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Как решать задачу NER на практике

Всем привет! Меня зовут Максим. Я NLP‑инженер в red_mad_robot и автор Telegram‑канала Максим Максимов // IT, AI. Сегодня я расскажу о том, как решать задачу NER на практике. Теории будет по минимуму — вместо неё разберёмся, как решать задачу руками: подходы, ресурсы, код на Python.

Сегодня в меню:

Что такое NER
Понимание целей и задач
Работа с данными
Моделирование
Создание сервиса на основе модели

Давайте начинать!

Что такое NER

Начнем с определения.

Named Entity Recognition (NER) — задача распознавания именованных сущностей. Это задача из области обработки естественного языка (NLP), суть которой — находить и классифицировать именованные сущности в тексте. Примерами сущностей могут быть: локации, ФИО человека, даты, различные персональные данные (ИНН, паспорт,...).

Задача NER

Эта NLP‑задача имеет множество практических применений. Например:

Обнаружение персональных данных в тексте (автоматическое скрытие имён и адресов в документах перед их публикацией (обезличивание по 152-ФЗ));

Поиск ключевых навыков в резюме, по которым система поймёт, подходите ли вы под вакансию;
Извлечение номера заказа и города доставки в чат‑ботах поддержки для быстрой обработки обращений;

Отлично, мы с вами кратко разобрались, что такое NER и с чем его едят. Давайте теперь на реальном примере пройдём основные этапы решения этой задачи.

Понимание целей и задач

Прежде чем ворошить данные и писать код, стоит разобраться в задаче: понять домен, формат данных и ожидания заказчика. Это сэкономит время на всех последующих этапах.

Представим: к нам пришёл клиент с просьбой разработать модуль для HR‑системы, который поможет рекрутерам находить наиболее релевантных кандидатов по входящим резюме и добавлять их в базу.

Пообщавшись с рекрутерами, мы поняли, что наиболее релевантными считаются резюме, в которых указаны нужные навыки и ожидаемая зарплата.

После обсуждений в команде решили пробовать решать задачу через NER.

Пообщавшись с рекрутерами, мы выяснили, что на вход будут поступать резюме кандидатов в форматах PDF и DOC.

Пример входящего резюме (*все данные вымышлены, совпадения случайны)

Далее необходимо задать нашим заказчикам несколько вопросов, которые позволят нам лучше решить задачу.

Вопрос про домен. Из начального описания это понятно — это будут текстовые описания резюме, которые содержат информацию о профессиональном опыте кандидата. В них будет содержаться информация о человеке (ФИО, место проживания), о том, где человек работал, какие задачи выполнял, с какими технологиями работал, ожидаемая должность, ожидаемая ЗП.

Вопрос про язык. Пообщавшись с клиентом, мы узнали, что резюме будут приходить только на русском языке.

Также мы уточнили, в каком формате им нужны выходные данные из сервиса. Заказчик сказал, что им требуется следующая информация о потенциальном кандидате: имя, фамилия, email, номер, список навыков, ожидаемая ЗП.

Итак, у нас достаточно информации, чтобы зафиксировать, с чем мы работаем:

Параметр	Описание
Домен	Резюме кандидатов (профессиональный опыт, навыки, контакты)
Язык	Русский
Формат входных данных	PDF, DOC
Извлекаемые сущности	Имя, Фамилия, Email, Телефон, Навыки, Ожидаемая ЗП

Вопросов по задаче еще можно задать много: объем обрабатываемых данных, какие интеграции должны быть у модуля и так далее. Здесь мы сосредоточились на тех вещах, которые могут потребоваться для решения задачи NER.

Формализуем задачу. На вход поступает файл резюме в формате PDF или DOC. Из него мы извлекаем текст, а затем с помощью NER‑модели находим в нём нужные сущности: имя, фамилию, email, телефон, навыки и ожидаемую заработную плату. В конечном итоге модуль отдает найденные сущности на дальнейшую обработку.

Работа с данными

Далее мы переходим к работе с данными. Это самый важный этап при решении задачи NER (да и в целом любой NLP-задачи). Всегда стоит помнить фразу: «Garbage in — garbage out».

На прошлом шаге мы рассмотрели задачу и поняли, что нам требуется. Обратим внимание на те сущности, которые нам необходимо извлечь: имя, фамилия, email, телефон, навыки, ожидаемая ЗП. Именно эти сущности и будет находить модель в тексте.

Важно зафиксировать точные определения для каждой сущности, чтобы в дальнейшем однозначно размечать их в тексте.

Тег	Сущность	Описание
NAME	Имя	Личное имя кандидата
SURNAME	Фамилия	Фамилия кандидата
EMAIL	Email	Адрес электронной почты
PHONE	Телефон	Номер телефона (в любом формате)
SKILL	Навыки	Профессиональные навыки, технологии, инструменты
SALARY	Ожидаемая ЗП	Желаемый уровень заработной платы (включая сумму и валюту)

Как вы могли заметить, мы добавили столбец «Тег». Эти теги мы зададим для NER‑модели, чтобы она возвращала их для найденных сущностей в тексте.

Переходим к конкретному формату данных, с которыми будет работать модель. Существуют различные форматы разметки:

Возможные форматы NER разметки

Мы будем использовать схему BIO, так как в резюме навыки часто перечисляются подряд без разделителей — например, «Python SQL Docker» — и тег B‑SKILL на каждом слове позволяет модели понять, что это три отдельных навыка, а не один (как с IO форматом).

Поиск готового датасета

Первым шагом попробуем найти подходящий датасет для нашей задачи в открытых источниках. Для этого можно использовать несколько платформ.

Начнём с Hugging Face. Для тех, кто не знает: Hugging Face — это популярная платформа в области ИИ, которая содержит большое количество open‑source‑моделей и датасетов для различных задач.

Hugging Face

Попробуем найти здесь датасет для нашей задачи.

Все датасеты можно увидеть во вкладке Datasets. Настроим немного фильтры для нашей задачи. Мы решаем через NER — значит, в фильтре Task следует выбрать «Token Classification». Далее, так как наши резюме будут на русском — выставим русский язык во вкладке «Languages». Таким образом, мы получим датасеты на русском языке для задачи NER. Далее я попытался через поиск найти датасеты по резюме, но таких не оказалось.

Поиск датасетов в Hugging Face

Если же убрать фильтр на язык, всего останется 16 датасетов по запросу resume

Далее я попробовал сделать DeepResearch через Claude, чтобы он также попробовал поискать датасеты на Hugging Face. Ничего на русском языке он не нашёл. Но всё же я заприметил один интересный датасет.

Это датасет, в котором содержатся 5000 резюме на английском, а также размеченные навыки (SKILLS) для каждого из них. Решил приберечь его, чтобы попробовать перевести часть на русский для своей задачи.

Далее я провёл те же поиски на:

Есть ещё много различных площадок с данными. Это одни из самых популярных. В итоге конкретно для своей задачи я так и не нашёл датасета — только схожий на английском, который упоминал выше. В целом, так чаще всего и происходит. Чем специфичнее задача, тем меньше вероятность, что будут найдены данные. Но всегда есть шанс найти схожий датасет, который можно будет модернизировать или переиспользовать.

Далее рассмотрим вариант подготовки данных, когда мы их размечаем вручную.

Разметка в Label Studio

В качестве инструмента разметки можно использовать Label Studio.

Это популярная open‑source‑платформа для разметки данных. Она позволяет размечать данные для большого количества задач:

Виды аннотаций в Label Studio

Она же включает средства для разметки NER‑датасетов — что нам и подходит.

Давайте рассмотрим процесс разметки.

В связи с некоторыми нюансами по работе с реальными резюме (персональные данные) я решил продемонстрировать сам подход разметки. Эти резюме в примерах я сгенерировал или взял из открытых источников (писал выше). Главная цель — показать, как вы можете работать с разметкой, когда у вас будут реальные данные.

Давайте я покажу, как настроить работу Label Studio для NER.

Первым делом необходимо её установить. Сделать это можно через pip. Продемонстрирую этот процесс на Windows. У вас должен быть установлен Python.

Для этого создайте новую виртуальную среду. Откройте командную строку и введите команду

python -m venv venv

Активируйте среду

./venv/Scripts/activate

Далее установим Label Studio командой

pip install -U label-studio

После установки запустить Label Studio можно командой

label-studio

Запустится сервис Label Studio. Доступ к нему можно получить перейдя по ссылке http://localhost:8080/. Откроется страница авторизации:

Страница авторизации Label Studio

Нажмите на Sign Up, создайте аккаунт, а после авторизуйтесь.

Вы попадете на главную страницу Label Studio.

Далее создадим проект для нашей задачи. Нажмите на «Create Project»

Создание проекта в Label Studio

После этого вы можете ввести имя проекта и описание (опционально)

Название проекта

Далее необходимо загрузить данные. Я столкнулся со следующими проблемами:

Label Studio не предоставляет встроенного парсера текста из PDF — поэтому необходимо самим вытащить текст оттуда.
Если загружать в Label Studio.txt‑файлы, то он не может их прочитать, а показывает просто ссылку.

