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Он победил LLM RAG: реализуем BM25+ с самых азов

Привет, меня зовут Борис. Я автор телеграм канала Борис опять. Периодически мне на глаза попадается что-то интересное и я глубоко в этом закапываюсь. В данном случае это алгоритм поиска BM25+.

Статья началась с того, что я наткнулся на громкий и забавный результат: алгоритм BM25, разработанный аж в восьмидесятые годы, победил продвинутые методы векторного поиска на LLM.

Разберемся, что это за зверь и почему он так хорошо работает. BM25 не только неожиданно эффективный метод, но и очень простой. В этой статье мы реализуем его на Python с нуля. Мы начнем с самого простого поиска, перейдем к TF-IDF, а затем выведем из него BM25+.

Статья подойдет тем, кто вообще ничего не знает о поиске, а более опытные ребята могут пролистать до реализации алгоритма.

Код доступен в Google Collab.

Когда бейзлайн обошел нейросетевые методы
Когда бейзлайн обошел нейросетевые методы

Даже в эпоху поиска с помощью больших языковых моделей, BM25 хорошо держит удар и остается сильным бейзланом. Так же он полезен на практике: он способен дополнять современные системы. Выдачу BM25 можно использовать как один из этапов ранжирования, в том числе отдавая его результаты нейросетям для дальнейшей обработки.

Для начала нам потребуются данные. Мне понравился этот датасет с описаниями ecommerce товаров. Представим, что нам нужно сделать поиск для интернет магазина. Будем двигаться от самых простых методов, постепенно улучшая их, пока не придем к BM25+.

import numpy as np
import pandas as pd
from collections import Counter
from tqdm.auto import tqdm

# https://www.kaggle.com/datasets/saurabhshahane/ecommerce-text-classification
data_url = 'https://raw.githubusercontent.com/sugatagh/E-commerce-Text-Classification/main/Dataset/ecommerceDataset.csv'
dataset = pd.read_csv(
    data_url,
    names = ['label', 'description']
)
dataset = dataset.dropna()
dataset = dataset.drop_duplicates()

В датасете нас интересует только одна колонка, которая содержит текстовое описание товара: description. Всего у нас таких товаров 27802.

Глупный, наивный поиск

Самое простое, что мы можем сделать: получив запрос пользователя найти документы, которые целиком его содержат.

documents = dataset.description.tolist()
def search_dummy(documents, query, limit=10):
    return [doc for doc in documents if query in doc][:limit]

[doc[:100] for doc in search_dummy(documents, 'smartphone', limit=2)]
# Вывод:
# ['Shinco 80 cm (32 Inches) HD Ready Smart LED TV SO32AS (Black) (2019 model) Size name:32 Inches   Thi',
#  'Amazon Brand - Solimo 12-inch Wall Clock - Checkered (Silent Movement, Black Frame) Bring function a']

Этот метод полон проблем и самая очевидная в том, что такой запрос не вернет ничего: search_dummy(documents, 'SmartphonE', limit=2) .

Необходимо сделать предобработку текстов. Чтобы не особо мудрить, уберем все символы кроме букв и чисел, а так же типичные суффиксы.

Удаление суффиксов можно назвать простым стеммингом: выделением корней. На практике для этого используются более продвинутые методы, например стеммер Портера из пакета nltk. Но у нас здесь не курс по NLP.

import string

def stem(word):
    for suffix in set(['ing', 'ly', 'ed', 'ious', 'ies', 'ive', 'es', 's', 'ment']):
        if word.endswith(suffix):
            return word[:-len(suffix)]
    return word


def preprocess_document(document):
    new_doc = ''.join(
        c for c in document if c.isalnum() or c == ' '
    ).lower().strip()
    new_doc = ' '.join([
        stem(word) for word in new_doc.split(' ')
    ])
    return new_doc

def preprocess_documents(documents):
    new_documents = []
    for doc in documents:
        new_doc = preprocess_document(doc)
        new_documents.append(new_doc)
    return new_documents

documents_preprocessed = preprocess_documents(documents)
documents_preprocessed[:1][0][:50]

# Вывод:
# 'paper plane design fram wall hang motivational off'

def search_dummy(documents, query, limit=10):
    query = preprocess_document(query)
    return [doc for doc in documents if query in doc][:limit]

search_dummy(documents_preprocessed, 'SmartphonE', limit=1)[0][:50]
# Вывод:
# 'shinco 80 cm 32 inches hd ready smart led tv so32a'

Отлично, проблема решена. Но любая опечатка в запросе сразу всё ломает, например search_dummy(documents_preprocessed, 'smrtaphone', limit=1) не вернет ничего. Так же не сработают частичные запросы вроде smar, которые часто встречаются в ecommerce.

Term Frequency на N-граммах

Для решения этих проблем нам помогут N-граммы: разбиение слов в запросе на последовательности символов длиной N.

from nltk.util import ngrams
import nltk

N_GRAM_SIZE = 3


def documents_to_ngrams(documents, n_gram_size=N_GRAM_SIZE, progress=False):
    document_ngrams = []
    iterator = documents
    if progress:
        iterator = tqdm(documents) # progress bar, т.к. процесс небыстрый
    for doc in iterator:
        doc_ngrams = []
        for word in doc.split(' '):
            word_ngrams = ngrams(word, n_gram_size)
            for ngram in word_ngrams:
                doc_ngrams.append(''.join(ngram))
        document_ngrams.append(tuple(doc_ngrams))
    document_ngrams = tuple(document_ngrams)

    return document_ngrams

documents_ngrams = documents_to_ngrams(documents_preprocessed, progress=True)
documents_ngrams[0][:5]
# Вывод:
# ('pap', 'ape', 'per', 'pla', 'lan')

Теперь нам уже недостаточно просто выводить всё, что содержит хотя бы одну N-грамму: мы получим много случайных совпадений. Логично выводить первыми те результаты, где совпадений больше всего.

