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Medallion Джима Саймонса – самый черный ящик индустрии по управлению деньгами

Джим Саймонс - один из самых успешных менеджеров хедж-фондов в истории. Основатель инвестиционной компании Renaissance Technologies и фонда Medallion - самого результативного и самого закрытого фонда в современной финансовой истории. Попробуем собрать информацию из разных источников и разобраться, в чем секрет успеха. Ведь подходы к управлению деньгами, используемые Саймонсом, будут полезны всем, кто управляет деньгами на фондовом рынке.

Саймонс и команда

Предки Джима Саймонса переселились в США из Российской империи в конце 19 века. Сам он родился в 1938 году и с детства увлекался математикой. Учился в Массачусетском технологическом (MIT), защитил докторскую в Беркли, преподавал в Гарварде. C середины 1960-х Саймонс занимался дешифровкой секретных кодов в Институте оборонного анализа США (IDA), откуда был уволен за критику вьетнамской военной кампании. После чего в 1968 году на 10 лет возглавил математический факультет Stony Brook University.

«Я хотел заниматься математикой с тех пор, как мне исполнилось 3 года. Я думал о числах и формах.» - Джим Саймонс

Джим Саймонс в Stony Brook University
Джим Саймонс в Stony Brook University

В 1978 году в возрасте 40 лет Саймонс покинул науку, чтобы заняться трейдингом. Его коллеги и семья считали, что он совершает огромную ошибку - зачем отказываться от многообещающей карьеры в математике, чтобы попытаться обогнать рынок?

Когда в начале 1980-х годов Джим Саймонс создал Renaissance Technologies и впервые применил свои математические способности к инвестированию, фундаментальный анализ все еще был королем на финансовых рынках. Это было тогда, когда персональные компьютеры только начали появляться, и технический анализ был далеко не так популярен, как сейчас. Большинству технических аналитиков все еще приходилось проходить через кропотливый процесс составления графиков вручную. Термин “квантовая торговля”, который относится к компьютеризированным торговым стратегиям, созданным на основе количественного анализа больших объемов данных, даже не существовал.

Первый офис Renaissance Technologies
Первый офис Renaissance Technologies

Опираясь на свой опыт и навыки математика и взломщика кодов, Саймонс смотрел на рынок принципиально по-другому. Он решил подойти к трейдингу, создав математические модели с использованием алгоритмов и автоматизированной торговли, что в наши дни является обычным делом в крупных инвестиционных фирмах, но тогда это было совершенно неслыханно.

В то время было два популярных направления мысли: а) рынок эффективен - вся информация уже в ценах и переиграть рынок невозможно; и б) если вы были кем-то особенным, как Уоррен Баффет или Питер Линч, то могли бы получить преимущество, разговаривая с руководством компаний и бесконечно изучая их отчетность.

Но Джим Саймонс не верил ни в один из этих подходов и решил искать закономерности в движении рыночных цен. Если он сможет определить на рынке повторяющиеся паттерны, то сможет заработать большие деньги.

«Теория эффективного рынка верна в том, что не существует явной неэффективности. Но мы рассматриваем аномалии, которые могут быть небольшими по размеру и краткими по времени. Мы делаем свой прогноз. Затем, вскоре после этого, мы переоцениваем ситуацию и пересматриваем наш прогноз и наш портфель. Мы занимаемся этим весь день. Мы всегда входим и выходим, выходим и входим. Таким образом, мы зависим от активности, чтобы делать деньги.» Джим Саймонс

Саймонс начал набирать математиков и специалистов по моделированию данных знакомых ему еще со времен работы в Институте оборонного анализа (IDA) и Университета Стоуни-Брук. Но в течение 10 лет он получал доходность на среднерыночном уровне, пока наконец не привлек к работе алгебраиста Джеймса Акса. Тот доработал существующие модели на основе корреляций, которые компьютеры искали во всех данных, накопленных Саймонсом. Вместе с Аксом была создана компания Axcom Ltd., переросшая в 1998 году в фонд Medallion. В 1989 году после просадки стоимости активов между Саймонсом и Аксом произошел конфликт, и последний покинул компанию.

Джеймс Акс
Джеймс Акс

Саймонс привлек к консультированию математика-кодировщика Элвина Берлекэмпа из Беркли, который выкупил долю Акса и изменил алгоритм для торговли краткосрочными паттернами, увеличив объемы высокочастотного трейдинга (High Frequency Trading). Математики решили, алгоритмам будет проще предсказать события на рынке, если периоды удержания позиций максимально сократятся.

