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Использование ChatGPT o3-mini и DeepSeek при создании iOS приложения Countries “Страны Мира”
Что делает “животворящая” конкуренция?
Появление “думающей” DeepSeek, позволило бесплатным подписчикам ChatGPT получить доступ к “рассуждающей” ChatGPT o3-mini.
Сразу же появилось желание испытать этот ИИ, тем более что у меня уже есть “Опыт создания iOS приложения Countries с помощью Claude 3.5 Sonnet, ChatGPT 4.o1, ChatGPT 4.o-preview и Gemini 2.0 Flash”.
В приведенном выше посте я предложила всем ИИ создать довольно простое на первый взгляд тестовое iOS приложение Countries, которое показывает все страны Мира по регионам (Европа, Азия, Латинская Америка и т.д.) и для каждой страны её название и флаг, a также численность населения population, размер ВВП (валового внутреннего продукта) gdp и расположение страны на карте Мира.
Использовались данные Всемирного банка (World Bank), но мы не сообщали ИИ ни сайты, ни структуры данных, всё это ИИ должен найти сам и использовать их при создании iOS приложения.
Раньше я отдавала предпочтение Clause 3.5 Sonnet при создании iOS приложений, прибегая к ChatGPT 4.o1 для решения отдельных проблем.
Но при разработке этого конкретного iOS приложения Clause 3.5 Sonnet оказался совершенно беспомощным при декодировании нестандартных JSON данных API Всемирного Банка, поставляющих информацию о странах, и пришлось обратиться за помощью к ChatGPT 4.o1, Gemini 2.0 Flash и ChatGPT 4.o-preview.
Они решили эту проблему по-разному:
ChatGPT 4.o1 - с первого захода,
Gemini 1.5 Flash, также, как и Clause 3.5 Sonnet, не справилась с этой задачей,
Gemini 2.0 Flash - со второго захода,
ChatGPT 4.o-preview сразу предложил блестящее оригинальное решение.
Кроме того, все 3 ИИ: ChatGPT 4.o1, Gemini 2.0 Flash и ChatGPT 4.o-preview предлагали для многопоточной выборки данных из сети старый CGD (Central Grand Dispatch), так что приходилось дополнительно рефакторить код до современного async / await.
Так что опыт создания такого тестового iOS приложения с помощью Clause 3.5 Sonnet + ChatGPT 4.o1 у меня уже был.
Но появление “рассуждающих” DeepSeek и ChatGPT o3-mini (даже в бесплатном варианте) изменили всё. Они реально выводят разработку iOS приложений на более высокий уровень.
Вот решение, которое предложил ChatGPT o3-mini:
A вот что предложил DeepSeek:
Забегая вперед скажу, что это тестовое приложение интересно тем, что API Всемирного банка предоставляет “странную” нестандартную структуру JSON данных на верхнем уровне, a также есть логические ошибки несоответствия при проектировании этого API, когда одинаковые параметры в JSON данных имею различные ТИПЫ, что может затруднить их декодирование. Было интересно посмотреть, как ИИ справится с этой “человеческой” нелогичностью.
Кроме того, в современном Swift сейчас действуют 3 способа работы с многопоточной выборкой данных:
Старый GCD (Grand Central Dispatch) c callbacks
Новый
async / awaitПродвинутый
Swift 6 strict concurrency, который предотвращает “гонку данных” (data races) на этапе компиляции за счет использования акторовactorи изоляцииisolation.
Будет интересно понять, какой из них выберет ИИ и сможет ли перейти на самый продвинутый.
Появление задания по отображению страны Мира на карте также было предложено не случайно. Разработка приложения велась для iOS 17, a на WWDC 2023 был представлен новый MapKit APIs для SwiftUI Map. С появлением новых API интеграция карт Map в приложение SwiftUI стала еще проще в iOS 17. Недостатком является то, что вам, возможно, придется переписать некоторые части интеграции карт в существующем приложении SwiftUI. Будет интересно, смогут ли наши ИИ внедрить в приложение Countries совершенно новый Map API для iOS 17.
Примечание. Если хотите больше знать о Swift 6 strict concurrency прочтите статью Concurrency Step-by-Step: A Network Request или её перевод на русский язык “Многопоточность по шагам: Сетевой запрос”.
По итогам ChatGPT o3-mini:
Без каких либо проблем справился с декодированием JSON данных, удивив некоторыми изобретательными решениями.
Использовал современную
async / awaitсистему работы с многопоточностьюПредложил несколько вариантов перехода на
Swift 6 strict concurrencyс помощью@MainActorи маркировки функций выборки какnonisolatedили использованияTask.detached.Сначала предложил для карты старый API с
Map (coordinateRegion: $region, annotationItems: [country])иMapMaker, но после получения соответствующих предупреждений перешел на новый API cMap (position: $position)иMaker.Использовал
CLGeocoder()для получения более точных географических координат столицы страны иTask.detachedдля запуска в фоновом режиме.Рассуждения краткие, по делу и длятся от 1 до 25 секунд, среднее время 8 секунд.
Могу рекомендовать в качестве превосходного обучающего материала для iOS разработчиков.
По итогам DeepSeek:
Без каких либо проблем справился с декодированием JSON данных, но застрял при установлении соответствия страны
countryи дополнительной информации о численности населенияpopulationи ВВПgdp, что объясняется “логическими ошибками” проектирования API Всемирного БанкаИспользовал современную
async / awaitсистему работы с многопоточностьюПредложил для
Swift 6 strict concurrencyиспользовать@MainActorдля View Model, a после замечаний добавил маркировку функций выборкиfetchкакnonisolated.Сначала предложил старый
MapAPI сMap (coordinateRegion: $region, annotationItems: [country])иMapMaker, но после получения соответствующих предупреждений довольно успешно перешел на новый API cMap (position: $position)иMaker.Использовал
CLGeocoder()для получения более точных географических координат столицы страны иTask.detachedдля запуска в фоновом режиме.Плохо держит контекст: иногда для отработанных уже кусков кода предлагает код с предыдущими ошибками, так что результирующий код приложения на каждом этапе приходится собирать по кусочкам.
Рассуждения очень пространные и длинные, но очень "живые" и любопытные, иногда правда сомнительные. Рассуждения длятся от 184 до 18 секунд, среднее время 50 секунд. A кроме того, последнее время часто можно видеть сообщение “Сервер занят. Пожалуйста, попробуйте позже.”:
Начинающим iOS программистам рекомендую использовать с крайней осторожностью в качестве обучающего материала - слишком много неоднозначных рассуждений относительно архитектуры iOS приложений.
Хотя по функциональным возможностям полученные ChatGPT o3-mini и DeepSeek iOS приложения приблизительно равны, код их абсолютно разный. Оба ИИ способны удивить не тривиальным изобретательным кодом. Качество кода можно оценить на Github CountryChatGPTo3 и CoutryDeepSeek.
Но использование DeepSeek потребовало больше времени и усилий программиста, работа ChatGPT o3-mini при меньших усилиях просто филигранна.
Так что приоритетным ИИ при разработке iOS приложений для меня на настоящий момент будет ChatGPT o3-mini.
Создание iOS приложения Countries для отображения стран Мира с помощью ChatGPT 03-mini
Итак, давайте попросим ChatGPT 03-mini создать полноценного iOS приложения Countries для отображения стран Мира по категориям с использованием SwiftUI и данных Всемирного Банка. При этом мы не будем сообщать ни сайты, ни структуры данных, всё это ИИ должен найти сам и использовать при создании приложения.
Создай iOS приложение, которое показывает страны Мира по категориям. Используй информацию Всемирного Банка. |
Мы использовали режим “Reason”, который обещает применять логические выводы для получения результата, и “Search”, который позволит ИИ искать ответы в интернете:
В результате мы получаем рассуждения, которые длятся 1 секунду:
И вот их переводСоздание приложения Я думаю о создании SwiftUI iOS приложения для демонстрации стран Мира по категориям, используя API Всемирного банка для таких данных, как название страны, регион и уровень дохода. Формулирование структуры Я пишу код SwiftUI приложения с моделью Собираем всё вместе Я работаю над декодированием второго элемента JSON, в котором перечислены страны Преобразование данных Я собираю по кусочкам Создание моделей ответов Response Я разрабатываю собственный декодер Компиляция данных о стране Я собираю View Model в SwiftUI для выборки данных из API Всемирного банка, группирую страны по уровню дохода и готовлю View для их представления в категоризированных разделах. Запуск приложения Я создаю Swift приложение для отображения стран Мира по уровню дохода, используя разделы |
Ниже приведен пример того, как можно создать приложение SwiftUI iOS, которое выбирает список стран Мира из API Всемирного банка, а затем отображает их, организованных по «категории» (в этом примере мы группируем их по уровню дохода incomeLevel).
URL для выборки стран Мира - это country endpoint API Всемирного банка (по адресу https://api.worldbank.org/v2/country?format=json), который возвращает двухэлементный разнородный массив JSON:
Первый элемент — это метаданные (например, количество страниц), а
Второй элемент — массив записей о странах.
Мы можем создать пользовательский декодер
decoderдля «декодирования» этого массива верхнего уровня.
Ниже приведен полный код примера со следующими частями:
1. Модели данных (Data Model)
Создайте модель для страны. API возвращает такие поля, как id, name, region, incomeLevel и т. д. Мы также создаем вспомогательную модель для декодирования «странного» JSON массива верхнего уровня:
import Foundation
// MARK: - Models
// This struct is used to decode the top-level array.
// We ignore the first element (metadata) and then decode the second element as an array of Country.
struct CountryResponse: Codable {
let countries: [Country]
// Custom initializer to decode the top-level array.
init(from decoder: Decoder) throws {
var container = try decoder.unkeyedContainer()
// Decode (and ignore) the metadata.
_ = try container.decode(Meta.self)
// Now decode the countries array.
countries = try container.decode([Country].self)
}
}
// Metadata about the response (we don't use it in this sample).
struct Meta: Codable {
let page: Int
let pages: Int
let per_page: String
let total: Int
}
// The Country model - note that we use the "id" field from the API as the unique identifier.
struct Country: Codable, Identifiable {
// The API's "id" is the country code.
let id: String
let iso2Code: String
let name: String
let region: Category
let incomeLevel: Category
let lendingType: Category
let capitalCity: String
let longitude: String
let latitude: String
}
// A helper type for nested category fields (like region, incomeLevel, etc.)
struct Category: Codable {
let id: String
let value: String
}2. View Model
View Model отвечает за выборку данных из API Всемирного банка, а затем за группировку стран по (в данном случае) уровню дохода incomeLevel. Вы можете выбрать любую понравившуюся вам категоризацию (например, по региону region).
import Foundation
import SwiftUI
class CountriesViewModel: ObservableObject {
@Published var countries: [Country] = []
// Group countries by income level (or any category)
@Published var groupedCountries: [String: [Country]] = [:]
// Using async/await (requires iOS 15+)
@MainActor
func fetchCountries() async {
// Request more than the default per_page (here 300) to get most of the countries.
guard let url = URL(string: "https://api.worldbank.org/v2/country?format=json&per_page=300") else {
print("Invalid URL")
return
}
do {
let (data, _) = try await URLSession.shared.data(from: url)
let response = try JSONDecoder().decode(CountryResponse.self, from: data)
countries = response.countries
// Group by income level (for example, "High income", "Low income", etc.)
groupedCountries = Dictionary(grouping: countries, by: { $0.incomeLevel.value })
} catch {
print("Error fetching countries: \(error)")
}
}
}3. SwiftUI Views
Основной ContentView: список List, отображающий разделы Section (уровни дохода incomeLevel) с названиями стран. Нажатие на страну открывает подробный CountryDetailView.
import SwiftUI
struct ContentView: View {
@StateObject var viewModel = CountriesViewModel()
var body: some View {
NavigationView {
List {
// Sort the keys (income levels) alphabetically
ForEach(viewModel.groupedCountries.keys.sorted(), id: \.self) { incomeLevel in
Section(header: Text(incomeLevel)) {
if let countries = viewModel.groupedCountries[incomeLevel] {
ForEach(countries) { country in
NavigationLink(destination: CountryDetailView(country: country)) {
Text(country.name)
}
}
}
}
}
}
.navigationTitle("World Countries")
// Use the .task modifier to call our async fetch function on appear.
.task {
await viewModel.fetchCountries()
}
}
}
}Подробный CountryDetailView показывает дополнительную информацию о выбранной стране.
struct CountryDetailView: View {
let country: Country
var body: some View {
Form {
Section(header: Text("General")) {
HStack {
Text("Capital:")
Spacer()
Text(country.capitalCity)
}
HStack {
Text("Region:")
Spacer()
Text(country.region.value)
}
HStack {
Text("Income Level:")
Spacer()
Text(country.incomeLevel.value)
}
HStack {
Text("ISO Code:")
Spacer()
Text(country.iso2Code)
}
}
Section(header: Text("Location")) {
HStack {
Text("Latitude:")
Spacer()
Text(country.latitude)
}
HStack {
Text("Longitude:")
Spacer()
Text(country.longitude)
}
}
}
.navigationTitle(country.name)
}
}Собираем все вместе
В главном файле вашего проекта Xcode (обычно помеченном @main) вы можете установить ContentView в качестве стартовой точки:
@main
struct WorldBankCountriesApp: App {
var body: some Scene {
WindowGroup {
ContentView()
}
}
}Примечание: в этом примере используется синтаксис iOS 15+
async/await. Если вам нужна поддержка более ранних версий, вы можете использовать Combine илиURLSessioncallbacks..(См. также руководство Hacking with Swift по посылке и получению
Codableданных с помощьюURLSessionдля похожего шаблона. HACKINGWITHSWIFT.COM)
Объяснение
Выборка и декодирование данных:
View Model выбирает данные из API endpoint Всемирного банка. Поскольку ответ response JSON представляет собой массив (сначала метаданные, затем фактический массив стран), для декодирования стран используется пользовательский init(from decoder: Decoder) в структуре CountryResponse.
(Подробнее о структурах, полученных в результате выборки см. в документации API Всемирного банка DATAHELPDESK.WORLDBANK.ORG.)
Группировка и отображение данных:
После выборки страны countries группируются по уровню дохода incomeLevel с помощью Swift метода Dictionary(grouping:by:). В View каждая группа отображается как отдельный раздел Section. Это дает категориальное представление стран мира. (Для аналогичного подхода к группировке и отображению данных API в SwiftUI см. примеры выборки данных SwiftUI DEV.TO.)
Async/Await:
Использование async/await обеспечивает отзывчивость UI во время выполнения сетевого запроса.
Этот пример дает отправную точку. Вы можете изменить логику группировки (например, по региону region или уровню дохода incomeLevel) или добавить больше деталей в CountryDetailView по мере необходимости.
Ссылки
HACKINGWITHSWIFT.COM – Статья на Hacking with Swift “Sending/receiving Codable data with URLSession and SwiftUI”) (“Посылка /получение
Codableданных с помощьюURLSessionи SwiftUI”)DATAHELPDESK.WORLDBANK.ORG – Базовые структуры вызовов API Всемирного банка
Этот пример должен помочь вам начать создавать iOS SwiftUI приложение, которое отображает страны Мира, организованные по категориям, с использованием данных API Всемирного банка. Удачного кодирования!
Версия 1. Запускаем приложение. Получаем результат:
В списке стран мы получили НЕ только реальные страны Мира, но и агрегаты AGGREGATES, что для нас не желательно. Кроме того, мы хотим заносить страны в ту или иную категорию НЕ по уровню дохода incomeLevel, a по географическим регионам region.
Что касается кода, то ChatGPT o3-mini справился прекрасно. Несмотря на “странную” нестандартную структуру JSON данных на верхнем уровне, представляющую собой массив из 2-х разнородных элементов, ChatGPT o3-mini, используя пользовательский init (from decoder: Decoder) в структуре CountryResponse, получил правильные данные о странах countries. Выборка данных из сети выполнена с помощью современной async / await системы работы с многопоточностью.
Показ реальных стран (НЕ агрегатов) и группировка по регионам region
Давайте попросим ChatGPT o3-mini показать нам только реальные страны и сгруппировать их по регионам.
Покажи только реальные страны в списке стран и сгруппируйте их по регионам |
В результате мы получаем рассуждения, которые длятся 19 секунд:
И вот их перевод:Уточнение списка Я размышляю над тем, что представляет собой «реальная страна», фильтруя агрегированные сущности, такие как «Арабский мир» ("Arab World") или «Европа и Центральная Азия» ("Europe & Central Asia" ) из API Всемирного банка, сосредоточившись исключительно на суверенных государствах. Определение агрегатов Я изучаю структуру JSON API Всемирного банка, чтобы определить поля, которые различают агрегированные сущности. Например, регионы, такие как «NA» или «Aggregates», вероятно, указывают на несуверенные сущности, которые можно отфильтровать, чтобы сосредоточиться на реальных суверенных государствах. Определение агрегатов Хорошо, дайте подумать. Агрегаты в API Всемирного банка обычно имеют значение region «Aggregates». Фильтрация их и сущностей с «NA» в качестве region.id кажется многообещающим. Код Swift может эффективно с этим справиться. Уточнение модели Хорошо, дайте подумать. Я дорабатываю View Model, чтобы отфильтровать агрегаты, гарантируя, что после декодирования страны не будут их содержать
Организация по региону Я группирую реальные страны по регионам, используя словарь |
Ниже приведен обновленный пример, который выбирает данные по странам Всемирного банка, отфильтровывает несуверенные "агрегаты" (т. е. оставляет только "реальные" страны Мира), а затем группирует их по регионам region. В этом примере мы предполагаем, что любая страна, значение региона region которой равно "Aggregates", должна быть исключена.
Код разделен на три части:
1. Модели данных(Data Model)
Определите свои модели, как и прежде. Ответ response верхнего уровня — это массив unkeyedContainer, который мы декодируем, игнорируя первый элемент (метаданные), а затем декодируем список стран:
import Foundation
// MARK: - Models
struct CountryResponse: Codable {
let countries: [Country]
// Custom initializer to decode the top-level array.
init(from decoder: Decoder) throws {
var container = try decoder.unkeyedContainer()
// Decode and ignore metadata.