Решил я эти проблемы тем, что написал простенький парсер текста из PDF, а после перевёл их в определённый формат JSON, который принимает Label Studio и хорошо считывает.

Скидываю вам скрипт для этого:

Python код для перевода pdf файлов в json для Label Studio

# pip install pdfplumber
import pdfplumber
import json
import os
import sys

def extract_text_from_pdf(pdf_path: str) -> str:
    """Извлекает текст из PDF файла."""
    pages = []
    with pdfplumber.open(pdf_path) as pdf:
        for page in pdf.pages:
            text = page.extract_text()
            if text:
                pages.append(text)
    return "\n\n".join(pages)

def pdfs_to_label_studio_json(pdf_dir: str, output_path: str = "label_studio_import.json"):
    """Считывает все PDF из папки и формирует JSON для Label Studio."""
    tasks = []

    for filename in sorted(os.listdir(pdf_dir)):
        if not filename.lower().endswith(".pdf"):
            continue

        pdf_path = os.path.join(pdf_dir, filename)
        text = extract_text_from_pdf(pdf_path)

        if not text.strip():
            print(f"[!] Пустой текст: {filename}")
            continue

        tasks.append({"text": text})
        print(f"[+] {filename} — {len(text)} символов")

    with open(output_path, "w", encoding="utf-8") as f:
        json.dump(tasks, f, ensure_ascii=False, indent=2)

    print(f"\nГотово: {len(tasks)} задач → {output_path}")

if __name__ == "__main__":
    pdf_dir = sys.argv[1] if len(sys.argv) > 1 else "pdfs"
    output = sys.argv[2] if len(sys.argv) > 2 else "label_studio_import.json"
    pdfs_to_label_studio_json(pdf_dir, output)

Перед запуском, поместите все ваши pdf файлы в папку, а после запустите его командой

python ./script.py path/to/pdfs

После этого создастся JSON, который загружается в Label Studio на странице «Data Import»

Загрузка данных в Label Studio

Далее определим формат данных. Для этого перейдите в «Labeling Setup». В ней выберете область «Natural Language Processing», а после задачу «Named Entity Recognition».

Выбор NER разметки в Label Studio

Далее необходимо добавить теги для разметки. Наши теги: NAME, SURNAME, EMAIL, PHONE, SKILL, SALARY. Чтобы теги добавились в проект — введите их в поле «Add label names» каждый с новой строки и нажмите «Add».

Добавление NER тегов в Label Studio

После добавления для удобства можно добавить цвета для каждого тега. Обычно я выставляю различные цвета, чтобы они не смешивались при разметке и их можно было быстро отличить, и вам советую.

Настройка разметки

После этого начинается «самое интересное» — разметка. Чтобы разметить в тексте нужные теги — необходимо выбрать нужные тег (кликнуть на него), а после выделить нужный фрагмент в тексте под этот тег. Для ускорения я использую клавиатуру — нажимая «1», «2»,... — можно переключаться между тегами.

NER разметка в Label Studio

Таким образом, шаг за шагом происходит разметка всех текстовых примеров по нужным тегам.

После каждой итерации разметки (а лучше раз в минуту) не забывайте нажимать «Submit», чтобы сохранить разметку.

Далее. После разметки датасета необходимо его выгрузить.

Как обсуждали выше, нам необходимы данные в формате BIO. В Label Studio нет встроенного функционала для выгрузки данных в таком формате.

Мы бы могли заранее выбрать теги в таком формате и размечать:

Мне показалось это неудобным и замедляющим разметку. Поэтому я пришёл к следующему решению — оставить теги в Label Studio как есть и выгружать датасет в доступном формате, скриптом переведя его в формат BIO.

Чтобы выгрузить данные, нужно на странице проекта нажать кнопку "Export", а после выбрать нужный формат. Я выберу JSON.

Экспорт данных из Label Studio

После этого датасет можно форматировать в BIO при помощи скрипта:

Python скрипт для перевода JSON из Label Studio в BIO формат

# pip install openpyxl
import json
import argparse
from openpyxl import Workbook
from openpyxl.styles import Font, Alignment, PatternFill


def tokenize_simple(text: str):
    tokens = []
    i = 0
    while i < len(text):
        if text[i].isspace():
            i += 1
            continue
        j = i
        while j < len(text) and not text[j].isspace():
            j += 1
        tokens.append((text[i:j], i, j))
        i = j
    return tokens


def spans_to_bio(text: str, spans: list[dict]) -> list[str]:
    tokens = tokenize_simple(text)
    spans = sorted(spans, key=lambda s: s["start"])
    tags = []
    for tok_text, tok_start, tok_end in tokens:
        tag = "O"
        for span in spans:
            s, e = span["start"], span["end"]
            label = span["labels"][0]
            if tok_start >= s and tok_end <= e:
                tag = f"B-{label}" if tok_start == s else f"I-{label}"
                break
            elif tok_start < e and tok_end > s:
                tag = f"B-{label}" if tok_start <= s else f"I-{label}"
                break
        tags.append(tag)
    return tags


def convert(input_path: str, output_path: str):
    with open(input_path, "r", encoding="utf-8") as f:
        data = json.load(f)

    wb = Workbook()
    ws = wb.active
    ws.title = "BIO Tags"

    # Заголовки
    ws["A1"] = "text"
    ws["B1"] = "bio_tags"
    for cell in [ws["A1"], ws["B1"]]:
        cell.font = Font(bold=True, name="Arial", size=11)
        cell.fill = PatternFill("solid", fgColor="D9E2F3")
        cell.alignment = Alignment(horizontal="center")

    row = 2
    for task in data:
        text = task.get("data", {}).get("text", "")
        if not text:
            for key in task.get("data", {}):
                val = task["data"][key]
                if isinstance(val, str) and len(val) > 10:
                    text = val
                    break
        if not text:
            continue

        spans = []
        annotations = task.get("annotations", []) or task.get("completions", [])
        for ann in annotations:
            for result in ann.get("result", []):
                if result.get("type") == "labels":
                    v = result["value"]
                    spans.append({"start": v["start"], "end": v["end"], "labels": v["labels"]})

        tags = spans_to_bio(text, spans)

        ws.cell(row=row, column=1, value=text).font = Font(name="Arial", size=10)
        ws.cell(row=row, column=2, value=str(tags)).font = Font(name="Arial", size=10)
        row += 1

    ws.column_dimensions["A"].width = 60
    ws.column_dimensions["B"].width = 80
    ws.auto_filter.ref = ws.dimensions

    wb.save(output_path)
    print(f"Готово! Строк: {row - 2}. Сохранено: {output_path}")


if __name__ == "__main__":
    parser = argparse.ArgumentParser(description="Label Studio JSON в Excel BIO")
    parser.add_argument("input", help="JSON-экспорт из Label Studio")
    parser.add_argument("output", help="Выходной .xlsx файл")
    args = parser.parse_args()
    convert(args.input, args.output)

Это можно сделать командой

json2bio.py ./annotation.json output.xlsx

Таким образом мы получим Excel табличку с разметкой в формате:

text: «Алексей Смирнов знает Python зп 150000»

bio_tags: ['B‑NAME', 'B‑SURNAME', 'O', 'B‑SKILL', 'O', 'B‑SALARY']

Давайте сделаем небольшой промежуточный итог — этот подход с ручной разметкой является самым ресурсозатратным, но в то же время самым качественным подходом к подготовке данных. Выше я продемонстрировал, как это сделать при помощи Label Studio. Далее перейдём к подходу создания синтетических данных.

Генерация данных

В этом разделе мы рассмотрим подходы к генерации данных для нашей задачи.

Первый способ, который я использовал — это перевод найденных ранее датасетов с английского на русский язык и последующий прогон этих данных через LLM для формирования разметки.

Генерация NER разметки из схожего датасета на другом языке.

Я взял небольшое количество резюме из датасета на английском языке, перевёл их на русский язык. Так как мы решали задачу для русского языка, помимо перевода самого текста заменяли иностранные имена и фамилии на русские. При переводе возникали и другие потери — email и телефоны иногда коверкались, название некоторых технологий тоже переводились (питон). Поэтому после перевода требовалась дополнительная валидация (тоже LLM). Далее из переведённых резюме я извлёк нужные мне сущности (NAME, SURNAME, EMAIL, PHONE, SKILL, SALARY). После этого на основе найденных сущностей я формировал BIO‑разметку в формате: [«word», «word», …] — [«O», «B‑...», …]

Для перевода и извлечения сущностей я использовал gpt-4o‑mini по API. В целом, модель показала хорошее качество извлечения и не допускала много ошибок. Кстати, насчёт ошибок — возникали моменты, когда LLM не размечала какие‑то теги или размечала лишнего. Например, организации добавлялись в SKILL (Oracle как работодатель, а не как продукт), человеческие языки размечались как навыки (Английский, Хинди), в токены попадали markdown‑артефакты. Также была проблема — одна и та же технология (например Java) в одном документе помечалась как SKILL, а в другом оставалась без разметки. Здесь я решал проблему частичным ручным просмотром данных и их исправлением, а также просил Claude проанализировать датасет и исправить ошибки.

