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Лапочки с характером: Как машинное обучение помогает определить тип личности ваших пёсиков
Предлагаю Вам разбавить все серьезные, обсуждаемые здесь темы, небольшой отдушиной для многих из нас!
Собаки – настоящие маленькие спутники жизни каждого хозяина, поэтому многих обрадовала бы возможность подобрать питомца, который будет вписываться в привычный образ жизни, и, например, сможет смирно сидеть на коленях, пока Вы пишете код, или безостановочно носиться по дому, требуя все Ваше внимание и любовь.
Все это станет реальным, благодаря машинному обучению! :) Теперь Вы можете почти так же просто определить тип личности своего питомца, как и свой собственный (излюбленный MBTI тест – такая же разработка ML)
В данной статье описывается успешная попытка применить методы искусственного интеллекта и ML для классификации и прогнозирования личностных качеств собак с использованием поведенческих данных, полученных из базы данных C-BARQ. Я в подробностях расскажу об основных теоретических и практических аспектах проделанной работы!
Приятного прочтения! :)
Введение
В этом исследовании методы машинного обучения были применены к классификации типов личности собак с использованием поведенческих данных, полученных в рамках проекта C-BARQ.
C-BARQ (Canine Behavioral Assessment and Research Questionnaire) — это инструмент для стандартизированной оценки темперамента и поведения собак. Он был разработан исследователями из Центра взаимодействия животных и общества Университета Пенсильвании и является единственным в своем роде инструментом поведенческой оценки, который был тщательно проверен на надежность и валидность на больших выборках собак разных пород.
Опросник содержит 100 вопросов. Вопросы сгруппированы в 7 разделов: 1) дрессируемость; 2) агрессия; 3) страх и тревожность; 4) поведение собаки, когда она остаëтся одна; 5) возбудимость; 6) привязанность и поиск внимания; 7) разное.
Поскольку набор данных не был размечен, в первом этапе был выбран метод обучения без учителя, и для кластеризации и маркировки данных был использован алгоритм K-Means.
K-Means – это алгоритм машинного обучения, который помогает разделить набор данных на кластеры на основе их признаков и сходства.
Сущность алгоритма K-Means
Из анализа кластеризации K-Means по данным о поведении выявилось пять отдельных категорий собак, соответствующих пяти различным типам личности:
«Возбудимый/Гиперактивный»;
«Тревожный/Боязливый»;
«Недружелюбный/Хищный»;
«Реактивный/Напористый»;
«Спокойный/Покладистый».
Четыре модели машинного обучения, включая Метод Опорных Векторов (SVM), Метод k-ближайших соседей (KNN), Наивный Байесовский классификатор и Дерево Принятия Решений были применены для прогнозирования черт характера собак на основе имеющихся данных.
Метод Опорных Векторов (SVM, support vector machine) работает путем построения гиперплоскости в пространстве данных, наилучшим образом разделяющей различные классы данных. SVM стремится найти оптимальную разделяющую гиперплоскость, максимизируя расстояние от этой гиперплоскости до ближайших обучающих точек, которые называются опорными векторами.
Метод Опорных Векторов (SVM)
Метод k-ближайших соседей (KNN, k-nearest neighbors algorithm) – это простой алгоритм классификации, который основан на том, что объекты одного класса склонны скапливаться в пространстве признаков ⇒ KNN определяет класс нового объекта на основе классов его ближайших соседей (k ближайших точек данных), если большинство из ближайших соседей принадлежит к определенному классу, то новый объект также относится к этому классу.
Метод k-ближайших соседей (KNN)
Наивный Байесовский классификатор использует статистические методы для прогнозирования вероятности принадлежности объекта к определенному классу на основе его признаков.
Дерево принятия решений – это графическое представление алгоритма машинного обучения, используемого для принятия решений в условиях неопределенности. Оно представляет собой древовидную структуру, где каждый узел представляет собой признак или атрибут, каждое ребро - возможное значение этого признака, а листовые узлы - ответы или прогнозы.
Дерево принятия решений
Производительность моделей была оценена с использованием метода пятикратной перекрестной проверки, и результаты показали, что модель Дерева принятия решений показала лучшую производительность с высокой точностью в 99%.
Теперь приступим к практической части!
Методология
Набор данных C-BARQ не является размеченным, поскольку в нем отсутствует целевая переменная. Следовательно, для выполнения кластерного анализа был использован алгоритм машинного обучения без учителя, применяющий только входные векторы без ссылки на известные или размеченные результаты. Каждый кластер будет относиться к группе данных (собак), объединенных вместе из-за определенных сходств.
Предварительная обработка и очистка данных:
Перед применением моделей машинного обучения была проведена очистка данных для предотвращения значительных ошибок и неправильной кластеризации. Все образцы с отсутствующими значениями для одного или нескольких атрибутов были удалены из набора данных. По завершении процесса очистки данных в наборе осталось 7807 полных образцов.
Кодирование данных:
Из 157 атрибутов 133 были определены как числовые атрибуты, так как они содержали значения с целочисленным типом. Другие 24 атрибута были определены как нечисловые, поскольку они содержали значения со строковым типом. В результате процесс кодирования данных должен был быть проведен для преобразования этих значений в числовые, которые можно использовать для обучения моделей ML. Для выполнения процесса кодирования использовалась функция 'LabelEncoder' из библиотеки Scikit-Learn в Python.
Функция LabelEncoder
Отбор признаков для кластеризации:
Главной целью текущего исследования являлось создание набора характеристик личности для собак на основе их поведенческих шаблонов, а также разработка инструмента прогнозирования личности с использованием искусственного интеллекта. Были выбраны только 100 оцененных поведенческих элементов из набора данных C-BARQ для кластеризации.
Кластерный подход:
Поскольку набор данных не был размеченным, в данном исследовании был использован подход кластеризации. В нем был применен алгоритм K-Means. Этот алгоритм группирует неразмеченный набор данных в разные кластеры. Он начинает с первой группы случайно выбранных центроидов, которые используются в качестве отправной точки для каждого кластера (некоторое среднее значение), и затем выполняет итеративные расчеты для оптимизации положений центроидов.
Основная цель – определить k центроидов, по одному для каждого кластера. Расположение этих центроидов может быть сложным, потому что разные местоположения дадут разные результаты. Поэтому центроиды должны быть размещены как можно дальше друг от друга.
В следующем шаге алгоритм берет каждую точку данных и ассоциирует ее с ближайшим центроидом. Когда не остается ни одной оставшейся точки, этот шаг завершается, и определяется ранняя группа.