Здесь возникает понятие ранжирования. Нужно не только найти документы, но и отсортировать их в некотором порядке, чтобы наиболее релевантные результаты были сверху. Для этого нужна некая функция ранжирования, которая сопоставляет каждой паре (запрос, документ) число, которое тем больше, чем документ релевантнее запросу пользователя. В данном случае наша функция ранжирования: частота совпадений, или term frequency.

def display_search_results(documents, idx_scores, char_limit=100):
    for idx, score in idx_scores:
        print(f'{score:0.2f}: {documents[idx][:char_limit]}')

def query_to_ngrams(query, n_gram_size=N_GRAM_SIZE):
    return documents_to_ngrams([query], n_gram_size=n_gram_size)[0]

def search_tf(documents_ngrams, query, limit=5, n_gram_size=N_GRAM_SIZE):
    index = [Counter(doc_ngrams) for doc_ngrams in documents_ngrams]
    query = query_to_ngrams(query, n_gram_size)

    match_scores = []
    for ngram_counts in tqdm(index):
        score = 0
        for query_ngram in query:
            score += ngram_counts.get(query_ngram, 0)
        match_scores.append(score)

    idx_scores = zip(range(len(documents_ngrams)), match_scores)
    idx_scores = sorted(idx_scores, key=lambda pair: -pair[1])

    return idx_scores[:limit]

idx_scores = search_tf(documents_ngrams, 'smratphone')
display_search_results(documents, idx_scores)

```
Вывод:
116.00: Risk Savvy: How to Make Good Decisions About the Author GERD GIGERENZER is director of the Max Planc
116.00: Risk Savvy: How to Make Good Decisions About the Author Gerd Gigerenzer is the author of Gut Feeling
105.00: HP B4B09PA Headphones with Mic Product Description HP Headphones Overview
With HP B4B09PA Over ear H
98.00: iBall Rocky Over-Ear Headphones with Mic Product Description  iBall Rocky Headset Over-Ear Headphone
96.00: The Global War on Christians: Dispatches from the Front Lines of Anti-Christian Persecution About th
```

Теперь наш поиск работает при запросах с опечатками, но результат ужасен. Разберемся, что происходит.

search_tf осуществляет поиск: принимает на вход N-граммы документов и запрос пользователя, возвращает список кортежей (индекс документа, релевантность), где релевантность это число совпадений N-грамм. Результаты сортируются и функция возвращает только limit наиболее релевантных документов.

Внутри эта функция сначала индексирует документы: считает для каждого, сколько разных N-грамм в нём содержится. Например, в документе "smasmart" содержатся следующие N-граммы: {"sma": 2, "max": 1, "asm": 1, "mar": 1, "art": 1}. Такой индекс позволяет быстро понять, сколько N-грамм из запроса находится в документе. Строго говоря, его можно было бы посчитать один раз, а не пересчитывать при каждом запросе.

Почему результат такой плохой? Длинные документы содержат больше случайных совпадений и всегда будут выше в выдаче нашего поиска.

Рассмотрим игрушечный пример:

def documents_to_index(documents, n_gram_size=N_GRAM_SIZE):
		"""Вспомогательная функция, чтобы делать предобработку и разбиение на N-граммы"""
    documents_preprocessed = [
        preprocess_document(doc) for doc in documents
    ]

    documents_ngrams = documents_to_ngrams(documents_preprocessed, n_gram_size)
    return documents_ngrams

dummy_documents = [
    'smartphone',
    'frying pan',
]
dummy_documents_ngrams = documents_to_index(dummy_documents)
idx_scores = search_tf(dummy_documents_ngrams, 'smratphone')
display_search_results(dummy_documents, idx_scores)
```
Вывод:
4.00: smartphone
0.00: frying pan
```

dummy_documents = [
    'smartphone',
    'frying pan',
    'headphones for your smartphone',
]
dummy_documents_ngrams = documents_to_index(dummy_documents)
idx_scores = search_tf(dummy_documents_ngrams, 'smratphone')
display_search_results(dummy_documents, idx_scores)

```
Вывод:
7.00: headphones for your smartphone
4.00: smartphone
0.00: frying pan
```

Чтобы решить проблему, нам бы хотелось сделать так, чтобы N-грамма sma вносила больший вклад в релевантность, если она встречается в документе относительно его длины. Например, в слове smart это одна из трех N-грамм, а в слове smartphone она имеет меньший вес.

def search_tf_weighted(documents_ngrams, query, limit=5, n_gram_size=N_GRAM_SIZE):
    index = [Counter(doc_ngrams) for doc_ngrams in documents_ngrams]
    query = query_to_ngrams(query, n_gram_size)
    match_scores = []
    for ngram_counts in index:
        score = 0
        total_ngrams = sum(ngram_counts.values())
        if total_ngrams == 0:
            continue
        for query_ngram in query:
            score += ngram_counts.get(query_ngram, 0)
        score = score/total_ngrams
        match_scores.append(score)

    idx_scores = zip(range(len(documents_ngrams)), match_scores)
    idx_scores = sorted(idx_scores, key=lambda pair: -pair[1])

    return idx_scores[:limit]

idx_scores = search_tf_weighted(dummy_documents_ngrams, 'smratphone')
display_search_results(dummy_documents, idx_scores)
```
Вывод:
0.50: smartphone
0.39: headphones for your smartphone
0.00: frying pan
```

Уже лучше.

Даже поиск по всем документам уже не бесполезен:

idx_scores = search_tf_weighted(documents_ngrams, 'smratphone')
display_search_results(documents, idx_scores) 
```
Вывод:
0.23: Apple iPhone Xs (Space Grey, 4GB RAM, 64GB Storage, 12 MP Dual Camera, 458 PPI Display) Size name:64
0.19: AmazonBasics Lighting to USB A Cable for iPhone and iPad - 4 Inches (10 Centimeters) - Black (Ideal 
0.18: VALUEACTIVE Screen Guard for Samsung Galaxy S10 Plus Tempered Glass Full Screen Coverage 5D Curved F
0.17: TSIM Lifetime Global SIM Card(1GB) Size:1GB   Voice / SMS Slabs 100 minutes/100 SMS in: Australia, B
0.17: JBL T450BT Extra Bass Wireless On-Ear Headphones with Mic (Black) Colour:Black   Colour:Black Powerf
```

idx_scores = search_tf_weighted(documents_ngrams, 'iphone 7')
display_search_results(documents, idx_scores)
```
0.31: Apple iPhone Xs (Space Grey, 4GB RAM, 64GB Storage, 12 MP Dual Camera, 458 PPI Display) Size name:64
0.24: VALUEACTIVE Screen Guard for Samsung Galaxy S10 Plus Tempered Glass Full Screen Coverage 5D Curved F
0.22: Apple iPhone 7 (Black, 2GB RAM, 32GB Storage) Colour:Black                                          
0.21: TSIM Lifetime Global SIM Card(1GB) Size:1GB   Voice / SMS Slabs 100 minutes/100 SMS in: Australia, B
0.20: AmazonBasics Lighting to USB A Cable for iPhone and iPad - 4 Inches (10 Centimeters) - Black (Ideal 
```

Мы реализовали настоящий поиск на term frequency и прошли треть пути до BM25+.