В целом генерация NER‑датасета — непростая задача для LLM. На моей практике при создании датасета такого рода модель часто ошибается, пропускает какие‑то метки или делает неверную разметку. Решал я это ручным просмотром и исправлением разметки с помощью той же LLM. Помимо этого, использовал regex для доразметки пропущенных EMAIL и PHONE — LLM их иногда просто не замечала, а регулярное выражение ловит 100% (если не сильно коверкаются эти значения). Также важным шагом было размечать навыки (SKILL) везде в тексте (и в описании опыта, и в секции навыков), а не только в секции «Навыки» — иначе модель учится не «что такое скилл», а «что стоит после слова Навыки».

Вторую часть данных я подготовил используя другой подход — просил LLM сгенерировать текст для резюме с нужными мне тегами (NAME, SURNAME, EMAIL, PHONE, SKILL, SALARY), которые я сформировал для неё заранее.

Генерация NER разметки из заранее подготовленных тегов

А именно — были сформированы различные роли (DevOps, QA, Data Scientist…) и под каждую роль были сформированы свои SKILLS. Для остальных тегов я использовал библиотеку Faker — библиотека которая упрощает создание фиктивных персональных данных (почта, номер, имя..). Для структурного разнообразия я подготовил 6 разных шаблонов резюме (классическое, минималистичное, навыки в центре внимания, профиль‑ориентированное и др.) — чтобы модель не переобучалась на одну структуру документа.

В конечном итоге я сформировал 114 документов и разметку для каждого. Для production‑обучения этого объёма недостаточно — на практике речь идёт о тысячах размеченных примеров, — но для демонстрации этого хватит. Распределение тегов было следующее:

Распределение тегов

Видим сильный дисбаланс — тег SKILL сильно преобладает над другими. Но в целом, для резюме это нормально, потому что резюме в основном состоит из описания навыков человека.

Закончу эту часть напоминанием, что я лишь демонстрирую подходы, которые можно использовать для создания такого рода датасетов. Здесь я хотел бы выделить то, что если всё же вы генерируете данные, то уделяйте достаточно времени проверке их качества. Например, для этого я делал себе небольшой сервис, в котором просматривал часть разметки после генерации и подправлял в местах, где были ошибки. Таким образом, датасет становился качественнее.

Моделирование

Далее перейдём к обучению модели. Для решения задачи NER наиболее популярной архитектурой является BERT. Я решил в качестве эксперимента обучить различные BERT‑модели и сравнить их точность.

На всякий случай сделаю ремарку: здесь я описываю основные этапы обучения в упрощённом виде. На практике, как правило, требуется более тщательная настройка гиперпараметров, подготовки данных и выбора метрик.

Для обучения можно использовать бесплатные сервисы вроде Kaggle или Google Colab, либо арендовать GPU в облаке. Для нашего эксперимента был выбран второй вариант. В качестве GPU взял RTX 3090 на 24 Гб VRAM.

Я решил сравнить следующие модели для решения нашей задачи:

google‑bert/bert‑base‑multilingual‑cased
xlm‑roberta‑base
xlm‑roberta‑large
ai‑forever/ruBert‑base
ai‑forever/ruRoberta‑large
distilbert/distilbert‑base‑multilingual‑cased

Давайте шаг за шагом пройдемся по коду обучения.

Сначала импортируем необходимые библиотеки

Импорт библиотек

import json
import time
import gc
import numpy as np
import pandas as pd
import openpyxl
from collections import Counter
from datasets import Dataset, DatasetDict
from transformers import (
    AutoTokenizer,
    AutoModelForTokenClassification,
    TrainingArguments,
    Trainer,
    DataCollatorForTokenClassification,
)
from seqeval.metrics import classification_report, f1_score
from seqeval.metrics import precision_score, recall_score
import torch
import matplotlib.pyplot as plt

# устанавливаем device для дальнейшей работы
device = "cuda" if torch.cuda.is_available() else "cpu"

Из основного — обучение я буду проводить при помощи библиотеки transformers, метрики будут браться из seqeval.

Далее выгрузим наши данные из excel в удобный формат

Выгрузка датасета

DATASET_PATH = "ner_bio_dataset.xlsx"

wb = openpyxl.load_workbook(DATASET_PATH)
ws = wb.active

documents = []
for row in ws.iter_rows(min_row=2, max_row=ws.max_row, values_only=True):
    fname, tokens_str, tags_str = row
    if tokens_str and tags_str:
        documents.append({
            "file": fname,
            "tokens": json.loads(tokens_str),
            "tags": json.loads(tags_str),
        })

После этого производим маппинг тегов.

Маппинг тегов

all_tags = sorted(set(tag for doc in documents for tag in doc["tags"]))
tag2id = {tag: i for i, tag in enumerate(all_tags)}
id2tag = {i: tag for tag, i in tag2id.items()}

Это необходимо для того, чтобы перевести наши теги в числовой вид — который понимает нейросеть (tag2id), а также для того, чтобы перевести предсказания модели в понятные нам теги (id2tag).

После этого производится чанкование. Это нужно потому, что иногда резюме может содержать большое количество текста, которое просто не поместится в контекстное окно BERT.

Чанкование

# Чанкование
MAX_WORDS = 380
OVERLAP = 40

def chunk_document(tokens, tags):
    if len(tokens) <= MAX_WORDS:
        return [(tokens, tags)]
    chunks = []
    start = 0
    while start < len(tokens):
        end = min(start + MAX_WORDS, len(tokens))
        chunks.append((tokens[start:end], tags[start:end]))
        if end >= len(tokens):
            break
        start += MAX_WORDS - OVERLAP
    return chunks

all_chunks = []
for doc in documents:
    all_chunks.extend(chunk_document(doc["tokens"], doc["tags"]))

print(f"Чанков: {len(all_chunks)}")

Далее разбиваем датасет на обучающую и валидационную выборки.

train_test_split

train_chunks, val_chunks = train_test_split(
    all_chunks, test_size=0.15, random_state=42
)

Переводим наши данные в Dataset формат

Перевод данных в Dataset Transformers

def chunks_to_dataset(chunks):
    return Dataset.from_dict({
        "tokens": [c[0] for c in chunks],
        "ner_tags": [[tag2id[t] for t in c[1]] for c in chunks],
    })

ds_train = chunks_to_dataset(train_chunks)
ds_val = chunks_to_dataset(val_chunks)
print(f"Train: {len(ds_train)}, Val: {len(ds_val)}")

Определяем модели, которые будем обучать

Модели для эксперимента

MODELS = {
    "mBERT": "google-bert/bert-base-multilingual-cased",
    "XLM-RoBERTa-base": "xlm-roberta-base",
    "XLM-RoBERTa-large": "xlm-roberta-large",
    "ruBERT": "ai-forever/ruBert-base",
    "ruRoBERTa-large": "ai-forever/ruRoberta-large",
    "DistilBERT-multi": "distilbert/distilbert-base-multilingual-cased",
}

После определю вспомогательные функции:

Выравнивание

def tokenize_and_align(examples, tokenizer):
    tokenized = tokenizer(
        examples["tokens"],
        truncation=True,
        is_split_into_words=True,
        max_length=512,
        padding=False,
    )
    all_labels = []
    for i, labels in enumerate(examples["ner_tags"]):
        word_ids = tokenized.word_ids(batch_index=i)
        label_ids = []
        prev_word_id = None
        for word_id in word_ids:
            if word_id is None:
                label_ids.append(-100)
            elif word_id != prev_word_id:
                label_ids.append(labels[word_id])
            else:
                label_ids.append(-100)
            prev_word_id = word_id
        all_labels.append(label_ids)
    tokenized["labels"] = all_labels
    return tokenized

Эта функция производит выравнивание между исходной токенизацией в датасете и токенизатором модели, потому что токенизация датасета может совершенно не совпадать с тем, как токенизирует модель.