_ = try container.decode(Meta.self)
// Decode the countries array.
countries = try container.decode([Country].self)
}
}
struct Meta: Codable {
let page: Int
let pages: Int
let per_page: String
let total: Int
}
struct Country: Codable, Identifiable {
let id: String // This is the country code.
let iso2Code: String
let name: String
let region: Category
let incomeLevel: Category
let lendingType: Category
let capitalCity: String
let longitude: String
let latitude: String
}
struct Category: Codable {
let id: String
let value: String
}2. View Model
Теперь View Model выбирает данные, отфильтровывает все страны со значением region.value равным “Aggregates” (которые Всемирный банк использует для нереальных групп стран), а затем группирует оставшиеся страны по регионам region.
import Foundation
import SwiftUI
class CountriesViewModel: ObservableObject {
@Published var countries: [Country] = []
// Group real countries by region.
@Published var groupedCountries: [String: [Country]] = [:]
@MainActor
func fetchCountries() async {
// Use a per_page parameter high enough to include most countries.
guard let url = URL(string: "https://api.worldbank.org/v2/country?format=json&per_page=300") else {
print("Invalid URL")
return
}
do {
let (data, _) = try await URLSession.shared.data(from: url)
let response = try JSONDecoder().decode(CountryResponse.self, from: data)
// Filter out aggregates - only include countries whose region value is not "Aggregates"
let realCountries = response.countries.filter { $0.region.value != "Aggregates" }
self.countries = realCountries
// Group the filtered countries by region.
groupedCountries = Dictionary(grouping: realCountries, by: { $0.region.value })
} catch {
print("Error fetching countries: \(error)")
}
}
}3. SwiftUI Views
Основной List View:
Список стран сгруппирован в разделы Section по регионам (с названием региона в качестве заголовка). Нажатие на конкретную страну покажет подробную дополнительную информацию о стране в CountryDetailView.
import SwiftUI
struct ContentView: View {
@StateObject var viewModel = CountriesViewModel()
var body: some View {
NavigationView {
List {
// Sort region names alphabetically.
ForEach(viewModel.groupedCountries.keys.sorted(), id: \.self) { region in
Section(header: Text(region)) {
if let countriesInRegion = viewModel.groupedCountries[region] {
ForEach(countriesInRegion) { country in
NavigationLink(destination: CountryDetailView(country: country)) {
Text(country.name)
}
}
}
}
}
}
.navigationTitle("World Countries")
.task {
await viewModel.fetchCountries()
}
}
}
}
Подробный CountryDetailView: показывает дополнительную информацию о выбранной стране.
struct CountryDetailView: View {
let country: Country
var body: some View {
Form {
Section(header: Text("General")) {
HStack {
Text("Capital:")
Spacer()
Text(country.capitalCity)
}
HStack {
Text("Region:")
Spacer()
Text(country.region.value)
}
HStack {
Text("Income Level:")
Spacer()
Text(country.incomeLevel.value)
}
HStack {
Text("ISO Code:")
Spacer()
Text(country.iso2Code)
}
}
Section(header: Text("Location")) {
HStack {
Text("Latitude:")
Spacer()
Text(country.latitude)
}
HStack {
Text("Longitude:")
Spacer()
Text(country.longitude)
}
}
}
.navigationTitle(country.name)
}
}Объяснение
Фильтрация реальных стран:
В методе View Model fetchCountries() после декодирования JSON мы отфильтровываем все страны, значение value региона region которых равно «Aggregates». Этот шаг гарантирует, что в вашем списке появятся только суверенные государства.
Группировка по региону:
Оставшиеся страны затем группируются в словарь с помощью Dictionary(grouping:by:) с ключом region.value.
Отображение данных:
SwiftUI список List использует раздел Section для каждого региона region, а нажатие на строку показывает подробное CountryDetailView c дополнительной информацией о стране.
В этом примере показано, как отображать только «реальные» страны, сгруппированные по региону. При необходимости вы можете дополнительно настроить критерии фильтрации. Удачного кодирования!
Версия 2. Запускаем приложение. Получаем результат:
Сейчас в списке стран только реальные страны Мира, нет никаких агрегатов AGGREGATES. Кроме того, страны сгруппированы по географическим регионам region.
Что касается кода, то ChatGPT o3-mini справился прекрасно.
Добавляем численность населения population и ВВП gdp
Теперь мы хотим добавить численность населения population и ВВП gdp для каждой страны:
добавь численность населения |
В результате мы получаем рассуждения, которые длятся 25 секунд:
И вот их перевод:Обогащение данных Чтобы обогатить набор данных по странам данными о населении, ВВП и флаге, я использую API Всемирного банка. Население и ВВП берутся из определенных endpoints, а эмодзи флага выводится из кода страны. Оценка эффективности API Я рассматриваю либо отдельные вызовы для данных каждой страны, что требует больших затрат, либо массовый вызов indicator endpoint для оптимизации обработки путем объединения результатов. Расширение модели Я интегрирую поля Преобразование выбранных данных Я думаю о получении данных о населении Реализация многопоточных вызовов Объединение многопоточных выборок данных для населения Улучшение модели Я думаю о добавлении дополнительных свойств для населения Улучшение обработки данных Я думаю о том, следует ли добавлять дополнительные Настройка View Model Я помещаю данные о населении Управление данными Я настраиваю View Model для хранения данных о населении Улучшение обработки данных Я настраиваю View Model для управления данными о населении Обеспечение согласованности Использование id Точное сопоставление данных Обеспечение того, чтобы трехбуквенные ISO коды в структуре страны Эффективная организация данных Создание новых структур для данных о населении Точная “привязка” данных Я работаю над структурами для обработки данных о населении Обновление модели Я добавляю асинхронные Создание асинхронных функций Я совершенствую асинхронные Улучшение UI Я работаю над отображением населения Форматирование значений ВВП Я создаю основной |
Ниже приведен обновленный полный пример. В этой версии мы:
Получаем список «реальных» стран (фильтруя агрегаты “Aggregates”)
В многопоточном режиме получаем последние данные о населении (индикатор «SP.POP.TOTL») и ВВП (индикатор «NY.GDP.MKTP.CD») для каждой страны (используя данные за последний год, например, 2022)
Вычисляем эмодзи флага из двухбуквенного ISO кода страны
Отображаем флаг, название, население и ВВП каждой страны в списке (сгруппированном по регионам)
1. Модели данных Data Model
Мы используем ту же модель Country (декодирование из массива верхнего уровня) и добавляем расширение extension для преобразования флагов в эмодзи. Мы также определяем простые модели для ответов response индикаторов Indicator.
import Foundation
// MARK: - Models
// This struct is used to decode the top-level array.
// We ignore the first element (metadata) and then decode the second element as an array of Country.
struct CountryResponse: Codable {
let countries: [Country]
// Custom initializer to decode the top-level array.
init(from decoder: Decoder) throws {
var container = try decoder.unkeyedContainer()
// Decode (and ignore) the metadata.
_ = try container.decode(Meta.self)
// Now decode the countries array.
countries = try container.decode([Country].self)
}
}
// Metadata about the response (we don't use it in this sample).
struct Meta: Codable {
let page: Int
let pages: Int
let per_page: String
let total: Int
}
// The Country model - note that we use the "id" field from the API as the unique identifier.
struct Country: Codable, Identifiable {
// The API's "id" is the country code.
let id: String
let iso2Code: String
let name: String
let region: Category
let incomeLevel: Category
let lendingType: Category
let capitalCity: String
let longitude: String
let latitude: String
}
// A helper type for nested category fields (like region, incomeLevel, etc.)
struct Category: Codable {
let id: String
let value: String
}
//------
// MARK: - Indicator API Models
// Response to decode indicator data
struct IndicatorResponse: Codable {
let data: [IndicatorData]
init(from decoder: Decoder) throws {
var container = try decoder.unkeyedContainer()
_ = try container.decode(Meta.self)
data = try container.decode([IndicatorData].self)
}
}
struct IndicatorData: Codable {
let indicator: Indicator?
let country: IndicatorCountry?
let countryiso3code: String?
let date: String?
let value: Double?
let unit: String?
let obs_status: String?
let decimal: Int?
}
struct Indicator: Codable {
let id: String?
let value: String?
}
struct IndicatorCountry: Codable {
let id: String?
let value: String?
}
// MARK: - Flag Emoji Extension
extension String {
/// Converts a 2-letter country code into its corresponding flag emoji.
var flagEmoji: String {
self.uppercased().unicodeScalars.compactMap { scalar -> String? in
guard let flagScalar = UnicodeScalar(127397 + scalar.value) else { return nil }
return String(flagScalar)
}.joined()
}
}2. View Model
View Model теперь выбирает список стран countries, фильтрует агрегаты “Aggregates”,, а затем — используя async let — выбирает последние данные о населении population и ВВП gdp для всех стран из endpoint индикатора. Мы сохраняем эти значения в словарях (ключом к которым служит трехбуквенный код страны), чтобы View могло их найти.
import SwiftUI
class CountriesViewModel: ObservableObject {
@Published var countries: [Country] = []
// Group real countries by region.
@Published var groupedCountries: [String: [Country]] = [:]
// Indicator dictionaries: country id -> value
@Published var populationData: [String: Int] = [:]
@Published var gdpData: [String: Double] = [:]
@MainActor
func fetchCountries() async {
guard let url = URL(string: "https://api.worldbank.org/v2/country?format=json&per_page=300") else {
print("Invalid URL")
return
}
do {
let (data, _) = try await URLSession.shared.data(from: url)
let response = try JSONDecoder().decode(CountryResponse.self, from: data)
// Filter out non‑sovereign aggregates (assume region value "Aggregates" means not a real country)
let realCountries = response.countries.filter { $0.region.value != "Aggregates" }
self.countries = realCountries
groupedCountries = Dictionary(grouping: realCountries, by: { $0.region.value })
// Fetch population and GDP concurrently.
async let popResult = fetchPopulation()
async let gdpResult = fetchGDP()
_ = try await (popResult, gdpResult)
} catch {
print("Error fetching countries: \(error)")
}
}
// Fetch population (indicator "SP.POP.TOTL") for year 2022.
func fetchPopulation() async throws {
guard let url = URL(string: "https://api.worldbank.org/v2/country/all/indicator/SP.POP.TOTL?format=json&per_page=500&date=2022") else { return }
let (data, _) = try await URLSession.shared.data(from: url)
let decoded = try JSONDecoder().decode(IndicatorResponse.self, from: data)
var dict: [String: Int] = [:]
for item in decoded.data {
if let code = item.countryiso3code, let value = item.value {
dict[code] = Int(value)
}
}
await MainActor.run { self.populationData = dict }
}
// Fetch GDP (indicator "NY.GDP.MKTP.CD") for year 2022.
func fetchGDP() async throws {
guard let url = URL(string: "https://api.worldbank.org/v2/country/all/indicator/NY.GDP.MKTP.CD?format=json&per_page=500&date=2022") else { return }
let (data, _) = try await URLSession.shared.data(from: url)
let decoded = try JSONDecoder().decode(IndicatorResponse.self, from: data)
var dict: [String: Double] = [:]
for item in decoded.data {
if let code = item.countryiso3code, let value = item.value {
dict[code] = value
}
}
await MainActor.run { self.gdpData = dict }
}
}3. SwiftUI Views
В списке List теперь отображаются эмодзи флага каждой страны (вычисляется на основе двухбуквенного ISO кода), название, население population и ВВП gdp. Если значение недоступно, то отображается «N/A».
Основной View со списком List (сгруппирован по регионам):
import SwiftUI
struct ContentView: View {
@StateObject var viewModel = CountriesViewModel()
var body: some View {
NavigationView {
List {
ForEach(viewModel.groupedCountries.keys.sorted(), id: \.self) { region in
Section(header: Text(region)) {
if let countries = viewModel.groupedCountries[region] {
ForEach(countries) { country in
NavigationLink(destination: CountryDetailView(
country: country,
population: viewModel.populationData[country.id],
gdp: viewModel.gdpData[country.id])) {
HStack {
// Flag emoji from iso2Code
Text(country.iso2Code.flagEmoji)
.font(.largeTitle)
VStack(alignment: .leading) {
Text(country.name)
.font(.headline)
HStack {
if let
pop = viewModel.populationData[country.id] {
Text("Population: \(pop)")
} else {
Text("Population: N/A")
}
Spacer()
if let gdp = viewModel.gdpData[country.id] {
Text("GDP: \(gdp, specifier: "%.0f")")
} else {
Text("GDP: N/A")
}
}
.font(.subheadline)
.foregroundColor(.secondary)
}
}
}
}
}
}
}
}
.navigationTitle("World Countries")
.task {
await viewModel.fetchCountries()
}
}
}
}Detail View (с дополнительной информацией):
struct CountryDetailView: View {
let country: Country
let population: Int?
let gdp: Double?
var body: some View {
Form {
Section(header: Text("General")) {
HStack {
Text("Flag:")
Spacer()
Text(country.iso2Code.flagEmoji)
.font(.largeTitle)
}
HStack {
Text("Capital:")
Spacer()
Text(country.capitalCity)
}
HStack {
Text("Region:")
Spacer()
Text(country.region.value)
}
HStack {
Text("Income Level:")
Spacer()
Text(country.incomeLevel.value)
}
HStack {
Text("ISO Code:")
Spacer()
Text(country.iso2Code)
}
}
Section(header: Text("Indicators")) {
HStack {
Text("Population:")
Spacer()
if let pop = population {
Text("\(pop)")
} else {
Text("N/A")
}
}
HStack {
Text("GDP (USD):")
Spacer()
if let gdp = gdp {
Text("\(gdp, specifier: "%.0f")")
} else {
Text("N/A")
}
}
}
Section(header: Text("Location")) {
HStack {
Text("Latitude:")
Spacer()
Text(country.latitude)
}
HStack {
Text("Longitude:")
Spacer()
Text(country.longitude)
}
}
}
.navigationTitle(country.name)
}
}
Объяснение
Эмодзи флаг:
Расширение extension строки String преобразует двухбуквенный ISO код (например, «US») в соответствующий эмодзи флаг. Это используется как в списке List, так и в подробном CountryDetailView.
Население и ВВП:
Отдельные асинхронные async функции вызывают endpoints индикатора Всемирного банка для населения population и ВВП gdp за указанный год (в данном примере 2022). Результаты сохраняются в словарях, имеющих ключи по трехбуквенному коду страны.
(Этот подход по стилю похож на примеры использования URLSession с async/await
Отображение данных:
В главном списке List для каждой страны отображаются флаг, название, население и ВВП (если доступно). В подробном CountryDetailView отображаются те же данные вместе с дополнительными полями.
В этом примере показано, как обогатить список стран реальными данными о населении и ВВП вместе с флаговым эмодзи в виде флага. Удачного кодирования!
Версия 3. Запускаем приложение. Получаем результат:
Выдается ошибка:
Error fetching countries: typeMismatch(Swift.String, Swift.DecodingError.Context(codingPath: [_CodingKey(stringValue: "Index 0", intValue: 0), CodingKeys(stringValue: "per_page", intValue: nil)], debugDescription: "Expected to decode String but found number instead.", underlyingError: nil))
(Ошибка при выборке стран: typeMismatch(Swift.String, Swift.DecodingError.Context(codingPath: [_CodingKey(stringValue: "Index 0", intValue: 0), CodingKeys(stringValue: "per_page", intValue: nil)], debugDescription: "Ожидается декодирование строки String, но вместо этого найдено число.", underlyingError: nil))
Поэтому информация о численности населения Population и ВВП GDP показывается как N/A как в основном списке стран, так и в дополнительной информации о стране.
Это опять связано с декодированием метаданных индикатора endpoint Indicator.
У нас используется одна и та же Модель Meta для метаданных:
// Metadata about the response (we don't use it in this sample).
struct Meta: Codable {
let page: Int
let pages: Int
let per_page: String
let total: Int
Как для endpoint country при выборке стран:
struct CountryResponse: Codable {
let countries: [Country]
// Custom initializer to decode the top-level array.
init(from decoder: Decoder) throws {
var container = try decoder.unkeyedContainer()
// Decode (and ignore) the metadata.
_ = try container.decode(Meta.self)
// Now decode the countries array.
countries = try container.decode([Country].self)
}
}… так и для endpoint Indicator при выборке численности населения и ВВП:
// MARK: - Indicator API Models
// Response to decode indicator data
struct IndicatorResponse: Codable {
let data: [IndicatorData]
init(from decoder: Decoder) throws {
var container = try decoder.unkeyedContainer()
_ = try container.decode(Meta.self)
data = try container.decode([IndicatorData].self)
}
}Но судя по ошибке и просмотру “живых” JSON данных для численности населения, мы видим, что per_page в метаданных indicator является НЕ String, a число Int ):
Все ИИ плохо работают с неаккуратно спроектированными человеком структурами.
И в этой ситуации ChatGPT удивила очень интересным решением.
Корректируем полe “per_page” в Индикаторе
Давайте сообщим об этом ChatGPT o3-mini:
В |
В результате мы получаем рассуждения, которые длятся 10 секунд:
Вот их перевод:Устранение несоответствий ТИПов Я работаю над несоответствиями между 'per_page' как Создание универсального ТИПа Я разрабатываю Разработка решений Я собираю воедино пользовательский ТИП Повышение гибкости данных Я создаю сообщение для устранения несоответствия в " Разработка решения Я разрабатываю ТИП |
Когда API возвращает одно и то же поле, используя разные ТИПы (например, «per_page» как String в одном ответе response и как Int в другом), хорошим подходом является создание пользовательского ТИПа, который может декодировать любой из них. Например, вы можете определить ТИП (здесь он называется FlexibleInt), который пытается декодировать Int напрямую, а если это не удается, пытается декодировать String, а затем преобразовать его в Int. Затем вы используете этот ТИП в своей модели Meta.
Ниже приведен пример:
import Foundation
// A type that decodes either an Int or a String convertible to an Int.
struct FlexibleInt: Codable {
let value: Int
init(from decoder: Decoder) throws {
let container = try decoder.singleValueContainer()
if let intValue = try? container.decode(Int.self) {
self.value = intValue
} else if let stringValue = try? container.decode(String.self),
let intValue = Int(stringValue) {
self.value = intValue
} else {
throw DecodingError.dataCorruptedError(
in: container,
debugDescription: "Expected Int or String convertible to Int"
)
}
}
func encode(to encoder: Encoder) throws {
var container = encoder.singleValueContainer()
try container.encode(value)
}
}
// Update the Meta model to use FlexibleInt for per_page.
struct Meta: Codable {
let page: Int
let pages: Int
let per_page: FlexibleInt // now flexible
let total: Int
}Теперь, как в CountryResponse, так и в IndicatorDataResponse (или любом другом ответе response, который использует объект Meta), вы можете использовать этот же ТИП Meta. Такой подход гарантирует, что независимо от того, возвращает ли API «per_page» как строку String или как целое число Int, ваш код сможет декодировать его согласованно.
