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Комбинаторная теория переобучения повысила информативность трассерных исследований в нефтегазовых месторождениях

Коллектив российских ученых исследовал применение методов машинного обучения для проектирования трассерных исследований. Целью было повышение достоверности результатов по выявлению гидродинамической связи в пласте между нагнетательными и добывающими скважинами в низкопроницаемых коллекторах с самопроизвольным развитием трещин гидроразрыва пласта (автоГРП) в нагнетательных скважинах. Работа была опубликована в российском журнале «Искусственный интеллект и принятие решений» и была выполнена совместно учеными и исследователями из МФТИ (г. Москва), ООО «РН-БашНИПИнефть» (г. Уфа) и ООО «РН-Юганскнефтегаз» (г. Нефтеюганск).

Трассерные (маркерные) исследования — это метод изучения скважин. Он заключается в том, что в пласт закачивают специальные реагенты-индикаторы (маркеры), которые могут быть химическими веществами или красителями. Они «метят» движение флюидов (нефти, воды) в пласте. Когда эти флюиды выходят на поверхность, исследователи могут анализировать их и узнавать, как именно они двигались под землей.

Данные, полученные при промысловых исследованиях, помогают определить фильтрационные потоки в продуктивном пласте — в каком направлении и с какой скоростью в нем движутся жидкости, в том числе в условиях низкопроницаемых коллекторов, в которых проводится гидравлический разрыв пласта (инициируются магистральные трещины) в добывающих и нагнетательных скважинах. Это помогает экономически эффективно управлять разработкой месторождения, предупреждать и выявлять преждевременное обводнение добывающих скважин, которые могут обводняться от трещин автоГРП в нагнетательных скважинах.

трассерных
Рисунок 1. Карта охвата гидродинамическими исследованиями и выявленных трещин самопроизвольного гидроразрыва пласта в нагнетательных скважинах (а) и участок проведения трассерных исследований (б) Источник: журнал «Нефтяное хозяйство», DOI: 10.24887/0028-2448-2023-7-46-50

Важной задачей в таких исследованиях является обнаружение и оценка наличия гидродинамической связи в низкопроницаемых пластах между нагнетательными и добывающими скважинами. Если меченая жидкость обнаруживается в добывающих скважинах, это подтверждает наличие гидродинамической связи между ними. Если же связи нет, это влияет на планы по управлению заводнением или дополнительному уплотняющему бурению новых скважин на исследованном участке месторождения. Если связь между скважинами значительная и жидкость поступает с высокой скоростью и в больших объемах, это может означать риск или наличие преждевременного обводнения добывающих скважин.

трассерных
Рисунок 2. Слева — пример со схемой расположения нагнетательной скважины с трещиной автоГРП (синий треугольник) и добывающих скважин с ГРП (красные треугольники). Справа — смоделированные кривые концентрации трассера в реагирующей добывающей скважине 3 при различных соотношениях длины трещины автоГРП к расстоянию между скважинами. Источник: журнал «Нефтегазовое дело», DOI: 10.17122/ngdelo-2021-4-41-49

Для того чтобы приступить к практическим действиям и оценить их экономическую эффективность, строят деревья решений — схемы действий и затрат, изображаемые графами, имеющими форму деревьев.

Рассмотрим пример такого дерева, чтобы было понятно, о чем идет речь. Представим себе, что нефтегазовая компания хочет решить, стоит им проводить новые сейсмические исследования или нет. Во втором случае они не тратят никаких средств, но и ничего не получают. Но если нефтегазовая компания инвестирует средства в сейсмические исследования, то она может столкнуться с несколькими сценариями дальнейшего развития событий.

Первый сценарий — новые запасы нефти обнаружены, и можно бурить новую скважину. Этот результат оправдывает затраты на исследования.

Во втором сценарии компания может обнаружить, что верхний пласт месторождения не вовлечен в разработку или задействован лишь частично. Это открывает новые возможности для оптимизации добычи нефти.

Третий сценарий предполагает, что пласт уже вовлечен в разработку, но бурение новой скважины невыгодно. В этом случае можно рассмотреть возможность проведения геолого-технических мероприятий (ГТМ) на уже пробуренных скважинах. Сейсмические исследования могут помочь повысить эффективность этих мероприятий.

