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Считаем по головам: как проверить пассажиропотоки с помощью искусственного интеллекта

Привет, Habr! Это Сергей Пономаренко, я занимаюсь аналитикой данных в «МосТрансПроекте». Как и многие современные компании, мы применяем искусственный интеллект в нашей деятельности. Недавно мы впервые использовали машинное зрение для анализа пассажиропотоков на Большой кольцевой линии. Подробности расскажу в деталях под катом.

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Взяли в кольцо

Для того, чтобы улучшать работу транспортной системы города и понимать перспективы ее развития, нужно знать спрос на инфраструктуру и пассажиропотоки: куда, кто едет и какими видами транспорта пользуется.

Наши коллеги из Транспортного комплекса Москвы используют расчетную модель распределения пассажиропотоков. Она позволяет определить, на каких станциях метро с наибольшей вероятностью пассажир совершит пересадку. С помощью моделирования было определено, что ежедневный суммарный пассажиропоток на Большой кольцевой линии (БКЛ) метро превышает 1,4 млн поездок.

В подсчетах пассажиропотоков есть некоторые особенности. Любой вход с улицы на станцию является валидируемым ­– по проходу через турникеты можно точно посчитать количество людей. Аналогично – на пересадках между метро\МЦК, метро\МЦД. Внутри метро, между радиальными линиями и БКЛ на пересадках, на выходах со станций валидаций нет. В таких местах пассажиропотоки определяются только модельным расчетом.

Контролируя точки входа, мы знаем, откуда пассажиры едут, но где выходят и делают пересадки, можем только предположить на основе вышеуказанной модели. С высокой долей вероятности мы знаем, что большинство пассажиров во время поездок выбирают самый быстрый маршрут. Например, если человек зашел на «Мнёвниках», а вышел на «Бутырской», то, скорее всего, он выберет кратчайший путь с пересадкой на «Марьиной Роще».

Ни у кого не возникало сомнений в том, что Транспортный комплекс Москвы при принятии решений опирается исключительно на достоверные данные. Но нам все же было интересно проверить, можно ли использовать искусственный интеллект для расчета пассажиропотоков. Эту работу мы выделили в отдельный проект.

Взгляд с экрана

Сразу поясню, что мы анализировали пассажиропоток на апрель 2024 года. Окончательная верификация данных заняла довольно много времени. Проект, в целом, был достаточно сложным и завершился только недавно. Именно поэтому о результатах рассказываем только сейчас.

К моменту, как мы приступили к верификации, целью проверки были 12 пересадок. Другие фиксировались валидаторами, являлись кроссплатформенными и требовали отдельной методологии для исследования (об этом расскажу ниже), либо не требовали проверки в связи с закрытием. В июне 2024 года, например, был закрыт участок от «Хорошёвской» до «Делового центра», который впоследствии станет частью Рублёво-Архангельской линии метро – ее уже строят.

Самый простой, на первый взгляд, способ верификации – это натурные обследования. Для этого на каждую из 12 станций нужно задействовать не менее четырех человек, чтобы они считали проходящих мимо людей по головам. Чтобы результаты были соизмеримыми, считать нужно одновременно на всех станциях и в одинаковые промежутки времени в течение суток. В часы пик, когда поток становится особенно интенсивным, выполнить такой расчет может быть крайне затруднительно.

Этот вариант мы сразу отбраковали по вполне понятным причинам: для этого требуется большое количество исследователей и почти на всех станциях есть камеры. Очевидно, что лучше использовать видеоаналитику и машинное зрение.

Теперь – про нюансы, с которыми мы столкнулись при подсчете пассажиров. На «Нижегородской» и «Каширской», к примеру, кроссплатформенные пересадки (как на «Китай-городе»). Для подсчета фактического пассажиропотока нужна своя методика, учитывающая пересадку пассажиров на всем протяжении платформы с одной на другую сторону при выходе из вагонов поезда. Также нужно учитывать, что часть пассажиров, выходя из вагонов, идет к эскалатору для выхода в город, и отделить их от пересаживающегося потока – та еще задачка.

На некоторых станциях пересадка более сложная с точки зрения возможных коридоров движения, из-за чего требуется анализировать записи с нескольких камер. Одним из таких примеров является станция «Кунцевская», где в рамках единого транспортного узла пересекаются две радиальные линии и БКЛ. Учесть особенности каждой пересадки, подобрать подходящие камеры с нужным ракурсом и освещением и было одной из самых сложных задач данного проекта.