Но попробуем сделать запрос более специфичным добавив прилагательных:

idx_scores = search_tf_weighted(documents_ngrams, 'the heavy simple beautiful black iphone')
display_search_results(documents, idx_scores)

```
Вывод:
0.86: Dick Francis's Refusal Review Praise for Dick Francis’s Refusal “To the delight of Dick/Felix Franci
0.62: Apple iPhone Xs (Space Grey, 4GB RAM, 64GB Storage, 12 MP Dual Camera, 458 PPI Display) Size name:64
0.38: Betting on Horse Racing For Dummies (For Dummies Series) From the Back Cover Cash in big on multiple
0.38: Seagate 2TB Backup Plus Slim (Blue) USB 3.0 External Hard Drive for PC/Mac with 2 Months Free Adobe 
0.30: ahhaaaa Boy's Cotton Waistcoat, Shirt And Trouser Set This product is made from cotton. Ahhaaaa brin
```

Поиск снова сломался. Всё дело в том, что для нашего алгоритма все слова в запросе одинаково важны, что beautiful, что the, что iphone.

Inverse Document Frequency

Давайте придумаем как можно добавить к каждой N-грамме запроса вес, чтобы он был тем больше, чем она информативнее. Для этого подходит Inverse Document Frequency (IDF): мера того, насколько редко N-грамма встречается среди всех документов. Интуитивно, что чем реже встречается N-грамма, тем больше информации она несет. Например, если the встречается в каждом документе, то эту N-грамму вообще не стоит учитывать при расчете релевантности. И, напротив, если sma встречается в одном документе, то её наличие в запросе позволяет однозначно определить самый релевантный результат.

Реализуем IDF по стандартной формуле из Википедии:

from collections import defaultdict

def calculate_idf(documents_ngrams):
    ngram_appearance = {}
    for doc_ngrams in documents_ngrams:
        for ngram in set(doc_ngrams):
            if ngram not in ngram_appearance:
                ngram_appearance[ngram] = 0
            ngram_appearance[ngram] += 1
    idf = {}
    N = len(documents_ngrams)
    for ngram, appearance_count in ngram_appearance.items():
        idf[ngram] = np.log((1+N)/(1 + appearance_count))
    return idf

dummy_documents = [
    'smartphone',
    'frying pan',
    'headphones for your smartphone',
]
dummy_documents_ngrams = documents_to_index(dummy_documents)
dummy_idf = calculate_idf(dummy_documents_ngrams)
dummy_idf 
```
Вывод:
{'pho': 0.28768207245178085,
 'mar': 0.28768207245178085,
 'tph': 0.28768207245178085,
 'sma': 0.28768207245178085,
 'one': 0.28768207245178085,
 'art': 0.28768207245178085,
 'hon': 0.28768207245178085,
 'rtp': 0.28768207245178085,
 'pan': 0.6931471805599453,
 'fry': 0.6931471805599453,
 'adp': 0.6931471805599453,
 'our': 0.6931471805599453,
 'for': 0.6931471805599453,
 'you': 0.6931471805599453,
 'ead': 0.6931471805599453,
 'dph': 0.6931471805599453,
 'hea': 0.6931471805599453}
```

Видно, что N-граммы относящиеся к сковородке получили более высокий вес, так как встречаются реже.

Теперь релевантность документа равна сумме частот N-грамм из запроса помноженных на информативность этих N-грамм.

Она называется TF-IDF:

score(D, Q) = \sum_{i=1}^{n} IDF(q_i) TF(q_i, D)

Где D это документ, Q это запрос, а q_i это N-грамма из документа. Заметьте, что IDF не зависит от конкретного документа, т.к. рассчитывается по всем документам в нашей коллекции для каждой N-граммы.

IDF и TF можно расчитывать разными способами в зависимости от задачи.

Реализуем этот алгоритм поиска:

def search_tf_idf(
    documents_ngrams,
    query,
    limit=5,
    n_gram_size=N_GRAM_SIZE,
):
    index = [Counter(doc_ngrams) for doc_ngrams in documents_ngrams]
    idf = calculate_idf(documents_ngrams)
    query = query_to_ngrams(query, n_gram_size)

    match_scores = []
    for ngram_counts in tqdm(index):
        score = 0
        total_ngrams = sum(ngram_counts.values())
        if total_ngrams == 0:
            continue
        for query_ngram in query:
            tf_score = ngram_counts.get(query_ngram, 0)/total_ngrams
            idf_score = idf.get(query_ngram, 1e-3)
            score += tf_score * idf_score
        match_scores.append(score)

    idx_scores = zip(range(len(documents_ngrams)), match_scores)
    idx_scores = sorted(idx_scores, key=lambda pair: -pair[1])

    return idx_scores[:limit]

dummy_documents = [
    'smartphone',
    'frying pan',
    'headphones for your smartphone',
]
dummy_documents_ngrams = documents_to_index(dummy_documents)
idx_scores = search_tf_idf(dummy_documents_ngrams, 'smratphone')
display_search_results(dummy_documents, idx_scores)
```
Вывод:
0.14: smartphone
0.11: headphones for your smartphone
0.00: frying pan
```

Полноценный поиск работает уже лучше, но всё равно не идеально:

idx_scores = search_tf_idf(documents_ngrams, 'health smartwatch')
display_search_results(documents, idx_scores)
```
Вывод:
0.96: A History of American Literature Review "Richard Gray's real achievement is somehow to have compress
0.88: Samsung Gear Sport Smartwatch (Black) Colour:Black   Sports watch design in premium stainless steel 
0.85: American Pastoral Amazon.com Review Philip Roth's 22nd book takes a life-long view of the American e
0.53: M3 Intelligence Bluetooth Health Wrist Smart Band Watch Monitor/Smart Bracelet/Health Bracelet/Activ
0.52: Textbook of Elements of Veterinary Public Health Veterinary Public Health is a multidisciplinary fie
```

BM25+

На самом деле BM25+ это частный случай TF-IDF с определенным выбором TF и IDF. Поэтому мы к нему так долго добирались.

