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Лапочки с характером: Как машинное обучение помогает определить тип личности ваших пёсиков

Предлагаю Вам разбавить все серьезные, обсуждаемые здесь темы, небольшой отдушиной для многих из нас!

Собаки – настоящие маленькие спутники жизни каждого хозяина, поэтому многих обрадовала бы возможность подобрать питомца, который будет вписываться в привычный образ жизни, и, например, сможет смирно сидеть на коленях, пока Вы пишете код, или безостановочно носиться по дому, требуя все Ваше внимание и любовь.

Все это станет реальным, благодаря машинному обучению! :) Теперь Вы можете почти так же просто определить тип личности своего питомца, как и свой собственный (излюбленный MBTI тест – такая же разработка ML)

В данной статье описывается успешная попытка применить методы искусственного интеллекта и ML для классификации и прогнозирования личностных качеств собак с использованием поведенческих данных, полученных из базы данных C-BARQ. Я в подробностях расскажу об основных теоретических и практических аспектах проделанной работы!

Приятного прочтения! :)

Введение

В этом исследовании методы машинного обучения были применены к классификации типов личности собак с использованием поведенческих данных, полученных в рамках проекта C-BARQ.

C-BARQ (Canine Behavioral Assessment and Research Questionnaire) — это инструмент для стандартизированной оценки темперамента и поведения собак. Он был разработан исследователями из Центра взаимодействия животных и общества Университета Пенсильвании и является единственным в своем роде инструментом поведенческой оценки, который был тщательно проверен на надежность и валидность на больших выборках собак разных пород.

Опросник содержит 100 вопросов. Вопросы сгруппированы в 7 разделов: 1) дрессируемость; 2) агрессия; 3) страх и тревожность; 4) поведение собаки, когда она остаëтся одна; 5) возбудимость; 6) привязанность и поиск внимания; 7) разное.

Поскольку набор данных не был размечен, в первом этапе был выбран метод обучения без учителя, и для кластеризации и маркировки данных был использован алгоритм K-Means.

K-Means – это алгоритм машинного обучения, который помогает разделить набор данных на кластеры на основе их признаков и сходства.

Сущность алгоритма K-Means

Из анализа кластеризации K-Means по данным о поведении выявилось пять отдельных категорий собак, соответствующих пяти различным типам личности:

«Возбудимый/Гиперактивный»;
«Тревожный/Боязливый»;
«Недружелюбный/Хищный»;
«Реактивный/Напористый»;
«Спокойный/Покладистый».

Четыре модели машинного обучения, включая Метод Опорных Векторов (SVM), Метод k-ближайших соседей (KNN), Наивный Байесовский классификатор и Дерево Принятия Решений были применены для прогнозирования черт характера собак на основе имеющихся данных.

Метод Опорных Векторов (SVM, support vector machine) работает путем построения гиперплоскости в пространстве данных, наилучшим образом разделяющей различные классы данных. SVM стремится найти оптимальную разделяющую гиперплоскость, максимизируя расстояние от этой гиперплоскости до ближайших обучающих точек, которые называются опорными векторами.

Метод Опорных Векторов (SVM)

Метод k-ближайших соседей (KNN, k-nearest neighbors algorithm) – это простой алгоритм классификации, который основан на том, что объекты одного класса склонны скапливаться в пространстве признаков ⇒ KNN определяет класс нового объекта на основе классов его ближайших соседей (k ближайших точек данных), если большинство из ближайших соседей принадлежит к определенному классу, то новый объект также относится к этому классу.

Метод k-ближайших соседей (KNN)

Наивный Байесовский классификатор использует статистические методы для прогнозирования вероятности принадлежности объекта к определенному классу на основе его признаков.

Дерево принятия решений – это графическое представление алгоритма машинного обучения, используемого для принятия решений в условиях неопределенности. Оно представляет собой древовидную структуру, где каждый узел представляет собой признак или атрибут, каждое ребро - возможное значение этого признака, а листовые узлы - ответы или прогнозы.

Дерево принятия решений

Производительность моделей была оценена с использованием метода пятикратной перекрестной проверки, и результаты показали, что модель Дерева принятия решений показала лучшую производительность с высокой точностью в 99%.

Теперь приступим к практической части!

Методология

Набор данных C-BARQ не является размеченным, поскольку в нем отсутствует целевая переменная. Следовательно, для выполнения кластерного анализа был использован алгоритм машинного обучения без учителя, применяющий только входные векторы без ссылки на известные или размеченные результаты. Каждый кластер будет относиться к группе данных (собак), объединенных вместе из-за определенных сходств.