Вычисление метрик

def compute_metrics(eval_pred):
    logits, labels = eval_pred
    predictions = np.argmax(logits, axis=-1)

    true_labels, true_preds = [], []
    for pred_seq, label_seq in zip(predictions, labels):
        pred_tags, label_tags = [], []
        for p, l in zip(pred_seq, label_seq):
            if l != -100:
                pred_tags.append(id2tag[int(p)])
                label_tags.append(id2tag[int(l)])
        true_preds.append(pred_tags)
        true_labels.append(label_tags)

    return {"f1": f1_score(true_labels, true_preds)}

Функция для подсчёта метрик. В качестве метрики мы будем отслеживать F1. Для этого используем функцию f1_score из библиотеки seqeval. Если вы хотите подробнее узнать о метриках NER — загляните в мою предыдущую статью.

classification_report

def evaluate_detailed(trainer, tokenized_val):
    """Возвращает подробные метрики по каждой сущности."""
    predictions, labels, _ = trainer.predict(tokenized_val)
    predictions = np.argmax(predictions, axis=-1)

    true_labels, true_preds = [], []
    for pred_seq, label_seq in zip(predictions, labels):
        pred_tags, label_tags = [], []
        for p, l in zip(pred_seq, label_seq):
            if l != -100:
                pred_tags.append(id2tag[int(p)])
                label_tags.append(id2tag[int(l)])
        true_preds.append(pred_tags)
        true_labels.append(label_tags)

    report = classification_report(true_labels, true_preds, output_dict=True)
    f1_overall = f1_score(true_labels, true_preds)
    p_overall = precision_score(true_labels, true_preds)
    r_overall = recall_score(true_labels, true_preds)

    return {
        "report": report,
        "f1": f1_overall,
        "precision": p_overall,
        "recall": r_overall,
        "report_text": classification_report(true_labels, true_preds),
    }

Функция, которая возвращает более подробную информацию по метрикам (classification report).

Далее код цикла обучения

Код обучения моделей

results = {}

for model_name, model_id in MODELS.items():
    print(f"\n{'='*70}")
    print(f"  {model_name} ({model_id})")
    print(f"{'='*70}")

    try:
        # Токенизатор
        tokenizer = AutoTokenizer.from_pretrained(model_id)

        # Токенизация данных
        tok_fn = lambda examples: tokenize_and_align(examples, tokenizer)
        tokenized_train = ds_train.map(tok_fn, batched=True, remove_columns=ds_train.column_names)
        tokenized_val = ds_val.map(tok_fn, batched=True, remove_columns=ds_val.column_names)

        # Модель
        model = AutoModelForTokenClassification.from_pretrained(
            model_id,
            num_labels=len(tag2id),
            id2label=id2tag,
            label2id=tag2id,
        )

        n_params = model.num_parameters() / 1e6
        print(f"  Parameters: {n_params:.0f}M")

        # Batch size — меньше для large моделей
        batch_size = 8 if "large" in model_id else 16

        training_args = TrainingArguments(
            output_dir=f"./ner-{model_name}",
            num_train_epochs=10,
            per_device_train_batch_size=batch_size,
            per_device_eval_batch_size=batch_size * 2,
            learning_rate=3e-5,
            weight_decay=0.01,
            warmup_ratio=0.1,
            eval_strategy="epoch",
            save_strategy="epoch",
            logging_steps=20,
            load_best_model_at_end=True,
            metric_for_best_model="f1",
            greater_is_better=True,
            save_total_limit=2,
            fp16=torch.cuda.is_available(),
            report_to="none",
            seed=42,
        )

        data_collator = DataCollatorForTokenClassification(tokenizer=tokenizer)

        trainer = Trainer(
            model=model,
            args=training_args,
            train_dataset=tokenized_train,
            eval_dataset=tokenized_val,
            processing_class=tokenizer,
            data_collator=data_collator,
            compute_metrics=compute_metrics,
        )

        # Обучение
        start_time = time.time()
        trainer.train()
        train_time = time.time() - start_time

        # Оценка
        metrics = evaluate_detailed(trainer, tokenized_val)
        metrics["train_time"] = train_time
        metrics["params_m"] = n_params
        metrics["model_id"] = model_id

        results[model_name] = metrics

        print(f"\n  F1: {metrics['f1']:.4f}  |  Time: {train_time:.0f}s  |  Params: {n_params:.0f}M")
        print(metrics["report_text"])

    except Exception as e:
        print(f"  ОШИБКА: {e}")
        results[model_name] = {"f1": 0, "error": str(e)}

    finally:
        # Освобождаем GPU память
        del model, trainer, tokenizer
        del tokenized_train, tokenized_val
        gc.collect()
        if torch.cuda.is_available():
            torch.cuda.empty_cache()

print("\n" + "="*70)
print("  ВСЕ МОДЕЛИ ОБУЧЕНЫ")
print("="*70)

Основные этапы обучения:

В цикле перебираем каждую выбранную предобученную модель.
Для каждой модели токенизируем данные и производим выравнивание.
Задаём настройки обучения: размер батча, количество эпох, скорость обучения, валидация после каждой эпохи, папка для сохранения результатов,...
Обучаем модель через стандартный Trainer из Hugging Face.
После обучения считаем F1-меру.
Освобождаем память GPU, чтобы следующая модель не упала.

После обучения я получил следующий результат.

Результат обучение NER моделей

Таким образом, на моём датасете модель ruRoBERTa‑large показала наилучший результат. На втором месте — bert‑base‑multilingual‑cased. Я решил выбрать bert‑base‑multilingual‑cased в качестве модели для извлечения сущностей из резюме. Почему, спросите вы? Есть же модель, которая показала себя лучше.

Дело в том, что mBERT (bert‑base‑multilingual‑cased) содержит 178M параметров — это вдвое меньше, чем у ruRoBERTa‑large (355M). При этом разница в F1 составила всего ~0.01. Меньшее количество параметров означает более быстрый инференс и меньшие требования к GPU‑памяти (а можно даже на CPU). В нашем случае такой trade‑off между качеством и скоростью оправдан.

Создание сервиса на основе модели

И последний шаг — это создание сервиса поверх нашей модели. Для этого я решил обернуть её в FastAPI, что позволит предоставить API модели и использовать её на различных платформах клиента. Для инференса будет использоваться библиотека transformers.

Сервис FastAPI для NER

Давайте пошагово разберем код FastAPI сервера с нашей моделью.

Импортируем нужные библиотеки

Импорт библиотек

import json
import torch
from fastapi import FastAPI
from pydantic import BaseModel
from transformers import AutoTokenizer, AutoModelForTokenClassification

Определяем логику токенизации текста, аналогична той, что была в обучающей выборке.

Пре-токенизация текста

PUNCT = set(".,;:!?()[]{}\"'«»—–/\\|")


def tokenize_text(text):
    raw_tokens = []
    i = 0
    while i < len(text):
        if text[i].isspace():
            i += 1
            continue
        j = i
        while j < len(text) and not text[j].isspace():
            j += 1
        raw_tokens.append((text[i:j], i, j))
        i = j

    tokens = []
    for word, start, end in raw_tokens:
        while word and word[0] in PUNCT:
            if word[0] == '.' and len(word) > 1 and word[1].isalpha():
                break
            tokens.append(word[0])
            start += 1
            word = word[1:]
        tail = []
        while word and word[-1] in PUNCT:
            end -= 1
            tail.append(word[-1])
            word = word[:-1]
        if word:
            tokens.append(word)
        tokens.extend(reversed(tail))
    return tokens

Далее загружаем и инициализируем нашу обученную модель.

Инициализация NER модели

MODEL_PATH = "./ner-mbert-resume-final"

tokenizer = AutoTokenizer.from_pretrained(MODEL_PATH)
model = AutoModelForTokenClassification.from_pretrained(MODEL_PATH)
model.eval()

with open(f"{MODEL_PATH}/tag_mapping.json", "r") as f:
    mapping = json.load(f)
id2tag = {int(k): v for k, v in mapping["id2tag"].items()}

device = "cuda" if torch.cuda.is_available() else "cpu"
model.to(device)
print(f"Model loaded on {device}")

Код инференса модели. На вход подается текст, он токенизируется. После происходит чанкинг текста (это нужно потому что BERT имеет размер контекста 512 токенов). Далее происходит сам инференс по фрагментам и сбор найденных тегов в выходные данные.

Инференс

def predict(text: str):
    words = tokenize_text(text)
    if not words:
        return []

    MAX_WORDS = 400
    all_results = []

    for chunk_start in range(0, len(words), MAX_WORDS):
        chunk_words = words[chunk_start:chunk_start + MAX_WORDS]

        inputs = tokenizer(
            chunk_words,
            is_split_into_words=True,
            return_tensors="pt",
            truncation=True,
            max_length=512,
        ).to(device)

        with torch.no_grad():
            outputs = model(**inputs)

        preds = torch.argmax(outputs.logits, dim=-1)[0].cpu().numpy()
        word_ids = inputs.word_ids(batch_index=0)

        prev_word_id = None
        for idx, word_id in enumerate(word_ids):
            if word_id is not None and word_id != prev_word_id:
                tag = id2tag[int(preds[idx])]
                global_idx = chunk_start + word_id
                all_results.append((global_idx, words[global_idx], tag))
            prev_word_id = word_id

    # Группируем B-/I- в сущности
    entities = []
    current = None
    for idx, word, tag in all_results:
        if tag == "O":
            if current:
                entities.append(current)
                current = None
            continue

        prefix, label = tag.split("-", 1)
        if prefix == "B":
            if current:
                entities.append(current)
            current = {"entity": label, "text": word}
        elif prefix == "I" and current and current["entity"] == label:
            current["text"] += " " + word
        else:
            if current:
                entities.append(current)
            current = {"entity": label, "text": word}

    if current:
        entities.append(current)

    return entities

Здесь мы определяем логику сервиса. Имеет схему входных данных, а также выходных данных для ответа сервера на запрос.