Элвин Берлекэмп
Элвин Берлекэмп

В 1990 году, на третьем году своей деятельности, фонд показал доходность 59%.

Следующий всплеск талантов, большая часть которого остается ядром компании по сей день, обеспечила команда математиков из исследовательского центра IBM имени Томаса Уотсона, которая работала над проблемами распознавания речи и машинного перевода.

Незадолго до этого двое из них, Боб Мерсер и Питер Браун, пришли к менеджменту IBM в 1993 со смелым предложением. Они просили позволить им строить модели, которые управляли бы колоссальным на тот момент пенсионным фондом компании. Руководство IBM их проигнорировало, задав вопрос: что компьютерные лингвисты могут знать об управлении инвестициями?

Мерсер и Браун
Мерсер и Браун

В 1993 году Саймонс нанял Мерсера и Брауна. Это партнерство оказалось прочным и очень успешным. Medallion стал одновременно создавать позиции с тысячами инструментов.

«Мы быстро поняли, что мир финансов отличается от атмосферы IBM. Он безжалостен. Или ваши модели работают лучше, чем у других, и вы зарабатываете, или нет — и вы разоряетесь. Такое давление действительно заставляет концентрироваться». рассказывал Браун.

Саймонсу было 50 лет, прежде чем он добился успеха в трейдинге, и 60, прежде чем ему удалось привлечь значительные инвестиции в фонд. Сегодня состояние Саймонса оценивается в сумму более 20 млрд. долл. Его история - это урок стойкости, настойчивости и веры в себя.

Джим Саймонс
Джим Саймонс

Результаты

Хедж-фонд Medallion, созданный Renaissance, специализируется на диверсифицированной системной торговле с использованием индивидуальных количественных моделей, полученных на основе статистического анализа исторических ценовых паттернов. Как говорят, «его деятельность - одно из чудес современного финансового мира. Это технологический эквивалент лицензии на печать денег.» В течение 30 лет, начиная с 1988 года, доходность фонда Medallion составляла в среднем 66% годовых. Или 39% после вычета комиссии, которую фонд оставляет себе.

«Renaissance — коммерческая версия Манхэттенского проекта. Они — вершина инвестирования на основе количественных показателей. Никто даже близко не стоит.» —Эндрю Ло, профессор финансов школы менеджмента MIT Sloan и председатель AlphaSimplex, квантовой исследовательской фирмы.

Для людей извне загадка загадок как Medallion может удерживать такую среднюю годовую доходность на протяжении длительного периода. «Даже после стольких лет они легко превосходят любые попытки копирования их модели», — рассказывает Филипп Бонефой, бывший инвестор Medallion, позже соосновавший квантовую компанию Eleuthera Capital, базирующуюся в Швейцарии.

Чистая доходность от вложений в фонд Medallion (после уплаты комиссии)

927d0fc715f78925dc18e6cbf7b8f4a9.png

Секреты успеха

Люди

Успех Renaissance, конечно, безотрывно связан с людьми, которые создавали его, улучшали и поддерживали модели Medallion.

Из всех его сотрудников треть имеют докторские степени, но не в области финансов, а в таких областях, как информатика, физика, математика и статистика. Ренессанс был назван “лучшим физико-математическим факультетом в мире” и избегает нанимать кого-либо даже с малейшим намеком на причастность Уолл-стрит.

«Я всегда говорил, секрет Ренессанса в том, что мы не нанимаем людей с MBA» - Элвин Берлекэмпа (один из создателей фонда Medallion)

Другой вероятной движущей силой успеха Medallion является высокий уровень мотивации и удержания сотрудников в Renaissance, что позволяет фирме держать в секрете свои собственные алгоритмы и стратегии.

Информация

Существует гораздо больше факторов, влияющих на рынок, чем мы, простые люди, осознаем. Статистические методы позволяют выявить тонкие и многомерные причинно-следственные связи между факторами и рынком. С самого начала Ренессанс собирал обширные архивы данных обо всем - от экономических показателей до погоды. Количество и качество этих данных играли ключевую роль в том, что алгоритмы могли обнаружить тонкие и нераскрытые предикторы рыночных моделей.

