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Как нейросеть мне приложение писала

Дисклеймер:

Данная статья содержит описание личного опыта взаимодействия автора и нейросетей DeepSeek и GigaChat на уровне <рядовой пользователь – машина>. Автор не является профессиональным программистом и профессиональным промпт-инженером, поэтому воздерживается от комментариев относительно качества кода и обоснованности того или иного решения, предлагаемого ИИ. Автор также не является профессиональным аналитиком данных, в связи с чем выбор методов прогнозирования и само видение реализации замысла могут не соответствовать представлениям профессионалов. Автор прекрасно понимает, что на сегодняшний день существуют как отдельные специалисты, так и готовые технические решения, прекрасно справляющиеся с задачами, рассматриваемыми в данной статье.

Вступление

Начать следует с того, что по профессии я системный аналитик с примесью технического писателя. Если точнее, то технический писатель, который вынужденно начал выполнять функции аналитика и в итоге им стал. Помимо этого, из опыта управления производственными и экономическими процессами в малом бизнесе я вынес любовь к цифрам, их анализу и составлению несложных прогнозов, которые разрабатывал исключительно в excel.

В основе данной статьи лежат следующие предпосылки:

  • информационный шум вокруг стремительного развития нейросетей и разговоров о том, что мы все скоро лишимся работы;

  • остатки былых желаний об автоматизации процесса анализа и прогнозирования;

  • желание интегрировать нейросети в собственную профессиональную практику;

  • желание проверить реальные возможности нейросетей в плане кодинга и разработки пусть и несложных, но работающих решений на основе относительно структурированных; запросов среднестатистически грамотного пользователя.

Формулирование задачи

Итак, я решил посмореть, сможет ли среднестатистический пользователь, умеющий худо-бедно системно мыслить и более-менее структурированно излагать свои потребности, при помощи нейросетей создать несложный работающий прототип десктопного приложения, решающего 1-2 достаточно простые (на машинном уровне) задачи. При этом главным условием должно являться то, что я не буду (вот совсем) вмешиваться в код, а буду разговаривать с машиной только человеческим языком. Пусть это будет условие №1.

Условие №2 – выбор высокоуровневого, не архисложного и популярного языка, имеющего развитый бэкграунд в виде библиотек, фреймворков и т.п. Здесь я подумал, что это должен быть Питон. Кроме того, я могу понять какие-то основные вехи кода на этом языке.

Условие №3 – приложение не должно решать множество задач одновременно, а должно (исходя из вышеописанного):

  1. Принимать массив данных из файла, загружаемого вручную (да, интеграции пока городить не будем).

  2. Строить прогнозы по двум-трем несложным методикам, и выдавать в качестве результата усредненный прогноз (причем, выбор методик я предоставлю AI).

  3. Выдавать минимальную визуализацию в виде простых инфографик.

  4. Иметь возможность отфильтровать данные по дате.

Теперь предстояло найти объект для анализа и составления прогнозов. Идеальным кандидатом оказался, что вполне очевидно, семейный бюджет, а именно выгрузка из банка xls-файла с данными о движении денежный средств. Таким образом я решил анализировать траты по категориям за определенный период времени и строить прогноз по предстоящим тратам на несколько месяцев вперед.

Сразу оговорюсь, что данные никаким образом, кроме удаления ненужных столбцов (и то не в первой итерации), не модифицировались и не обрабатывались. Категории в онлайн-банке специально не настраивались. То есть это просто сырые данные в таблице, где запись представляет собой следующее:

Дата платежа

Категория

Описание

Сумма операции

27.01.2025

Рестораны

GrillZon

2000,00

Что касается выбора AI, то я решил остановиться на доступных в России без всяких VPN нейронках GigaChat от Сбера (которой, к слову, время от времени пользуюсь) и нашумевшей китайской DeepSeek.

Также следует сказать пару слов о методологии. Тут все предельно просто: поскольку я решил выступить в роли "уверенного пользователя ПК со знанием Ворд", то я не буду уметь ничего, кроме как скопипастить код из чата с AI в VSCode и нажать кнопочку запуска. Отмечу, что, хоть это и очевидно, моя работа носила итеративный подход.

Итак, приступаем к написанию первого промпта.

Пишем приложение

Итерация 1

Промпт: есть таблица, содержащая следующие поля:

  1. Дата операции.

  2. Дата платежа.

  3. Номер карты.

  4. Статус.

  5. Сумма операции.

  6. Валюта операции.

  7. Сумма платежа.

  8. Валюта платежа.

  9. Категория.

  10. Описание.

  11. Сумма операции с округлением.

Записи в таблице располагаются по убыванию от ближней даты к дальней.

Необходимо написать на python desktop-приложение, которое будет анализировать таблицу и выдавать следующие результаты:

  1. Информацию о расходах, сгруппированную по годам, месяцам и числам, а также по категориям и описаниям.

  2. Прогноз по расходам на ближайшие три месяца.

Для прогнозирования можно использовать усредненную информацию на основе любых трех- четырех методик прогнозирования, например, метод плавающего окна, линейная регрессия и тому подобное.

Итоговый анализ расходов должен выводиться в виде:

  1. Таблицы анализа по категориям, где записи — это категории, а поля — это значения для каждого прогнозируемого месяца.

  2. Таблицы анализа по описаниям, где записи — это описания, а поля — это значения для каждого прогнозируемого месяца.

  3. Круговой диаграммы расходов по каждому месяцу.

Итоговый прогноз должен выводиться в виде:

  1. Таблицы прогноза по категориям, где записи — это категории, а поля \ — это значения для каждого прогнозируемого месяца.

  2. Таблицы прогноза по описаниям, где записи — это описания, а поля — это значения для каждого прогнозируемого месяца.

  3. Круговой диаграммы прогноза по каждому месяцу.

И вот на этом самом месте GigaChat и отвалился, так как предложенный им код... просто отказался работать, а prettier выделил красным n-ное количество строк. И нет, дело не в том, что какие-то библиотеки не установлены, я проверял. Оговорюсь, что запрос к нему писался вторым (начал я с китайца), и в нем присутствуют только пять строк исходной таблицы, но сути это не меняет, ибо по наводке DeepSeek я уже установил некоторые компоненты.