Его задумка в том, чтобы сделать такие веса, на которые не будут так сильно влиять длина документов.

Так же он имеет основания из Теории Информации: IDF в BM25+ это по сути собственная информация по Шеннону, то есть сколько информации содержит данная N-грамма.

Помимо этого BM25+ лучше всего работает на словах, а не N-граммах.

Формулы (страшные):

TF(q_i, D) = \frac{(f(q_i, D) \times (k_1 + 1)}{(f(q_i, D) \times (k_1 + 1) + (1 - b + b \cdot \frac{|D|}{avgdl})} + \deltaIDF(q_i) = ln(\frac{N - n(q_i) + 0.5}{n(q_i) + 0.5} + 1)score(D, Q) = \sum_{i=1}^{n} IDF(q_i) TF(q_i, D)

Здесь:

  • D - документ.

  • Q - запрос.

  • f(q_i, D) - число вхождений слова q_i в документ.

  • |D| - длина документа.

  • avgdl - средняя длина документов в коллекции.

  • N - число документов в коллекции.

  • n(q_i) - число документов, содержащих слово q_i.

  • k_1 - параметр в диапазоне [1.2, 2.0].

  • b - параметр, обычно 0.75.

  • \delta - параметр, обычно 1.

По сути TF это вес слова в документе, а IDF это информативность этого слова. Наибольшую релевантность получают документы, в которых много места занимают редкие слова.

Свободные параметры регулируют поведение функции ранжирования. Их можно оставить как есть или подбирать под задачу.

Как ведут себя IDF и TF в BM25+?

Давайте поглядим на TF и IDF, чтобы понять, в чем суть именно таких весов.

IDF:

IDF в зависимости от числа документов, содержащих слово.
IDF в зависимости от числа документов, содержащих слово.

Информативность редких слов очень высокая. Разница между информативностью слова, встречающегося в одном документе, и слова, встречающемся в двух, огромная. Однако чем чаще встречается слово, тем больше происходит насыщение: между словом содержащимся в 40,000 документах и 60,000 документах практически нет разницы.

TF:

TF в зависимости от вхождений слова в документ и длины документа.
TF в зависимости от вхождений слова в документ и длины документа.

Видно, что чем чаще слово встречается в документе, тем выше его вес. Однако есть эффект насыщения: между 10 вхождениями и 20 вхождениями разница небольшая. Так же вес выше, если документ короткий. Всё это позволяет уменьшить влияние длинных документов и случайных совпадений.

Реализация BM25+

Осталось только реализовать всё по формулам. В этот раз сделаем всё красиво, обернув код в класс, и не будем пересчитывать индекс при каждом запросе.

def documents_to_words(documents):
    documents_words = tuple([doc.split(' ') for doc in documents])
    documents_words = tuple(documents_words)
    return documents_words

def bm25_documents_to_index(documents):
    documents_preprocessed = [
        preprocess_document(doc) for doc in documents
    ]

    documents_words = documents_to_words(documents_preprocessed)
    return documents_words

def bm25_query_to_wrods(query):
    return bm25_documents_to_index([query])[0]

def idf_bm25(
    number_documents_containing_ngram,
    total_documents,
):
    x = (total_documents - number_documents_containing_ngram + 0.5)/(number_documents_containing_ngram + 0.5)
    return np.log(x + 1)

def tf_bm25(ngram_tf, document_length, average_document_length, k1=1.5, b=0.75, delta=1):
    numerator = ngram_tf*(k1+1)
    denominator = ngram_tf + (k1 * (1 - b + b * document_length/average_document_length))
    return numerator/denominator + delta

def bm25_score(
    ngram_idf,
    ngram_tf,
    document_length,
    average_document_length,
    k1=1.5,
    b=0.75,
):
    numerator = ngram_tf*(k1+1)
    denominator = ngram_tf + (k1 * (1 - b + b * document_length/average_document_length))
    return ngram_idf * tf_bm25(ngram_tf, document_length, average_document_length, k1=k1, b=b)


class SearchBM25:
    def __init__(self):
        self.documents = None
        self.documents_ngrams = None
        self.tf = None
        self.idf = None

    def calculate_tf(self, documents_ngrams):
        tf = [Counter(doc_ngrams) for doc_ngrams in documents_ngrams]

        return tf

    def calculate_idf(self, tf, documents_ngrams):
        idf = {}

        documents_containing = {}

        for doc_tf in tqdm(tf):
            for ngram in doc_tf.keys():
                if not ngram in documents_containing:
                    documents_containing[ngram] = 0
                documents_containing[ngram] += 1

        for ngram in tqdm(documents_containing.keys()):
            idf[ngram] = idf_bm25(
                number_documents_containing_ngram=documents_containing[ngram],
                total_documents=len(documents_ngrams),
            )
        return idf

    def fit(
        self,
        documents,
    ):
        self.documents = documents

        self.documents_ngrams = bm25_documents_to_index(
            documents,
        )

        self.tf = self.calculate_tf(self.documents_ngrams)
        self.idf = self.calculate_idf(self.tf, self.documents_ngrams)

    def search_bm25(
        self,
        query,
        limit,
        only_documents=None,
    ):
        avg_document_length = sum([
            len(doc) for doc in self.documents_ngrams
        ])/len(self.documents_ngrams)
        query = bm25_query_to_wrods(query)
        indexes = []
        match_scores = []

        document_indexes = range(len(self.tf)) if only_documents is None else only_documents
        for i in document_indexes:
            document_tf = self.tf[i]

            document_length = sum(document_tf.values())
            if document_length == 0:
                continue

            score = 0
            for query_ngram in query:
                ngram_score = bm25_score(
                    self.idf.get(query_ngram, 1e-6),
                    document_tf.get(query_ngram, 1e-6),
                    document_length=document_length,
                    average_document_length=avg_document_length,
                )
                score += ngram_score
            match_scores.append(score)
            indexes.append(i)

        idx_scores = zip(indexes, match_scores)
        idx_scores = sorted(idx_scores, key=lambda pair: -pair[1])
        return idx_scores[:limit]


