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Кастомный пайплайн BERTopic: как кластеризовать тексты и получить интерпретируемые темы с помощью LLM

30477298699ccbf28dfa2cb147fbfa33.jpg

Привет, Хабр! Меня зовут Антон и я занимаюсь задачами NLP в компании Ростелеком Информационные технологии.

Если вам приходилось разбирать большие массивы текстов: отзывов, обращений в поддержку или комментариев, то вы знаете, насколько это трудоемкий процесс.

В статье я покажу, как автоматизировать этот процесс с помощью пайплайна BERTopic: от эмбеддингов и кластеризации до интерпретации тем. Особое внимание уделим тому, как встроить локальную LLM в пайплайн и получить человекочитаемые названия тем.

Навигация

Кластеризация текстов: задача и архитектура решения

Кластеризация текстов — это задача группировки текстов таким образом, чтобы тексты внутри одного кластера были семантически близки, а тексты из разных кластеров — существенно различались. В отличие от задачи классификации, количество тем заранее неизвестно, и их разметка отсутствует.

Процесс начинается с очистки данных, которые часто содержат HTML-тэги, ссылки, лишние пробелы и другой шум, который не несёт смысловой нагрузки, но может исказить результаты кластеризации.

После очистки и векторизации текстов недостаточно сразу запустить алгоритм кластеризации. Возникает несколько ключевых проблем.

Во-первых, эмбеддинги, получаемые современными моделями векторизации, имеют высокую размерность (512, 784 и более), что приводит к проблемам с расстояниями в многомерном пространстве и усложняет работу алгоритмов кластеризации.

Во-вторых, в реальных данных количество кластеров заранее неизвестно, а распределение текстов по ним может быть неравномерным.

И, наконец, сформировав кластеры, необходимо сделать их интерпретируемыми для человека.

Чтобы решить эти проблемы я предлагаю построить следующий пайплайн кластеризации:

  1. Подготовка и очистка исходных данных.

  2. Создание контекстных эмбеддингов моделью FRIDA.

  3. Снижение размерности векторов методом UMAP.

  4. Иерархическая плотностная кластеризация алгоритмом HDBSCAN.

  5. Интерпретация тем с помощью c-TF-IDF и LLM.

Для реализации этого пайплайна я использовал библиотеку BERTopic, которая объединяет в едином интерфейсе процесс векторизации текстов, снижения размерности, кластеризацию и инструменты для интерпретации полученных тем. BERTopic не является «черным ящиком»: все шаги можно конфигурировать, что позволяет гибко адаптировать пайплайн под конкретную задачу.

Модульность пайплайна BERTopic
Модульность пайплайна BERTopic

Выбор и настройка среды

Весь код, представленный в статье, я запускал в среде выполнения ноутбуков на платформе Kaggle.

Kaggle предоставляет пользователям доступ к GPU с лимитом до 30 часов в неделю.

В качестве GPU я использовал Tesla P100 с 16 GB VRAM. Как альтернативу можно использовать 2 GPU T4.

Версия драйвера CUDA и выделяемая GPU на платформе Kaggle
Версия драйвера CUDA и выделяемая GPU на платформе Kaggle

Конфигурация «железа» платформе была следующая: 32 GB RAM; CPU Intel(R) Xeon(R) 2.00GHz, 2 ядра, 4 потока; 60 GB HDD. В среде использовался Python 3.12.12.

На платформе Kaggle бо́льшая часть фреймворков и библиотек для машинного обучения уже установлена, тем не менее дополнительно потребуются следующие зависимости:

pip install -q torch==2.9.0+cu126 torchvision==0.24.0+cu126 torchaudio==2.9.0+cu126 --extra-index-url https://download.pytorch.org/whl/cu126
pip install -q bertopic hdbscan umap-learn pymorphy3 stop-words gensim
pip install -q --upgrade transformers

Итоговые версии ключевых библиотек и фреймворков у меня получились следующими:

bertopic                                 0.17.4
gensim                                   4.4.0
hdbscan                                  0.8.41
numpy                                    2.0.2
pandas                                   2.3.3
pymorphy3                                2.0.6
pymorphy3-dicts-ru                       2.4.417150.4580142
scipy                                    1.16.3
sentence-transformers                    5.2.3
stop-words                               2025.11.4
torch                                    2.9.0+cu126
transformers                             5.3.0
umap-learn                               0.5.11

Для запуска кода импортируем необходимые зависимости:

import os
import random
import torch
import transformers
import pandas as pd
import numpy as np
import re
import string
import warnings
import matplotlib.pyplot as plt

from sentence_transformers import SentenceTransformer
from tqdm import tqdm
from bertopic import BERTopic
from sklearn.feature_extraction.text import CountVectorizer
from hdbscan import HDBSCAN
from umap import UMAP
from sklearn.decomposition import PCA
from pymorphy3 import MorphAnalyzer
from scipy.cluster import hierarchy as sch
from transformers import AutoTokenizer, AutoModelForCausalLM, pipeline
from stop_words import get_stop_words
from bertopic.representation import TextGeneration, KeyBERTInspired
from bertopic.backend import BaseEmbedder
from bertopic.vectorizers import ClassTfidfTransformer
from matplotlib.axes import Axes
from typing import List, Optional, Iterable, Tuple
from collections import Counter
from sklearn.metrics.pairwise import cosine_similarity
from sklearn.metrics import adjusted_rand_score
from gensim.models.coherencemodel import CoherenceModel
from gensim.corpora import Dictionary

Зафиксируем seed и настройки отображения графиков и датафреймов:

SEED = 42

transformers.set_seed(SEED)
random.seed(SEED)
os.environ["PYTHONHASHSEED"] = str(SEED)
np.random.seed(SEED)
torch.manual_seed(SEED)
torch.cuda.manual_seed(SEED)
torch.backends.cudnn.deterministic = True
torch.backends.cudnn.benchmark = True

warnings.filterwarnings('ignore')

tqdm.pandas()

pd.set_option('display.max_rows', 1000)
pd.set_option('display.max_columns', 1000)
pd.set_option('display.width', 1000)
pd.set_option('display.expand_frame_repr', False)
pd.set_option('max_colwidth', 1000)

plt.style.use('ggplot')

Выбор и подготовка датасета

В качестве исходных данных для кластеризации я использовал датасет Reviews Dataset — корпус текстов на русском и казахском языках, распространяемый по лицензии MIT license.

Корпус содержит отзывы на 17 видов пользовательских товаров: смартфонов, парфюмерии, часов и т.д. Разметки по темам внутри товаров нет, что делает этот датасет подходящим для демонстрации пайплайна кластеризации.

Я заранее скачал csv-файл из репозитория и загрузил его в датасет в своем профиле на Kaggle. После создания собственного датасета, файл с отзывами будет доступен в ноутбуке по пути:

/kaggle/input/datasets/[Ваш_ник]/[Имя_датасета]/kaspi_reviews.csv

Содержимое датасета и его размер:

df = pd.read_csv(data_path) \
.fillna("") \
.drop(["Unnamed: 0"], axis=1)

print("Размер исходного датасета:", df.shape)

Размер исходного датасета: (119048, 6)

Срез первых строк датасета
Срез первых строк датасета

Пользователи пишут отзывы в основном на русском и казахском языках

Распределение языков в датасете
Распределение языков в датасете

Больше всего отзывов в датасете представлено в категории «Смартфоны».

