991-05-01 2020-02-06 +956390-99999 SALMON GUMS RES. STN -32.983 121.617 249.0 2001-07-01 2020-02-06 +956400-99999 WANDERING -32.667 116.667 275.0 2001-07-01 2020-02-06 +956410-99999 WITCHCLIFFE -34.033 115.100 81.0 2001-09-15 2020-02-06 +956420-99999 NORSEMAN AERO -32.217 121.750 263.0 2001-08-14 2020-02-06 +956440-99999 MUNGLINUP WEST -33.550 120.700 220.0 2003-03-30 2020-02-06 +956470-99999 NORTH WALPOLE -34.950 116.717 74.0 2004-07-06 2020-02-06 +956540-99999 WUDINNA AERO -33.050 135.450 87.0 2001-09-01 2020-02-06 +956580-99999 OLYMPIC DAM AERODROME -30.483 136.883 100.0 2001-09-15 2020-02-06 +956590-99999 MINLATON AERO -34.750 137.517 32.0 1992-08-01 2020-02-06 +956620-99999 MINNIPA DPI -32.850 135.150 166.0 1998-03-01 2020-02-06 +956640-99999 WHYALLA -33.059 137.514 12.5 1992-08-01 2020-02-06 +956660-99999 PORT AUGUSTA ARID LANDS -32.517 137.717 14.0 1997-01-01 2020-02-06 +956670-99999 CLARE HIGH SCHOOL -33.817 138.600 396.0 1994-10-01 2020-02-06 +956700-99999 RAYVILLE PARK -33.783 138.217 109.0 2001-09-14 2020-02-06 +956710-99999 ROSEWORTHY AG COLLEGE -34.517 138.683 65.0 2001-07-01 2020-02-06 +956760-99999 EDINBURGH -34.703 138.621 20.4 1972-11-17 2020-02-06 +956770-99999 ADELAIDE PARAFIELD -34.793 138.633 17.4 1939-03-31 2020-02-06 +956780-99999 MOUNT LOFTY -34.967 138.700 730.0 1986-01-08 2020-02-06 +956870-99999 RENMARK AERO -34.200 140.683 32.0 1996-02-01 2020-02-06 +956950-99999 WILCANNIA AERODROME AWS -31.517 143.383 95.0 2001-09-15 2020-02-06 +956970-99999 IVANHOE AERODROME AWS -32.883 144.317 100.0 2001-09-15 2020-02-06 +957040-99999 GRIFFITH AIRPORT AWS -34.250 146.067 135.0 1970-08-21 2020-02-06 +957050-99999 YANCO AGRICULTURAL INSTITUTE -34.617 146.433 164.0 2001-08-24 2020-02-06 +957080-99999 CONDOBOLIN AIRPORT -33.067 147.217 194.0 1994-10-01 2020-02-06 +957090-99999 WEST WYALONG AIRPORT AWS -33.933 147.200 258.0 2001-09-15 2020-02-06 +957100-99999 TRANGIE RESEARCH STATION -31.983 147.950 216.0 2001-09-15 2020-02-06 +957150-99999 WALGETT AIRPORT -30.033 148.117 134.0 1994-10-01 2020-02-06 +957160-99999 GOULBURN AIRPORT AWS -34.817 149.733 641.0 1990-02-01 2020-02-06 +957170-99999 PARKES AIRPORT -33.133 148.233 324.0 1969-12-31 2020-02-06 +957180-99999 COONAMBLE AIRPORT -30.983 148.383 182.0 2001-09-15 2020-02-06 +957190-99999 DUBBO AIRPORT AWS -32.217 148.567 285.0 1997-01-01 2020-02-06 +957280-99999 COONABARABRAN AIRPORT AWS -31.317 149.267 646.0 2003-03-30 2020-02-06 +957340-99999 NARRABRI AIRPORT AWS -30.317 149.817 230.0 2003-03-30 2020-02-06 +957400-99999 GUNNEDAH AIRPORT AWS -30.950 150.250 263.0 2003-03-30 2020-02-06 +957470-99999 MURRURUNDI GAP AWS -31.733 150.800 730.0 2004-06-08 2020-02-06 +957480-99999 WOLLONGONG AIRPORT -34.567 150.783 8.0 2001-09-15 2020-02-06 +957580-99999 SCONE AIRPORT -32.033 150.833 223.0 1990-02-01 2020-02-06 +957650-99999 SYDNEY OLYMPIC PARK AWS (ARCH -33.833 151.067 4.0 1996-02-01 2020-02-06 +957700-99999 NORAH HEAD LIGHTHOUSE -33.267 151.567 20.0 1995-03-15 2020-02-06 +957710-99999 CESSNOCK AIRPORT -32.783 151.333 62.0 1997-01-01 2020-02-06 +957730-99999 ARMIDALE AIRPORT AWS -30.533 151.617 1081.0 1997-01-01 2020-02-06 +957740-99999 MANGROVE MOUNTAIN AWS -33.283 151.217 305.0 1997-01-01 2020-02-06 +957840-99999 TAREE AIRPORT AWS -31.883 152.517 9.0 2001-09-15 2020-02-06 +958050-99999 CAPE BORDA AWS -35.750 136.600 158.0 1975-07-06 2020-02-06 +958060-99999 STENHOUSE BAY -35.283 136.933 44.0 1998-03-01 2020-02-06 +958070-99999 KINGSTONE AERO -35.717 137.517 6.0 1997-01-01 2020-02-06 +958150-99999 MUNKORA -36.100 140.317 28.0 2003-04-01 2020-02-06 +958160-99999 ROBE AIRFIELD -37.183 139.800 4.0 2004-06-08 2020-02-06 +958230-99999 PADTHAWAY SOUTH -36.650 140.517 35.0 2003-04-01 2020-02-06 +958270-99999 KANAGULK -37.117 141.800 189.0 2004-08-24 2020-02-06 +958310-99999 WALPEUP RESEARCH -35.117 142.000 105.0 2001-09-15 2020-02-06 +958330-99999 KYABRAM (INST SUSTAINABLE AG) -36.333 145.067 104.0 1998-03-02 2020-02-06 +958350-99999 LONGERENONG -36.667 142.300 133.0 1998-03-01 2020-02-06 +958360-99999 TATURA INST SUSTAINABLE AG -36.433 145.267 114.0 2001-07-01 2020-02-06 +958370-99999 RUTHERGLEN RESEARCH -36.100 146.500 175.0 1998-03-01 2020-02-06 +958390-99999 HORSHAM AERODROME -36.667 142.167 134.0 2001-08-10 2020-02-06 +958450-99999 MT GELLIBRAND -38.233 143.783 262.0 2001-09-18 2020-02-06 +958660-99999 ESSENDON AIRPORT -37.733 144.900 79.0 1939-03-31 2020-02-06 +958670-99999 SCORESBY RESEARCH INSTITUTE -37.867 145.250 80.0 1998-03-01 2020-02-06 +958690-99999 DENILIQUIN AIRPORT AWS -35.567 144.950 95.0 2001-09-18 