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Как я написал программу для преданалитики клиентов

Привет! Меня зовут Александр Кулагин. Я не занимался разработкой профессионально, но заинтересовался созданием нейросетей. После изучения основ Python, NumPy и TensorFlow я захотел попрактиковаться на реальных задачах. Так я решил создать проект, который оценивает, какие компании потенциально заинтересованы в сотрудничестве с конкретным бизнесом.

В этой статье я расскажу о процессе создания проекта: от поиска заказчика и сбора данных до финального этапа — создания веб-интерфейса. Проект претерпевал много изменений, потому что реальность вносила коррективы: иногда у меня не хватало знаний, иногда изначальное решение просто нельзя было применить.

→ Сайт проекта

→ Код проекта на GitHub

При создании нейросети передо мной стоял выбор: написать её по шаблону или разработать полезный проект для реального заказчика. Я пошёл по второму пути. Оговорюсь, что над проектом я работал бесплатно — всё же моей главной целью было закрепление знаний.

У меня не было готовой идеи, при этом я хотел найти реальную проблему бизнеса, решить её и проверить результат в полевых условиях. Среди моего близкого круга предпринимателей не было, поэтому начал искать через знакомых, — так вышел на руководителя компании, которая занималась организацией отраслевых выставок.

Компания хотела оптимизировать поиск клиентов — сотрудникам приходилось тратить много времени на холодные звонки. Заказчику нужен был алгоритм, который предсказывает вероятность участия компании в выставке на основе исторических данных. По задумке он помогает выбирать для обзвона только те компании, которые потенциально могут согласиться на сотрудничество.

Сбор и отсев данных

За три года работы у заказчика накопилась первичная база из 600 компаний, которые участвовали в выставках либо отказывались от участия. Однако использовать её целиком для обучения нейросети было невозможно: данные были разрозненны, не однообразны. Зачастую состояли лишь из названия организации, ИНН и контактов.

Я искал решение и начал с идеи парсинга сайтов клиентов. Идея была в том, чтобы собрать информацию, проанализировать деятельность компании и выделить ключевые критерии для алгоритма. Этот путь оказался слишком сложным по нескольким причинам:

структура сайтов и их наполнение сильно отличались друг от друга, что затрудняло парсинг и определение ключевых показателей компаний;
не у всех компаний из базы были сайты;
слишком большой объем информации.

Тогда я решил собирать данные из агрегаторов: в частности, с сайта RusProfile, где содержится основная информация о компаниях. На тот момент единого решения для парсинга у меня не было, как и времени на написание самого парсера. Можно было бы отдать задачу на аутсорс, но проект был некоммерческий, поэтому я не хотел тратить на это ресурсы.

Тогда я решил использовать готовое решение. Поискал в интернете — Google выдал ссылку на готовый парсер, стоимость и функционал которого меня устроили. Сравнимых альтернатив я не увидел, поэтому воспользовался им. В итоге в моём распоряжении оказалось по 33 показателя для каждой компании: ОКВЭД, ОКАТО, адрес, дата основания и другие.

Часть результатов парсинга

Я решил, что мне не нужны все полученные показатели — лучше выделить только ключевые. Для этого я использовал корреляционную матрицу: она помогла увидеть взаимосвязь всех параметров между собой.

Чем ближе к нулю значение на пересечении параметров, тем меньше их влияние друг на друга

Для обучения нейросети лучше брать как можно более независимые друг от друга параметры — это позволит лучше, более разносторонне охарактеризовать компанию. Так я сократил базу до шести пунктов, оказывающих наиболее значимое влияние:

Год создания организации
Основной ОКВЭД
Тип налогообложения
ОКФС
ОКОПФ
СМСП

На их основе я решил составлять датасет для обучения и приступил к выбору архитектуры.

Выбор архитектуры

Я использовал библиотеку машинного обучения TensorFlow: во-первых, её функционал вполне подходил для задачи, а во-вторых, я её уже хорошо знал. Эта библиотека позволяет довольно просто и гибко подбирать параметры и архитектуру нейронной сети.

Я рассматривал следующие архитектуры:

свёрточная сеть Conv1d;
полносвязная сеть с параллельными ветвями под различные функции активации;
полносвязная прямая сеть.

Свёрточная сеть Conv1d. Показала заведомо худшие результаты. На неё особых надежд не возлагал, попробовал больше для полноты картины.

Полносвязная сеть с параллельными ветвями под различные функции активации. В такой сети данные поступают на общий вход и параллельно обрабатываются отличающимися по параметрам нейронными слоями. После этого данные объединяются и обрабатываются как единое целое. Для моей задачи такой подход оказался не лучшим — слишком сложная архитектура.

Код выглядел следующим образом:

input_1 = Input(shape=(xTrain.shape[1],), name='1')
x_1 = BatchNormalization()(input_1)
x_2 = Dense(units=512, activation='relu', use_bias=True)(x_1)
x_3 = Dense(units=256, activation='softmax', use_bias=True)(x_1)
x_2_1 = BatchNormalization()(x_2)
x_3_1 = BatchNormalization()(x_3)
x_2_2 = Dropout(0.1)(x_2_1)
x_3_2 = Dropout(0.2)(x_3_1)
x_4 = Concatenate()([x_2_2, x_3_2])
x_4 = BatchNormalization()(x_4)
x_4 = Dense(units=512, activation='relu', use_bias=True)(x_4)
output_2 = Dense(units=2, activation='softmax', use_bias=True, name='2')(x_4)
model2 = Model([input_1], [output_2])

Параметры архитектуры

Схема полносвязной сети с параллельными ветвями

Я измерил изменение точности предсказаний нейросети с течением эпох обучения и пришёл к выводу, что точность при длительном обучении может снижаться, происходит переобучение. Я стремился к точности не менее 80%, поэтому эта архитектура не подошла.

