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Дерево решений (CART). От теоретических основ до продвинутых техник и реализации с нуля на Python

Дерево решений CART (Classification and Regressoin Tree) — алгоритм классификации и регрессии, основанный на бинарном дереве и являющийся фундаментальным компонентом случайного леса и бустингов, которые входят в число самых мощных алгоритмов машинного обучения на сегодняшний день. Деревья также могут быть не бинарными в зависимости от реализации. К другим популярным реализациям решающего дерева относятся следующие: ID3, C4.5, C5.0.

Ноутбук с данными алгоритмами можно загрузить на Kaggle (eng) и GitHub (rus).

Структура дерева решений

Решающее дерево состоит из следующих компонентов: корневой узел, ветви (левая и правая), решающие и листовые (терминальные) узлы. Корневой и решающие узлы представляют из себя вопросы с пороговым значением для разделения тренировочного набора на части (левая и правая), а листья являются конечными прогнозами: среднее значений в листе для регрессии и статистическая мода для классификации.

Структура CART

Каждый листовой узел соответствует определённой прямоугольной области на графике границ решений между двумя признаками. Если на графике соседние участки имеют одинаковое значение, то они автоматически объединяются и представляются как одна большая область.

График границ решений

Выбор наилучшего разбиения

Выбор наилучшего разбиения при построении решающего узла в дереве напоминает игру, в которой нужно угадать знаменитость, задавая вопросы, на которые можно лишь услышать ответ "да" либо "нет". Логично, что для быстрого поиска правильного ответа необходимо задавать вопросы, которые исключат наибольшее количество неверных вариантов, например, вопрос про "пол" позволит исключить сразу же половину вариантов, в то время как вопрос про "возраст" будет менее информативным. Проще говоря, выбор наилучшего вопроса заключается в поиске признака, определённое значение которого лучше всего отделяет правильный ответ от неправильных.

Показатель того, насколько хорошо вопрос в решающем узле позволяет отделить верный ответ от неверных, называется мерой загрязнённости узла. В случае классификации для оценки качества разбиения узла используются следующие критерии:

Неопределённость (загрязнённость) Джини — мера разнообразия в распределении вероятностей классов. Если все элементы в узле принадлежат к одному классу, то неопределённость Джини равна 0, а в случае равномерного распределения классов в узле неопределённость Джини равна 0.5.

$G_{i} = 1 - \sum\limits_{k = 1}^{n} P_{i,k}^{2}$

Энтропия Шеннона — мера неопределённости или беспорядка классов в узле. Она характеризует количество информации, которое необходимо для описания состояния системы: чем выше значение энтропии, тем менее упорядочена система и наоборот.

$S_{i} = - \sum\limits_{k = 1}^{n} P_{i,k} \ log_{2}P_{i,k}$

Ошибка классификации — величина, отображающая долю неправильно классифицированных элементов в узле: чем меньше данное значение, тем меньше загрязнённость в узле.

$E_{i} = 1 - max\ P_{i,k}$

В данном случае $P_{i, k}$ — это доля k-го класса среди обучающих образцов в i-ом узле.

На практике чаще всего используются неопределённость Джини и энтропия Шеннона за счёт большей информативности. Как видно из графика для случая бинарной классификации (где P+ — вероятность принадлежности к классу "+"), график удвоенной неопределённости Джини очень схож с графиком энтропии Шеннона: в первом случае будут получаться чуть менее сбалансированные деревья, однако при работе с большими датасетами неопределённость Джини более предпочтительна за счёт меньшей вычислительной сложности.

Код для отрисовки графика

import numpy as np
import matplotlib.pyplot as plt


def gini(probas):
    return np.array([1- (p ** 2 + (1-p) ** 2) for p in probas])


def entropy(probas):
    return np.array([-1 * (p * np.log2(p) + (1-p) * np.log2(1-p)) for p in probas])


def misclass_error_rate(probas):
    return np.array([1 - max([p, 1-p]) for p in probas])


probas = np.linspace(0, 1, 250)
plt.plot(probas, entropy(probas), label="Shannon's entropy")
plt.plot(probas, 2 * gini(probas),  label="Gini impurity x 2")
plt.plot(probas, 2 * misclass_error_rate(probas), label="Misclass error x 2")
plt.plot(probas, gini(probas), label="Gini impurity")
plt.plot(probas, misclass_error_rate(probas), label="Misclass error")
plt.title("Splitting criteria from P+ (binary classification case)")
plt.xlabel("P+")
plt.ylabel("Impurity")
plt.legend();

В случае регрессии для оценки качества разбиения узла чаще всего используется среднеквадратичная ошибка, но также могут быть использованы Friedman MSE и MAE.

Функция потерь

Так как же в конечном счёте происходит выбор наилучшего разбиения? После выбора одного из критериев оценки качества разбиения узла (например, неопределённость Джини или MSE), для всех уникальных значений признака берутся их пороговые значения, отсортированные по возрастанию и представленные как среднее арифметическое между соседними значениями. Далее обучающий набор разделяется на 2 поднабора (узла): всё что меньше либо равно текущего порогового значения идёт в левый поднабор, а всё что больше — в правый. Для полученных поднаборов рассчитываются загрязнённости на основе выбранного критерия, после чего их взвешенная сумма представляется как функция потерь, значение которой будет соответствовать пороговому значению признака. Порог с наименьшим значением функции потерь в обучающем наборе (поднаборе) будет наилучшим разбиением.

Функции потерь будут иметь следующий вид:

для классификации:

$J(k, t_{k}) = \frac{N_{m}^{left}}{N_{m}} G_{left} + \frac{N_{m}^{right}}{N_{m}} G_{right}$

для регрессии:

$J(k, t_{k}) = \frac{N_{m}^{left}}{N_{m}} MSE_{left} + \frac{N_{m}^{right}}{N_{m}} MSE_{right}$

где $J(k, t_{k}) \to min$ .

В случае с энтропией используется немного иной подход: рассчитывается так называемый информационный прирост — разница энтропий родительского и дочерних узлов. Порог с максимальным информационным приростом в обучающем наборе/поднаборе будет соответствовать наилучшему разбиению. :

$IG(Q) = S_{parent} - (\frac{N_{m}^{left}}{N_{m}} S_{child}^{left} + \frac{N_{m}^{right}}{N_{m}} S_{child}^{right}) \to max$

где — условие (вопрос) для разбиения поднабора .

Для наглядности рассмотрим следующий пример. Допустим, у нас есть 4 кота и 4 собаки, а также нам известны их некоторые визуальные признаки: "рост", "уши" (висячие и заострённые стоячие) и "усы" (наличие либо отсутствие). Как в дереве решений строится корневой узел для классификации собак и котов? Очень просто: сначала для каждого признака животные разделяются на 2 группы согласно вопросу, после чего для каждой из групп рассчитывается неопределённость Джини. Пороговое значение признака с наименьшим значением функции потерь (взвешенной суммой неопределённостей) будет использоваться для разбиения корневого (решающего) узла. В данном случае признак "рост" имеет наименьшую загрязнённость и вопрос в решающем узле будет выглядеть как "рост ⩽ 20 см".

Стоит добавить, что в случае с категориальными признаками происходит их бинаризация и вопросы выглядят следующим образом: "уши ⩽ 0.5", "усы ⩽ 0.5". Когда категориальные признаки могут принимать более 2 значений, применяются другие виды кодирования, например label или one-hot encoding.

Принцип работы дерева решений (CART)

Алгоритм строится следующим образом:

1) создаётся корневой узел на основе наилучшего разбиения;
2) тренировочный набор разбивается на 2 поднабора: всё что соответствует условию разбиения отправляется в левый узел, остальное — в правый;
3) далее рекурсивно для каждого тренировочного поднабора повторяются шаги 1-2 пока не будет достигнут один из основных критериев останова: максимальная глубина, максимальное количество листьев, минимальное количество наблюдений в листе или минимальное снижение загрязнения в узле.