С точки зрения "уверенного пользователя", которым я на время стал, это уже конкретное отсутствие результата, ибо, даже если ситуация требует лишь беглого взгляда и мелкой правки, я этого делать не умею (и не хочу). Снова чуть забегу вперед и скажу, что в отличие от китайского коллеги сберовский AI не дает никаких подсказок по поводу того, что надо сделать, чтобы все заработало, и не показывает ход своих мыслей. Ниже без купюр привожу решение от Сбера:

Шаг 1: Загрузка и подготовка данных
Предположим, что у нас есть файл expenses.csv со следующими столбцами:



Дата операции,Дата платежа,Категория,Описание,Сумма операции 2023-01-05,2023-01-10,Продукты,Покупка продуктов,5000
2023-02-15,2023-03-20,Транспорт,Проездной билет,2000
...
Начнем с загрузки данных с помощью библиотеки Pandas:



import pandas as pd

# Чтение CSV файла
df = pd.read_csv('expenses.csv', parse_dates=['Дата операции', 'Дата платежа'])

# Преобразование сумм в числа
df['Сумма операции'] = df['Сумма операции'].astype(float) Шаг 2: Анализ расходов
Группировка по годам, месяцам и дням

def group_by_date_and_category(df):
# Создаем колонки для года, месяца и дня df['Год'] = df['Дата операции'].dt.year df['Месяц'] = df['Дата операции'].dt.month df['День'] = df['Дата операции'].dt.day

# Группируем по году, месяцу, дню и категории
grouped_df = df.groupby(['Год', 'Месяц', 'День', 'Категория'])['Сумма операции'].sum().rese

return grouped_df Вывод анализа расходов

grouped_expenses = group_by_date_and_category(df) print(grouped_expenses)
Шаг 3: Прогнозирование расходов
Мы можем использовать несколько методов для прогнозирования будущих расходов. Например, методы

Метод скользящего среднего
Этот метод использует среднее значение за последние N периодов для предсказания следующего пери



from statsmodels.tsa.api import SimpleExpSmoothing
 
def forecast_with_sma(df, periods=3):
# Выбираем суммы операций по месяцам
monthly_sums = df.groupby(pd.Grouper(key='Дата операции', freq='M'))['Сумма операции'].sum(

# Применяем метод скользящего среднего
model = SimpleExpSmoothing(monthly_sums).fit(smoothing_level=0.6)

# Делаем прогноз на 3 месяца вперед forecast = model.forecast(steps=periods)

return forecast Линейная регрессия
Метод линейной регрессии может использоваться для построения тренда и предсказания значений на



from sklearn.linear_model import LinearRegression from sklearn.preprocessing import PolynomialFeatures

def forecast_with_linear_regression(df, degree=2, periods=3): # Выбираем суммы операций по месяцам
monthly_sums = df.groupby(pd.Grouper(key='Дата операции', freq='M'))['Сумма операции'].sum(

# Формируем массивы X и y
X = np.arange(len(monthly_sums)).reshape(-1, 1) y = monthly_sums.values.reshape(-1, 1)

# Используем полиномиальную регрессию poly = PolynomialFeatures(degree=degree) X_poly = poly.fit_transform(X)

# Обучаем модель
model = LinearRegression().fit(X_poly, y)

# Делаем прогноз на 3 месяца вперед
future_X = np.arange(len(monthly_sums), len(monthly_sums) + periods).reshape(-1, 1) future_X_poly = poly.transform(future_X)
forecast = model.predict(future_X_poly)

return forecast
Шаг 4: Визуализация результатов
Создание интерфейса с использованием Tkinter
Tkinter — стандартная библиотека Python для создания графического пользовательского интерфейса.
 
import tkinter as tk from tkinter import ttk
import matplotlib.pyplot as plt
from matplotlib.backends.backend_tkagg import FigureCanvasTkAgg

class ExpenseAnalyzerApp(tk.Tk): def   init  (self):
super().  init  ()

self.title("Expense Analyzer") self.geometry("800x600")

# Добавляем вкладки
tab_control = ttk.Notebook(self) analysis_tab = ttk.Frame(tab_control) forecast_tab = ttk.Frame(tab_control)
tab_control.add(analysis_tab, text="Analysis") tab_control.add(forecast_tab, text="Forecast") tab_control.pack(expand=True, fill="both")

# Таблица анализа расходов self.create_analysis_table(analysis_tab)

# Графики прогноза self.create_forecast_plots(forecast_tab)

def create_analysis_table(self, parent):
treeview = ttk.Treeview(parent, columns=["Year", "Month", "Day", "Category", "Amount"]) treeview.heading("#0", text="ID")
treeview.column("#0", width=50)
for col in ["Year", "Month", "Day", "Category", "Amount"]: treeview.heading(col, text=col)
treeview.column(col, width=100)

for index, row in grouped_expenses.iterrows():
treeview.insert("", "end", iid=index, values=(row["Год"], row["Месяц"], row["День"] treeview.pack(side="left", fill="y")
scrollbar = ttk.Scrollbar(parent, orient="vertical", command=treeview.yview) treeview.configure(yscrollcommand=scrollbar.set)
 
scrollbar.pack(side="right", fill="y")

def create_forecast_plots(self, parent):
figure = plt.Figure(figsize=(5, 4), dpi=100) ax = figure.add_subplot(111)
forecast_data = forecast_with_sma(df)
ax.plot(forecast_data.index, forecast_data.values) ax.set_title("Forecast with SMA")

canvas = FigureCanvasTkAgg(figure, parent) canvas.get_tk_widget().pack(side="top", fill="both", expand=True)

if   name	 == "  main  ":
app = ExpenseAnalyzerApp() app.mainloop()

DeepSeek оказался куда талантливее и помимо кода тезисно расписал особенности реализации:

Загрузка данных:

  • поддерживает файлы Excel (.xlsx);

  • автоматически парсит даты операций.

Анализ расходов:

  • группировка по годам/месяцам/числам;

  • детализация по категориям и описаниям;

  • интерактивные таблицы с прокруткой.

Прогнозирование:

  • использует 3 метода;

  • экспоненциальное сглаживание;

  • линейная регрессия;

  • скользящее среднее;

  • усреднение результатов прогноза.

Визуализация:

  • интерактивные круговые диаграммы;

  • автоматическое обновление графиков;

  • поддержка динамического изменения временных периодов.

Кроме того, китайское чудо выдало следующее предупреждение-рекомендацию «установить зависимости»:

pip install pandas numpy matplotlib statsmodels scikit-learn openpyxl tk

Только не надо в меня ничего кидать, покрикивая, что "уверенный пользователь" не может знать, что такое pip, pandas, numpy, как все это влияет на работоспособность кода, и что вообще делать с этой строчкой. Да, это нарушает чистоту эксперимента. Но, честно, я не знаю, что с этим поделать. Конечно, было бы круто, если бы DeepSeek выдал еще и пошаговый алгоритм того, куда именно ткнуть, вставить и что нажать. Но увы.

Короче говоря, сделав, что попросили, и запустив предложенное решение, я увидел окно выбора нужного файла. После выбора мне предстала следующая картина:

805338b7b9dcf6361f7ccd1e99ba524d.png

Хочется отметить следующие моменты:

Достоинства:

  1. Уже в первой итерации нейронка осознала, что анализ и прогноз — два разных процесса, под которые требуются разные пространства. Таким образом, у нас появились отдельные вкладки "Анализ" и "Прогноз".

  2. Нейронка сама придумала название приложения, и сама предложила фавикон.

  3. По центру расположена кнопочка загрузки данных, которая работает. Красота.

Недостатки:

  1. В таблице полная ахинея. Но тут, не в последнюю очередь, следует сказать привет Т-банку с его особенностями выгрузки и представления данных. Но об этом как-нибудь в другой раз.

  2. На вкладке "Анализ" зияющая пустота.

  3. Никакими круговыми диаграммами даже не пахнет.

