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[Перевод] Как я выиграл $2 750 с помощью JavaScript, ИИ и банки WD-40

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За последние десять лет я выиграл во многих маркетинговых видео-конкурсах, используя проверенные техники. Но конкретно этот случай стал первым, в котором значительную роль сыграло программирование и инструменты ИИ.

В этой статье я опишу, как с помощью ChatGPT и JavaScript выяснил, что реально могу победить в конкурсе, и как в итоге пришёл к победе.

В июне у меня родился второй ребёнок. Я его, безусловно, люблю, но мало на что способен, когда глаза закрываются от усталости, а на груди висит этот младенец шести недель от роду.

Тем не менее…

Даже в таких условиях я вполне могу перемещаться по дому с банкой WD-40, устраняя различные мелкие неисправности.

Собственно, поэтому моё внимание и привлёк видео-конкурс WD-40 Repair Challenge.

В целом я не особо люблю всяческие онлайн-конкурсы. Я предпочитаю, когда правила выстроены так, чтобы в них было реально выиграть.

Поэтому для начала давайте разберём некоторые заявленные критерии и условия, которые сделали этот конкурс очень привлекательным для участия.

Три благоприятствующих момента


▍ 1. Нюанс в судейских критериях


Я участвую только в тех конкурсах, где победителей выбирают судьи, никогда не рассматривая случайный выбор или победу большинством голосов (конкурсы популярности).

В данном же случае во взвешенном списке критериев оценки присутствовала строка, которая в конечном счёте исключила 80% участников.

28mv4yzqf55ghybyuzr5kuhcoey.png

Присваивание 1/4 очков заявке только за то, что это видео, уже говорит о высокой приоритетности именно видеоматериалов.

Тем не менее на конкурс, помимо видео-заявок, принимались и заявки с фото. И поскольку такие заявки согласно условиям автоматически недополучали ¼ очков, я решил исключить всех соответствующих участников как неконкурентных, так как их максимальный балл мог составить лишь 75/100.

В этом конкурсе мне также понравилось, что общее качество контента имело небольшой вес. Обычно более высокая значимость этого критерия оказалась бы мне на руку, так как я всегда стремлюсь к высокому качеству исполнения, но напомню…что я был обременён грудным малышом, и ожидать от меня максимального качества было нереально.

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⚖️
Чем сложнее список критериев оценки, тем больше мне хочется принять участие в конкурсе. Никто не анализирует эти списки так, как я. Уж чего у меня полно, так это времени, детка…

▍ 2. Широкий список призов


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Очевидно, что мы нацелены на первое место, но всего конкурс предполагал 16 денежных призов и 13 призов в виде неких материальных ценностей. Итого в общей сложности 29 призов. Неслыханно много.

Тем не менее мне нужна уверенность, что мои шансы выиграть приз перевесят усилия, необходимые для создания достойной конкурентной заявки. Я не рассматриваю этот процесс как дополнительную подработку. Мне хочется добиться максимального результата, затратив минимум рабочего времени.

▍ 3. Возможность выиграть более одного приза


Если вы можете создать несколько заявок (n), то этот нюанс вас определённо порадует.

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Перевод выделенного текста. Количество заявок от одного участника не ограничено. Участники, реализовавшие несколько проектов и подавшие несколько заявок, могут получить несколько выигрышей. Примерная рыночная стоимость всех призов составляет $16 190.

Анализ конкурса


В общей сложности на конкурс было зарегистрировано 538 заявок. Вероятность победы равная n/(538+n) не особо обнадёживает, не так ли?

Но давайте копнём глубже, чтобы понять, почему победа не так маловероятна, как кажется на первый взгляд. Для этого нам нужно проанализировать заявки.

Сайт конкурса был создан с помощью Laravel Livewire. Livewire не возвращает из своего API сырые данные JSON о заявках на конкурс, передавая вместо них HTML. Это означало, что я не могу просто обратиться к конечной точке /submissions, чтобы получить информацию о каждой заявке — нужно было её скрейпить.

Я составил скрипт Playwright для постраничного перебора галереи заявок и сбора данных, необходимых для анализа конкурентов.

const { chromium } = require("playwright");

const startScraping = async () => {
    const browser = await chromium.launch({ headless: false });
    const context = await browser.newContext();
    const page = await context.newPage();
    await page.goto("https://repair.wd40.com/gallery");
    // Клик по кнопке с надписью "Reject All"
    await page.click('button:text("Reject All")');
    await getAllEntries(page);
    await browser.close();
}

startScraping();

Поначалу всё довольно просто. Мы переходим в галерею заявок, отклоняем баннер с запросом об использовании куки и инициируем процесс сбора заявок.

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▍ Сортировка заявок по категориям


Для понимания своих шансов мне нужно было определить категорию каждой заявки. Напомню, что я могу смело исключить из списка реальных конкурентов фото-заявки, поскольку они при оценке будут иметь значительно меньший приоритет.

Определить категорию каждой заявки можно было только по тому, какая SVG-иконка использовалась для её представления.

При дальнейшем рассмотрении выяснилось, что всего в конкурсе участвовало три вида заявок: video, photo, и step.

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Категория Step подразумевала дополнительное сопровождение заявки письменными пошаговыми инструкциями. Поскольку отчётливое определение шагов, предпринятых для починки чего-либо в рамках вашего проекта, добавляло 10/100 очков, я понял, что наиболее перспективной в плане выигрыша является именно категория Step. Тогда я решил, что все мои заявки будут относиться именно к ней.

Ниже показано, как я реализовал функцию постраничного скрейпинга getAllEntries и присваивание каждой заявке категории:

// Определение категорий заявок по их иконкам
const IMG_ICON = `<path d="M14 9l-2.519 4-2.481-1.96-5 6.96h16l-6-9zm8-5v16h-20v-16h20zm2-2h-24v20h24v-20zm-20 6c0-1.104.896-2 2-2s2 .896 2 2c0 1.105-.896 2-2 2s-2-.895-2-2z"></path>`.trim();
const VIDEO_ICON = `<path d="M16 18c0 1.104-.896 2-2 2h-12c-1.105 0-2-.896-2-2v-12c0-1.104.895-2 2-2h12c1.104 0 2 .896 2 2v12zm8-14l-6 6.223v3.554l6 6.223v-16z"></path>`.trim();
const STEP_ICON = `<path d="m22 17.75c0-.414-.336-.75-.75-.75h-13.5c-.414 0-.75.336-.75.75s.336.75.75.75h13.5c.414 0 .75-.336.75-.75zm-18.25-2.75c.966 0 1.75.784 1.75 1.75s-.784 1.75-1.75 1.75-1.75-.784-1.75-1.75.784-1.75 1.75-1.75zm18.25-1.25c0-.414-.336-.75-.75-.75h-13.5c-.414 0-.75.336-.75.75s.336.75.75.75h13.5c.414 0 .75-.336.75-.75zm-18.25-3.75c.966 0 1.75.784 1.75 1.75s-.784 1.75-1.75 1.75-1.75-.784-1.75-1.75.784-1.75 1.75-1.75zm18.25-.25c0-.414-.336-.75-.75-.75h-13.5c-.414 0-.75.336-.75.75s.336.75.75.75h13.5c.414 0 .75-.336.75-.75zm-18.25-4.75c.966 0 1.75.784 1.75 1.75s-.784 1.75-1.75 1.75-1.75-.784-1.75-1.75.784-1.75 1.75-1.75zm18.25.75c0-.414-.336-.75-.75-.75h-13.5c-.414 0-.75.336-.75.75s.336.75.75.75h13.5c.414 0 .75-.336.75-.75z" fill-rule="nonzero"></path>`

let totalEntries = 0; // Инициализация счётчика для подсчёта общего числа заявок
let imageEntries = 0; // инициализация счётчика для подсчёта количества фото-заявок
let stepEntries = 0; // Инициализация счётчика для подсчёта заявок категории Step
let videoEntries = 0; // Инициализация счётчика для подсчёта видео-заявок

const getAllEntries = async (page) => {
    const entries = await page.$$("ul.grid li.contents");
    totalEntries += entries.length; // Инкрементирование общего числа заявок на их количество, обнаруженное на текущей странице

    for (const entry of entries) {
        const entryHtml = await entry.innerHTML();
        const a = await entry.$("a");
        const href = await a.getAttribute("href");

        if (entryHtml.includes(IMG_ICON)) {
            // Это неконкурентная фото-заявка
            imageEntries++; // Инкрементирование счётчика фото-заявок без вывода на экран
        } else {
            if (entryHtml.includes(VIDEO_ICON)) {
                console.log('Competitive video entry found');
                videoEntries++; // Инкрементирование счётчика видео-заявок
            } else if (entryHtml.includes(STEP_ICON)) {
                console.log('Competitive step entry found');
                stepEntries++; // Инкрементирование счётчика заявок Step
            } else {
                console.log('Unknown entry type');
            }
            console.log(href); // Вывод на экран href не-фото заявок для дальнейшего анализа
        }
    }

    const nextButton = await page.$('a[rel="next"]');
    if (nextButton) {
        await nextButton.click();
        await page.waitForResponse(response => response.status() === 200);
        // Ожидание несколько секунд, чтобы осуществить загрузку и исключить ограничение скорости передачи
        await page.waitForTimeout(3200);
        await getAllEntries(page); // Рекурсивный вызов
    } else {
      console.log('No next button found, reached the end');
			// Всё готово, теперь можно анализировать заявки и делать умозаключения
			console.log(`Total entries processed: ${totalEntries}`);
      console.log(`Image entries: ${imageEntries}`); // Вывод общего числа фото-заявок
      console.log(`Video entries: ${videoEntries}`); // Вывод общего числа видео-заявок
      console.log(`Step entries: ${stepEntries}`); // Вывод общего числа заявок Step
    }
}