После этого необходимо повторно вычислить k новых центроидов, полученных на предыдущем шаге. После принятия решения относительно этих k новых центроидов, нужно снова выполнить ассоциацию с данными между теми же точками и ближайшим новым центроидом. Этот процесс будет повторяться в цикле, пока изменения не прекратятся (центроиды перестанут двигаться).
Наконец, алгоритм нацеливается на минимизацию целевой функции, в данном случае квадратичной функции ошибки.
Допустим, есть набор наблюдений (x1,x2x3...xm ). В результате целевая функция будет:
На самом деле, алгоритм пытается математически решить задачу минимизации, состоящую из двух частей. Сначала алгоритм минимизирует C относительно ik с Ck фиксированным значением. Затем он минимизирует C относительно Ck с ik фиксированным значением. Это показано в следующих уравнениях:
Первый шаг:
Второй шаг:
Для того чтобы дойти до момента, когда центроиды перестают изменяться, алгоритм должен обратить внимание на выбор значения K. Однако определение начального значения K представляет определенные трудности. Для решения этой проблемы производительность алгоритма должна быть рассчитана для различных чисел центроидов. Расстояние между точкой данных и центроидом каждого кластера может быть рассчитано до тех пор, пока не произойдет сходимость. Затем все рассчитанные расстояния должны быть сложены как показатель производительности.
Размер целевой функции будет уменьшаться при увеличении числа центроидов кластеров. Метод "Локтя" может быть использован для выбора наилучшего значения K в этом алгоритме.
Метод “Локтя”:
Метод "Локтя" - это визуальный подход к выбору оптимального количества кластеров путем подгонки модели с диапазоном значений для K. Создается линейная диаграмма, напоминающая руку, и "локоть", который является как точкой перегиба на кривой, так и хорошим признаком того, что базовая модель лучше всего подходит для этой точки.
В этом исследовании использовался KElbowVisualizer из библиотеки Python yellowbrick для подгонки модели K-Means для диапазона значений K от 2 до 30 на наборе данных.
Процесс начинается с K = 2 и увеличивается на 1 на каждом шаге. Параметр метрики оценки был установлен на искажение, которое вычисляет сумму квадратов расстояний от каждой точки до ее назначенного центра. Среднее расстояние резко падает, а затем достигает плато при дальнейшем увеличении значения K.
На рисунке показано, что при подгонке модели с 5 кластерами на графике можно увидеть линию, обозначающую "локоть", который представляет собой оптимальное количество кластеров. Другими словами, имеется крутое снижение среднего расстояния, когда K находится в диапазоне от 1 до 5. После K = 5 наклон относительно плавный. В результате было выбрано значение K равное 5.
Метод "Локтя"
Классификаторы машинного обучения для предсказания типа личности собаки:
Для прогнозирования типов личности собак были реализованы четыре различных типа машинного обучения, описанные во введении.
Функция train_test_split() из библиотеки sklearn использовалась для разделения нового размеченного набора данных на наборы для обучения (70%) и тестирования (30%).
Была выполнена настройка гиперпараметров для оптимизации производительности реализованных классификаторов машинного обучения. В таблице ниже показаны параметры для каждого классификатора и установленные для них значения.
Classifier | Parameters | Value |
SVM | C | 1 |
kernel | rbf | |
degree | 3 | |
gamma | scale | |
shrinking | TRUE | |
tol | 0.001 | |
cache_size | 200 | |
max_iter | 1 | |
decision_function_shape | ovr | |
random_state | 42 | |
KNN | n_neighbors | 5 |
weights | uniform | |
algorithm | auto | |
leaf_size | 30 | |
p | 2 | |
metric | minkowski | |
Decision Tree | criterion | ‘gini’ |
splitter | ‘best’ | |
min_samples_split | 2 | |
min_samples_leaf | 1 | |
Naïve Bayes | var_smoothing | 1.00E−09 |
priors | None |
Модели были оценены с использованием метода пятикратной перекрестной проверки, и их производительность была сравнена для определения наиболее эффективного классификатора.
Анализ важности признаков:
Этот анализ позволил определить значимость каждой поведенческой переменной C-BARQ в различных кластерах. Были выделены 20 ключевых поведенческих атрибутов, определяющих каждый кластер, и использованы для создания описательной метки для каждого типа личности (можете ознакомиться с ними в таблицах ниже).
Порог был установлен на уровне 20, так как диаграммы "важности" обычно имеют более плавный наклон после первых 20 наиболее значимых признаков, в то время как оставшиеся признаки не вносят существенный вклад в модель (см. диаграммы ниже).
Для выявления направления поведенческих эффектов в каждом кластере были проанализированы средние значения 20 наиболее важных переменных C-BARQ и сравнены с средними значениями этих переменных в других 4 кластерах. Эти сравнения позволили определить соответствующие поведенческие характеристики для каждого типа личности в группировке.