Распределение категорий в датасете
Распределение категорий в датасете

Для демонстрации работы пайплайна я выбрал 6 000 случайных отрицательных отзывов (столбец «minus») в категории «Смартфоны», провел их очистку, удалил дубликаты и очень короткие отзывы (короче 30 символов):

def clean_text(text: str) -> str:
    """Очистка текста от HTML-тегов, ссылок, смайлов,
    хэштегов, эмодзи, лишних пробелов.
    
    @param text: исходный текст
    @return: очищенный текст
    """
    if not isinstance(text, str):
        return ""
    text = re.sub(r'http\S+|www\.\S+', ' ', text)
    text = re.sub(r'<.*?>', ' ', text)
    emoji_pattern = re.compile(
        "["
        "\U0001F600-\U0001F64F"
        "\U0001F300-\U0001F5FF"
        "\U0001F680-\U0001F6FF"
        "\U0001F700-\U0001F77F"
        "\U0001F780-\U0001F7FF"
        "\U0001F800-\U0001F8FF"
        "\U0001F900-\U0001F9FF"
        "\U0001FA00-\U0001FA6F"
        "\U0001FA70-\U0001FAFF"
        "\U00002702-\U000027B0"
        "\U000024C2-\U0001F251"
        "]+",
        flags=re.UNICODE
    )
    text = emoji_pattern.sub(r'', text)
    text = re.sub(r'#\S+', ' ', text)
    text = re.sub(r'[:;=8][\-~]?[)D\(Pp]', ' ', text)
    text = re.sub(r'\s+', ' ', text).strip()
    return text
def create_sample_dataset(
    df: pd.DataFrame,
    n: int = 6_000,
    min_len: int = 30
) -> pd.DataFrame:
    """Формирование датасета для кластеризации.
    
    @param df: исходный датасет
    @param n: размер подвыборки
    @param min_len: минимальная длина отзыва
    @return: сформированный датасет
    """
    df = df[
        (df["category"] == "smartphones") \
        & (df["language"] == "russian") \
        & (df["minus"] != "")
    ]

    df_sample = df \
    .sample(n=6_000, random_state=SEED) \
    .reset_index(drop=True)

    df_sample["clean_minus"] = df_sample["minus"].apply(clean_text)
    
    df_sample = df_sample \
    .drop_duplicates(subset=["clean_minus"]) \
    .reset_index(drop=True)[["minus", "clean_minus"]]

    return df_sample[df_sample["clean_minus"].str.len() > min_len]
df_sample = create_sample_dataset(df=df)

В результате получилось 3 168 уникальных текстов.

Примеры текстов до и после очистки
Примеры текстов до и после очистки

Интеграция в пайплайн эмбеддинг-модели

В качестве эмбеддинг-модели для создания контекстных эмбеддингов я выбрал FRIDA от AI Forever. Модель построена на энкодерной части FRED-T5, предобучена на русском и английском языках и хорошо подходит для задач семантического поиска и кластеризации.

На момент написания статьи FRIDA входит в топ-5 моделей бенчмарка MTEB для русского языка и занимает лидирующее место в задаче кластеризации.

Для интеграции модели в пайплайн BERTopic я использовал небольшой класс-обертку:

class FRIDAEmbedderWithPrefix(BaseEmbedder):
    """Эмбеддер на основе модели FRIDA
    с использованием префиксного промпта.
    
    Класс оборачивает SentenceTransformer 
    и добавляет использование prompt_name.
    """
    def __init__(
        self,
        model_name: str = "ai-forever/FRIDA",
        device: str = "cuda:0"
    ) -> None:
        """Инициализация эмбеддера.
        
        @param model_name: название или путь к модели
        @param device: устройство для инференса 
        """
        self.prompt_name = "categorize_topic"
        self.batch_size = 16
        self.model = SentenceTransformer(
            model_name_or_path=model_name,
            device=device
        )

    def embed(
        self,
        documents: List[str],
        verbose: bool = True
    ) -> np.ndarray:
        """Построение эмбеддингов для списка документов.
        
        @param documents: список текстов
        @param verbose: отображать ли прогресс-бар
        @return: эмбеддинги
        """
        embeddings = self.model.encode(
            documents,
            prompt_name=self.prompt_name,
            show_progress_bar=verbose,
            batch_size=self.batch_size
        )
        return embeddings

Этот класс решает две задачи: позволяет передать кастомную эмбеддинг-модель в BERTopic и добавляет использование префикса «categorize_topic», который рекомендован для FRIDA в задаче кластеризации.

BERTopic ожидает наличие метода embed(), через который вызывается процесс векторизации в пайплайне.

Размерность эмбеддингов датасета после процесса векторизации:

sent_model = FRIDAEmbedderWithPrefix()
embeddings = sent_model.embed(df_sample["clean_minus"])
print(f"Размерность векторизованного датасета: {embeddings.shape}")

Размерность векторизованного датасета: (3168, 1536)

Алгоритмы кластеризации плохо работают с такими высокими размерностями векторов из-за эффекта «проклятия размерности». Расстояния становятся менее информативными, плотность распределения искажается, а вычислительная сложность растёт.

Уменьшение размерности

Для снижения размерности в машинном обучении существуют различные методы: метод главных компонент PCA (Principal Component Analysis), t-SNE (t-distributed Stochastic Neighbor Embedding), UMAP (Uniform Manifold Approximation and Projection).

PCA — это линейный метод, он хуже работает с нелинейной структурой, характерной для эмбеддингов.

t-SNE отлично визуализирует кластеры, но плохо масштабируется и хуже сохраняет глобальную структуру.

UMAP сочетает преимущества обоих подходов: он быстрее t-SNE, лучше масштабируется и сохраняет как локальную, так и глобальную структуру данных.

Я использовал алгоритм UMAP.

Определим UMAP-модель для снижения размерности эмбеддингов:

umap_model = UMAP(
    n_neighbors=15,
    n_components=2,
    min_dist=0.0,
    metric="cosine",
    random_state=SEED,
    transform_seed=SEED,
    n_jobs=-1
)

Основные параметры модели:

  • n_neighbors=15 — количество ближайших соседей, учитываемое при построении графа;

  • n_components=2 — размерность целевого пространства;

  • min_dist=0.0 — минимальная дистанция между точками в низкоразмерном пространстве;

  • metric=«cosine» — метрика расстояния в исходном пространстве;

  • random_state — воспроизводимость процесса обучения модели;

  • transform_seed — воспроизводимость процесса применения модели к новым данным;

  • n_jobs=-1 — для задействования всех ядер CPU.

Я снизил размерность векторов до 2, чтобы наглядно визуализировать структуру данных на плоскости.

Визуализации эмбеддингов на scatter plot для методов UMAP и PCA:

def plot_2d_embs(
    embs: np.ndarray,
    file_name: str,
    title: str,
    folder_path: str = exp_results_path
) -> None:
    """Построение 2D-визуализации эмбеддингов.
    