Регуляризация дерева решений

Выращенная без ограничений древовидная структура в той или иной степени будет склонна к переобучению и для решения данной проблемы используется 2 подхода: pre-pruning (ограничение роста дерева во время построения любым из критериев останова) и post-pruning (отсечение лишних ветвей после полного построения). Второй подход является более деликатным так как позволяет получить несимметричную и более точную древовидную структуру, оставляя лишь самые информативные решающие узлы.

Существует 2 типа post-puning'а:

Top-down pruning — метод, при котором проверка и обрезка наименее информативных ветвей начинается с корневого узла. Данный метод обладает относительно низкой вычислительной сложностью, однако, как и в случае с pre-pruning'ом, его главным недостатком также является возможность недообучения за счёт удаления ветвей, которые могли потенциально содержать информативные узлы. К самым известным видам данного прунинга относятся следующие:
- Pessimistic Error Pruning (PEP), когда обрезаются ветви с наибольшей ожидаемой ошибкой, порог которой устанавливается заранее;
- Critical Value Pruning (CVP), когда обрезаются ветви, информативность которых меньше определённого критического значения.
Bottom-up pruning — метод, при котором проверка и обрезка наименее информативных ветвей начинается с листьев. В данном случае получаются более точные деревья за счёт полного обхода снизу-вверх и оценки каждого решающего узла, однако это приводит к увеличению вычислительной сложности. Самыми популярными видами данного прунинга являются следующие:
- Minimum Error Pruning (MEP), когда происходит поиск дерева с наименьшей ожидаемой ошибкой на отложенной выборке;
- Reduced Error Pruning (REP), когда решающие узлы удаляются до тех пор, пока не падает точность, измеренная на отложенной выборке;
- Cost-complexity pruning (CCP), когда строится серия поддеревьев через удаление слабейших узлов в каждом из них с помощью коэффициента, рассчитанного как разность ошибки корневого узла поддерева и общей ошибки его листьев, а выбор наилучшего поддерева производится на тестовом наборе или с помощью k-fold кросс-валидации.

Дерево до и после post-pruning'а

Minimal cost-complexity pruning

В реализации scikit-learn для деревьев решений используется модификация cost-complexity pruning, которая работает следующим образом:

1) сначала строится полное дерево без ограничений;
2) далее абсолютно для всех узлов в дереве рассчитывается ошибка на основе взвешенной загрязнённости в случае классификации или взвешенной MSE в случае регрессии;
3) для каждого поддерева в дереве подсчитывается совокупная ошибка его листьев;
4) для каждого поддерева в дереве рассчитывается коэффициент альфа, представленный как разность ошибки корневого узла поддерева и совокупная ошибка его листьев;
5) поддерево с наименьшим $\alpha_{ccp}$ удаляется и становится листовым узлом, а сам коэффициент хранится в массиве cost_complety_pruning_path и соответствует новому обрезанному дереву;
6) шаги 2-5 рекурсивно повторяются для каждого поддерева до тех пор, пока обрезка не дойдёт до корневого узла.

Если задавать определённое значение $\alpha_{ccp}$ изначально, то данный коэффициент применится к каждому поддереву и в итоге останется поддерево с наименьшей ошибкой среди всех поддеревьев, а выбор наилучшего $\alpha_{ccp}$ из cost_complety_pruning_path для получения самого точного поддерева производится на тестовом наборе или с помощью k-fold кросс-валидации.

Формулы для расчётов

Регуляризация дерева:

$R_\alpha(T) = R(T) + \alpha|\widetilde{T}|$

Эффективный $\alpha_{ccp}$ :

$\alpha_{ccp} = \frac{R_{t} - R(T_{t})}{|T| - 1}$

Ошибка решающего $R_{t}$ или листового R(T) узлов для классификации:

$R_{node} = \frac{N_{m}}{N} G_{m}$

Ошибка решающего $R_{t}$ или листового R(T) узлов для регрессии:

$R_{node} = \frac{N_{m}}{N} MSE_{m}$

Совокупная ошибка листьев в дереве/поддереве:

$R(T_{t}) = \sum\limits_{i=1}^{n} R(T_{i})$

T — число терминальных (листовых) узлов.

Схема работы cost-complexity pruning'а для простейшего дерева

Импорт необходимых библиотек

import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
from sklearn.datasets import load_linnerud
from sklearn.preprocessing import LabelEncoder
from sklearn.model_selection import train_test_split
from sklearn.metrics import accuracy_score, mean_absolute_percentage_error
from sklearn.tree import DecisionTreeClassifier, DecisionTreeRegressor, plot_tree
from mlxtend.plotting import plot_decision_regions
from copy import deepcopy
from pprint import pprint

Реализация на Python с нуля

В оригинальном дереве для создания узлов и хранения в них информации используется отдельный класс, но в данном случае дерево и вся информация об узлах хранятся в словаре с ключами в строчном формате. Такое изменение используется для возможности вывода полученного дерева и сравнения с реализацией scikit-learn.

class DecisionTreeCART:

    def __init__(self, max_depth=100, min_samples=2, ccp_alpha=0.0, regression=False):
        self.max_depth = max_depth
        self.min_samples = min_samples
        self.ccp_alpha = ccp_alpha
        self.regression = regression
        self.tree = None
        self._y_type = None
        self._num_all_samples = None

    def _set_df_type(self, X, y, dtype):
        X = X.astype(dtype)
        y = y.astype(dtype) if self.regression else y
        self._y_dtype = y.dtype

        return X, y

    @staticmethod
    def _purity(y):
        unique_classes = np.unique(y)

        return unique_classes.size == 1

    @staticmethod
    def _is_leaf_node(node):
        return not isinstance(node, dict)   # if a node/tree is a leaf

    def _leaf_node(self, y):
        class_index = 0

        return np.mean(y) if self.regression else y.mode()[class_index]

    def _split_df(self, X, y, feature, threshold):
        feature_values = X[feature]
        left_indexes = X[feature_values <= threshold].index
        right_indexes = X[feature_values > threshold].index
        sizes = np.array([left_indexes.size, right_indexes.size])

        return self._leaf_node(y) if any(sizes == 0) else left_indexes, right_indexes

    @staticmethod
    def _gini_impurity(y):
        _, counts_classes = np.unique(y, return_counts=True)
        squared_probabilities = np.square(counts_classes / y.size)
        gini_impurity = 1 - sum(squared_probabilities)

        return gini_impurity

    @staticmethod
    def _mse(y):
        mse = np.mean((y - y.mean()) ** 2)

        return mse

    @staticmethod
    def _cost_function(left_df, right_df, method):
        total_df_size = left_df.size + right_df.size
        p_left_df = left_df.size / total_df_size
        p_right_df = right_df.size / total_df_size
        J_left = method(left_df)
        J_right = method(right_df)
        J = p_left_df*J_left + p_right_df*J_right

        return J  # weighted Gini impurity or weighted mse (depends on a method)

    def _node_error_rate(self, y, method):
        if self._num_all_samples is None:
            self._num_all_samples = y.size   # num samples of all dataframe
        current_num_samples = y.size

        return current_num_samples / self._num_all_samples * method(y)

    def _best_split(self, X, y):
        features = X.columns
        min_cost_function = np.inf
        best_feature, best_threshold = None, None
        method = self._mse if self.regression else self._gini_impurity

        for feature in features:
            unique_feature_values = np.unique(X[feature])

            for i in range(1, len(unique_feature_values)):
                current_value = unique_feature_values[i]
                previous_value = unique_feature_values[i-1]
                threshold = (current_value + previous_value) / 2
                left_indexes, right_indexes = self._split_df(X, y, feature, threshold)
                left_labels, right_labels = y.loc[left_indexes], y.loc[right_indexes]
                current_J = self._cost_function(left_labels, right_labels, method)

                if current_J <= min_cost_function:
                    min_cost_function = current_J
                    best_feature = feature
                    best_threshold = threshold

        return best_feature, best_threshold

    def _stopping_conditions(self, y, depth, n_samples):
        return self._purity(y), depth == self.max_depth, n_samples < self.min_samples

    def _grow_tree(self, X, y, depth=0):
        current_num_samples = y.size
        X, y = self._set_df_type(X, y, np.float128)
        method = self._mse if self.regression else self._gini_impurity

        if any(self._stopping_conditions(y, depth, current_num_samples)):
            RTi = self._node_error_rate(y, method)   # leaf node error rate
            leaf_node = f'{self._leaf_node(y)} | error_rate {RTi}'
            return leaf_node