Предварительная обработка и очистка данных:

Перед применением моделей машинного обучения была проведена очистка данных для предотвращения значительных ошибок и неправильной кластеризации. Все образцы с отсутствующими значениями для одного или нескольких атрибутов были удалены из набора данных. По завершении процесса очистки данных в наборе осталось 7807 полных образцов.

Кодирование данных:

Из 157 атрибутов 133 были определены как числовые атрибуты, так как они содержали значения с целочисленным типом. Другие 24 атрибута были определены как нечисловые, поскольку они содержали значения со строковым типом. В результате процесс кодирования данных должен был быть проведен для преобразования этих значений в числовые, которые можно использовать для обучения моделей ML. Для выполнения процесса кодирования использовалась функция 'LabelEncoder' из библиотеки Scikit-Learn в Python.

Функция LabelEncoder

Отбор признаков для кластеризации:

Главной целью текущего исследования являлось создание набора характеристик личности для собак на основе их поведенческих шаблонов, а также разработка инструмента прогнозирования личности с использованием искусственного интеллекта. Были выбраны только 100 оцененных поведенческих элементов из набора данных C-BARQ для кластеризации.

Кластерный подход:

Поскольку набор данных не был размеченным, в данном исследовании был использован подход кластеризации. В нем был применен алгоритм K-Means. Этот алгоритм группирует неразмеченный набор данных в разные кластеры. Он начинает с первой группы случайно выбранных центроидов, которые используются в качестве отправной точки для каждого кластера (некоторое среднее значение), и затем выполняет итеративные расчеты для оптимизации положений центроидов.

Основная цель – определить k центроидов, по одному для каждого кластера. Расположение этих центроидов может быть сложным, потому что разные местоположения дадут разные результаты. Поэтому центроиды должны быть размещены как можно дальше друг от друга.

В следующем шаге алгоритм берет каждую точку данных и ассоциирует ее с ближайшим центроидом. Когда не остается ни одной оставшейся точки, этот шаг завершается, и определяется ранняя группа.

После этого необходимо повторно вычислить k новых центроидов, полученных на предыдущем шаге. После принятия решения относительно этих k новых центроидов, нужно снова выполнить ассоциацию с данными между теми же точками и ближайшим новым центроидом. Этот процесс будет повторяться в цикле, пока изменения не прекратятся (центроиды перестанут двигаться).

Наконец, алгоритм нацеливается на минимизацию целевой функции, в данном случае квадратичной функции ошибки.

Допустим, есть набор наблюдений (x1,x2x3...xm ). В результате целевая функция будет:

На самом деле, алгоритм пытается математически решить задачу минимизации, состоящую из двух частей. Сначала алгоритм минимизирует C относительно ik с Ck фиксированным значением. Затем он минимизирует C относительно Ck с ik фиксированным значением. Это показано в следующих уравнениях:

Первый шаг:

Второй шаг:

Для того чтобы дойти до момента, когда центроиды перестают изменяться, алгоритм должен обратить внимание на выбор значения K. Однако определение начального значения K представляет определенные трудности. Для решения этой проблемы производительность алгоритма должна быть рассчитана для различных чисел центроидов. Расстояние между точкой данных и центроидом каждого кластера может быть рассчитано до тех пор, пока не произойдет сходимость. Затем все рассчитанные расстояния должны быть сложены как показатель производительности.

Размер целевой функции будет уменьшаться при увеличении числа центроидов кластеров. Метод "Локтя" может быть использован для выбора наилучшего значения K в этом алгоритме.

Метод “Локтя”:

Метод "Локтя" - это визуальный подход к выбору оптимального количества кластеров путем подгонки модели с диапазоном значений для K. Создается линейная диаграмма, напоминающая руку, и "локоть", который является как точкой перегиба на кривой, так и хорошим признаком того, что базовая модель лучше всего подходит для этой точки.

В этом исследовании использовался KElbowVisualizer из библиотеки Python yellowbrick для подгонки модели K-Means для диапазона значений K от 2 до 30 на наборе данных.

Процесс начинается с K = 2 и увеличивается на 1 на каждом шаге. Параметр метрики оценки был установлен на искажение, которое вычисляет сумму квадратов расстояний от каждой точки до ее назначенного центра. Среднее расстояние резко падает, а затем достигает плато при дальнейшем увеличении значения K.

На рисунке показано, что при подгонке модели с 5 кластерами на графике можно увидеть линию, обозначающую "локоть", который представляет собой оптимальное количество кластеров. Другими словами, имеется крутое снижение среднего расстояния, когда K находится в диапазоне от 1 до 5. После K = 5 наклон относительно плавный. В результате было выбрано значение K равное 5.