Вывод: прототип работает с первой попытки, но то, что хотелось, не делает. Код приведен ниже:

import pandas as pd import numpy as np import tkinter as tk
from tkinter import ttk, filedialog
from datetime import datetime, timedelta
from matplotlib.backends.backend_tkagg import FigureCanvasTkAgg from matplotlib.figure import Figure
from statsmodels.tsa.api import ExponentialSmoothing, SimpleExpSmoothing from sklearn.linear_model import LinearRegression

class FinanceAnalyzerApp:
def  init (self, root): self.root = root
self.root.title("Анализатор расходов") self.data = None

# Создание интерфейса self.create_widgets()

def create_widgets(self):
# Кнопка загрузки файла
self.load_btn = ttk.Button(self.root, text="Загрузить данные", command=self.load_data) self.load_btn.pack(pady=10)

# Notebook для вкладок
self.notebook = ttk.Notebook(self.root) self.analysis_frame = ttk.Frame(self.notebook) self.forecast_frame = ttk.Frame(self.notebook) self.notebook.add(self.analysis_frame, text="Анализ") self.notebook.add(self.forecast_frame, text="Прогноз") self.notebook.pack(expand=True, fill=tk.BOTH)

def load_data(self):
file_path = filedialog.askopenfilename(filetypes=[("Excel files", "*.xlsx")]) if file_path:
self.data = pd.read_excel(file_path, parse_dates=['Дата операции']) self.process_data()
self.show_analysis()
self.generate_forecast()

def process_data(self):
# Преобразование данных
self.data['Год'] = self.data['Дата операции'].dt.year
self.data['Месяц'] = self.data['Дата операции'].dt.month self.data['День'] = self.data['Дата операции'].dt.day

def show_analysis(self):
# Анализ по категориям self.category_analysis = pd.pivot_table(
self.data,
values='Сумма операции', index='Категория', columns=['Год', 'Месяц'], aggfunc=np.sum
)

# Анализ по описаниям self.description_analysis = pd.pivot_table(
self.data,
values='Сумма операции', index='Описание', columns=['Год', 'Месяц'], aggfunc=np.sum
)

# Отображение таблиц
self.create_table(self.analysis_frame, self.category_analysis, "По категориям") self.create_table(self.analysis_frame, self.description_analysis, "По описаниям")

def generate_forecast(self):
# Подготовка данных для прогноза
monthly_data = self.data.resample('M', on='Дата операции')['Сумма операции'].sum()

# Метод 1: Экспоненциальное сглаживание
model_es = ExponentialSmoothing(monthly_data).fit() forecast_es = model_es.forecast(3)

# Метод 2: Линейная регрессия
X = np.arange(len(monthly_data)).reshape(-1, 1) y = monthly_data.values
model_lr = LinearRegression().fit(X, y)
forecast_lr = model_lr.predict([[len(monthly_data)+i] for i in range(3)])

# Метод 3: Скользящее среднее window_size = 3
forecast_ma = [monthly_data[-window_size:].mean()] * 3
# Усреднение прогнозов
self.final_forecast = (forecast_es + forecast_lr + forecast_ma) / 3

# Создание прогнозных таблиц self.create_forecast_tables() self.create_pie_charts()

def create_forecast_tables(self): # Прогноз по категориям
category_forecast = self.data.groupby('Категория')['Сумма операции'].mean() * self.fina

# Прогноз по описаниям
description_forecast = self.data.groupby('Описание')['Сумма операции'].mean() * self.fi

# Отображение таблиц
self.create_table(self.forecast_frame, category_forecast, "Прогноз по категориям") self.create_table(self.forecast_frame, description_forecast, "Прогноз по описаниям")

def create_table(self, parent, data, title): frame = ttk.Frame(parent)
tree = ttk.Treeview(frame)

# Настройка колонок
tree["columns"] = list(data.columns) tree.column("#0", width=200)
for col in data.columns:
tree.column(col, width=100)

# Заголовки
tree.heading("#0", text=title) for col in data.columns:
tree.heading(col, text=str(col))

# Данные
for index, row in data.iterrows():
tree.insert("", tk.END, text=index, values=list(row))

tree.pack(expand=True, fill=tk.BOTH) frame.pack(side=tk.LEFT, expand=True, fill=tk.BOTH)

def create_pie_charts(self):
fig = Figure(figsize=(8, 4))
for i, month in enumerate(self.final_forecast.index): ax = fig.add_subplot(1, 3, i+1)
self.data.groupby('Категория')['Сумма операции'].sum().plot.pie(ax=ax) ax.set_title(f"Прогноз на {month.strftime('%B %Y')}")

canvas = FigureCanvasTkAgg(fig, self.forecast_frame) canvas.get_tk_widget().pack()

if  name	 == " main ": root = tk.Tk()
app = FinanceAnalyzerApp(root)
root.geometry("1200x800") root.mainloop()

Итерация 2

Я подумал, что дело может быть в кривизне данных именно в xlsx-выгрузке. Мысль показалась гениальной, и... я попросил китайца о следующем:

Промпт: измени код таким образом, чтобы можно было загружать информацию из файлов csv.

Далее DeepSeek приводит модифицированный код и список основных изменений:

1. Поддержка нескольких форматов:

  • добавлена возможность выбора как CSV (.csv), так и Excel (.xlsx) файлов;

  • автоматическое определение формата по расширению файла;

  • чтение CSV.

2. Использование pd.read_csv() с параметрами:

  • parse_datesдляправильногораспознаваниядат;

  • dayfirst=True для формата даты ДД.ММ.ГГГГ;

  • delimiter=',' (можно изменить на ';' если используется другой разделитель);

  • encoding='utf-8' (можно изменить на 'cp1251' для русских файлов).

3.Обработка ошибок:

  • добавленблокtry/exceptдляобработкиневалидныхфайлов;

  • показ ошибок через стандартный диалог.

И снова вышел ряд предупреждений-рекомендаций, чтобы все, типа, работало:

1.	Установите зависимости (если еще не
установлены): pip install pandas numpy matplotlib statsmodels scikit-learn
2.	Запустите приложение и выберите CSV-файл со следующей структурой: Дата операции;Сумма операции;Категория;Описание 01.01.2023;1500;Продукты;Покупка в магазине 05.01.2023;3000;Транспорт;Заправка
3.	При возникновении проблем с кодировкой/разделителем измените параметры в
pd.read_csv():
delimiter=';', # Для разделителя "точка с запятой" encoding='cp1251' # Для русской кодировки Windows

Итог: код не срабатывает. При попытке загрузить файл csv выходит сообщение: ошибка загрузки файла: 'UTF-8' cjdec can't decode byte 0xc4 in position 0^ invalid continuation byte

Итерация 3

Как говорится, так и запишем.

Промпт:

Код не срабатывает. При попытке загрузить файл csv выходит сообщение: ошибка загрузки файла: 'UTF-8' cjdec can't decode byte 0xc4 in position 0^ invalid continuation byte

AI запускает цепочку рассуждений (да, кстати, это то, что интересно, и что выгодно отличает DeepSeek от всех остальных, ведь всегда можно проследить за ходом "мыслей" этого технологического чуда). В результате самодиагностики рождается следующий ответ: ошибка возникает из-за несовпадения кодировки файла и указанной в коде (utf-8 vs cp1251).

Нейронка приводит скорректированный кусок кода (заметьте, она понимает, где косяк, и правит именно это место) и список основных изменений:

1. Автоматический подбор кодировки:

  • последовательно пробуем utf-8 → cp1251 → iso-8859-1;

  • раскомментируйте другие кодировки при необходимости (например, 'windows-1251').