FastAPI сервер

app = FastAPI(title="NER Resume Parser")

class NERRequest(BaseModel):
    text: str

class Entity(BaseModel):
    entity: str
    text: str

class NERResponse(BaseModel):
    entities: list[Entity]

@app.post("/predict", response_model=NERResponse)
def ner_predict(req: NERRequest):
    entities = predict(req.text)
    return NERResponse(entities=entities)

Таким образом, запустив этот сервер командой

uvicorn api:app --port 8000

Можно обращаться на этот сервер POST запросом с текстом резюме и в ответ получать нужные теги из резюме.

Заключение

Мы с вами шаг за шагом прошлись по этапам решения задачи NER. Я опускал много нюансов, которые могут возникать в процессе. Здесь я делал упор на практическую составляющую, чтобы вы поняли, какие верхнеуровневые шаги необходимо пройти — от получения задачи и формирования данных до обучения модели и написания сервиса.

Спасибо за внимание!

Подписывайтесь на мой Telegram‑канал, в котором я также рассказываю интересные вещи об IT и AI технологиях.

Источник

Теги

ICO

Категория

Новости

Дата

14 апр. 2026 г.

25.05.26 12:25 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
25.05.26 20:55 luciajessy3

After falling victim to a fake crypto investment platform, I lost nearly $73,000 in Ethereum. The scammers disappeared overnight, and I honestly thought my money was gone forever. A friend recommended ADAM WILSON and although I was hesitant at first, I decided to give it one last try. Their team handled my case professionally, kept me updated throughout the process, and used Blockchain tracing methods I didn’t even know were possible. Within weeks, they were able to help me recover my funds. I’m incredibly grateful for their dedication and transparency. If you’ve been scammed in crypto, don’t lose hope contact ADAMWILSON . TRADING @ CONSULTANT COM What's App / + 1 { 7 1 3 } 9 1 9 - 5 1 2 3
25.05.26 20:55 luciajessy3

After falling victim to a fake crypto investment platform, I lost nearly $73,000 in Ethereum. The scammers disappeared overnight, and I honestly thought my money was gone forever. A friend recommended ADAM WILSON and although I was hesitant at first, I decided to give it one last try. Their team handled my case professionally, kept me updated throughout the process, and used Blockchain tracing methods I didn’t even know were possible. Within weeks, they were able to help me recover my funds. I’m incredibly grateful for their dedication and transparency. If you’ve been scammed in crypto, don’t lose hope contact ADAMWILSON . TRADING @ CONSULTANT COM What's App / + 1 { 7 1 3 } 9 1 9 - 5 1 2 3
25.05.26 20:55 luciajessy3

After falling victim to a fake crypto investment platform, I lost nearly $73,000 in Ethereum. The scammers disappeared overnight, and I honestly thought my money was gone forever. A friend recommended ADAM WILSON and although I was hesitant at first, I decided to give it one last try. Their team handled my case professionally, kept me updated throughout the process, and used Blockchain tracing methods I didn’t even know were possible. Within weeks, they were able to help me recover my funds. I’m incredibly grateful for their dedication and transparency. If you’ve been scammed in crypto, don’t lose hope contact ADAMWILSON . TRADING @ CONSULTANT COM What's App / + 1 { 7 1 3 } 9 1 9 - 5 1 2 3
25.05.26 20:55 luciajessy3

After falling victim to a fake crypto investment platform, I lost nearly $73,000 in Ethereum. The scammers disappeared overnight, and I honestly thought my money was gone forever. A friend recommended ADAM WILSON and although I was hesitant at first, I decided to give it one last try. Their team handled my case professionally, kept me updated throughout the process, and used Blockchain tracing methods I didn’t even know were possible. Within weeks, they were able to help me recover my funds. I’m incredibly grateful for their dedication and transparency. If you’ve been scammed in crypto, don’t lose hope contact ADAMWILSON . TRADING @ CONSULTANT COM What's App / + 1 { 7 1 3 } 9 1 9 - 5 1 2 3
26.05.26 14:45 kimberlyhebert786

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
26.05.26 14:45 kimberlyhebert786

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
28.05.26 03:09 kientadams11

Lot of people have lost money to scammers in so many ways which, I have been a victim as well of over 30 thousand pounds, this scammers are smart they create fake investment website, fake recovery site to swindle people of their Bitcoin. I found recoverydarek at G (M) (A) (I) (L) on Trust pilot who was able to track, investigate and expose this scammers and re coupled my funds back to me within 24 hours.
28.05.26 03:09 kientadams11

Lot of people have lost money to scammers in so many ways which, I have been a victim as well of over 30 thousand pounds, this scammers are smart they create fake investment website, fake recovery site to swindle people of their Bitcoin. I found recoverydarek at G (M) (A) (I) (L) on Trust pilot who was able to track, investigate and expose this scammers and re coupled my funds back to me within 24 hours.
28.05.26 04:01 luciajessy3

After falling victim to a fake crypto investment platform, I lost nearly $73,000 in Ethereum. The scammers disappeared overnight, and I honestly thought my money was gone forever. A friend recommended ADAM WILSON and although I was hesitant at first, I decided to give it one last try. Their team handled my case professionally, kept me updated throughout the process, and used Blockchain tracing methods I didn’t even know were possible. Within weeks, they were able to help me recover my funds. I’m incredibly grateful for their dedication and transparency. If you’ve been scammed in crypto, don’t lose hope contact ADAMWILSON . TRADING @ CONSULTANT COM What's App / + 1 { 7 1 3 } 9 1 9 - 5 1 2 3
28.05.26 09:40 kientadams11

Lot of people have lost money to scammers in so many ways which, I have been a victim as well of over 30 thousand pounds, this scammers are smart they create fake investment website, fake recovery site to swindle people of their Bitcoin. I found recoverydarek at G (M) (A) (I) (L) on Trust pilot who was able to track, investigate and expose this scammers and re coupled my funds back to me within 24 hours.
28.05.26 14:04 Frankmilton

Losing any Scent on the dollar hurts like a bad stomach ache from eating from the wrong MaC.Donalds. This stablecoin stays near one dollar. Traders use it to swap for Bitcoin or Ethereum without big price jumps. New users pick it first for its ease. Banks hold cash reserves to back it up. Losses hit fast. A wrong wallet address sends coins to strangers. Scams on Telegram steal seed phrases. DeFi bugs or hacks drain funds. Billions vanish each year from these mistakes. Blockchains track every step. Copy your transaction hash. Check it on Etherscan. Follow the trail to the wallet or contract. [email protected] +(44 7476618364) can help. Her team hunts funds across chains. They work with exchanges and devs to get assets back. People recover thousands of assets already even after being lost for years of failed agency and fake recovery experts. also teaches safety. Spot phishing in MetaMask. Secure your Ledger. Trade safe on Binance or Uniswap. Fix rookie slips into smart habits.
28.05.26 18:53 kimberlyhebert786

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
28.05.26 18:53 kimberlyhebert786

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
28.05.26 21:56 Frankmilton

Losing any Scent on the dollar hurts like a bad stomach ache from eating from the wrong MaC.Donalds. This stablecoin stays near one dollar. Traders use it to swap for Bitcoin or Ethereum without big price jumps. New users pick it first for its ease. Banks hold cash reserves to back it up. Losses hit fast. A wrong wallet address sends coins to strangers. Scams on Telegram steal seed phrases. DeFi bugs or hacks drain funds. Billions vanish each year from these mistakes. Blockchains track every step. Copy your transaction hash. Check it on Etherscan. Follow the trail to the wallet or contract. [email protected] +(44 7476618364) can help. Her team hunts funds across chains. They work with exchanges and devs to get assets back. People recover thousands of assets already even after being lost for years of failed agency and fake recovery experts. also teaches safety. Spot phishing in MetaMask. Secure your Ledger. Trade safe on Binance or Uniswap. Fix rookie slips into smart habits.
29.05.26 02:26 luciajessy3

After falling victim to a fake crypto investment platform, I lost nearly $73,000 in Ethereum. The scammers disappeared overnight, and I honestly thought my money was gone forever. A friend recommended ADAM WILSON and although I was hesitant at first, I decided to give it one last try. Their team handled my case professionally, kept me updated throughout the process, and used Blockchain tracing methods I didn’t even know were possible. Within weeks, they were able to help me recover my funds. I’m incredibly grateful for their dedication and transparency. If you’ve been scammed in crypto, don’t lose hope contact ADAMWILSON . TRADING @ CONSULTANT COM What's App / + 1 { 7 1 3 } 9 1 9 - 5 1 2 3
29.05.26 02:27 luciajessy3