2020-02-06 +958740-99999 VIEWBANK (ARPNSA) -37.733 145.100 66.0 2001-07-15 2020-02-06 +958960-99999 ALBURY AEROPORT -36.067 146.950 165.0 1994-10-01 2020-02-06 +959010-99999 MT BAW BAW -37.833 146.267 1520.0 2001-07-01 2020-02-06 +959090-99999 THREDBO AWS -36.500 148.283 1368.0 1990-07-01 2020-02-06 +959130-99999 MT MOORNAPA -37.750 147.133 480.0 1994-10-01 2020-02-06 +959160-99999 CABRAMURRA SMHEA -35.933 148.383 1483.0 1998-03-01 2020-02-06 +959180-99999 ORBOST -37.683 148.467 63.0 2003-04-01 2020-02-06 +959250-99999 MOUNT GININI -35.533 148.767 1760.0 2004-09-21 2020-02-06 +959290-99999 MERIMBULA AIRPORT -36.917 149.900 2.0 2001-09-18 2020-02-06 +959310-99999 BEGA AWS -36.667 149.817 42.0 1992-08-01 2020-02-06 +959370-99999 MORUYA AIRPORT -35.900 150.150 4.0 2001-09-18 2020-02-06 +959400-99999 PT PERPENDICULAR AWS -35.083 150.800 84.0 2003-04-01 2020-02-06 +959520-99999 MOUNT READ -41.850 145.533 1120.0 1998-03-01 2020-02-06 +959560-99999 LUNCHERON HILL FORESTRY -41.150 145.150 340.0 1990-12-10 2020-02-06 +959570-99999 WYNYARD AIRPORT -41.000 145.733 12.0 1991-01-03 2020-02-06 +959580-99999 SCOTTS PEAK DAM -43.050 146.267 408.0 2001-07-01 2020-02-06 +959590-99999 LIAWENEE AWS -41.900 146.667 1056.0 2003-04-01 2020-02-06 +959600-99999 DEVONPORT AIRPORT -41.167 146.417 10.0 1991-01-01 2020-02-06 +959610-99999 LOW ROCKY POINT (AWS) -42.983 145.500 35.0 1992-10-01 2020-02-06 +959620-99999 WARRA -43.067 146.700 495.0 2004-11-23 2020-02-06 +959640-99999 LOW HEAD -41.050 146.783 4.0 2001-09-18 2020-02-06 +959670-99999 CAPE BRUNY (CAPE BRUNY) -43.483 147.150 60.0 2001-09-18 2020-02-06 +959690-99999 CRESSY RESEARCH STATION -41.733 147.083 150.0 1990-04-01 2020-02-06 +959720-99999 CAMPANIA (KINKORA) -42.683 147.417 45.0 1990-02-01 2020-02-06 +959740-99999 FINGAL (LEGGE STREET) -41.633 147.967 237.0 1990-02-01 2020-02-06 +959770-99999 GROVE (RESEARCH STATION) -42.983 147.067 65.0 2004-08-24 2020-02-06 +959790-99999 MT WELLINGTON -42.900 147.233 1260.5 1990-05-01 2020-02-06 +959810-99999 ST HELENS AERODROME -41.333 148.267 49.0 2001-09-18 2020-02-06 +959850-99999 SWAN ISLAND AWS -40.717 148.117 15.0 2003-04-01 2020-02-06 +959860-99999 TASMAN ISLAND -43.233 148.000 241.0 2003-04-01 2020-02-06 +959880-99999 MARIA ISLAND (POINT LESUEUR) -42.667 148.017 28.0 2004-08-24 2020-02-06 +960010-99999 MAIMUN SALEH 5.874 95.340 113.0 1949-01-01 2020-02-06 +960011-99999 SRI AMAN / SIMANGGAN 1.217 111.450 11.0 2004-07-06 2020-02-06 +960090-99999 MALIKUS SALEH 5.227 96.950 27.4 1977-09-01 2020-02-06 +960110-99999 SULTAN ISKANDARMUDA 5.524 95.420 19.8 1960-02-01 2020-02-06 +960150-99999 MEULABOH/CUT NYAK 4.250 96.117 90.0 1981-02-01 2020-02-06 +960330-99999 MEDAN/BELAWAN 3.800 98.700 3.0 1984-05-01 2020-02-06 +960350-99999 POLONIA 3.558 98.672 34.7 1946-02-01 2020-02-06 +960730-99999 PINANG SORE 1.556 98.889 13.1 1953-01-01 2020-02-06 +960750-99999 BINAKA 1.166 97.705 6.1 1979-06-01 2020-02-06 +960870-99999 BATAM/HANG NADIM 1.117 104.117 24.0 1986-01-03 2020-02-06 +960910-99999 KIJANG 0.923 104.532 18.0 1957-06-30 2020-02-06 +961090-99999 SULTAN SYARIF KASIM II 0.461 101.445 31.1 1956-01-03 2020-02-06 +961450-99999 TAREMPA 3.200 106.250 3.0 1951-01-01 2020-02-06 +961630-99999 TABING -0.875 100.352 2.7 1948-01-01 2020-02-06 +961710-99999 RENGAT/JAPURA ARPT -0.350 102.333 18.6 1957-06-30 2020-02-06 +961790-99999 DABO -0.479 104.579 30.0 1957-06-30 2020-02-06 +962210-99999 SULTAN MAHMUD BADARUDDIN II -2.898 104.701 14.9 1948-02-01 2020-02-06 +962370-99999 PANGKALPINANG -2.170 106.130 34.0 1952-09-01 2020-02-06 +962490-99999 H AS HANANDJOEDDIN -2.746 107.755 51.0 1949-01-06 2020-02-06 +962530-99999 FATMAWATI SOEKARNO -3.864 102.339 15.2 1957-06-30 2020-02-06 +962950-99999 RADIN INTEN II -5.242 105.179 88.0 1973-01-01 2020-02-06 +963150-99999 BRUNEI INTL 4.944 114.928 22.3 1981-01-01 2020-02-06 +964130-99999 KUCHING INTL 1.485 110.347 27.1 1949-01-12 2020-02-06 +964210-99999 SIBU 2.262 111.985 37.2 1961-08-31 2020-02-06 +964410-99999 BINTULU 3.124 113.020 22.6 1949-01-08 2020-02-06 +964490-99999 MIRI 4.322 113.987 18.0 1949-01-11 2020-02-06 +964650-99999 LABUAN 5.301 115.250 30.8 1949-03-29 2020-02-06 +964710-99999 KOTA KINABALU INTL 5.937 116.051 3.0 1949-01-20 2020-02-06 +964770-99999 KUDAT 6.917 116.833 5.0 1989-06-14 2020-02-06 +964810-99999 TAWAU 4.313 118.122 17.4 1979-07-02 2020-02-06 +964910-99999 SANDAKAN 5.901 118.059 14.0 1949-01-12 2020-02-06 +965090-99999 TARAKAN/JUWATA 3.333 117.567 6.0 1948-01-01 2020-02-06 +965250-99999 TANJUNG SELOR 2.850 117.333 50.0 1988-10-01 2020-02-06 +965290-99999 