2. Проверка структуры файла:

  • обязательные колонки: Дата операции, Сумма операции, Категория, Описание;

  • если колонки названы иначе, появится понятное сообщение.

3. Гибкий разделитель:

  • по умолчанию используется; (для русских CSV из Excel);

  • если в вашем файле разделитель, поменяйте delimiter=','.

Рекомендации для того, чтобы все работало:

1. Убедитесь, что CSV-файл имеет правильный формат.

2. Если файл создан в Excel на Windows:

  • сохраните его как "CSV (разделитель - точка с запятой)";

  • выберите кодировку UTF-8 с BOM или Windows (по умолчанию).

3. Для файлов с запятыми как разделителями:

  • измените в коде delimiter=',';

  • убедитесь, что десятичные числа используют точку (например, 100.50).

Дабы не раздувать статью, код не привожу, так как он заработал, а в остальном там ничего существенно не изменилось, и в цифрах та же абракадабра (для "продвинутого пользователя").

Итог: при указании на ошибку AI способен самостоятельно сообразить, в чем загвоздка, обнаружить ее, исправить и выдать готовое решение проблемы. Но только при указании. Изначально он ее не видит.

Итерация 4

И вот здесь я вдруг понял, что надо несколько переформулировать изначальный промпт, ибо в таблице присутствуют избыточные данные, при анализе отсутствует возможность сортировки по датам, а также отсутствует группировка по категориям и статьям расходов внутри последних (в Т-банке этот столбец называется "Описание"). Также нужна какая-то примитивная инфографика, ибо нейросеть никак не хотела рисовать круговые диаграммы, о которых я просил в самом начале. Таким образом, задача стала выглядеть так:

Промпт: давай изменим задачу. Есть таблица, содержащая следующие поля:

1. Дата операции.

2. Дата платежа.

3. Категория.

4. Описание.

5. Сумма операции.

Записи в таблице располагаются по убыванию от ближней даты к дальней.

Необходимо написать на python desktop-приложение, которое будет анализировать таблицу и выдавать следующие результаты:

1. Информацию о расходах, сгруппированную по годам, месяцам и числам, а также по категориям и описаниям.

2. Прогноз по расходам на ближайшие три месяца.

Для прогнозирования можно использовать усредненную информацию на основе любых трех- четырех методик прогнозирования, например, метод плавающего окна, линейная регрессия и тому подобное.

Итоговый анализ расходов должен выводиться в виде таблицы, где приведены данные по категориям и описаниям, входящим в эти категории. Должна быть возможность выбрать период для просмотра данных по расходам. Должна быть возможность сворачивать и разворачивать категории для просмотра данных по входящим в категории описаниям. Под таблицей с данными по выбранному периоду должна приводиться гистограмма расходов по категориям.

Итоговый прогноз должен выводиться в виде:

Таблицы прогноза, где возможно сворачивать и разворачивать категории для просмотра данных по входящим в категории описаниям. Под таблицей должна приводиться гистограмма расходов по категориям отдельно по каждому прогнозируемому месяцу.

Итак, немного порассуждав, китаец привел работающий код, который дает нам следующее:

c863137be4be108e2f8bb0d33fbab6f6.png

Итог: здесь уже можно констатировать наличие области гистограмм. Однако, выполнять свою функцию в полной мере приложение не может, ибо куда-то делась поддержка xls. Только xlsx и csv. Поэтому в следующей итерации я попрошу добавить поддержку xls.

Итерация 5

Промпт: добавь в код возможность загружать данные из файлов xls. Приведи полный текст кода.

Итог: код запускается, но при попытке загрузить данные выходит ошибка загрузки файла: Missing optional dependency 'xlrd'. Install xlrd>= for xls Excel

Итерация 6

Промпт: выходит сообщение об ошибке: ошибка загрузки файла: Missing optional dependency 'xlrd'. Install xlrd>= for xls Excel.

Ответ: ошибка возникает из-за отсутствия библиотеки xlrd, необходимой для чтения старых Excel-файлов (.xls). Далее нейросеть предлагает выполнить шаги для исправления ситуации:

1. Установите обязательные зависимости:

pip install pandas numpy matplotlib statsmodels scikit-learn tk xlrd openpyxl

2. Если возникает ошибка с xlrd: для современных версий .xls файлов может потребоваться дополнительная настройка. Добавьте в код явное указание движка (далее дается кусок кода, который надо вставить).

Также DeepSeek предлагает альтернативное решение по ручной конвертации xls в xlsx через Excel.

Еще он предлагает использовать следующий способ: 

self.data = pd.read_excel(file_path, engine='calamine')

При этом предлагается установить calamine: 

pip install python-calamine

После того, как я без особых раздумий сделал все, о чем меня попросил DeepSeek , я запустил код. GUI остался прежний, но при попытке загрузить данные вышла ошибка: too many values to unpack (expected 2)

Так и запишем.

Итерация 7

Промпт: выходит ошибка: too many values to unpack (expected 2)

Ответ: ошибка возникает из-за несоответствия количества элементов при распаковке данных. Давайте исправим код.

Далее искусственный разум предлагает исправить методы update_analysis и generate_forecast

на предмет обработки multiIndex и приводит куски кода для замены. Следует отметить, что подробный самоанализ приводится в довольно большой портянке рассуждений, откуда можно понять, в чем DeepSeek видит свои недоработки и как именно их исправляет.

Основные моменты:

1. Исправлена распаковка данных:

  • в цикле по описаниям убрана лишняя переменная cat;

  • в прогнозе исправлена работа с MultiIndex.

2. Исправлено создание дат:

  • используется pd.DateOffset для корректного расчета дат прогноза.

3. Изменена работа с массивами:

  • правильное использование reshape() для совместимости размерностей.

4. Обработка MultiIndex в методах update_analysis и generate_forecast.

5. Формирование прогнозных дат с использованием pd.DateOffset.

6. Матричные операции для расчета прогнозных значений.

7. Индексация данных при работе с группировками.

8. Визуализация прогноза с обновлением осей.

Также снова предлагается установить зависимости: 

pip install pandas numpy matplotlib statsmodels scikit-learn tk xlrd openpyxl python-calamine

Итог: ничего не изменилось. Ошибка не ушла. Повторяем запрос.

Итерация 8

Промпт: снова выходит ошибка: too many values to unpack (expected 2). Исправь ошибку и приведи полный текст кода.

Ответ: вот полностью исправленный код с обработкой MultiIndex. Ошибка возникала из-за неправильной работы с группировками.

Основные моменты:

1. Добавлен параметр observed=True в группировки для правильной работы с категориальными данными.

2. Исправлена итерация по MultiIndex с использованием. xs() и .items().

3. Переработано создание прогнозных данных с использованием матричных операций.

4. Добавлена проверка наличия категории в индексе перед итерацией.

5. Исправлено создание дат прогноза с использованием pd.DateOffset.

И, хотя мы это уже делали неоднократно, снова предлагается установить зависимости (видимо, AI так перестраховывается):

pip install pandas numpy matplotlib statsmodels scikit-learn xlrd openpyxl

Итог: наконец-то мы видим более-менее работающий продукт:

1. Данные ложатся, ошибок не выходит;

2. Категории раскрываются до описаний;

3. Гистограммы работают;

4. На вкладке анализа появился фильтр по датам.