В этой функции мы рекурсивно выполняем серию задач:

  1. Получаем количество потомков в элементе ul.grid li.contents (каждый потомок — это заявка на конкурс).
  2. Для каждого потомка:
    1. Получаем href, чтобы вывести его в консоль, если соответствующая заявка нам интересна.
    2. Определяем, какая SVG-иконка использовалась для представления заявки:
      1. Если это фото-заявка, игнорируем её, так как конкурентной угрозы она для нас не представляет.
  3. Инкрементируем счётчик соответствующего типа заявок:
    1. Ищем кнопку Next page a[rel="next"]
    2. Если она существует, кликаем, ожидаем загрузки следующей страницы и повторяем процесс с шага 1.
    3. Если кнопки нет, значит мы достигли конца всех заявок, и можно выводить результаты.

Я выполнил скрипт командой node index.js и получил в консоли такие результаты:

No next button found, reached the end
Total entries processed: 538
Image entries: 439
Video entries: 17
Step entries: 67

Из всех 538 заявок на конкурс 439 были определены как неконкурентные фото-заявки.

👉 439/538=0.8159851301

То есть можно смело отбросить 81% всех заявок. Закон Парето. Естественно!
Теперь можно удалить эти 439 заявок из расчётов вероятности победы:

👉 538−439=99 
Шансы случайно выиграть один приз составляют: n/(99+n)

Но при этом также не забываем, что по результатам конкурса будет вручено аж 29 призов.

▍ Качество по-прежнему важно


Мы уже отсеяли подавляющее большинство заявок как неконкурентные, но можно отбросить и ещё часть. Это конкурс с участием судей. Низкопробные материалы, плохое повествование, наигранность в действиях и некачественный монтаж — все эти моменты могут стать причиной проигрыша.

Поэтому, опираясь на всё перечисленное, я решил ненадолго представить себя в роли судьи. Если ваша заявка банально не отвечает моим критериям качества контента, то я смело отнесу её к проигравшим.

В итоге я просмотрел часть заявок из категорий видео и Step. Если заявка оказывалась недостаточно хороша, я копировал её заголовок и сохранял в массиве неконкурентных. Затем, когда в ходе перебора галереи обнаруживалась одна из этих бесперспективных заявок, я обозначал её как nonCompetitor.

// Проверка, содержит ли href известную неконкурентную заявку
const KNOWN_NON_COMPETITORS = ['imagine', 'some', 'not', 'so', 'great', 'entry', 'slugs', 'in', 'this', 'list', 'that', 'have', 'been', 'redacted', 'to', 'be', 'kind']
let nonCompetitorEntries = 0; // Инициализация счётчика неконкурентных заявок

const isNonCompetitor = KNOWN_NON_COMPETITORS.some(nonCompetitor => href.includes(nonCompetitor));

if (isNonCompetitor) {
  nonCompetitorEntries++; // Инкрементирование счётчика неконкурентных заявок
  continue; // Пропуск вывода в консоль и подсчёт этой заявки
}

▶️
Качество воспроизведения видеороликов из галереи заявок оставляло желать лучшего. Медленная загрузка неоптимизированных MP4, отсутствие миниатюрных превью, заурядный проигрыватель тегов <video> — всё это участники могли легко доработать с помощью таких сервисов, как Mux.

У меня не было возможности просмотреть все заявки, но не менее 23 из них определённо не дотягивали до конкурентного уровня. В результате шансы на победу сдвигаются ещё больше в нашу пользу:

👉 99−23=76
Шансы выиграть один приз: n/(76+n)

В случае регистрации одной заявки мои шансы на выигрыш $5 000 составляли 1 к 77.

Такая перспектива уже выглядела довольно обнадёживающей, но поскольку каждый участник мог прислать несколько заявок, я должен был постараться отправить столько качественных материалов, сколько реально мог создать на фоне своих отцовских хлопот.

Я обновил код вывода в консоль, чтобы он включал количество конкурентных заявок. Именно с этим числом мне предстояло сопоставлять все вероятности на победу:

console.log(`Total entries processed: ${totalEntries}`);
console.log(`Image entries: ${imageEntries}`); // Вывод общего числа фото-заявок
console.log(`Non-competitive entries: ${nonCompetitorEntries}`); // Вывод общего числа неконкурентных заявок
console.log(`Video entries: ${videoEntries}`); // Вывод общего числа видео-заявок
console.log(`Step entries: ${stepEntries}`); // Вывод общего числа заявок Step
const competitiveEntries = totalEntries - nonCompetitorEntries - imageEntries;

console.log(`Competitive entries: ${competitiveEntries}`); // Вывод общего числа конкурентных заявок

▍ Вычисление вероятности выигрыша нескольких призов


Мне нужно было лучше понять свои шансы на выигрыш нескольких призов на случай, если я отправлю несколько заявок. Это, в свою очередь, требовало более тщательного анализа схемы присваивания призов:

const NUMBER_OF_PERSONAL_ENTRIES = 8;

const prizeDistribution = [
    { award: "grand prize", quantity: 1, amount: "$5,000" },
    { award: "second place prize", quantity: 1, amount: "$3,000" },
    { award: "third place prize", quantity: 1, amount: "$1,500" },
    { award: "fourth place prize", quantity: 7, amount: "$500 Lowe's gift card" },
    { award: "fifth place prize", quantity: 6, amount: "$250 Lowe's gift card" },
    { award: "sixth place prize", quantity: 13, amount: "WD-40 Branded Yeti® Rambler® One Gallon Jug" }
];

Обновим вывод, чтобы он раскрывал больше информации о призах:

console.log(`Number of prizes: ${prizes.reduce((acc, curr) => acc + curr.quantity, 0)}`); // Вывод общего числа призов

Теперь можно выяснить шансы на победу. Для этого мы используем функцию, вычисляющую биномиальный коэффициент.

Биномиальный что? Объяснение биномиальных коэффициентов по аналогии с банкой печенья
  1. Общее количество печенек (n): представьте, что у вас в банке лежит 25 печенек, каждая со своим типом. Вам нужно взять несколько из них, чтобы угостить друзей.
  2. Выбор печенек (k): вы решаете достать из банки 5 печенек. Порядок из извлечения значения не имеет. Вы просто хотите знать, сколько групп по 5 печенек вы можете собрать из всех 25 доступных.
  3. Комбинации (биномиальный коэффициент): биномиальный коэффициент (или число сочетаний из n по k) — это способ вычисления количества групп печенек, которые вы можете сформировать. Он показывает, сколько уникальных комбинаций по 5 печенек вы можете собрать из 25 доступных.

Детальный разбор:

  1. Одна печенька (k=1): если вы хотите извлечь всего одну печеньку (k=1), то ясно, что вам становится доступно 25 разных вариантов (по одному для каждой печеньки).
  2. Две печеньки (k=2): если вам нужно взять 2 печеньки, биномиальный коэффициент поможет определить все пары, которые вы можете собрать. Это будет уже сложнее, поскольку простое умножение здесь использовать нельзя. Нужно также учесть тот факт, что выбор печеньки A и затем печеньки B будет равноценен выбору сначала печеньки B и затем печеньки A.
  3. Общий случай (k печенек): для любого числа печенек k, которое вы хотите взять, биномиальный коэффициент позволит вычислить общее число уникальных групп из этих k печенек, которые можно собрать из их общего числа n.