    @param embs: матрица эмбеддингов размерности (n_samples, 2)
    @param file_name: имя файла для сохранения графика (без расширения)
    @param title: заголовок графика
    @param folder_path: имя корневого каталога 
    """
    plt.figure(figsize=(16, 12))
    plt.scatter(
        embs[:, 0],
        embs[:, 1],
        s=5,
        alpha=0.6
    )
    plt.title(title)
    plt.xlabel("Component 1")
    plt.ylabel("Component 2")
    plt.savefig(
        f'{folder_path}/{file_name}.png',
        dpi=300,
        bbox_inches='tight'
    )
    plt.show()
embeddings_umap_2d = umap_model.fit_transform(embeddings)
plot_2d_embs(embs=embeddings_umap_2d, file_name="only_map", title="UMAP")
print(f"Размерность векторов после применения UMAP: {embeddings_umap_2d.shape}")

Размерность векторов после применения UMAP: (3168, 2)

pca = PCA(n_components=2, random_state=SEED)
embeddings_pca_2d = pca.fit_transform(embeddings)
plot_2d_embs(embs=embeddings_pca_2d, file_name="pca_map", title="PCA")

На графике UMAP-проекции эмбеддингов видно, что появляются компактные группы точек, видны локальные плотности, структура становится более «кластероподобной».

UMAP-проекция эмбеддингов на плоскости
UMAP-проекция эмбеддингов на плоскости

В свою очередь PCA-проекция эмбеддингов представляет более равномерное распределение точек, структура выглядит «размытой», явно выделенные плотные области отсутствуют.

PCA-проекция эмбеддингов на плоскости
PCA-проекция эмбеддингов на плоскости

Кластеризация с помощью HDBSCAN

После снижения размерности с помощью UMAP мы получаем компактное представление эмбеддингов. Следующий шаг — автоматическое выделение тематических групп, для которого я предлагаю использовать плотностный иерархический алгоритм кластеризации HDBSCAN.

Почему именно HDBSCAN, а не K-Means?

Алгоритм K-Means требует заранее задавать число кластеров, предполагает кластеры сферической формы и не учитывает шум. В задачах кластеризации текстов это ограничение критично, так как данные имеют сложную и неравномерную структуру, могут содержат выбросы.

HDBSCAN строит иерархию кластеров на основе плотности от небольших плотных групп к более крупным. Для каждого кластера оценивается устойчивость (stability): чем дольше кластер сохраняется при изменении плотности, тем он значимее.

Финальное разбиение выбирается автоматически на основе этой устойчивости, поэтому число кластеров задавать не требуется.

Это хорошо подходит для текстов, где кластеры могут сильно различаться по размеру и плотности.

Для начала работы с алгоритмом HDBSCAN определим модель:

hdbscan_model = HDBSCAN(
    min_cluster_size=15,
    min_samples=5,
    metric="euclidean",
    cluster_selection_method="eom",
    prediction_data=False,
    gen_min_span_tree=True
)

Назначение параметров алгоритма:

  • min_cluster_size=15 — минимальный размер кластера;

  • min_samples=5 — параметр плотности (сколько соседей нужно точке, чтобы считаться «плотной»);

  • metric="euclidean" — метрика расстояния в пространстве эмбеддингов;

  • cluster_selection_method="eom" — метод выбора кластеров на основе их устойчивости;

  • prediction_data=False — сохранять ли данные для последующего отнесения новых точек к кластерам;

  • gen_min_span_tree=True — строить ли минимальное остовное дерево (полезно для анализа и визуализации структуры данных).

Запускаем процесс кластеризации:

cluster_labels = hdbscan_model.fit_predict(embeddings_2d)
n_clusters = len(set(cluster_labels)) - (1 if -1 in cluster_labels else 0)

print(f"Количество найденных кластеров: {n_clusters}")
print(f"Уникальные метки: {[int(item) for item in set(cluster_labels)]}")

Количество найденных кластеров: 45

Уникальные метки: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, -1]

Визуализируем и раскрасим полученные кластеры:

plt.figure(figsize=(16, 12))

scatter = plt.scatter(
    embeddings_2d[:, 0],
    embeddings_2d[:, 1],
    c=cluster_labels,
    cmap="tab20",
    s=5,
    alpha=0.7
)

plt.colorbar(scatter, label="Cluster")
plt.title("HDBSCAN with UMAP")
plt.xlabel("Component 1")
plt.ylabel("Component 2")
plt.show()

Плотные области окрасились в различные цвета — это и есть выделенные алгоритмом HDBSCAN кластеры.

Результаты кластеризации методом HDBSCAN
Результаты кластеризации методом HDBSCAN

При использовании HDBSCAN часть текстов может не попасть ни в один из выделенных кластеров. Такие объекты помечаются как шум (индекс кластера -1). Это происходит, если текст слишком уникален, находится на границе нескольких кластеров или относится к редкому кластеру с недостаточной плотностью.

В некоторых случаях шум можно кластеризовать отдельно: выделить тексты из шумового кластера и повторно применить алгоритм только к ним.

BERTopic предлагает отдельный инструмент для уменьшения шума, который позволяет перераспределить часть таких текстов по выделенным кластерам.

Для наглядности я объединил кластеры в одну группу и отдельно выделил шумовые точки. Это позволяет увидеть, какую часть пространства алгоритм считает устойчивой структурой.

Шумовые точки на фоне кластеризованных
Шумовые точки на фоне кластеризованных

Иерархию кластеров HDBSCAN можно визуализировать с помощью дерева:

fig, ax = plt.subplots(figsize=(15, 10))
hdbscan_model.condensed_tree_.plot(axis=ax, log_size=True)
Иерархия кластеров
Иерархия кластеров

Каждая ветвь дерева соответствует кластеру на определенном уровне плотности. Длинные ветви отражают более устойчивые кластеры (существующие в широком диапазоне плотностей), короткие ветви — это менее устойчивые структуры, которые могут исчезать при небольшом изменении параметров плотности. Такая иерархия позволяет анализировать устойчивость кластеров и понимать структуру данных при разных уровнях плотности, что особенно важно для неоднородных текстовых данных.

Связка UMAP и HDBSCAN хорошо работает на текстовых данных, поскольку UMAP сохраняет локальную структуру пространства эмбеддингов при понижении размерности, а HDBSCAN выделяет плотные и устойчивые кластеры, автоматически отделяя шум. Эта комбинация алгоритмов широко используется в задачах кластеризации текстов и лежит в основе многих современных пайплайнов, включая BERTopic.

Интерпретация кластеров: c-TF-IDF, LLM и KeyBERTInspired

После этапа кластеризации возникает главный практический вопрос: как понять, о чём получившиеся кластеры?

Алгоритмы UMAP и HDBSCAN работают с эмбеддингами и формируют группы текстов, но сами по себе они не дают человекочитаемого описания темы.