Саймонс использовал “big data” примерно на 20 лет раньше, чем кто-либо другой. Он отправлялся в Федеральную резервную систему на Манхэттене и получал данные о ценах за последние десятилетия по самым разным активам. Позже он даже анализировал данные, уходящие вглубь веков, вплоть до 1700-х годов. Как-то Саймонс рассматривал возможное влияние солнечных пятен и лунных фаз на рынки. Или, например, если бы в газете появилась статья о нехватке хлеба в Сербии, компьютеры Ренессанса просеяли бы прошлые примеры нехватки хлеба и роста цен на пшеницу, чтобы увидеть, как реагируют цены.

Однажды команда улучшила свои прогностические алгоритмы, разработав довольно простую меру того, сколько раз та или иная компания упоминалась в новостной ленте – независимо от того, были ли упоминания положительными, отрицательными или даже чистыми слухами.

Качественное тестирование исторических данных дает фонду огромное преимущество. На рынках торгуют люди и их оценки ситуаций, эмоции и реакции создают ценовые паттерны, которые будут повторяться в будущем. Фонд Медальон как губка впитывает терабайты информации, покупая дорогое оборудование, чтобы переварить, сохранить и проанализировать данные, ища надежные паттерны.

«Паттерны движений цены не случайны. Однако они достаточно близки к случайным» - Джим Саймонс

Сигналы

Когда команда из IBM пришла в Renaissance, Medallion какое-то время уже получал относительно высокую доходность. В те ранние дни аномалии было легко обнаружить и использовать. Ученый из Renaissance как то заметил, что время закрытия торгов на опционы и фьючерсы Standard & Poor’s расходилось на 15 минут. Эту деталь он на некоторое время превратил в генерирующую прибыль машину, рассказал один из бывших инвесторов фонда.

Другой квант обнаружил корреляции внутри рынков, разбитые на небольшие временные периоды. Он начал рассматривать такие вещи, как: “Если золото растет в пятницу днем, что оно делает в понедельник утром?” Глядя на эти виды корреляций, он, наконец, нашел повторяющиеся паттерны, из которых можно построить надежные торговые системы.

Кванты выжимали все до последней капли. Взятые вместе, такие отклонения приносили серьезные деньги — сперва миллионы, а затем и миллиарды.

Но по-настоящему Фонд взлетел, когда он начал заниматься акциями. Первоначально основное внимание уделялось облигациям, сырьевым товарам и валютам. Однако для роста фонда требовалось гораздо больше активов.

С приходом Мерсера и Брауна в команду была закодирована совершенно новая система на большее количество инструментов, которая, по сути, была сложной версией статистического арбитража.

Сегодня стратегия Medallion включает в себя удержание тысяч длинных и коротких позиций и используют примерно такой алгоритм действий:

  • оценивают финансовые инструменты на основе сложных математических моделей и собственных алгоритмов;

  • находят два разных инструмента, один из которых относительно дорог, а другой — относительно дёшев;

  • покупают один и продают другой, делая ставку на то, что в какой-то момент цены должны вернуться к надлежащему уровню.

«У нас сидят что-то около 90 докторов наук в области физики и математики, которые просто ищут такие сигналы весь день. У нас постоянно работают 10 000 процессоров, которые перерабатывают данные в поисках сигналов». говорил Браун

Боб Мерсер как-то сказал, что Medallion прав в 50,75% случаев. И добавил, «когда речь идет о миллионах сделок, таким образом можно заработать миллиарды.”

Проще говоря, фонд Medallion зарабатывает деньги почти так же, как и казино. У «дома» небольшой перевес, но маленькие победы со временем могут привести к большой прибыли.

«Если вы потенциально совершаете сотни тысяч или миллионы сделок, даже небольшая прибыль на сделку оборачивается в итоге большой суммой», — объясняет Кэмпбелл Харви, профессор финансов в Школе бизнеса Fuqua.

Так и есть. Medallion превратил инвестиции в размере 100 долларов в фонд в начале 1988 года в 400 млн. долл. в 2020 году. Для сравнения, 100 долларов, вложенных в фондовый рынок в 1988 года, выросли бы до 2000 долларов за тот же период времени с реинвестированием дивидендов.

Сегодня Medallion использует десятки «стратегий», который вместе работают как одна система. Код, на котором держится работа фонда, состоит из нескольких миллионов строк, утверждают близкие к компании люди. Разные команды отвечают за разные сферы исследований.