Метод "Локтя"

Классификаторы машинного обучения для предсказания типа личности собаки:

Для прогнозирования типов личности собак были реализованы четыре различных типа машинного обучения, описанные во введении.

Функция train_test_split() из библиотеки sklearn использовалась для разделения нового размеченного набора данных на наборы для обучения (70%) и тестирования (30%).

Была выполнена настройка гиперпараметров для оптимизации производительности реализованных классификаторов машинного обучения. В таблице ниже показаны параметры для каждого классификатора и установленные для них значения.

Classifier	Parameters	Value
SVM	C	1
	kernel	rbf
	degree	3
	gamma	scale
	shrinking	TRUE
	tol	0.001
	cache_size	200
	max_iter	1
	decision_function_shape	ovr
	random_state	42
KNN	n_neighbors	5
	weights	uniform
	algorithm	auto
	leaf_size	30
	p	2
	metric	minkowski
Decision Tree	criterion	‘gini’
	splitter	‘best’
	min_samples_split	2
	min_samples_leaf	1
Naïve Bayes	var_smoothing	1.00E−09
Naïve Bayes	priors	None

Модели были оценены с использованием метода пятикратной перекрестной проверки, и их производительность была сравнена для определения наиболее эффективного классификатора.

Анализ важности признаков:

Этот анализ позволил определить значимость каждой поведенческой переменной C-BARQ в различных кластерах. Были выделены 20 ключевых поведенческих атрибутов, определяющих каждый кластер, и использованы для создания описательной метки для каждого типа личности (можете ознакомиться с ними в таблицах ниже).

Порог был установлен на уровне 20, так как диаграммы "важности" обычно имеют более плавный наклон после первых 20 наиболее значимых признаков, в то время как оставшиеся признаки не вносят существенный вклад в модель (см. диаграммы ниже).

Для выявления направления поведенческих эффектов в каждом кластере были проанализированы средние значения 20 наиболее важных переменных C-BARQ и сравнены с средними значениями этих переменных в других 4 кластерах. Эти сравнения позволили определить соответствующие поведенческие характеристики для каждого типа личности в группировке.

Кластер 0: “Возбудимый/Гиперактивный”:

Пункт C-BARQ	Описание пункта	Важность признака	Среднее для кластера 0	Среднее для других кластеров
mis90	Гиперактивность, беспокойство, трудности с успокоением	0.042943	1.30 +	0.58
sep61	Потеря аппетита при одиночестве	0.034686	0.42 +	0.32
att72	Ревность, когда владелец уделяет внимание другим людям	0.031540	1.41 +	0.68
exc66	Возбужденность при поездках на машине	0.030422	2.47 +	1.6
mis91	Игривость, щенячье поведение, буйство	0.027968	2.68 +	1.69
exc64	Возбужденность при звонке в дверь	0.026235	2.68 +	2.01
mis89	Дефекация при одиночестве	0.025326	0.28 +	0.21
att71	Толкание, лапание владельца в поисках внимания	0.024457	2.66 +	1.88
exc62	Возбужденность при возвращении владельца домой	0.024042	2.93 +	2.1
mis84	Нервозность или страх на лестнице	0.023624	0.26−	0.3
sep56	Беспокойство, волнение при одиночестве	0.022145	1.12 +	0.63
exc65	Возбужденность перед прогулками	0.022010	2.72 +	1.84
agg35	Агрессия при попытке другой (знакомой) собаки подойти, когда играет/жует любимую игрушку, кость, предмет и т. д.	0.019635	0.68−	0.7
fear39	Страх при визите незнакомых людей в ваш дом	0.019525	0.25−	0.65
att70	Сидит близко к владельцу или в постоянном контакте с ним	0.019257	3.17 +	2.54
fear38	Страх в ответ на внезапные или громкие звуки (например, пылесос, хлопок машины, дорожные дрели, падение предметов и т. д.)	0.016524	1.14−	1.18
fear36	Страх при прямом приближении незнакомого взрослого вдали от дома	0.016307	0.32−	0.79
mis81	"Взбирается" на предметы, людей и т. д.	0.015368	0.49 +	0.27
exc63	Возбужденность при игре с членами семьи	0.014788	2.65 +	1.88
sep57	Скуление при одиночестве	0.014559	1.54 +	0.84

Кластер 1: “Тревожный/Боязливый”:

Пункт C-BARQ	Описание пункта	Важность признака	Среднее для кластера 1	Среднее для других кластеров
agg35	Агрессия при приближении другой (знакомой) собаки во время игры/жевания любимой игрушки, кости, предмета и т. д.	0.086189	0.60−	0.71
fear39	Страх при визите незнакомых людей в ваш дом	0.072337	1.82 +	0.39
fear38	Страх в ответ на внезапные или громкие звуки (например, пылесос, дорожные дрели, падение предметов и т. д.)	0.059492	2.30 +	1.02
fear36	Страх при прямом приближении незнакомого взрослого вдали от дома	0.049489	2.17 +	0.48
fear46	Страх при прямом приближении незнакомой собаки меньшего размера	0.033463	0.85 +	0.44
fear37	Страх при прямом приближении незнакомого ребенка вдали от дома	0.030953	1.98 +	0.46
fear42	Страх в ответ на странные или незнакомые объекты на тротуаре или рядом с ним (например, пластиковые мусорные пакеты, листья, мусор, развевающиеся флаги и т. д.)	0.029978	1.23 +	0.43
fear40	Страх, когда незнакомый человек пытается погладить или коснуться собаки	0.017972	2.23 +	0.48
fear47	Страх при первом столкновении с незнакомыми ситуациями (например, первая поездка на машине, первый раз в лифте, первый визит к ветеринару и т. д.)	0.017718	2.01 +	0.76
agg28	Агрессия к незнакомым людям, приходящим в ваш дом	0.017328	0.82 +	0.47
fear41	Страх в плотном трафике	0.017177	1.25 +	0.41
agg22	Агрессия, когда мимо вашего дома пробегают, проезжают на велосипеде, роликах или скейте, в то время как ваша собака находится снаружи или во дворе	0.015789	0.85 +	0.75
agg26	Агрессия к незнакомым собакам, приходящим в ваш дом	0.013937	0.72−	0.83
fear43	Страх при осмотре/лечении ветеринаром	0.013842	2.07 +	0.86
att73	"Ревность", когда владелец уделяет внимание другой собаке или другому животному	0.013215	1.43 +	1.41
agg23	Агрессия при прямом приближении незнакомого кобеля во время прогулки/упражнений на поводке	0.013151	0.75−	0.89
mis75	Преследует или преследовал бы птиц, если бы была такая возможность	0.012632	1.73−	1.98
agg25	Агрессия при прямом взгляде члена семьи	0.010707	0.06−	0.05
mis90	Гиперактивность, беспокойство, трудности с успокоением	0.010570	0.70−	0.74
exc66	Возбужденность непосредственно перед поездкой на машине	0.010514	1.81 +	1.79

Кластер 2: “Недружелюбный/хищный”:

Пункт C-BARQ	Описание пункта	Важность признака	Среднее для кластера 2	Среднее для других кластеров
agg28	Агрессия к незнакомым людям, приходящим в ваш дом	0.046446	0.44−	0.53
agg26	Агрессия к незнакомым собакам, приходящим в ваш дом	0.040469	1.33 +	0.69
att73	Возбуждение (скуление, прыжки, попытки вмешаться), когда вы (или другие) проявляете нежность к другой собаке или животному	0.037789	1.07−	1.5
agg22	Агрессия, когда мимо вашего дома пробегают, проезжают на велосипеде, роликах или скейте, в то время как ваша собака находится снаружи или во дворе	0.029619	0.89 +	0.73
att68	Проявление сильной привязанности к одному конкретному члену семьи	0.029430	2.31−	2.77
agg25	Агрессия при прямом взгляде члена семьи	0.028940	0.03−	0.06
mis75	Преследует или преследовал бы птиц, если бы была такая возможность	0.027460	2.46 +	1.82
agg23	Агрессия при прямом подходе незнакомого кобеля во время прогулки/упражнений на поводке	0.026174	1.42 +	0.73
sep61	Потеря аппетита при одиночестве	0.019876	0.22−	0.38
att69	Склонность следовать за вами (или другими членами семьи) по дому, из комнаты в комнату	0.019444	2.13−	2.84
mis89	Мочеиспускание при одиночестве ночью или днем	0.019294	0.18−	0.23
sep56	Проявление беспокойства/возбуждения/ходьбы туда-сюда при одиночестве	0.018138	0.38−	0.83
mis74	Преследует или преследовал бы кошек, если бы была такая возможность	0.017561	2.95 +	1.97
att72	Возбуждение (скуление, прыжки, попытки вмешаться), когда вы (или другие) проявляете нежность к другому человеку	0.016981	0.47−	0.93
att70	Склонность сидеть рядом или в контакте с вами (или другими), когда вы сидите	0.016138	2.22−	2.79
mis90	Гиперактивность, беспокойство, трудности с успокоением	0.015776	0.41−	0.82
fear39	Страх при визите незнакомых людей в ваш дом	0.015195	0.28−	0.64
agg35	Агрессия при подходе другой (знакомой) собаки во время игры/жевания любимой игрушки, кости, предмета и т. д.	0.014958	0.95 +	0.63
att71	Склонность толкать, обнюхивать или лапать вас (или других) в поисках внимания, когда вы сидите	0.014278	1.67−	2.15
exc62	Возбудимость, когда вы или другие члены семьи возвращаются домой после кратковременного отсутствия	0.013771	1.95−	2.36