After falling victim to a fake crypto investment platform, I lost nearly $73,000 in Ethereum. The scammers disappeared overnight, and I honestly thought my money was gone forever. A friend recommended ADAM WILSON and although I was hesitant at first, I decided to give it one last try. Their team handled my case professionally, kept me updated throughout the process, and used Blockchain tracing methods I didn’t even know were possible. Within weeks, they were able to help me recover my funds. I’m incredibly grateful for their dedication and transparency. If you’ve been scammed in crypto, don’t lose hope contact ADAMWILSON . TRADING @ CONSULTANT COM What's App / + 1 { 7 1 3 } 9 1 9 - 5 1 2 3
29.05.26 04:46 Frankmilton

Losing any Scent on the dollar hurts like a bad stomach ache from eating from the wrong MaC.Donalds. This stablecoin stays near one dollar. Traders use it to swap for Bitcoin or Ethereum without big price jumps. New users pick it first for its ease. Banks hold cash reserves to back it up. Losses hit fast. A wrong wallet address sends coins to strangers. Scams on Telegram steal seed phrases. DeFi bugs or hacks drain funds. Billions vanish each year from these mistakes. Blockchains track every step. Copy your transaction hash. Check it on Etherscan. Follow the trail to the wallet or contract. [email protected] +(44 7476618364) can help. Her team hunts funds across chains. They work with exchanges and devs to get assets back. People recover thousands of assets already even after being lost for years of failed agency and fake recovery experts. also teaches safety. Spot phishing in MetaMask. Secure your Ledger. Trade safe on Binance or Uniswap. Fix rookie slips into smart habits
31.05.26 10:06 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
31.05.26 10:06 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
05.06.26 18:26 edengarcia

When most people hear the words crypto recovery service, their guard immediately goes up—and for good reason. In today’s online environment, finding a legitimate service feels like finding a needle in a haystack. Ask about trusted crypto recovery on any major forum, and you’ll be met with hostility. It’s become a cultural bias that victims often prefer filing police reports rather than seeking private help, fearing that speaking openly will only attract more scammers. But silence doesn’t bring your funds back. Website https://techyforcecyberretrieval.com Whatsapp +15617263697 The reality is harsh: Less than 10% of “recovery agencies” online are genuine. Fraudsters have mastered the art of mimicking trust. So, how do you separate the wolves from the professionals? The Golden Rule: No Upfront Fees If there is one sign that separates a scam from a legitimate operation, it is the payment model. Legitimate recovery companies never ask for upfront fees. Predatory scams will demand "processing fees," "software licenses," or "tax payments" before they lift a finger. A genuine agency knows its value lies in results, not promises. They operate on a success-based fee —typically around 10% of the recovered amount. Simply put: No recovery, no payment. Enter TechY Force Cyber Retrieval At TechY Force Cyber Retrieval, we understand why you’re skeptical. We built our model to eliminate that risk. We specialize in the fast, forensic tracking of lost crypto assets. Because we are confident in our technology and methodology, we don’t need your money to start working—we need your trust. We only get paid once you receive your crypto. How to Spot a Legitimate Partner Beyond the fee structure, keep these signs in mind: 1. Transparency: They explain how without asking for your private keys or seed phrase. 2. Realism: They don’t promise 100% success on impossible cases but offer honest assessments. 3. Speed: Time is critical in blockchain tracing. Legitimate firms act fast. Website https://techyforcecyberretrieval.com Whatsapp +15617263697 Don’t let the fear of secondary scams prevent you from seeking justice. Choose a partner who puts their money where their mouth is. TechY Force Cyber Retrieval: Fast. Secure. Success-based. Disclaimer: Always conduct your own due diligence. Legitimate firms will never ask for your wallet credentials.
07.06.26 08:58 keithwilson9899

ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
07.06.26 08:58 keithwilson9899

ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
07.06.26 21:00 gordondowney9

Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance
07.06.26 21:00 gordondowney9

Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance
07.06.26 21:02 gordondowney9

Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance
07.06.26 21:02 gordondowney9

Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance
07.06.26 21:03 gordondowney9

Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance
07.06.26 21:04 gordondowney9

Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance
10.06.26 06:21 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
10.06.26 06:21 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
10.06.26 18:09 david

Look, engaging with the authorities is a marathon, not a sprint. By methodically filing these reports, you’re not just fighting for your own funds—you’re contributing to the broader battle against crypto crime. For a deeper dive into what to do after a theft, check out [email protected] for complete guide on how to recover stolen crypto
12.06.26 17:13 keithwilson9899

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12.06.26 17:13 keithwilson9899

ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.06.26 14:53 Freeman James

Recently, I was scammed out of $332,000 in a fraudulent Bitcoin investment scheme. This devastating loss added significant stress to my already difficult health challenges, as I was also facing surgery expenses for cancer. Desperate to recover my funds, I spent countless hours researching and speaking with other victims. That effort led me to a Google post that revealed the excellent reputation of FundsRetriever. Only after many hours of digging and consulting others did I learn about their stellar track record. I decided to contact them because of their successful recovery history and encouraging client testimonials. I had no idea that this decision would become the turning point in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost funds. The process was complex, but FundsRetriever's commitment to using 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] 📞 WhatsApp: +1 603 512 144 8, Telegram: @FundsRetriever
14.06.26 15:37 kimberlyhebert786

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
14.06.26 15:37 kimberlyhebert786

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
14.06.26 16:34 Emmi Hakola

I’m open about my experience with Bitcoin investment and losing money to scammers. That said, it is possible to recover stolen Bitcoin. I used to think recovery was impossible because that’s what I had been told. But last October, I fell for a forex scam promising extremely high returns and ended up losing nearly $87,600. After searching for help for a month, I came across a Reddit article about recovering stolen cryptocurrency. I reached out to the contact provided: [email protected] and WhatsApp +19852969146. I was scared and skeptical, having heard many bad stories, but I decided to give them a try. To my amazement, I got all my stolen Bitcoin back within a very short time. I’m not sure if I’m allowed to post links here, but you can reach out to them if you also need help.
14.06.26 16:53 James willson

I lost $328,650 to a fraudulent website that claimed to be a legitimate investment platform offering high returns. I was drawn in by the desire to earn more for myself and my family. Unfortunately, by the end of 2024, I realized it was a scam when the broker stopped responding to my emails and messages. A colleague then introduced me to ResQPro Firm, and to my surprise, they were able to trace and recover my stolen funds. Contact them at: resqprofirm AT AOL dot com | WhatsApp: +1 985 296 9146 | Telegram: ResQproFirm
14.06.26 19:38 riley777

G`DAY, I lost more than 119,000 Australian dollars to a crypto scam and it took almost everything I had saved which left me feeling like I had no future. I was stuck. I did not know where to go or how to find the money again. The wallet company is no help at all and they make it so hard to see where the coins go once they leave your account so you just feel lost. I spent days looking for a way out. Then I saw a post for a person who finds stolen money. The ad said they can track any crypto that goes missing. I wanted to check if it was real. I sent an email to [email protected] +44//// 7476618364\ to see if they could help me get my funds back. They did an amazing job. My money was back in my account in less than a week after they did a fast search and return.
15.06.26 06:12 Evan Garrison

When investing in staking platforms, proceed with caution. If your funds are stolen by a fake staking pool, the experience can be very frustrating. Rather than giving in to frustration, it's important to act quickly to improve your chances of recovering your money. Unfortunately, many victims never get their money back because scammers are often in another country or using fake identities. However, in some cases, tracking the funds is easier, especially for smart contract forensics specialists. I lost €18,500 to StakeKing. FundsRetriever found a backdoor in the contract and recovered my stake. Contact [email protected], WhatsApp +1(603)5121(448), or Telegram FUNDSRETRIEVER for assistance.
15.06.26 06:25 Glenn robble

Stop putting money into platforms promising guaranteed monthly returns of 10%, 20%, or more. These are Ponzi schemes. Your "profits" are just other victims' deposits. The moment withdrawals slow down, the scam is about to collapse. If you already have money trapped, do not send more to "unlock" your funds. That is a second scam. Instead, gather all transaction hashes and wallet addresses. Bitcoin Evolution Pro took €25,000 from me. FundsRetriever traced the funds through KYC exchanges and recovered my principal. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 06:34 Sallymarch

If IQ Option or any similar platform blocks your withdrawal citing "bonus terms" or "abnormal activity," do not argue with their chat support. They are not empowered to help you. Instead, request all trade logs and bonus terms in writing. Then get FundsRetrievers forensic specialist to audit your account. IQ Option held my €9,200 for two months. FundsRetriever reviewed my case, identified regulatory violations, and secured my full payout within 72 hours. Professional pressure works. Do it immediately. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 06:38 Sallymarch

If IQ Option or any similar platform blocks your withdrawal citing "bonus terms" or "abnormal activity," do not argue with their chat support. They are not empowered to help you. Instead, request all trade logs and bonus terms in writing. Then get FundsRetrievers forensic specialist to audit your account. IQ Option held my €9,200 for two months. FundsRetriever reviewed my case, identified regulatory violations, and secured my full payout within 72 hours. Professional pressure works. Do it immediately. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 06:41 Ewaguz