KALIMARAU 2.150 117.433 17.4 1995-08-01 2020-02-06 +965350-99999 PALOH 1.767 109.300 15.0 1983-04-01 2020-02-06 +965570-99999 NANGAPINOH -0.350 111.783 37.0 1982-11-01 2020-02-06 +965590-99999 SUSILO 0.064 111.473 29.9 1951-01-01 2020-02-06 +965810-99999 SUPADIO -0.151 109.404 3.0 1948-01-01 2020-02-06 +965950-99999 MUARATEWE/BERINGIN -0.950 114.900 60.0 1951-01-01 2020-02-06 +966070-99999 TEMINDUNG -0.485 117.157 10.0 1979-06-01 2020-02-06 +966330-99999 SEPINGGAN -1.268 116.894 3.7 1947-11-01 2020-02-06 +966450-99999 ISKANDAR -2.705 111.673 25.0 1952-01-01 2020-02-06 +966550-99999 TJILIK RIWUT -2.225 113.943 26.0 1977-10-01 2020-02-06 +966850-99999 SYAMSUDIN NOOR -3.442 114.763 20.1 1949-01-03 2020-02-06 +967390-99999 TANGERANG/BUDIARTO ARPT -6.300 106.567 46.0 1952-11-01 2020-02-06 +967410-99999 JAKARTA/TANJUNG PRIOK -6.100 106.867 2.0 1973-01-04 2020-02-06 +967430-99999 JAKARTA/KEMAYORAN -6.150 106.850 5.0 1949-01-01 1987-03-30 +967470-99999 HALIM PERDANAKUSUMA INTL -6.267 106.891 26.0 1946-01-01 2006-07-18 +967490-99999 SOEKARNO HATTA INTL -6.126 106.656 10.4 1985-04-02 2020-02-06 +967970-99999 TEGAL -6.850 109.150 10.0 1951-01-01 2020-02-06 +968050-99999 CILACAP -7.733 109.017 6.0 1951-03-01 2020-02-06 +968370-99999 SEMARANG -6.967 110.417 3.0 1976-03-02 2020-02-06 +968390-99999 AHMAD YANI INTL -6.983 110.383 4.0 1949-01-01 2020-02-06 +969250-99999 SANGKAPURA (BAWEAN IS.) -5.850 112.633 3.0 1953-01-01 2020-02-06 +969330-99999 SURABAYA/PERAK -7.217 112.717 3.0 1949-01-01 2020-02-06 +969350-99999 SURABAYA JUANDA -7.380 112.787 3.0 1964-09-09 2020-02-06 +969370-99999 SURABAYA/GEDANGAN -7.217 113.717 3.0 1980-10-01 2020-02-06 +969730-99999 KALIANGET (MADURA IS) -7.050 113.967 3.0 1975-09-18 2020-02-06 +969870-99999 BANYUWANGI -8.217 114.383 5.0 1956-01-01 2020-02-06 +969960-99999 COCOS KEELING ISLAND -12.188 96.834 3.0 1949-01-03 2020-02-06 +970140-99999 SAM RATULANGI 1.549 124.926 80.5 1947-10-01 2020-02-06 +970160-99999 BITUNG 1.433 125.183 3.0 1979-06-01 2020-02-06 +970280-99999 TOLI-TOLI/LALOS 1.017 120.800 2.0 1949-03-01 2020-02-06 +970480-99999 JALALUDDIN 0.637 122.850 32.0 1951-01-01 2020-02-06 +970720-99999 PALU/MUTIARA -0.683 119.733 6.0 1946-06-01 2020-02-06 +970860-99999 BUBUNG -1.039 122.772 17.1 1946-07-01 2020-02-06 +971200-99999 MAJENE -2.500 119.000 8.0 1983-07-01 2020-02-06 +971260-99999 MASAMBA/ANDI JEMMA -2.550 120.367 50.0 1983-07-01 2020-02-06 +971800-99999 HASANUDDIN -5.062 119.554 14.3 1947-02-01 2020-02-06 +971920-99999 BAU-BAU/BETO AMBIRI -5.467 122.617 2.0 1980-05-01 2020-02-06 +972300-99999 DENPASAR NGURAH RAI -8.749 115.167 1.0 1949-01-01 2020-02-06 +972400-99999 MATARAM-LOMBOK INTL AIRPORT -8.750 116.267 96.0 1962-10-04 2020-02-06 +972600-99999 SUMBAWA BESAR -8.489 117.412 5.0 1962-02-01 2020-02-06 +972700-99999 MUHAMMAD SALAHUDDIN -8.540 118.687 22.0 1982-01-01 2020-02-06 +973000-99999 WAI OTI -8.641 122.237 3.0 1975-07-01 2020-02-06 +973400-99999 MAU HAU -9.669 120.302 12.0 1947-01-01 2020-02-06 +973720-99999 EL TARI -10.172 123.671 105.0 1946-11-01 2020-02-06 +974060-99999 GALELA/GAMARMALAMU 1.817 127.833 8.0 1983-05-02 2020-02-06 +974300-99999 BABULLAH 0.831 127.381 14.9 1951-01-01 2020-02-06 +974600-99999 LABUHA/TALIABU -1.617 124.550 3.0 1951-01-01 2020-02-06 +975600-99999 FRANS KAISIEPO -1.190 136.108 14.0 1944-11-04 2020-02-06 +976000-99999 SANANA -2.083 126.000 2.0 1951-01-01 2020-02-06 +976300-99999 FAK-FAK/TOREA -2.883 132.250 130.0 1957-06-30 2020-02-06 +977220-99999 AMAHAI -3.350 128.883 10.0 1980-10-01 2020-02-06 +977240-99999 PATTIMURA -3.710 128.089 10.1 1949-01-01 2020-02-06 +977900-99999 NEIRA -4.533 129.900 4.0 1986-05-01 2020-02-06 +977960-99999 KOKONAO/TIMUKA -4.717 136.433 3.0 1957-07-01 2020-02-06 +978100-99999 TUAL/DUMATUBUN -5.683 132.750 12.0 1957-06-30 2020-02-06 +979000-99999 SAUMLAKI -7.983 131.300 24.0 1954-04-01 2020-02-06 +979800-99999 MOPAH -8.520 140.418 3.0 1942-11-21 2020-02-06 +981320-99999 ITBAYAT 20.800 121.850 124.0 1973-01-01 2020-02-06 +981340-99999 BASCO RADAR 20.433 121.967 167.0 2002-02-01 2020-02-06 +981350-99999 BASCO 20.451 121.980 88.7 1949-01-01 2007-02-02 +982220-99999 VIGAN 17.555 120.356 4.9 1949-01-01 2020-02-06 +982230-99999 LAOAG INTL 18.178 120.532 7.6 1945-03-31 2020-02-06 +982320-99999 APARRI 18.367 121.633 3.0 1945-08-04 2020-02-06 +982330-99999 TUGUEGARAO 17.638 121.731 21.3 1949-01-01 2020-02-06 +983240-99999 IBA/LUZON ISLAND 15.333 119.967 5.0 1949-01-04 2020-02-06 +983250-99999 DAGUPAN 16.083 120.350 2.0 1945-01-19 2020-02-06 +983270-99999 CLARK INTL 15.186 120.560 147.5 