Математические шаги (переведённые в аналогию):

  1. Стартовая точка: начинаем с n печенек и выбираем первую, получаем n вариантов.
  2. Следующие варианты: для следующей печеньки у нас есть n−1 вариантов и так далее, пока не будут выбраны все k печенек.
  3. Избегание двойного подсчёта: чтобы исключить многократный подсчёт одной группы в разном порядке мы производим деление по количеству способов, которыми можно упорядочить эти k печенек среди них самих (то есть среди k).

Объяснение кода:

В коде биномиальный коэффициент вычисляется так:

function binomialCoefficient(n, k) {
    if (k > n) return 0; // Вы не можете выбрать больше печенек, чем у вас есть
    if (k === 0 || k === n) return 1; // Если вы не выбираете печеньки или выбираете их все, то сделать это можно только одним способом

    let coefficient = 1;
    for (let i = 1; i <= k; i++) {
        coefficient *= (n - (k - i)); // Умножение на количество оставшихся вариантов
        coefficient /= i; // Деление на число способов упорядочивания выбранных печенек
    }
    return coefficient;
}

  • Инициализация: начинаем с коэффициента 1.
  • Цикл: на каждом шаге, начиная с 1 и до k, обновляем коэффициент:
    • Умножаем на количество оставшихся вариантов.
    • Делим на количество шагов, чтобы учесть различные вариации последовательности.

Буду честен, я не математик, и всё это уже начинало выходить за рамки моих знаний. Но сама задача, которую я пытался реализовать, являлась не такой уж неординарной.

Я был вполне уверен, что на основе достаточно продуманного промпта GPT4o сможет составить код для вычисления моих шансов на победу:

I am trying to understand my odds of winning a contest. The contest allows me to submit multiple entries. The judges are selecting a total of 29 winners. there is one first place winner, one second place winner, one third place winner, seven fourth place winners, six fifth place winners, and 13 sixth place winners. I'd like to learn my chances to win based on if i submit n number of entries. i also know the total number of existing submissions, so I can pass that number as an argument to the function provide the javascript code to help me calculate my chances of winning. I want to provide the number of my entries, the number of competing entries, and learn my odds of winning.
Перевод
Я пытаюсь понять свои шансы на победу в конкурсе. Условия конкурса позволяют прислать несколько заявок. Всего судьи выберут 29 победителей. Из них будет один победитель на первое место, один на второе, один на третье, семь на четвёртое, шесть на пятое и тринадцать на шестое. Я хочу узнать свои шансы на победу в случае, если отправлю n заявок. Мне также известно общее число присланных на конкурс заявок, и я могу передать это число в виде аргумента в функцию. Создай мне код JavaScript для вычисления моих шансов на победу. Я хочу передать количество моих заявок, количество конкурирующих заявок и выяснить свои шансы на победу.

На это GPT4o сгенерировал такой код:

function binomialCoefficient(n, k) {
    if (k > n) return 0;
    if (k === 0 || k === n) return 1;

    let coefficient = 1;
    for (let i = 1; i <= k; i++) {
        coefficient *= (n - (k - i));
        coefficient /= i;
    }
    return coefficient;
}

// Функция для вычисления вероятности выигрыша ровно k призов
function probabilityOfWinningKPrizes(totalEntries, yourEntries, totalPrizes, k) {
    if (k > yourEntries || k > totalPrizes) return 0;

    let otherEntries = totalEntries - yourEntries;
    let waysForYouToWinKPrizes = binomialCoefficient(yourEntries, k);
    let waysForOthersToWinRemainingPrizes = binomialCoefficient(otherEntries, totalPrizes - k);
    let totalWaysToAwardPrizes = binomialCoefficient(totalEntries, totalPrizes);

    let probability = (waysForYouToWinKPrizes * waysForOthersToWinRemainingPrizes) / totalWaysToAwardPrizes;
    return probability;
}

// Функция для преобразования вероятности в понятный человеку показатель шансов
function probabilityToOdds(probability) {
    if (probability === 0) return "0 (impossible)";
    let odds = 1 / probability;
    return `1 in ${Math.round(odds).toLocaleString()}`;
}

// Функция для вычисления подробных вероятностей выигрыша призов в каждой категории
function calculateDetailedProbabilities(totalEntries, yourEntries, prizeDistribution) {
    let detailedProbabilities = {};

    prizeDistribution.forEach(prize => {
        let probabilities = [];
        let humanReadableOdds = [];
        let totalProbability = 0;
        for (let k = 0; k <= prize.quantity; k++) {
            let probability = probabilityOfWinningKPrizes(totalEntries, yourEntries, prize.quantity, k);
            probabilities.push(probability);
            totalProbability += probability;
            humanReadableOdds.push(probabilityToOdds(probability));
        }
        console.log(`Total probability for ${prize.award} should be close to 1: ${totalProbability}`);
        detailedProbabilities[prize.award] = {
            probabilities,
            humanReadableOdds
        };
    });

    return detailedProbabilities;
}

// Функция для вычисления кумулятивной вероятности выигрыша хотя бы одного приза
function calculateCumulativeProbability(totalEntries, yourEntries, prizeDistribution) {
    let probabilityOfNotWinningAnything = 1;

    prizeDistribution.forEach(prize => {
        let probabilityOfNotWinningThisPrize = probabilityOfWinningKPrizes(totalEntries, yourEntries, prize.quantity, 0);
        probabilityOfNotWinningAnything *= probabilityOfNotWinningThisPrize;
    });

    return 1 - probabilityOfNotWinningAnything;
}

// Функция для вычисления объединённых вероятностей выигрыша во всех категориях призов
function calculateCombinedProbabilities(totalEntries, yourEntries, totalPrizes) {
    let combinedProbabilities = [];
    let combinedHumanReadableOdds = [];
    let totalProbability = 0;

    for (let k = 0; k <= totalPrizes; k++) {
        let probability = probabilityOfWinningKPrizes(totalEntries, yourEntries, totalPrizes, k);
        combinedProbabilities.push(probability);
        totalProbability += probability;
        combinedHumanReadableOdds.push(probabilityToOdds(probability));
    }

    console.log(`Total combined probability for all prizes should be close to 1: ${totalProbability}`);
    return { combinedProbabilities, combinedHumanReadableOdds };
}

Неплохо.

Теперь же, когда у нас есть вспомогательные функции, используем их для вывода различных вероятностей и шансов в случае отправки на конкурс различного числа заявок:

// Пример
const totalEntries = 76;
const yourEntries = 8; // Измените это значение, чтобы проверить вероятности при различном числе отправленных заявок
const prizeDistribution = [
    { award: 'First place', quantity: 1 },
    { award: 'Second place', quantity: 1 },
    { award: 'Third place', quantity: 1 },
    { award: 'Fourth place', quantity: 7 },
    { award: 'Fifth place', quantity: 6 },
    { award: 'Sixth place', quantity: 13 }
];
const totalPrizes = prizeDistribution.reduce((acc, prize) => acc + prize.quantity, 0);
const totalEntriesIncludingYours = totalEntries + yourEntries;

let detailedProbabilities = calculateDetailedProbabilities(totalEntriesIncludingYours, yourEntries, prizeDistribution);

// Подробное отображение вероятностей и шансов на победу в понятном человеку виде
Object.keys(detailedProbabilities).forEach(prize => {
    let prizeInfo = detailedProbabilities[prize];
    console.log(`Your probabilities of winning 0 to ${prizeDistribution.find(p => p.award === prize).quantity} ${prize} prizes are:`, prizeInfo.probabilities);
    prizeInfo.humanReadableOdds.forEach((odds, index) => {
        console.log(`The odds of winning exactly ${index} ${prize} prizes are: ${odds}`);
    });
});

// Вычисление общей вероятности выигрыша хотя бы одного приза
let cumulativeProbability = calculateCumulativeProbability(totalEntriesIncludingYours, yourEntries, prizeDistribution);
console.log("Your cumulative probability of winning at least one prize is:", cumulativeProbability);

// Вычисление общих вероятностей для всех призов
let combinedResults = calculateCombinedProbabilities(totalEntriesIncludingYours, yourEntries, totalPrizes);

// Вывод общих вероятностей и шансов на победу в понятном человеку виде
console.log(`Your probabilities of winning 0 to ${totalPrizes} prizes across all categories are:`, combinedResults.combinedProbabilities);
combinedResults.combinedHumanReadableOdds.forEach((odds, index) => {
    console.log(`The odds of winning exactly ${index} prizes across all categories are: ${odds}`);
});

Итак, барабанная дробь…

Итоговые расчёты показывали, что при отправке 8 заявок у меня был более высокий шанс выиграть 1, 2, 3, 4 или даже 5 призов, чем не выиграть вообще. При этом была 95% вероятность, что я выиграю как минимум один приз.