Кластер 0: “Возбудимый/Гиперактивный”:
Пункт C-BARQ | Описание пункта | Важность признака | Среднее для кластера 0 | Среднее для других кластеров |
mis90 | Гиперактивность, беспокойство, трудности с успокоением | 0.042943 | 1.30 + | 0.58 |
sep61 | Потеря аппетита при одиночестве | 0.034686 | 0.42 + | 0.32 |
att72 | Ревность, когда владелец уделяет внимание другим людям | 0.031540 | 1.41 + | 0.68 |
exc66 | Возбужденность при поездках на машине | 0.030422 | 2.47 + | 1.6 |
mis91 | Игривость, щенячье поведение, буйство | 0.027968 | 2.68 + | 1.69 |
exc64 | Возбужденность при звонке в дверь | 0.026235 | 2.68 + | 2.01 |
mis89 | Дефекация при одиночестве | 0.025326 | 0.28 + | 0.21 |
att71 | Толкание, лапание владельца в поисках внимания | 0.024457 | 2.66 + | 1.88 |
exc62 | Возбужденность при возвращении владельца домой | 0.024042 | 2.93 + | 2.1 |
mis84 | Нервозность или страх на лестнице | 0.023624 | 0.26− | 0.3 |
sep56 | Беспокойство, волнение при одиночестве | 0.022145 | 1.12 + | 0.63 |
exc65 | Возбужденность перед прогулками | 0.022010 | 2.72 + | 1.84 |
agg35 | Агрессия при попытке другой (знакомой) собаки подойти, когда играет/жует любимую игрушку, кость, предмет и т. д. | 0.019635 | 0.68− | 0.7 |
fear39 | Страх при визите незнакомых людей в ваш дом | 0.019525 | 0.25− | 0.65 |
att70 | Сидит близко к владельцу или в постоянном контакте с ним | 0.019257 | 3.17 + | 2.54 |
fear38 | Страх в ответ на внезапные или громкие звуки (например, пылесос, хлопок машины, дорожные дрели, падение предметов и т. д.) | 0.016524 | 1.14− | 1.18 |
fear36 | Страх при прямом приближении незнакомого взрослого вдали от дома | 0.016307 | 0.32− | 0.79 |
mis81 | "Взбирается" на предметы, людей и т. д. | 0.015368 | 0.49 + | 0.27 |
exc63 | Возбужденность при игре с членами семьи | 0.014788 | 2.65 + | 1.88 |
sep57 | Скуление при одиночестве | 0.014559 | 1.54 + | 0.84 |
Кластер 1: “Тревожный/Боязливый”:
Пункт C-BARQ | Описание пункта | Важность признака | Среднее для кластера 1 | Среднее для других кластеров |
agg35 | Агрессия при приближении другой (знакомой) собаки во время игры/жевания любимой игрушки, кости, предмета и т. д. | 0.086189 | 0.60− | 0.71 |
fear39 | Страх при визите незнакомых людей в ваш дом | 0.072337 | 1.82 + | 0.39 |
fear38 | Страх в ответ на внезапные или громкие звуки (например, пылесос, дорожные дрели, падение предметов и т. д.) | 0.059492 | 2.30 + | 1.02 |
fear36 | Страх при прямом приближении незнакомого взрослого вдали от дома | 0.049489 | 2.17 + | 0.48 |
fear46 | Страх при прямом приближении незнакомой собаки меньшего размера | 0.033463 | 0.85 + | 0.44 |
fear37 | Страх при прямом приближении незнакомого ребенка вдали от дома | 0.030953 | 1.98 + | 0.46 |
fear42 | Страх в ответ на странные или незнакомые объекты на тротуаре или рядом с ним (например, пластиковые мусорные пакеты, листья, мусор, развевающиеся флаги и т. д.) | 0.029978 | 1.23 + | 0.43 |
fear40 | Страх, когда незнакомый человек пытается погладить или коснуться собаки | 0.017972 | 2.23 + | 0.48 |
fear47 | Страх при первом столкновении с незнакомыми ситуациями (например, первая поездка на машине, первый раз в лифте, первый визит к ветеринару и т. д.) | 0.017718 | 2.01 + | 0.76 |
agg28 | Агрессия к незнакомым людям, приходящим в ваш дом | 0.017328 | 0.82 + | 0.47 |
fear41 | Страх в плотном трафике | 0.017177 | 1.25 + | 0.41 |
agg22 | Агрессия, когда мимо вашего дома пробегают, проезжают на велосипеде, роликах или скейте, в то время как ваша собака находится снаружи или во дворе | 0.015789 | 0.85 + | 0.75 |
agg26 | Агрессия к незнакомым собакам, приходящим в ваш дом | 0.013937 | 0.72− | 0.83 |
fear43 | Страх при осмотре/лечении ветеринаром | 0.013842 | 2.07 + | 0.86 |
att73 | "Ревность", когда владелец уделяет внимание другой собаке или другому животному | 0.013215 | 1.43 + | 1.41 |
agg23 | Агрессия при прямом приближении незнакомого кобеля во время прогулки/упражнений на поводке | 0.013151 | 0.75− | 0.89 |
mis75 | Преследует или преследовал бы птиц, если бы была такая возможность | 0.012632 | 1.73− | 1.98 |
agg25 | Агрессия при прямом взгляде члена семьи | 0.010707 | 0.06− | 0.05 |
mis90 | Гиперактивность, беспокойство, трудности с успокоением | 0.010570 | 0.70− | 0.74 |
exc66 | Возбужденность непосредственно перед поездкой на машине | 0.010514 | 1.81 + | 1.79 |
Кластер 2: “Недружелюбный/хищный”:
Пункт C-BARQ | Описание пункта | Важность признака | Среднее для кластера 2 | Среднее для других кластеров |
agg28 | Агрессия к незнакомым людям, приходящим в ваш дом | 0.046446 | 0.44− | 0.53 |
agg26 | Агрессия к незнакомым собакам, приходящим в ваш дом | 0.040469 | 1.33 + | 0.69 |
att73 | Возбуждение (скуление, прыжки, попытки вмешаться), когда вы (или другие) проявляете нежность к другой собаке или животному | 0.037789 | 1.07− | 1.5 |
agg22 | Агрессия, когда мимо вашего дома пробегают, проезжают на велосипеде, роликах или скейте, в то время как ваша собака находится снаружи или во дворе | 0.029619 | 0.89 + | 0.73 |
att68 | Проявление сильной привязанности к одному конкретному члену семьи | 0.029430 | 2.31− | 2.77 |
agg25 | Агрессия при прямом взгляде члена семьи | 0.028940 | 0.03− | 0.06 |
mis75 | Преследует или преследовал бы птиц, если бы была такая возможность | 0.027460 | 2.46 + | 1.82 |
agg23 | Агрессия при прямом подходе незнакомого кобеля во время прогулки/упражнений на поводке | 0.026174 | 1.42 + | 0.73 |
sep61 | Потеря аппетита при одиночестве | 0.019876 | 0.22− | 0.38 |
att69 | Склонность следовать за вами (или другими членами семьи) по дому, из комнаты в комнату | 0.019444 | 2.13− | 2.84 |
mis89 | Мочеиспускание при одиночестве ночью или днем | 0.019294 | 0.18− | 0.23 |
sep56 | Проявление беспокойства/возбуждения/ходьбы туда-сюда при одиночестве | 0.018138 | 0.38− | 0.83 |
mis74 | Преследует или преследовал бы кошек, если бы была такая возможность | 0.017561 | 2.95 + | 1.97 |
att72 | Возбуждение (скуление, прыжки, попытки вмешаться), когда вы (или другие) проявляете нежность к другому человеку | 0.016981 | 0.47− | 0.93 |