Для решения этой задачи BERTopic использует последовательный многоступенчатый механизм интерпретации тем (третий этап опционален):

  1. Vectorizer — токенизация и формирование словаря из n-грамм.

  2. c-TF-IDF — вычисление важности ключевых слов, характеризующих тему.

  3. Representation models: LLM для генерации человекочитаемого названия темы на основе ключевых слов и репрезентативных документов, KeyBERTInspired — дополнительное семантическое выделения ключевых слов.

Токенизация (Vectorizer)

Сначала тексты внутри каждого кластера необходимо разбить на токены. Для этого я использую CountVectorizer с кастомным токенизатором LemmaTokenizer:

class LemmaTokenizer:
    """Токенизатор с лемматизацией.
    
    Преобразует текст в список лемм,
    используя морфологический анализатор для русского языка.
    """
    def __init__(self) -> None:
        """Инициализация морфологического анализатора."""
        self.morph = MorphAnalyzer()

    def __call__(self, doc: str) -> List[str]:
        """Токенизация и лемматизация текста.
        
        @param doc: входной текст для обработки
        @return: список лемм
        """
        tokens = re.findall(r'[\w]+', doc)
        lemmas = [self.morph.parse(t)[0].normal_form for t in tokens]
        return lemmas

Для формирования списка стоп-слов я добавил функцию get_lemmatized_stopwords(), которая объединяет стандартные и пользовательские стоп-слова, после чего приводит их к нормальной форме:

def get_lemmatized_stopwords(
    custom_words: Optional[Iterable[str]] = None
) -> List[str]:
    """Получение списка лемматизированных стоп-слов.
    Объединяет стандартные стоп-слова с пользовательскими,
    после чего приводит лемматизирует их.
    
    @param custom_words: итерируемый набор пользовательских стоп-слов
    @return: список уникальных лемматизированных стоп-слов
    """
    ru_stopwords = set(get_stop_words('russian'))
    if custom_words:
        ru_stopwords.update(custom_words)
    morph = MorphAnalyzer()
    lemmatized_stopwords = {morph.parse(w)[0].normal_form for w in ru_stopwords}
    return list(lemmatized_stopwords)

Определение vectorizer_model:

vectorizer_model=CountVectorizer(
    ngram_range=(1, 2),
    tokenizer=LemmaTokenizer(),
    stop_words=stop_words_lemmatized,
    min_df=3,
)

В данной конфигурации vectorizer_model выполняются три операции:

  1. Лемматизация. Кастомный токенизатор LemmaTokenizer приводит слова к нормальной форме.

  2. Генерация n-грамм. Параметр ngram_range=(1,2) означает, что в словарь будут включены как отдельные слова, так и биграммы (например, «батарея», «качество фото»).

  3. Фильтрация по частоте и удаление стоп-слов. Термы, встречающиеся реже трёх раз (min_df=3), исключаются. Стоп-слова удаляются из словаря.

В результате vectorizer_model формирует матрицу «кластер × терм», которая затем используется для вычисления важности слов внутри тем.

Выделение ключевых слов с помощью c-TF-IDF

Следующий шагом вычисляется class-based TF-IDF (c-TF-IDF). Идея алгоритма следующая: все тексты внутри кластера объединяются в один «большой документ», затем считается TF-IDF между этими «документами-кластерами».

Формула для c-TF-IDF
Формула для c-TF-IDF

Этот подход позволяет выявлять слова и биграммы, которые часто встречаются внутри конкретного кластера и редко — в других, что делает их характерными для темы. Другими словами, алгоритм c-TF-IDF превращает кластер в интерпретируемую тему, описанную набором ключевых слов и биграмм.

Для улучшенного взвешивания слов в кластерах разного размера я применил модификацию c-TF-IDF на основе алгоритма BM25:

ctfidf_model = ClassTfidfTransformer(
    bm25_weighting=True
)

Интерпретация тем (Representation Models)

BERTopic позволяет использовать несколько подходов для интерпретации тем, которые работают поверх результатов c-TF-IDF. Самый интересный из них, на мой взгляд — это генерация человекочитаемых названий с помощью LLM.

Использование LLM позволяет генерировать названия кластеров вида «Проблемы с приложениями», «Отсутствие наушников в комплекте», «Плохая камера телефона».

В качестве локальной LLM я использовал Qwen/Qwen3.5-4B, веса которой в формате bfloat16 помещаются с запасом для инференса на выбранную ранее видеокарту P100.

LLM получает на вход репрезентативные тексты каждого кластера, ключевые слова и биграммы, которые были выделены с помощью c-TF-IDF на предыдущем шаге. Это позволяет модели лучше понимать контекст кластера и избегать слишком общих или абстрактных названий тем.

Минимальный пример структуры промпта, который можно использовать в пайплайне BERTopic:

Примеры текстов:
[DOCUMENTS]

Ключевые слова:
[KEYWORDS]

Верни только название темы.

Поля [DOCUMENTS] и [KEYWORDS] в промпте обязательны, если мы хотим, чтобы BERTopic подставлял в них репрезентативные тексты и ключевые слова соответственно. По умолчанию BERTopic использует только [KEYWORDS].

В свой промпт я добавил дополнительные инструкции и ограничения для модели, которые помогают контролировать результат генерации:

  • «Название должно быть связанное длиной до 3-5 слов».

  • «Не используй глаголы».

  • «Используй ключевые слова как подсказку».

  • «Возвращай только название темы, без пояснений».

  • «Не добавляй лишние символы».

Для интеграции LLM в пайплайн BERTopic я использовал кастомный класс, который объединяет загрузку модели, создание промпта и объекта TextGeneration, необходимого для работы с BERTopic:

class BERTopicLLMRepresentation:
    """Класс для генерации названий с помощью локальной LLM."""
    def __init__(
        self,
        model_id: str,
        max_new_tokens: int = 20,
        temperature: float = 0.7,
        top_p: float = 0.8,
        top_k: int = 20,
        do_sample: bool = True,
        nr_docs: int = 5,
    ) -> None:
        """Инициализация LLM и параметров генерации.
        
        @param model_id: идентификатор модели или локальный путь)
        @param max_new_tokens: максимальное количество генерируемых токенов
        @param temperature: температура для контроля случайности
        @param top_p: nucleus sampling
        @param top_k: ограничение на количество рассматриваемых токенов
        @param do_sample: использовать ли сэмплирование при генерации
        @param nr_docs: количество текстов для представления темы в BERTopic
        """
        self.model_id = model_id
        self.nr_docs = nr_docs

        self.system_prompt = """
        Ты - эксперт по кластеризации текстов и генерации тем.
        Твоя задача - прочитать несколько текстов и список 
        ключевых слов и фраз темы и дать ей краткое, информативное название.
        