        Rt = self._node_error_rate(y, method)   # decision node error rate
        best_feature, best_threshold = self._best_split(X, y)
        decision_node = f'{best_feature} <= {best_threshold} | ' \
                        f'as_leaf {self._leaf_node(y)} error_rate {Rt}'

        left_indexes, right_indexes = self._split_df(X, y, best_feature, best_threshold)
        left_X, right_X = X.loc[left_indexes], X.loc[right_indexes]
        left_labels, right_labels = y.loc[left_indexes], y.loc[right_indexes]

        # recursive part
        tree = {decision_node: []}
        left_subtree = self._grow_tree(left_X, left_labels, depth+1)
        right_subtree = self._grow_tree(right_X, right_labels, depth+1)

        if left_subtree == right_subtree:
            tree = left_subtree
        else:
            tree[decision_node].extend([left_subtree, right_subtree])

        return tree

    def _tree_error_rate_info(self, tree, error_rates_list):
        if self._is_leaf_node(tree):
            *_, leaf_error_rate = tree.split()
            error_rates_list.append(np.float128(leaf_error_rate))
        else:
            decision_node = next(iter(tree))
            left_subtree, right_subtree = tree[decision_node]
            self._tree_error_rate_info(left_subtree, error_rates_list)
            self._tree_error_rate_info(right_subtree, error_rates_list)

        RT = sum(error_rates_list)   # total leaf error rate of a tree
        num_leaf_nodes = len(error_rates_list)

        return RT, num_leaf_nodes

    @staticmethod
    def _ccp_alpha_eff(decision_node_Rt, leaf_nodes_RTt, num_leafs):

        return (decision_node_Rt - leaf_nodes_RTt) / (num_leafs - 1)

    def _find_weakest_node(self, tree, weakest_node_info):
        if self._is_leaf_node(tree):
            return tree

        decision_node = next(iter(tree))
        left_subtree, right_subtree = tree[decision_node]
        *_, decision_node_error_rate = decision_node.split()

        Rt = np.float128(decision_node_error_rate)
        RTt, num_leaf_nodes = self._tree_error_rate_info(tree, [])
        ccp_alpha = self._ccp_alpha_eff(Rt, RTt, num_leaf_nodes)
        decision_node_index, min_ccp_alpha_index = 0, 1

        if ccp_alpha <= weakest_node_info[min_ccp_alpha_index]:
            weakest_node_info[decision_node_index] = decision_node
            weakest_node_info[min_ccp_alpha_index] = ccp_alpha

        self._find_weakest_node(left_subtree, weakest_node_info)
        self._find_weakest_node(right_subtree, weakest_node_info)

        return weakest_node_info

    def _prune_tree(self, tree, weakest_node):
        if self._is_leaf_node(tree):
            return tree

        decision_node = next(iter(tree))
        left_subtree, right_subtree = tree[decision_node]
        left_subtree_index, right_subtree_index = 0, 1
        _, leaf_node = weakest_node.split('as_leaf ')

        if weakest_node is decision_node:
            tree = weakest_node
        if weakest_node in left_subtree:
            tree[decision_node][left_subtree_index] = leaf_node
        if weakest_node in right_subtree:
            tree[decision_node][right_subtree_index] = leaf_node

        self._prune_tree(left_subtree, weakest_node)
        self._prune_tree(right_subtree, weakest_node)

        return tree

    def cost_complexity_pruning_path(self, X: pd.DataFrame, y: pd.Series):
        tree = self._grow_tree(X, y)   # grow a full tree
        tree_error_rate, _ = self._tree_error_rate_info(tree, [])
        error_rates = [tree_error_rate]
        ccp_alpha_list = [0.0]

        while not self._is_leaf_node(tree):
            initial_node = [None, np.inf]
            weakest_node, ccp_alpha = self._find_weakest_node(tree, initial_node)
            tree = self._prune_tree(tree, weakest_node)
            tree_error_rate, _ = self._tree_error_rate_info(tree, [])

            error_rates.append(tree_error_rate)
            ccp_alpha_list.append(ccp_alpha)

        return np.array(ccp_alpha_list), np.array(error_rates)

    def _ccp_tree_error_rate(self, tree_error_rate, num_leaf_nodes):

        return tree_error_rate + self.ccp_alpha*num_leaf_nodes   # regularization

    def _optimal_tree(self, X, y):
        tree = self._grow_tree(X, y)   # grow a full tree
        min_RT_alpha, final_tree = np.inf, None

        while not self._is_leaf_node(tree):
            RT, num_leaf_nodes = self._tree_error_rate_info(tree, [])
            current_RT_alpha = self._ccp_tree_error_rate(RT, num_leaf_nodes)

            if current_RT_alpha <= min_RT_alpha:
                min_RT_alpha = current_RT_alpha
                final_tree = deepcopy(tree)

            initial_node = [None, np.inf]
            weakest_node, _ = self._find_weakest_node(tree, initial_node)
            tree = self._prune_tree(tree, weakest_node)

        return final_tree

    def fit(self, X: pd.DataFrame, y: pd.Series):
        self.tree = self._optimal_tree(X, y)

    def _traverse_tree(self, sample, tree):
        if self._is_leaf_node(tree):
            leaf, *_ = tree.split()
            return leaf

        decision_node = next(iter(tree))  # dict key
        left_node, right_node = tree[decision_node]
        feature, other = decision_node.split(' <=')
        threshold, *_ = other.split()
        feature_value = sample[feature]

        if np.float128(feature_value) <= np.float128(threshold):
            next_node = self._traverse_tree(sample, left_node)    # left_node
        else:
            next_node = self._traverse_tree(sample, right_node)   # right_node

        return next_node

    def predict(self, samples: pd.DataFrame):
        # apply traverse_tree method for each row in a dataframe
        results = samples.apply(self._traverse_tree, args=(self.tree,), axis=1)

        return np.array(results.astype(self._y_dtype))

Код для отрисовки графиков

def tree_plot(sklearn_tree, Xa_train):
    plt.figure(figsize=(12, 18))  # customize according to the size of your tree
    plot_tree(sklearn_tree, feature_names=Xa_train.columns, filled=True, precision=6)
    plt.show()


def tree_scores_plot(estimator, ccp_alphas, train_data, test_data, metric, labels):
    train_scores, test_scores = [], []
    X_train, y_train = train_data
    X_test, y_test = test_data
    x_label, y_label = labels

    for ccp_alpha_i in ccp_alphas:
        estimator.ccp_alpha = ccp_alpha_i
        estimator.fit(X_train, y_train)
        train_pred_res = estimator.predict(X_train)
        test_pred_res = estimator.predict(X_test)

        train_score = metric(train_pred_res, y_train)
        test_score = metric(test_pred_res, y_test)
        train_scores.append(train_score)
        test_scores.append(test_score)

    fig, ax = plt.subplots()
    ax.set_xlabel(x_label)
    ax.set_ylabel(y_label)
    ax.set_title(f"{y_label} vs {x_label} for training and testing sets")
    ax.plot(ccp_alphas, train_scores, marker="o", label="train", drawstyle="steps-post")
    ax.plot(ccp_alphas, test_scores, marker="o", label="test", drawstyle="steps-post")
    ax.legend()
    plt.show()


def decision_boundary_plot(X, y, X_train, y_train, clf, feature_indexes, title=None):
    if y.dtype != 'int':
        y = pd.Series(LabelEncoder().fit_transform(y))
        y_train = pd.Series(LabelEncoder().fit_transform(y_train))

    feature1_name, feature2_name = X.columns[feature_indexes]
    X_feature_columns = X.values[:, feature_indexes]
    X_train_feature_columns = X_train.values[:, feature_indexes]
    clf.fit(X_train_feature_columns, y_train.values)

    plot_decision_regions(X=X_feature_columns, y=y.values, clf=clf)
    plt.xlabel(feature1_name)
    plt.ylabel(feature2_name)
    plt.title(title)