att70 | Склонность сидеть рядом или в контакте с вами (или другими), когда вы сидите | 0.016138 | 2.22− | 2.79 |
mis90 | Гиперактивность, беспокойство, трудности с успокоением | 0.015776 | 0.41− | 0.82 |
fear39 | Страх при визите незнакомых людей в ваш дом | 0.015195 | 0.28− | 0.64 |
agg35 | Агрессия при подходе другой (знакомой) собаки во время игры/жевания любимой игрушки, кости, предмета и т. д. | 0.014958 | 0.95 + | 0.63 |
att71 | Склонность толкать, обнюхивать или лапать вас (или других) в поисках внимания, когда вы сидите | 0.014278 | 1.67− | 2.15 |
exc62 | Возбудимость, когда вы или другие члены семьи возвращаются домой после кратковременного отсутствия | 0.013771 | 1.95− | 2.36 |
Кластер 3: “Реактивный/напористый”:
Пункт C-BARQ | Описание пункта | Важность признака | Среднее для кластера 3 | Среднее для других кластеров |
agg9 | Агрессия при устном замечании или порицании (наказании, крике и т. д.) вами или членом семьи | 0.053578 | 0.54 + | 0.09 |
agg20 | Агрессия, когда незнакомцы проходят мимо вашего дома, в то время как ваша собака находится снаружи или во дворе | 0.050147 | 2.11 + | 0.75 |
agg15 | Агрессия, когда незнакомый человек подходит к вам или другому члену вашей семьи дома | 0.036353 | 1.81 + | 0.39 |
agg27 | Агрессия к кошкам, белкам или другим мелким животным, находящимся в вашем дворе | 0.035104 | 2.29 + | 1.03 |
agg25 | Агрессия при прямом взгляде члена семьи | 0.030881 | 0.24 + | 0.03 |
agg11 | Агрессия при прямом приближении незнакомого ребенка во время прогулки/упражнений на поводке | 0.029025 | 1.42 + | 0.20 |
agg22 | Агрессия, когда мимо вашего дома пробегают, проезжают на велосипеде, роликах или скейте, в то время как ваша собака находится снаружи или во дворе | 0.028445 | 2.04 + | 0.60 |
agg19 | Агрессия, когда его/ее еду забирает член семьи | 0.027754 | 0.46 + | 0.08 |
agg17 | Агрессия при прямом приближении члена семьи, когда собака (он/она) ест | 0.027611 | 0.38 + | 0.07 |
agg10 | Агрессия при прямом приближении незнакомого взрослого во время прогулки/упражнений на поводке | 0.026578 | 1.64 + | 0.26 |
agg28 | Агрессия к незнакомым людям, приходящим в ваш дом | 0.026567 | 1.74 + | 0.36 |
agg14 | Агрессия при купании или уходе за собой членом семьи | 0.026246 | 0.44 + | 0.08 |
agg21 | Агрессия, когда незнакомый человек пытается погладить или коснуться собаки | 0.025054 | 1.64 + | 0.21 |
exc63 | Возбудимость при игре с вами или другими членами семьи | 0.022577 | 2.60 + | 1.97 |
agg23 | Агрессия при прямом приближении незнакомого кобеля во время прогулки/упражнений на поводке | 0.020306 | 2.39 + | 0.69 |
att71 | Склонность толкать, обнюхивать или лапать вас (или других) в поисках внимания, когда вы сидите | 0.017842 | 2.68 + | 1.97 |
fear51 | Страх при вытирании его/ее лап членом семьи | 0.017742 | 0.78 + | 0.26 |
mis96 | Преследование/следование за тенями, световыми пятнами и т. п. | 0.017425 | 0.72 + | 0.33 |
fear44 | Страх во время гроз, фейерверков или подобных событий | 0.017130 | 1.56 + | 1.00 |
fear38 | Страх в ответ на внезапные или громкие звуки (например, пылесос, выстрел из машины, дорожные дрели, падение предметов и т. д.) | 0.015425 | 2.02 + | 1.06 |
Кластер 4: “Спокойный/Покладистый”:
Пункт C−BARQ | Описание пункта | Важность признака | Среднее для кластера 4 | Среднее для других кластеров |
att73 | Возбуждение (скуление, прыжки, попытки вмешаться), когда вы проявляете нежность к другой собаке или животному | 0.046477 | 0.26− | 1.72 |
agg28 | Агрессия к незнакомым людям, приходящим в ваш дом | 0.045940 | 0.17− | 0.69 |
agg26 | Агрессия к незнакомым собакам, приходящим в ваш дом | 0.045085 | 0.27− | 1.11 |
exc63 | Возбудимость при игре с вами или другими членами семьи | 0.044342 | 1.68− | 2.23 |
mis75 | Преследование или потенциальное преследование птиц, если была бы такая возможность | 0.036373 | 1.15− | 2.38 |
tra6 | Быстрое обучение новым трюкам или заданиям | 0.033636 | 3.10 + | 2.74 |
mis84 | Нервозность или страх на лестнице | 0.033216 | 0.16− | 0.35 |
agg22 | Агрессия, когда мимо вашего дома пробегают, проезжают на велосипеде, роликах или скейте, в то время как ваша собака находится снаружи или во дворе | 0.028883 | 0.30− | 1.01 |
mis74 | Преследование или потенциальное преследование кошек, если была бы такая возможность | 0.028717 | 1.34− | 2.62 |
mis76 | Преследование или потенциальное преследование белок, кроликов и других мелких животных, если была бы такая возможность | 0.027501 | 1.83− | 3.06 |
exc66 | Возбудимость непосредственно перед поездкой на автомобиле | 0.024193 | 1.20− | 2.11 |
agg25 | Агрессия при прямом взгляде члена семьи | 0.023929 | 0.01− | 0.08 |
exc64 | Возбудимость при звонке в дверь | 0.023186 | 1.39− | 2.56 |
agg23 | Агрессия при прямом приближении незнакомого кобеля во время прогулки/упражнений на поводке | 0.021218 | 0.27− | 1.2 |
mis96 | Преследование/следование за тенями, световыми пятнами и т. п. | 0.019714 | 0.22− | 0.46 |
fear46 | Страх при прямом приближении незнакомой собаки меньшего размера | 0.018595 | 0.16− | 0.66 |
agg19 | Агрессия, когда его/ее еду забирает член семьи | 0.018146 | 0.04− | 0.17 |
agg35 | Агрессия при приближении другой (знакомой) собаки во время игры/жевания любимой игрушки, кости, предмета и т. д. | 0.017738 | 0.33− | 0.89 |
exc65 | Возбудимость непосредственно перед прогулкой | 0.017680 | 1.42− | 2.36 |
fear37 | Страх при прямом приближении незнакомого ребенка вдали от дома | 0.017085 | 0.26− | 0.84 |
Диаграммы важности поведенческих атрибутов:
Диаграмма важности поведенческих атрибутов для кластера 0
Диаграмма важности поведенческих атрибутов для кластера 1
Диаграмма важности поведенческих атрибутов для кластера 2
Диаграмма важности поведенческих атрибутов для кластера 3
Диаграмма важности поведенческих атрибутов для кластера 4
Результаты
Модель кластеризации для идентификации типа личности собаки:
На рисунке показан график TSNE, созданный после выполнения кластеризации методом K-Means. График TSNE – это статистический метод визуализации многомерных данных, присваивающий каждой точке данных местоположение на двумерной карте.