        Следуй правилам:
        - Название должно быть связанное, длина до 3-5 слов
        - Не используй глаголы
        - Используй ключевые слова как подсказку
        - Возвращай только название темы, без пояснений
        - Не добавляй лишние символы
        
        Формат выхода: только название темы.
        """
        
        self.user_prompt = """
        Примеры текстов:
        [DOCUMENTS]
        
        Ключевые слова: [KEYWORDS]
        
        Верни только название темы и ничего более
        """
        
        self.tokenizer = AutoTokenizer.from_pretrained(
            model_id,
            trust_remote_code=True
        )

        self.model = AutoModelForCausalLM.from_pretrained(
            model_id,
            device_map="auto",
            trust_remote_code=True
        )

        self.model.eval()

        self.generator = pipeline(
            task="text-generation",
            model=self.model,
            tokenizer=self.tokenizer,
            max_new_tokens=max_new_tokens,
            temperature=temperature,
            top_p=top_p,
            top_k=top_k,
            do_sample=do_sample,
            max_length=None,
        )

    def _build_prompt(self) -> str:
        """Формирование промпта для генерации.
        
        @return: сформированный промпт
        """
        messages = [
            {"role": "system", "content": self.system_prompt},
            {"role": "user", "content": self.user_prompt},
        ]

        return self.tokenizer.apply_chat_template(
            messages,
            tokenize=False,
            add_generation_prompt=True,
            enable_thinking=False
        )

    def build(self) -> TextGeneration:
        """Создание representation_model для BERTopic.
        
        @return: объект TextGeneration
        """
        prompt = self._build_prompt()

        return TextGeneration(
            self.generator,
            prompt=prompt,
            nr_docs=self.nr_docs
        )

Я использовал параметры генерации, рекомендуемые авторами модели для режима non-thinking.

При использовании локальной LLM в качестве единственной representation_model через класс TextGeneration стандартное представление тем BERTopic заменяется на сгенерированное. Ключевые слова и биграммы, полученные с помощью c-TF-IDF, больше не отображаются и не могут участвовать в визуализациях.

Я добавил в representation_model дополнительный способ описания тем с помощью KeyBERTInspired. Это метод, основанный на идеях KeyBERT, который выбирает ключевые слова и биграммы не по частоте, а по их семантической близости к теме в пространстве эмбеддингов. Благодаря этому темы получаются более понятными и интерпретируемыми, чем при использовании c-TF-IDF.

Кастомная модель интерпретации тем будет выглядеть следующим образом:

llm_repr = BERTopicLLMRepresentation(model_id="Qwen/Qwen3.5-4B").build()

custom_representation_model = {
    "KeyBERTInspired_representation": KeyBERTInspired(
        random_state=SEED
    ),
    "LLM_representation": llm_representation_model
}

print(custom_representation_model)
Кастомная модель интерпретации тем
Кастомная модель интерпретации тем

Сборка пайплайна BERTopic

После подготовки всех компонентов их можно объединить в единый пайплайн с помощью класса BERTopic, который выглядит следующим образом:

topic_model = BERTopic(
    language=None,
    embedding_model=embedding_model,
    umap_model=UMAP(
        random_state=SEED,
        n_neighbors=15,
        n_components=10,
        min_dist=0.0,
        metric='cosine',
        transform_seed=SEED
    ),
    hdbscan_model=HDBSCAN(
        min_cluster_size=15,
        min_samples=5,
        metric='euclidean',
        cluster_selection_method='eom',
        prediction_data=True
    ),
    vectorizer_model=vectorizer_model,
    ctfidf_model=ctfidf_model,
    representation_model=custom_representation_model,
    verbose=True,
    calculate_probabilities=True
)

В этом пайплайне я увеличил параметр n_components модели UMAP с 2 до 10 (рекомендуемый диапазон от 5 до 15), чтобы лучше сохранить структуру данных. Это помогает HDBSCAN находить более точные и устойчивые кластеры.

Запуск пайплайна осуществляется вызовом метода fit_transform():

topics, _= topic_model.fit_transform(
    documents=df_sample["clean_minus"].tolist()
)

В логе работы пайплайна можно увидеть все этапы его работы, которые мы рассмотрели ранее.

Лог работы пайплайна BERTopic
Лог работы пайплайна BERTopic

Результаты кластеризации удобно проанализировать с помощью вызова метода get_topic_info():

topic_info_df = topic_model.get_topic_info()
topic_info_df.shape

(40, 7)

Первые строки датафрейма с информацией о кластерах
Первые строки датафрейма с информацией о кластерах

В моем случае метод вернул датафрейм с 40 строками (по числу кластеров, включая шумовой) и следующими столбцами:

  • «Topic» — идентификатор кластера;

  • «Count» — количество текстов в кластере;

  • «Name» — название темы, составленное с помощью ключевых слов биграмм c-TF-IDF;

  • «Representation» — топ ключевых и биграмм;

  • «KeyBERTInspired_representation» — ключевые слова и биграммы KeyBERTInspired;

  • «LLM_representation» — название темы, сгенерированное LLM;

  • «Representative_Docs» — репрезентативные тексты кластеров.

По умолчанию BERTopic использует поле «Name» в качестве названия тем для визуализаций. Чтобы заменить названия на сгенерированные с помощью LLM, их нужно установить через set_topic_labels(), переименовав одновременно шумовой кластер:

def set_custom_llm_topic_name(model: BERTopic) -> None:
    """Установка сгенерированных с помощью LLM названий тем 
    в качестве кастомных в модель BERTopic.

    @param model: тематическая модель BERTopic
    """
    llm_topic_labels = {
    topic: list(zip(*values))[0][0].strip()
        for topic, values in model.topic_aspects_["LLM_representation"].items()
    }
    llm_topic_labels[-1] = "Шумовой кластер"
    model.set_topic_labels(llm_topic_labels)

Такая модификация тематической модели добавляет новый столбец «CustomName» в датафрейм с результатами кластеризации.

Первые строки обновленного датафрейма с информацией о кластерах
Первые строки обновленного датафрейма с информацией о кластерах

Для добавления результатов кластеризации к исходным данным, воспользуемся следующим способом:

def set_topic_name_to_documents(
    df: pd.DataFrame,
    model: BERTopic,
    topics: List[int]
) -> pd.DataFrame:
    """Добавление в исходный датасет с текстами 
    меток кластеров модели BERTopic и сгенерированных
    названий тем.

    @param df: исходный датасет
    @param model: обученная модель BERTopic
    @param topics: метки кластеров
    @return: датасет с метками и имена кластеров
    """
    llm_topic_labels = {
    topic: list(zip(*values))[0][0].strip()
        for topic, values in model.topic_aspects_["LLM_representation"].items()
    }
    llm_topic_labels[-1] = "Шумовой кластер"
    
    df["topic"] = topics
    df["topic_llm_name"] = df["topic"].progress_map(llm_topic_labels.get)
    
    return df


df_sample_upd = set_topic_name_to_documents(df=df_sample, model=topic_model, topics=topics)

Теперь каждый текст в исходном датасете будет иметь идентификатор кластера и сгенерированное название темы.

Тексты датасета с названиями тем
Тексты датасета с названиями тем

Визуализация результатов кластеризации

После построения тематической модели полезно не только изучить таблицу тем, но и исследовать структуру тематического пространства. BERTopic предоставляет несколько интерактивных визуализаций (на базе Plotly), которые помогают анализировать взаимное расположение тем, ключевые слова, размер и плотность кластеров.