Но! Все-таки опус нуждается в доработке, так как все еще несколько кривоват: цифры прогнозов кривые (тут вопрос, скорее, к выбранным методам и к генеральной совокупности), подписи на гистограммах – просто ужас. Фильтр работает в режиме ручного введения дат. В окне данных месяцы не подписаны.

d7031aded76e539acd1b33ffe09e8c30.pngf4422cccdebac7c780c3ec252026c540.png

Итерация 9

Здесь я попытался заставить машину сгладить шероховатости.

Промпт: прекрасно. Все работает. Теперь давай доработаем некоторые моменты:

1. На вкладке «Прогноз гистограммы» данные должны располагаться последовательно сверху вниз. Над каждой диаграммой должно быть название прогнозируемого месяца.

2.Давай не будем брать для прогноза те описания, сумма по которым менее 500.

3. Давай не будем выводить в таблицу и на гистограммы описания, сумма прогноза по которым меньше 1000.

4. На гистограммах давай будем подписывать значение каждого столбца.

5. Давай сделаем фильтр по датам в виде выпадающего календаря.

Ответ (дословно):

для работы установите следующие зависимости:

pip install pandas numpy matplotlib statsmodels scikit-learn xlrd openpyxl tkcalendar

1. Добавлен красивый календарь с помощью tkcalendar.

2. Гистограммы прогноза теперь расположены вертикально.

3. Добавлены подписи значений над столбцами на всех графиках.

4. Реализована фильтрация:

  • исключены операции с суммой<500призагрузкеданных.

  • не выводятся описания с прогнозом < 1000.

5. Над каждой гистограммой прогноза добавлена подпись с месяцем.

6. Улучшено отображение числовых значений на графиках.

Теперь приложение соответствует всем указанным требованиям. Для выбора дат используйте выпадающие календари, а прогнозные данные автоматически фильтруются по заданным условиям.

Итог: при загрузке данных выходит буквально следующее: ошибка прогнозирования «Бонусы».

Итерация 10

Промпт: выдает ошибку: ошибка прогнозирования Бонусы. В предыдущей итерации такого не было.

Ответ: ошибка возникает из-за фильтрации данных. Давайте исправим код, добавив проверки на наличие данных после фильтрации. Далее выдается кусок раскомментированного кода для замены.

Основные изменения:

1. Добавлены проверки на наличие данных перед прогнозированием.

2. Исправлена фильтрация данных (сначала фильтруем исходные данные по 500, потом прогноз по 1000).

3. Добавлена обработка коротких временных рядов для ExponentialSmoothing.

4. Добавлена проверка на существование категорий после фильтрации.

5. Реализована отрисовка "Нет данных" для пустых графиков.

6. Исправлена логика фильтрации для сохранения родительских категорий. Для работы необходимо обновить зависимости: 

pip install statsmodels --upgrade
cdae21cc374224e7d78662173392acb6.png

Итог: промпт, в общем, отработан, однако гистограммы по-прежнему расположены горизонтально, а выпадающий календарь выходит за границы экрана, и им невозможно пользоваться. Будем пробовать дальше.

Итерация 11

Промпт: отлично. Все работает. Давай доработаем следующее:

1. Сделаем гистограммы полноразмерными и добавим возможность вертикальной прокрутки в окне гистограмм, чтобы была возможность их просмотра.

2. Уменьшим шрифты так, чтобы гистограммы были читаемы.

3. Расположим надписи на гистограммах вертикально. Итоговый размер гистограммы должен быть таким, чтобы все ее элементы были читаемы и входили на нее.

4. В конце таблицы добавим общую сумму прогноза на месяц и красиво выделим эту строку. Рядом с гистограммами справа также добавим итоговую сумму прогноза.

Ответ: цифровой помощник выдает код и уточняет что он "с учетом ваших требований".

Основные изменения:

1. Добавлен кастомный ScrollableFrame для графиков.

2. Уменьшены размеры шрифтов (основной график: 8pt, заголовки: 10pt).

3. Повернуты подписи на гистограммах на 90 градусов.

4. Добавлена строка "Итого" в таблицу прогноза с выделением.

5. Отображается общая сумма прогноза справа от каждого графика.

6. Улучшено адаптивное масштабирование элементов интерфейса.

7. Добавлены отступы и улучшено визуальное оформление.

Снова предлагается установить зависимости: 

pip install pandas numpy matplotlib statsmodels scikit-learn xlrd openpyxl tkcalendar

Итог: на вкладке "Прогнозы" ситуация испортилась:

1. Исчезла таблица с цифрами прогнозов по категориям.

2. Графики переместились в правую часть экрана.

3. Прокрутка гистограмм работает только при наведении на полосу скролла.

45fd679997e6d4c17bc74ff5aa52efc2.png

Итерация 12

Промпт: на вкладке "Прогнозы" все стало плохо:

1. Исчезла таблица с цифрами прогнозов по категориям.

2. Графики переместились в правую часть экрана.

Давай сделаем следующее:

1. Вернем на вкладку прогнозов цифры по всем категориям и вложенным в них описаниям, чтобы категории можно было раскрывать и видеть описания.

2. Переместим окно с гистограммами вниз под таблицу.

3. На гистограммах сделаем так, чтобы числовые значения категорий не отображались, а при наведении на конкретный столбец всплывал поп-ап с числовым значением этого столбца.

4. Не будем включать в прогноз категории "Переводы" и "Пополнения".

5. На вкладке анализа в таблице и рядом с гистограммой будем выводить итоговую сумму всех расходов за период.

Ответ: нейросеть выдает код "с учетом всех требований".

Основные изменения:

1. Восстановлена иерархическая таблица прогнозов с возможностью раскрытия категорий.

2. Графики прогноза теперь отображаются под таблицей.

3. Добавлены всплывающие подсказки для значений на графиках.

4. Исключены категории "Переводы" и "Пополнения".

5. Добавлено отображение итоговой суммы на вкладке анализа.

6. Оптимизировано отображение календарей (не выходят за пределы экрана).

7. Улучшено форматирование графиков и таблиц.

8. Добавлены подписи итоговых сумм рядом с графиками.

И снова предлагается установить зависимости

pip install pandas numpy matplotlib statsmodels scikit-learn xlrd openpyxl tkcalendar

Итог: все стало поаккуратнее, но ситуация по-прежнему не айс, ибо проявились следующие недостатки:

1. В прогнозе перестали раскрываться категории, гистограммы снова переехали, но пропала возможность скролла, и их все не посмотреть.

2. В анализе гистограмма сжалась и уехала вправо, а середину занимает пустое пространство, где работает фильтр по дате с выпадающим календарем.

3. Не появилось поп-апа при наведении на столбцы гистограммы.

Далее я пытался убрать оставшиеся шероховатости. И все бы ничего, но на 15 итерации вылезла следующая проблема: прогнозные значения стали сильно завышенными. Суммы отображались очень большие и заведомо ложные.