«Мы ищем исторические данные, ищем аномальные паттерны, которые не ожидали бы встретить случайно. Как только мы находим их, проверяем на статистическую значимость. То, что мы делаем, никуда не денется. У нас могут быть плохие годы, иногда у нас может быть ужасный год. Но принципы, которым мы следуем, останутся. Прибыльная торговля сводится к поиску торговой системы с положительным математическим ожидание и управлению рисками через размер позиции.» - Джим Саймонс

Дисциплина

После того, как вы создадите прибыльную торговую систему, вы должны торговать в рамках нее последовательно и дисциплинированно. Ни одна торговая система не будет работать, если ей не следовать достаточно долго, чтобы позволить «взять» статистическое преимущество, на основе которого она создана. Все системы имеют просадки или полосы потерь, даже те, которые используются фондом Medallion. У всех трейдеров бывают моменты, когда они хотят перестать действовать согласно своему торговому плану.

Medallion отличается от большинства тем, что не отклоняется от торгового плана. “Они ученые и математики, они не обязательно чувствуют себя так эмоционально, как вы и я, они своего рода другая порода ... Если вы полагаетесь на модели и научный метод, то вы можете превзойти рынок” - Грегори Цукерман из The Wall Street Journal.

“У компьютера есть свое мнение, и мы рабски следуем ему.» - Саймон

Команда Renaissance рассматривает нарративы, за которые цепляется большинство инвесторов, чтобы объяснить движение цен, как странные и даже опасные, потому что они порождают неуместную уверенность в том, что рыночные ситуации могут быть адекватно поняты, а будущие цены предсказаны. Сотрудник Ренессанса как-то сказал, если бы это зависело от него, акции имели бы номера, а не названия, чтобы на инвесторов меньше давила история, стоящая за компанией.

Колебания и просадки

Диверсификация в акции стала большим прорывом для Renaissance и позволила фонду Medallion увеличить свой размер до 10 миллиардов долларов. Одним из ключевых преимуществ рынка акций является большое количество доступных инструментов. Цукерман упоминает, Renaissance может иметь 4000 длинных и 4000 коротких позиций в акциях в любой момент времени. Заключение сделок по такому огромному количеству активов оказывает глубокое влияние на риск портфеля и просадку. Рисунок ниже иллюстрирует влияние торговли большим количеством некоррелированных активов на волатильность портфеля.

Слева 1 актив; По центру 100 активов; Справа 10000 активов.
Слева 1 актив; По центру 100 активов; Справа 10000 активов.

Чем больше количество инструментов в портфеле, тем меньше колебания стоимости портфеля, а значит ниже риски. Широкая диверсификация позволяет фонду снизить общие риски портфеля и увеличить кредитное плечо, привлекая деньги на максимально выгодных условиях

Кредитное плечо

Известный на весь мир пример фонда Long-Term Capital Management (LTCM), это хрестоматийный пример того, когда очень умные люди (нобелевские лауреаты) недостаточно умны, чтобы понять риск. LTCM зарабатывал сверхприбыль, используя до 25-кратного кредитного плеча. Однако отсутствие понимания, связанных с этим рисков, привело его катастрофической гибели в 1998 году. Ренессанс, с другой стороны, уже более 30 лет демонстрирует глубокое понимание риска. Команда Саймонса разработала очень удачное решение для использования кредитного плеча.

Возможность использования заемных средств позволяет фонду поддерживать крайне высокую доходность. Система с доходностью 0,015% в день за год даст скромные 4%. Однако та же система с доступом к кредитному плечу 12,5x генерирует совокупную годовую доходность в размере 60%.

Слабые места

С 1970-х годов на рынке управления деньгами набирает популярность идея пассивного (индексного) инвестирования. В рамках него инвесторы отказываются от попыток выбирать самостоятельно акции с целью переиграть рынок и составляют портфель в полном соответствии со структурой выбранных индексов. То есть создают портфель, который является уменьшенной копией рынка в целом. При пассивном подходе решения как бы принимает сам индекс, а управляющий просто копирует индексный портфель и получает среднерыночную доходность. (на канале Trading Phronesis мы уже обсуждали причины роста популярности пассивного инвестирования)

Сегодня доля средств, переданных в индексные фонды достигла 50% и продолжает расти. Эта тенденция может негативно сказаться на Medallion, поскольку фонд, по сути, зарабатывает за счет людей, которые самостоятельно принимают решения, неправильно реагируя на различные рыночные ситуации.

“Весь гений Renaissance Technologies и Джима Саймонса заключается в том, что на рынке есть модели, которые мы, люди, на самом деле не улавливаем, а машины улавливают. Они используют невероятные данные … Но что произойдет, если поведение рынка изменится? На данный момент есть достаточно дантистов и людей, подобных мне, торгующих на рынке, которым они [Ренессанс] пользуются. Но что если все перейдут к пассивному инвестированию? Сама природа рынка может измениться.” - сказал Цукерман.