В итоге аналитики компании получают целое «дерево» возможных сценариев, каждый из которых имеет свои экономические показатели. Суммируя их с заданными весами, они могут оценить общую ценность сейсмических исследований для проекта.

трассерных
Рисунок 3. Общая схема дерева решений. Источник: https://bigdataschool.ru/

В частности, в результате подобных исследований специалистами был получен патент «СПОСОБ ПОВЫШЕНИЯ ИНФОРМАТИВНОСТИ ТРАССЕРНЫХ ИССЛЕДОВАНИЙ В НЕФТЕГАЗОВЫХ МЕСТОРОЖДЕНИЯХ», https://www.elibrary.ru/item.asp?id=49218356

Дерево решений особенно полезно для специалистов, работающих с промысловыми данными, поскольку оно предоставляет ясные и понятные выводы. Однако у метода есть минус — переобучение. Оно заключается в том, что дерево может делать слишком точные выводы на основе небольших групп данных, что делает его менее надежным при встрече с новыми данными.

трассерных
Рисунок 4. Иллюстрация проблемы переобучения в машинном обучении. Источник:https://wiki.loginom.ru/articles/overtraining.html

Чтобы справиться с этой проблемой, коллектив российских ученых в своей научной работе предложил подход, при котором в каждом узле дерева решений локально минимизируется переобучение. Проще говоря, вместо того чтобы бороться с переобучением на всём дереве сразу, задача решается для каждого узла отдельно. Для этого используют специальные методы оценки переобучения, такие как критерий ожидаемой переобученности (EOF) и критерий полного скользящего контроля (CCV), которые были разработаны в рамках комбинаторной теории переобучения.

Эти методы оценки помогают уменьшить переобучение при построении модели, как было показано в прошлых исследованиях. В нынешней же работе российских ученых показано, что использование таких оценок для выбора признаков в логических алгоритмах классификации помогает сделать модель более надежной и устойчивой к переобучению.

Критерий EOF оценивает ожидаемую переобученность, возникающую при выборе порогового значения доли ошибок для данного признака. Критерий CCV оценивает саму эту долю ошибок на выбранном множестве примеров. Преимущество этого подхода в том, что эти критерии позволяют вычислять величину переобученности непосредственно, а не косвенным образом.

Расчет точных значений критериев требует огромных вычислительных затрат. Для улучшения производительности ученые использовали намного более быстрый алгоритм, который позволяет вычислить их приближенно.

Для проверки эффективности новых методов разработчики сравнили их с уже известными критериями, такими как индекс Джини (Gini Index), используемый в алгоритме CART, и коэффициент прироста информации (Gain Ratio), используемый в алгоритме C4.5.

Для оценки качества работы алгоритмов использовалась метрика под кривой (AUC). Это означает, что дерево решений рассчитывает вероятность того, что пример относится к определенному классу, а затем на основе этой вероятности выдает окончательный ответ. С помощью этой метрики проверяется, насколько хорошо вероятности, рассчитанные моделью, совпадают с реальными метками классов (0 и 1). Так можно понять, насколько хорошо модель распознает и классифицирует данные.

трассерных
Рисунок 5. Значения метрики AUC для различных критериев. Источник: журнал «Искусственный интеллект и принятие решений», DOI 10.14357/20718594240106

Переобученность алгоритма оценивалась как разность значений метрики на обучающей и контрольной выборках. Оказалось, что критерий ожидаемой переобученности действительно приводит к статистически значимому уменьшению переобученности.

трассерных
Рисунок 6. Значения переобученности для метрики AUC для различных критериев. Источник: журнал «Искусственный интеллект и принятие решений», DOI 10.14357/20718594240106

«Мы смогли улучшить алгоритм, который позволяет определить, связаны ли друг с другом разные нефтегазовые скважины, — рассказал Константин Воронцов, доктор физико-математических наук, профессор кафедры интеллектуальных систем ФУПМ МФТИ, профессор РАН. — Проведенное тестирование на примере двух месторождений в Западной Сибири позволило сделать вывод о статистически значимом улучшении качества модели дерева решений при использовании новых критериев отбора признаков».

Практические испытания показали, что алгоритм, протестированный на двух месторождениях в Западной Сибири, может точно выявлять пары скважин с трассером и повысить процент успешных обнаружений с 40 до 60 %. Это позволяет оптимизировать исследования, улучшая их эффективность и снижая затраты.

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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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