Total probability for First place should be close to 1: 1
Total probability for Second place should be close to 1: 1
Total probability for Third place should be close to 1: 1
Total probability for Fourth place should be close to 1: 1
Total probability for Fifth place should be close to 1: 1
Total probability for Sixth place should be close to 1: 1
Your probabilities of winning 0 to 1 First place prizes are: [ 0.9047619047619048, 0.09523809523809523 ]
The odds of winning exactly 0 First place prizes are: 1 in 1
The odds of winning exactly 1 First place prizes are: 1 in 11
Your probabilities of winning 0 to 1 Second place prizes are: [ 0.9047619047619048, 0.09523809523809523 ]
The odds of winning exactly 0 Second place prizes are: 1 in 1
The odds of winning exactly 1 Second place prizes are: 1 in 11
Your probabilities of winning 0 to 1 Third place prizes are: [ 0.9047619047619048, 0.09523809523809523 ]
The odds of winning exactly 0 Third place prizes are: 1 in 1
The odds of winning exactly 1 Third place prizes are: 1 in 11

jfcik1_vqzicvfzk0fmze07xkce.jpeg

Вероятности выигрыша приза за четвёртое место
Your probabilities of winning 0 to 7 Fourth place prizes are: [
  0.48267009292649365,
  0.3861360743411949,
  0.11420926142486047,
  0.01586239742011951,
  0.0010864655767205144,
  0.000035236721407151816,
  4.6982295209535756e-7,
  1.7662516996066073e-9
]
The odds of winning exactly 0 Fourth place prizes are: 1 in 2
The odds of winning exactly 1 Fourth place prizes are: 1 in 3
The odds of winning exactly 2 Fourth place prizes are: 1 in 9
The odds of winning exactly 3 Fourth place prizes are: 1 in 63
The odds of winning exactly 4 Fourth place prizes are: 1 in 920
The odds of winning exactly 5 Fourth place prizes are: 1 in 28,379
The odds of winning exactly 6 Fourth place prizes are: 1 in 2,128,461
The odds of winning exactly 7 Fourth place prizes are: 1 in 566,170,722


Вероятности выигрыша приза за пятое место
Your probabilities of winning 0 to 6 Fifth place prizes are: [
  0.5378323892609501,
  0.3636049955566986,
  0.0883762141978087,
  0.009685064569622872,
  0.0004907971910281861,
  0.00001047034007526797,
  6.888381628465768e-8
]
The odds of winning exactly 0 Fifth place prizes are: 1 in 2
The odds of winning exactly 1 Fifth place prizes are: 1 in 3
The odds of winning exactly 2 Fifth place prizes are: 1 in 11
The odds of winning exactly 3 Fifth place prizes are: 1 in 103
The odds of winning exactly 4 Fifth place prizes are: 1 in 2,038
The odds of winning exactly 5 Fifth place prizes are: 1 in 95,508
The odds of winning exactly 6 Fifth place prizes are: 1 in 14,517,198


Вероятности выигрыша приза за шестое место
Your probabilities of winning 0 to 13 Sixth place prizes are: [
  0.2440438148568602,
  0.3965711991423978,
  0.2562460055997032,
  0.08541533519990106,
  0.015935696865653184,
  0.00168730907989269,
  0.00009781501912421392,
  0.0000027947148321203974,
  2.952163555056758e-8,
  0,
  0,
  0,
  0,
  0
]
The odds of winning exactly 0 Sixth place prizes are: 1 in 4
The odds of winning exactly 1 Sixth place prizes are: 1 in 3
The odds of winning exactly 2 Sixth place prizes are: 1 in 4
The odds of winning exactly 3 Sixth place prizes are: 1 in 12
The odds of winning exactly 4 Sixth place prizes are: 1 in 63
The odds of winning exactly 5 Sixth place prizes are: 1 in 593
The odds of winning exactly 6 Sixth place prizes are: 1 in 10,223
The odds of winning exactly 7 Sixth place prizes are: 1 in 357,818
The odds of winning exactly 8 Sixth place prizes are: 1 in 33,873,462
The odds of winning exactly 9 Sixth place prizes are: 0 (impossible)
The odds of winning exactly 10 Sixth place prizes are: 0 (impossible)
The odds of winning exactly 11 Sixth place prizes are: 0 (impossible)
The odds of winning exactly 12 Sixth place prizes are: 0 (impossible)
The odds of winning exactly 13 Sixth place prizes are: 0 (impossible)


Суммирование вероятностей
Your cumulative probability of winning at least one prize is: 0.953078912795086
Total combined probability for all prizes should be close to 1: 1.0000000000000002
Your probabilities of winning 0 to 29 prizes across all categories are: [
    0.02792894331261447,   0.13498989267763659,
     0.2699797853552732,   0.29157816818369503,
    0.18580961697980572,   0.07146523729992528,
   0.016180808445266093, 0.0019690930912228577,
  0.0000984546545611429,                     0,
                      0,                     0,
                      0,                     0,
                      0,                     0,
                      0,                     0,
                      0,                     0,
                      0,                     0,
                      0,                     0,
                      0,                     0,
                      0,                     0,
                      0,                     0
]
The odds of winning exactly 0 prizes across all categories are: 1 in 36
The odds of winning exactly 1 prizes across all categories are: 1 in 7
The odds of winning exactly 2 prizes across all categories are: 1 in 4
The odds of winning exactly 3 prizes across all categories are: 1 in 3
The odds of winning exactly 4 prizes across all categories are: 1 in 5
The odds of winning exactly 5 prizes across all categories are: 1 in 14
The odds of winning exactly 6 prizes across all categories are: 1 in 62
The odds of winning exactly 7 prizes across all categories are: 1 in 508
The odds of winning exactly 8 prizes across all categories are: 1 in 10,157
The odds of winning exactly 9 prizes across all categories are: 0 (impossible)
The odds of winning exactly 10 prizes across all categories are: 0 (impossible)
The odds of winning exactly 11 prizes across all categories are: 0 (impossible)
The odds of winning exactly 12 prizes across all categories are: 0 (impossible)
The odds of winning exactly 13 prizes across all categories are: 0 (impossible)
The odds of winning exactly 14 prizes across all categories are: 0 (impossible)
The odds of winning exactly 15 prizes across all categories are: 0 (impossible)
The odds of winning exactly 16 prizes across all categories are: 0 (impossible)
The odds of winning exactly 17 prizes across all categories are: 0 (impossible)
The odds of winning exactly 18 prizes across all categories are: 0 (impossible)
The odds of winning exactly 19 prizes across all categories are: 0 (impossible)
The odds of winning exactly 20 prizes across all categories are: 0 (impossible)
The odds of winning exactly 21 prizes across all categories are: 0 (impossible)
The odds of winning exactly 22 prizes across all categories are: 0 (impossible)
The odds of winning exactly 23 prizes across all categories are: 0 (impossible)
The odds of winning exactly 24 prizes across all categories are: 0 (impossible)
The odds of winning exactly 25 prizes across all categories are: 0 (impossible)
The odds of winning exactly 26 prizes across all categories are: 0 (impossible)
The odds of winning exactly 27 prizes across all categories are: 0 (impossible)
The odds of winning exactly 28 prizes across all categories are: 0 (impossible)
The odds of winning exactly 29 prizes across all categories are: 0 (impossible)


6972ehwi0qgbnf5tko0owv3buo0.png

Я определённо участвую в этом конкурсе!

Недолго думая, я сгонял в ближайший хозяйственный магазин и купил банку WD-40, которая обошлась мне в $7.87.

s_rjzxhgafop8zxl0kluk0pn3lq.png

▍ Высокое качество при малых трудозатратах


В свете стремительно приближавшегося дедлайна (и многих других очевидных приоритетов) лишнего времени у меня не было. К счастью, починка скрипучих шарниров, заевших раздвижных дверей и капризного дверного замка не требовала серьёзных временных вложений. Весь процесс исправления этих мелких недочётов моего жилища 1930 года постройки я снял на свой iPhone 13.

Продумыванием закадрового текста, музыки и монтажом я займусь позже. Сейчас мне просто нужно было погрузиться в съёмку материалов для конкурса.

В конечном итоге за утро я успел отснять 8 роликов, на каждый из которых потратил от 15 до 20 минут:

  1. Очистка почтового ящика.
  2. Возвращение подвижности дверному замку.
  3. Смазка салазок раздвижной двери.
  4. Устранение скрипа в дверном шарнире.
  5. Удаление старой сервисной наклейки с отопительного котла.
  6. Смазка рычага системы HVAC (ОВиК, отопление, вентиляция и кондиционирование).
  7. Стирание следов перманентного маркера с художественного картона.
  8. Защита домика феи, обустроенного в древесном пне.