Кластер 3: “Реактивный/напористый”:

Пункт C-BARQ	Описание пункта	Важность признака	Среднее для кластера 3	Среднее для других кластеров
agg9	Агрессия при устном замечании или порицании (наказании, крике и т. д.) вами или членом семьи	0.053578	0.54 +	0.09
agg20	Агрессия, когда незнакомцы проходят мимо вашего дома, в то время как ваша собака находится снаружи или во дворе	0.050147	2.11 +	0.75
agg15	Агрессия, когда незнакомый человек подходит к вам или другому члену вашей семьи дома	0.036353	1.81 +	0.39
agg27	Агрессия к кошкам, белкам или другим мелким животным, находящимся в вашем дворе	0.035104	2.29 +	1.03
agg25	Агрессия при прямом взгляде члена семьи	0.030881	0.24 +	0.03
agg11	Агрессия при прямом приближении незнакомого ребенка во время прогулки/упражнений на поводке	0.029025	1.42 +	0.20
agg22	Агрессия, когда мимо вашего дома пробегают, проезжают на велосипеде, роликах или скейте, в то время как ваша собака находится снаружи или во дворе	0.028445	2.04 +	0.60
agg19	Агрессия, когда его/ее еду забирает член семьи	0.027754	0.46 +	0.08
agg17	Агрессия при прямом приближении члена семьи, когда собака (он/она) ест	0.027611	0.38 +	0.07
agg10	Агрессия при прямом приближении незнакомого взрослого во время прогулки/упражнений на поводке	0.026578	1.64 +	0.26
agg28	Агрессия к незнакомым людям, приходящим в ваш дом	0.026567	1.74 +	0.36
agg14	Агрессия при купании или уходе за собой членом семьи	0.026246	0.44 +	0.08
agg21	Агрессия, когда незнакомый человек пытается погладить или коснуться собаки	0.025054	1.64 +	0.21
exc63	Возбудимость при игре с вами или другими членами семьи	0.022577	2.60 +	1.97
agg23	Агрессия при прямом приближении незнакомого кобеля во время прогулки/упражнений на поводке	0.020306	2.39 +	0.69
att71	Склонность толкать, обнюхивать или лапать вас (или других) в поисках внимания, когда вы сидите	0.017842	2.68 +	1.97
fear51	Страх при вытирании его/ее лап членом семьи	0.017742	0.78 +	0.26
mis96	Преследование/следование за тенями, световыми пятнами и т. п.	0.017425	0.72 +	0.33
fear44	Страх во время гроз, фейерверков или подобных событий	0.017130	1.56 +	1.00
fear38	Страх в ответ на внезапные или громкие звуки (например, пылесос, выстрел из машины, дорожные дрели, падение предметов и т. д.)	0.015425	2.02 +	1.06

Кластер 4: “Спокойный/Покладистый”:

Пункт C−BARQ	Описание пункта	Важность признака	Среднее для кластера 4	Среднее для других кластеров
att73	Возбуждение (скуление, прыжки, попытки вмешаться), когда вы проявляете нежность к другой собаке или животному	0.046477	0.26−	1.72
agg28	Агрессия к незнакомым людям, приходящим в ваш дом	0.045940	0.17−	0.69
agg26	Агрессия к незнакомым собакам, приходящим в ваш дом	0.045085	0.27−	1.11
exc63	Возбудимость при игре с вами или другими членами семьи	0.044342	1.68−	2.23
mis75	Преследование или потенциальное преследование птиц, если была бы такая возможность	0.036373	1.15−	2.38
tra6	Быстрое обучение новым трюкам или заданиям	0.033636	3.10 +	2.74
mis84	Нервозность или страх на лестнице	0.033216	0.16−	0.35
agg22	Агрессия, когда мимо вашего дома пробегают, проезжают на велосипеде, роликах или скейте, в то время как ваша собака находится снаружи или во дворе	0.028883	0.30−	1.01
mis74	Преследование или потенциальное преследование кошек, если была бы такая возможность	0.028717	1.34−	2.62
mis76	Преследование или потенциальное преследование белок, кроликов и других мелких животных, если была бы такая возможность	0.027501	1.83−	3.06
exc66	Возбудимость непосредственно перед поездкой на автомобиле	0.024193	1.20−	2.11
agg25	Агрессия при прямом взгляде члена семьи	0.023929	0.01−	0.08
exc64	Возбудимость при звонке в дверь	0.023186	1.39−	2.56
agg23	Агрессия при прямом приближении незнакомого кобеля во время прогулки/упражнений на поводке	0.021218	0.27−	1.2
mis96	Преследование/следование за тенями, световыми пятнами и т. п.	0.019714	0.22−	0.46
fear46	Страх при прямом приближении незнакомой собаки меньшего размера	0.018595	0.16−	0.66
agg19	Агрессия, когда его/ее еду забирает член семьи	0.018146	0.04−	0.17
agg35	Агрессия при приближении другой (знакомой) собаки во время игры/жевания любимой игрушки, кости, предмета и т. д.	0.017738	0.33−	0.89
exc65	Возбудимость непосредственно перед прогулкой	0.017680	1.42−	2.36
fear37	Страх при прямом приближении незнакомого ребенка вдали от дома	0.017085	0.26−	0.84

Диаграммы важности поведенческих атрибутов:

Диаграмма важности поведенческих атрибутов для кластера 0

Диаграмма важности поведенческих атрибутов для кластера 1

Диаграмма важности поведенческих атрибутов для кластера 2

Диаграмма важности поведенческих атрибутов для кластера 3

Диаграмма важности поведенческих атрибутов для кластера 4

Результаты

Модель кластеризации для идентификации типа личности собаки:

На рисунке показан график TSNE, созданный после выполнения кластеризации методом K-Means. График TSNE – это статистический метод визуализации многомерных данных, присваивающий каждой точке данных местоположение на двумерной карте.

Этот рисунок демонстрирует распределение выборок (собак) и как они разделены друг от друга на разные кластеры. В набор данных был добавлен новый столбец в качестве целевой переменной, содержащий соответствующий номер кластера (метку) для каждой выборки. В Таблице ниже показано количество выборок в каждом кластере.

Cluster ID	Number of samples
0	1676
1	934
2	1626
3	864
4	2707

Описание типов личности собак:

Из анализа кластеризации K-средних поведенческих данных выделились пять различных групп или категорий собак, соответствующих пяти различным типам личности.

Все описания и характеристики полностью основываются на данных подробных таблиц по кластерам, представленных выше.

Собаки в кластере 0 характеризовались относительно высоким уровнем возбудимости, привязанности/потребности внимания и тревожностью при отдалении, а также сниженным уровнем страха по сравнению с теми, кто был в других кластерах. Этот тип личности был назван "Возбудимый/Гиперактивный".

Собаки в кластере 1, напротив, проявляли относительно высокие уровни страха как перед социальными (незнакомыми людьми, другими собаками и т. д.), так и перед нон-социальными (новыми или неожиданными ситуациями или событиями) стимулами, и были названы "Тревожные/Боязливые".

Собаки в кластере 2 были обозначены как "Недружелюбные/Хищные" в связи с их низкими уровнями привязанности/потребности внимания и более высокими уровнями хищного поведения и агрессии по отношению к другим собакам, в то время как собаки в кластере 3 были обозначены как "Реактивные/Напористые" из-за их повышенного агрессивного поведения в различных областях, включая агрессию по отношению к членам “семьи”.

Наконец, собаки в кластере 4 проявляли последовательно низкие уровни агрессии, страха, возбудимости и хищного поведения, и были обозначены как "Спокойные/Покладистые". Способность быстро учиться новым трюкам или заданиям также была характерной для собак в этом кластере.

Оценка производительности классификаторов машинного обучения:

Четыре матрицы ошибок, представленные на следующем рисунке, визуализируют производительность обученных моделей при разделении набора данных на 70% для обучения и 30% для тестирования. Матрица ошибок для этих моделей подчеркивает многоклассовую классификацию данной работы, где целевая переменная имеет пять значений в диапазоне от 0 до 4, представляющих разные типы личностей. Столбцы представляют предсказанные значения целевой переменной, а строки представляют фактические значения целевой переменной.

В матрице ошибок для задачи многоклассовой классификации термины "True Positive" (TP), "True Negative" (TN), "False Positive" (FP) и "False Negative" (FN) определяются следующим образом:

True Positive (TP): Количество экземпляров класса i, которые были правильно предсказаны как класс i.
True Negative (TN): Количество экземпляров, не принадлежащих классу i, которые были правильно предсказаны как не принадлежащие классу i.
False Positive (FP): Количество экземпляров, не принадлежащих классу i, которые были ошибочно предсказаны как принадлежащие классу i.
False Negative (FN): Количество экземпляров класса i, которые были ошибочно предсказаны как не принадлежащие классу i.