Итерация 16

Промпт: в общем, все хорошо. Но надо исправить следующий недочет: на вкладке прогноза при раскрытии категории отображаются некорректные (сильно завышенные) прогнозные числовые значения по описаниям. Итоговая сумма значений по описаниям сильно выше прогнозного значения по категории, в которую они входят. Нужно сделать так, чтобы прогнозные значения по описаниям вычислялись корректно.

Ответ: для исправления этой проблемы необходимо скорректировать расчет прогнозных значений для описаний внутри категорий. Ошибка возникает из-за неправильного распределения прогнозных значений по описаниям. Вместо того чтобы умножать прогнозное значение категории на долю описания в общей сумме категории, мы должны распределить прогнозное значение категории пропорционально долям описаний. Теперь для каждого описания внутри категории вычисляется его доля от общей суммы категории (desc_ratios).

Итог: на этом я остановился, так как код более-менее начал соответствовать изначальному замыслу, и приложением стало возможно пользоваться, хотя, конечно, оно далеко от совершенства (наверное, профи в анализе данных просто плюнут в нашу с DeepSeek-ом сторону). Тем не менее, на мой взгляд, эксперимент поставлен худо-бедно, но корректно, результаты имеются, и можно делать выводы.

4b0029d498df6da8cdf4aaf513076a2c.png4a021be9de6fdf6de7de761f4264f84e.png

Выводы

1. Да, искусственный интеллект весьма неплохо (насколько я вообще могу об этом судить) пишет код, способен к самодиагностике и исправлению своих ошибок. Но!.. только с подачи "заказчика", который должен обладать как минимум:

  • умением структурированно мыслить и формулировать запросы, пусть даже и не на уровне техпрофи;

  • хотя бы поверхностным знанием предметной области (программирования), чтобы, например, выбрать нужный язык;

  • знанием того, как установить язык, что такое менеджер пакетов, и как с его помощью загрузить нужные компоненты;

  • как следствие из предыдущего пункта — умением работать с терминалом/командной строкой;

  • умением работать с IDE (notepad++ здесь вряд ли подойдет) хотя бы в части запуска кода;

  • способностью хотя бы к поверхностному анализу результатов запроса;

  • минимальными (можно сказать, примитивными) навыками тестирования на уровне "научного тыка".

Таким образом, для реализации изначального замысла, обозначенного в начале статьи, тот самый "опытный пользователь" по уровню компетенций приближается (пусть и не вплотную) к junior-питонисту.

2. Стопроцентное достижение изначального замысла видится практически невозможным (хотя, это может быть не так). Такое ощущение, что мы будем, подобно гиперболе, бесконечно к нему приближаться, но так и не достигнем.

3. Вне итеративного подхода, то есть за 1-2 промпта, мы можем получить работающий результат, но он, вероятно, будет далек от истины. Мне потребовалось 16 итераций чтобы более-менее приблизиться к истине.

4. Таким образом, среднестатистический пользователь вряд ли способен создать работающее решение, просто общаясь с нейросетью на человеческом языке.

5. Да, нейросети действительно могут разгрузить/дополнить IT-специалистов в части кодинга, дебага и т.п., но создать целостное решение, соответствующее требованиям заказчика без участия человека, они неспособны. Так что работаем дальше, коллеги!

P.S. Ниже приведен итоговый код, на котором я решил остановиться. В этом виде приложение действительно способно показать более-менее понятную картину расходов и более-менее внятно (не говорю, что правильно или корректно) спрогнозировать расходы. Думается, что доработку этого кода можно продолжить тем же самым способом, заложив туда более подходящие методы, и в итоге получить более пристойный результат.

import pandas as pd import numpy as np import tkinter as tk
from tkinter import ttk, filedialog, messagebox from tkcalendar import DateEntry
from matplotlib.backends.backend_tkagg import FigureCanvasTkAgg from matplotlib.figure import Figure
from statsmodels.tsa.api import ExponentialSmoothing from sklearn.linear_model import LinearRegression import matplotlib.pyplot as plt
from matplotlib.backend_bases import PickEvent

class Tooltip:
def  init (self, ax, patches): self.ax = ax
self.patches = patches
self.annot = ax.annotate("", xy=(0,0), xytext=(20,20),
textcoords="offset points", bbox=dict(boxstyle="round", fc="w"), arrowprops=dict(arrowstyle="->"))
self.annot.set_visible(False)

def hover(self, event):
vis = self.annot.get_visible() if event.inaxes == self.ax:
for patch in self.patches:
cont, ind = patch.contains(event) if cont:
self.annot.xy = (patch.get_x() + patch.get_width()/2, patch.get_height()) self.annot.set_text(f"{patch.get_height():.2f}") self.annot.get_bbox_patch().set_alpha(0.8)
self.annot.set_visible(True) self.ax.figure.canvas.draw_idle() return
if vis:
self.annot.set_visible(False) self.ax.figure.canvas.draw_idle()

class FinanceAnalyzerApp:
def  init (self, root): self.root = root
self.root.title("Анализатор расходов v3.2") self.data = None
self.forecast_data = None

self.create_widgets() self.create_date_filters()

def create_widgets(self):
self.file_frame = ttk.Frame(self.root)
self.load_btn = ttk.Button(self.file_frame, text="Загрузить данные", command=self.load_ self.load_btn.pack(side=tk.LEFT, padx=5)
self.file_frame.pack(fill=tk.X, pady=5) self.notebook = ttk.Notebook(self.root)
self.analysis_tab = ttk.Frame(self.notebook) self.create_analysis_widgets()

self.forecast_tab = ttk.Frame(self.notebook) self.create_forecast_widgets()

self.notebook.add(self.analysis_tab, text="Анализ") self.notebook.add(self.forecast_tab, text="Прогноз") self.notebook.pack(expand=True, fill=tk.BOTH)

def create_date_filters(self):
self.date_filter_frame = ttk.Frame(self.analysis_tab)

self.start_date_label = ttk.Label(self.date_filter_frame, text="Начальная дата:") self.start_date_label.pack(side=tk.LEFT, padx=5)

self.start_date_entry = DateEntry( self.date_filter_frame, date_pattern='yyyy-mm-dd', locale='ru_RU', firstweekday='sunday', mindate=pd.Timestamp('2000-01-01'), maxdate=pd.Timestamp('2100-01-01')
)
self.start_date_entry.pack(side=tk.LEFT, padx=5)

self.end_date_label = ttk.Label(self.date_filter_frame, text="Конечная дата:") self.end_date_label.pack(side=tk.LEFT, padx=5)

self.end_date_entry = DateEntry(
 
self.date_filter_frame, date_pattern='yyyy-mm-dd', locale='ru_RU', firstweekday='sunday', mindate=pd.Timestamp('2000-01-01'), maxdate=pd.Timestamp('2100-01-01')
)
self.end_date_entry.pack(side=tk.LEFT, padx=5)

self.apply_filter_btn = ttk.Button( self.date_filter_frame, text="Применить фильтр", command=self.update_analysis
)
self.apply_filter_btn.pack(side=tk.LEFT, padx=5) self.date_filter_frame.pack(fill=tk.X, pady=5)
def create_analysis_widgets(self):
self.analysis_tree = ttk.Treeview(self.analysis_tab, columns=("Сумма"), show="tree head self.analysis_tree.heading("#0", text="Категория/Описание") self.analysis_tree.heading("Сумма", text="Сумма")
self.analysis_tree.pack(side=tk.LEFT, fill=tk.BOTH, expand=True, padx=5, pady=5)