1945-02-14 2020-02-06 +983280-99999 BAGUIO 16.375 120.620 1295.7 1949-01-01 2020-02-06 +983290-99999 MUNOZ 15.733 120.933 76.0 1949-01-01 2004-12-10 +983300-99999 CABANATUAN 15.467 120.950 32.0 1990-09-01 2019-01-01 +983330-99999 BALER 15.730 121.500 32.9 1949-01-01 2005-10-07 +983360-99999 CASIGURAN 16.267 122.133 4.0 1949-01-01 2020-02-06 +984250-99999 MANILA 14.583 120.983 13.0 1978-07-05 2020-02-06 +984260-41231 SUBIC BAY WEATHER 14.800 120.267 19.0 1945-02-09 2020-02-06 +984270-99999 TAYABAS 14.017 121.600 158.0 1973-01-01 2020-02-06 +984280-41224 SANGLEY POINT 14.500 120.900 4.0 1946-09-30 1999-12-31 +984290-99999 NINOY AQUINO INTL 14.509 121.020 22.9 1945-03-31 2020-02-06 +984300-99999 SCIENCE GARDEN 14.650 121.050 46.0 1945-02-28 2020-02-06 +984310-99999 CALAPAN/MINDORO ISL 13.417 121.183 41.0 1949-01-12 2020-02-06 +984320-99999 AMBULONG 14.083 121.050 11.0 1949-02-05 2020-02-06 +984330-99999 TANAY 14.583 121.367 651.0 1949-01-01 2020-02-06 +984340-99999 INFANTA 14.750 121.650 7.0 1949-01-01 2020-02-06 +984350-99999 ALABAT 14.100 122.017 5.0 1973-01-13 2020-02-06 +984400-99999 DAET 14.129 122.980 3.0 1974-02-01 2020-02-06 +984440-99999 LEGAZPI 13.157 123.746 20.1 1945-05-03 2020-02-06 +984460-99999 VIRAC 13.576 124.206 36.9 1949-01-02 2020-02-06 +984470-99999 CATANDUANES RADAR 13.654 124.341 233.0 1973-01-01 2012-02-28 +985310-99999 SAN JOSE 12.362 121.047 4.3 1945-07-17 2020-02-06 +985360-99999 ROMBLON 12.583 122.283 47.0 1949-01-01 2020-02-06 +985380-99999 ROXAS 11.598 122.752 3.0 1949-01-26 2020-02-06 +985430-99999 MASBATE 12.369 123.629 7.9 1949-01-04 2020-02-06 +985460-99999 CATARMAN 12.502 124.636 1.8 1949-01-01 2020-02-06 +985480-99999 CATBALOGAN 11.783 124.883 5.0 1973-01-01 2020-02-06 +985500-99999 DANIEL Z ROMUALDEZ 11.228 125.028 3.0 1944-10-22 2020-02-06 +985530-99999 BORONGAN 11.667 125.450 3.0 1959-01-01 2020-02-06 +985580-99999 GUIUAN 11.036 125.742 2.1 1974-01-03 2020-02-06 +986180-99999 PUERTO PRINCESA 9.742 118.759 21.6 1945-03-31 2020-02-06 +986370-99999 ILOILO 10.713 122.541 8.2 1945-06-02 2016-05-09 +986420-99999 DUMAGUETE 9.334 123.300 4.6 1949-01-01 2020-02-06 +986440-99999 TAGBILARAN 9.664 123.853 11.6 1973-01-01 2020-02-06 +986460-99999 MACTAN CEBU INTL 10.308 123.979 9.4 1965-07-31 2020-02-06 +986480-99999 MAASIN 10.133 124.867 72.0 1973-07-27 2020-02-06 +986530-99999 SURIGAO 9.783 125.483 55.0 1949-01-02 2020-02-06 +987410-99999 DIPOLOG 8.601 123.334 3.7 1959-01-01 2020-02-06 +987470-99999 LUMBIA AIRPORT 8.417 124.617 188.0 1977-04-01 2020-01-23 +987480-99999 CAGAYAN DE ORO 8.483 124.650 6.0 1949-01-01 2019-10-09 +987510-99999 MALAYBALAY 8.150 125.133 627.0 1949-01-01 2020-02-06 +987520-99999 BUTUAN 8.950 125.483 46.0 1981-01-01 2020-02-06 +987530-99999 FRANCISCO BANGOY INTL 7.126 125.646 29.3 1974-06-01 2020-02-06 +987550-99999 HINATUAN 8.367 126.333 3.0 1949-10-01 2020-02-06 +988360-99999 ZAMBOANGA INTL 6.922 122.060 10.1 1945-03-12 2020-02-06 +988510-99999 GEN. SANTOS 6.050 125.100 133.0 1973-01-01 2018-05-01 +990180-99999 SHIP C7M/MIKE 66.000 2.000 10.0 1973-01-01 2004-12-24 +992020-99999 NW HAWAII 170 NM WEST NORTHWE 23.430 -162.210 0.0 1981-06-25 2018-04-25 +992030-99999 GULF OF AK 88NM SOUTH OF KODI 56.300 -148.170 0.0 1976-09-16 2018-04-25 +992040-99999 MID GULF 180 NM SOUTH OF SOUT 25.840 -89.660 0.0 1977-10-21 2018-04-25 +992070-99999 HOTEL 200NM EAST OF CAPE MAY 38.470 -70.560 0.0 1977-10-26 2008-12-31 +992120-99999 BILOXI 22 NM SOUTH-SOUTHEAST 30.090 -88.770 0.0 1981-02-14 2008-12-31 +992150-99999 S HATTERAS - 250 NM EAST OF C 32.000 -75.083 0.0 1977-10-04 2018-04-25 +992160-99999 OREGON - 275NM WEST OF COOS B 42.580 -130.360 0.0 1978-02-01 2018-04-25 +992170-99999 S ALEUTIANS 51.830 -155.850 3.0 1978-01-01 2002-06-18 +992180-99999 N MICHIGAN- HALFWAY BETWEEN N 45.330 -86.420 176.4 1979-10-16 2008-11-08 +992200-99999 SE PAPA - 600NM WEST OF EUREK 40.800 -137.480 0.0 1978-02-01 2018-04-06 +992210-99999 WASHINGTON 315NM WEST OF ABER 46.050 -131.020 0.0 1977-12-10 2018-04-25 +992260-99999 MOORED BUOY 21002 37.700 134.300 0.0 1982-12-09 2003-03-30 +992280-99999 MOORED BUOY 21004 29.000 135.000 1.0 1982-12-09 2000-07-13 +992290-99999 ST GEORGES - 8NM WEST NORTHWE 41.850 -124.380 0.0 1982-09-14 2018-04-25 +992300-99999 MOORED BUOY 22001 28.300 126.000 0.0 1983-03-08 2004-02-16 +992360-99999 GEORGES BANK 170 NM EAST OF H 41.110 -66.620 0.0 1985-03-12 2018-03-25 +992380-99999 CAPE SAN MARTIN - 55NM WEST N 35.740 -121.890 0.0 1985-05-07 2018-04-25 +992400-99999 DELAWARE BAY 26 NM SOUTHEAST 38.460 -74.700 0.0 1985-03-12 2018-04-25 +992410-99999 MONTEREY - 27NM WEST OF MONTE 36.750 -122.420 0.0 1977-10-27 2018-04-25 +992420-99999 BOSTON 16 NM EAST OF BOSTON 42.350 -70.690 0.0 1985-03-12 2018-04-25 +992430-99999 SW HAWAII 215 NM SOUTH SOUTHW 17.140 -157.790 0.0 1978-06-26 2018-04-25 +992440-99999 E GULF 260 NM SOUTH OF PANAMA 26.010 -85.910 0.0 1978-02-01 2018-04-25 +992480-99999 HALF MOON BAY - 24NM SOUTH SO 37.360 -122.880 0.0 1981-01-03 2018-04-25 +992490-99999 BODEGA BAY - 48NM NORTH NORTH 38.230 -123.320 0.0 1981-07-17 2018-04-25 +992500-99999 PT ARENA - 19NM NORTH OF POIN 39.220 -123.970 0.0 1982-02-08 2018-04-25 +992580-99999 PT ARGUELLO - 17NM WEST NORTH 34.710 -120.970 0.0 1982-12-09 2008-12-31 +992600-99999 SANTA MONICA BASIN - 33NM WES 33.750 -119.080 0.0 1982-12-09 2018-04-25 +992610-99999 W HAWAII 205 NM SOUTHWEST OF 19.160 -160.740 0.0 1978-08-21 2018-04-25 +992620-99999 SE HAWAII 185 NM SOUTHEAST OF 17.520 -152.480 0.0 1985-03-12 2018-04-25 +992640-99999 SAN FRANCISCO - 18NM WEST OF 37.750 -122.820 0.0 1978-04-29 2018-04-25 +992710-99999 W GULF 240 NM SOUTH-SOUTHEAST 25.170 -94.420 0.0 1977-10-02 2018-04-25 +992740-99999 EEL RIVER - 17NM WEST-SOUTHWE 40.780 -124.540 0.0 1982-12-09 2018-04-25 +992760-99999 GULF OF MAINE 78 NM EAST OF P 43.204 -69.128 0.0 1982-02-08 2018-04-25 +992780-99999 PORTLAND 12 NM SOUTHEAST OF P 43.531 -70.144 0.0 1982-05-14 2018-04-25 +992790-99999 NANTUCKET 54NM SOUTHEAST OF N 40.500 -69.430 0.0 1982-12-09 2018-04-25 +992820-99999 BERING SEA 310 NM NORTH OF AD 57.050 -177.580 0.0 1986-01-17 2018-04-25 +994010-99999 SOUTHWEST PASS LA 28.900 -89.430 0.0 1942-09-01 2020-02-06 +994020-99999 CHESAPEAKE LIGHT VA 36.910 -75.710 0.0 1985-05-01 2014-12-31 +994030-99999 DIAMOND SHLS LT. NC 35.150 -75.300 0.0 1985-05-01 2003-07-29 +994040-99999 FRYING PAN SHOALS NC 33.490 -77.590 0.0 1985-05-09 2008-09-12 +994050-99999 LAKE WORTH FL 26.610 -80.030 0.0 1985-05-01 2020-02-06 +994060-99999 MT DESERT ROCK ME 43.970 -68.130 9.1 1985-01-21 2020-02-06 +994070-99999 DESTRUCTION IS. WA 47.680 -124.490 21.3 1985-05-01 2020-02-06 +994080-99999 FIVE FINGER AK 57.270 -133.630 6.7 1985-05-01 2020-02-06 +994090-99999 PASSAGE ISLAND MI 48.220 -88.370 195.4 1985-05-28 2020-02-06 +994100-99999 AMBROSE LIGHT NY 40.460 -73.830 0.0 1985-03-30 2008-07-28 +994110-99999 PORT ARANSAS TX 27.830 -97.050 0.0 1985-05-01 2020-02-06 +994130-99999 ROCK OF AGES MI 47.870 -89.310 183.5 1985-04-02 2020-02-06 +994140-99999 BUZZARDS BAY MA 41.400 -71.030 0.0 1985-07-12 2020-02-06 +994160-99999 CAPE LOOKOUT NC 34.620 -76.520 4.6 1985-01-20 2020-02-06 +994180-99999 SMITH ISLAND WA 48.320 -122.840 15.2 1985-04-11 2020-02-06 +994190-99999 DEVILS ISLAND WI 47.080 -90.730 191.7 1985-05-01 2020-02-06 +994200-99999 STANNARD ROCK MI 47.180 -87.220 182.9 1985-05-01 2020-02-06 +994210-99999 POINT ARGUELLO CA 34.580 -120.650 32.3 1943-06-18 2020-02-06 +994220-99999 VENICE FL 27.070 -82.450 0.0 1985-06-22 2020-02-06 +994230-99999 FOLLY ISLAND SC 32.680 -79.890 3.0 1985-05-01 2020-02-06 +994240-99999 CAPE ARAGO OR 43.340 -124.380 18.0 1985-05-01 2008-12-31 +994250-99999 DUNKIRK NY 42.490 -79.350 182.9 1985-05-01 2020-02-06 +994260-99999 SABINE TX 29.670 -94.050 0.9 1985-05-01 2020-02-06 +994270-99999 ISLE OF SHOALS NH 42.970 -70.620 13.1 1985-05-01 2020-02-06 +994280-99999 NEWPORT OR 44.610 -124.070 9.1 1985-05-01 2020-02-06 +994290-99999 GRAND ISLE LA 29.270 -89.960 1.8 1985-05-01 2004-12-31 +994300-99999 TATOOSH ISLAND WA 48.390 -124.740 30.8 1985-05-01 2014-12-31 +994330-99999 SHEBOYGAN WI 43.750 -87.690 175.9 1985-05-01 2020-02-06 +994340-99999 SOUTH BASS ISLAND OH 41.630 -82.840 176.8 1985-05-01 2020-02-06 +994350-99999 WEST POINT WA 47.660 -122.440 3.0 1985-05-01 2020-02-06 +994370-99999 MATINICUS ROCK ME 43.780 -68.860 16.2 1985-03-02 2019-10-02 +994390-99999 SETTLEMENT POINT GBI 26.700 -79.000 1.5 1985-12-03 2020-02-06 +994400-99999 THOMAS POINT MD 38.900 -76.440 0.0 1985-12-05 2020-02-06 +994410-99999 ST. AUGUSTINE FL 29.860 -81.260 0.0 1987-01-22 2020-02-06 +994420-99999 DAUPHIN ISLAND AL 30.250 -88.070 0.0 1987-02-19 2020-02-06 +994430-99999 MOLASSES REEF FL 25.010 -80.380 0.0 1988-09-29 2019-04-06 +994450-99999 SOMBRERO KEY FL 24.630 -81.110 0.0 1988-09-29 2020-02-06 +995450-99999 CANAVERAL 20 NM EAST OF CAPE 28.519 -80.166 0.0 1989-08-14 2018-04-25 +995460-99999 CANAVERAL EAST 120NM EAST OF 28.900 -78.550 0.0 1989-08-14 2018-04-25 +999999-03047 MONAHANS 6 ENE 31.622 -102.807 830.3 2003-05-21 2020-02-07 +999999-03048 SOCORRO 20 N 34.356 -106.886 1477.4 2003-05-24 2020-02-07 +999999-03054 MULESHOE 19 S 33.956 -102.774 1140.6 2004-02-27 2020-02-07 +999999-03055 GOODWELL 2 E 36.599 -101.595 995.5 2004-02-27 2020-02-07 +999999-03728 MCCLELLANVILLE 7 NE 33.153 -79.364 2.7 2002-08-15 2020-02-07 +999999-03733 ELKINS 21 ENE 39.013 -79.474 1033.3 2003-11-17 2020-02-07 +999999-03739 CAPE CHARLES 5 ENE 37.291 -75.927 8.8 2004-03-03 2020-02-07 +999999-03815 PENSACOLA SAUFLEY NAS 30.483 -87.350 28.0 1948-11-22 1976-03-31 +999999-03840 PENSACOLA ELLYSON FLD NAAS 30.533 -87.200 39.9 1952-01-02 1973-12-21 +999999-04125 JOHN DAY 35 WNW 44.556 -119.646 684.3 2003-03-30 2020-02-07 +999999-04126 ARCO 17 SW 43.462 -113.556 1804.4 2003-07-10 2020-02-07 +999999-04127 MURPHY 10 W 43.204 -116.751 1204.0 2003-06-29 2020-02-07 +999999-04128 RILEY 10 WSW 43.471 -119.692 1396.9 2003-07-03 2020-02-07 +999999-04130 ST. MARY 1 SSW 48.741 -113.433 1388.4 2003-09-25 2020-02-07 +999999-04222 REDDING 12 WNW 40.651 -122.607 432.2 2003-03-26 2020-02-07 +999999-04223 DARRINGTON 21 NNE 48.541 -121.446 124.1 2003-04-03 2020-02-07 +999999-04990 SIOUX FALLS 14 NNE 43.735 -96.622 485.9 2002-07-28 2020-02-07 +999999-04994 GOODRIDGE 12 NNW 48.306 -95.874 350.5 2003-08-20 2020-02-07 +999999-11618 SAN JUAN NS 18.467 -66.117 13.1 1945-03-01 1962-05-01 +999999-12712 GOLD ROCK CREEK 26.617 -78.367 6.1 1951-01-22 1970-12-31 +999999-12713 ELEUTHERA ISLAND 25.267 -76.300 10.1 1952-02-01 1970-12-31 +999999-12714 GRAND TURK ISLAND 21.433 -71.133 3.0 1954-11-15 1970-12-31 +999999-12925 BEEVILLE CHASE NAAS 28.367 -97.667 57.9 1945-03-01 2004-12-31 +999999-12946 CORPUS CHRISTI CABANISS NAAS 27.700 -97.433 9.1 1949-02-01 2020-02-06 +999999-12987 EDINBURG 17 NNE 26.526 -98.063 19.5 2004-02-19 2020-02-07 +999999-13017 PORT LYAUTEY 34.300 -6.600 11.9 1946-01-01 1974-01-31 +999999-13602 BERMUDA 32.267 -64.850 13.1 1949-01-01 1965-05-31 +999999-13730 FREDERICK 39.417 -77.383 92.4 1948-01-01 2004-12-31 +999999-13734 MARTINSBURG EASTERN WV REG AP 39.402 -77.984 162.8 1949-01-01 1965-01-01 +999999-13751 ANACOSTIA NAS 38.850 -77.033 15.8 1945-03-01 1961-10-31 +999999-13752 U.S. NAVAL ACADEMY 38.991 -76.489 1.8 1945-03-01 2020-02-08 +999999-13866 CHARLESTON KANAWHA ARPT 38.379 -81.590 299.3 1949-02-01 1972-12-31 +999999-13877 BRISTOL TRI CITY AIRPORT 36.473 -82.404 464.8 1948-01-01 1972-12-31 +999999-13928 WACO JAMES CONNALLY AFB 31.633 -97.067 153.0 1949-01-01 1968-08-31 +999999-13956 JACKSON 4 NW 32.333 -90.233 98.1 1948-07-01 1963-07-08 +999999-13973 JUNCTION 30.511 -99.766 533.1 1948-07-01 1969-01-31 +999999-13983 COLUMBIA MUNICIPAL AP 38.967 -92.367 237.1 1945-01-01 1969-11-01 +999999-13994 ST LOUIS LAMBERT INT'L ARPT 38.753 -90.374 216.4 1945-01-01 1972-12-31 +999999-14601 DOW AFB 44.800 -68.817 52.1 1949-01-01 1971-01-01 +999999-14622 OLD TOWN FAA AIRPORT 44.950 -68.667 41.1 1949-01-01 1972-02-01 +999999-14737 ALLENTOWN BETHLEHEM-EASTON AR 40.651 -75.449 117.3 1948-01-01 1972-12-31 +999999-14780 LAKEHURST NAS 40.033 -74.350 31.4 1945-02-01 1972-12-31 +999999-14786 NEW YORK FLOYD BENNE 40.583 -73.883 4.9 1945-04-01 1970-11-01 +999999-14788 QUONSET POINT NAS 41.583 -71.417 9.1 1945-03-01 1974-04-05 +999999-14790 SOUTH WEYMOUTH NAS 42.150 -70.933 49.4 1946-04-01 2004-12-31 +999999-14830 GRAND RAPIDS 42.900 -85.667 213.1 1945-01-01 1963-12-01 +999999-14855 NAVAL AIR STATION 42.083 -87.833 196.9 1945-03-15 2003-12-31 +999999-14856 GROSSE ILE NAS 42.100 -83.167 180.1 1945-03-01 1969-10-01 +999999-14943 SIOUX CITY MUNICIPAL ARPT 42.391 -96.379 336.2 1948-01-01 1972-12-31 +999999-22514 BARBERS POINT 21.317 -158.067 15.2 1949-01-01 2000-11-01 +999999-23012 DENVER LOWRY AFB 39.717 -104.900 1645.0 1946-08-01 1966-07-01 +999999-23019 BIGGS AFB 31.833 -106.400 1196.0 1949-01-01 1966-05-01 +999999-23043 ROSWELL MUNI AP 33.400 -104.533 1106.1 1948-07-01 1969-01-15 +999999-23061 ALAMOSA ARPT 37.439 -105.861 2298.5 1948-01-01 1972-12-31 +999999-23136 OXNARD AAF 34.217 -119.083 19.8 1952-12-09 2004-12-31 +999999-23174 LOS ANGELES MUNICIPAL ARPT 33.938 -118.389 99.4 1947-01-01 1972-12-31 +999999-23176 MILFORD MUNICIPAL AP 38.417 -113.017 1534.1 1948-07-23 1996-12-31 +999999-23194 WINSLOW MUNICIPAL AP 35.028 -110.721 1488.3 1948-01-01 1972-12-31 +999999-23199 EL CENTRO NAF 32.817 -115.683 -13.1 1945-02-01 1960-11-01 +999999-23239 NAVAL AIR STATION 37.783 -122.317 4.3 1945-03-01 2004-12-31 +999999-23245 MONTEREY NAF 36.600 -121.867 50.0 1945-03-01 1972-03-01 +999999-24134 BURNS FEDERAL BLDG 43.583 -119.050 1262.2 1948-01-01 1980-02-15 +999999-24138 DILLON 45.258 -112.554 1591.7 1948-01-01 1997-06-30 +999999-24152 MEACHUM EMERGENCY AP 45.511 -118.425 