Этот рисунок демонстрирует распределение выборок (собак) и как они разделены друг от друга на разные кластеры. В набор данных был добавлен новый столбец в качестве целевой переменной, содержащий соответствующий номер кластера (метку) для каждой выборки. В Таблице ниже показано количество выборок в каждом кластере.
Cluster ID | Number of samples |
0 | 1676 |
1 | 934 |
2 | 1626 |
3 | 864 |
4 | 2707 |
Описание типов личности собак:
Из анализа кластеризации K-средних поведенческих данных выделились пять различных групп или категорий собак, соответствующих пяти различным типам личности.
Все описания и характеристики полностью основываются на данных подробных таблиц по кластерам, представленных выше.
Собаки в кластере 0 характеризовались относительно высоким уровнем возбудимости, привязанности/потребности внимания и тревожностью при отдалении, а также сниженным уровнем страха по сравнению с теми, кто был в других кластерах. Этот тип личности был назван "Возбудимый/Гиперактивный".
Собаки в кластере 1, напротив, проявляли относительно высокие уровни страха как перед социальными (незнакомыми людьми, другими собаками и т. д.), так и перед нон-социальными (новыми или неожиданными ситуациями или событиями) стимулами, и были названы "Тревожные/Боязливые".
Собаки в кластере 2 были обозначены как "Недружелюбные/Хищные" в связи с их низкими уровнями привязанности/потребности внимания и более высокими уровнями хищного поведения и агрессии по отношению к другим собакам, в то время как собаки в кластере 3 были обозначены как "Реактивные/Напористые" из-за их повышенного агрессивного поведения в различных областях, включая агрессию по отношению к членам “семьи”.
Наконец, собаки в кластере 4 проявляли последовательно низкие уровни агрессии, страха, возбудимости и хищного поведения, и были обозначены как "Спокойные/Покладистые". Способность быстро учиться новым трюкам или заданиям также была характерной для собак в этом кластере.
Оценка производительности классификаторов машинного обучения:
Четыре матрицы ошибок, представленные на следующем рисунке, визуализируют производительность обученных моделей при разделении набора данных на 70% для обучения и 30% для тестирования. Матрица ошибок для этих моделей подчеркивает многоклассовую классификацию данной работы, где целевая переменная имеет пять значений в диапазоне от 0 до 4, представляющих разные типы личностей. Столбцы представляют предсказанные значения целевой переменной, а строки представляют фактические значения целевой переменной.
В матрице ошибок для задачи многоклассовой классификации термины "True Positive" (TP), "True Negative" (TN), "False Positive" (FP) и "False Negative" (FN) определяются следующим образом:
True Positive (TP): Количество экземпляров класса i, которые были правильно предсказаны как класс i.
True Negative (TN): Количество экземпляров, не принадлежащих классу i, которые были правильно предсказаны как не принадлежащие классу i.
False Positive (FP): Количество экземпляров, не принадлежащих классу i, которые были ошибочно предсказаны как принадлежащие классу i.
False Negative (FN): Количество экземпляров класса i, которые были ошибочно предсказаны как не принадлежащие классу i.
Согласно рисунку, модель дерева принятия решений имеет наивысшее значение TP для классов «0», «1» и «4». И модель дерева принятия решений, и модель опорных векторов имеют наивысшее количество правильных предсказаний для класса «2». Модель опорных векторов имеет наивысшее значение TP для класса «3».
Были вычислены значения точности (precision), полноты (recall) и F1-меры для каждого класса для каждой использованной модели. После этого был рассчитан процент точности для каждой модели, и результаты представлены в следующей таблице:
Classifier | Accuracy percentage (%) |
SVM | 98 |
KNN | 98 |
Decision tree | 99 |
Naïve bayes | 79 |
В области машинного обучения точность (precision) – это отношение истинно положительных случаев к сумме истинно положительных и ложных положительных случаев. Она измеряет точность положительных предсказаний:
Кроме того, полнота (Recall) – это отношение истинно положительных случаев к сумме истинно положительных случаев и ложных отрицательных случаев. Она количественно оценивает способность классификатора захватить все положительные примеры:
Оценка F1 – это метрика, которая объединяет точность и полноту в одно значение, обеспечивая сбалансированную оценку производительности модели классификации:
Наконец, точность модели служит важным показателем, определяющим ее общую производительность. Она рассчитывается путем выявления отношения правильных прогнозов, представленных суммой истинных положительных (TP) и истинных отрицательных (TN), к общему количеству прогнозов. Математически точность выражается как:
Для получения общей точности для задачи с множеством классов можно усреднить точности по всем классам.
По итогу, модель дерева принятия решений продемонстрировала лучшую производительность из четырех исследованных моделей. SVM и KNN показали одинаковые результаты, в то время как модель Наивного Байеса показала наименьшую производительность. Для более детальной оценки модели была проведена пятикратная перекрестная проверка, в которой модели запускались 5 раз на различных случайных выборках данных для оценки их производительности.
Следующая таблица показывает рассчитанные оценки точности для каждого разбиения и среднюю точность классификации как окончательную оценку точности для каждой модели по результатам проверки:
Classifier | Fold number | Accuracy scores calculated for each fold | Mean accuracy score |
SVM | 1 2 3 4 5 | 0.98507463 0.98290598 0.98504274 0.98290598 0.99145299 | 0.98 |
KNN | 1 2 3 4 5 | 0.97654584 0.97649573 0.98076923 0.98290598 0.97435897 | 0.97 |
Decision tree | 1 2 3 4 5 | 0.98933902 0.9957265 0.98076923 0.99786325 0.99786325 | 0.99 |
Naïve bayes | 1 2 3 4 5 | 0.76332623 0.76282051 0.78205128 0.77350427 0.79487179 | 0.77 |
Согласно таблице, общая производительность моделей SVM и дерева принятия решений осталась неизменной. Производительность модели KNN снизилась на 1%, а производительность модели наивного Байеса снизилась на 2%.
При этом, наибольшая производительность все равно остается за деревом принятия решений.