self.analysis_fig = Figure(figsize=(6, 4), dpi=100) self.analysis_ax = self.analysis_fig.add_subplot(111)
self.analysis_canvas = FigureCanvasTkAgg(self.analysis_fig, self.analysis_tab)
self.analysis_canvas.get_tk_widget().pack(side=tk.RIGHT, fill=tk.BOTH, expand=True)

self.total_label = ttk.Label(self.analysis_tab, text="Итого: 0.00", font=('TkDefaultFon self.total_label.pack(side=tk.BOTTOM, fill=tk.X)

def create_forecast_widgets(self):
self.forecast_paned = ttk.PanedWindow(self.forecast_tab, orient=tk.HORIZONTAL)

self.forecast_tree_frame = ttk.Frame(self.forecast_paned, width=400) self.forecast_tree = ttk.Treeview(
self.forecast_tree_frame,
columns=("Месяц 1", "Месяц 2", "Месяц 3"), show="tree headings"
)
self.forecast_tree.heading("#0", text="Категория/Описание") self.forecast_tree.column("#0", width=200)
 
self.forecast_tree.heading("Месяц 1", text="Месяц 1")
self.forecast_tree.heading("Месяц 2", text="Месяц 2")
self.forecast_tree.heading("Месяц 3", text="Месяц 3") self.forecast_tree.tag_configure('total', background='#e0e0e0', font=('TkDefaultFont',

tree_scroll = ttk.Scrollbar(self.forecast_tree_frame, orient="vertical", command=self.f self.forecast_tree.configure(yscrollcommand=tree_scroll.set) self.forecast_tree.pack(side=tk.LEFT, fill=tk.BOTH, expand=True) tree_scroll.pack(side=tk.RIGHT, fill="y")

self.forecast_graph_frame = ttk.Frame(self.forecast_paned) self.forecast_canvas = tk.Canvas(self.forecast_graph_frame)
self.scrollbar = ttk.Scrollbar(self.forecast_graph_frame, orient="vertical", command=se self.scrollable_frame = ttk.Frame(self.forecast_canvas)

self.scrollable_frame.bind( "<Configure>",
lambda e: self.forecast_canvas.configure( scrollregion=self.forecast_canvas.bbox("all")
)
)

self.forecast_canvas.create_window((0, 0), window=self.scrollable_frame, anchor="nw") self.forecast_canvas.configure(yscrollcommand=self.scrollbar.set)

self.forecast_canvas.pack(side=tk.LEFT, fill=tk.BOTH, expand=True) self.scrollbar.pack(side=tk.RIGHT, fill="y")

self.forecast_paned.add(self.forecast_tree_frame, weight=1) self.forecast_paned.add(self.forecast_graph_frame, weight=3) self.forecast_paned.pack(fill=tk.BOTH, expand=True)

def load_data(self):
file_path = filedialog.askopenfilename( filetypes=[
("CSV files", "*.csv"),
("Excel files", "*.xls"),
("Excel files", "*.xlsx")
]
)

if file_path: try:
 
if file_path.endswith('.csv'): self.data = pd.read_csv(
file_path,
parse_dates=['Дата операции'], dayfirst=True,
delimiter=';',
encoding='cp1251'
)
elif file_path.endswith('.xls'): self.data = pd.read_excel(
file_path,
parse_dates=['Дата операции'], engine='xlrd'
)
elif file_path.endswith('.xlsx'): self.data = pd.read_excel(
file_path,
parse_dates=['Дата операции'], engine='openpyxl'
)

if not self.data.empty: self.data = self.data[
(self.data['Сумма операции'] >= 500) &
(~self.data['Категория'].isin(['Переводы', 'Пополнения']))
]

self.prepare_data() self.update_analysis() self.generate_forecast()

except Exception as e:
messagebox.showerror("Ошибка", f"Ошибка загрузки файла: {str(e)}")

def prepare_data(self): if self.data.empty:
return

self.data['Дата операции'] = pd.to_datetime(self.data['Дата операции']) self.data['Год'] = self.data['Дата операции'].dt.year self.data['Месяц'] = self.data['Дата операции'].dt.month self.data['День'] = self.data['Дата операции'].dt.day
 
self.start_date_entry.set_date(self.data['Дата операции'].min()) self.end_date_entry.set_date(self.data['Дата операции'].max())

def update_analysis(self): self.clear_tree(self.analysis_tree) self.analysis_ax.clear()

try:
if self.data.empty:
raise ValueError("Нет данных для анализа")

start_date = pd.to_datetime(self.start_date_entry.get_date()) end_date = pd.to_datetime(self.end_date_entry.get_date()) filtered_data = self.data[
(self.data['Дата операции'] >= start_date) & (self.data['Дата операции'] <= end_date)
]

if filtered_data.empty:
raise ValueError("Нет данных в выбранном диапазоне дат")

total = filtered_data['Сумма операции'].sum() self.total_label.config(text=f"Итого: {total:.2f}")

categories = filtered_data.groupby('Категория', observed=True)['Сумма операции'].su details = filtered_data.groupby(['Категория', 'Описание'], observed=True)['Сумма оп

for category in categories.index:
parent = self.analysis_tree.insert("", "end", text=category, values=(f"{categor if (category,) in details.index:
for desc, amount in details.xs(category).items(): self.analysis_tree.insert(parent, "end", text=desc, values=(f"{amount:.

if not categories.empty:
categories.plot(kind='barh', ax=self.analysis_ax) self.analysis_ax.set_title('Распределение расходов по категориям', fontsize=10) self.analysis_ax.tick_params(axis='both', which='major', labelsize=8) self.analysis_ax.set_xlabel('Сумма', fontsize=8)
self.analysis_ax.text(0.95, 1.02, f"Итого: {total:.2f}",
transform=self.analysis_ax.transAxes, ha='right', fontsize=9)
self.analysis_fig.tight_layout()
else:
 
self.analysis_ax.text(0.5, 0.5, "Нет данных", ha='center', va='center') self.analysis_canvas.draw()
except Exception as e:
messagebox.showerror("Ошибка", f"Ошибка анализа: {str(e)}")

def generate_forecast(self): self.clear_tree(self.forecast_tree)
for widget in self.scrollable_frame.winfo_children(): widget.destroy()

try:
if self.data.empty:
raise ValueError("Нет данных для прогнозирования")

monthly_data = self.data.resample('M', on='Дата операции')['Сумма операции'].sum()

if len(monthly_data) < 3:
raise ValueError("Недостаточно данных для прогнозирования (требуется минимум 3

models = {
'Экспоненциальное сглаживание': ExponentialSmoothing( monthly_data,
seasonal='add',
seasonal_periods=min(12, len(monthly_data))
).fit().forecast(3),
'Линейная регрессия': LinearRegression().fit( np.arange(len(monthly_data)).reshape(-1, 1), monthly_data.values
).predict(np.arange(len(monthly_data), len(monthly_data)+3).reshape(-1, 1)), 'Скользящее среднее': [monthly_data.rolling(3).mean().iloc[-1]] * 3
}