Объяснение
FlexibleInt:
Пользовательский ТИП сначала пытается декодировать как Int. Если это не удается, он декодирует String и преобразует его в Int. Если ни то, ни другое не работает, он выдает ошибку.
Модель Мeta:
Вместо того, чтобы определять "per_page" как фиксированный ТИП (Int или String), мы определяем его как FlexibleInt. Это позволяет использовать одну и ту же модель для обеих endpoints, где API возвращает другой ТИП для этого поля.
Это решение позволяет вашим моделям быть устойчивыми к небольшим несоответствиям API.
Версия 4. Запускаем приложение. Получаем результат:
Приложение отлично работает - ошибок нет, но есть предупреждения:
Избавляемся от предупреждений
Давайте попросим ChatGPT o3-mini разобраться с этими предупреждениями:
ТИП, который “выводится из контекста” для константы ‘popResult’, это ‘()’, что может быть неожиданным. ТИП, который “выводится из контекста” для константы ‘gdpResult’, это ‘()’, что может быть неожиданным. |
В результате мы получаем рассуждения, которые длятся 13 секунд:
Вот их перевод:Оценка выходных данных функций Я собираю информацию о том, что fetchPopulation() и fetchGDP() возвращают Void. Это, в свою очередь, приводит к тому, что popResult и gdpResult имеют ТИП (), что неожиданно. Пришло время переосмыслить подход. Возвращаясь к многопоточности Я уточняю, как обрабатывать асинхронные async функции, сравнивая последовательные вызовы с try await против async let. Последовательные вызовы могут упростить обработку ТИПов и сократить количество ошибок. Оценка вариантов Я планирую различные способы одновременного вызова асинхронных async функций. Использование try await с ThrowingTaskGroup(of:) кажется самым простым и эффективным решением. Управление многопоточностью Я выясняю, как использовать асинхронные async функции и одновременно await их с помощью try await. Такой подход управляет ожидаемыми ТИПами и поддерживает эффективность обработки. Баланс многопоточности Я работаю над вариантами многопоточных асинхронных async вызовов функций, рассматривая передовой опыт для обеспечения эффективности и соответствия ожидаемым ТИПам. Хм, дайте подумать: эффективная многопоточность — это ключ. Выбор решения Я рассматриваю возможность удаления назначений для асинхронных функций, чтобы избежать предупреждений. Явные аннотации ТИПов или подчеркивания _ могут помочь. Такой подход может упростить процесс. Разбор многопоточности Я работаю над асинхронными вызовами функций, чтобы оптимизировать многопоточность. Явные аннотации ТИПов или подчеркивания _ могут помочь избежать предупреждений и обеспечить плавную обработку возвращаемых типов Void. Выравнивание возвращаемых значений функций Я гарантирую, что асинхронные вызовы функций соответствуют ожиданиям ТИПа Void. Явные аннотации ТИПов или подчеркивания _ помогают избежать предупреждений, улучшая процесс кодирования. |
Предупреждение появляется, потому что ваши асинхронные async функции возвращают Void, поэтому привязка async let выводит из контекста” ТИП () (Void). Чтобы убрать предупреждение, вы можете явно аннотировать ТИП как Void или просто await их, не пытаясь захватить значение, которое вам не нужно. Например, обновите свой код следующим образом:
// In your fetchCountries() method
async let popResult: Void = fetchPopulation()
async let gdpResult: Void = fetchGDP()
try await popResult
try await gdpResultВ качестве альтернативы, если результаты вас вообще не интересуют, вы можете просто вызывать их последовательно:
try await fetchPopulation()
try await fetchGDP()Использование явных аннотаций ТИПов (как в первом примере) дает понять, что вы ожидаете Void, и устраняет предупреждение “inferred type ()” («выведенный из контекста ТИП - ()»).
Используем второй альтернативный способ.
// Fetch population and GDP concurrently.
// async let popResult = fetchPopulation()
// async let gdpResult = fetchGDP()
try await fetchPopulation()
try await fetchGDP()У нас есть еще предупреждения:
Давайте попросим ChatGPT o3-mini разобраться с этими предупреждениями:
ссылка на захваченную переменную var 'dict' в многопоточном коде, это ошибка в режиме Swift 6 |
В результате мы получаем рассуждения, которые длятся 17 секунд:
Вот их перевод:Устранение ошибки многопоточности Довольно интересно, что Swift 6 отмечает проблемы с изменяемыми переменными в многопоточном коде. Чтобы исправить это,сделайте назначение локальным переменным в асинхронных замыканиях, обеспечивая неизменяемость. Исследование проблем многопоточности Я проверяю, является ли предупреждение Swift 6 о захвате переменной var 'dict' в многопоточном замыкании действительным. Проблема возникает во время выполнения блока MainActor.run, который захватывает изменяемую переменную 'dict'. Смягчение изменяемости Хм, я думаю сделать 'dict' неизменяемой переменной или скопировать её перед замыканием. Мы выполним назначение переменной за пределами замыкания, что безопасно и безошибочно. Swift 6 заставляет применять эти передовые практики. |
Эта ошибка обычно возникает, когда изменяемая переменная (например, ваш локальный словарь 'dict') захватывается многопоточное замыкание. Один из способов исправить это — создать неизменяемую копию (константу let) словаря после того, как вы закончите его сборку, а затем использовать ее в замыкании MainActor. Например, обновите свои функции следующим образом:
func fetchPopulation() async throws {
guard let url = URL(string: "https://api.worldbank.org/v2/country/all/indicator/SP.POP.TOTL?format=json&per_page=500&date=2022") else { return }
let (data, _) = try await URLSession.shared.data(from: url)
let decoded = try JSONDecoder().decode(PopulationDataResponse.self, from: data)
var dict: [String: Int] = [:]
for item in decoded.data {
if let code = item.countryiso3code, let value = item.value {
dict[code] = Int(value)
}
}
// Create an immutable copy before passing it to MainActor
let result = dict
await MainActor.run {
self.populationData = result
}
}
func fetchGDP() async throws {
guard let url = URL(string: "https://api.worldbank.org/v2/country/all/indicator/NY.GDP.MKTP.CD?format=json&per_page=500&date=2022") else { return }
let (data, _) = try await URLSession.shared.data(from: url)
let decoded = try JSONDecoder().decode(GDPDataResponse.self, from: data)
var dict: [String: Double] = [:]
for item in decoded.data {
if let code = item.countryiso3code, let value = item.value {
dict[code] = value
}
}
let result = dict
await MainActor.run {
self.gdpData = result
}
}Объяснение
Неизменяемая копия: после создания вашего изменяемого словаря (
dict) назначьте его константе(let result = dict). Это гарантирует, что замыкание, переданное вMainActor.run, захватит неизменяемое значение, что безопасно в многопоточных контекстах.Замыкание
MainActor.run: теперь замыкание используетresult(константуlet) для обновления вашего@Publishedсвойства, избегая ошибки многопоточности.
Это должно устранить ошибку «reference to capture var 'dict'» в Swift 6 режиме.
Если я нахожусь в режиме Swift 5:
… то предупреждения исчезли:
Swift 6 concurrency
Но если я переключусь в Swift 6 режим:
То вернутся не просто предупреждения, a ошибки, поскольку в режиме Swift 6 strict concurrency на уровне компиляции обнаруживаются ошибки, связанные с “гонкой данных” (data races):
Давайте сообщим об этих ошибках ChatGPT o3-mini:
Посылка «self» рискует вызвать гонку данных в коде self.populationData = result } в режиме Swift 6 |
В результате мы получаем рассуждения, которые длятся 6 секунд:
Вот их перевод:Управление гонками данных Я изучаю обработку «self» в actor-изолированных замыканиях, чтобы избежать “гонок данных” (data races). Обеспечение надлежащей изоляции «self», особенно в fetchCountries, является ключевым фактором. Определение лучшей настройки Чтобы обеспечить безопасное назначение «self» в fetchCountries, маркировка всей View Model как @MainActor является многообещающим вариантом. Это эффективно предотвращает “гонки данных” (data races). Обеспечение безопасности данных Чтобы избежать “гонок данных” (data races), я рекомендую маркировать весь View Model класс class как @MainActor. Этот метод сохраняет «self» изолированным как MainActor, гарантируя безопасность обновлений свойств. Сделаем акцент на изоляции Хорошо, дайте-ка подумать. Маркировка всей View Model как @MainActor гарантирует, что свойства изолированы как MainActor, избегая “гонок данных” (data races) без необходимости захватывать «self» внутри MainActor.run. |
Распространенное решение — убедиться, что ваша View Model уже изолирована как MainActor, чтобы вам не пришлось захватывать self внутри блока MainActor.run. Другими словами, пометьте свою View Model с помощью @MainActor. Например:
import SwiftUI
@MainActor
class CountriesViewModel: ObservableObject {
@Published var countries: [Country] = []
@Published var groupedCountries: [String: [Country]] = [:]
@Published var populationData: [String: Int] = [:]
@Published var gdpData: [String: Double] = [:]
func fetchCountries() async {
guard let url = URL(string: "https://api.worldbank.org/v2/country?format=json&per_page=300") else {
print("Invalid URL")
return
}
do {
let (data, _) = try await URLSession.shared.data(from: url)
let response = try JSONDecoder().decode(CountryResponse.self, from: data)
// Filter out aggregates
let realCountries = response.countries.filter { $0.region.value != "Aggregates" }
self.countries = realCountries
self.groupedCountries = Dictionary(grouping: realCountries, by: { $0.region.value })
// Fetch population and GDP concurrently.
try await fetchPopulation()
try await fetchGDP()
} catch {
print("Error fetching countries: \(error)")
}
}
// Fetch Population (indicator "SP.POP.TOTL")
func fetchPopulation() async throws {
guard let url = URL(string: "https://api.worldbank.org/v2/country/all/indicator/SP.POP.TOTL?format=json&per_page=500&date=2022") else { return }
let (data, _) = try await URLSession.shared.data(from: url)
let decoded = try JSONDecoder().decode(PopulationDataResponse.self, from: data)
var dict: [String: Int] = [:]
for item in decoded.data {
if let code = item.countryiso3code, let value = item.value {
dict[code] = Int(value)
}
}
// Since self is already isolated to the main actor, assign directly.
self.populationData = dict
}
// Fetch GDP (indicator "NY.GDP.MKTP.CD")
func fetchGDP() async throws {
guard let url = URL(string: "https://api.worldbank.org/v2/country/all/indicator/NY.GDP.MKTP.CD?format=json&per_page=500&date=2022") else { return }
let (data, _) = try await URLSession.shared.data(from: url)
let decoded = try JSONDecoder().decode(GDPDataResponse.self, from: data)
var dict: [String: Double] = [:]
for item in decoded.data {
if let code = item.countryiso3code, let value = item.value {
dict[code] = value
}
}
self.gdpData = dict
}
}Зачем использовать @MainActor?
Отмечая свою View Model с помощью @MainActor, вы гарантируете, что все свойства и функции в ней будут выполняться на MainActor. Таким образом, когда вы обновляете свои @Published свойства (например, populationData или gdpData), вы уже находитесь в основном потоке (main thread) и вам не нужно беспокоиться о захвате self в замыкании MainActor.run, что в Swift 6 может привести к “гонкам данных”(data races), если self НЕ изолирован.
Такой подход должен устранить предупреждение или сообщение об ошибке о “гонке данных” (data races), одновременно гарантируя безопасное обновление self на MainActor.
Версия 5. Запускаем приложение. Получаем результат:
Есть небольшая задержка в появлении данных на экране, которая, возможно, связана с @MainActor.
Все fetch функции выполняем на background
Давайте попробуем все fetch функции выполнить на background.
Как запустить функцию |
В результате мы получаем рассуждения, которые длятся 6 секунд:
Вот их перевод:Обработка сетевых вызовов Хорошо, дайте подумать. Задача заключается в управлении функцией fetch в View Model, которая является @MainActor, гарантируя, что обновления UI находятся в основном потоке, а сетевые вызовы — в фоновом потоке. Размышляя о фоновом выполнении Мне интересно, как nonisolated методы в классе @MainActor могут работать в фоновом режиме. Интересно, что маркировка их как nonisolated позволяет это сделать. Управление nonisolated методами Я рассматриваю возможность использования nonisolated методов для таких задач, как выборка данных и их декодирование. Просто предостерегаю от доступа к состоянию или обновлению UI из этих методов, чтобы сохранить actor изоляцию. Навигация по nonisolated функции Я думаю о том, чтобы маркировать функции как nonisolated в классе @MainActor, гарантируя, что обновления self будут на MainActor, избегая при этом прямого доступа к MainActor изолированным состояниям. Балансировка выполнения Я разбираюсь, как маркировка методов как nonisolated в классе @MainActor позволяет выполнять фоновое выполнение без прямого доступа к свойствам, MainActor изолированным. Обеспечение безопасного потока данных Отмечая fetch функции как nonisolated в классе @MainActor, я гарантирую, что они будут работать в фоновых потоках. Прямой доступ к MainActor свойствам не допускается; должны возвращаться только вычисленные значения. Обеспечение безопасных обновлений Я отмечаю, что nonisolated функции в классе @MainActor должны возвращать только вычисленные значения, а обновления должны выполняться безопасно на MainActor для поддержания принципов потокобезопасности и изоляции. |
Ниже приведен пример View Model, которая помечена @MainActor (чтобы ее @Published свойства безопасно обновлялись в основном потоке), но использует nonisolated фоновые функции для выполнения выборки из сети и декодирования. Эти nonisolated функции возвращают выбранные данные, а не обновляют состояние напрямую. Затем MainActor функция loadCountries ожидает await эти результаты и обновляет состояние UI.
@MainActor
class CountriesViewModel: ObservableObject {
@Published var countries: [Country] = []
// Group real countries by region.
@Published var groupedCountries: [String: [Country]] = [:]
// Indicator dictionaries: country id -> value
@Published var populationData: [String: Int] = [:]
@Published var gdpData: [String: Double] = [:]
func loadCountries() async {
do {
// This network call runs off the background thread.
let fetchedCountries = try await fetchCountriesInBackground()
// Now update the UI on the main actor
countries = fetchedCountries
groupedCountries = Dictionary(grouping: fetchedCountries,
by: { $0.region.value })
// Fetch population and GDP concurrently.
// This network call runs off the background thread.
async let popResult = fetchPopulation()
async let gdpResult = fetchGDP()
let (pop, gdp) = try await (popResult, gdpResult)
// Now update the UI on the main actor
self.populationData = pop
self.gdpData = gdp
} catch {
print("Error fetching countries: \(error)")
}
}
nonisolated private func fetchCountriesInBackground() async throws -> [Country] {
guard let url = URL(string: "https://api.worldbank.org/v2/country?format=json&per_page=300") else {
throw URLError(.badURL)
}
let (data, _) = try await URLSession.shared.data(from: url)
let response = try JSONDecoder().decode(CountryResponse.self, from: data)
// Filter out aggregates here if desired.
return response.countries.filter { $0.region.value != "Aggregates" }
}
// Fetch population (indicator "SP.POP.TOTL") for year 2022.
nonisolated private func fetchPopulation() async throws -> [String: Int] {
guard let url = URL(string: "https://api.worldbank.org/v2/country/all/indicator/SP.POP.TOTL?format=json&per_page=500&date=2022") else { return [:]}
let (data, _) = try await URLSession.shared.data(from: url)
let decoded = try JSONDecoder().decode(IndicatorResponse.self, from: data)
var dict: [String: Int] = [:]
for item in decoded.data {
if let code = item.countryiso3code, let value = item.value {
dict[code] = Int(value)
}
}
return dict
}
// Fetch GDP (indicator "NY.GDP.MKTP.CD") for year 2022.
nonisolated private func fetchGDP() async throws -> [String: Double]{
guard let url = URL(string: "https://api.worldbank.org/v2/country/all/indicator/NY.GDP.MKTP.CD?format=json&per_page=500&date=2022") else { return [:]}
let (data, _) = try await URLSession.shared.data(from: url)
let decoded = try JSONDecoder().decode(IndicatorResponse.self, from: data)
var dict: [String: Double] = [:]
for item in decoded.data {
if let code = item.countryiso3code, let value = item.value {
dict[code] = value
}
}
return dict
}
}Как это работает:
nonisolatedфункции:
Функции
fetchCountriesInBackground(),fetchPopulation() иfetchGDP() помечены какnonisolated, поэтому они могут работать в фоновом потоке. Они выполняют сетевые вызовы и декодирование JSON без доступа к какому-либо изолированному состоянию@MainActor.
loadCountries()наMainActor:
Функция
loadCountries()— это функция@MainActor, которая вызывает этиnonisolatedфункции (используяawait). После завершения фоновой работы она обновляет@Publishedсвойства (например, страныcountries,groupedCountriesи т. д.) наMainActor.
Многопоточная выборка:
Данные о населении и ВВП выбираются одновременно с помощью синтаксиса
async let,а их результаты ожидаютсяawaitвместе.
Этот шаблон четко отделяет тяжелую работу по выборке из сети/декодированию (выполняемую вне основного потока) от обновлений UI (которые должны выполняться на MainActor). Удачного кодирования!
Версия 6. Запускаем приложение.
Получаем результат:
Это все, что мы можем сделать с многопоточностью.
Добавляет карту страны
Покажи страну на карте в CountryDetailView |
В результате мы получаем рассуждения, которые длятся 8 секунд:
Вот их перевод:Обновление View Я интегрирую MapKit View в CountryDetailView с помощью SwiftUI. Это включает import MapKit, преобразование широты latitude и долготы longitude страны в Doubles и настройку координат региона. Улучшение отображения Я добавляю новый раздел Section в CountryDetailView для отображения карты. Это включает инициализацию координат региона с широтой latitude и долготой longitude страны country и включение маркера MapMarker для подсвечивания местоположения столицы страны на карте. Обеспечение географической точности Я убеждаюсь, что широта latitude и долгота longitude правильно преобразованы в Double для MapKit. Затем я проверяю модель данных на предмет правильной обработки ТИПов данных и создания аннотаций на карты. Установка границ территории Я определяю View Map(coordinateRegion: $region, annotationItems: [country]) с координатами региона, центрированного на широте latitude и долготе longitude страны, обеспечивая точность представления географических данных. |
Ниже приведена обновленная версия CountryDetailView, которая добавляет View Map, показывающее местоположение страны. В этом примере мы создаем MKCoordinateRegion (используя широту и долготу из модели Country, которые хранятся в виде строк String), а затем отображаем карту с маркером в этом месте. Мы добавляем этот новый раздел Section “Map” (“Карта”) в форму Form под другими разделами Section.