🎥При создании видеоконтента я пользуюсь простым правилом. стараясь всегда показать задачу под необычным углом. Очень близкая съёмка, нестандартная точка обзора и прочие приёмы композиции прекрасно помогают создать интересное видео.

qmhusw1wrlhfwsltkd1-j2xaqpc.png

Ещё фото
d_yzjb3d1ungexiiv4rk-eeedp4.png

li-erejwo7zrzbsqyma7vul3j_u.png

fqqvrqga_utayy7xi54pfraiysc.png

muwu70exiqy0lhyxdbmzzefmo-0.png

Теперь, когда все видеоматериалы были готовы, пришло время монтажа. Я закинул все видео в Adobe Premiere и взял из них отдельные кадры, которые лучше всего демонстрировали процесс починки.

▍ Схема


Каждое видео монтировалось по общей схеме:

  1. Представление проблемы.
  2. Утверждение, что проблему можно исправить с помощью WD-40 и простых домашних инструментов.
  3. Подробное описание шагов, которые потребуются для решения проблемы.
  4. Демонстрация предмета после его починки с помощью WD-40.

Для предыдущих конкурсов мне постоянно приходилось сначала составлять, а потом записывать дикторский текст с помощью микрофона, запинаясь на некоторых строчках и повторяя запись, чтобы исключить случайный лай собаки или плач ребёнка.

▍ Elevenlabs


Инструмент Elevenlabs существенно упростил процесс создания дикторского текста. Я написал простой скрипт озвучки, соответствующий схеме каждой задачи, выбрал голос из библиотеки Elevenlabs и вставил этот скрипт в механизм генерации речи.

cucafmcttdtxmo3nrktms7wutze.png

Чаще всего результат получался идеальным с первого раза. Из-за некорректного произнесения или странных ударений повторно сгенерировать пришлось всего несколько скриптов.

eynlrkcgsromdckcxujiune6u3y.png
Прослушать запись можно в оригинале статьи

Полученную закадровую речь я скачивал в формате MP3 и вставлял на временную шкалу Premiere, финишно подстраивая под неё видеопоток ролика.

▍ Suno


Последним недостающим элементом была фоновая музыка. Обычно я искал подходящий саундтрек в архивах Creative Commons, но на этот раз инструменты ИИ до смешного упростили задачу.

Suno даёт возможность конкретно указать нужный мне мотив. После нескольких генераций мне удалось получить идеальный трек в стиле HGTV, ставший прекрасным дополнением для моих видео.

soft drums, electric guitar, folk, acoustic, banjo, instrumental

Весь монтаж занял ~8 часов, после чего мои заявки были готовы к отправке!

zsxukcvvhsgxatiuhjln52so5oo.png
Этот и другие ролики доступны для просмотра в оригинале статьи

▍ E-mail


Итак, 24 июля 2024 года в 16:47, а именно через 3 часа и 47 минут после указанного в условиях Winner Notification дедлайна*, я получил это письмо:

c0hmed8zzohnkwwxutppcym4jzq.png

*Во всех случаях официальным устройством для отслеживания времени выступает компьютер администратора (согласно правилам конкурса). Должно быть, запоздание вызвано некоторой рассинхронизацией во времени.

Семь из восьми отправленных мной заявок выиграли призы.

bdjoi6za2ubgejh3z3mbwyy-tia.jpeg

▍ Вопросы, которые у вас могут возникнуть


Что случилось с заявкой, которая ничего не выиграла?
В заявке №8 я немного отклонился от своей схемы и решил сделать ролик более кинематографичным, сюжетным и весёлым, чтобы он мог претендовать на главный приз. В итоге он стал моим фаворитом, но по факту ничего не выиграл. Это прекрасно показывает, что при оценке по взвешенным критериям ваша креативность не учитывается (если только она не прописана отдельным пунктом).

Вы расстроены, что не заняли 1, 2 и даже 3 место?
Немного, но всё же думаю, что судьи были объективны, и я получил те награды, которые реально заслужил. Ни один из присланных мной проектов не был особо интересным или новаторским.

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Посмотреть ролик можно в оригинале статьи
Вы наверняка больше времени потратили на написание этой статьи, чем на участие в самом конкурсе?
Да.

…Почему?
Потому что писать важно. Это моё увлечение, и я хочу запомнить, насколько нелепым был этот период в моей жизни.

Мне нравится ваш стиль письма. Поможете мне усовершенствовать мой?

На что вы потратите выигрыш?
Даже не знаю. Пока что подумываю купить машину для приготовления мороженого. Если у вас есть какие-то хорошие идеи, поделитесь ими.

Где вы находите конкурсы, в которых так легко выиграть?
Простите, это коммерческая тайна. Но я точно не являюсь одним из агрегаторов конкурсов.


Telegram-канал со скидками, розыгрышами призов и новостями IT 💻
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  • 07.09.23 16:24 CherryTeam

    Cherry Team atlyginimų skaičiavimo programa yra labai naudingas įrankis įmonėms, kai reikia efektyviai valdyti ir skaičiuoti darbuotojų atlyginimus. Ši programinė įranga, turinti išsamias funkcijas ir patogią naudotojo sąsają, suteikia daug privalumų, kurie padeda supaprastinti darbo užmokesčio skaičiavimo procesus ir pagerinti finansų valdymą. Štai keletas pagrindinių priežasčių, kodėl Cherry Team atlyginimų skaičiavimo programa yra naudinga įmonėms: Automatizuoti ir tikslūs skaičiavimai: Atlyginimų skaičiavimai rankiniu būdu gali būti klaidingi ir reikalauti daug laiko. Programinė įranga Cherry Team automatizuoja visą atlyginimų skaičiavimo procesą, todėl nebereikia atlikti skaičiavimų rankiniu būdu ir sumažėja klaidų rizika. Tiksliai apskaičiuodama atlyginimus, įskaitant tokius veiksnius, kaip pagrindinis atlyginimas, viršvalandžiai, premijos, išskaitos ir mokesčiai, programa užtikrina tikslius ir be klaidų darbo užmokesčio skaičiavimo rezultatus. Sutaupoma laiko ir išlaidų: Darbo užmokesčio valdymas gali būti daug darbo jėgos reikalaujanti užduotis, reikalaujanti daug laiko ir išteklių. Programa Cherry Team supaprastina ir pagreitina darbo užmokesčio skaičiavimo procesą, nes automatizuoja skaičiavimus, generuoja darbo užmokesčio žiniaraščius ir tvarko išskaičiuojamus mokesčius. Šis automatizavimas padeda įmonėms sutaupyti daug laiko ir pastangų, todėl žmogiškųjų išteklių ir finansų komandos gali sutelkti dėmesį į strategiškai svarbesnę veiklą. Be to, racionalizuodamos darbo užmokesčio operacijas, įmonės gali sumažinti administracines išlaidas, susijusias su rankiniu darbo užmokesčio tvarkymu. Mokesčių ir darbo teisės aktų laikymasis: Įmonėms labai svarbu laikytis mokesčių ir darbo teisės aktų, kad išvengtų baudų ir teisinių problemų. Programinė įranga Cherry Team seka besikeičiančius mokesčių įstatymus ir darbo reglamentus, užtikrindama tikslius skaičiavimus ir teisinių reikalavimų laikymąsi. Programa gali dirbti su sudėtingais mokesčių scenarijais, pavyzdžiui, keliomis mokesčių grupėmis ir įvairių rūšių atskaitymais, todėl užtikrina atitiktį reikalavimams ir kartu sumažina klaidų riziką. Ataskaitų rengimas ir analizė: Programa Cherry Team siūlo patikimas ataskaitų teikimo ir analizės galimybes, suteikiančias įmonėms vertingų įžvalgų apie darbo užmokesčio duomenis. Ji gali generuoti ataskaitas apie įvairius aspektus, pavyzdžiui, darbo užmokesčio paskirstymą, išskaičiuojamus mokesčius ir darbo sąnaudas. Šios ataskaitos leidžia įmonėms analizuoti darbo užmokesčio tendencijas, nustatyti tobulintinas sritis ir priimti pagrįstus finansinius sprendimus. Pasinaudodamos duomenimis pagrįstomis įžvalgomis, įmonės gali optimizuoti savo darbo užmokesčio strategijas ir veiksmingai kontroliuoti išlaidas. Integracija su kitomis sistemomis: Cherry Team programinė įranga dažnai sklandžiai integruojama su kitomis personalo ir apskaitos sistemomis. Tokia integracija leidžia automatiškai perkelti atitinkamus duomenis, pavyzdžiui, informaciją apie darbuotojus ir finansinius įrašus, todėl nebereikia dubliuoti duomenų. Supaprastintas duomenų srautas tarp sistemų padidina bendrą efektyvumą ir sumažina duomenų klaidų ar neatitikimų riziką. Cherry Team atlyginimų apskaičiavimo programa įmonėms teikia didelę naudą - automatiniai ir tikslūs skaičiavimai, laiko ir sąnaudų taupymas, atitiktis mokesčių ir darbo teisės aktų reikalavimams, ataskaitų teikimo ir analizės galimybės bei integracija su kitomis sistemomis. Naudodamos šią programinę įrangą įmonės gali supaprastinti darbo užmokesčio skaičiavimo procesus, užtikrinti tikslumą ir atitiktį reikalavimams, padidinti darbuotojų pasitenkinimą ir gauti vertingų įžvalgų apie savo finansinius duomenis. Programa Cherry Team pasirodo esanti nepakeičiamas įrankis įmonėms, siekiančioms efektyviai ir veiksmingai valdyti darbo užmokestį. https://cherryteam.lt/lt/