Загрузка датасетов

Для обучения моделей будет использован Iris dataset, где необходимо верно определить типы цветков на основе их признаков. В случае регрессии используется load_linnerud dataset из scikit-learn.

df_path = "/content/drive/MyDrive/iris.csv"
iris = pd.read_csv(df_path)
X1, y1 = iris.iloc[:, :-1], iris.iloc[:, -1]
X1_train, X1_test, y1_train, y1_test = train_test_split(X1, y1, test_size=0.3, random_state=0)
print(iris)


     sepal_length  sepal_width  petal_length  petal_width    species
0             5.1          3.5           1.4          0.2     setosa
1             4.9          3.0           1.4          0.2     setosa
2             4.7          3.2           1.3          0.2     setosa
3             4.6          3.1           1.5          0.2     setosa
4             5.0          3.6           1.4          0.2     setosa
..            ...          ...           ...          ...        ...
145           6.7          3.0           5.2          2.3  virginica
146           6.3          2.5           5.0          1.9  virginica
147           6.5          3.0           5.2          2.0  virginica
148           6.2          3.4           5.4          2.3  virginica
149           5.9          3.0           5.1          1.8  virginica

[150 rows x 5 columns]

X2, y2 = load_linnerud(return_X_y=True, as_frame=True)
y2 = y2['Pulse']
X2_train, X2_test, y2_train, y2_test = train_test_split(X2, y2, test_size=0.2, random_state=0)
print(X2, y2, sep='\n')


    Chins  Situps  Jumps
0     5.0   162.0   60.0
1     2.0   110.0   60.0
2    12.0   101.0  101.0
3    12.0   105.0   37.0
4    13.0   155.0   58.0
5     4.0   101.0   42.0
6     8.0   101.0   38.0
7     6.0   125.0   40.0
8    15.0   200.0   40.0
9    17.0   251.0  250.0
10   17.0   120.0   38.0
11   13.0   210.0  115.0
12   14.0   215.0  105.0
13    1.0    50.0   50.0
14    6.0    70.0   31.0
15   12.0   210.0  120.0
16    4.0    60.0   25.0
17   11.0   230.0   80.0
18   15.0   225.0   73.0
19    2.0   110.0   43.0

0     50.0
1     52.0
2     58.0
3     62.0
4     46.0
5     56.0
6     56.0
7     60.0
8     74.0
9     56.0
10    50.0
11    52.0
12    64.0
13    50.0
14    46.0
15    62.0
16    54.0
17    52.0
18    54.0
19    68.0
Name: Pulse, dtype: float64

Обучение моделей и оценка полученных результатов

В случае классификации дерево на данных ирис показало высокую точность. После прунинга точность не увеличилась, зато удалось найти более оптимальное дерево (alpha=0.0143) с такой же точностью и меньшим количеством узлов.

А вот в случае регрессии удалось получить прирост в плане точности, подобрав alpha=3.613, которое создаёт дерево с минимальной ошибкой на тестовом наборе. Все результаты приведены ниже.

Для более удобного отображения полученных результатов в ручных реализациях лучше использовать скачанный ноутбук в самом начале.

Классификация до прунинга

tree_classifier = DecisionTreeCART()
tree_classifier.fit(X1_train, y1_train)
clf_ccp_alphas, _ = tree_classifier.cost_complexity_pruning_path(X1_train, y1_train)
clf_ccp_alphas = clf_ccp_alphas[:-1]

sk_tree_classifier = DecisionTreeClassifier(random_state=0)
sk_tree_classifier.fit(X1_train, y1_train)
sk_clf_path = sk_tree_classifier.cost_complexity_pruning_path(X1_train, y1_train)
sk_clf_ccp_alphas = sk_clf_path.ccp_alphas[:-1]

sk_clf_estimator = DecisionTreeClassifier(random_state=0)
train1_data, test1_data = [X1_train, y1_train], [X1_test, y1_test]
metric = accuracy_score
labels = ['Alpha', 'Accuracy']

pprint(tree_classifier.tree, width=180)
tree_plot(sk_tree_classifier, X1_train)
print(f'tree alphas: {clf_ccp_alphas}', f'sklearn alphas: {sk_clf_ccp_alphas}', sep='\n')
tree_scores_plot(sk_clf_estimator, clf_ccp_alphas, train1_data, test1_data, metric, labels)


{'petal_width <= 0.75 | as_leaf virginica error_rate 0.6643083900226757': ['setosa | error_rate 0.0',
                                                                           {'petal_length <= 4.95 | as_leaf virginica error_rate 0.33480885311871234': [{'petal_width <= 1.65 | as_leaf versicolor error_rate 0.0521008403361345': ['versicolor '
                                                                                                                                                                                                                                    '| '
                                                                                                                                                                                                                                    'error_rate '
                                                                                                                                                                                                                                    '0.0',
                                                                                                                                                                                                                                    {'sepal_width <= 3.1 | as_leaf virginica error_rate 0.014285714285714287': ['virginica '
                                                                                                                                                                                                                                                                                                                '| '
                                                                                                                                                                                                                                                                                                                'error_rate '
                                                                                                                                                                                                                                                                                                                '0.0',
                                                                                                                                                                                                                                                                                                                'versicolor '
                                                                                                                                                                                                                                                                                                                '| '
                                                                                                                                                                                                                                                                                                                'error_rate '
                                                                                                                                                                                                                                                                                                                '0.0']}]},
                                                                                                                                                        {'petal_width <= 1.75 | as_leaf virginica error_rate 0.018532818532818515': [{'petal_width <= 1.65 | as_leaf virginica error_rate 0.014285714285714287': ['virginica '
                                                                                                                                                                                                                                                                                                                  '| '
                                                                                                                                                                                                                                                                                                                  'error_rate '
                                                                                                                                                                                                                                                                                                                  '0.0',
                                                                                                                                                                                                                                                                                                                  'versicolor '
                                                                                                                                                                                                                                                                                                                  '| '
                                                                                                                                                                                                                                                                                                                  'error_rate '
                                                                                                                                                                                                                                                                                                                  '0.0']},
                                                                                                                                                                                                                                     'virginica '
                                                                                                                                                                                                                                     '| '
                                                                                                                                                                                                                                     'error_rate '
                                                                                                                                                                                                                                     '0.0']}]}]}

tree alphas: [0.         0.00926641 0.01428571 0.03781513 0.26417519]
sklearn alphas: [0.         0.00926641 0.01428571 0.03781513 0.26417519]