Обязательно импортируйте import MapKit в свой файл.
import SwiftUI
import MapKit
struct CountryDetailView: View {
let country: Country
let population: Int?
let gdp: Double?
// Create a region state from the country's latitude/longitude.
@State private var region: MKCoordinateRegion
init(country: Country, population: Int?, gdp: Double?) {
self.country = country
self.population = population
self.gdp = gdp
// Convert latitude/longitude strings to Double.
let lat = Double(country.latitude) ?? 0.0
let lon = Double(country.longitude) ?? 0.0
_region = State(initialValue: MKCoordinateRegion(
center: CLLocationCoordinate2D(latitude: lat, longitude: lon),
span: MKCoordinateSpan(latitudeDelta: 10, longitudeDelta: 10)
))
}
var body: some View {
Form {
Section(header: Text("General")) {
HStack {
Text("Flag:")
Spacer()
Text(country.iso2Code.flagEmoji)
.font(.largeTitle)
}
HStack {
Text("Capital:")
Spacer()
Text(country.capitalCity)
}
}
Section(header: Text("Map")) {
// Display the map with a marker for the country.
Map(coordinateRegion: $region, annotationItems: [country]) { country in
// For annotation, convert the coordinate strings to Double.
let lat = Double(country.latitude) ?? 0.0
let lon = Double(country.longitude) ?? 0.0
return MapMarker(coordinate:
CLLocationCoordinate2D(latitude: lat, longitude: lon))
}
.frame(height: 300)
.clipShape(RoundedRectangle(cornerRadius: 10))
}
Section(header: Text("Indicators")) {
HStack {
Text("Population:")
Spacer()
if let pop = population {
Text("\(pop)")
} else {
Text("N/A")
}
}
HStack {
Text("GDP (USD):")
Spacer()
if let gdp = gdp {
Text("\(gdp, specifier: "%.0f")")
} else {
Text("N/A")
}
}
}
}
.navigationTitle(country.name)
}
}Объяснение
Импорт
import MapKit:
Мы импортируем import MapKit для использования SwiftUI View карты Map и соответствующих ТИПов.
Координаты региона:
В инициализаторе init мы преобразуем широту latitude и долготу longitude страны country (которые хранятся в виде строк String) в значения Double. Они используются для создания начального MKCoordinateRegion с диапазоном (latitudeDelta и longitudeDelta), который определяет уровень масштабирования на карте.
Раздел карты Map Section:
Добавлен новый раздел Section с заголовком «Map». Map View ограничено состоянием region. Мы предоставляем массив [country], содержащий одну страну country, в качестве annotationItems, чтобы MapMarker отображался в координатах этой страны.
Это обновление отображает местоположение страны на карте в подробном View.
Версия 7. Запускаем приложение - получаем результат:
Всё прекрасно работает, но у нас есть предупреждения:
init(coordinateRegion:, interactionModes: ) was deprecated in iOS 17.0, use Map initializers that use MapContentBuilder instead.
(init(coordinateRegion:, interactionModes: ) устарел в iOS 17.0, вместо этого используйте инициализаторы Map с MapContentBuilder.)
MapMarker was deprecated in iOS 17.0, use Marker along with Map initializers that use MapContentBuilder instead.
(MapMarker устарел в iOS 17.0, вместо него используйте Marker вместе с Map инициализаторами c MapContentBuilder.)
Обновление SwiftUI Map для iOS 17
init(coordinateRegion:, interactionModes: ) устарел в iOS 17.0, вместо этого используйте инициализаторы Map с MapContentBuilder. MapMarker устарел в iOS 17.0, вместо него используйте Marker вместе с Map инициализаторами c MapContentBuilder. |
В результате мы получаем рассуждения, которые длятся 8 секунд:
Вот их перевод:Рассмотрение MapCameraPosition С новыми изменениями API в iOS 17 вместо старого MapPosition теперь используется новый MapCameraPosition. Это предполагает переход к более ориентированной на камеру обработке Map Views. Я припоминаю, что MapCameraPosition конкретно описывает положение камеры, что, по-видимому, является альтернативой устаревшим методам. Я должен подтвердить детали, но это определенно новый подход API, представленный в iOS 17. Обновление до MapCameraPosition В iOS 17 новый API карт Map в SwiftUI включает MapCameraPosition, заменяя старый MapPosition. Для этого требуются обновления кода. Мне нужно обеспечить использование инициализатора Map(cameraPosition: Binding<MapCameraPosition>). Новая структура MapCameraPosition включает такие свойства, как центр камеры, наклон, направление, высота и т. д. Я думаю, что обновленный код должен правильно использовать MapCameraPosition, инициализируя его с координатами coordinates и другими параметрами. После установки мы можем привязать его к карте и включить маркеры. Позвольте мне еще раз проверить детали. |
Ниже представлена обновленная версия CountryDetailView, которая использует новый MapCameraPosition iOS 17. В этом примере мы используем новую @State переменную var position: MapCameraPosition. Затем мы передаем эту позицию position в новый инициализатор карты Map (position: $position). Маркер Marker также используется с его обязательными параметрами.
Убедитесь, что вы компилируете с помощью Xcode 15 (или более поздней версии), а ваш deployment target установлен на iOS 17 или более позднюю версию.
код CountryDetailView:import MapKit
struct CountryDetailView: View {
let country: Country
let population: Int?
let gdp: Double?
// Use the new state property for the map's position.
@State private var position: MapCameraPosition
init(country: Country, population: Int?, gdp: Double?) {
self.country = country
self.population = population
self.gdp = gdp
// Convert latitude/longitude strings to Double.
let lat = Double(country.latitude) ?? 0.0
let lon = Double(country.longitude) ?? 0.0
// Initialize the MapPCameraPosition
_position = State(initialValue:.region(MKCoordinateRegion(
center: CLLocationCoordinate2D(latitude: lat, longitude: lon), span: MKCoordinateSpan(latitudeDelta: 10, longitudeDelta: 10)
)))
}
var body: some View {
Form {
Section(header: Text("General")) {
HStack {
Text("Flag:")
Spacer()
Text(country.iso2Code.flagEmoji)
.font(.largeTitle)
}
HStack {
Text("Capital:")
Spacer()
Text(country.capitalCity)
}
}
Section(header: Text("Map")) {
// Use the new iOS 17 Map initializer with a MapContentBuilder.
Map (position: $position){
// For annotation, convert the coordinate strings to Double.
let lat = Double(country.latitude) ?? 0.0
let lon = Double(country.longitude) ?? 0.0
Marker ("",coordinate: CLLocationCoordinate2D(latitude: lat, longitude: lon))
}
.frame(height: 300)
.clipShape(RoundedRectangle(cornerRadius: 10))
}
Section(header: Text("Indicators")) {
HStack {
Text("Population:")
Spacer()
if let pop = population {
Text("\(pop)")
} else {
Text("N/A")
}
}
HStack {
Text("GDP (USD):")
Spacer()
if let gdp = gdp {
Text("\(gdp, specifier: "%.0f")")
} else {
Text("N/A")
}
}
}
}
.navigationTitle(country.name)
}
}Объяснение
MapCameraPosition:
Мы создаем @State свойство с именем cameraPosition ТИПа MapCameraPosition. В инициализаторе мы преобразуем широту и долготу страны (представленные как строки String) в CLLocationCoordinate2D. Затем мы инициализируем камеру с этим центром, а также высотой (уровнем масштабирования), углом наклона и направлением.
Инициализатор карты
Map:
Новый инициализатор iOS 17 Map(cameraPosition: $cameraPosition) { … } принимает привязку к MapCameraPosition и использует хвостовое замыкание для определения содержимого карты. В этом случае мы размещаем Marker в нужном месте.
Маркер
Marker:
Инициализатору Marker теперь требуются координаты coordinate и параметр положения position (мы используем .automatic).
Это переработанное View использует MapCameraPosition, чтобы камерой вашей карты Map можно было управлять с помощью нового API iOS 17. Удачного кодирования!
У нас нет предупреждений и ошибок компиляции.
Версия 8. Запускаем приложение - Получаем результат:
Местоположение столицы страны на карте
Но надо сказать, что географические координаты широта latitude и долгота longitude в структуре struct Country, полученные с помощью API Всемирного Банка и соответствующие стране Country, соответствуют местоположению, близкому к расположению столицы страны capitalCity, но не точному её местоположению:
// The Country model - note that we use the "id" field from the API as the unique identifier.
struct Country: Codable, Identifiable {
// The API's "id" is the country code.
let id: String
let iso2Code: String
let name: String
let region: Category
let incomeLevel: Category
let lendingType: Category
let capitalCity: String
let longitude: String // широта
let latitude: String // долгота
}Давайте получим координаты точного местоположения столицы и покажем столицу на карте:
Добавь на карту маркер Marker столицы страны |
В результате мы получаем рассуждения, которые длятся 10 секунд:
Вот их перевод:Уточнение информации о маркере Marker столицы Итак, пользователь хочет добавить маркер Marker на карту Map для столицы страны. CountryDetailView уже имеет маркер Marker в центре страны с использованием положения камеры, но теперь нам нужен еще один маркер Marker для столицы. Проблема в том, что модель Country содержит только строку String для столицы «capitalCity» (название города), а не координаты coordinates (широта latitude и долгота longitude), необходимые для маркера Marker. Я думаю, нам нужно будет уточнить, где получить эти координаты coordinates — предоставляет ли их API Всемирного банка или нам нужен другой источник? Рассматриваем маркер Marker для столицы на карте Map Модель Country имеет координату (широта latitude и долгота longitude) для центра страны, а свойство «capitalCity» — это просто строка String с названием города, а не координаты. Это означает, что мне нужно получить координаты для столицы, но API их не предоставляет. Вариант первый: я мог бы использовать geocode для названия столицы, хотя это асинхронно и требует вызова геокодирования geocode. Вариант второй: предположим, что столица является центром страны, но это может быть неточно. Последнее может потребовать добавления решения геокодирования, например CLGeocoder. Геокодирование маркера Marker столицы API Всемирного банка предоставляет название столицы capitalCity, но не ее координаты, поэтому геокодирование необходимо для получения ее положения, которое будет выполнено асинхронно. Если данные недоступны, я мог бы предположить, что столица находится в центре страны, хотя это не всегда точно. Для реализации я мог бы показать, как использовать CLGeocoder для получения координат столицы. В примере я предлагаю добавить переменную состояния capitalCoordinate и использовать .task для вызова геокодирования внутри View с резервным вариантом отображения маркера Marker центра страны , если геокодирование не удается или столица для данной страны отсутствует. |
Ниже приведена обновленная версия CountryDetailView, которая добавляет второй маркер Marker для столицы страны country. В этом примере мы используем новый API карт Map iOS 17 с MapCameraPosition для управления камерой карты и добавляем два маркера:
Маркер в центре страны (с широтой
latitude/долготыlongitudeстраныcountry) иМаркер для столицы. Поскольку API Всемирного банка предоставляет только название столицы
capitalCity, мы используемCLGeocoderдля асинхронного получения ее координат. (Обязательно импортируйтеimport CoreLocation.)
Если геокодирование столицы прошло успешно, маркер добавляется с меткой Label, указывающей название столицы.
import SwiftUI
import MapKit
import CoreLocation
struct CountryDetailView: View {
let country: Country
let population: Int?
let gdp: Double?
// Use MapCameraPosition to control the camera.
@State private var position: MapCameraPosition
// Will hold the capital city coordinate after geocoding.
@State private var capitalCoordinate: CLLocationCoordinate2D? = nil
init(country: Country, population: Int?, gdp: Double?) {
self.country = country
self.population = population
self.gdp = gdp
// Convert the country's latitude/longitude (as Strings) to a coordinate.
let lat = Double(country.latitude) ?? 0.0
let lon = Double(country.longitude) ?? 0.0
let center = CLLocationCoordinate2D(latitude: lat, longitude: lon)
_position = State(initialValue:.region(MKCoordinateRegion( center: center,
span: MKCoordinateSpan(latitudeDelta: 10, longitudeDelta: 10)
)))
}
var body: some View {
Form {
Section(header: Text("General")) {
HStack {
Text("Flag:")
Spacer()
Text(country.iso2Code.flagEmoji)
.font(.largeTitle)
}
HStack {
Text("Capital:")
Spacer()
Text(country.capitalCity)
}
}
Section(header: Text("Indicators")) {
HStack {
Text("Population:")
Spacer()
if let pop = population {
Text("\(pop)")
} else {
Text("N/A")
}
}
HStack {
Text("GDP (USD):")
Spacer()
if let gdp = gdp {
Text("\(gdp, specifier: "%.0f")")
} else {
Text("N/A")
}
}
}
Section(header: Text("Map")) {
// Use the new initializer that accepts a binding to MapCameraPosition.
Map(position: $cameraPosition) {
// Marker for the country's center.
let lat = Double(country.latitude) ?? 0.0
let lon = Double(country.longitude) ?? 0.0
// Marker for the country's center.
if country.capitalCity == "" {
Marker("\(country.name)", coordinate:
CLLocationCoordinate2D(latitude: lat, longitude: lon))
}
// If the capital city's coordinate is available, add a marker.
if let capitalCoordinate = capitalCoordinate {
Marker(coordinate: capitalCoordinate, position: .automatic) {
// Use a Label to indicate the capital city.
Label("Capital: \(country.capitalCity)",
systemImage: "building.columns")
}
}
}
.frame(height: 300)
.task {
await geocodeCapital()
}
}
}
.navigationTitle(country.name)
}
// Geocode the capital city name to obtain its coordinates.
nonisolated func geocodeCapital() async {
let geocoder = CLGeocoder()
do {
let placemarks = try await geocoder.geocodeAddressString(country.capitalCity)
if let location = placemarks.first?.location {
await MainActor.run {
capitalCoordinate = location.coordinate
}
}
} catch {
print("Error geocoding capital city: \(error)")
}
}
}Объяснение
Map и Camera:
Мы инициализируем MapCameraPosition, используя широту latitude и долготу longitude страны country. Этот новый API iOS 17 позволяет нам управлять камерой через эту привязку.
Два маркера:
• Первый маркер Marker размещается в центре камеры (представляя координаты страны).
• Второй маркер Marker добавляется только в том случае, если координаты столицы coordinates получены с помощью геокодирования. Мы используем новый инициализатор маркера Marker, который принимает метку Label с параметром position: .automatic, чтобы позволить SwiftUI автоматически позиционировать маркер.
Геокодирование столицы:
В модификаторе .task в разделе Section карты Map мы вызываем geocodeCapital(). Эта функция использует CLGeocoder для асинхронного геокодирования названия столицы. В случае успеха она обновляет переменную состояния capitalCoordinate, что, в свою очередь, заставляет View добавлять маркер Marker.
Это решение использует новый API карт из iOS 17 (включая MapCameraPosition и Marker) и добавляет дополнительный маркер Marker для столицы. Удачного кодирования!
запускай geocodeCapital() в фоновом режиме. |
В результате мы получаем рассуждения, которые длятся 7 секунд:
Вот их перевод:Запуск geocodeCapital() в фоновом режиме Пользователь хочет запустить geocodeCapital() в фоновом потоке. Сейчас мы используем CLGeocoder с асинхронным API и начиная с iOS 16 доступен асинхронный метод geocodeAddressString. Чтобы запустить geocodeCapital() в фоновом режиме, я мог бы обернуть его в Task.detached или пометить как nonisolated и вызвать его оттуда. Поскольку мы находимся в SwiftUI View, оно по умолчанию запускается на MainActor. Запуск geocodeCapital() в фоновом режиме Чтобы запустить geocodeCapital() в фоновом потоке, я хочу использовать Task.detached для асинхронной обработки работы геокодирования. Однако, поскольку мне нужно обновить capitalCoordinate, который является свойством @State, я должен убедиться, что обновление UI происходит на MainActor. Итак, мой план — создать Task.detached для выполнения логики геокодирования, а затем использовать MainActor.run для обновления координат coordinate после получения результата. Но я буду осторожен с захватом self в Task.detached. |
Ниже представлена обновленная реализация вашей функции geocodeCapital(), которая запускает геокодирование в фоновом потоке с помощью Task.detached. В этой версии мы захватываем только необходимое значение (строку String capitalCity), чтобы Task.detached не захватывала self без необходимости. После завершения фоновой работы мы обновляем capitalCoordinate на MainActor.
func geocodeCapital() async {
// Capture the capital city string so that the detached task doesn't capture self.
let capitalCity = country.capitalCity
let coordinate: CLLocationCoordinate2D? = await Task.detached { [capitalCity] in
let geocoder = CLGeocoder()
do {
let placemarks = try await geocoder.geocodeAddressString(capitalCity)
return placemarks.first?.location?.coordinate
} catch {
print("Error geocoding capital city: \(error)")
return nil
}
}.value
if let coordinate = coordinate {
await MainActor.run {
self.capitalCoordinate = coordinate
}
}
}Версия 9. Запускаем приложение - Получаем результат:
Заключение
ChatGPT o3-mini на настоящий момент является лучшим ИИ для iOS разработки.
В предложенной задаче разработки iOS приложения Countries он:
Без каких либо проблем справился с декодированием JSON данных
Использовал современную
async / awaitсистему работы с многопоточностьюПредложил несколько вариантов перехода на
Swift 6 strict concurrencyс помощью@MainActorи маркировки функций выборки какnonisolatedили использованияTask.detached.Сначала предложил старый Map API с
Map (coordinateRegion: $region, annotationItems: [country])иMapMaker, но после получения соответствующих предупреждений перешел на новый API cMap (position: $position)иMaker.Использовал
CLGeocoder()для получения более точных географических координат столицы страны иTask.detachedдля запуска в фоновом режиме.Рассуждения краткие, по делу и длятся от 1 до 25 секунд, среднее время 8 секунд.
Могу рекомендовать в качестве обучающего материала для iOS разработчиков.