  • 08.10.23 01:30 davec8080

    The "Shibarium for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH. The Plot Thickens. Someone posted the actual transactions!!!! https://bscscan.com/tx/0xa846ea0367c89c3f0bbfcc221cceea4c90d8f56ead2eb479d4cee41c75e02c97 It seems the article is true!!!! And it's also FUD. Let me explain. Check this link: https://bscscan.com/token/0x5a752c9fe3520522ea88f37a41c3ddd97c022c2f So there really is a "Shibarium" token. And somebody did a rug pull with it. CONFIRMED. But the "Shibarium" token for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH.

  • 24.06.24 04:31 tashandiarisha

    Web-site. https://trustgeekshackexpert.com/ Tele-Gram, trustgeekshackexpert During the pandemic, I ventured into the world of cryptocurrency trading. My father loaned me $10,000, which I used to purchase my first bitcoins. With diligent research and some luck, I managed to grow my investment to over $350,000 in just a couple of years. I was thrilled with my success, but my excitement was short-lived when I decided to switch brokers and inadvertently fell victim to a phishing attack. While creating a new account, I received what seemed like a legitimate email requesting verification. Without second-guessing, I provided my information, only to realize later that I had lost access to my email and cryptocurrency wallets. Panic set in as I watched my hard-earned assets disappear before my eyes. Desperate to recover my funds, I scoured the internet for solutions. That's when I stumbled upon the Trust Geeks Hack Expert on the Internet. The service claimed to specialize in recovering lost crypto assets, and I decided to take a chance. Upon contacting them, the team swung into action immediately. They guided me through the entire recovery process with professionalism and efficiency. The advantages of using the Trust Geeks Hack Expert Tool became apparent from the start. Their team was knowledgeable and empathetic, understanding the urgency and stress of my situation. They employed advanced security measures to ensure my information was handled safely and securely. One of the key benefits of the Trust Geeks Hack Expert Tool was its user-friendly interface, which made a complex process much more manageable for someone like me, who isn't particularly tech-savvy. They also offered 24/7 support, so I never felt alone during recovery. Their transparent communication and regular updates kept me informed and reassured throughout. The Trust Geeks Hack Expert Tool is the best solution for anyone facing similar issues. Their swift response, expertise, and customer-centric approach set them apart from other recovery services. Thanks to their efforts, I regained access to my accounts and my substantial crypto assets. The experience taught me a valuable lesson about online security and showed me the incredible potential of the Trust Geeks Hack Expert Tool. Email:: trustgeekshackexpert{@}fastservice{.}com WhatsApp  + 1.7.1.9.4.9.2.2.6.9.3

  • 26.06.24 18:46 Jacobethannn098

    LEGAL RECOUP FOR CRYPTO THEFT BY ADRIAN LAMO HACKER

  • 26.06.24 18:46 Jacobethannn098

    Reach Out To Adrian Lamo Hacker via email: [email protected] / WhatsApp: ‪+1 (909) 739‑0269‬ Adrian Lamo Hacker is a formidable force in the realm of cybersecurity, offering a comprehensive suite of services designed to protect individuals and organizations from the pervasive threat of digital scams and fraud. With an impressive track record of recovering over $950 million, including substantial sums from high-profile scams such as a $600 million fake investment platform and a $1.5 million romance scam, Adrian Lamo Hacker has established itself as a leader in the field. One of the key strengths of Adrian Lamo Hacker lies in its unparalleled expertise in scam detection. The company leverages cutting-edge methodologies to defend against a wide range of digital threats, including phishing emails, fraudulent websites, and deceitful schemes. This proactive approach to identifying and neutralizing potential scams is crucial in an increasingly complex and interconnected digital landscape. Adrian Lamo Hacker's tailored risk assessments serve as a powerful tool for fortifying cybersecurity. By identifying vulnerabilities and potential points of exploitation, the company empowers its clients to take proactive measures to strengthen their digital defenses. This personalized approach to risk assessment ensures that each client receives targeted and effective protection against cyber threats. In the event of a security incident, Adrian Lamo Hacker's rapid incident response capabilities come into play. The company's vigilant monitoring and swift mitigation strategies ensure that any potential breaches or scams are addressed in real-time, minimizing the impact on its clients' digital assets and reputation. This proactive stance towards incident response is essential in an era where cyber threats can materialize with alarming speed and sophistication. In addition to its robust defense and incident response capabilities, Adrian Lamo Hacker is committed to empowering its clients to recognize and thwart common scam tactics. By fostering enlightenment in the digital realm, the company goes beyond simply safeguarding its clients; it equips them with the knowledge and awareness needed to navigate the digital landscape with confidence and resilience. Adrian Lamo Hacker services extend to genuine hacking, offering an additional layer of protection for its clients. This may include ethical hacking or penetration testing, which can help identify and address security vulnerabilities before malicious actors have the chance to exploit them. By offering genuine hacking services, Adrian Lamo Hacker demonstrates its commitment to providing holistic cybersecurity solutions that address both defensive and offensive aspects of digital protection. Adrian Lamo Hacker stands out as a premier provider of cybersecurity services, offering unparalleled expertise in scam detection, rapid incident response, tailored risk assessments, and genuine hacking capabilities. With a proven track record of recovering significant sums from various scams, the company has earned a reputation for excellence in combating digital fraud. Through its proactive and empowering approach, Adrian Lamo Hacker is a true ally for individuals and organizations seeking to navigate the digital realm with confidence.

  • 04.07.24 04:49 ZionNaomi

    For over twenty years, I've dedicated myself to the dynamic world of marketing, constantly seeking innovative strategies to elevate brand visibility in an ever-evolving landscape. So when the meteoric rise of Bitcoin captured my attention as a potential avenue for investment diversification, I seized the opportunity, allocating $20,000 to the digital currency. Witnessing my investment burgeon to an impressive $70,000 over time instilled in me a sense of financial promise and stability.However, amidst the euphoria of financial growth, a sudden and unforeseen oversight brought me crashing back to reality during a critical business trip—I had misplaced my hardware wallet. The realization that I had lost access to the cornerstone of my financial security struck me with profound dismay. Desperate for a solution, I turned to the expertise of Daniel Meuli Web Recovery.Their response was swift . With meticulous precision, they embarked on the intricate process of retracing the elusive path of my lost funds. Through their unwavering dedication, they managed to recover a substantial portion of my investment, offering a glimmer of hope amidst the shadows of uncertainty. The support provided by Daniel Meuli Web Recovery extended beyond mere financial restitution. Recognizing the imperative of fortifying against future vulnerabilities, they generously shared invaluable insights on securing digital assets. Their guidance encompassed crucial aspects such as implementing hardware wallet backups and fortifying security protocols, equipping me with recovered funds and newfound knowledge to navigate the digital landscape securely.In retrospect, this experience served as a poignant reminder of the critical importance of diligence and preparedness in safeguarding one's assets. Thanks to the expertise and unwavering support extended by Daniel Meuli Web Recovery, I emerged from the ordeal with renewed resilience and vigilance. Empowered by their guidance and fortified by enhanced security measures, I now approach the future with unwavering confidence.The heights of financial promise to the depths of loss and back again has been a humbling one, underscoring the volatility and unpredictability inherent in the digital realm. Yet, through adversity, I have emerged stronger, armed with a newfound appreciation for the importance of diligence, preparedness, and the invaluable support of experts like Daniel Meuli Web Recovery.As I persist in traversing the digital landscape, I do so with a judicious blend of vigilance and fortitude, cognizant that with adequate safeguards and the backing of reliable confidants, I possess the fortitude to withstand any adversity that may arise. For this, I remain eternally appreciative. Email Danielmeuliweberecovery @ email . c om WhatsApp + 393 512 013 528