Вывод
Как я и описывала в начале статьи, способ определения типов личности собак, имеет ряд сходств со способами определения типов личности людей.
Важное различие между этими методами ML и методами, используемыми для разработки более традиционных оценок личности, таких как опросник "Большой пятерки" или “MBTI”, заключается в том, что, в то время как первые объединяют или группируют отдельных собак в соответствии со сходством в их поведении, о котором сообщается по результатам сбора данных из анкетирования (баллы C-BARQ), последний обычно включает группировку пунктов анкеты с соответствующими баллами для создания личностных ‘черт’, которые могут быть использованы для описания или профилирования индивидов.
Если проводить сравнение результатов этих тестов, то можно заметить, что кластеры 1 и 4, например, в настоящем анализе сопоставимы с человеческими личностными факторами ”Большой пятерки“ – ”нейротизмом“ и "покладистостью" соответственно, но существует меньше очевидных параллелей между нашими “возбудимыми/гиперактивными“, ”недружелюбными/хищными" и “реактивными/напористыми” собачьими личностями и любым из типов личности "Большой пятерки", что позволяет предположить, что эти кластеры могут быть специфичны для собак.
Для меня это исследование действительно нашло отклик в душе, потому что я сама связана с волонтерством и работой с брошенными домашними животными. К массовому бродяжничеству собак приводит неоправдание человеческих ожиданий (многие по-своему представляют “идеального” любимца), эта проблема действительно могла бы быть сведена к минимуму в результате такой оценки личности собак. Я рада, что методы искусственного интеллекта и машинного обучения применяются в таких сферах :)
На этом все!
Будем ждать Вас в комментариях! Спасибо за прочтение :)
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09.10.25 08:28
pHqghUme
(select 198766*667891 from DUAL)
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09.10.25 08:30
pHqghUme
is it ok if I upload an image?
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09.10.25 08:33
pHqghUme
can I ask you a question please?
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09.10.25 08:34
pHqghUme
can I ask you a question please?
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09.10.25 08:34
pHqghUme
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09.10.25 08:35
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09.10.25 08:36
pHqghUme
is it ok if I upload an image?
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09.10.25 08:36
pHqghUme
is it ok if I upload an image?
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09.10.25 08:37
pHqghUme
is it ok if I upload an image?
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09.10.25 08:37
pHqghUme
is it ok if I upload an image?
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09.10.25 08:37
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09.10.25 08:37
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09.10.25 08:40
pHqghUme
can I ask you a question please?
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09.10.25 08:40
pHqghUme
is it ok if I upload an image?
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09.10.25 08:41
pHqghUme
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09.10.25 08:41
pHqghUme
can I ask you a question please?
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09.10.25 08:42
pHqghUme
can I ask you a question please?
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09.10.25 08:42
pHqghUme
is it ok if I upload an image?
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09.10.25 08:42
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09.10.25 11:05
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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09.10.25 11:05
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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09.10.25 11:05
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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09.10.25 11:05
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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11.10.25 04:41
luciajessy3
Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…
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11.10.25 10:44
Tonerdomark
A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.
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12.10.25 01:12
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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12.10.25 01:12
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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12.10.25 19:53
Tonerdomark
A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.
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12.10.25 21:36
blessing
Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.
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13.10.25 01:11
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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13.10.25 01:11
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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14.10.25 01:15
tyleradams
Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]
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14.10.25 08:46
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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14.10.25 08:46
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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14.10.25 08:46
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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15.10.25 18:07
crypto
Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.
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15.10.25 21:52
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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15.10.25 21:52
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.10.25 20:17
tyleradams
As time passes, there are an increasing number of frauds involving Bitcoin and other cryptocurrencies. Although there are many individuals who advertise recovering money online, people should use caution in dealing, especially when money is involved. You can trust NVIDIA TECH HACKERS [[email protected]], I promise. They are the top internet recovery company, and as their names indicate, your money is reclaimed as soon as feasible. My bitcoin was successfully retrieved in large part thanks to NVIDIA TECH HACKERS. Ensure that you get top-notch service; NVIDIA TECH HACKERS provides evidence of its work; and payment is only made when the service has been completed to your satisfaction. Reach them via email: [email protected] on google mail
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17.10.25 20:20
lindseyvonn
Have you gotten yourself involved in a cryptocurrency scam or any scam at all? If yes, know that you are not alone, there are a lot of people in this same situation. I'm a Health Worker and was a victim of a cryptocurrency scam that cost me a lot of money. This happened a few weeks ago, there’s only one solution which is to talk to the right people, if you don’t do this you will end up being really depressed. I was really devastated until went on LinkedIn one evening after my work hours and i saw lots of reviews popped up on my feed about [email protected], I sent an email to the team who came highly recommended - [email protected] I started seeing some hope for myself from the moment I sent them an email. The good part is they made the entire process stress free for me, i literally sat and waited for them to finish and I received what I lost in my wallet
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17.10.25 20:22
richardcharles
I would recommend NVIDIA TECH HACKERS to anyone that needs this service. I decided to get into crypto investment and I ended up getting my crypto lost to an investor late last year. The guy who was supposed to be managing my account turned out to be a scammer all along. I invested 56,000 USD and at first, my reading and profit margins were looking good. I started getting worried when I couldn’t make withdrawals and realized that I’ve been scammed. I came across some of the testimonials that people said about NVIDIA TECH HACKERS and how helpful he has been in recovering their funds. I immediately contacted him in his mail at [email protected] so I can get his assistance. One week into the recovery process the funds were traced and recovered back from the scammer. I can't appreciate him enough for his professionalism.
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17.10.25 20:23
stevekalfman
If you need a hacker for scam crypto recovery or mobile spy access remotely kindly reach out to [email protected] for quick response, I hired this hacker and he did a nice job. before NVIDIA TECH HACKERS, I met with different hacker's online which turns out to be scam, this NVIDIA TECH HACKERS case was different and he is the trusted hacker I can vote and refer.
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17.10.25 21:42
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.10.25 21:42
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.10.25 21:42
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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21.10.25 08:39
debby131
Given how swiftly the cryptocurrency market moves, losing USDT may be a terrifying and upsetting experience. Whether you experienced a technical problem, a transaction error, or were the victim of fraud, it is important to understand the potential recovery routes. Marie can assist you in determining the specific actions you can take to attempt to regain your lost USDT when you need guidance and clarification. You can reach her via email at [email protected] and WhatsApp at +1 7127594675.