-
07.09.23 16:24
CherryTeam
Cherry Team atlyginimų skaičiavimo programa yra labai naudingas įrankis įmonėms, kai reikia efektyviai valdyti ir skaičiuoti darbuotojų atlyginimus. Ši programinė įranga, turinti išsamias funkcijas ir patogią naudotojo sąsają, suteikia daug privalumų, kurie padeda supaprastinti darbo užmokesčio skaičiavimo procesus ir pagerinti finansų valdymą. Štai keletas pagrindinių priežasčių, kodėl Cherry Team atlyginimų skaičiavimo programa yra naudinga įmonėms: Automatizuoti ir tikslūs skaičiavimai: Atlyginimų skaičiavimai rankiniu būdu gali būti klaidingi ir reikalauti daug laiko. Programinė įranga Cherry Team automatizuoja visą atlyginimų skaičiavimo procesą, todėl nebereikia atlikti skaičiavimų rankiniu būdu ir sumažėja klaidų rizika. Tiksliai apskaičiuodama atlyginimus, įskaitant tokius veiksnius, kaip pagrindinis atlyginimas, viršvalandžiai, premijos, išskaitos ir mokesčiai, programa užtikrina tikslius ir be klaidų darbo užmokesčio skaičiavimo rezultatus. Sutaupoma laiko ir išlaidų: Darbo užmokesčio valdymas gali būti daug darbo jėgos reikalaujanti užduotis, reikalaujanti daug laiko ir išteklių. Programa Cherry Team supaprastina ir pagreitina darbo užmokesčio skaičiavimo procesą, nes automatizuoja skaičiavimus, generuoja darbo užmokesčio žiniaraščius ir tvarko išskaičiuojamus mokesčius. Šis automatizavimas padeda įmonėms sutaupyti daug laiko ir pastangų, todėl žmogiškųjų išteklių ir finansų komandos gali sutelkti dėmesį į strategiškai svarbesnę veiklą. Be to, racionalizuodamos darbo užmokesčio operacijas, įmonės gali sumažinti administracines išlaidas, susijusias su rankiniu darbo užmokesčio tvarkymu. Mokesčių ir darbo teisės aktų laikymasis: Įmonėms labai svarbu laikytis mokesčių ir darbo teisės aktų, kad išvengtų baudų ir teisinių problemų. Programinė įranga Cherry Team seka besikeičiančius mokesčių įstatymus ir darbo reglamentus, užtikrindama tikslius skaičiavimus ir teisinių reikalavimų laikymąsi. Programa gali dirbti su sudėtingais mokesčių scenarijais, pavyzdžiui, keliomis mokesčių grupėmis ir įvairių rūšių atskaitymais, todėl užtikrina atitiktį reikalavimams ir kartu sumažina klaidų riziką. Ataskaitų rengimas ir analizė: Programa Cherry Team siūlo patikimas ataskaitų teikimo ir analizės galimybes, suteikiančias įmonėms vertingų įžvalgų apie darbo užmokesčio duomenis. Ji gali generuoti ataskaitas apie įvairius aspektus, pavyzdžiui, darbo užmokesčio paskirstymą, išskaičiuojamus mokesčius ir darbo sąnaudas. Šios ataskaitos leidžia įmonėms analizuoti darbo užmokesčio tendencijas, nustatyti tobulintinas sritis ir priimti pagrįstus finansinius sprendimus. Pasinaudodamos duomenimis pagrįstomis įžvalgomis, įmonės gali optimizuoti savo darbo užmokesčio strategijas ir veiksmingai kontroliuoti išlaidas. Integracija su kitomis sistemomis: Cherry Team programinė įranga dažnai sklandžiai integruojama su kitomis personalo ir apskaitos sistemomis. Tokia integracija leidžia automatiškai perkelti atitinkamus duomenis, pavyzdžiui, informaciją apie darbuotojus ir finansinius įrašus, todėl nebereikia dubliuoti duomenų. Supaprastintas duomenų srautas tarp sistemų padidina bendrą efektyvumą ir sumažina duomenų klaidų ar neatitikimų riziką. Cherry Team atlyginimų apskaičiavimo programa įmonėms teikia didelę naudą - automatiniai ir tikslūs skaičiavimai, laiko ir sąnaudų taupymas, atitiktis mokesčių ir darbo teisės aktų reikalavimams, ataskaitų teikimo ir analizės galimybės bei integracija su kitomis sistemomis. Naudodamos šią programinę įrangą įmonės gali supaprastinti darbo užmokesčio skaičiavimo procesus, užtikrinti tikslumą ir atitiktį reikalavimams, padidinti darbuotojų pasitenkinimą ir gauti vertingų įžvalgų apie savo finansinius duomenis. Programa Cherry Team pasirodo esanti nepakeičiamas įrankis įmonėms, siekiančioms efektyviai ir veiksmingai valdyti darbo užmokestį. https://cherryteam.lt/lt/
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08.10.23 01:30
davec8080
The "Shibarium for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH. The Plot Thickens. Someone posted the actual transactions!!!! https://bscscan.com/tx/0xa846ea0367c89c3f0bbfcc221cceea4c90d8f56ead2eb479d4cee41c75e02c97 It seems the article is true!!!! And it's also FUD. Let me explain. Check this link: https://bscscan.com/token/0x5a752c9fe3520522ea88f37a41c3ddd97c022c2f So there really is a "Shibarium" token. And somebody did a rug pull with it. CONFIRMED. But the "Shibarium" token for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH.
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24.06.24 04:31
tashandiarisha
Web-site. https://trustgeekshackexpert.com/ Tele-Gram, trustgeekshackexpert During the pandemic, I ventured into the world of cryptocurrency trading. My father loaned me $10,000, which I used to purchase my first bitcoins. With diligent research and some luck, I managed to grow my investment to over $350,000 in just a couple of years. I was thrilled with my success, but my excitement was short-lived when I decided to switch brokers and inadvertently fell victim to a phishing attack. While creating a new account, I received what seemed like a legitimate email requesting verification. Without second-guessing, I provided my information, only to realize later that I had lost access to my email and cryptocurrency wallets. Panic set in as I watched my hard-earned assets disappear before my eyes. Desperate to recover my funds, I scoured the internet for solutions. That's when I stumbled upon the Trust Geeks Hack Expert on the Internet. The service claimed to specialize in recovering lost crypto assets, and I decided to take a chance. Upon contacting them, the team swung into action immediately. They guided me through the entire recovery process with professionalism and efficiency. The advantages of using the Trust Geeks Hack Expert Tool became apparent from the start. Their team was knowledgeable and empathetic, understanding the urgency and stress of my situation. They employed advanced security measures to ensure my information was handled safely and securely. One of the key benefits of the Trust Geeks Hack Expert Tool was its user-friendly interface, which made a complex process much more manageable for someone like me, who isn't particularly tech-savvy. They also offered 24/7 support, so I never felt alone during recovery. Their transparent communication and regular updates kept me informed and reassured throughout. The Trust Geeks Hack Expert Tool is the best solution for anyone facing similar issues. Their swift response, expertise, and customer-centric approach set them apart from other recovery services. Thanks to their efforts, I regained access to my accounts and my substantial crypto assets. The experience taught me a valuable lesson about online security and showed me the incredible potential of the Trust Geeks Hack Expert Tool. Email:: trustgeekshackexpert{@}fastservice{.}com WhatsApp + 1.7.1.9.4.9.2.2.6.9.3
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26.06.24 18:46
Jacobethannn098
LEGAL RECOUP FOR CRYPTO THEFT BY ADRIAN LAMO HACKER
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26.06.24 18:46
Jacobethannn098
Reach Out To Adrian Lamo Hacker via email: [email protected] / WhatsApp: +1 (909) 739‑0269 Adrian Lamo Hacker is a formidable force in the realm of cybersecurity, offering a comprehensive suite of services designed to protect individuals and organizations from the pervasive threat of digital scams and fraud. With an impressive track record of recovering over $950 million, including substantial sums from high-profile scams such as a $600 million fake investment platform and a $1.5 million romance scam, Adrian Lamo Hacker has established itself as a leader in the field. One of the key strengths of Adrian Lamo Hacker lies in its unparalleled expertise in scam detection. The company leverages cutting-edge methodologies to defend against a wide range of digital threats, including phishing emails, fraudulent websites, and deceitful schemes. This proactive approach to identifying and neutralizing potential scams is crucial in an increasingly complex and interconnected digital landscape. Adrian Lamo Hacker's tailored risk assessments serve as a powerful tool for fortifying cybersecurity. By identifying vulnerabilities and potential points of exploitation, the company empowers its clients to take proactive measures to strengthen their digital defenses. This personalized approach to risk assessment ensures that each client receives targeted and effective protection against cyber threats. In the event of a security incident, Adrian Lamo Hacker's rapid incident response capabilities come into play. The company's vigilant monitoring and swift mitigation strategies ensure that any potential breaches or scams are addressed in real-time, minimizing the impact on its clients' digital assets and reputation. This proactive stance towards incident response is essential in an era where cyber threats can materialize with alarming speed and sophistication. In addition to its robust defense and incident response capabilities, Adrian Lamo Hacker is committed to empowering its clients to recognize and thwart common scam tactics. By fostering enlightenment in the digital realm, the company goes beyond simply safeguarding its clients; it equips them with the knowledge and awareness needed to navigate the digital landscape with confidence and resilience. Adrian Lamo Hacker services extend to genuine hacking, offering an additional layer of protection for its clients. This may include ethical hacking or penetration testing, which can help identify and address security vulnerabilities before malicious actors have the chance to exploit them. By offering genuine hacking services, Adrian Lamo Hacker demonstrates its commitment to providing holistic cybersecurity solutions that address both defensive and offensive aspects of digital protection. Adrian Lamo Hacker stands out as a premier provider of cybersecurity services, offering unparalleled expertise in scam detection, rapid incident response, tailored risk assessments, and genuine hacking capabilities. With a proven track record of recovering significant sums from various scams, the company has earned a reputation for excellence in combating digital fraud. Through its proactive and empowering approach, Adrian Lamo Hacker is a true ally for individuals and organizations seeking to navigate the digital realm with confidence.
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04.07.24 04:49
ZionNaomi
For over twenty years, I've dedicated myself to the dynamic world of marketing, constantly seeking innovative strategies to elevate brand visibility in an ever-evolving landscape. So when the meteoric rise of Bitcoin captured my attention as a potential avenue for investment diversification, I seized the opportunity, allocating $20,000 to the digital currency. Witnessing my investment burgeon to an impressive $70,000 over time instilled in me a sense of financial promise and stability.However, amidst the euphoria of financial growth, a sudden and unforeseen oversight brought me crashing back to reality during a critical business trip—I had misplaced my hardware wallet. The realization that I had lost access to the cornerstone of my financial security struck me with profound dismay. Desperate for a solution, I turned to the expertise of Daniel Meuli Web Recovery.Their response was swift . With meticulous precision, they embarked on the intricate process of retracing the elusive path of my lost funds. Through their unwavering dedication, they managed to recover a substantial portion of my investment, offering a glimmer of hope amidst the shadows of uncertainty. The support provided by Daniel Meuli Web Recovery extended beyond mere financial restitution. Recognizing the imperative of fortifying against future vulnerabilities, they generously shared invaluable insights on securing digital assets. Their guidance encompassed crucial aspects such as implementing hardware wallet backups and fortifying security protocols, equipping me with recovered funds and newfound knowledge to navigate the digital landscape securely.In retrospect, this experience served as a poignant reminder of the critical importance of diligence and preparedness in safeguarding one's assets. Thanks to the expertise and unwavering support extended by Daniel Meuli Web Recovery, I emerged from the ordeal with renewed resilience and vigilance. Empowered by their guidance and fortified by enhanced security measures, I now approach the future with unwavering confidence.The heights of financial promise to the depths of loss and back again has been a humbling one, underscoring the volatility and unpredictability inherent in the digital realm. Yet, through adversity, I have emerged stronger, armed with a newfound appreciation for the importance of diligence, preparedness, and the invaluable support of experts like Daniel Meuli Web Recovery.As I persist in traversing the digital landscape, I do so with a judicious blend of vigilance and fortitude, cognizant that with adequate safeguards and the backing of reliable confidants, I possess the fortitude to withstand any adversity that may arise. For this, I remain eternally appreciative. Email Danielmeuliweberecovery @ email . c om WhatsApp + 393 512 013 528
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13.07.24 21:13
michaelharrell825
In 2020, amidst the economic fallout of the pandemic, I found myself unexpectedly unemployed and turned to Forex trading in hopes of stabilizing my finances. Like many, I was drawn in by the promise of quick returns offered by various Forex robots, signals, and trading advisers. However, most of these products turned out to be disappointing, with claims that were far from reality. Looking back, I realize I should have been more cautious, but the allure of financial security clouded my judgment during those uncertain times. Amidst these disappointments, Profit Forex emerged as a standout. Not only did they provide reliable service, but they also delivered tangible results—a rarity in an industry often plagued by exaggerated claims. The positive reviews from other users validated my own experience, highlighting their commitment to delivering genuine outcomes and emphasizing sound financial practices. My journey with Profit Forex led to a net profit of $11,500, a significant achievement given the challenges I faced. However, my optimism was short-lived when I encountered obstacles trying to withdraw funds from my trading account. Despite repeated attempts, I found myself unable to access my money, leaving me frustrated and uncertain about my financial future. Fortunately, my fortunes changed when I discovered PRO WIZARD GIlBERT RECOVERY. Their reputation for recovering funds from fraudulent schemes gave me hope in reclaiming what was rightfully mine. With a mixture of desperation and cautious optimism, I reached out to them for assistance. PRO WIZARD GIlBERT RECOVERY impressed me from the start with their professionalism and deep understanding of financial disputes. They took a methodical approach, using advanced techniques to track down the scammers responsible for withholding my funds. Throughout the process, their communication was clear and reassuring, providing much-needed support during a stressful period. Thanks to PRO WIZARD GIlBERT RECOVERY's expertise and unwavering dedication, I finally achieved a resolution to my ordeal. They successfully traced and retrieved my funds, restoring a sense of justice and relief. Their intervention not only recovered my money but also renewed my faith in ethical financial services. Reflecting on my experience, I've learned invaluable lessons about the importance of due diligence and discernment in navigating the Forex market. While setbacks are inevitable, partnering with reputable recovery specialists like PRO WIZARD GIlBERT RECOVERY can make a profound difference. Their integrity and effectiveness have left an indelible mark on me, guiding my future decisions and reinforcing the value of trustworthy partnerships in achieving financial goals. I wholeheartedly recommend PRO WIZARD GIlBERT RECOVERY to anyone grappling with financial fraud or disputes. Their expertise and commitment to client satisfaction are unparalleled, offering a beacon of hope in challenging times. Thank you, PRO WIZARD GIlBERT RECOVERY, for your invaluable assistance in reclaiming what was rightfully mine. Your service not only recovered my funds but also restored my confidence in navigating the complexities of financial markets with greater caution and awareness. Email: prowizardgilbertrecovery(@)engineer.com Homepage: https://prowizardgilbertrecovery.xyz WhatsApp: +1 (516) 347‑9592
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17.07.24 02:26
thompsonrickey
In the vast and often treacherous realm of online investments, I was entangled in a web of deceit that cost me nearly $45,000. It all started innocuously enough with an enticing Instagram profile promising lucrative returns through cryptocurrency investment. Initially, everything seemed promising—communications were smooth, and assurances were plentiful. However, as time passed, my optimism turned to suspicion. Withdrawal requests were met with delays and excuses. The once-responsive "investor" vanished into thin air, leaving me stranded with dwindling hopes and a sinking feeling in my gut. It became painfully clear that I had been duped by a sophisticated scheme designed to exploit trust and naivety. Desperate to recover my funds, I turned to online forums where I discovered numerous testimonials advocating for Muyern Trust Hacker. With nothing to lose, I contacted them, recounting my ordeal with a mixture of skepticism and hope. Their swift response and professional demeanor immediately reassured me that I had found a lifeline amidst the chaos. Muyern Trust Hacker wasted no time in taking action. They meticulously gathered evidence, navigated legal complexities, and deployed their expertise to expedite recovery. In what felt like a whirlwind of activity, although the passage of time was a blur amidst my anxiety, they achieved the seemingly impossible—my stolen funds were returned. The relief I felt was overwhelming. Muyern Trust Hacker not only restored my financial losses but also restored my faith in justice. Their commitment to integrity and their relentless pursuit of resolution were nothing short of remarkable. They proved themselves as recovery specialists and guardians against digital fraud, offering hope to victims like me who had been ensnared by deception. My gratitude knows no bounds for Muyern Trust Hacker. Reach them at muyerntrusted @ m a i l - m e . c o m AND Tele gram @ muyerntrusthackertech
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18.07.24 20:13
austinagastya
I Testify For iBolt Cyber Hacker Alone - For Crypto Recovery Service I highly suggest iBolt Cyber Hacker to anyone in need of bitcoin recovery services. They successfully recovered my bitcoin from a fake trading scam with speed and efficiency. This crew is trustworthy, They kept me updated throughout the procedure. I thought my bitcoin was gone, I am so grateful for their help, If you find yourself in a similar circumstance, do not hesitate to reach out to iBolt Cyber Hacker for assistance. Thank you, iBOLT, for your amazing customer service! Please be cautious and contact them directly through their website. Email: S u p p o r t @ ibolt cyber hack . com Cont/Whtp + 3. .9 .3. .5..0. .9. 2. 9. .0 .3. 1 .8. Website: h t t p s : / / ibolt cyber hack . com /
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27.08.24 12:50
James889900
All you need is to hire an expert to help you accomplish that. If there’s any need to spy on your partner’s phone. From my experience I lacked evidence to confront my husband on my suspicion on his infidelity, until I came across ETHICALAHCKERS which many commend him of assisting them in their spying mission. So I contacted him and he provided me with access into his phone to view all text messages, call logs, WhatsApp messages and even her location. This evidence helped me move him off my life . I recommend you consult ETHICALHACKERS009 @ gmail.com OR CALL/TEXT +1(716) 318-5536 or whatsapp +14106350697 if you need access to your partner’s phone
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27.08.24 13:06
James889900
All you need is to hire an expert to help you accomplish that. If there’s any need to spy on your partner’s phone. From my experience I lacked evidence to confront my husband on my suspicion on his infidelity, until I came across ETHICALAHCKERS which many commend him of assisting them in their spying mission. So I contacted him and he provided me with access into his phone to view all text messages, call logs, WhatsApp messages and even her location. This evidence helped me move him off my life . I recommend you consult ETHICALHACKERS009 @ gmail.com OR CALL/TEXT +1(716) 318-5536 or whatsapp +14106350697 if you need access to your partner’s phone
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02.09.24 20:24
[email protected]
If You Need Hacker To Recover Your Bitcoin Contact Paradox Recovery Wizard Paradox Recovery Wizard successfully recovered $123,000 worth of Bitcoin for my husband, which he had lost due to a security breach. The process was efficient and secure, with their expert team guiding us through each step. They were able to trace and retrieve the lost cryptocurrency, restoring our peace of mind and financial stability. Their professionalism and expertise were instrumental in recovering our assets, and we are incredibly grateful for their service. Email: support@ paradoxrecoverywizard.com Email: paradox_recovery @cyberservices.com Wep: https://paradoxrecoverywizard.com/ WhatsApp: +39 351 222 3051.