Cloud mining contracts are almost always too good to be true. I learned that the hard way with MineMax. First two months, small daily payouts. Then "maintenance fees" ate everything. Then my account was frozen. Then the website disappeared. I was heartbroken. FundsRetriever traced my payments through three shell companies to a real bank account. They froze it and got my €11,000 back. Recovery is possible even from complex scams. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 12:49 Jason

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15.06.26 12:56 Hillary

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15.06.26 13:03 Feliksa Stegniy

A woman added me on Facebook, and after she suggested we become friends, we started communicating. Over time, she introduced me to a crypto trading platform called btctradingfx.com. She shared a lot of information about it, along with screenshots that made the platform seem trustworthy. Convinced by her claims, I decided to give it a try. I was promised a 10% weekly return, so I made an initial investment of $500. To my surprise, I received $5,000 back. That success encouraged me to invest more, so I put in $20,000. But when I tried to withdraw my funds, I was denied access and told I needed to deposit even more money before I could make a withdrawal. In the end, I lost a total of $43,850. It was an extremely difficult and painful experience. Fortunately, I later found a professional recovery service called ResQprofirm while searching on Google. I contacted them and provided all the evidence I had. They took my case seriously and were able to track down and recover my capital from the platform, which had been inaccessible for a long time. If you find yourself in a similar situation, you might consider reaching out to them via email at [email protected] or on WhatsApp at +19852969146, Telegram @resqprofirm Thank you, ResQPro, for your support.
15.06.26 13:05 James willson

The Most Credible Crypto Recovery Service: RESQPROFIRM RESQPROFIRM is a reliable, legitimate company that helps recover lost cryptocurrency assets. After weeks of doubting whether my lost BTC could ever be restored, I realized how widespread crypto scams have become. Caution is essential when dealing with strangers online, especially about money. While recovering stolen crypto is possible, avoiding fake "recovery companies" is just as important. Real hackers work discreetly and don't advertise openly. I was scammed multiple times while desperately seeking help. Finally, a friend introduced me to RESQPROFIRM—a trustworthy, discreet team. They handle everything from website security to crypto asset recovery. With their help, I recovered $320,000 in USDT within a week. Their professionalism, discretion, and speed were outstanding. If you've been compromised, don't lose hope—but beware of fraudsters posing as saviors. RESQPROFIRM are true professionals. I'm living proof. Contact them at [email protected], WhatsApp +19852969146, or Telegram @resqprofirm.
15.06.26 13:06 Tansy

Lost $18,500 to a fake Elon Musk crypto giveaway. Sent ETH, got nothing. Recovery pages demanded more gas fees. I stopped believing. FuNds rEtRiEveR on Te.le_gram was the real one. Email: [email protected] – WhatsApp: +1 603 512 1448
15.06.26 13:08 Sarahy billy

A REAL EXPERIENCE, EVERYONE ... PLEASE BE CAREFUL ONLINE A few weeks ago, I lost around $64,000 to a fake crypto trading platform. I was drawn in by the promise of earning 15% profit daily. It was a devastating time—I struggled to pay my bills and was financially ruined. I eventually opened up to a close friend, who recommended a crypto recovery team with highly effective methods. I contacted them, and they successfully recovered all my stolen digital assets with ease. Their service was excellent, and they acted quickly—within just 5 working days, they tracked down the scammers and returned my funds. I strongly urge anyone facing investment theft or similar issues to reach out to this team for the right solution and avoid losing large sums to fraudsters... Email: Resqprofirm @aol.com WhatsApp: +19852969146, telegram @resqprofirm
15.06.26 13:12 Cole donald

"I strongly recommend RESQPRO FIRM to anyone trying to recover lost cryptocurrency assets, including Bitcoin, USDC, USDT, Ethereum, and Trump Coin. Like many others, I was shocked to learn that crypto holdings can be stolen even when private keys are carefully protected. After a sophisticated hack wiped out my entire portfolio, I felt completely helpless. Fortunately, I was referred to RESQPRO FIRM. Their team understood the complexity of my situation and successfully recovered my funds. They were responsive, communicated clearly, and followed a careful, step-by-step process—which gave me a lot of reassurance during a stressful time. If you've experienced a similar financial loss, I encourage you to reach out to them. Their professionalism and ethical hacking skills exceeded my expectations." Contact Info: · WhatsApp: +1 (985) 2969146 · Email: [email protected] · Telegram: Resqprofirm
15.06.26 13:16 Meral Yetkiner

I recently lost $38,000 to an online platform. Initially, they requested additional deposits to grant me access to my portfolio. Despite complying, my withdrawal requests were repeatedly denied, and they continued asking for more funds. Suspecting fraudulent activity, I ceased further payments and promptly reported the matter to ResQProfirm, a firm I discovered through Google. They listened to my situation, initiated communication regarding the sequence of events, and requested all relevant evidence to support their investigation. Through their dedicated efforts, they successfully traced and recovered my funds. I extend my thanks to ResQProfirm at [email protected] and via WhatsApp at +19852969146. I urge everyone to exercise caution and thoroughly research any platform before investing.
15.06.26 13:18 Silas Olsen

A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected]. They are a legitimate team that helps victims of online crypto scams using advanced tools.
15.06.26 13:59 Ewaguz

If a binary options broker refuses your withdrawal, do not pay any "verification fees" or "tax fees." These are lies designed to extract more money. Stop communicating with their support team – they are trained to stall. Instead, immediately document every transaction, screenshot your account balance, and contact a professional recovery specialist. BinaryBook stole €14,500 from me before I learned this. FundsRetriever traced the deposits and recovered everything within two weeks. Do not wait. Do not pay more fees. Act now. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:16 Martina k.

Stop putting money into platforms promising guaranteed monthly returns of 10%, 20%, or more. These are Ponzi schemes. Your "profits" are just other victims' deposits. The moment withdrawals slow down, the scam is about to collapse. If you already have money trapped, do not send more to "unlock" your funds. That is a second scam. Instead, gather all transaction hashes and wallet addresses. Bitcoin Evolution Pro took €25,000 from me. FundsRetriever traced the funds through KYC exchanges and recovered my principal. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:18 Garrison Good

If IQ Option or any similar platform blocks your withdrawal citing "bonus terms" or "abnormal activity," do not argue with their chat support. They are not empowered to help you. Instead, request all trade logs and bonus terms in writing. Then hire a forensic specialist to audit your account. IQ Option held my €9,200 for two months. FundsRetriever reviewed my case, identified regulatory violations, and secured my full payout within 72 hours. Professional pressure works. Do it immediately. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:22 Sallymarch

Never grant API keys with withdrawal permissions to any third-party software. This is how crypto arbitrage bots steal your funds. If you have already done this, revoke all API keys immediately. Then check your exchange transaction history. CryptoArb AI drained €7,800 from my account within hours. FundsRetriever reverse-engineered the bot's code, traced the scammer's wallet, and recovered everything. Always use "read-only" API permissions only. If you made the mistake, act fast. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:23 Glennrobble

If a binary options broker closes your account and confiscates your profits, do not accept their explanation. Demand a full audit of your trade history. Most brokers cannot justify their actions when challenged by professionals. ExpertOption stole €6,200 from me claiming "abnormal activity." FundsRetriever audited my trades, proved they were legitimate, and threatened legal action. The broker paid within 10 days. Do not let them intimidate you. Get professional help. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:25 Evan Garrison

Cloud mining contracts are almost always too good to be true. I learned that the hard way with MineMax. First two months, small daily payouts. Then "maintenance fees" ate everything. Then my account was frozen. Then the website disappeared. I was heartbroken. FundsRetriever traced my payments through three shell companies to a real bank account. They froze it and got my €11,000 back. Recovery is possible even from complex scams. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:26 Ewaguz

That 100% deposit bonus looks tempting, doesn't it? I took it. Big mistake. When I tried to withdraw my €4,500, Olymp Trade demanded I trade 50 times the bonus amount. Impossible by design. My money was trapped. FundsRetriever reviewed the terms and found they violated consumer protection laws in my country. They negotiated directly with Olymp Trade's legal team. Within a week, my funds were released. My advice? Never accept bonuses. But if you're already trapped, call [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 16:34 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
15.06.26 16:34 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
15.06.26 16:41 Louane Mercier

It is crucial to act quickly and consult a reputable, experienced recovery specialist who will support you throughout the entire recovery process. You must provide them with transaction evidence, scammer information, and any other relevant details that could aid the investigation. With this data, the experts can trace and attempt to recover your funds from the scammers' concealed accounts or wallets. R£sQprofirm company offers recovery assistance with no upfront fees. Contact them via Telegram (@ResQprofirm), WhatsApp (+19852969146), or email ([email protected]).
15.06.26 16:45 Andrés Montero