Синий график — точность предсказаний на обучающей выборке,
оранжевый — точность предсказаний на проверочной

Полносвязная прямая сеть. Я посчитал, что эта архитектура наиболее перспективная: при меньшем количестве параметров точность предсказаний уже лежала в пределах 80—85% даже при первом запуске чернового варианта. У меня не сохранилась история всех попыток, поэтому поделюсь только первой архитектурой «на глаз»:

model = Sequential()
model.add(Dense(256, activation='relu', input_shape=(xTrain.shape[1],)))
model.add(BatchNormalization())
model.add(Dense(512, activation='relu'))
model.add(Dropout(0.3))
model.add(Dense(128, activation='relu'))
model.add(Dense(2, activation='softmax'))

Параметры архитектуры

Схема полносвязной прямой сети

Показатели средней абсолютной точности

Подбор параметров архитектуры

После того как я определился с архитектурой, нужно было понять, какое количество слоёв с каким количеством нейронов и какими активационными функциями выполнит задачу лучше всего. Чтоб не заниматься перебором вручную, я применил генетический алгоритм.

Алгоритм позволяет тестировать работу нейросети в разных компоновках. Он отбирает лучшие сочетания блоков, после чего скрещивает их случайным образом, создавая новую популяцию. Из этой популяции он снова отбирает лучшие сочетания — и так далее.

Вопросы, над которыми работал генетический алгоритм

Входной слой

Необходимость нормализации;
Размер первого свёрточного слоя;
Ядро первого свёрточного слоя;
Функция активации первого слоя;
Необходимость MaxPooling0;
Размер MaxPooling0.

Первый скрытый слой

Необходимость второго свёрточного слоя;
Размер второго свёрточного слоя;
Ядро второго свёрточного слоя;
Необходимость MaxPooling1;
Размер MaxPooling1;
Функция активации.

Второй скрытый слой

Необходимость третьего сверточного слоя;
Размер третьего сверточного слоя;
Ядро третьего сверточного слоя;
Необходимость MaxPooling2;
Размер MaxPooling2;
Функция активации;
Функция активации предпоследнего слоя;

Третий (предпоследний) скрытый слой

Функция активации выходного слоя.

Лучшим сочетанием оказались два слоя по 256 нейронов в каждом, один слой с двумя нейронами и один слой вывода:

model = Sequential()
model.add(Dense(256, activation='relu',input_shape=(xTrain.shape[1],)))
model.add(Dense(256, activation='relu'))
model.add(Dense(2, activation='softmax'))

Параметры архитектуры

Схема готовой нейросети

При использовании полносвязной прямой сети я избавился от проблемы, которая наблюдалась у сети с параллельными ветвями. Ухудшение предсказаний со временем отсутствует, точность предсказаний на проверочной выборке — около 88%. Как видно на графике, показатели улучшились:

Я проверял точность работы нейросети по результатам уже прошедшей выставки. У меня были ИНН двадцати компаний: я знал, что половина из них участвовала в выставке, а половина отказалась. Данных по ним в исходном датасете не было.

В шестнадцати случаях прогноз участия оказался верным, в четырёх — ошибочным. Точность при обучении достигала 88%, в реальных условиях подтвердилась точность в 80%.

Создание интерфейса

Когда я разрабатывал проект нейросети, я ещё не умел писать интерфейсы. Проект долго лежал «в ящике» — просто код без интерфейса. Его можно было показать в Colab’е или другом редакторе, но всё же оставалось ощущение оставленной на полпути работы.

Работать над интерфейсом я начал почти год спустя, на январских праздниках. Перед Новым годом я изучил Django с примером простого фронта на курсе «Python-разработчик плюс». Возможно, библиотека и не самая оптимальная для одностраничного сайта, но Flask и FastAPI были ещё впереди.

В качестве шаблона я использовал учебный проект, который сдал накануне. Его пришлось немного упростить и адаптировать под задачи сервиса. По сути, повторил учебный материал последнего спринта и сделал по нему самостоятельную работу. Запустил всё на бесплатном хостинге и с чувством выполненного долга продолжил обучение.

Итоговый интерфейс

Финальный результат

Нейросеть продемонстрировала сравнительно высокую точность предсказаний, но на практике пользоваться ей оказалось неудобно. Нужно было вручную вводить показатели для каждой компании, выпадающие списки задачу не сильно облегчали.

Хотя объём ручной работы сократился, заказчику требовалось более автоматизированное решение: например, чтобы сотрудник загружал список ИНН и этих данных было достаточно для определения потенциальных партнёров.

Разработкой проекта я начал заниматься в декабре 2021 года, а результат показал в феврале 2022-го. Тогда экономическая ситуация сильно изменилась, и аналитика за последние три года, с которой я работал, потеряла актуальность.

Тем не менее я получил опыт, который могу продемонстрировать при поиске работы и в будущем использовать на реальных коммерческих задачах. Результатом доволен, даже несмотря на фактическую невостребованность проекта. Работа над ним позволила увидеть увеличившуюся область моего незнания, что послужило отличным стимулом к продолжению обучения.

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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
09.10.25 11:05 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
09.10.25 11:05 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
11.10.25 04:41 luciajessy3

Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…
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

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.10.25 01:15 tyleradams

Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]
14.10.25 08:46 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.10.25 08:46 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.10.25 08:46 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.10.25 18:07 crypto

Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.
15.10.25 21:52 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.10.25 21:52 harristhomas7376

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