  • 13.07.24 21:13 michaelharrell825

    In 2020, amidst the economic fallout of the pandemic, I found myself unexpectedly unemployed and turned to Forex trading in hopes of stabilizing my finances. Like many, I was drawn in by the promise of quick returns offered by various Forex robots, signals, and trading advisers. However, most of these products turned out to be disappointing, with claims that were far from reality. Looking back, I realize I should have been more cautious, but the allure of financial security clouded my judgment during those uncertain times. Amidst these disappointments, Profit Forex emerged as a standout. Not only did they provide reliable service, but they also delivered tangible results—a rarity in an industry often plagued by exaggerated claims. The positive reviews from other users validated my own experience, highlighting their commitment to delivering genuine outcomes and emphasizing sound financial practices. My journey with Profit Forex led to a net profit of $11,500, a significant achievement given the challenges I faced. However, my optimism was short-lived when I encountered obstacles trying to withdraw funds from my trading account. Despite repeated attempts, I found myself unable to access my money, leaving me frustrated and uncertain about my financial future. Fortunately, my fortunes changed when I discovered PRO WIZARD GIlBERT RECOVERY. Their reputation for recovering funds from fraudulent schemes gave me hope in reclaiming what was rightfully mine. With a mixture of desperation and cautious optimism, I reached out to them for assistance. PRO WIZARD GIlBERT RECOVERY impressed me from the start with their professionalism and deep understanding of financial disputes. They took a methodical approach, using advanced techniques to track down the scammers responsible for withholding my funds. Throughout the process, their communication was clear and reassuring, providing much-needed support during a stressful period. Thanks to PRO WIZARD GIlBERT RECOVERY's expertise and unwavering dedication, I finally achieved a resolution to my ordeal. They successfully traced and retrieved my funds, restoring a sense of justice and relief. Their intervention not only recovered my money but also renewed my faith in ethical financial services. Reflecting on my experience, I've learned invaluable lessons about the importance of due diligence and discernment in navigating the Forex market. While setbacks are inevitable, partnering with reputable recovery specialists like PRO WIZARD GIlBERT RECOVERY can make a profound difference. Their integrity and effectiveness have left an indelible mark on me, guiding my future decisions and reinforcing the value of trustworthy partnerships in achieving financial goals. I wholeheartedly recommend PRO WIZARD GIlBERT RECOVERY to anyone grappling with financial fraud or disputes. Their expertise and commitment to client satisfaction are unparalleled, offering a beacon of hope in challenging times. Thank you, PRO WIZARD GIlBERT RECOVERY, for your invaluable assistance in reclaiming what was rightfully mine. Your service not only recovered my funds but also restored my confidence in navigating the complexities of financial markets with greater caution and awareness. Email: prowizardgilbertrecovery(@)engineer.com Homepage: https://prowizardgilbertrecovery.xyz WhatsApp: +1 (516) 347‑9592

  • 17.07.24 02:26 thompsonrickey

    In the vast and often treacherous realm of online investments, I was entangled in a web of deceit that cost me nearly  $45,000. It all started innocuously enough with an enticing Instagram profile promising lucrative returns through cryptocurrency investment. Initially, everything seemed promising—communications were smooth, and assurances were plentiful. However, as time passed, my optimism turned to suspicion. Withdrawal requests were met with delays and excuses. The once-responsive "investor" vanished into thin air, leaving me stranded with dwindling hopes and a sinking feeling in my gut. It became painfully clear that I had been duped by a sophisticated scheme designed to exploit trust and naivety. Desperate to recover my funds, I turned to online forums where I discovered numerous testimonials advocating for Muyern Trust Hacker. With nothing to lose, I contacted them, recounting my ordeal with a mixture of skepticism and hope. Their swift response and professional demeanor immediately reassured me that I had found a lifeline amidst the chaos. Muyern Trust Hacker wasted no time in taking action. They meticulously gathered evidence, navigated legal complexities, and deployed their expertise to expedite recovery. In what felt like a whirlwind of activity, although the passage of time was a blur amidst my anxiety, they achieved the seemingly impossible—my stolen funds were returned. The relief I felt was overwhelming. Muyern Trust Hacker not only restored my financial losses but also restored my faith in justice. Their commitment to integrity and their relentless pursuit of resolution were nothing short of remarkable. They proved themselves as recovery specialists and guardians against digital fraud, offering hope to victims like me who had been ensnared by deception. My gratitude knows no bounds for Muyern Trust Hacker. Reach them at muyerntrusted @ m a i l - m e . c o m AND Tele gram @ muyerntrusthackertech

  • 18.07.24 20:13 austinagastya

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  • 27.08.24 12:50 James889900

    All you need is to hire an expert to help you accomplish that. If there’s any need to spy on your partner’s phone. From my experience I lacked evidence to confront my husband on my suspicion on his infidelity, until I came across ETHICALAHCKERS which many commend him of assisting them in their spying mission. So I contacted him and he provided me with access into his phone to view all text messages, call logs, WhatsApp messages and even her location. This evidence helped me move him off my life . I recommend you consult ETHICALHACKERS009 @ gmail.com OR CALL/TEXT ‪+1(716) 318-5536 or whatsapp +14106350697 if you need access to your partner’s phone

  • 27.08.24 13:06 James889900

    All you need is to hire an expert to help you accomplish that. If there’s any need to spy on your partner’s phone. From my experience I lacked evidence to confront my husband on my suspicion on his infidelity, until I came across ETHICALAHCKERS which many commend him of assisting them in their spying mission. So I contacted him and he provided me with access into his phone to view all text messages, call logs, WhatsApp messages and even her location. This evidence helped me move him off my life . I recommend you consult ETHICALHACKERS009 @ gmail.com OR CALL/TEXT ‪+1(716) 318-5536 or whatsapp +14106350697 if you need access to your partner’s phone

  • 02.09.24 20:24 [email protected]

    If You Need Hacker To Recover Your Bitcoin Contact Paradox Recovery Wizard Paradox Recovery Wizard successfully recovered $123,000 worth of Bitcoin for my husband, which he had lost due to a security breach. The process was efficient and secure, with their expert team guiding us through each step. They were able to trace and retrieve the lost cryptocurrency, restoring our peace of mind and financial stability. Their professionalism and expertise were instrumental in recovering our assets, and we are incredibly grateful for their service. Email: support@ paradoxrecoverywizard.com Email: paradox_recovery @cyberservices.com Wep: https://paradoxrecoverywizard.com/ WhatsApp: +39 351 222 3051.

  • 06.09.24 01:35 Celinagarcia

    HOW TO RECOVER MONEY LOST IN BITCOIN/USDT TRADING OR TO CRYPTO INVESTMENT !! Hi all, friends and families. I am writing From Alberton Canada. Last year I tried to invest in cryptocurrency trading in 2023, but lost a significant amount of money to scammers. I was cheated of my money, but thank God, I was referred to Hack Recovery Wizard they are among the best bitcoin recovery specialists on the planet. they helped me get every penny I lost to the scammers back to me with their forensic techniques. and I would like to take this opportunity to advise everyone to avoid making cryptocurrency investments online. If you ​​​​​​have already lost money on forex, cryptocurrency or Ponzi schemes, please contact [email protected] or WhatsApp: +1 (757) 237–1724 at once they can help you get back the crypto you lost to scammers. BEST WISHES. Celina Garcia.

  • 06.09.24 01:44 Celinagarcia

    HOW TO RECOVER MONEY LOST IN BITCOIN/USDT TRADING OR TO CRYPTO INVESTMENT !! Hi all, friends and families. I am writing From Alberton Canada. Last year I tried to invest in cryptocurrency trading in 2023, but lost a significant amount of money to scammers. I was cheated of my money, but thank God, I was referred to Hack Recovery Wizard they are among the best bitcoin recovery specialists on the planet. they helped me get every penny I lost to the scammers back to me with their forensic techniques. and I would like to take this opportunity to advise everyone to avoid making cryptocurrency investments online. If you ​​​​​​have already lost money on forex, cryptocurrency or Ponzi schemes, please contact [email protected] or WhatsApp: +1 (757) 237–1724 at once they can help you get back the crypto you lost to scammers. BEST WISHES. Celina Garcia.