Классификация после прунинга

tree_clf_prediction = tree_classifier.predict(X1_test)
tree_clf_accuracy = accuracy_score(tree_clf_prediction, y1_test)
sk_tree_clf_prediction = sk_tree_classifier.predict(X1_test)
sk_clf_accuracy = accuracy_score(sk_tree_clf_prediction, y1_test)

best_clf_ccp_alpha = 0.0143 # based on a plot
best_tree_classifier = DecisionTreeCART(ccp_alpha=best_clf_ccp_alpha)
best_tree_classifier.fit(X1_train, y1_train)
best_tree_clf_prediction = best_tree_classifier.predict(X1_test)
best_tree_clf_accuracy = accuracy_score(best_tree_clf_prediction, y1_test)

best_sk_tree_classifier = DecisionTreeClassifier(random_state=0, ccp_alpha=best_clf_ccp_alpha)
best_sk_tree_classifier.fit(X1_train, y1_train)
best_sk_tree_clf_prediction = best_sk_tree_classifier.predict(X1_test)
best_sk_clf_accuracy = accuracy_score(best_sk_tree_clf_prediction, y1_test)

print('tree prediction', tree_clf_prediction, ' ', sep='\n')
print('sklearn prediction', sk_tree_clf_prediction, ' ', sep='\n')
print('best tree prediction', best_tree_clf_prediction, ' ', sep='\n')
print('best sklearn prediction', best_sk_tree_clf_prediction, ' ', sep='\n')

pprint(best_tree_classifier.tree, width=180)
tree_plot(best_sk_tree_classifier, X1_train)
print(f'our tree pruning accuracy: before {tree_clf_accuracy} -> after {best_tree_clf_accuracy}')
print(f'sklearn tree pruning accuracy: before {sk_clf_accuracy} -> after {best_sk_clf_accuracy}')


tree prediction
['virginica' 'versicolor' 'setosa' 'virginica' 'setosa' 'virginica'
 'setosa' 'versicolor' 'versicolor' 'versicolor' 'virginica' 'versicolor'
 'versicolor' 'versicolor' 'versicolor' 'setosa' 'versicolor' 'versicolor'
 'setosa' 'setosa' 'virginica' 'versicolor' 'setosa' 'setosa' 'virginica'
 'setosa' 'setosa' 'versicolor' 'versicolor' 'setosa' 'virginica'
 'versicolor' 'setosa' 'virginica' 'virginica' 'versicolor' 'setosa'
 'virginica' 'versicolor' 'versicolor' 'virginica' 'setosa' 'virginica'
 'setosa' 'setosa']
 
sklearn prediction
['virginica' 'versicolor' 'setosa' 'virginica' 'setosa' 'virginica'
 'setosa' 'versicolor' 'versicolor' 'versicolor' 'virginica' 'versicolor'
 'versicolor' 'versicolor' 'versicolor' 'setosa' 'versicolor' 'versicolor'
 'setosa' 'setosa' 'virginica' 'versicolor' 'setosa' 'setosa' 'virginica'
 'setosa' 'setosa' 'versicolor' 'versicolor' 'setosa' 'virginica'
 'versicolor' 'setosa' 'virginica' 'virginica' 'versicolor' 'setosa'
 'virginica' 'versicolor' 'versicolor' 'virginica' 'setosa' 'virginica'
 'setosa' 'setosa']
 
best tree prediction
['virginica' 'versicolor' 'setosa' 'virginica' 'setosa' 'virginica'
 'setosa' 'versicolor' 'versicolor' 'versicolor' 'virginica' 'versicolor'
 'versicolor' 'versicolor' 'versicolor' 'setosa' 'versicolor' 'versicolor'
 'setosa' 'setosa' 'virginica' 'versicolor' 'setosa' 'setosa' 'virginica'
 'setosa' 'setosa' 'versicolor' 'versicolor' 'setosa' 'virginica'
 'versicolor' 'setosa' 'virginica' 'virginica' 'versicolor' 'setosa'
 'virginica' 'versicolor' 'versicolor' 'virginica' 'setosa' 'virginica'
 'setosa' 'setosa']
 
best sklearn prediction
['virginica' 'versicolor' 'setosa' 'virginica' 'setosa' 'virginica'
 'setosa' 'versicolor' 'versicolor' 'versicolor' 'virginica' 'versicolor'
 'versicolor' 'versicolor' 'versicolor' 'setosa' 'versicolor' 'versicolor'
 'setosa' 'setosa' 'virginica' 'versicolor' 'setosa' 'setosa' 'virginica'
 'setosa' 'setosa' 'versicolor' 'versicolor' 'setosa' 'virginica'
 'versicolor' 'setosa' 'virginica' 'virginica' 'versicolor' 'setosa'
 'virginica' 'versicolor' 'versicolor' 'virginica' 'setosa' 'virginica'
 'setosa' 'setosa']
 
{'petal_width <= 0.75 | as_leaf virginica error_rate 0.6643083900226757': ['setosa | error_rate 0.0',
                                                                           {'petal_length <= 4.95 | as_leaf virginica error_rate 0.33480885311871234': [{'petal_width <= 1.65 | as_leaf versicolor error_rate 0.0521008403361345': ['versicolor '
                                                                                                                                                                                                                                    '| '
                                                                                                                                                                                                                                    'error_rate '
                                                                                                                                                                                                                                    '0.0',
                                                                                                                                                                                                                                    'virginica '
                                                                                                                                                                                                                                    'error_rate '
                                                                                                                                                                                                                                    '0.014285714285714287']},
                                                                                                                                                        'virginica error_rate '
                                                                                                                                                        '0.018532818532818515']}]}

our tree pruning accuracy: before 0.9777777777777777 -> after 0.9777777777777777
sklearn tree pruning accuracy: before 0.9777777777777777 -> after 0.9777777777777777

Визуализация решающих границ до и после прунинга

feature_indexes = [2, 3]
title1 = 'Classification tree surface before pruning'
decision_boundary_plot(X1, y1, X1_train, y1_train, sk_tree_classifier, feature_indexes, title1)

feature_indexes = [2, 3]
title2 = 'Classification tree surface after pruning'
decision_boundary_plot(X1, y1, X1_train, y1_train, best_sk_tree_classifier, feature_indexes, title2)

feature_indexes = [2, 3]
plt.figure(figsize=(10, 15))

for i, alpha in enumerate(clf_ccp_alphas):
    sk_tree_clf = DecisionTreeClassifier(random_state=0, ccp_alpha=alpha)
    plt.subplot(3, 2, i + 1)
    plt.subplots_adjust(hspace=0.5)
    title = f'ccp_alpha = {alpha}'
    decision_boundary_plot(X1, y1, X1_train, y1_train, sk_tree_clf, feature_indexes, title)

Прунинг при всех полученных alpha ccp

Регрессия до прунинга

tree_regressor = DecisionTreeCART(regression=True)
tree_regressor.fit(X2_train, y2_train)
reg_ccp_alphas, _ = tree_regressor.cost_complexity_pruning_path(X2_train, y2_train)
reg_ccp_alphas = reg_ccp_alphas[:-1]

sk_tree_regressor = DecisionTreeRegressor(random_state=0)
sk_tree_regressor.fit(X2_train, y2_train)
sk_reg_path = sk_tree_regressor.cost_complexity_pruning_path(X2_train, y2_train)
sk_reg_ccp_alphas = sk_reg_path.ccp_alphas[:-1]

reg_estimator = DecisionTreeCART(regression=True)
sk_reg_estimator = DecisionTreeRegressor(random_state=0)
train2_data, test2_data = [X2_train, y2_train], [X2_test, y2_test]
metric = mean_absolute_percentage_error
labels = ['Alpha', 'MAPE']

pprint(tree_regressor.tree)
tree_plot(sk_tree_regressor, X2_train)

print(f'CART alphas: {reg_ccp_alphas}')
tree_scores_plot(reg_estimator, reg_ccp_alphas, train2_data, test2_data, metric, labels)
print(f'sklearn_alphas: {sk_reg_ccp_alphas}')
tree_scores_plot(sk_reg_estimator, sk_reg_ccp_alphas, train2_data, test2_data, metric, labels)