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21.10.25 11:45
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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21.10.25 11:45
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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22.10.25 04:48
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
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22.10.25 07:36
donnacollier
HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM Hello everyone l’m by name Donna collier I live in urbandale 3 weeks ago was the darkest days of my life, i invested my hard earned money the sum of $123,000 into a crypto currency platform I was introduced to by a friend I met online everything happen so fast I was promised 300% of return of investment when it was time for me to cash out my investment and profit the platform was down I was so diversitated confused and tried to end it all then I came across upswing Ai a renowned expert in crypto currency and digital assets recovery at first it seem impossible after taking up my case within the the next 48 hours they where able to track down those fraud stars and recover my money I can’t recommend them enough to any one facing likewise change I will recommend you contact upswing Ai on Contact Details: WhatsApp +,1,2,0,2,8,1,0,1,4,0,7 E m a i l @Upswing-ai.com Website https: // u psw ing-ai. com/ platform /
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22.10.25 11:59
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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22.10.25 11:59
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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22.10.25 16:31
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
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23.10.25 01:52
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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23.10.25 01:52
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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23.10.25 15:47
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
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23.10.25 21:43
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. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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23.10.25 21:43
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. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.10.25 06:08
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
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24.10.25 06:40
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.10.25 06:40
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.10.25 06:54
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
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24.10.25 18:18
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. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.10.25 18:18
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. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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25.10.25 00:49
tyleradams
*HOW TO GET BACK YOUR STOLEN BITCOIN FROM SCAMMERS* ⭐️⭐️⭐️⭐️⭐️ Hello everyone, I can see a lot of things going wrong these last few days of investing online and getting scammed. I was in your shoes when I invested in a bogus binary option and was duped out of $87,000 in BTC, but thanks to the assistance of NVIDIA TECH HACKERS. They helped me get back my BTC. I didn’t trust the Hackers at first, but they were recommended to me by a friend whom I greatly respect. I received my refund in two days. I must recommend NVIDIA TECH HACKERS they are fantastic. 📧 [email protected]
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25.10.25 00:50
stevekalfman
If you ever need hacking services, look no further. I found myself in a difficult situation after losing almost $510,000 USD in bitcoin. I was distraught and had no hope of survival because i lost my life savings to this scam, I had no chance of recovering my investment. Until i came across an article on google about ([email protected]). A real-life recovery expert, everything changed completely after contacting him and explaining my ordeal to him and he quickly stepped in and assisted me in recovering 95% of my lost funds. They guarantee their clients and i got the highest level of happiness their services are highly recommended. so I’m putting this here for anyone who require their services too" Email: [email protected]
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25.10.25 05:05
victoriabenny463
A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
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25.10.25 10:13
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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25.10.25 10:13
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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26.10.25 01:03
Christopherbelle
A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957. or +44 7428 662701.
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26.10.25 18:09
victoriabenny463
A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
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27.10.25 11:15
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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27.10.25 11:15
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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27.10.25 17:08
raymondgonzales
Three Cheers for Wizard Hilton Cyber Tech, Bitcoin Savior Extraordinaire In the ever-evolving world of cryptocurrency, where volatility and uncertainty reign supreme, one individual has emerged as a beacon of hope and innovation - Wizard Hilton Cyber Tech, the self-proclaimed "Bitcoin Savior Extraordinaire." This enigmatic figure, with his uncanny ability to navigate the complexities of the digital asset landscape, has captivated the attention of crypto enthusiasts and skeptics alike. Wizard Hilton Cyber Tech journey began as a humble programmer, tinkering with the underlying blockchain technology that powers Bitcoin. But it was his visionary approach and unwavering commitment to the cryptocurrency's potential that propelled him into the limelight. Through a series of strategic investments, groundbreaking algorithmic trading strategies, and a knack for anticipating market shifts, Wizard Hilton Cyber Tech has managed to consistently outperform even the savviest of Wall Street traders. Wizard Hilton Cyber Tech ability to turn even the most tumultuous of Bitcoin price swings into opportunities for substantial gains has earned him the moniker "Wizard," a testament to his unparalleled mastery of the digital currency realm. But Wizard Hilton Cyber Tech impact extends far beyond personal wealth accumulation - Wizard Hilton Cyber Tech has tirelessly advocated for the widespread adoption of Bitcoin, working tirelessly to educate the public, lobby policymakers, and collaborate with industry leaders to overcome the barriers that have long hindered the cryptocurrency's mainstream acceptance. With infectious enthusiasm and boundless energy, Wizard Hilton Cyber Tech has become a true champion of the Bitcoin cause, inspiring a new generation of crypto enthusiasts to embrace the transformative power of this revolutionary technology. As the digital currency landscape continues to evolve, Wizard Hilton Cyber Tech name will undoubtedly be etched in the annals of cryptocurrency history as a visionary, a trailblazer, and, above all, the Bitcoin Savior Extraordinaire. To get your stolen bitcoin back, reach out to Wizard Hilton Cyber Tech via: Email : wizardhiltoncybertech ( @ ) gmail (. ) com WhatsApp number +18737715701 Good Day.
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27.10.25 17:20
fatimanorth
The Federal Trade Commission said that more than $1 billion had been lost to cryptocurrency scams in 2023. Victims frequently lose everything, including hope, trust, and wealth. When your hard-earned money disappears into digital shadows, you feel trapped. Nowadays, cryptocurrency frauds are very common. You can get help from recovery specialist Marie at [email protected] and via WhatsApp at +1 7127594675.
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28.10.25 00:55
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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28.10.25 00:55
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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29.10.25 03:43
Christopherbelle
A sudden money crisis struck me. I dropped $82,000 to a phony crypto scam. All seemed fine until I went to pull out my gains. Then, i was unable to get back my hard earned money. I reported it to the police several times. No aid came my way. Deep sadness hit me; I felt crushed. That's when I learned about Sylvester Bryant Intelligence. They acted quick and fair from the start. They checked my case closely. They followed the path of my lost cash. They pushed strong for me at each turn. In shock, they brought my funds back. I had figured it could not happen. I thank them for their effort and honesty. Sylvester Bryant Intelligence gave me calm again. If a scam stole your crypto, reach out to them today. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957 or +44 7428 662701.