  • 16.09.24 00:10 marcusaustin

    Bitcoin Recovery Services: Restoring Lost Cryptocurrency If you've lost access to your cryptocurrency and unable to make a withdrawal, I highly recommend iBolt Cyber Hacker Bitcoin Recovery Services. Their team is skilled, professional, and efficient in recovering lost Bitcoin. They provide clear communication, maintain high security standards, and work quickly to resolve issues. Facing the stress of lost cryptocurrency, iBolt Cyber Hacker is a trusted service that will help you regain access to your funds securely and reliably. Highly recommended! Email: S u p p o r t @ ibolt cyber hack . com Cont/Whtp + 3. .9 .3. .5..0. .9. 2. 9. .0 .3. 1 .8. Website: h t t p s : / / ibolt cyber hack . com /

  • 16.09.24 00:11 marcusaustin

    Bitcoin Recovery Services: Restoring Lost Cryptocurrency If you've lost access to your cryptocurrency and unable to make a withdrawal, I highly recommend iBolt Cyber Hacker Bitcoin Recovery Services. Their team is skilled, professional, and efficient in recovering lost Bitcoin. They provide clear communication, maintain high security standards, and work quickly to resolve issues. Facing the stress of lost cryptocurrency, iBolt Cyber Hacker is a trusted service that will help you regain access to your funds securely and reliably. Highly recommended! Email: S u p p o r t @ ibolt cyber hack . com Cont/Whtp + 3. .9 .3. .5..0. .9. 2. 9. .0 .3. 1 .8. Website: h t t p s : / / ibolt cyber hack . com /

  • 23.09.24 18:56 matthewshimself

    At first, I was admittedly skeptical about Worldcoin (ref: https://worldcoin.org/blog/worldcoin/this-is-worldcoin-video-explainer-series), particularly around the use of biometric data and the WLD token as a reward mechanism for it. However, after following the project closer, I’ve come to appreciate the broader vision and see the value in the underlying tech behind it. The concept of Proof of Personhood (ref: https://worldcoin.org/blog/worldcoin/proof-of-personhood-what-it-is-why-its-needed) has definitely caught my attention, and does seem like a crucial step towards tackling growing issues like bots, deepfakes, and identity fraud. Sam Altman’s vision is nothing short of ambitious, but I do think he & Alex Blania have the chops to realize it as mainstay in the global economy.

  • 01.10.24 14:54 Sinewclaudia

    I lost about $876k few months ago trading on a fake binary option investment websites. I didn't knew they were fake until I tried to withdraw. Immediately, I realized these guys were fake. I contacted Sinew Claudia world recovery, my friend who has such experience before and was able to recover them, recommended me to contact them. I'm a living testimony of a successful recovery now. You can contact the legitimate recovery company below for help and assistance. [email protected] [email protected] WhatsApp: 6262645164

  • 02.10.24 22:27 Emily Hunter

    Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.

  • 18.10.24 09:34 freidatollerud

    The growth of WIN44 in Brazil is very interesting! If you're looking for more options for online betting and casino games, I recommend checking out Casinos in Brazil. It's a reliable platform that offers a wide variety of games and provides a safe and enjoyable experience for users. It's worth checking out! https://win44.vip

  • 31.10.24 00:13 ytre89

    Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.

  • 02.11.24 14:44 diannamendoza732

    In the world of Bitcoin recovery, Pro Wizard Gilbert truly represents the gold standard. My experience with Gilbert revealed just how exceptional his methods are and why he stands out as the premier authority in this critical field. When I first encountered the complexities of Bitcoin recovery, I was daunted by the technical challenges and potential risks. Gilbert’s approach immediately distinguished itself through its precision and effectiveness. His methods are meticulously designed, combining cutting-edge techniques with an in-depth understanding of the Bitcoin ecosystem. He tackled the recovery process with a level of expertise and thoroughness that was both impressive and reassuring. What sets Gilbert’s methods apart is not just their technical sophistication but also their strategic depth. He conducts a comprehensive analysis of each case, tailoring his approach to address the unique aspects of the situation. This personalized strategy ensures that every recovery effort is optimized for success. Gilbert’s transparent communication throughout the process was invaluable, providing clarity and confidence during each stage of the recovery. The results I achieved with Pro Wizard Gilbert’s methods were remarkable. His gold standard approach not only recovered my Bitcoin but did so with an efficiency and reliability that exceeded my expectations. His deep knowledge, innovative techniques, and unwavering commitment make him the definitive expert in Bitcoin recovery. For anyone seeking a benchmark in Bitcoin recovery solutions, Pro Wizard Gilbert’s methods are the epitome of excellence. His ability to blend technical prowess with strategic insight truly sets him apart in the industry. Call: for help. You may get in touch with them at ; Email: (prowizardgilbertrecovery(@)engineer.com) Telegram ; https://t.me/Pro_Wizard_Gilbert_Recovery Homepage ; https://prowizardgilbertrecovery.info

  • 12.11.24 00:50 TERESA

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  • 17.11.24 09:31 Vivianlocke223

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  • 21.11.24 08:02 Emily Hunter

    If I hadn't found a review online and filed a complaint via email to support@deftrecoup. com , the people behind this unregulated scheme would have gotten away with leaving me in financial ruins. It was truly the most difficult period of my life.

  • 22.11.24 04:41 [email protected]

    I never could have imagined the nightmare of losing access to my digital wallet. All of my cryptocurrency holdings were abruptly imprisoned, inaccessible, and appeared to be lost forever following a catastrophic hardware breakdown. Years of meticulous investment and careful saving were reduced to nothing more than strings of code that I could no longer control, and I could feel the dread and sorrow that swept through me at that very instant. Thankfully, during my worst moment, I came into (TRUST GEEKS HACK EXPERT), a professional service devoted to recovering lost or inaccessible digital data. With optimism, I went out to their team of skilled technologists, laying bare the full nature of my issue. What followed was a laborious, multi-step process that required an almost surgical level of digital forensics and Bitcoin skill. In order to create a thorough profile of my wallet's contents and activities, the (TRUST GEEKS HACK EXPERT) team first thoroughly examined the transaction history and metadata connected to it. Next, they implemented a series of advanced recovery techniques, using cutting-edge software tools to bypass the access barriers that had left me locked out. The entire process was shrouded in secrecy and discretion, with the (TRUST GEEKS HACK EXPERT) team working tirelessly to protect the confidentiality of my sensitive financial information. After what felt like an eternity of nervous anticipation, the day finally arrived when I received the triumphant notification – my wallet had been successfully restored, and all of my precious digital assets had been returned to my control. The sense of relief was indescribable, as I could finally breathe easy knowing that the fruits of my financial discipline had been safeguarded. While the experience of losing access to my wallet was undoubtedly traumatic, (TRUST GEEKS HACK EXPERT) intervention allowed me to emerge from the ordeal with my cryptocurrency holdings intact, and a renewed appreciation for the importance of proactive digital asset management. You can contact Them through EMAIL: [email protected] - TELEGRAM: TRUSTGEEKSHACKEXPERT

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  • 24.11.24 02:21 [email protected]

    I never could have imagined the nightmare of losing access to my digital wallet. All of my cryptocurrency holdings were abruptly imprisoned, inaccessible, and appeared to be lost forever following a catastrophic hardware breakdown. Years of meticulous investment and careful saving were reduced to nothing more than strings of code that I could no longer control, and I could feel the dread and sorrow that swept through me at that very instant. Thankfully, during my worst moment, I came into (TRUST GEEKS HACK EXPERT), a professional service devoted to recovering lost or inaccessible digital data. With optimism, I went out to their team of skilled technologists, laying bare the full nature of my issue. What followed was a laborious, multi-step process that required an almost surgical level of digital forensics and Bitcoin skill. In order to create a thorough profile of my wallet's contents and activities, the (TRUST GEEKS HACK EXPERT) team first thoroughly examined the transaction history and metadata connected to it. Next, they implemented a series of advanced recovery techniques, using cutting-edge software tools to bypass the access barriers that had left me locked out. The entire process was shrouded in secrecy and discretion, with the (TRUST GEEKS HACK EXPERT) team working tirelessly to protect the confidentiality of my sensitive financial information. After what felt like an eternity of nervous anticipation, the day finally arrived when I received the triumphant notification – my wallet had been successfully restored, and all of my precious digital assets had been returned to my control. The sense of relief was indescribable, as I could finally breathe easy knowing that the fruits of my financial discipline had been safeguarded. While the experience of losing access to my wallet was undoubtedly traumatic, (TRUST GEEKS HACK EXPERT) intervention allowed me to emerge from the ordeal with my cryptocurrency holdings intact, and a renewed appreciation for the importance of proactive digital asset management. You can contact Them through EMAIL: [email protected] - TELEGRAM: TRUSTGEEKSHACKEXPERT

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