Считай, не прикидывай

Для анализа видеоряда использовали ПО одной из известных отечественных компаний. Софт обрабатывал видеоряд с камер, определяя отдельных людей в толпе и понимая их направление движения. Важно было заранее выбрать камеру с «правильным» ракурсом, обеспечивающим, с одной стороны, хороший угол обзора, с другой – достаточный уровень освещения (не забываем, что съемка подземная).

Пример подсчета пасспотоков на пересадке «Калужская»- «Воронцовская» в сторону БКЛ. Обзор с одной камеры покрывает сразу два направления движения пассажиропотоков
Пример подсчета пасспотоков на пересадке «Калужская»- «Воронцовская» в сторону БКЛ. Обзор с одной камеры покрывает сразу два направления движения пассажиропотоков

На первом этапе нужно было оценить погрешность подсчета потока с использованием машинного зрения. В час пик люди движутся в довольно плотном потоке, и ПО может не распознать часть людей как отдельных пассажиров, посчитав 2-3 человека как одно целое. Люди, к примеру, в черной одежде и шапках могут слиться в одно пятно, тем более, в условиях недостаточного освещения. Любая система, связанная с машинным зрением, имеет определенную погрешность (это абсолютно нормально), и нам надо было ее определить.

Пример подсчета входящего потока на станции БКЛ «Проспект Вернадского»
Пример подсчета входящего потока на станции БКЛ «Проспект Вернадского»

Проверка проводилась самым простым и надежным способом. Софт анализировал видеоряд с камеры, одновременно с этим наш сотрудник делал ровно ту же работу, причем дважды, самостоятельно считая людей по головам на записи. Для сравнения брались 15-минутные временные отрезки в самых загруженных часах:

  • три – в утренний час пик (7.30-7.45, 8.30-8.45, 9.30-9.45);

  • три в вечерний (17.30-17.45, 18.30-18.45, 19.30-19.45);

  • один в межпиковый час (14.30-14.45);

  • один вечером (22.30-22.45);

Если результаты подсчетов машины и человека отличались более, чем на 10%, мы брали записи с камеры другого ракурса и делали сравнения повторно. В итоге по большинству пересадок нам удалось добиться минимальной (меньше 10%) погрешности при подсчетах. Для трех станций погрешность была в пределах 20%.

Отклонения были связаны с пропуском пассажиров при подсчете машинным зрением. Зная эту погрешность (которая оказалась для каждого отдельного видеоряда достаточно стабильной), мы стали применять корректирующие коэффициенты. Данный коэффициент для каждой камеры просто умножался на значение пересадок, которое считало ПО.

Пример расстановки створа с указанием направления движения: пассажиры, пересекающие его в указанном направлении, при подсчете потока суммировались
Пример расстановки створа с указанием направления движения: пассажиры, пересекающие его в указанном направлении, при подсчете потока суммировались

Данный этап проверки хоть и является трудозатратным, но выполняется только при первой настройке автоматического подсчета, либо при значимых изменениях в транспортной инфраструктуре (например, ввода новой линии или участка), которые могут повлиять на поведение пассажиров и увеличить число пересадок.

Вторым этапом мы запустили анализ уже круглосуточного видеоряда со всех камер всех станций. Результаты корректировались с помощью коэффициентов, о которых я говорил выше. На выходе по каждой из пересадок мы получали данные о фактическом пассажиропотоке.

Двери открываются

Самое главное, мы выяснили, что расчеты по используемой нашими коллегами из транспортного комплекса модели достаточно точны и соответствуют реальным пассажиропотокам.

Верификация пасспотоков теперь будет происходить регулярно (особенно – после ввода в эксплуатацию новых пересадок и станций, строительства крупных транспортных проектов), чтобы максимально точно знать, сколько пассажиров пользуются пересадками. В декабре 2024 года открылась удобная пересадка на БКЛ с «Авиамоторной» и «Электрозаводской». А в 2026 году должна появиться пересадка на новую Рублево-Архангельскую линию, в 2028 - на Бирюлевскую. После этого пассажиропотоки, очевидно, перераспределятся.

Ценность нашего проекта и в практическом опыте, который мы получили, используя искусственный интеллект в прикладных задачах. Проект, который мы завершили, был, наверное, не самый сложный, но пользу городу точно принес. В качестве тизера скажу, что у нас еще несколько очень интересных проектов по использованию ИИ, о них расскажем в следующих статьях.

Расскажите в комментариях, как используете искусственный интеллект в своей работе.

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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

    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

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