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06.09.24 01:35
Celinagarcia
HOW TO RECOVER MONEY LOST IN BITCOIN/USDT TRADING OR TO CRYPTO INVESTMENT !! Hi all, friends and families. I am writing From Alberton Canada. Last year I tried to invest in cryptocurrency trading in 2023, but lost a significant amount of money to scammers. I was cheated of my money, but thank God, I was referred to Hack Recovery Wizard they are among the best bitcoin recovery specialists on the planet. they helped me get every penny I lost to the scammers back to me with their forensic techniques. and I would like to take this opportunity to advise everyone to avoid making cryptocurrency investments online. If you have already lost money on forex, cryptocurrency or Ponzi schemes, please contact [email protected] or WhatsApp: +1 (757) 237–1724 at once they can help you get back the crypto you lost to scammers. BEST WISHES. Celina Garcia.
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06.09.24 01:44
Celinagarcia
HOW TO RECOVER MONEY LOST IN BITCOIN/USDT TRADING OR TO CRYPTO INVESTMENT !! Hi all, friends and families. I am writing From Alberton Canada. Last year I tried to invest in cryptocurrency trading in 2023, but lost a significant amount of money to scammers. I was cheated of my money, but thank God, I was referred to Hack Recovery Wizard they are among the best bitcoin recovery specialists on the planet. they helped me get every penny I lost to the scammers back to me with their forensic techniques. and I would like to take this opportunity to advise everyone to avoid making cryptocurrency investments online. If you have already lost money on forex, cryptocurrency or Ponzi schemes, please contact [email protected] or WhatsApp: +1 (757) 237–1724 at once they can help you get back the crypto you lost to scammers. BEST WISHES. Celina Garcia.
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16.09.24 00:10
marcusaustin
Bitcoin Recovery Services: Restoring Lost Cryptocurrency If you've lost access to your cryptocurrency and unable to make a withdrawal, I highly recommend iBolt Cyber Hacker Bitcoin Recovery Services. Their team is skilled, professional, and efficient in recovering lost Bitcoin. They provide clear communication, maintain high security standards, and work quickly to resolve issues. Facing the stress of lost cryptocurrency, iBolt Cyber Hacker is a trusted service that will help you regain access to your funds securely and reliably. Highly recommended! Email: S u p p o r t @ ibolt cyber hack . com Cont/Whtp + 3. .9 .3. .5..0. .9. 2. 9. .0 .3. 1 .8. Website: h t t p s : / / ibolt cyber hack . com /
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16.09.24 00:11
marcusaustin
Bitcoin Recovery Services: Restoring Lost Cryptocurrency If you've lost access to your cryptocurrency and unable to make a withdrawal, I highly recommend iBolt Cyber Hacker Bitcoin Recovery Services. Their team is skilled, professional, and efficient in recovering lost Bitcoin. They provide clear communication, maintain high security standards, and work quickly to resolve issues. Facing the stress of lost cryptocurrency, iBolt Cyber Hacker is a trusted service that will help you regain access to your funds securely and reliably. Highly recommended! Email: S u p p o r t @ ibolt cyber hack . com Cont/Whtp + 3. .9 .3. .5..0. .9. 2. 9. .0 .3. 1 .8. Website: h t t p s : / / ibolt cyber hack . com /
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23.09.24 18:56
matthewshimself
At first, I was admittedly skeptical about Worldcoin (ref: https://worldcoin.org/blog/worldcoin/this-is-worldcoin-video-explainer-series), particularly around the use of biometric data and the WLD token as a reward mechanism for it. However, after following the project closer, I’ve come to appreciate the broader vision and see the value in the underlying tech behind it. The concept of Proof of Personhood (ref: https://worldcoin.org/blog/worldcoin/proof-of-personhood-what-it-is-why-its-needed) has definitely caught my attention, and does seem like a crucial step towards tackling growing issues like bots, deepfakes, and identity fraud. Sam Altman’s vision is nothing short of ambitious, but I do think he & Alex Blania have the chops to realize it as mainstay in the global economy.
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01.10.24 14:54
Sinewclaudia
I lost about $876k few months ago trading on a fake binary option investment websites. I didn't knew they were fake until I tried to withdraw. Immediately, I realized these guys were fake. I contacted Sinew Claudia world recovery, my friend who has such experience before and was able to recover them, recommended me to contact them. I'm a living testimony of a successful recovery now. You can contact the legitimate recovery company below for help and assistance. [email protected] [email protected] WhatsApp: 6262645164
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02.10.24 22:27
Emily Hunter
Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.
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18.10.24 09:34
freidatollerud
The growth of WIN44 in Brazil is very interesting! If you're looking for more options for online betting and casino games, I recommend checking out Casinos in Brazil. It's a reliable platform that offers a wide variety of games and provides a safe and enjoyable experience for users. It's worth checking out! https://win44.vip
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31.10.24 00:13
ytre89
Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.
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02.11.24 14:44
diannamendoza732
In the world of Bitcoin recovery, Pro Wizard Gilbert truly represents the gold standard. My experience with Gilbert revealed just how exceptional his methods are and why he stands out as the premier authority in this critical field. When I first encountered the complexities of Bitcoin recovery, I was daunted by the technical challenges and potential risks. Gilbert’s approach immediately distinguished itself through its precision and effectiveness. His methods are meticulously designed, combining cutting-edge techniques with an in-depth understanding of the Bitcoin ecosystem. He tackled the recovery process with a level of expertise and thoroughness that was both impressive and reassuring. What sets Gilbert’s methods apart is not just their technical sophistication but also their strategic depth. He conducts a comprehensive analysis of each case, tailoring his approach to address the unique aspects of the situation. This personalized strategy ensures that every recovery effort is optimized for success. Gilbert’s transparent communication throughout the process was invaluable, providing clarity and confidence during each stage of the recovery. The results I achieved with Pro Wizard Gilbert’s methods were remarkable. His gold standard approach not only recovered my Bitcoin but did so with an efficiency and reliability that exceeded my expectations. His deep knowledge, innovative techniques, and unwavering commitment make him the definitive expert in Bitcoin recovery. For anyone seeking a benchmark in Bitcoin recovery solutions, Pro Wizard Gilbert’s methods are the epitome of excellence. His ability to blend technical prowess with strategic insight truly sets him apart in the industry. Call: for help. You may get in touch with them at ; Email: (prowizardgilbertrecovery(@)engineer.com) Telegram ; https://t.me/Pro_Wizard_Gilbert_Recovery Homepage ; https://prowizardgilbertrecovery.info
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12.11.24 00:50
TERESA
Brigadia Tech Remikeable recovery has exhibited unparalleled strength in the realm of recovery. They stand out as the premier team to collaborate with if you encounter withdrawal difficulties from the platform where you’ve invested. Recently, I engaged with them to recover over a million dollars trapped in an investment platform I’d been involved with for months. I furnished their team with every detail of the investment, including accounts, names, and wallet addresses to which I sent the funds. This decision proved to be the best I’ve made, especially after realizing the company had scammed me. Brigadia Tech Remikeable recovery ensures exemplary service delivery and ensures the perpetrators face justice. They employ advanced techniques to ensure you regain access to your funds. Understandably, many individuals who have fallen victim to investment scams may still regret engaging in online services again due to the trauma of being scammed. However, I implore you to take action. Seek assistance from Brigadia Tech Remikeable Recovery Experts today and witness their remarkable capabilities. I am grateful that I resisted their enticements, and despite the time it took me to discover brigadia tech recovery, they ultimately fulfilled my primary objective. Without Brigadia Tech Recovery's intervention, I would have remained despondent and perplexed indefinitely. Also if you are looking for the best and safest investment company you can contact them, for wallet recovery, difficult withdrawal, etc. I am so happy to keep getting my daily BTC, all I do is keep 0.1 BTC in my mining wallet with the help of Brigadia Tech. They connected me to his mining stream and I earn 0.4 btc per day with this, my daily profit. I can get myself a new house and car. I can’t believe I have thousands of dollars in my bank account. Now you can get in. ([email protected]) Telegram +1 (323)-9 1 0 -1 6 0 5
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17.11.24 09:31
Vivianlocke223
Have You Fallen Victim to Cryptocurrency Fraud? If your Bitcoin or other cryptocurrencies were stolen due to scams or fraudulent activities, Free Crypto Recovery Fixed is here to help you recover what’s rightfully yours. As a leading recovery service, we specialize in restoring lost cryptocurrency and assisting victims of fraud — no matter how long ago the incident occurred. Our experienced team leverages cutting-edge tools and expertise to trace and recover stolen assets, ensuring swift and secure results. Don’t let scammers jeopardize your financial security. With Free Crypto Recovery Fixed, you’re putting your trust in a reliable and dedicated team that prioritizes recovering your assets and ensuring their future protection. Take the First Step Toward Recovery Today! 📞 Text/Call: +1 407 212 7493 ✉️ Email: [email protected] 🌐 Website: https://freecryptorecovery.net Let us help you regain control of your financial future — swiftly and securely.
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19.11.24 03:06
[email protected]
My entire existence fell apart when a malevolent hacker recently gained access to my online accounts. I felt violated and extremely uneasy after discovering that the digital platforms I depended on for communication, employment, and finances had been compromised. Regaining control and restoring my digital security was an overwhelming task in the immediate aftermath. To help me navigate the difficult process of recovering my accounts and getting my peace of mind back, TRUST GEEKS HACK EXPERT came into my life as a ray of hope. They immediately put their highly skilled professionals to work, thoroughly examining the vulnerability and methodically preventing unwanted access. They guided me through each stage soothingly, explaining what was occurring and why, so I never felt lost or alone. They communicated with service providers to restore my legitimate access while skillfully navigating the complex labyrinth of account recovery procedures. My digital footprint was cleaned and strengthened against future attacks thanks to their equally amazing ability to remove any remaining evidence of the hacker's presence. However, TRUST GEEKS HACK EXPERT actual worth went beyond its technical aspects. They offered constant emotional support during the ordeal, understanding my fragility and sense of violation. My tense nerves were calmed by their comforting presence and kind comments, which served as a reminder that I wasn't alone in this struggle. With their help, I was able to reestablish my sense of security and control, which enabled me to return my attention to the significant areas of my life that had been upended. Ultimately, TRUST GEEKS HACK EXPERT all-encompassing strategy not only recovered my online accounts but also my general peace of mind, which is a priceless result for which I am incredibly appreciative of their knowledge and kindness. Make the approach and send a message to TRUST GEEKS HACK EXPERT Via Web site <> www://trustgeekshackexpert.com/-- E>mail: Trustgeekshackexpert(At)fastservice..com -- TeleGram,<> Trustgeekshackexpert
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19.11.24 03:07
[email protected]
My entire existence fell apart when a malevolent hacker recently gained access to my online accounts. I felt violated and extremely uneasy after discovering that the digital platforms I depended on for communication, employment, and finances had been compromised. Regaining control and restoring my digital security was an overwhelming task in the immediate aftermath. To help me navigate the difficult process of recovering my accounts and getting my peace of mind back, TRUST GEEKS HACK EXPERT came into my life as a ray of hope. They immediately put their highly skilled professionals to work, thoroughly examining the vulnerability and methodically preventing unwanted access. They guided me through each stage soothingly, explaining what was occurring and why, so I never felt lost or alone. They communicated with service providers to restore my legitimate access while skillfully navigating the complex labyrinth of account recovery procedures. My digital footprint was cleaned and strengthened against future attacks thanks to their equally amazing ability to remove any remaining evidence of the hacker's presence. However, TRUST GEEKS HACK EXPERT actual worth went beyond its technical aspects. They offered constant emotional support during the ordeal, understanding my fragility and sense of violation. My tense nerves were calmed by their comforting presence and kind comments, which served as a reminder that I wasn't alone in this struggle. With their help, I was able to reestablish my sense of security and control, which enabled me to return my attention to the significant areas of my life that had been upended. Ultimately, TRUST GEEKS HACK EXPERT all-encompassing strategy not only recovered my online accounts but also my general peace of mind, which is a priceless result for which I am incredibly appreciative of their knowledge and kindness. Make the approach and send a message to TRUST GEEKS HACK EXPERT Via Web site <> www://trustgeekshackexpert.com/-- E>mail: Trustgeekshackexpert(At)fastservice..com -- TeleGram,<> Trustgeekshackexpert
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21.11.24 04:14
ronaldandre617
Being a parent is great until your toddler figures out how to use your devices. One afternoon, I left my phone unattended for just a few minutes rookie mistake of the century. I thought I’d take a quick break, but little did I know that my curious little genius was about to embark on a digital adventure. By the time I came back, I was greeted by two shocking revelations: my toddler had somehow managed to buy a $5 dinosaur toy online and, even more alarmingly, had locked me out of my cryptocurrency wallet holding a hefty $75,000. Yes, you heard that right a dinosaur toy was the least of my worries! At first, I laughed it off. I mean, what toddler doesn’t have a penchant for expensive toys? But then reality set in. I stared at my phone in disbelief, desperately trying to guess whatever random string of gibberish my toddler had typed as a new password. Was it “dinosaur”? Or perhaps “sippy cup”? I felt like I was in a bizarre game of Password Gone Wrong. Every attempt led to failure, and soon the laughter faded, replaced by sheer panic. I was in way over my head, and my heart raced as the countdown of time ticked away. That’s when I decided to take action and turned to Digital Tech Guard Recovery, hoping they could solve the mystery that was my toddler’s handiwork. I explained my predicament, half-expecting them to chuckle at my misfortune, but they were incredibly professional and empathetic. Their confidence put me at ease, and I knew I was in good hands. Contact With WhatsApp: +1 (443) 859 - 2886 Email digital tech guard . com Telegram: digital tech guard recovery . com website link :: https : // digital tech guard . com Their team took on the challenge like pros, employing their advanced techniques to unlock my wallet with a level of skill I can only describe as magical. As I paced around, anxiously waiting for updates, I imagined my toddler inadvertently locking away my life savings forever. But lo and behold, it didn’t take long for Digital Tech Guard Recovery to work their magic. Not only did they recover the $75,000, but they also gave me invaluable tips on securing my wallet better like not leaving it accessible to tiny fingers! Who knew parenting could lead to such dramatic situations? Crisis averted, and I learned my lesson: always keep my devices out of reach of little explorers. If you ever find yourself in a similar predicament whether it’s tech-savvy toddlers or other digital disasters don’t hesitate to reach out to Digital Tech Guard Recovery. They saved my funds and my sanity, proving that no challenge is too great, even when it involves a toddler’s mischievous fingers!
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21.11.24 08:02
Emily Hunter
If I hadn't found a review online and filed a complaint via email to support@deftrecoup. com , the people behind this unregulated scheme would have gotten away with leaving me in financial ruins. It was truly the most difficult period of my life.