Согласно рисунку, модель дерева принятия решений имеет наивысшее значение TP для классов «0», «1» и «4». И модель дерева принятия решений, и модель опорных векторов имеют наивысшее количество правильных предсказаний для класса «2». Модель опорных векторов имеет наивысшее значение TP для класса «3».

Были вычислены значения точности (precision), полноты (recall) и F1-меры для каждого класса для каждой использованной модели. После этого был рассчитан процент точности для каждой модели, и результаты представлены в следующей таблице:

Classifier	Accuracy percentage (%)
SVM	98
KNN	98
Decision tree	99
Naïve bayes	79

В области машинного обучения точность (precision) – это отношение истинно положительных случаев к сумме истинно положительных и ложных положительных случаев. Она измеряет точность положительных предсказаний:

Кроме того, полнота (Recall) – это отношение истинно положительных случаев к сумме истинно положительных случаев и ложных отрицательных случаев. Она количественно оценивает способность классификатора захватить все положительные примеры:

Оценка F1 – это метрика, которая объединяет точность и полноту в одно значение, обеспечивая сбалансированную оценку производительности модели классификации:

Наконец, точность модели служит важным показателем, определяющим ее общую производительность. Она рассчитывается путем выявления отношения правильных прогнозов, представленных суммой истинных положительных (TP) и истинных отрицательных (TN), к общему количеству прогнозов. Математически точность выражается как:

Для получения общей точности для задачи с множеством классов можно усреднить точности по всем классам.

По итогу, модель дерева принятия решений продемонстрировала лучшую производительность из четырех исследованных моделей. SVM и KNN показали одинаковые результаты, в то время как модель Наивного Байеса показала наименьшую производительность. Для более детальной оценки модели была проведена пятикратная перекрестная проверка, в которой модели запускались 5 раз на различных случайных выборках данных для оценки их производительности.

Следующая таблица показывает рассчитанные оценки точности для каждого разбиения и среднюю точность классификации как окончательную оценку точности для каждой модели по результатам проверки:

Classifier	Fold number	Accuracy scores calculated for each fold	Mean accuracy score
SVM	1 2 3 4 5	0.98507463 0.98290598 0.98504274 0.98290598 0.99145299	0.98
KNN	1 2 3 4 5	0.97654584 0.97649573 0.98076923 0.98290598 0.97435897	0.97
Decision tree	1 2 3 4 5	0.98933902 0.9957265 0.98076923 0.99786325 0.99786325	0.99
Naïve bayes	1 2 3 4 5	0.76332623 0.76282051 0.78205128 0.77350427 0.79487179	0.77

Согласно таблице, общая производительность моделей SVM и дерева принятия решений осталась неизменной. Производительность модели KNN снизилась на 1%, а производительность модели наивного Байеса снизилась на 2%.

При этом, наибольшая производительность все равно остается за деревом принятия решений.

Вывод

Как я и описывала в начале статьи, способ определения типов личности собак, имеет ряд сходств со способами определения типов личности людей.

Важное различие между этими методами ML и методами, используемыми для разработки более традиционных оценок личности, таких как опросник "Большой пятерки" или “MBTI”, заключается в том, что, в то время как первые объединяют или группируют отдельных собак в соответствии со сходством в их поведении, о котором сообщается по результатам сбора данных из анкетирования (баллы C-BARQ), последний обычно включает группировку пунктов анкеты с соответствующими баллами для создания личностных ‘черт’, которые могут быть использованы для описания или профилирования индивидов.

Если проводить сравнение результатов этих тестов, то можно заметить, что кластеры 1 и 4, например, в настоящем анализе сопоставимы с человеческими личностными факторами ”Большой пятерки“ – ”нейротизмом“ и "покладистостью" соответственно, но существует меньше очевидных параллелей между нашими “возбудимыми/гиперактивными“, ”недружелюбными/хищными" и “реактивными/напористыми” собачьими личностями и любым из типов личности "Большой пятерки", что позволяет предположить, что эти кластеры могут быть специфичны для собак.

Для меня это исследование действительно нашло отклик в душе, потому что я сама связана с волонтерством и работой с брошенными домашними животными. К массовому бродяжничеству собак приводит неоправдание человеческих ожиданий (многие по-своему представляют “идеального” любимца), эта проблема действительно могла бы быть сведена к минимуму в результате такой оценки личности собак. Я рада, что методы искусственного интеллекта и машинного обучения применяются в таких сферах :)

На этом все!