    def search(self, query, limit=5):
        idx_scores = self.search_bm25(
            query,
            limit=limit,
        )
        return idx_scores[:limit]

    def search_and_display(self, query, limit=5, char_limit=100):
        idx_scores = self.search(query, limit=limit)
        display_search_results(self.documents, idx_scores, char_limit=char_limit)


index = SearchBM25()
index.fit(documents)

index.search_and_display('frying')
```
Вывод:
16.30: Taylor Candy and Deep Fry Stainless Steel Thermometer TAYLOR 5983N Candy/Jelly Deep Fry Thermometer
16.02: Bhavya enterprises Stainless Steel Deep Fat Fryer 8+8 L (Silver) Frying machine used in commercial s
15.96: Hk Villa 2 In 1 Multifuctional Steaming Device egg pan Frying Egg Boiling Roasting Heating Electric 
15.71: HomeFast Multifunction Non-Stick Electric Frying Pan Egg Omelette Pancakes Steak Egg Boiler Electric
15.66: Vishal Smart Mall Multifunction Non-Stick Electric Frying Pan Egg Omelette Pancakes Steak Egg Boiler
```

index.search_and_display('iphone 6s')
```
21.93: Mpow iPhone 6 6s iPhone 7 8 Armband, [Ultra Comfortable] Adjustable Sports Armband Sweatproof Runnin
21.39: MADANYU The Man in Suit for Real Man Designer Printed Hard Back Shell Case for Apple iPhone 6S / App
21.22: POPIO Tempered Glass Screen Protector For iPhone 6 / iPhone 6S / iPhone 7 / iPhone 8 (Pack Of 2) Col
21.21: UNMCORE IPhone 8 Pin Lightning To USB Fast Data Charging Sync Cable Wall Charger With USB Power Adap
21.00: Apple iPhone 6 (Gold, 1GB RAM, 32GB Storage) Colour:Gold   Apple iPhone 6 (Gold, 32GB)
```

На некоторых запросах поиск работает хорошо, но на других хуже TF-IDF.

BM25+ достаточно чувствителен к правильной предобработке текста. Другая его проблема в том, что в такой реализации он неустойчив к опечаткам и не способен обрабатывать частичные запросы.

Двухэтапный поиск: TF-IDF + BM25+

Мы можем объединить все преимущества TF-IDF и BM25+. Для этого мы реализуем двухэтапный поиск: сначала TF-IDF на N-граммах будет искать большое число документов-кандидатов, затем BM25+ будет ре-ранжировать эти документы и возвращать лучшие. 

from scipy.stats import gmean

class SearchTFIDF:
    def __init__(self, n_gram_size=N_GRAM_SIZE):
        self.n_gram_size = n_gram_size

        self.documents = None
        self.documents_ngrams = None

    def fit(
        self,
        documents,
    ):
        self.documents = documents

        self.documents_ngrams = documents_to_index(
            documents,
            n_gram_size=self.n_gram_size,
        )

    def search(self, query, limit=5):
        idx_scores = search_tf_idf(
            self.documents_ngrams,
            query,
            limit=limit,
            n_gram_size=self.n_gram_size,
        )
        return idx_scores[:limit]

    def search_and_display(self, query, limit=5):
        idx_scores = self.search(query, limit=limit)
        display_search_results(self.documents, idx_scores)
        
class TwoStageSearch:
    def __init__(self, n_gram_size=3):
        self.n_gram_size = n_gram_size
        self.documents = None
        self.tfidf_index = None
        self.bm25_index = None

    def fit(
        self,
        documents,
    ):
        self.documents = documents

        self.tfidf_index = SearchTFIDF(n_gram_size=self.n_gram_size)
        self.tfidf_index.fit(self.documents)

        self.bm25_index = SearchBM25()
        self.bm25_index.fit(self.documents)

    def search(self, query, limit_stage1=100, limit_stage2=5):
        idx_scores_stage1 = self.tfidf_index.search(query, limit=limit_stage1)
        idx_scores_stage1 = [p for p in idx_scores_stage1 if p[1] > 1e-05]
        idx_to_score_stage1 = {
            idx: score for idx, score in idx_scores_stage1
        }
        only_document_indexes = list(idx_to_score_stage1.keys())
        idx_scores_stage2 = self.bm25_index.search_bm25(query, limit=limit_stage2, only_documents=only_document_indexes)

        aggregated_scores = {
            idx: gmean([score, idx_to_score_stage1[idx]]) for idx, score in idx_scores_stage2
        }
        idx_scores = [(idx, idx_to_score_stage1[idx], score, aggregated_scores[idx]) for idx, score in idx_scores_stage2]

        idx_scores = sorted(idx_scores, key=lambda x: (-round(x[-1],3), -round(x[-2],3), -round(x[-3], 3)))

        return idx_scores

    def display_search_results(self, idx_scores, char_limit=100):
        for idx, score_stage1, score_stage2, score_combined in idx_scores:
            print(f'{score_stage1:0.2f}|{score_stage2:0.2f}|{score_combined:0.2f}: {self.documents[idx][:char_limit]}')

    def search_and_display(self, query, limit_stage1=100, limit_stage2=5, char_limit=100):
        idx_scores = self.search(query, limit_stage1=limit_stage1, limit_stage2=limit_stage2)
        self.display_search_results(idx_scores, char_limit=char_limit)

Код может быть пугающим, но логика простая:

  1. Строим индексы для TF-IDF и BM25+

  2. При поступлении запроса сначала запускаем TF-IDF и получаем 100 самых релевантных результата.

  3. Запускаем BM25+ на этих результатах и получаем 5 самых релевантных.

  4. Чтобы отсортировать результаты мы усредняем оценки полученные от TF-IDF и BM25+ геометрическим средним (в отличие от арифметического оно устойчиво к тому, что оценки могут находится на разных шкалах).

  5. Сортируем результаты по усредненным оценкам. При ничьей сортируем по оценка от TF-IDF.