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29.10.25 10:56
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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29.10.25 10:56
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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30.10.25 09:49
Christopherbelle
I suffered a huge money blow when $80,000 slipped away in a bogus crypto plot. It all looked great at first. Then I went to pull out my gains, and poof—my account was gone. I kept telling the cops about it, but they did zip. I felt shattered and lost. That's when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed clear steps, sharp know-how, and real drive to fix it. They tracked my missing cash step by step and pushed hard till they got it back. I swear, I figured it was a lost cause. Their straight-up work and trust brought back my calm. If a scam stole your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701
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30.10.25 12:03
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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31.10.25 13:25
Lillian Lizzy
THANKS TO THE SERVICES OF THE HACK ANGELS // FOR HELPING ME RECOVER MY USDT AND BTC I lost almost $698,000 in a bitcoin investment scam a few months ago. I was devastated and depressed, and I didn't know what to do. When I saw a favorable review of THE HACK ANGELS RECOVERY EXPERT. I decided to contact them and voice my concerns. God is so good that I am a living testament to the fact that there are still legitimate recovery hackers out there. I will confidently recommend THE HACK ANGELS RECOVERY EXPERT to everyone I meet. I will suggest them to anyone who falls victim to any kind of online scam by using the information below. web: https://thehackangels.com Mail Box; [email protected] WhatsApp; +1(520)-200,2320 If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK.
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31.10.25 13:25
Lillian Lizzy
THANKS TO THE SERVICES OF THE HACK ANGELS // FOR HELPING ME RECOVER MY USDT AND BTC I lost almost $698,000 in a bitcoin investment scam a few months ago. I was devastated and depressed, and I didn't know what to do. When I saw a favorable review of THE HACK ANGELS RECOVERY EXPERT. I decided to contact them and voice my concerns. God is so good that I am a living testament to the fact that there are still legitimate recovery hackers out there. I will confidently recommend THE HACK ANGELS RECOVERY EXPERT to everyone I meet. I will suggest them to anyone who falls victim to any kind of online scam by using the information below. web: https://thehackangels.com Mail Box; [email protected] WhatsApp; +1(520)-200,2320 If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK.
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01.11.25 03:27
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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01.11.25 03:27
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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01.11.25 15:47
kattygates
Hack West Credit Repair is truly in the business of helping people understand credit, how credit works and most importantly they truly care that you understand your next steps to securing a better tomorrow for you and your family. I am grateful that the owner West has taken time out of his evening with his family to get me enrolled and he immediately got the ball rolling in helping me get items deleted from my credit reports. In the few months I’ve been with HACK WEST, 15 of the 17 negative items have been deleted and 250 points have been added to my point. If you want great results, I suggest you use [email protected].
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01.11.25 15:49
kattygates
I met an individual on an international dating app, Bumpy. After talking for a few months, the individual encouraged me to start investing on crypto asset trading platform, btc01.org. I started trading and believed I was making profit until I tried to withdraw some of my money, I was asked to pay extra for tax which I did and they kept asking then I knew I have been scammed, I had to contact HACKWEST AT WRITEME DOT COM who then helped to recover the money, the total money I invest is $198,000 in bitcoin. The website is no longer operational. If anyone is in a similar issue, you can as well contact HACK WEST. They also fixed my credit report.
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02.11.25 10:55
Christopherbelle
I suffered a crushing blow when $45,000 slipped away in a phony crypto scam. It all looked great at first. But when I went to pull out my gains, my account just vanished. I called the cops over and over. Still, no luck. I felt shattered and lost. That’s when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed real openness, sharp skills, and a drive to fix it. They tracked my missing money step by step. And they pushed hard until they got it back. I honestly didn’t believe it could happen. Their straight-up approach and solid work brought back my calm. If a scam took your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701
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02.11.25 10:56
Christopherbelle
I suffered a crushing blow when $45,000 slipped away in a phony crypto scam. It all looked great at first. But when I went to pull out my gains, my account just vanished. I called the cops over and over. Still, no luck. I felt shattered and lost. That’s when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed real openness, sharp skills, and a drive to fix it. They tracked my missing money step by step. And they pushed hard until they got it back. I honestly didn’t believe it could happen. Their straight-up approach and solid work brought back my calm. If a scam took your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701
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02.11.25 15:23
michaeldavenport238
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] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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02.11.25 15:23
michaeldavenport238
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] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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04.11.25 04:59
Christopherbelle
How to Recover Bitcoin Stolen by a Scammer I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. [email protected] | WhatsApp: +1 512 577 7957 or +44 7428 662701
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04.11.25 09:30
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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04.11.25 09:30
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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05.11.25 02:43
jordan_11
I made a mistake of not researching about their their investment firm(Binary option), it had a lot of promises which made me fall for all their fake promises , after trying to get my withdrawal out from there, I started having a lot of difficulties. Then I contacted their customer support, they only replied a week after and strangely wanted me to make more deposits just to enable my withdrawal, so i started my research of how I could report this treacherous company to the necessary authorities and also maybe i could get back my investment, The only people that were willing to help me out was Treqora Intel, their customer support replied so fast and immediately directed me to their investigative team which took my up my case and started the tracing and reclaim process with swift, after a week i got an email from Treqora Intel stating that a partial amount had been reclaimed, I was so grateful about their help , then I was asked to decide if I wanted a Partial deposit or wanted all my investment reclaimed and sent to me at once, But I was so desperate at the time so I asked that my partial reclaimed ETH be sent to me first , So the deposit took about few minutes before i got it in my wallet and withdrew it. Then my remaining investment took 2 weeks to get back according to their customer support at Treqora Intel. Immediately They got it, I was contacted again Via email that my reclaimed had been fully reclaimed, so grateful till this day to Treqora Intel for taking their time to help me out with what could have been a very depressing moment to me. And yes no upfront payment until the reclaim has been completed and you've been paid fully. Email:support@treqora. com 📱 WhatsApp: +1 (7 7 3) 9 7 7 - 7 8 7 7 🌐 Website: Treqora. com.
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05.11.25 02:44
jordan_11
Crypto Recovery Services _Hire Treqora Intel
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05.11.25 02:48
jordan_11
Legitimate Crypto Recovery Companies-CONSULT TREQORA INTEL. After falling victim to a crypt0currency scam group, I lost $35,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to rec0vermy stolen funds and I came across a lot of testimonials online about TREQORA INTEL , an agent who helps in rec0ver of lost bitc0in funds, I contacted TREQORA INTEL , and with their expertise, they successfully traced and rec0vered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and rec0very protocols. They are trusted and very reliable with a 100% successful rate record Rec0very bitc0in, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypt0. Email:support@treqora. com Whats_App: +1 (7 7 3 ) 9 7 7 - 7 8 7 7 , Website: Treqora dot com.
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05.11.25 16:20
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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05.11.25 16:21
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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