1135.7 1948-01-01 1972-12-31 +999999-24225 MEDFORD JACKSON COUNTY ARPT 42.381 -122.872 405.1 1948-01-01 1972-12-31 +999999-24237 STAMPEDE PASS 47.277 -121.337 1209.1 1948-01-01 1972-12-31 +999999-24244 SEATTLE NAS 47.683 -122.267 14.9 1945-03-01 1970-06-01 +999999-24255 WHIDBEY ISLAND NAS 48.350 -122.667 14.3 1945-04-01 1972-12-31 +999999-25333 SITKA JAPONSKI AP 57.048 -135.365 20.4 1948-07-01 1971-02-01 +999999-26414 SUMMIT AIRPORT 63.331 -149.127 734.3 1948-07-01 2004-12-31 +999999-26445 YAKATAGA AP 61.572 -149.540 107.9 1948-07-01 1968-05-23 +999999-26494 FAIRBANKS 11 NE 64.974 -147.510 347.5 2002-08-09 2020-02-07 +999999-26519 FAREWELL FAA AP 62.517 -153.883 458.1 1948-07-01 1971-02-01 +999999-26533 BETTLES FIELD 66.540 -151.310 196.0 1952-01-01 1972-12-31 +999999-27102 HOLMAN ISLAND 70.500 -117.633 9.1 1958-01-01 1984-01-01 +999999-27201 SACHS HARBOUR 71.950 -124.733 84.1 1955-11-01 1984-01-01 +999999-40309 KOROR WSO 7.333 134.483 33.2 1952-01-01 1972-12-31 +999999-40504 WEATHER SERVICE BUILDING 6.967 158.217 36.6 1953-01-01 2019-11-30 +999999-40505 CHUUK WSO AP 7.450 151.833 2.4 1952-01-01 1972-12-31 +999999-40710 WEATHER SERVICE OFFICE BUILDI 7.065 171.272 3.1 1955-01-31 2019-11-30 +999999-41231 CUBI POINT NF 14.800 120.267 14.0 1955-07-31 1972-12-31 +999999-41406 GUAM WFO 13.483 144.800 77.4 1945-08-31 1995-03-31 +999999-43220 KWANDAE RI TEAM 840 38.017 128.133 181.1 1951-09-09 1967-12-31 +999999-43313 FUSSA 35.750 139.350 139.0 1948-12-31 1968-03-31 +999999-43323 YOKOSUKA 35.283 139.667 53.0 1953-02-28 1976-12-31 +999999-53131 TUCSON 11 W 32.240 -111.170 833.0 2002-09-18 2020-02-07 +999999-53132 ELGIN 5 S 31.591 -110.509 1466.4 2002-09-15 2020-02-07 +999999-53139 STOVEPIPE WELLS 1 SW 36.602 -117.145 25.6 2004-05-04 2020-02-07 +999999-53877 ASHEVILLE 8 SSW 35.495 -82.614 655.6 2000-11-20 2020-02-07 +999999-53878 ASHEVILLE 13 S 35.419 -82.557 641.0 2000-11-21 2020-02-07 +999999-53927 STILLWATER 5 WNW 36.135 -97.108 270.7 2002-03-12 2020-02-07 +999999-53960 LAFAYETTE 13 SE 30.092 -91.873 10.7 2003-01-11 2020-02-07 +999999-53961 MONROE 26 N 32.883 -92.117 26.8 2003-01-15 2020-02-07 +999999-53968 PALESTINE 6 WNW 31.780 -95.723 116.7 2003-05-25 2020-02-07 +999999-53974 MANHATTAN 6 SSW 39.103 -96.610 346.6 2003-10-01 2020-02-07 +999999-54794 DURHAM 2 N 43.172 -70.928 36.3 2001-12-16 2020-02-07 +999999-54795 DURHAM 2 SSW 43.109 -70.948 19.2 2001-12-16 2020-02-07 +999999-54797 KINGSTON 1 W 41.478 -71.542 32.3 2001-12-16 2020-02-07 +999999-54808 CHAMPAIGN 9 SW 40.053 -88.373 213.4 2002-12-20 2020-02-07 +999999-54810 CHATHAM 1 SE 46.335 -86.920 266.7 2004-11-10 2020-02-07 +999999-54811 SHABBONA 5 NNE 41.843 -88.851 262.4 2003-08-16 2020-02-07 +999999-54902 DES MOINES 17 E 41.556 -93.286 280.7 2004-09-15 2020-02-07 +999999-54903 NECEDAH 5 WNW 44.060 -90.174 284.4 2004-10-01 2020-02-07 +999999-63826 BLACKVILLE 3 W 33.355 -81.328 96.6 2002-07-13 2020-02-07 +999999-63828 NEWTON 8 W 31.313 -84.471 53.6 2002-08-27 2020-02-07 +999999-63829 NEWTON 11 SW 31.192 -84.447 47.6 2002-08-27 2020-02-07 +999999-63831 NEWTON 5 ENE 32.338 -89.070 114.0 2002-11-03 2020-02-07 +999999-63838 VERSAILLES 3 NNW 38.095 -84.747 271.6 2001-11-20 2020-02-07 +999999-63855 CROSSVILLE 7 NW 36.014 -85.135 583.1 2004-12-03 2020-02-07 +999999-64756 MILLBROOK 3 W 41.786 -73.742 125.9 2004-11-01 2020-02-07 +999999-64758 ITHACA 13 E 42.440 -76.246 374.3 2004-10-27 2020-02-07 +999999-87601 MCMURDO SOUND NAF -77.883 166.733 24.1 1956-03-09 1984-12-31 +999999-93044 ZUNI 35.067 -108.833 1923.3 1949-02-17 1972-12-31 +999999-93101 EL TORO MCAS 33.667 -117.733 116.7 1945-03-01 2000-11-01 +999999-93105 LITCHFIELD PARK NAF 33.433 -112.367 292.0 1948-04-01 1966-09-29 +999999-93106 LOS ALAMITOS 33.783 -118.050 11.0 1945-04-01 1971-07-31 +999999-93107 SAN DIEGO MIRAMAR NAS 32.867 -117.133 145.7 1947-07-01 1988-12-31 +999999-93114 MARINE CORPS AIR STATION 33.700 -117.833 17.1 1945-03-01 1975-12-31 +999999-93115 IMPERIAL BEACH REAM FIELD NAS 32.567 -117.117 7.0 1945-05-01 1972-12-31 +999999-93727 NEW RIVER MCAS 34.700 -77.383 7.6 1955-01-03 1972-12-31 +999999-93804 SPARTANBURG 34.917 -81.950 244.1 1948-01-01 2020-02-08 +999999-93805 TALLAHASSEE DALE MABRY FIELD 30.393 -84.353 20.7 1948-01-01 1972-12-31 +999999-93816 EFFINGHAM COUNTY MEMORIAL ARP 39.070 -88.533 178.9 1948-12-01 2020-02-08 +999999-93822 SPRINGFIELD CAPITAL AP 39.845 -89.684 186.8 1948-01-01 1972-12-31 +999999-93832 CECIL FIELD NAS 30.217 -81.883 25.3 1947-03-01 2000-11-01 +999999-93839 MEMPHIS NAS 35.350 -89.867 97.5 1945-03-01 2004-12-31 +999999-93901 DALLAS