Давайте опробуем.

index = TwoStageSearch()
index.fit(documents)
index.search_and_display('iph')

```
Вывод:
0.12|0.00|0.00: Apple iPhone 8 (Space Grey, 2GB RAM, 64GB Storage)
0.09|0.00|0.00: Natation 3D VR Box Virtual Reality Glasses (VR_Headset) (VR Basic)
0.08|0.00|0.00: Tidy Up! Wire Bin (Black)
0.06|0.00|0.00: Orion Premium Telescope Accessory Kit - 1.25" Orion Orion 08890 1.25-Inch Premium Telescope Accessor
0.04|0.00|0.00: Apple iPhone 6S (Rose Gold, 2GB RAM, 32GB Storage)
```

index.search_and_display('iphone xs 64GB')
```
Вывод:
0.50|7.29|1.91: Apple iPhone 8 Plus (Space Grey, 64GB) Colour:Space Grey                                            
0.36|7.49|1.64: SKYVIK Beam QI Certified 7.5W & 10W Fast Wireless Charger for iPhone X XS Max XR iPhone 8 & 8 Plus S
0.29|7.40|1.46: Apple iPhone 8 (Space Grey, 2GB RAM, 64GB Storage)
0.19|8.58|1.28: STORETHATSAYS Vivo V9 Compatible Camera Tripod Portable & Foldable Stand with Mobile Clip Holder Com
0.19|8.56|1.28: STORETHATSAYS Google Pixel 2 and 2 XL Compatible Camera Tripod Portable & Foldable Stand with Mobile
```

index.search_and_display('iphone charger')
```
Вывод:
0.81|15.16|3.50: SKYVIK Beam QI Certified 7.5W & 10W Fast Wireless Charger for iPhone X XS Max XR iPhone 8 & 8 Plus S
0.36|16.79|2.47: Belkin Boost Up Wireless Charging Pad 7.5W - Wireless Charger Optimized for iPhone, Compatible with 
0.31|14.71|2.13: Baseus [Certified] Fast Qi Wireless Charger Leather Pad Stand Baseus Wireless Charger For Iphone X 8
0.31|13.87|2.06: Syncwire Lightning Charger Cable Cord for iPhone 5 - iPhoneX Smartphones, iPad Mini, iPad Air, iPad 
0.26|14.87|1.97: Baseus B® Smart 2 in 1 Wireless Charger for Apple IWatch and Qi Enabled Phone Charger for Apple iPho
```

Теперь наш поиск успешно обрабатывает частичные запросы, устойчив к опечаткам и выдает небесполезные результаты. Конечно, до настоящего поиска в продакшне ему ещё далеко.

В этой статье мы реализовали алгоритм BM25+ и использовали его для ре-ранжирования результатов другого алгоритма поиска. Стоит отметить ограничения BM25+:

  • Он ничего не понимает про смысл, в отличие от векторного поиска на нейросетевых моделях.

  • Как следствие предыдущего пункта, он ничего не понимает про синонимы.

  • Без дополнительных оптимизаций от требует прохода по всей коллекции документов. Нейросетевой Approximate Nearest Neighbors поиск не страдает такой проблемой.

Если вы хотите поупражняться, то вот несколько идей, что можно реализовать:

  • Сделать так, чтобы к индексу можно было добавить новый документ не пересчитывая всё целиком.

  • Ускорить! Реализация выше абсолютно наивна, пространство для улучшения огромное.

  • Прикрутить более умный токенизатор, чем разбиение на слова. Например, можно посмотреть на FastText.

  • Реализовать метрику качества ранжирования NDCG, проверить качество выдачи. Затем подобрать наилучшие параметры BM25+.

Если вам понравился этот материал, то может быть понравится и другие вещи, которые я пишу: подписывайтесь на мой канал в телеграме, где я слишком часто (для своей психики) выкладываю полезный контент про IT, машинное обучение и не только.

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    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

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 01:15 tyleradams

    Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 18:07 crypto

    Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.25 20:17 tyleradams

    As time passes, there are an increasing number of frauds involving Bitcoin and other cryptocurrencies. Although there are many individuals who advertise recovering money online, people should use caution in dealing, especially when money is involved. You can trust NVIDIA TECH HACKERS [[email protected]], I promise. They are the top internet recovery company, and as their names indicate, your money is reclaimed as soon as feasible. My bitcoin was successfully retrieved in large part thanks to NVIDIA TECH HACKERS. Ensure that you get top-notch service; NVIDIA TECH HACKERS provides evidence of its work; and payment is only made when the service has been completed to your satisfaction. Reach them via email: [email protected] on google mail

  • 17.10.25 20:20 lindseyvonn

    Have you gotten yourself involved in a cryptocurrency scam or any scam at all? If yes, know that you are not alone, there are a lot of people in this same situation. I'm a Health Worker and was a victim of a cryptocurrency scam that cost me a lot of money. This happened a few weeks ago, there’s only one solution which is to talk to the right people, if you don’t do this you will end up being really depressed. I was really devastated until went on LinkedIn one evening after my work hours and i saw lots of reviews popped up on my feed about [email protected], I sent an email to the team who came highly recommended - [email protected] I started seeing some hope for myself from the moment I sent them an email. The good part is they made the entire process stress free for me, i literally sat and waited for them to finish and I received what I lost in my wallet

  • 17.10.25 20:22 richardcharles

    I would recommend NVIDIA TECH HACKERS to anyone that needs this service. I decided to get into crypto investment and I ended up getting my crypto lost to an investor late last year. The guy who was supposed to be managing my account turned out to be a scammer all along. I invested 56,000 USD and at first, my reading and profit margins were looking good. I started getting worried when I couldn’t make withdrawals and realized that I’ve been scammed. I came across some of the testimonials that people said about NVIDIA TECH HACKERS and how helpful he has been in recovering their funds. I immediately contacted him in his mail at [email protected] so I can get his assistance. One week into the recovery process the funds were traced and recovered back from the scammer. I can't appreciate him enough for his professionalism.

  • 17.10.25 20:23 stevekalfman

    If you need a hacker for scam crypto recovery or mobile spy access remotely kindly reach out to [email protected] for quick response, I hired this hacker and he did a nice job. before NVIDIA TECH HACKERS, I met with different hacker's online which turns out to be scam, this NVIDIA TECH HACKERS case was different and he is the trusted hacker I can vote and refer.

  • 17.10.25 21:42 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.25 21:42 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.25 21:42 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 21.10.25 08:39 debby131

    Given how swiftly the cryptocurrency market moves, losing USDT may be a terrifying and upsetting experience. Whether you experienced a technical problem, a transaction error, or were the victim of fraud, it is important to understand the potential recovery routes. Marie can assist you in determining the specific actions you can take to attempt to regain your lost USDT when you need guidance and clarification. You can reach her via email at [email protected] and WhatsApp at +1 7127594675.