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22.11.24 04:41
[email protected]
I never could have imagined the nightmare of losing access to my digital wallet. All of my cryptocurrency holdings were abruptly imprisoned, inaccessible, and appeared to be lost forever following a catastrophic hardware breakdown. Years of meticulous investment and careful saving were reduced to nothing more than strings of code that I could no longer control, and I could feel the dread and sorrow that swept through me at that very instant. Thankfully, during my worst moment, I came into (TRUST GEEKS HACK EXPERT), a professional service devoted to recovering lost or inaccessible digital data. With optimism, I went out to their team of skilled technologists, laying bare the full nature of my issue. What followed was a laborious, multi-step process that required an almost surgical level of digital forensics and Bitcoin skill. In order to create a thorough profile of my wallet's contents and activities, the (TRUST GEEKS HACK EXPERT) team first thoroughly examined the transaction history and metadata connected to it. Next, they implemented a series of advanced recovery techniques, using cutting-edge software tools to bypass the access barriers that had left me locked out. The entire process was shrouded in secrecy and discretion, with the (TRUST GEEKS HACK EXPERT) team working tirelessly to protect the confidentiality of my sensitive financial information. After what felt like an eternity of nervous anticipation, the day finally arrived when I received the triumphant notification – my wallet had been successfully restored, and all of my precious digital assets had been returned to my control. The sense of relief was indescribable, as I could finally breathe easy knowing that the fruits of my financial discipline had been safeguarded. While the experience of losing access to my wallet was undoubtedly traumatic, (TRUST GEEKS HACK EXPERT) intervention allowed me to emerge from the ordeal with my cryptocurrency holdings intact, and a renewed appreciation for the importance of proactive digital asset management. You can contact Them through EMAIL: [email protected] - TELEGRAM: TRUSTGEEKSHACKEXPERT
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22.11.24 15:26
cliftonhandyman
Your Lost Bitcoins Are Not Gone Forever? Enquire From iBolt Cyber Hacker iBolt Cyber Hacker is a cybersecurity service that specializes in Bitcoin and cryptocurrency recovery. Even if your Bitcoin is locked away in a scammer inaccessible wallet, they have the tools and expertise to retrieve it. Many people, including seasoned cryptocurrency investors, face the daunting possibility of never seeing their lost funds again. iBolt cyber hacker service is a potential lifeline in these situations. I understand the concerns many people might have about trusting a third-party service to recover their Bitcoin. iBolt Cyber Hacker takes security seriously, implementing encryption and stringent privacy protocols. I was assured that no sensitive data would be compromised during the recovery process. Furthermore, their reputation in the cryptocurrency community, based on positive feedback from previous clients, gave me confidence that I was in good hands. Whtp +39, 351..105, 3619 Em.ail: ibolt @ cyber- wizard. co m
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22.11.24 23:43
teresaborja
all thanks to Tech Cyber Force Recovery expert assistance. As a novice in cryptocurrency, I had been carefully accumulating a modest amount of Bitcoin, meticulously safeguarding my digital wallet and private keys. However, as the adage goes, the best-laid plans can often go awry, and that's precisely what happened to me. Due to a series of technical mishaps and human errors, I found myself locked out of my Bitcoin wallet, unable to access the fruits of my digital labors. Panic set in as I frantically searched for a solution, scouring the internet for any glimmer of hope. That's when I stumbled upon the Tech Cyber Force Recovery team, a group of seasoned cryptocurrency specialists who had built a reputation for their ability to recover lost or inaccessible digital assets. Skeptical at first, I reached out, desperate for a miracle. To my utter amazement, the Tech Cyber Force Recovery experts quickly assessed my situation and devised a meticulous plan of attack. Through their deep technical knowledge, unwavering determination, and a keen eye for detail, they were able to navigate the complex labyrinth of blockchain technology, ultimately recovering my entire Bitcoin portfolio. What had once seemed like a hopeless endeavor was now a reality, and I found myself once again in possession of my digital wealth, all thanks to the incredible efforts of the Tech Cyber Force Recovery team. This experience has not only restored my faith in the cryptocurrency ecosystem. Still, it has also instilled in me a profound appreciation for the critical role that expert recovery services can play in safeguarding one's digital assets. ENAIL < Tech cybers force recovery @ cyber services. com > WEBSITE < ht tps : // tech cyber force recovery. info > TEXT < +1. 561. 726. 3697 >
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24.11.24 02:21
[email protected]
I never could have imagined the nightmare of losing access to my digital wallet. All of my cryptocurrency holdings were abruptly imprisoned, inaccessible, and appeared to be lost forever following a catastrophic hardware breakdown. Years of meticulous investment and careful saving were reduced to nothing more than strings of code that I could no longer control, and I could feel the dread and sorrow that swept through me at that very instant. Thankfully, during my worst moment, I came into (TRUST GEEKS HACK EXPERT), a professional service devoted to recovering lost or inaccessible digital data. With optimism, I went out to their team of skilled technologists, laying bare the full nature of my issue. What followed was a laborious, multi-step process that required an almost surgical level of digital forensics and Bitcoin skill. In order to create a thorough profile of my wallet's contents and activities, the (TRUST GEEKS HACK EXPERT) team first thoroughly examined the transaction history and metadata connected to it. Next, they implemented a series of advanced recovery techniques, using cutting-edge software tools to bypass the access barriers that had left me locked out. The entire process was shrouded in secrecy and discretion, with the (TRUST GEEKS HACK EXPERT) team working tirelessly to protect the confidentiality of my sensitive financial information. After what felt like an eternity of nervous anticipation, the day finally arrived when I received the triumphant notification – my wallet had been successfully restored, and all of my precious digital assets had been returned to my control. The sense of relief was indescribable, as I could finally breathe easy knowing that the fruits of my financial discipline had been safeguarded. While the experience of losing access to my wallet was undoubtedly traumatic, (TRUST GEEKS HACK EXPERT) intervention allowed me to emerge from the ordeal with my cryptocurrency holdings intact, and a renewed appreciation for the importance of proactive digital asset management. You can contact Them through EMAIL: [email protected] - TELEGRAM: TRUSTGEEKSHACKEXPERT
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25.11.24 02:19
briankennedy
COMMENT ON I NEED A HACKER TO RECOVER MONEY FROM BINARY TRADING. HIRE FASTFUND RECOVERY
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25.11.24 02:20
briankennedy
After countless hours of research and desperate attempts to find a solution, I stumbled upon FASTFUND RECOVERY. It was like finding an oasis in the middle of a desert. Their website promised to help victims of scams reclaim what was rightfully theirs, and I instantly knew I had to give them a shot. Before diving headfirst into the recovery process, I wanted to make sure that FASTFUND RECOVERY was the real deal. So, I did my due diligence and looked into their expertise and reputation. To my relief, I found that they had an impeccable track record, successfully assisting countless individuals in recovering their lost funds. Their team consisted of experts in cybersecurity and financial fraud, armed with the knowledge and tools needed to tackle even the most intricate scams. With their reputation preceding them, I felt a renewed sense of hope. FASTFUND RECOVERY successfully came to my aid and got back the amount I lost to these scammers and for this, I am sending this article for clarification. The info of FASTFUND RECOVERY is email: Fastfundrecovery8 (@)Gmail (.) com. Web fastfundrecovery(.)com. (W/A 1 807/500/7554)
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26.11.24 21:59
[email protected]
In a world brimming with enticing investment opportunities, it is crucial to tread carefully. The rise of digital currencies has attracted many eager investors, but along with this excitement lurk deceitful characters ready to exploit the unsuspecting. I learned this lesson the hard way, and I want to share my story in the hopes that it can save someone from making the same mistakes I did. It all began innocently enough when I came across an engaging individual on Facebook. Lured in by promises of high returns in the cryptocurrency market, I felt the electric thrill of potential wealth coursing through me. Initial investments returned some profits, and that exhilarating taste of success fueled my ambition. Encouraged by a meager withdrawal, I decided to commit even more funds. This was the moment I let my guard down, blinded by greed. As time went on, the red flags started to multiply. The moment I tried to withdraw my earnings, a cascade of unreasonable fees appeared like a thick mist, obscuring the truth. “Just a little more,” they said, “Just until the next phase.” I watched my hard-earned money slip through my fingers as I scraped together every last cent to pay those relentless fees. My trust had become my downfall. In the end, I lost not just a significant amount of cash, but my peace of mind about $1.1 million vanished into the abyss of false promises and hollow guarantees. But despair birthed hope. After a cascade of letdowns, I enlisted the help of KAY-NINE CYBER SERVICES, a team that specializes in reclaiming lost funds from scams. Amazingly, they worked tirelessly to piece together what had been ripped away, providing me with honest guidance when I felt utterly defeated. Their expertise in navigating the treacherous waters of crypto recovery was a lifeline I desperately needed. To anyone reading this, please let my story serve as a warning. High returns often come wrapped in the guise of deception. Protect your investments, scrutinize every opportunity, and trust your instincts. Remember, the allure of quick riches can lead you straight to heartbreak, but with cautious determination and support, it is possible to begin healing from such devastating loss. Stay informed, stay vigilant, and may you choose your investment paths wisely. Email: kaynine @ cyberservices . com
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26.11.24 23:12
rickrobinson8
FAST SOLUTION FOR CYPTOCURRENCY RECOVERY SPARTAN TECH GROUP RETRIEVAL
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26.11.24 23:12
rickrobinson8
Although recovering from the terrible effects of investment fraud can seem like an impossible task, it is possible to regain financial stability and go on with the correct assistance and tools. In my own experience with Wizard Web Recovery, a specialized company that assisted me in navigating the difficulties of recouping my losses following my fall prey to a sophisticated online fraud, that was undoubtedly the case. My life money had disappeared in an instant, leaving me in a state of shock when I first contacted Spartan Tech Group Retrieval through this Email: spartantechretrieval (@) g r o u p m a i l .c o m The compassionate and knowledgeable team there quickly put my mind at ease, outlining a clear and comprehensive plan of action. They painstakingly examined every aspect of my case, using their broad business contacts and knowledge to track the movement of my pilfered money. They empowered me to make knowledgeable decisions regarding the rehabilitation process by keeping me updated and involved at every stage. But what I valued most was their unrelenting commitment and perseverance; they persisted in trying every option until a sizable amount of my lost money had been successfully restored. It was a long and arduous journey, filled with ups and downs, but having Spartan Tech Group Retrieval in my corner made all the difference. Thanks to their tireless efforts, I was eventually able to rebuild my financial foundation and reclaim a sense of security and control over my life. While the emotional scars of investment fraud may never fully heal, working with this remarkable organization played a crucial role in my ability to move forward and recover. For proper talks, contact on WhatsApp:+1 (971) 4 8 7 - 3 5 3 8 and Telegram:+1 (581) 2 8 6 - 8 0 9 2 Thank you for your time reading as it will be of help.
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27.11.24 00:39
[email protected]
Although recovering lost or inaccessible Bitcoin can be difficult and unpleasant, it is frequently possible to get back access to one's digital assets with the correct help and direction. Regarding the subject at hand, the examination of Trust Geeks Hack Expert Website www://trustgeekshackexpert.com/ assistance after an error emphasizes how important specialized services may be in negotiating the difficulties of Bitcoin recovery. These providers possess the technical expertise and resources necessary to assess the situation, identify the root cause of the issue, and devise a tailored solution to retrieve the lost funds. By delving deeper into the specifics of Trust Geeks Hack Expert approach, we can gain valuable insights into the nuances of this process. Perhaps they leveraged advanced blockchain analysis tools to trace the transaction history and pinpoint the location of the missing Bitcoins. Or they may have collaborated with the relevant parties, such as exchanges or wallet providers, to facilitate the recovery process. Equally important is the level of personalized support and communication that Trust Geeks Hack Expert likely provided, guiding the affected individual through each step of the recovery effort and offering reassurance during what can be an anxious and uncertain time. The success of their efforts, as evidenced by the positive outcome, underscores the importance of seeking out reputable and experienced service providers when faced with a Bitcoin-related mishap, as they possess the specialized knowledge and resources to navigate these challenges and restore access to one's digital assets. Email.. [email protected]
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27.11.24 09:10
Michal Novotny
The biggest issue with cryptocurrency is that it is unregulated, wh ich is why different people can come up with different fake stories all the time, and it is unfortunate that platforms like Facebook and others only care about the money they make from them through ads. I saw an ad on Facebook for Cointiger and fell into the scam, losing over $30,000. I reported it to Facebook, but they did nothing until I discovered deftrecoup . c o m from a crypto community; they retrieved approximately 95% of the total amount I lost.
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01.12.24 17:21
KollanderMurdasanu
REACH OUT TO THEM WhatsApp + 156 172 63 697 Telegram (@)Techcyberforc We were in quite a bit of distress. The thrill of our crypto investments, which had once sparked excitement in our lives, was slowly turning into anxiety when my husband pointed out unusual withdrawal issues. At first, we brushed it off as minor glitches, but the situation escalated when we found ourselves facing login re-validation requests that essentially locked us out of our crypto wallet—despite entering the correct credentials. Frustrated and anxious, we sought advice from a few friends, only to hit a wall of uncertainty. Turning to the vast expanse of the internet felt daunting, but in doing so, we stumbled upon TECH CYBER FORCE RECOVERY. I approached them with a mix of skepticism and hope; after all, my understanding of these technical matters was quite limited. Yet, from our very first interaction, it was clear that they were the experts we desperately needed. They walked us through the intricacies of the recovery process, patiently explaining each mechanism—even if some of it went over my head, their reassurance was calming. Our responsibility was simple: to provide the correct information to prove our ownership of the crypto account, and thankfully, we remained on point in our responses. in a timely fashion, TECH CYBER FORCE RECOVERY delivered on their promises, addressing all our withdrawal and access issues exactly when they said they would. The relief we felt was immense, and the integrity they displayed made me confident in fully recommending their services. If you ever find yourself in a similar predicament with your crypto investments, I wholeheartedly suggest reaching out to them. You can connect with TECH CYBER FORCE RECOVERY through their contact details for assistance and valuable guidance. Remember, hope is only a reach away!
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02.12.24 23:02
ytre89
Online crypto investment can seem like a promising opportunity, but it's crucial to recognize that there are no guarantees. My experience serves as a stark reminder of this reality. I was drawn in by the allure of high returns and the persuasive marketing tactics employed by various brokers. Their polished presentations and testimonials made it seem easy to profit from cryptocurrency trading. Everything appeared to be legitimate. I received enticing messages about the potential for substantial gains, and the brokers seemed knowledgeable and professional. Driven by excitement and the fear of missing out, I invested a significant amount of my savings. The promise of quick profits overshadowed the red flags I should have noticed. I trusted these brokers without conducting proper research, which was a major mistake. As time went on, I realized that the promised returns were nothing but illusions. My attempts to withdraw funds were met with endless excuses and delays. It became painfully clear that I had fallen victim. The reality hit hard: my hard-earned money was gone, I lost my peace of mind and sanity. In my desperation, I sought help from a company called DEFTRECOUP. That was the turning point for me as I had a good conversation and eventually filed a complaint via DEFTRECOUP COM. They were quite delicate and ensured I got out of the most difficult situation of my life in one piece.
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04.12.24 22:24
andreygagloev
When I first heard about Bitcoin back in 2018, I was skeptical. The idea of a decentralized, digital currency seemed too good to be true. But I was intrigued as I learned more about the technology behind it and its potential. I started small, investing just a few hundred dollars, dipping my toes into the cryptocurrency waters. At first, it was exhilarating to watch the value of my investment grow exponentially. I felt like I was part of the future, an early adopter of this revolutionary new asset. But that euphoria was short-lived. One day, I logged into my digital wallet only to find it empty - my Bitcoin had vanished without a trace. It turned out that the online exchange I had trusted had been hacked, and my funds were stolen. I was devastated, both financially and emotionally. All the potential I had seen in Bitcoin was tainted by the harsh reality that with decentralization came a lack of regulation and oversight. My hard-earned money was gone, lost to the ether of the digital world. This experience taught me a painful lesson about the price of trust in the uncharted territory of cryptocurrency. While the technology holds incredible promise, the risks can be catastrophic if you don't approach it with extreme caution. My Bitcoin investment gamble had failed, and I was left to pick up the pieces, wiser but poorer for having placed my faith in the wrong hands. My sincere appreciation goes to MUYERN TRUST HACKER. You are my hero in recovering my lost funds. Send a direct m a i l ( muyerntrusted ( @ ) mail-me ( . )c o m ) or message on whats app : + 1 ( 4-4-0 ) ( 3 -3 -5 ) ( 0-2-0-5 )
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12.12.24 00:35
amandagregory
HOW TO HIRE A HACKER TO RECOVER STOLEN BITCOIN WITH FASTFUND RECOVERY
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12.12.24 00:35
amandagregory
HOW TO HIRE A HACKER TO RECOVER STOLEN BITCOIN WITH FASTFUND RECOVERY... A few months ago, I made a huge mistake. I invested in what seemed like a legitimate crypto opportunity, only to find out I’d been scammed. I lost a significant amount of money, and the scam platform vanished overnight. I felt completely lost.I had heard of Fastfund Recovery and decided to reach out, even though I was skeptical. From the first conversation, they made me feel heard and understood. They explained the recovery process clearly and kept me updated every step of the way.Within weeks, Fastfund Recovery successfully to recovered my lost funds—something I honestly didn’t think was possible. Their team was professional, transparent, and genuinely caring. I can’t thank them enough for turning a nightmare into a hopeful outcome. If you’re in a similar situation, don’t hesitate to contact them. They truly deliver on their promises. Gmail::: fastfundrecovery8(@)gmail com .....Whatsapp ::: 1::807::::500::::7554
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19.12.24 17:07
rebeccabenjamin
USDT RECOVERY EXPERT REVIEWS DUNAMIS CYBER SOLUTION It's great to hear that you've found a way to recover your Bitcoin and achieve financial stability, but I urge you to be cautious with services like DUNAMIS CYBER SOLUTION Recovery." While it can be tempting to turn to these companies when you’re desperate to recover lost funds, many such services are scams, designed to exploit those in vulnerable situations. Always research thoroughly before engaging with any recovery service. In the world of cryptocurrency, security is crucial. To protect your assets, use strong passwords, enable two-factor authentication, and consider using cold wallets (offline storage) for long-term storage. If you do seek professional help, make sure the company is reputable and has positive, verifiable reviews from trusted sources. While it’s good that you found a solution, it’s also important to be aware of potential scams targeting cryptocurrency users. Stay informed about security practices, and make sure you take every step to safeguard your investments. If you need help with crypto security tips or to find trustworthy resources, feel free to ask! [email protected] +13433030545 [email protected]
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24.12.24 08:33
dddana
Отличная подборка сервисов! Хотелось бы дополнить список рекомендацией: нажмите сюда - https://airbrush.com/background-remover. Этот инструмент отлично справляется с удалением фона, сохраняя при этом высокое качество изображения. Очень удобен для быстрого редактирования фото. Было бы здорово увидеть его в вашей статье!
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27.12.24 00:21
swiftdream
I lost about $475,000.00 USD to a fake cryptocurrency trading platform a few weeks back after I got lured into the trading platform with the intent of earning a 15% profit daily trading on the platform. It was a hell of a time for me as I could hardly pay my bills and got me ruined financially. I had to confide in a close friend of mine who then introduced me to this crypto recovery team with the best recovery SWIFTDREAM i contacted them and they were able to completely recover my stolen digital assets with ease. Their service was superb, and my problems were solved in swift action, It only took them 48 hours to investigate and track down those scammers and my funds were returned to me. I strongly recommend this team to anyone going through a similar situation with their investment or fund theft to look up this team for the best appropriate solution to avoid losing huge funds to these scammers. Send complaint to Email: info [email protected]
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31.12.24 04:53
Annette_Phillips
There are a lot of untrue recommendations and it's hard to tell who is legit. If you have lost crypto to scam expresshacker99@gmailcom is the best option I can bet on that cause I have seen lot of recommendations about them and I'm a witness on their capabilities. They will surely help out. Took me long to find them. The wonderful part is no upfront fee till crypto is recover successfully that's how genuine they are.