{'Jumps <= 90.5 | as_leaf 54.625 error_rate 29.359375': [{'Jumps <= 46.0 | as_leaf 52.90909090909091 error_rate 17.181818181818183': [{'Jumps <= 34.0 | as_leaf 54.857142857142854 error_rate 11.428571428571429': [{'Jumps <= 28.0 | as_leaf 50.0 error_rate 2.0': ['54.0 '
                                                                                                                                                                                                                                                                     '| '
                                                                                                                                                                                                                                                                     'error_rate '
                                                                                                                                                                                                                                                                     '0.0',
                                                                                                                                                                                                                                                                     '46.0 '
                                                                                                                                                                                                                                                                     '| '
                                                                                                                                                                                                                                                                     'error_rate '
                                                                                                                                                                                                                                                                     '0.0']},
                                                                                                                                                                                                                    {'Chins <= 14.5 | as_leaf 56.8 error_rate 5.3': [{'Situps <= 103.0 | as_leaf 58.5 error_rate 1.6875': ['56.0 '
                                                                                                                                                                                                                                                                                                                           '| '
                                                                                                                                                                                                                                                                                                                           'error_rate '
                                                                                                                                                                                                                                                                                                                           '0.0',
                                                                                                                                                                                                                                                                                                                           {'Jumps <= 38.5 | as_leaf 61.0 error_rate 0.125': ['62.0 '
                                                                                                                                                                                                                                                                                                                                                                              '| '
                                                                                                                                                                                                                                                                                                                                                                              'error_rate '
                                                                                                                                                                                                                                                                                                                                                                              '0.0',
                                                                                                                                                                                                                                                                                                                                                                              '60.0 '
                                                                                                                                                                                                                                                                                                                                                                              '| '
                                                                                                                                                                                                                                                                                                                                                                              'error_rate '
                                                                                                                                                                                                                                                                                                                                                                              '0.0']}]},
                                                                                                                                                                                                                                                                     '50.0 '
                                                                                                                                                                                                                                                                     '| '
                                                                                                                                                                                                                                                                     'error_rate '
                                                                                                                                                                                                                                                                     '0.0']}]},
                                                                                                                                      {'Chins <= 12.0 | as_leaf 49.5 error_rate 1.1875': [{'Jumps <= 70.0 | as_leaf 50.666666666666664 error_rate 0.16666666666666666': ['50.0 '
                                                                                                                                                                                                                                                                         '| '
                                                                                                                                                                                                                                                                         'error_rate '
                                                                                                                                                                                                                                                                         '0.0',
                                                                                                                                                                                                                                                                         '52.0 '
                                                                                                                                                                                                                                                                         '| '
                                                                                                                                                                                                                                                                         'error_rate '
                                                                                                                                                                                                                                                                         '0.0']},
                                                                                                                                                                                          '46.0 '
                                                                                                                                                                                          '| '
                                                                                                                                                                                          'error_rate '
                                                                                                                                                                                          '0.0']}]},
                                                         {'Jumps <= 110.0 | as_leaf 58.4 error_rate 5.7': [{'Jumps <= 103.0 | as_leaf 61.0 error_rate 1.125': ['58.0 '
                                                                                                                                                               '| '
                                                                                                                                                               'error_rate '
                                                                                                                                                               '0.0',
                                                                                                                                                               '64.0 '
                                                                                                                                                               '| '
                                                                                                                                                               'error_rate '
                                                                                                                                                               '0.0']},
                                                                                                           {'Chins <= 12.5 | as_leaf 56.666666666666664 error_rate 3.1666666666666665': ['62.0 '
                                                                                                                                                                                         '| '
                                                                                                                                                                                         'error_rate '
                                                                                                                                                                                         '0.0',
                                                                                                                                                                                         {'Jumps <= 182.5 | as_leaf 54.0 error_rate 0.5': ['52.0 '
                                                                                                                                                                                                                                           '| '
                                                                                                                                                                                                                                           'error_rate '
                                                                                                                                                                                                                                           '0.0',
                                                                                                                                                                                                                                           '56.0 '
                                                                                                                                                                                                                                           '| '
                                                                                                                                                                                                                                           'error_rate '
                                                                                                                                                                                                                                           '0.0']}]}]}]}

CART alphas: [0.         0.125      0.16666667 0.5        1.02083333 1.125
 1.5625     2.         2.0375     3.6125     4.12857143 4.56574675]

sklearn_alphas: [0.         0.125      0.16666667 0.5        1.02083333 1.125
 1.5625     2.         2.0375     3.6125     4.12857143 4.56574675]

Регрессия после прунинга

tree_reg_prediction = tree_regressor.predict(X2_test)
tree_reg_error = mean_absolute_percentage_error(tree_reg_prediction, y2_test)
sk_tree_reg_prediction = sk_tree_regressor.predict(X2_test)
sk_reg_error= mean_absolute_percentage_error(sk_tree_reg_prediction, y2_test)

best_reg_ccp_alpha = 3.613   # based on a plot
best_tree_regressor = DecisionTreeCART(ccp_alpha=best_reg_ccp_alpha, regression=True)
best_tree_regressor.fit(X2_train, y2_train)
best_tree_reg_prediction = best_tree_regressor.predict(X2_test)
lowest_tree_reg_error = mean_absolute_percentage_error(best_tree_reg_prediction, y2_test)

best_sk_tree_regressor = DecisionTreeRegressor(random_state=0, ccp_alpha=best_reg_ccp_alpha)
best_sk_tree_regressor.fit(X2_train, y2_train)
best_sk_tree_reg_prediction = best_sk_tree_regressor.predict(X2_test)
lowest_sk_reg_error = mean_absolute_percentage_error(best_sk_tree_reg_prediction, y2_test)

print('tree prediction', tree_reg_prediction, ' ', sep='\n')
print('sklearn prediction', sk_tree_reg_prediction, ' ', sep='\n')
print('best tree prediction', best_tree_reg_prediction, ' ', sep='\n')
print('best sklearn prediction', best_sk_tree_reg_prediction, ' ', sep='\n')

pprint(best_tree_regressor.tree)
tree_plot(best_sk_tree_regressor, X2_train)
print(f'tree error: before {tree_reg_error} -> after pruning {lowest_tree_reg_error}')
print(f'sklearn tree error: before {sk_reg_error} -> after pruning {lowest_sk_reg_error}')


tree prediction
[46. 50. 60. 50.]
 
sklearn prediction
[46. 50. 60. 50.]
 
best tree prediction
[49.5 49.5 56.8 56.8]
 
best sklearn prediction
[49.5 49.5 56.8 56.8]
 
{'Jumps <= 90.5 | as_leaf 54.625 error_rate 29.359375': [{'Jumps <= 46.0 | as_leaf 52.90909090909091 error_rate 17.181818181818183': [{'Jumps <= 34.0 | as_leaf 54.857142857142854 error_rate 11.428571428571429': ['50.0 '
                                                                                                                                                                                                                    'error_rate '
                                                                                                                                                                                                                    '2.0',
                                                                                                                                                                                                                    '56.8 '
                                                                                                                                                                                                                    'error_rate '
                                                                                                                                                                                                                    '5.3']},
                                                                                                                                      '49.5 '
                                                                                                                                      'error_rate '
                                                                                                                                      '1.1875']},
                                                         '58.4 error_rate 5.7']}

tree error: before 0.20681159420289855 -> after pruning 0.16035353535353536
sklearn tree error: before 0.20681159420289855 -> after pruning 0.1603535353535354

Преимущества и недостатки дерева решений

Преимущества:

простота в интерпретации и визуализации;
неплохая работа с нелинейными зависимостями в данных;
не требуется особой подготовки тренировочного набора;
относительно высокая скорость обучения и прогнозирования.

Недостатки:

поиск оптимального дерева является NP-полной задачей;
нестабильность работы даже при небольшом изменении данных;
возможность переобучения из-за чувствительности к шуму и выбросам в данных.

Дополнительные источники

Статья «The CART Decision Tree for Mining Data Streams», Leszek Rutkowskia, Maciej Jaworskia, Lena Pietruczuka, Piotr Dudaa.

Документация:

Лекции: один, два, три, четыре.

Пошаговое построение дерева решений: один, два, три.

Pruning:

Статья.
Видео: один, два, три.

Бэггинг и случайный лес 🡆

Источник

Теги

ICO

Категория

Новости

Дата

20 мар. 2024 г.