  • 21.10.25 11:45 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 21.10.25 11:45 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 22.10.25 04:48 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 22.10.25 07:36 donnacollier

    HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM Hello everyone l’m by name Donna collier I live in urbandale 3 weeks ago was the darkest days of my life, i invested my hard earned money the sum of $123,000 into a crypto currency platform I was introduced to by a friend I met online everything happen so fast I was promised 300% of return of investment when it was time for me to cash out my investment and profit the platform was down I was so diversitated confused and tried to end it all then I came across upswing Ai a renowned expert in crypto currency and digital assets recovery at first it seem impossible after taking up my case within the the next 48 hours they where able to track down those fraud stars and recover my money I can’t recommend them enough to any one facing likewise change I will recommend you contact upswing Ai on Contact Details: WhatsApp +,1,2,0,2,8,1,0,1,4,0,7 E m a i l @Upswing-ai.com Website https: // u psw ing-ai. com/ platform /

  • 22.10.25 11:59 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 22.10.25 11:59 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 22.10.25 16:31 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 23.10.25 01:52 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.10.25 01:52 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.10.25 15:47 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 23.10.25 21:43 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.10.25 21:43 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.25 06:08 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 24.10.25 06:40 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.25 06:40 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.25 06:54 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 24.10.25 18:18 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.25 18:18 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.10.25 00:49 tyleradams

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  • 25.10.25 00:50 stevekalfman

    If you ever need hacking services, look no further. I found myself in a difficult situation after losing almost $510,000 USD in bitcoin. I was distraught and had no hope of survival because i lost my life savings to this scam, I had no chance of recovering my investment. Until i came across an article on google about ([email protected]). A real-life recovery expert, everything changed completely after contacting him and explaining my ordeal to him and he quickly stepped in and assisted me in recovering 95% of my lost funds. They guarantee their clients and i got the highest level of happiness their services are highly recommended. so I’m putting this here for anyone who require their services too" Email: [email protected]

  • 25.10.25 05:05 victoriabenny463

    A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)

  • 25.10.25 10:13 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.10.25 10:13 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.10.25 01:03 Christopherbelle

    A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: ‪+1 512 577 7957. or +44 7428 662701.

  • 26.10.25 18:09 victoriabenny463

    A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)

  • 27.10.25 11:15 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.10.25 11:15 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.10.25 17:08 raymondgonzales

    Three Cheers for Wizard Hilton Cyber Tech, Bitcoin Savior Extraordinaire In the ever-evolving world of cryptocurrency, where volatility and uncertainty reign supreme, one individual has emerged as a beacon of hope and innovation - Wizard Hilton Cyber Tech, the self-proclaimed "Bitcoin Savior Extraordinaire." This enigmatic figure, with his uncanny ability to navigate the complexities of the digital asset landscape, has captivated the attention of crypto enthusiasts and skeptics alike. Wizard Hilton Cyber Tech journey began as a humble programmer, tinkering with the underlying blockchain technology that powers Bitcoin. But it was his visionary approach and unwavering commitment to the cryptocurrency's potential that propelled him into the limelight. Through a series of strategic investments, groundbreaking algorithmic trading strategies, and a knack for anticipating market shifts, Wizard Hilton Cyber Tech has managed to consistently outperform even the savviest of Wall Street traders. Wizard Hilton Cyber Tech ability to turn even the most tumultuous of Bitcoin price swings into opportunities for substantial gains has earned him the moniker "Wizard," a testament to his unparalleled mastery of the digital currency realm. But Wizard Hilton Cyber Tech impact extends far beyond personal wealth accumulation - Wizard Hilton Cyber Tech has tirelessly advocated for the widespread adoption of Bitcoin, working tirelessly to educate the public, lobby policymakers, and collaborate with industry leaders to overcome the barriers that have long hindered the cryptocurrency's mainstream acceptance. With infectious enthusiasm and boundless energy, Wizard Hilton Cyber Tech has become a true champion of the Bitcoin cause, inspiring a new generation of crypto enthusiasts to embrace the transformative power of this revolutionary technology. As the digital currency landscape continues to evolve, Wizard Hilton Cyber Tech name will undoubtedly be etched in the annals of cryptocurrency history as a visionary, a trailblazer, and, above all, the Bitcoin Savior Extraordinaire. To get your stolen bitcoin back, reach out to Wizard Hilton Cyber Tech via: Email : wizardhiltoncybertech ( @ ) gmail (. ) com WhatsApp number  +18737715701 Good Day.

  • 27.10.25 17:20 fatimanorth

    The Federal Trade Commission said that more than $1 billion had been lost to cryptocurrency scams in 2023. Victims frequently lose everything, including hope, trust, and wealth. When your hard-earned money disappears into digital shadows, you feel trapped. Nowadays, cryptocurrency frauds are very common. You can get help from recovery specialist Marie at [email protected] and via WhatsApp at +1 7127594675.

  • 28.10.25 00:55 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 28.10.25 00:55 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 29.10.25 03:43 Christopherbelle

    A sudden money crisis struck me. I dropped $82,000 to a phony crypto scam. All seemed fine until I went to pull out my gains. Then, i was unable to get back my hard earned money. I reported it to the police several times. No aid came my way. Deep sadness hit me; I felt crushed. That's when I learned about Sylvester Bryant Intelligence. They acted quick and fair from the start. They checked my case closely. They followed the path of my lost cash. They pushed strong for me at each turn. In shock, they brought my funds back. I had figured it could not happen. I thank them for their effort and honesty. Sylvester Bryant Intelligence gave me calm again. If a scam stole your crypto, reach out to them today. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957 or +44 7428 662701.