Вторым слабым местом фонда является рыночная ликвидность. Саймонс почти с самого начала определил, что общий размер фонда может влиять на его эффективность: «слишком много денег убивает прибыль». Попросту говоря, торговым системам Renaissance становится тесно на рынке и их эффективность снижается. На данный момент Саймонс ограничивает активы под управлением Medallion суммой между в $10 млрд, только вдвое больше того, что было 10 лет назад. Прибыль не реинвестируется и распределяется каждые шесть месяцев.

Заключение

Большой секрет фонда Medallion в том, что его нет. Успех сводится к тому, чтобы все делать правильно, используя высочайший уровень компетенций во всех компонентах, из которых и складывается правильный трейдинг. Это и приводит к непревзойденному результату.

Данные: Renaissance располагает огромным количеством качественных данных обо всем, что может отдаленно влиять на движение цен. Они были одними из первых, кто начал собирать и исследовать архивы данных.

Машинное обучение: Renaissance очень рано применил свои алгоритмы статистического обучения для выявления прогностических данных и статистически значимых повторяющихся паттернов на рынке. Их раннее внедрение машинного обучения на рынке акций внесло огромных вклад в успех.

Ограничения ликвидности: Каждый актив торгуется в пределах имеющихся ограничений ликвидности, чтобы позволить Medallion входить и выходить из рынка без чрезмерного воздействия или риска.

Скрытность: Позиции вводятся и выводятся таким образом, чтобы скрыть свою активность от рынка.

Точные затраты: Когда статистическое преимущество невелико, наличие точной оценки затрат на сделку улучшает идентификацию возможностей, которые целесообразно использовать.

Дисциплина: еще один важный урок от Джима Саймонса заключается в том, что прибыльная торговля строится на основе математики, но человек должен иметь дисциплину, чтобы следовать математике, не позволяя эмоциям влиять и «отключать» прибыльную систему.

Диверсификация: Medallion, по общему мнению, торгует 8000 активами в длинную/короткую позицию со средней продолжительностью сделки около 2 дней. Применение рыночного нейтрального подхода к такой большой базе активов значительно снижает волатильность и просадки.

Кредитное плечо: Все вышеперечисленные лучшие практики лежат в основе доступа к значительному кредитному плечу. Цукерман оценивает сделки Medallion в среднем с кредитным плечом от 12x до 20x. Историческая доходность от Medallion без левереджа аналогична индексу S&P 500. Однако эффективное использование заемных средств сделало фонд великим.

Спасибо за лайки!
Ссылка на телеграмм канал: https://t.me/TradPhronesis

Там есть ссылки на другие статьи, с которыми тоже полезно ознакомиться :)

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  • 06.07.26 16:20 Olga Ognjanović

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  • 06.07.26 16:31 Joseph Weigl

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  • 07.07.26 18:00 robertalfred175

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  • 07.07.26 18:01 robertalfred175

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  • 09.07.26 19:06 Toivo Walli

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  • 09.07.26 19:10 Misty Alexander

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  • 13.07.26 23:49 [email protected]

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  • 15.07.26 11:53 Sarah Green

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  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 04:10 Fraddy Pual

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:54 kimberlyhebertt6877

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  • 30.07.26 00:04 Ahmed

    A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.

  • 30.07.26 17:27 wendytaylor015

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  • 30.07.26 17:27 wendytaylor015

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  • 31.07.26 16:21 rssllhrnsb

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  • 04.08.26 11:05 Kisnoles

    Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.

  • 04.08.26 12:37 kimberlyhebertt6877

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  • 16.08.26 01:44 Matt Kegan

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  • 18.08.26 04:59 marcushenderson624

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  • 19.08.26 14:50 BAYER7043

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  • 20.08.26 11:32 michaeldavenport218

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  • 23.08.26 20:02 leslieyee

    Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.

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  • 30.08.26 15:37 [email protected]

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  • 02.09.26 03:43 kimberlyhebertt6877

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  • 05.09.26 21:38 [email protected]

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  • 09.09.26 23:22 Fraddy Pual

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  • 11.09.26 03:23 kimberlyhebertt6877

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  • 11.09.26 03:23 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 15.09.26 03:35 elioduncan

    I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]

  • 15.09.26 15:45 lydiassmith567

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  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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