При вызове методов визуализации я использую параметр custom_labels=True, для отображения сгенерированных названий тем.

Начнем с глобальной карты тем:

topic_model.visualize_topics(
    top_n_topics=len(topic_info_df),
    custom_labels=True,
    width=1600,
    height=1600
)
Глобальная карта тем
Глобальная карта тем

Каждая окружность на рисунке — это отдельная тема, расстояние между ними отражают семантическую близость, а размер окружности показывает количество текстов в ней.

Если на карте тем одна окружность визуально расположена внутри другой, это означает, что темы имеют почти одинаковые координаты в 2-мерной проекции. Обычно это происходит, когда темы семантически очень близки и могут рассматриваться как подтемы одной области. Это хорошие кандидаты для topic reduction.

Отображение самих текстов отзывов можно построить методом visualize_documents():

topic_model.visualize_documents(
    df_sample["clean_minus"].tolist(),
    hide_annotations=True,
    custom_labels=True,
    width=1200,
    height=750
)
Визуализация отдельных документов
Визуализация отдельных документов

В этом случае каждая точка соответствует отдельному тексту, а цвет указывает на присвоенную ему тему. Такая визуализация позволяет оценить, насколько хорошо документы разделяются по кластерам и есть ли пересечения или «размытые» области между темами.

Код для отображения ключевых слов и биграмм по каждой теме:

topic_model.visualize_barchart(
    topics=topic_info_df["Topic"].tolist(),
    top_n_topics=len(topic_info_df),
    custom_labels=True,
    width=350,
    height=250
)
Ключевые слова и биграммы тем
Ключевые слова и биграммы тем

График показывает топ-5 ключевых слов и биграмм с их весами (на основе c-TF-IDF) для каждой темы в виде столбчатых диаграмм. Этот тип визуализации используется для интерпретации тем и сравнения их содержания между собой.

Ниже приведен код для построения иерархической структуры тем:

hierarchical_topics = topic_model.hierarchical_topics(
    docs=df_sample["clean_minus"].tolist(),
    linkage_function=lambda x: sch.linkage(x, 'ward', optimal_ordering=True)
)

topic_model.visualize_hierarchy(
    hierarchical_topics=hierarchical_topics,
    width=1800,
    height=1125,
    custom_labels=True
)
Иерархическая структура тем
Иерархическая структура тем

Иерархическая структура тем помогает понять какие темы можно объединить. На графике темы постепенно объединяются в более общие, получается структура, похожая на дендрограмму.

Матрицу сходства тем можно построить с использованием метода visualize_heatmap():

topic_model.visualize_heatmap(
    top_n_topics=len(topic_info_df),
    custom_labels=True,
    width=1200,
    height=1200
)
Матрица сходства тем
Матрица сходства тем

Строки и столбцы — это темы, цветом выделена семантическая близость: тёмные области отвечают за высокая похожесть, светлые — более низкую. Визуализация позволяет быстро увидеть похожие темы, дублирование кластеров, группы связанных тем.

Оценка качества кластеризации

Визуализации BERTopic удобны для анализа, но в полной мере не дают оценки качества тематической модели, так как могут упрощать или искажать структуру тем. Поэтому для объективной оценки необходимо использовать количественные метрики.

Для пайплайна BERTopic (с применением UMAP и HDBSCAN) не существует единственной универсальной метрики качества, поскольку различные аспекты модели требуют отдельной оценки. Я предлагаю рассмотреть четыре метрики, отражающие ключевые свойства тематической модели: покрытие данных, согласованность тем, различимость и устойчивость тем. Совместное использование этих метрик позволяет получить целостную оценку качества тематической модели.

Покрытие кластеризации

Доля шумовых точек после применения алгоритма HDBSCAN показывает насколько данные вообще поддаются кластеризации. Если выбросов слишком много, то модель либо слишком строгая, либо в данных нет четкой структуры. Но важно также и смотреть на распределение самих кластеров. Если один кластер занимает бо́льшую часть данных, это уже признак переобобщения, то есть модель теряет детальную структуру и сводит все к крупным темам.

Посмотрим на эти метрики для нашей модели:

def compute_cluster_coverage(model: BERTopic) -> Tuple[float, dict]:
    """Вычисление доли шумового кластера
    и доли топ-5 не шумовых кластеров.
    
    @param model: обученная модель BERTopic
    @return: доли шумового и не шумовых кластеров
    """
    topics = np.array(model.topics_)
    total = len(topics)

    outliers_ratio = np.mean(topics == -1)

    unique, counts = np.unique(topics[topics != -1], return_counts=True)
    top_5_ratio = [round(float(item)/total, 3) for item in counts[:5]]

    return float(outliers_ratio), list(zip([float(item) for item in counts[:10]], top_5_ratio))


outliers_ratio, top_5_ratio = compute_cluster_coverage(model=topic_model)
print(f"Доля шума (кластер -1): {outliers_ratio:.3f}")
print(f"Топ-5 размеров кластеров: {", ".join([f"{k}: {v}" for k, v in top_5_ratio])}")

Доля шума (кластер -1): 0.187

Топ-5 размеров кластеров: 324.0: 0.102, 274.0: 0.086, 210.0: 0.066, 204.0: 0.064, 200.0: 0.063

Доля выбросов составляет 0.187 и находится ниже условного порогового значения 0.2-0.3, что указывает на хорошее покрытие данных кластерами. Доли крупнейших кластеров составляют 0.102, 0.086, 0.066, это говорит об отсутствии одной или нескольких доминирующих тем.

Согласованность тем: Topic Coherence

Topic Coherence — это набор метрик, показывающих насколько слова внутри одной темы связаны между собой. Высокая coherence означает что тема интерпретируема и человек сможет дать ей осмысленное название. Разные варианты метрик используют различные принципы: совместную встречаемость слов в документах, скользящие окна или нормализованную взаимную информацию. Поэтому значения метрик могут существенно различаться в зависимости от структуры данных и типа корпуса.

Для валидации результатов я использую случайный baseline (coherence тем из случайно выбранных слов корпуса). Метрики coherence для реальных тем должны превосходить baseline:

def compute_coherence(
    model: BERTopic,
    documents: List[str],
    top_n: int = 10
) -> None:
    """Вычисление coherence тем.
    
    Для оценки значимости результата используется baseline 
    coherence случайно сформированных тем из слов корпуса.