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04.01.25 04:56
florencestella
THE BEST CERTIFIED CRYPTOCURRENCY RECOVERY EXPERT DUNAMIS CYBER SOLUTION
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04.01.25 04:57
florencestella
THE BEST CERTIFIED CRYPTOCURRENCY RECOVERY EXPERT DUNAMIS CYBER SOLUTION It sounds like you went through a very frustrating experience with Cointrack, where your access to your own funds was unjustly restricted for months without clear communication or a solution. The extended periods of account freezes, lack of transparency, and vague customer support responses would make anyone anxious. It’s understandable that you suspected the issue could be related to your login activity, but it’s surprising that something as minor as using the same Wi-Fi network could trigger such severe restrictions. I’m glad to hear that DUNAMIS CYBER SOLUTION Recovery was able to help you get your account unlocked and resolve the issue. It’s unfortunate that you had to seek third-party assistance, but it’s a relief that the situation was eventually addressed. If you plan on using any platforms like this again, you might want to be extra cautious, especially when dealing with sensitive financial matters. And if you ever need to share your experience to help others avoid similar issues, feel free to reach out. It might be helpful for others to know about both the pitfalls and the eventual resolution through services like DUNAMIS CYBER SOLUTION Recovery. [email protected] +13433030545 [email protected]
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06.01.25 19:09
michaeljordan15
We now live in a world where most business transactions are conducted through Bitcoin and cryptocurrency. With the rapid growth of digital currencies, everyone seems eager to get involved in Bitcoin and cryptocurrency investments. This surge in interest has unfortunately led to the rise of many fraudulent platforms designed to exploit unsuspecting individuals. People are often promised massive profits, only to lose huge sums of money when they realize the platform they invested in was a scam. contact with WhatsApp: +1 (443) 859 - 2886 Email @ digitaltechguard.com Telegram: digitaltechguardrecovery.com website link:: https://digitaltechguard.com This was exactly what happened to me five months ago. I was excited about the opportunity to invest in Bitcoin, hoping to earn a steady return of 20%. I found a platform that seemed legitimate and made my investment, eagerly anticipating the day when I would be able to withdraw my earnings. When the withdrawal day arrived, however, I encountered an issue. My bank account was not credited, despite seeing my balance and the supposed profits in my account on the platform. At first, I assumed it was just a technical glitch. I thought, "Maybe it’s a delay in the system, and everything will be sorted out soon." However, when I tried to contact customer support, the line was either disconnected or completely unresponsive. My doubts started to grow, but I wanted to give them the benefit of the doubt and waited throughout the day to see if the situation would resolve itself. But by the end of the day, I realized something was terribly wrong. I had been swindled, and my hard-earned money was gone. The realization hit me hard. I had fallen victim to one of the many fraudulent Bitcoin platforms that promise high returns and disappear once they have your money. I knew I had to act quickly to try and recover what I had lost. I started searching online for any possible solutions, reading reviews and recommendations from others who had faced similar situations. That’s when I came across many positive reviews about Digital Tech Guard Recovery. After reading about their success stories, I decided to reach out and use their services. I can honestly say that Digital Tech Guard Recovery exceeded all my expectations. Their team was professional, efficient, and transparent throughout the process. Within a short time, they helped me recover a significant portion of my lost funds, which I thought was impossible. I am incredibly grateful to Digital Tech Guard Recovery for their dedication and expertise in helping me get my money back. If you’ve been scammed like I was, don’t lose hope. There are solutions, and Digital Tech Guard Recovery is truly one of the best. Thank you, Digital Tech Guard Recovery! You guys are the best. Good luck to everyone trying to navigate this challenging space. Stay safe.
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18.01.25 12:41
michaeldavenport218
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]
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18.01.25 12:41
michaeldavenport218
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]
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20.01.25 15:39
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected]
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22.01.25 21:43
DoraJaimes23
Recovery expert. I lost my bitcoin to fake blockchain impostors on Facebook, they contacted me as blockchain official support and i fell stupidly for their mischievous act, this made them gain access into my blockchain wallet whereby 7.0938 btc was stolen from my wallet in total .I was almost in a comma and dumbfounded because this was all my savings i relied on . Then I made a research online and found a recovery expert , with the contact address- { RECOVERYHACKER101 (@) GMAIL . COM }... I wrote directly to the specialist explaining my loss. Hence, he helped me recover a significant part of my investment just after 2 days he helped me launch the recovery program , and the culprits were identified as well , all thanks to his expertise . I hope I have been able to help someone as well . Reach out to the recovery specialist to recover you lost funds from any form of online scam Thanks
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23.01.25 02:36
[email protected]
After falling victim to a fraudulent Bitcoin mining scam, I found myself in a desperate situation. I had invested $50,000 into a cloud mining website called Miningpool, which turned out to be a complete scam. For months, I tried reaching out to the company, but I was unable to access my funds, and I quickly realized I had been taken for a ride. In my search for help, I came across TrustGeeks Hack Expert, a service that claimed to help people recover lost funds from crypto scams. Though skeptical at first, I decided to give them a try. Here’s my experience with their service.When I initially contacted TrustGeeks Hack Expert Email.. Trustgeekshackexpert{At}fastservice{Dot}com , I was understandably hesitant. Like many others, I had been tricked into believing my Bitcoin investments were legitimate, only to discover they were locked in a non-spendable wallet with no way of accessing them. However, after sharing my story and details about the scam, the team assured me they had handled similar cases and had the expertise to help. They requested basic information about my investment and began their investigation immediately. The recovery process was nothing short of professional. Unlike many other services that promise quick fixes but fail to deliver, TrustGeeks Hack Expert kept me informed at every stage. They regularly updated me on their progress and were completely transparent about the challenges they faced. There were moments when I wondered if the process would work, but the team’s professionalism and reassurance gave me hope. They were honest about the time it would take and did not make any unrealistic promises, which I truly appreciated. After several weeks of work, TrustGeeks Hack Expert successfully recovered not just my $50,000 investment, but also the so-called profits that had been locked away in the scam's non-spendable wallet. This was a huge relief, as I had resigned myself to the idea that I had lost everything. The entire recovery process was discreet and handled with the utmost care, ensuring that the scam company remained unaware of the recovery efforts, which helped prevent further complications. TeleGram iD. Trustgeekshackexpert & What's A p p +1 7 1 9 4 9 2 2 6 9 3
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23.01.25 02:37
[email protected]
After falling victim to a fraudulent Bitcoin mining scam, I found myself in a desperate situation. I had invested $50,000 into a cloud mining website called Miningpool, which turned out to be a complete scam. For months, I tried reaching out to the company, but I was unable to access my funds, and I quickly realized I had been taken for a ride. In my search for help, I came across TrustGeeks Hack Expert, a service that claimed to help people recover lost funds from crypto scams. Though skeptical at first, I decided to give them a try. Here’s my experience with their service.When I initially contacted TrustGeeks Hack Expert Email.. Trustgeekshackexpert{At}fastservice{Dot}com , I was understandably hesitant. Like many others, I had been tricked into believing my Bitcoin investments were legitimate, only to discover they were locked in a non-spendable wallet with no way of accessing them. However, after sharing my story and details about the scam, the team assured me they had handled similar cases and had the expertise to help. They requested basic information about my investment and began their investigation immediately. The recovery process was nothing short of professional. Unlike many other services that promise quick fixes but fail to deliver, TrustGeeks Hack Expert kept me informed at every stage. They regularly updated me on their progress and were completely transparent about the challenges they faced. There were moments when I wondered if the process would work, but the team’s professionalism and reassurance gave me hope. They were honest about the time it would take and did not make any unrealistic promises, which I truly appreciated. After several weeks of work, TrustGeeks Hack Expert successfully recovered not just my $50,000 investment, but also the so-called profits that had been locked away in the scam's non-spendable wallet. This was a huge relief, as I had resigned myself to the idea that I had lost everything. The entire recovery process was discreet and handled with the utmost care, ensuring that the scam company remained unaware of the recovery efforts, which helped prevent further complications. TeleGram iD. Trustgeekshackexpert & What's A p p +1 7 1 9 4 9 2 2 6 9 3
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23.01.25 14:20
nellymargaret
DUNAM CYBER SOLUTION BTC-ETH RECOVERY EXPERT
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23.01.25 14:20
nellymargaret
DUNAM CYBER SOLUTION BTC-ETH RECOVERY EXPERT I had tried to secure my Bitcoin wallet, maybe a bit too aggressively, enabling every security feature imaginable: two-factor authentication, biometric verification, intricate passwords-the whole shebang. I wanted to make it impossible for anybody to get to my money. I tried to make this impregnable fortress of security and ended up locking myself out of my wallet with $700,000 in Bitcoin. It wasn't until I tried to access my wallet that I realized the trap I had set for myself. I was greeted with an endless series of security checks-passwords, codes, facial recognition, and more. I could remember parts of my multi-layered security setup but not enough to actually get in. In fact, my money was behind this digital fortress, and the more I tried to fix it, the worse it seemed to get. I kept tripping over my own layers of protection, unable to find a way back in. Panic quickly set in when I realized I had made it almost impossible for myself to access my own money. That is when I called DUNAMIS CYBER SOLUTION From that very first call, they reassured me that I wasn't the first person to make this kind of mistake and certainly wouldn't be the last. They listened attentively to my explanation and got to work straight away. Their team methodically began to untangle my overly complicated setup. Patience and expertise managed to crack each layer of security step by step until they had restored access to my wallet. [email protected] +13433030545 [email protected]
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26.01.25 03:54
[email protected]
Losing access to my crypto wallet account was one of the most stressful experiences ever. After spending countless hours building up my portfolio, I suddenly found myself locked out of my account without access. To make matters worse, the email address I had linked to my wallet was no longer active. When I tried reaching out, I received an error message stating that the domain was no longer in use, leaving me in complete confusion and panic. It was as though everything I had worked so hard for was gone, and I had no idea how to get it back. The hardest part wasn’t just the loss of access it was the feeling of helplessness. Crypto transactions are often irreversible, and since my wallet held significant investments, the thought that my hard-earned money could be lost forever was incredibly disheartening. I spent hours scouring forums and searching for ways to recover my funds, but most of the advice seemed either too vague or too complicated to be of any real help. With no support from the wallet provider and my email account out of reach, I was left feeling like I had no way to fix the situation.That’s when I found out about Trust Geeks Hack Expert . I was hesitant at first, but after reading about their expertise in recovering lost crypto wallets, I decided to give them a try. I reached out to their team, and from the very beginning, they were professional, understanding, and empathetic to my situation. They quickly assured me that there was a way to recover my wallet, and they got to work immediately.Thanks to Trust Geeks Hack Expert , my wallet and funds were recovered, and I couldn’t be more grateful. The process wasn’t easy, but their team guided me through each step with precision and care. The sense of relief I felt when I regained access to my crypto wallet and saw my funds safely back in place was indescribable. If you find yourself in a similar situation, I highly recommend reaching out to Trust Geeks Hack Expert. contact Them through EMAIL: [email protected] + WEBSITE. HTTPS://TRUSTGEEKSHACKEXPERT.COM + TELE GRAM: TRUSTGEEKSHACKEXPERT
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28.01.25 21:48
[email protected]
It’s unfortunate that many people have become victims of scams, and some are facing challenges accessing their Bitcoin wallets. However, there's excellent news! With Chris Wang, you can count on top-notch service that guarantees results in hacking. We have successfully helped both individuals and organizations recover lost files, passwords, funds, and more. If you need assistance, don’t hesitate—check out recoverypro247 on Google Mail! What specific methods does Chris Wang use to recover lost funds and passwords? Are there any guarantees regarding the success rate of the recovery services offered? What are the initial steps to begin the recovery process with recoverypro247? this things i tend to ask
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02.02.25 20:53
Michael9090
I lost over $155,000 in an investment trading company last year; I was down because the company refused to let me make withdrawals and kept asking for more money…. My friend in the military introduced me to a recovery agent Crypto Assets Recovery with the email address [email protected] and he’s been really helpful, he made a successful recovery of 95% of my investment in less than 24 hours, I’m so grateful to him. If you are a victim of a binary scam and need to get your money back, please don’t hesitate to contact Crypto Assets Recovery in any of the information below. EMAIL: [email protected] WHATSAPP NUMBER : +18125892766
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05.02.25 00:04
Jannetjeersten
TECH CYBER FORCE RECOVERY quickly took action, filing my case and working tirelessly on my behalf. Within just four days, I received the surprising news that my 40,000 CAD had been successfully refunded and deposited back into my bank account. I was overjoyed and relieved to see the money returned, especially after the stressful experience. Thanks to TECH CYBER FORCE RECOVERY’s professionalism and dedication, I was able to recover my funds. This experience taught me an important lesson about being cautious with online investments and the importance of seeking expert help when dealing with scams. I am truly grateful to EMAIL: support(@)techcyberforcerecovery(.)com OR WhatsApp: +.1.5.6.1.7.2.6.3.6.9.7 for their assistance, which allowed me to reclaim my money and end the holiday season on a much brighter note.
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06.02.25 19:42
Marta Golomb
My name is Marta, and I’m sharing my experience in the hope that it might help others avoid a similar scam. A few weeks ago, I received an email that appeared to be from the "Department of Health and Human Services (DHS)." It claimed I was eligible for a $72,000 grant debit card, which seemed like an incredible opportunity. At first, I was skeptical, but the email looked so professional and convincing that I thought it might be real. The email instructed me to click on a link to claim the grant, and unfortunately, I followed through. I filled out some personal details, and then, unexpectedly, I was told I needed to pay a "processing fee" to finalize the grant. I was hesitant, but the urgency of the message pushed me to make the payment, believing it was a necessary step to receive the funds. Once the payment was made, things quickly went downhill. The website became unreachable, and I couldn’t get in touch with anyone from the supposed DHS. It soon became clear that I had been scammed. The email, which seemed so legitimate, had been a clever trick to steal my money.Devastated and unsure of what to do, I began searching for ways to recover my lost funds. That’s when I found Tech Cyber Force Recovery, a team of experts who specialize in tracing stolen money and assisting victims of online fraud. They were incredibly reassuring and quickly got to work on my case. After several days of investigation, they managed to track down the scammers and recover my funds. I can’t express how grateful I am for their help. Without Tech Cyber Force Recovery, I don’t know what I would have done. This experience has taught me a valuable lesson: online scams are more common than I realized, and the scammers behind them are incredibly skilled. They prey on people’s trust, making it easy to fall for their tricks. HOW CAN I RECOVER MY LOST BTC,USDT =Telegram= +1 561-726-36-97 =WhatsApp= +1 561-726-36-97
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08.02.25 05:45
[email protected]
I'm incredibly grateful that I did enough research to recover my stolen cryptocurrency. When I first fell victim to a scam, I felt hopeless and lost, unsure if I'd ever see my funds again. A few months ago, I was approached by someone on Telegram who claimed to have a lucrative investment opportunity in cryptocurrencies. They promised huge returns and played on my emotions, making it seem like a can't-miss chance. I was so eager to make my money grow that I didn't fully vet the situation, and unfortunately, I ended up falling for the scam. They guided me to invest a significant amount of money, and soon after, I realized I had been duped. The scammers blocked me, and my funds were gone. I felt devastated. All of my savings had been wiped out in what seemed like an instant, and the feeling of being taken advantage of was crushing. I spent days researching how to recover my stolen cryptocurrency but found the process to be overwhelming and complicated. I was starting to lose hope when I came across Trust Geeks Hack Expert. At first, I was skeptical about reaching out to a cryptocurrency recovery company, but after reading testimonials and researching their reputation, I decided to give them a try. I contacted Trust Geeks Hack Expert Website: www://trustgeekshackexpert.com/, and I was immediately reassured by their professionalism and expertise. They took the time to listen to my situation, and they were honest about what could and could not be done. What stood out to me was their deep understanding of cryptocurrency fraud and the recovery process. They were able to track down the scammers and initiate the recovery of my stolen funds, step by step. Thanks to Trust Geeks Hack Expert, I was able to get back a significant portion of the cryptocurrency I had lost. Their team was responsive, transparent, and diligent in their efforts. I was kept informed throughout the entire process, and they made sure I felt supported every step of the way. I truly can't thank them enough for their dedication and for restoring my faith in the possibility of recovery after such a devastating loss. I will definitely recommend Trust Geeks Hack Expert to anyone who has fallen victim to a cryptocurrency scam. TeleGram: Trustgeekshackexpert & what's A p p +1 7 1 9 4 9 2 2 6 9 3
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08.02.25 05:46
[email protected]
I'm incredibly grateful that I did enough research to recover my stolen cryptocurrency. When I first fell victim to a scam, I felt hopeless and lost, unsure if I'd ever see my funds again. A few months ago, I was approached by someone on Telegram who claimed to have a lucrative investment opportunity in cryptocurrencies. They promised huge returns and played on my emotions, making it seem like a can't-miss chance. I was so eager to make my money grow that I didn't fully vet the situation, and unfortunately, I ended up falling for the scam. They guided me to invest a significant amount of money, and soon after, I realized I had been duped. The scammers blocked me, and my funds were gone. I felt devastated. All of my savings had been wiped out in what seemed like an instant, and the feeling of being taken advantage of was crushing. I spent days researching how to recover my stolen cryptocurrency but found the process to be overwhelming and complicated. I was starting to lose hope when I came across Trust Geeks Hack Expert. At first, I was skeptical about reaching out to a cryptocurrency recovery company, but after reading testimonials and researching their reputation, I decided to give them a try. I contacted Trust Geeks Hack Expert Website: www://trustgeekshackexpert.com/, and I was immediately reassured by their professionalism and expertise. They took the time to listen to my situation, and they were honest about what could and could not be done. What stood out to me was their deep understanding of cryptocurrency fraud and the recovery process. They were able to track down the scammers and initiate the recovery of my stolen funds, step by step. Thanks to Trust Geeks Hack Expert, I was able to get back a significant portion of the cryptocurrency I had lost. Their team was responsive, transparent, and diligent in their efforts. I was kept informed throughout the entire process, and they made sure I felt supported every step of the way. I truly can't thank them enough for their dedication and for restoring my faith in the possibility of recovery after such a devastating loss. I will definitely recommend Trust Geeks Hack Expert to anyone who has fallen victim to a cryptocurrency scam. TeleGram: Trustgeekshackexpert & what's A p p +1 7 1 9 4 9 2 2 6 9 3
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10.02.25 21:22
sulabhakuchchal
W.W.W.techcyberforcerecovery.com MAIL. [email protected] My name is sulabha kuchchal, and I’m from Mumbai. A few months ago, I faced a nightmare scenario that many in the crypto world fear: I lost access to my $60,000 wallet after a malware attack. The hacker gained control of my private keys, and I was unable to access my funds. Panic set in immediately as I realized the magnitude of the situation. Like anyone in my shoes, I felt completely helpless. But luckily, a friend recommended TECH CYBER FORCE RECOVERY, and it turned out to be the best advice I could have gotten. From the moment I reached out to TECH CYBER FORCE RECOVERY, I felt a sense of relief.
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04:24
heyemiliohutchinson
I invested substantially in Bitcoin, believing it would secure my future. For a while, things seemed to be going well. The market fluctuated, but I was confident my investment would pay off. But catastrophe struck without warning. I lost access to my Bitcoin holdings as a result of several technical issues and inadequate security measures. Every coin in my wallet suddenly disappeared, leaving me with an overpowering sense of grief. The emotional impact of this loss was far greater than I had imagined. I spiraled into despair, feeling as though my dreams of financial independence were crushed. I was on the verge of giving up when I came across Assets_Recovery_Crusader. Being willing to give them a chance, I had nothing left to lose. They listened to my narrative and took the time to comprehend the particulars of my circumstance, rather than treating me like a case number. They worked diligently, using their advanced recovery techniques and deep understanding of blockchain technology to track down my lost Bitcoin. Assets_Recovery_Crusader rebuilt my trust in the bitcoin space. The financial impact had a significant emotional toll, but I was able to get past it thanks to Assets_Recovery_Crusader’s proficiency and persistence. For proper talks, reach out to them via TELEGRAM : Assets_Recovery_Crusader EMAIL: [email protected]
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