I’m open about my experience with Bitcoin investment and losing money to scammers. That said, it is possible to recover stolen Bitcoin. I used to think recovery was impossible because that’s what I had been told. But last October, I fell for a forex scam promising extremely high returns and ended up losing nearly $87,600. After searching for help for a month, I came across a Reddit article about recovering stolen cryptocurrency. I reached out to the contact provided: [email protected] and WhatsApp +19852969146. I was scared and skeptical, having heard many bad stories, but I decided to give them a try. To my amazement, I got all my stolen Bitcoin back within a very short time. I’m not sure if I’m allowed to post links here, but you can reach out to them if you also need help.
15.06.26 16:48 Olivia Sørensen

Several months ago, investing in Bitcoin proved to be one of my most lucrative endeavors. I achieved considerable profits across multiple platforms and felt a strong sense of accomplishment. Unfortunately, the situation deteriorated when I inadvertently engaged with a fraudulent Bitcoin platform. This entity swindled me out of $92,000 USD, refused to honor my withdrawal requests, and persistently demanded further deposits. Fortunately, I encountered (R£SQPRO FIRM) online. After reporting my case to them, they acted promptly and effectively recovered my lost Bitcoin. I am sincerely grateful for their professionalism and continuous assistance. Contact: ResQprofirm AT aol.com, Telegram @resqprofirm, WhatsApp +1 9 8 5 2 9 6 9 1 4 6.
15.06.26 16:51 Viljar Yohannes

I'm willing to share my experience with Bitcoin investment and losing money to scammers. But yes, recovering stolen Bitcoin is possible. I never believed in Bitcoin recovery myself, because I was told it couldn't be done. Then, last October, I fell for a forex scam that promised unrealistically high returns, and I ended up losing nearly $70,000. I searched for help for about a month until I finally found a Reddit article about recovering stolen cryptocurrency. I reached out to the contact mentioned: [RESQPROFIRM [at] AOL DOT com] and [WhatsApp +19852969146]. I was scared and skeptical because I'd heard horror stories, but I decided to give them a try. To my surprise, I got all my stolen Bitcoin back from the scammers in a very short time. I'm not sure if I'm allowed to post links here, but you can contact them if you need help too.
15.06.26 16:58 Guimar da Rosa

Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [ResQProFirm @aol.com] telegram @resqprofirm, WhatsApp: <+198> <5296> <9146>.
15.06.26 17:03 Andrea Escalante

If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [[email protected]], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>. Withdrawal troubles shouldn’t
16.06.26 11:40 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
16.06.26 11:43 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
16.06.26 13:37 Felix Steve

MY CRYPTO WAS STOLEN – HERE'S HOW I GOT IT BACK I'm Felix Steve from Canada, and I lost $115,000 USDC to a fraudulent broker who locked me out of my wallet. After sleepless nights, a friend told me about RESQPROFIRM Recovery Service. I sent them my wallet addresses, transaction history, and chat logs. Their team used blockchain tracking to trace the stolen funds, identified the scammer's wallet, and froze the assets before they could be moved. Within 24 hours, most of my crypto was recovered. I can't thank them enough. If you need help, reach out via WhatsApp: +19852969146, email: [email protected], or TG: @resqprofirm.
16.06.26 13:45 Wills ben

SUCCESSFUL CRYPTO SCAM RECOVERY – HOW I REGAINED ACCESS TO MY LOST WALLET My name is Felix Steve, and I'm from Canada. I'm sharing my story to help others who have fallen victim to crypto fraud. A few months ago, I was lured into a fake investment scheme promoted by a broker company. With Bitcoin prices climbing, I invested heavily—only to lose $115,000 USDC when the broker locked me out of my wallet and assets. It was a harrowing experience that left me sleepless and desperate. Crypto scams are on the rise, often involving bogus trading platforms, phishing, and misleading promises. In my search for help, a fellow crypto enthusiast recommended RESQPROFIRM Recovery Service, which specializes in recovering lost or stolen funds. After checking their reviews, I reached out and supplied all the evidence—wallet addresses, transaction records, and communication logs. Their team responded immediately and launched an investigation. Using advanced blockchain tracking, they traced the stolen funds, pinpointed the scammer's wallet, and worked with authorities to freeze the assets in time. Remarkably, within just 24 hours, RESQPROFIRM recovered the bulk of my stolen crypto. I was overwhelmed with relief and gratitude. Their professionalism, transparency, and steady communication made all the difference during a very dark period. If you've been scammed, I wholeheartedly recommend contacting them via WhatsApp: +19852969146, email: [email protected], or Telegram: @resqprofirm.
18.06.26 13:31 Noemi Bernard

I never expected such outstanding results. The outcome far exceeded my expectations, and I am extremely satisfied with the successful recovery of my stolen funds totaling $49,360 from my blockchain wallet. I hold this team in the highest regard. Without a doubt, they are among the most dedicated professionals in the field of fund recovery. Keep up the exceptional work! Email: [email protected] WhatsApp: +1 985 296 9146
18.06.26 13:35 Carter Morris

My experience improved significantly thanks to ResQprofirm's expert assistance and attentive customer care. Their professionalism was evident every step of the way they were able to track and recover my stolen crypto $88,360, email: [email protected], WhatsApp +19852969146.
18.06.26 13:40 Kuybida Andriyiv

I recovered my $232,000 refund through the assistance of [email protected] and WhatsApp +19852969146. Their guidance was very helpful.
20.06.26 14:57 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
20.06.26 14:57 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.06.26 11:09 Maurizio Rolland

I would like to express my sincere appreciation to RESQPRO FIRM for their outstanding assistance in helping victims of online fraud. Many scammers deceive investors by blocking withdrawals and continuously demanding additional deposits, making the loss of hard-earned funds a painful experience. Fortunately, RESQPRO FIRM provides support to individuals seeking to recover funds lost to fraudulent online schemes. Contact: Email: RESQPRO FIRM at Gmail Telegram: RESQPROFIRM, [email protected], WhatsApp: +1 985 296 9146
21.06.26 11:13 Buse Fahri

It is important for more people to stand together in the fight against online fraud. Those who target innocent individuals especially vulnerable people such as seniors should be held fully accountable for their actions. Every effort to raise awareness and support victims makes a meaningful difference. The team at RESQPRO FIRM is committed to helping expose fraudulent schemes and assisting those affected by online scams. Their dedication, persistence, and passion for protecting victims are truly commendable. I sincerely appreciate the hard work and commitment shown toward this mission. Together, we can continue to educate others, support victims, and work toward a safer online environment for everyone. Contact Information: Telegram: RESQPROFIRM WhatsApp: +1 985 296 9146 Email: [email protected], [email protected]
21.06.26 11:16 علیرضا گلشن

The successful recovery of my stolen funds, totaling $1,310,000, would not have been possible without your unwavering support, dedication, and tireless efforts. I am truly grateful for the opportunity to work with such a skilled and professional team. From the very beginning, I had confidence in your ability to handle this challenging situation, and you exceeded my expectations by delivering remarkable results. Your expertise, persistence, and commitment throughout the process were exceptional. I encourage you to continue maintaining the high standards of professionalism and excellence that distinguish your work. You exemplify the qualities of a trustworthy, dedicated, and hardworking professional, and your efforts deserve sincere recognition and appreciation. Contact: Email: [email protected], [email protected], Telegram: Resqprofirm WhatsApp: +1 985 296 9146
22.06.26 21:51 kimberlyhebert786

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
22.06.26 21:51 kimberlyhebert786

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
24.06.26 01:25 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +1603512144 8| Telegram: @Fundsretriever
24.06.26 01:27 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever
24.06.26 01:28 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever.
24.06.26 01:58 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
24.06.26 01:58 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
24.06.26 14:16 Universina da Mota

Becoming a victim of an investment scam is never anyone's intention it often happens because fraudsters exploit trust and a lack of awareness. I would like to express my sincere gratitude to the dedicated team at ResQpro for their professionalism and commitment to helping victims of online investment fraud. Their efforts in assisting individuals with the recovery of stolen assets and holding scammers accountable are truly commendable. If you need assistance or would like to learn more, you can contact them through: Email: [email protected] Alternative Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 14:21 Elizabeth Thompson

If you believe you have been the victim of an investment scam, it is important to act promptly and gather all relevant information. Keep records of transaction receipts, wallet addresses, communication logs, account details, and any other evidence related to the incident. Providing accurate documentation can help investigators, financial institutions, legal professionals, or recovery specialists review your case and determine what options may be available. Be cautious of anyone who guarantees the recovery of lost funds or requests large upfront payments. For additional information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 15:33 Júlia Castro

If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 22:01 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
24.06.26 22:01 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
25.06.26 21:13 Emilie Safi

A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.
25.06.26 21:25 Emilie Safi

So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.
01:04 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
01:04 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
02:48 Miriam Rocha

I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing
02:52 Miško Bakić

I got my $232,000 refund thanks to [email protected] and WhatsApp +19852969146. Highly recommended for anyone in a similar situation.
02:56 Asunción Herrera

A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.