12.11.25 09:37 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
13.11.25 19:01 peggy09

i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com
13.11.25 20:05 [email protected]

A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
13.11.25 20:05 [email protected]

A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
13.11.25 22:51 ashley11

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13.11.25 22:52 ashley11

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13.11.25 23:36 daisy

i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com
14.11.25 03:42 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
14.11.25 03:42 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
14.11.25 08:38 [email protected]

A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
14.11.25 10:39 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 $184,000 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 a crypto recovery agent. 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.
14.11.25 12:12 daisy

i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com
14.11.25 15:07 caridad

Perth Family Saved After $400K Crypto Scam Our family in Perth, WA invested through what we thought was a trusted platform but ended up being a fraudulent investment scheme. We lost nearly AUD 420,000 worth of BTC and USDT. Luckily, a friend recommended Bitreclaim.com. Their 24/7 customer support assigned us a smart contract audit specialist who asked for wallet addresses and transaction hashes. With their forensic blockchain trace, they recovered over 5.1 BTC directly into our hardware wallet. For Perth investors: don’t give up hope. Submit a case at Bitreclaim.com immediately. Their professionalism and success rate in Australia is unmatched.
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14.11.25 20:56 juliamarvin

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15.11.25 12:47 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 $184,000 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 a crypto recovery agent. 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.
15.11.25 14:39 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
15.11.25 14:39 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
15.11.25 15:31 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 $184,000 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 a crypto recovery agent. 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.
15.11.25 15:52 [email protected]

A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
16.11.25 14:43 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
16.11.25 14:44 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
16.11.25 20:38 [email protected]

A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
17.11.25 03:24 johnny231

INFO@THEBARRYCYBERINVESTIGATIONSDOTCOM is one of the best cyber hackers that i have actually met and had an encounter with, i was suspecting my partner was cheating on me for some time now but i was not sure of my assumptions so i had to contact BARRY CYBER INVESTIGATIONS to help me out with my suspicion. During the cause of their investigation they intercepted his text messages, social media(facebook, twittwer, snapchat whatsapp, instagram),also call logs as well as pictures and videos(deleted files also) they found out my spouse was cheating on me for over 3 years and was already even sending nudes out as well as money to anonymous wallets,so i deciced to file for a divorce and then when i did that i came to the understanding that most of the cryptocurrency we had invested in forex by him was already gone. BARRY CYBER INVESTIGATIONS helped me out through out the cause of my divorce with my spouse they also helped me in retrieving some of the cryptocurrency back, as if that was not enough i decided to introduce them to another of my friend who had lost her most of her savings on a bad crytpo investment and as a result of that it affected her credit score, BARRY CYBER INVESTIGATIONS helped her recover some of the funds back and helped her build her credit score, i have never seen anything like this in my life and to top it off they are very professional and they have intergrity to it you can contact them also on their whatsapp +1814-488-3301. for any hacking or pi jobs you can contact them and i assure you nothing but the best out of the job
17.11.25 11:26 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
17.11.25 11:27 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
19.11.25 01:56 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I got connected to the best female expert AGENT Jasmine Lopez,,( [email protected] ) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
19.11.25 08:11 JuneWatkins

I’m June Watkins from California. I never thought I’d lose my life savings in Bitcoin. One wrong click, a fake wallet update, and $187,000 vanished in seconds. I cried for days, felt stupid, ashamed, and completely hopeless. But God wouldn’t let me stay silent or defeated. A friend sent me a simple message: “Contact Mbcoin Recovery Group, they specialize in this.” I was skeptical (there are so many scammers), but something in my spirit said “try.” I reached out to Mbcoin Recovery Group through their official site and within minutes their team responded with kindness and clarity. They walked with me step by step, and stayed in constant contact. Three days later, I watched in tears as every single Bitcoin returned to my wallet, 100% recovered. God turned my mess into a message and my shame into a testimony! If you’ve lost crypto and feel it’s gone forever, don’t give up. I’m living proof that recovery is possible. Thank you, Mbcoin Recovery Group, and thank You, Jesus, for never leaving me stranded. contact: (https://mbcoinrecoverygrou.wixsite.com/mb-coin-recovery) (Email: [email protected]) (Call Number: +1 346 954-1564)
19.11.25 08:26 elizabethmadison

My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) (Email [email protected])
19.11.25 08:27 elizabethmadison

My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])
19.11.25 16:30 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
19.11.25 16:30 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
20.11.25 15:55 mariotuttle94

HIRE THE BEST HACKER ONLINE FOR CRYPTO BITCOIN SCAM RECOVERY / iFORCE HACKER RECOVERY After a security breach, my husband lost $133,000 in Bitcoin. We sought help from a professional cybersecurity team iForce Hacker Recovery they guided us through each step of the recovery process. Their expertise allowed them to trace the compromised funds and help us understand how the breach occurred. The experience brought us clarity, restored a sense of stability, and reminded us of the importance of strong digital asset and security practices. Website: ht tps:/ /iforcehackers. c om WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om
21.11.25 10:56 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
21.11.25 10:56 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
22.11.25 04:41 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I got connected to the best female expert AGENT Jasmine Lopez,,( [email protected] ) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
22.11.25 22:04 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
22.11.25 22:04 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
22.11.25 22:05 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
23.11.25 03:34 Matt Kegan

SolidBlock Forensics are absolutely the best Crypto forensics team, they're swift to action and accurate
23.11.25 09:54 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
23.11.25 18:01 mosbygerry

I recently had the opportunity to work with a skilled programmer who specialized in recovering crypto assets, and the results were nothing short of impressive. The experience not only helped me regain control of my investments but also provided valuable insight into the intricacies of cryptocurrency technology and cybersecurity. The journey began when I attempted to withdraw $183,000 from an investment firm, only to encounter a series of challenges that made it impossible for me to access my funds. Despite seeking assistance from individuals claiming to be Bitcoin miners, I was unable to recover my investments. The situation was further complicated by the fact that all my deposits were made using various cryptocurrencies that are difficult to trace. However, I persisted in my pursuit of recovery, driven by the determination to reclaim my losses. It was during this time that I discovered TechY Force Cyber Retrieval, a team of experts with a proven track record of successfully recovering crypto assets. With their assistance, I was finally able to recover my investments, and in doing so, gained a deeper understanding of the complex mechanisms that underpin cryptocurrency transactions. The experience taught me that with the right expertise and guidance, even the most seemingly insurmountable challenges can be overcome. I feel a sense of obligation to share my positive experience with others who may have fallen victim to cryptocurrency scams or are struggling to recover their investments. If you find yourself in a similar situation, I highly recommend seeking the assistance of a trustworthy and skilled programmer, such as those at TechY Force Cyber Retrieval. WhatsApp (+1561726 3697) or (+1561726 3697). Their expertise and dedication to helping individuals recover their crypto assets are truly commendable, and I have no hesitation in endorsing their services to anyone in need. By sharing my story, I hope to provide a beacon of hope for those who may have lost faith in their ability to recover their investments and to emphasize the importance of seeking professional help when navigating the complex world of cryptocurrency.
24.11.25 11:43 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
24.11.25 11:43 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
24.11.25 16:34 Mundo

I wired 120k in crypto to the wrong wallet. One dumb slip-up, and poof gone. That hit me hard. Lost everything I had built up. Crypto moves on the blockchain. It's like a public record book. Once you send, that's it. No take-backs. Banks can fix wire mistakes. Not here. Transfers stick forever. a buddy tipped me off right away. Meet Sylvester Bryant. Guy's a pro at pulling back lost crypto. Handles cases others can't touch, he spots scammer moves cold. Follows money down secret paths. Mixers. Fake trades. Hidden swaps. You name it, he tracks it. this happens to tons of folks. Fat-finger a key. Miss one digit in the address. Boom. Billions vanish like that each year. I panicked. Figured my stash was toast for good. Bryant flipped the script. He jumps on hard jobs quick. Digs deep. Cracks the trail. Got my funds back safe. You're in the same boat? Don't sit there. Hit him up today. Email [email protected]. WhatsApp +1 512 577 7957. Or +44 7428 662701. Time's your enemy here. Scammers spend fast. Chains churn non-stop. Move now. Grab your cash back home.
25.11.25 05:15 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] 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
25.11.25 13:31 mickaelroques52