  • 29.10.25 10:56 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 29.10.25 10:56 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 30.10.25 09:49 Christopherbelle

    I suffered a huge money blow when $80,000 slipped away in a bogus crypto plot. It all looked great at first. Then I went to pull out my gains, and poof—my account was gone. I kept telling the cops about it, but they did zip. I felt shattered and lost. That's when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed clear steps, sharp know-how, and real drive to fix it. They tracked my missing cash step by step and pushed hard till they got it back. I swear, I figured it was a lost cause. Their straight-up work and trust brought back my calm. If a scam stole your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 30.10.25 12:03 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 31.10.25 13:25 Lillian Lizzy

    THANKS TO THE SERVICES OF THE HACK ANGELS // FOR HELPING ME RECOVER MY USDT AND BTC I lost almost $698,000 in a bitcoin investment scam a few months ago. I was devastated and depressed, and I didn't know what to do. When I saw a favorable review of THE HACK ANGELS RECOVERY EXPERT. I decided to contact them and voice my concerns. God is so good that I am a living testament to the fact that there are still legitimate recovery hackers out there. I will confidently recommend THE HACK ANGELS RECOVERY EXPERT to everyone I meet. I will suggest them to anyone who falls victim to any kind of online scam by using the information below. web: https://thehackangels.com Mail Box; [email protected] WhatsApp; +1(520)-200,2320 If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK.

  • 31.10.25 13:25 Lillian Lizzy

    THANKS TO THE SERVICES OF THE HACK ANGELS // FOR HELPING ME RECOVER MY USDT AND BTC I lost almost $698,000 in a bitcoin investment scam a few months ago. I was devastated and depressed, and I didn't know what to do. When I saw a favorable review of THE HACK ANGELS RECOVERY EXPERT. I decided to contact them and voice my concerns. God is so good that I am a living testament to the fact that there are still legitimate recovery hackers out there. I will confidently recommend THE HACK ANGELS RECOVERY EXPERT to everyone I meet. I will suggest them to anyone who falls victim to any kind of online scam by using the information below. web: https://thehackangels.com Mail Box; [email protected] WhatsApp; +1(520)-200,2320 If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK.

  • 01.11.25 03:27 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 01.11.25 03:27 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 01.11.25 15:47 kattygates

    Hack West Credit Repair is truly in the business of helping people understand credit, how credit works and most importantly they truly care that you understand your next steps to securing a better tomorrow for you and your family. I am grateful that the owner West has taken time out of his evening with his family to get me enrolled and he immediately got the ball rolling in helping me get items deleted from my credit reports. In the few months I’ve been with HACK WEST, 15 of the 17 negative items have been deleted and 250 points have been added to my point. If you want great results, I suggest you use [email protected].

  • 01.11.25 15:49 kattygates

    I met an individual on an international dating app, Bumpy. After talking for a few months, the individual encouraged me to start investing on crypto asset trading platform, btc01.org. I started trading and believed I was making profit until I tried to withdraw some of my money, I was asked to pay extra for tax which I did and they kept asking then I knew I have been scammed, I had to contact HACKWEST AT WRITEME DOT COM who then helped to recover the money, the total money I invest is $198,000 in bitcoin. The website is no longer operational. If anyone is in a similar issue, you can as well contact HACK WEST. They also fixed my credit report.

  • 02.11.25 10:55 Christopherbelle

    I suffered a crushing blow when $45,000 slipped away in a phony crypto scam. It all looked great at first. But when I went to pull out my gains, my account just vanished. I called the cops over and over. Still, no luck. I felt shattered and lost. That’s when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed real openness, sharp skills, and a drive to fix it. They tracked my missing money step by step. And they pushed hard until they got it back. I honestly didn’t believe it could happen. Their straight-up approach and solid work brought back my calm. If a scam took your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 02.11.25 10:56 Christopherbelle

    I suffered a crushing blow when $45,000 slipped away in a phony crypto scam. It all looked great at first. But when I went to pull out my gains, my account just vanished. I called the cops over and over. Still, no luck. I felt shattered and lost. That’s when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed real openness, sharp skills, and a drive to fix it. They tracked my missing money step by step. And they pushed hard until they got it back. I honestly didn’t believe it could happen. Their straight-up approach and solid work brought back my calm. If a scam took your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 02.11.25 15:23 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 02.11.25 15:23 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 04.11.25 04:59 Christopherbelle

    How to Recover Bitcoin Stolen by a Scammer I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. [email protected] | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 04.11.25 09:30 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 04.11.25 09:30 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.11.25 02:43 jordan_11

    I made a mistake of not researching about their their investment firm(Binary option), it had a lot of promises which made me fall for all their fake promises , after trying to get my withdrawal out from there, I started having a lot of difficulties. Then I contacted their customer support, they only replied a week after and strangely wanted me to make more deposits just to enable my withdrawal, so i started my research of how I could report this treacherous company to the necessary authorities and also maybe i could get back my investment, The only people that were willing to help me out was Treqora Intel, their customer support replied so fast and immediately directed me to their investigative team which took my up my case and started the tracing and reclaim process with swift, after a week i got an email from Treqora Intel stating that a partial amount had been reclaimed, I was so grateful about their help , then I was asked to decide if I wanted a Partial deposit or wanted all my investment reclaimed and sent to me at once, But I was so desperate at the time so I asked that my partial reclaimed ETH be sent to me first , So the deposit took about few minutes before i got it in my wallet and withdrew it. Then my remaining investment took 2 weeks to get back according to their customer support at Treqora Intel. Immediately They got it, I was contacted again Via email that my reclaimed had been fully reclaimed, so grateful till this day to Treqora Intel for taking their time to help me out with what could have been a very depressing moment to me. And yes no upfront payment until the reclaim has been completed and you've been paid fully. Email:support@treqora. com 📱 WhatsApp: ‪‪‪+1 (7 7 3) 9 7 7 - 7 8 7 7‬ ‬‬ 🌐 Website: Treqora. com.

  • 05.11.25 02:44 jordan_11

    Crypto Recovery Services _Hire Treqora Intel

  • 05.11.25 02:48 jordan_11

    Legitimate Crypto Recovery Companies-CONSULT TREQORA INTEL. After falling victim to a crypt0currency scam group, I lost $35,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to rec0vermy stolen funds and I came across a lot of testimonials online about TREQORA INTEL , an agent who helps in rec0ver of lost bitc0in funds, I contacted TREQORA INTEL , and with their expertise, they successfully traced and rec0vered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and rec0very protocols. They are trusted and very reliable with a 100% successful rate record Rec0very bitc0in, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypt0. Email:support@treqora. com Whats_App: ‪‪‪‪‪+1 (7 7 3 ) 9 7 7 - 7 8 7 7‬ ‬‬ ‬‬, Website: Treqora dot com.

  • 05.11.25 16:20 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.11.25 16:21 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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