    @param model: обученная модель BERTopic
    @param documents: исходные тексты
    @param top_n: количество топ-слов на тему
    """
    analyzer = model.vectorizer_model.build_analyzer()
    tokenized_docs = [analyzer(doc) for doc in documents]
    
    topic_ids = [t for t in model.get_topic_info()['Topic'] if t != -1]
    topic_words = [
        [w for w, _ in model.get_topic(tid)[:top_n]]
        for tid in topic_ids
    ]

    corpus_vocab = set(w for doc in tokenized_docs for w in doc)

    dictionary = Dictionary(tokenized_docs)
    all_words = list(corpus_vocab)
    n_topics = len(topic_ids)

    random_topics = [
        random.sample(all_words, top_n)
        for _ in range(n_topics)
    ]

    dictionary = Dictionary(tokenized_docs)

    for coh_metric in ["c_uci", "c_npmi", "u_mass"]:
        score = CoherenceModel(
            topics=topic_words,
            texts=tokenized_docs,
            dictionary=dictionary,
            coherence=coh_metric
        ).get_coherence()

        score_rnd = CoherenceModel(
            topics=random_topics,
            texts=tokenized_docs,
            dictionary=dictionary,
            coherence=coh_metric
        ).get_coherence()

        delta = score - score_rnd
        
        print(f"{coh_metric} score: {score:.3f}, random score: {score_rnd:.3f}, delta: {delta:.3f}")


compute_coherence(
    model=topic_model,
    documents=df_sample["clean_minus"].tolist()
)

c_uci score: -5.445, random score: -10.689, delta: 5.244

c_npmi score: -0.081, random score: -0.386, delta: 0.305

u_mass score: -9.832, random score: -19.729, delta: 9.897

Все три метрики дают положительную delta, это подтверждает то, что модель нашла реальную тематическую структуру в данных. Абсолютные же значения метрик низкие. Это ожидаемо для коротких текстов при медианной длине в 6 токенов на отзыв (после лемматизации и удаления стоп-слов). Слова темы редко встречаются вместе в одном отзыве, что объективно снижает статистику совстречаемости.

Разнообразие тем: Topic Diversity

Даже если темы внутри себя согласованы, они всё равно могут дублировать друг друга. Topic Diversity показывает насколько темы различаются между собой. Метрика измеряет, как сильно пересекаются ключевые слова и биграммы из разных тем. Низкое значение метрики говорит о дублировании тем, а слишком высокое — о том, что модель начинает дробить данные на слишком мелкие и слабо связанные темы.

Моя реализация расчета этой метрики:

def compute_topic_diversity(model: BERTopic, top_n: int = 10) -> float:
    """Вычисление доли уникальных слов 
    среди top-n слов всех тем.

    @param model: обученная модель BERTopic
    @param top_n: количество слов на тему
    @return: diversity (от 0 до 1)
    """
    all_words = []

    for topic_id in model.get_topic_info()['Topic']:
        if topic_id == -1:
            continue

        words = [w for w, _ in model.get_topic(topic_id)[:top_n]]
        all_words.extend(words)

    if not all_words:
        return 0.0

    return len(set(all_words)) / len(all_words)


print(f"Разнообразие тем: {compute_topic_diversity(model=topic_model):.2f}")

Разнообразие тем: 0.80

Полученное значение topic diversity 0.80 попадает в оптимальный диапазон (примерно 0.6–0.85). Темы хорошо различаются между собой и не имеют значительного пересечения по ключевым словам. Это свидетельствует об отсутствии выраженного дублирования тем и достаточной степени их разнообразия.

Устойчивость: Stability (ARI)

Хорошая кластеризация должна быть воспроизводимой: небольшие изменения случайности не должны сильно менять результат. В пайплайн BERTopic стохастичность вносит шаг уменьшения размерности с помощью UMAP. Adjusted Rand Index (ARI) позволяет измерить воспроизводимость структуры кластеров между запусками модели. Высокий ARI означает, что модель выделяет устойчивые паттерны, а не случайные группировки.

Для расчета метрики тематическая модель запускалась с разными random_state на этапе umap_model (для ускорения я отключил шаг representation_model):

def compute_stability(
    documents: List[str],
    embedding_model: FRIDAEmbedderWithPrefix,
    vectorizer_model: CountVectorizer,
    ctfidf_model: ClassTfidfTransformer,
    n_runs: int = 10
) -> dict:
    """Оценка устойчивости алгоритма UMAP через random_state
    с помощью Adjusted Rand Index (ARI).

    @param documents: исходные тексты
    @param embedding_model: модель эмбеддингов
    @param vectorizer_model: векторизатор
    @param ctfidf_model: c-TF-IDF модель
    @param n_runs: количество запусков
    @return: статистики ARI
    """
    label_sets = []

    for seed in tqdm(range(n_runs)):
        model = BERTopic(
            language=None,
            embedding_model=embedding_model,
            umap_model=UMAP(
                random_state=seed,
                n_neighbors=15,
                n_components=10,
                min_dist=0.0,
                metric='cosine',
                transform_seed=seed
            ),
            hdbscan_model=HDBSCAN(
                min_cluster_size=15,
                min_samples=5,
                metric='euclidean',
                cluster_selection_method='eom',
                prediction_data=True
            ),
            vectorizer_model=vectorizer_model,
            ctfidf_model=ctfidf_model,
            representation_model=None,
            calculate_probabilities=False,
            verbose=False
        )

        topics, _ = model.fit_transform(documents)
        label_sets.append(topics)

    scores = []
    for i in range(len(label_sets)):
        for j in range(i + 1, len(label_sets)):
            scores.append(adjusted_rand_score(label_sets[i], label_sets[j]))

    return {
        "mean": float(round(np.mean(scores), 3)),
        "std": float(round(np.std(scores), 3)),
        "min": float(round(np.min(scores), 3)),
        "max": float(round(np.max(scores), 3))
    }


stability_dict = compute_stability(
    documents=df_sample["clean_minus"].tolist(),
    embedding_model=embedding_model,
    vectorizer_model=vectorizer_model,
    ctfidf_model=ctfidf_model
)

print(f"Устойчивость Adjusted Rand Index (ARI): {stability_dict}")

Устойчивость Adjusted Rand Index (ARI): {'mean': 0.717, 'std': 0.056, 'min': 0.631, 'max': 0.833}

Среднее значение ARI равно 0.717 при стандартном отклонении 0.056. Это говорит о том, что модель в целом стабильно воспроизводит схожую кластерную структуру при изменении случайности в UMAP.

Все четыре метрики указывают на достаточно хорошее качество тематической модели, которая с высокой вероятностью отражает реальную структуру данных.

Анализ тем для определенного отзыва

После обучения тематической модели важно понимать не только какая тема присвоена конкретному отзыву, но и насколько этот отзыв связан с разными темами.

В BERTopic для этого есть несколько методов: find_topics(), transform() и approximate_distribution().

Начнем с метода find_topics(), который вычисляет косинусное сходство между эмбеддингом отзыва и центроидами всех тем. Он возвращает id и название темы, значение сходства для топ-n наиболее похожих тем для переданного отзыва:

def find_relevant_topics(text: str, model: BERTopic, llm_topic_labelstop_n: int = 3) -> dict:
    """Поиск наиболее похожих top-n тем для отзыва.