CRYPTO TRACING AND INVESTIGATION EXPERT: HOW TO RECOVER STOLEN CRYPTO_HIRE RAPID DIGITAL RECOVERY
25.11.25 13:31 mickaelroques52

I’ve always considered myself a careful person when it comes to money, but even the most cautious people can be fooled. A few months ago, I invested some of my Bitcoin into what I believed was a legitimate platform. Everything seemed right, professional website, live chat support and even convincing testimonials. I thought I had done my homework. But when I tried to withdraw my funds, everything fell apart. My account was blocked, the so-called support team disappeared and I realized I had been scammed. The shock was overwhelming. I couldn’t believe I had fallen for it. That Bitcoin represented years of savings and sacrifices and it felt like everything had been stolen from me in seconds. I didn’t sleep for days and I was angry at myself for trusting the wrong people. In my desperation, I started searching for solutions and came across Rapid Digital Recovery. At first, I thought it was just another promise that would lead nowhere. But after speaking with them, I realized this was different. They were professional, clear and understanding. They explained exactly how they track stolen funds through blockchain forensics and what steps would be taken in my case. I gave them all the transaction details and they immediately got to work. What impressed me most was their transparency, they gave me updates regularly and kept me involved in the process. After weeks of investigation, they achieved what I thought was impossible: they recovered my stolen Bitcoin and safely returned it to my wallet. The relief I felt that day is indescribable. I went from feeling hopeless and broken to feeling like I had been given a second chance. I am forever grateful to Rapid Digital Recovery. They didn’t just recover my money, they restored my peace of mind. If you’re reading this because you’ve been scammed, please know you’re not alone and that recovery is possible. I’m living proof that with the right help, you can get your funds back... Contact Info Below WhatSapp: + 1 414 807 1485 Email: rapiddigitalrecovery (@) execs. com Telegram: + 1 680 5881 631
26.11.25 18:18 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
26.11.25 18:20 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
26.11.25 19:13 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
26.11.25 19:13 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
26.11.25 19:13 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
27.11.25 10:56 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
27.11.25 10:56 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
27.11.25 20:04 deborah113

Scammed Crypto Asset Recovery Solution Hire iFORCE HACKER RECOVERY When I traded online, I lost both my investment money and the anticipated gains. Before permitting any withdrawals, the site kept requesting more money, and soon I recognized I had been duped. It was really hard to deal with the loss after their customer service ceased responding. I saw a Facebook testimonial about how iForce Hacker Recovery assisted a victim of fraud in getting back the bitcoin she had transferred to con artists. I contacted iForce Hacker Recovery, submitted all relevant case paperwork, and meticulously followed the guidelines. I'm relieved that I was eventually able to get my money back, including the gains that were initially displayed on my account. I'm sharing my story to let others who have been conned know that you can recover your money. WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om Website: ht tps:/ /iforcehackers. c om
27.11.25 23:48 elizabethrush89

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27.11.25 23:48 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
28.11.25 00:08 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected])WhatsApp at +44 736-644-5035. ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it.
28.11.25 11:15 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
28.11.25 11:15 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
28.11.25 11:43 elizabethmadison

My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])
28.11.25 11:43 elizabethmadison

My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])
29.11.25 12:35 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
29.11.25 12:35 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
29.11.25 12:35 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
30.11.25 20:37 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
01.12.25 12:27 Thomas Muller

YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
01.12.25 12:27 Thomas Muller

YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
01.12.25 23:45 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
01.12.25 23:45 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
02.12.25 02:21 donald121

In 2025 alone, hackers stole over $1.5 billion in digital assets from users worldwide. That's a wake-up call for anyone holding crypto. Theft hits hard because once funds move, they're tough to get back. Common ways it happens include phishing emails that trick you into giving up keys, big exchange breaches, or malware sneaking into your wallet. Marie guide walks you through steps to recover stolen cryptocurrency. You'll learn quick actions to stop more loss, how to trace funds, and ways to fight back legally. Plus, tips to avoid this mess next time. reach her (infocyberrecoveryinc@gmail com and whatsapp:+1 7127594675)
02.12.25 15:05 Matt Kegan

Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable.
03.12.25 09:22 tyrelldavis1

I still recall the day I fell victim to an online scam, losing a substantial amount of money to a cunning fraudster. The feeling of helplessness and despair that followed was overwhelming, and I thought I had lost all hope of ever recovering my stolen funds. However, after months of searching for a solution, I stumbled upon a beacon of hope - GRAYWARE TECH SERVICE, a highly reputable and exceptionally skilled investigative and recovery firm. Their team of expert cybersecurity professionals specializes in tracking and retrieving money lost to internet fraud, and I was impressed by their unwavering dedication to helping victims like me. With their extensive knowledge and cutting-edge technology, they were able to navigate the complex world of online finance and identify the culprits behind my loss. What struck me most about GRAYWARE TECH SERVICE was their unparalleled expertise and exceptional customer service. They took the time to understand my situation, provided me with regular updates, and kept me informed throughout the entire recovery process. Their transparency and professionalism were truly reassuring, and I felt confident that I had finally found a reliable partner to help me recover my stolen money. Thanks to GRAYWARE TECH SERVICE, I was able to recover a significant portion of my lost funds, and I am forever grateful for their assistance. Their success in retrieving my money not only restored my financial stability but also restored my faith in the ability of authorities to combat online fraud. If you have fallen victim to internet scams, I highly recommend reaching out to GRAYWARE TECH SERVICE - their expertise and dedication to recovering stolen funds are unparalleled, and they may be your only hope for retrieving what is rightfully yours. You can reach them on whatsapp+18582759508 web at ( https://graywaretechservice.com/ ) also on Mail: ([email protected]
03.12.25 21:01 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
03.12.25 22:17 Tonerdomark

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04.12.25 01:37 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
04.12.25 01:37 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
04.12.25 04:35 Tonerdomark

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04.12.25 10:32 Tonerdomark

I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.
04.12.25 18:25 smithhazael

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04.12.25 21:45 elizabethrush89

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04.12.25 21:45 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
05.12.25 08:35 into11

The digital world of cryptocurrency offers big chances, but it also hides tricky scams. Losing your crypto to fraud feels awful. It can leave you feeling lost and violated. This guide tells you what to do right away if a crypto scam has hit you. These steps can help you get funds back or stop more trouble. Knowing what to do fast can change everything,reach marie ([email protected] and whatsapp:+1 7127594675)
05.12.25 08:48 Tonerdomark

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06.12.25 01:44 Tonerdomark

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06.12.25 01:48 Tonerdomark

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06.12.25 10:36 Thomas Muller

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06.12.25 10:36 Thomas Muller

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06.12.25 10:39 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
06.12.25 10:42 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
07.12.25 08:43 Tonerdomark

SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
08.12.25 02:17 liam

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08.12.25 09:07 Tonerdomark

SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
09.12.25 00:18 swanky

For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com
09.12.25 01:01 Tonerdomark

SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = Yt7CRACKER@gmail. com
09.12.25 05:44 swanky

For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com
09.12.25 10:24 lane3215

It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.
09.12.25 10:25 lane3215

It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.
09.12.25 14:16 Matt Kegan

Grateful i came across SolidBlock Forensics. After investing in crypto trade and couldn't make withdrawals, it dawned on me something was wrong. They kept on asking for taxes, fees for maintenance, and more money for admin reasons. But being represented by SolidBlock Forensics, i was able to file reports, and finally, received all my investments with returns. Its great to know we have professionals that handle such issues and get the job done.