self.forecast_data = pd.DataFrame(models).mean(axis=1)

category_ratios = self.data.groupby('Категория', observed=True)['Сумма операции'].s total = category_ratios.sum()
if total == 0:
raise ValueError("Нет данных для прогнозирования") category_ratios = category_ratios / total

forecast_categories = pd.DataFrame(
 
np.outer(self.forecast_data, category_ratios), columns=category_ratios.index
)

forecast_dates = pd.date_range(
start=monthly_data.index[-1] + pd.DateOffset(months=1), periods=3,
freq='M'
)

self.forecast_tree.heading("Месяц 1", text=forecast_dates[0].strftime("%b %Y")) self.forecast_tree.heading("Месяц 2", text=forecast_dates[1].strftime("%b %Y")) self.forecast_tree.heading("Месяц 3", text=forecast_dates[2].strftime("%b %Y"))

total_values = [] for i in range(3):
total_values.append(forecast_categories.iloc[i].sum())

category_details = self.data.groupby(['Категория', 'Описание'], observed=True)['Сум

for category in forecast_categories.columns:
parent = self.forecast_tree.insert("", "end", text=category,
values=tuple(f"{x:.2f}" for x in forecast_categories[catego

if (category,) in category_details.index:
desc_ratios = category_details.xs(category) / category_details.xs(category) for desc, ratio in desc_ratios.items():
desc_values = [
f"{forecast_categories[category][i] * ratio:.2f}" for i in range(3)
]
self.forecast_tree.insert(parent, "end", text=desc, values=desc_values)

self.forecast_tree.insert("", "end", text="Итого",
values=tuple(f"{v:.2f}" for v in total_values), tags=('total',))

for i, date in enumerate(forecast_dates): fig = Figure(figsize=(10, 5), dpi=80) ax = fig.add_subplot(111)

data_to_plot = forecast_categories.iloc[i] if not data_to_plot.empty:
 
patches = ax.bar(data_to_plot.index, data_to_plot.values) ax.set_title(date.strftime("%B %Y"), fontsize=10) ax.tick_params(axis='x', rotation=90, labelsize=8) ax.tick_params(axis='y', labelsize=8)

tooltip = Tooltip(ax, patches) fig.canvas.mpl_connect("motion_notify_event", tooltip.hover)

fig.tight_layout()
canvas = FigureCanvasTkAgg(fig, self.scrollable_frame) canvas.get_tk_widget().pack(fill=tk.BOTH, expand=True, pady=5)

except Exception as e:
messagebox.showerror("Ошибка", f"Ошибка прогнозирования: {str(e)}")

def clear_tree(self, tree):
for item in tree.get_children(): tree.delete(item)

if  name	 == " main ": root = tk.Tk()
app = FinanceAnalyzerApp(root)
root.geometry("1400x900") root.mainloop()

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

  • 11.10.25 04:41 luciajessy3

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  • 11.10.25 10:44 Tonerdomark

    A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.

  • 12.10.25 01:12 harristhomas7376

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

  • 12.10.25 01:12 harristhomas7376

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

  • 12.10.25 19:53 Tonerdomark

    A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.

  • 12.10.25 21:36 blessing

    Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.

  • 13.10.25 01:11 elizabethrush89

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

  • 13.10.25 01:11 elizabethrush89

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  • 14.10.25 01:15 tyleradams

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

  • 14.10.25 08:46 robertalfred175

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

  • 14.10.25 08:46 robertalfred175

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  • 14.10.25 08:46 robertalfred175

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

  • 15.10.25 18:07 crypto

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

  • 15.10.25 21:52 harristhomas7376

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

  • 15.10.25 21:52 harristhomas7376

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

  • 17.10.25 20:17 tyleradams

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

  • 17.10.25 20:20 lindseyvonn

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

  • 17.10.25 20:22 richardcharles

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

  • 17.10.25 20:23 stevekalfman

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

  • 17.10.25 21:42 marcushenderson624

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

  • 17.10.25 21:42 marcushenderson624

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

  • 17.10.25 21:42 marcushenderson624

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

  • 21.10.25 08:39 debby131

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

  • 21.10.25 11:45 harristhomas7376

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

  • 21.10.25 11:45 harristhomas7376

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

  • 22.10.25 04:48 MATT PHILLIP

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

  • 22.10.25 07:36 donnacollier

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

  • 22.10.25 11:59 elizabethrush89

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

  • 22.10.25 11:59 elizabethrush89

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

  • 22.10.25 16:31 MATT PHILLIP

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

  • 23.10.25 01:52 marcushenderson624

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

  • 23.10.25 01:52 marcushenderson624

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

  • 23.10.25 15:47 MATT PHILLIP

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

  • 23.10.25 21:43 patricialovick86

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

  • 23.10.25 21:43 patricialovick86

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

  • 24.10.25 06:08 MATT PHILLIP

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

  • 24.10.25 06:40 elizabethrush89

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

  • 24.10.25 06:40 elizabethrush89

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

  • 24.10.25 06:54 MATT PHILLIP

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

  • 24.10.25 18:18 patricialovick86

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

  • 24.10.25 18:18 patricialovick86

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

  • 25.10.25 00:49 tyleradams

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  • 25.10.25 00:50 stevekalfman

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  • 25.10.25 05:05 victoriabenny463

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

  • 25.10.25 10:13 wendytaylor015

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  • 25.10.25 10:13 wendytaylor015

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  • 26.10.25 01:03 Christopherbelle

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

  • 26.10.25 18:09 victoriabenny463

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

  • 27.10.25 11:15 harristhomas7376

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

  • 27.10.25 11:15 harristhomas7376

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

  • 27.10.25 17:08 raymondgonzales

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

  • 27.10.25 17:20 fatimanorth

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

  • 28.10.25 00:55 elizabethrush89

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

  • 28.10.25 00:55 elizabethrush89

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

  • 29.10.25 03:43 Christopherbelle

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

  • 29.10.25 10:56 wendytaylor015

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

  • 29.10.25 10:56 wendytaylor015

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

  • 30.10.25 09:49 Christopherbelle

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

  • 30.10.25 12:03 elizabethrush89

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

  • 31.10.25 13:25 Lillian Lizzy

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

  • 31.10.25 13:25 Lillian Lizzy

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

  • 01.11.25 03:27 elizabethrush89

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

  • 01.11.25 03:27 elizabethrush89

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

  • 01.11.25 15:47 kattygates

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

  • 01.11.25 15:49 kattygates

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

  • 02.11.25 10:55 Christopherbelle

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

  • 02.11.25 10:56 Christopherbelle

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

  • 02.11.25 15:23 michaeldavenport238

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

  • 02.11.25 15:23 michaeldavenport238

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

  • 04.11.25 04:59 Christopherbelle

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

  • 04.11.25 09:30 robertalfred175

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

  • 04.11.25 09:30 robertalfred175

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

  • 05.11.25 02:43 jordan_11

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

  • 05.11.25 02:44 jordan_11

    Crypto Recovery Services _Hire Treqora Intel

  • 05.11.25 02:48 jordan_11

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

  • 05.11.25 16:20 robertalfred175

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

  • 05.11.25 16:21 robertalfred175

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

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