HENSLEY FIELD NAS 32.733 -96.967 150.9 1945-03-01 2004-12-31 +999999-93909 OLATHE JOHNSON CO INDUSTRIAL 38.832 -94.890 331.3 1945-03-01 1970-02-01 +999999-94059 WOLF POINT 34 NE 48.489 -105.210 805.6 2001-12-20 2020-02-07 +999999-94060 WOLF POINT 29 ENE 48.308 -105.102 635.5 2001-12-20 2020-02-07 +999999-94074 NUNN 7 NNE 40.807 -104.755 1642.9 2003-07-06 2020-02-07 +999999-94075 BOULDER 14 W 40.035 -105.541 2995.6 2003-09-27 2020-02-07 +999999-94077 HARRISON 20 SSE 42.425 -103.736 1343.0 2003-08-27 2020-02-07 +999999-94080 MEDORA 7 E 46.895 -103.377 844.6 2004-09-18 2020-02-07 +999999-94081 BUFFALO 13 ESE 45.516 -103.302 878.7 2004-09-22 2020-02-07 +999999-94644 OLD TOWN 2 W 44.928 -68.701 38.7 2002-09-13 2020-02-07 +999999-94645 LIMESTONE 4 NNW 46.960 -67.883 224.6 2002-09-20 2020-02-07 +999999-94725 MASSENA AP 44.936 -74.846 65.2 1949-02-01 1972-12-31 +999999-94728 NEW YORK CENTRAL PARK 40.779 -73.969 47.5 1965-01-01 1999-12-31 +999999-94995 LINCOLN 8 ENE 40.848 -96.565 362.4 2002-01-15 2020-02-07 +999999-94996 LINCOLN 11 SW 40.695 -96.854 418.2 2002-01-14 2020-02-07 diff --git a/cara/scripts/themes/base/cara_script.command b/cara/scripts/themes/base/cara_script.command index bc1a6846..77b0b4d5 100755 --- a/cara/scripts/themes/base/cara_script.command +++ b/cara/scripts/themes/base/cara_script.command @@ -1,8 +1,6 @@ cd Downloads git clone https://gitlab.cern.ch/cara/cara.git cd cara -git lfs install -git lfs pull if [[ `uname -m` == 'arm64' ]]; then pip3 install scipy --index-url=https://pypi.anaconda.org/scipy-wheels-nightly/simple pip3 install Cython @@ -12,4 +10,5 @@ pip3 install -e . echo "############################################" echo "CARA is now running at http://localhost:8080" echo "############################################" -python3 -m cara.apps.calculator \ No newline at end of file +python3 -m cara.apps.calculator + diff --git a/cara/scripts/themes/base/cara_script.sh b/cara/scripts/themes/base/cara_script.sh index cc7e90db..60f4aa52 100755 --- a/cara/scripts/themes/base/cara_script.sh +++ b/cara/scripts/themes/base/cara_script.sh @@ -1,9 +1,8 @@ git clone https://gitlab.cern.ch/cara/cara.git cd cara -git lfs install -git lfs pull pip install -e . echo "############################################" echo "CARA is now running at http://localhost:8080" echo "############################################" -python -m cara.apps.calculator \ No newline at end of file +python -m cara.apps.calculator + diff --git a/cara/scripts/themes/cern/cara_script.command b/cara/scripts/themes/cern/cara_script.command index 952d852a..0c244541 100755 --- a/cara/scripts/themes/cern/cara_script.command +++ b/cara/scripts/themes/cern/cara_script.command @@ -1,8 +1,6 @@ cd Downloads git clone https://gitlab.cern.ch/cara/cara.git cd cara -git lfs install -git lfs pull if [[ `uname -m` == 'arm64' ]]; then pip3 install scipy --index-url=https://pypi.anaconda.org/scipy-wheels-nightly/simple pip3 install Cython @@ -12,4 +10,5 @@ pip3 install -e . echo "############################################" echo "CARA is now running at http://localhost:8080" echo "############################################" -python3 -m cara.apps.calculator --theme=cara/apps/templates/cern \ No newline at end of file +python3 -m cara.apps.calculator --theme=cara/apps/templates/cern + diff --git a/cara/scripts/themes/cern/cara_script.sh b/cara/scripts/themes/cern/cara_script.sh index 4a25af3e..9861ef74 100755 --- a/cara/scripts/themes/cern/cara_script.sh +++ b/cara/scripts/themes/cern/cara_script.sh @@ -1,9 +1,8 @@ git clone https://gitlab.cern.ch/cara/cara.git cd cara -git lfs install -git lfs pull pip install -e . echo "############################################" echo "CARA is now running at http://localhost:8080" echo "############################################" -python -m cara.apps.calculator --theme=cara/apps/templates/cern \ No newline at end of file +python -m cara.apps.calculator --theme=cara/apps/templates/cern + From 4dd5b8a091297b0beb6da6701f1fa0e7b9290d7d Mon Sep 17 00:00:00 2001 From: Nicolas Mounet Date: Thu, 7 Apr 2022 06:53:43 +0200 Subject: [PATCH 85/85] Minor fix in the (largely unused) virus types, for consistency --- cara/models.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cara/models.py b/cara/models.py index 87ebd7b4..bfa50139 100644 --- a/cara/models.py +++ b/cara/models.py @@ -501,7 +501,7 @@ Virus.types = { ), 'SARS_CoV_2_OMICRON': SARSCoV2( viral_load_in_sputum=1e9, - infectious_dose=20., + infectious_dose=50., viable_to_RNA_ratio=0.5, transmissibility_factor=0.2 ),