    @param text: текст отзыва
    @param model: обученная модель BERTopic
    @param top_n: количество релевантных тем для вывода
    @return: релевантные темы и скоры
    """
    similar_topics, similarity = topic_model.find_topics(
        search_term=text,
        top_n=3
    )
    llm_topic_labels = dict(
        zip(topic_model.topic_labels_.keys(), topic_model.custom_labels_)
    )
    topic_with_sim = {
        llm_topic_labels[k]: round(float(v), 3) for k, v in zip(similar_topics, similarity)
    }
    return topic_with_sim

  
text = "Нет в комплекте ни силиконовой накладки, ни антиударного стекла для защиты от царапин, даже наушников нет"
topic_with_sim = find_relevant_topics(text=text, model=topic_model, llm_topic_labels=llm_topic_labels)
print(f"Наиболее похожие темы: {topic_with_sim}")

Наиболее похожие темы: {'Проблемы с чехлом и стеклом': 0.977, 'Защита экрана от царапин': 0.971, 'Отсутствие наушников в комплекте': 0.971}

Если нужно отнести отзыв к одной конкретной теме, используется метод transform(). Он запускает весь пайплайн кластеризации и возвращает одну наиболее вероятную тему для отзыва, а также приближенную вероятность принадлежности к этой теме (не классический softmax):

def predict_topic(text: str, model: BERTopic, llm_topic_labels: dict) -> dict:
    """Предсказание темы и вероятности для отзыва.

    @param text: текст отзыва
    @param model: обученная модель BERTopic
    @param llm_topic_labels: id и названия тем
    @return: предсказанная тема и вероятность
    """
    pred_topics, pred_probs = model.transform([text])
    return llm_topic_labels[int(pred_topics[0])], round(max(pred_probs[0]), 3)


text = "плохо работает сканер отпечатка пальца на солнце"
pred_topic, pred_prob = predict_topic(
    text=text,
    model=topic_model,
    llm_topic_labels=llm_topic_labels
)
print(f"Тема: {pred_topic}")
print(f"Вероятность темы: {pred_prob}")

Тема: Проблемы сканера отпечатков пальцев

Вероятность темы: 0.975

Метод approximate_distribution() оценивает распределение тем внутри отзыва. Текст отзыва разбивается на перекрывающиеся фрагменты (скользящим окном), для каждого фрагмента вычисляется похожесть для всех тем, а затем оценки суммируются, формируя итоговое распределение вероятностей для всего отзыва:

def get_approx_distr(
    text: str,
    model: BERTopic
) -> None:
    """Получение распределения тем для отзыва.

    @param text: текст отзыва
    @param model: обученная модель BERTopic  
    """ 
    topic_distr, topic_token_distr = model.approximate_distribution(
        documents=text,
        window=3,
        stride=1,
        min_similarity=0.1
    )
    fig_visualize_distribution = model.visualize_distribution(
        topic_distr[0],
        custom_labels=True,
        width=800,
        height=600
    )
    fig_visualize_distribution.show()


text = "Очень долго загружаются приложения и игры, не положили наушники, камера слабая"
get_approx_distr(text=text, model=topic_model)
Распределение вероятностей тем внутри документа
Распределение вероятностей тем внутри документа

Оптимизация структуры тем: объединение и работа с шумом

После первичной кластеризации может возникнуть следующая ситуация: выделено большое количество кластеров, некоторые из которых дублируют друг друга, а также присутствует достаточно большой шумовой кластер. Это нормальное поведение для HDBSCAN. Он формирует локально плотные группы и одна большая тема может распадаться на несколько мелких.

В таком случае постобработка кластеров состоит из уменьшения числа тем и перераспределения текстов из шумового кластера.

Метод reduce_topics() позволяет объединять похожие кластеры в новые темы:

topic_model.reduce_topics(
    docs=df_sample["clean_minus"].tolist(),
    nr_topics="auto"
)

topics = topic_model.topics_

BERTopic «под капотом» считает эмбеддинги кластеров, вычисляет между ними косинусную близость, строит иерархическое дерево и объединяет наиболее похожие кластеры в новую тему. Если задать численное значение параметра nr_topics, то BERTopic объединит кластеры до указанного количества.

Автоматическое сокращение не всегда идеально. Иногда стоит попробовать объединить темы вручную, указав индексы кластеров в параметре topics_to_merge метода merge_topics():

topic_model.merge_topics(
    docs=df_sample["clean_minus"].tolist(),
    topics_to_merge=[4, 36]
)

При таком подходе тексты выбранных кластеров объединяются, пересчитывается c-TF-IDF для новых тем, обновляются ключевые слова и модели интерпретации.

Метод reduce_outliers() перераспределяет тексты, попавшие в шумовой кластер, между уже существующими темами:

new_topics = topic_model.topics_

new_topics = topic_model.reduce_outliers(
    documents=df_sample["clean_minus"].tolist(),
    topics=topics
)

topic_model.update_topics(
    docs=df_sample["clean_minus"].tolist(),
    topics=new_topics
)

Каждый текст с индексом -1 сравнивается с центроидами существующих кластеров и присваиваются наиболее подходящей теме.

Чтобы не «сломать» тематическую модель, постобработку тем лучше делать в следующем порядке:

  1. Уменьшаем количество кластеров, формируя новые темы (reduce_topics).

  2. При необходимости делаем слияние в ручном режиме (merge_topics).

  3. Перераспределяем шумовые тексты в существующие темы (reduce_outliers).

  4. Фиксируем финальное состояние модели (update_topics).

Неправильная последовательность (применение reduce_outliers до reduce_topics) может вернуть старое количество кластеров или сделать модель неконсистентной.

Заключение

Тематическая кластеризация помогает извлекать структуру из больших массивов данных: отзывов пользователей, обращений в поддержку, комментариев или сообщений в социальных сетях. Вместо ручного анализа тысяч текстов можно получить компактное представление в виде тем.

Библиотека BERTopic объединяет современные подходы и модели машинного обучения в единый пайплайн: контекстные эмбеддинги модели FRIDA, снижения размерности с помощью UMAP и иерархическую плотностную кластеризацию HDBSCAN. В результате тематическая модель способна находить устойчивые темы даже в шумных и разнородных данных.

Дополнительные инструменты визуализации помогают исследовать структуру кластеров и их взаимосвязи. Использование LLM в пайплайне делает результат более интерпретируемым, превращая наборы ключевых слов в понятные названия тем.

В итоге получается полноценный аналитический пайплайн: от «сырых» текстов до интерпретируемых тем и визуализаций, которые можно использовать в продуктовой аналитике, исследовании пользовательского опыта и мониторинге обратной связи.

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ICO

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  • 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

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  • 10.06.26 18:09 david

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  • 14.06.26 14:53 Freeman James

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  • 14.06.26 16:34 Emmi Hakola

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  • 14.06.26 16:53 James willson

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  • 15.06.26 06:12 Evan Garrison

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  • 15.06.26 13:03 Feliksa Stegniy

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  • 15.06.26 13:05 James willson

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  • 15.06.26 13:06 Tansy

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  • 15.06.26 13:08 Sarahy billy

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  • 15.06.26 13:12 Cole donald

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  • 15.06.26 13:16 Meral Yetkiner

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  • 15.06.26 13:18 Silas Olsen

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  • 15.06.26 13:59 Ewaguz

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  • 15.06.26 14:16 Martina k.

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  • 15.06.26 14:18 Garrison Good

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  • 15.06.26 14:22 Sallymarch

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  • 15.06.26 14:23 Glennrobble

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  • 15.06.26 14:25 Evan Garrison

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  • 15.06.26 14:26 Ewaguz

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  • 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.

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