Будем ждать Вас в комментариях! Спасибо за прочтение :)

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13 февр. 2024 г.

22.06.26 21:51 kimberlyhebert786

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] Call/Text Number: +1 (336) 390-6684
24.06.26 01:25 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +1603512144 8| Telegram: @Fundsretriever
24.06.26 01:27 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever
24.06.26 01:28 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever.
24.06.26 01:58 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.06.26 01:58 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.06.26 14:16 Universina da Mota

Becoming a victim of an investment scam is never anyone's intention it often happens because fraudsters exploit trust and a lack of awareness. I would like to express my sincere gratitude to the dedicated team at ResQpro for their professionalism and commitment to helping victims of online investment fraud. Their efforts in assisting individuals with the recovery of stolen assets and holding scammers accountable are truly commendable. If you need assistance or would like to learn more, you can contact them through: Email: [email protected] Alternative Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 14:21 Elizabeth Thompson

If you believe you have been the victim of an investment scam, it is important to act promptly and gather all relevant information. Keep records of transaction receipts, wallet addresses, communication logs, account details, and any other evidence related to the incident. Providing accurate documentation can help investigators, financial institutions, legal professionals, or recovery specialists review your case and determine what options may be available. Be cautious of anyone who guarantees the recovery of lost funds or requests large upfront payments. For additional information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 15:33 Júlia Castro

If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 22:01 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.06.26 22:01 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.06.26 21:13 Emilie Safi

A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.
25.06.26 21:25 Emilie Safi

So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.
26.06.26 01:04 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.06.26 01:04 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.06.26 02:48 Miriam Rocha

I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing
26.06.26 02:52 Miško Bakić

I got my $232,000 refund thanks to [email protected] and WhatsApp +19852969146. Highly recommended for anyone in a similar situation.
26.06.26 02:56 Asunción Herrera

A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.
26.06.26 15:05 Riley Stephens

If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [ResQProFirm @Gmail|•|com], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>.
26.06.26 15:09 Antonio Riley

Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [[email protected], ResQprofirm @aol.com], Telegram: ResQprofirm, WhatsApp: +19852969146.
28.06.26 00:37 kimberlyhebertt673

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] Call/Text Number: +1 (336) 390-6684
28.06.26 00:37 kimberlyhebertt673

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] Call/Text Number: +1 (336) 390-6684
29.06.26 11:57 Lisadonato0726

For 43 years, I struggled with bad credit due to my own poor decisions, and my credit score was around 490. When my girlfriend and I decided to buy a house, a mortgage broker informed us that it would be impossible to secure a mortgage with my credit score. As a result, she referred me to a company called HACK MAVENS CREDIT SPECIALIST, assuring me of their professionalism and ability to assist with credit improvement. Upon contacting them, I was impressed by their professionalism and they assured me that they could help. In less than 6 days, my credit score skyrocketed to 785, and they also successfully resolved issues in my credit report, including the bankruptcy. I am incredibly satisfied with their service and would highly recommend HACK MAVENS CREDIT SPECIALIST for reliable credit repairs. You can reach them at H A C K M A V E N S 5 [AT] G M A I L [DOT] COM or at [+] [1] [2 0 9] [4 1 7] – [1 9 5 7]. Thanks to their help, my girlfriend and I are now proud homeowners.
29.06.26 22:37 riley777

Back in 2025, I watched my life savings vanish. A thief took every cent. I felt desperate and went looking for a way to get it back. I found a guy here who said he was an expert haha. He talked about special software that could find my missing cash. I trusted him. That was a big mistake. He was just another scammer. I paid him a software fee and then he just stopped answering my texts and ran off with my money too. I felt so ashamed that I kept quiet about it for months. It is hard to admit you got fooled twice. Later on, I found a real pro. she did not use a fancy sales pitch. she just looked at the trans screenshots and followed the path the money took. she worked fast and got my funds back into my account. Having that money back changed everything. I can sleep again. her info; [email protected]. Call/chatroom on Whtasapp/ +44 7476618364.
30.06.26 15:08 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
30.06.26 15:08 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
02.07.26 01:22 Lieneke Bonnema

I highly recommend ResQprofirm for their professional asset recovery services of my $120,000 scammed funds. Their expertise, professionalism, and commitment to achieving results make them a reliable choice for anyone seeking dependable recovery assistance. [email protected], WhatsApp +19852969146, telegram @resqprofirm
02.07.26 01:26 Clara Morin

I want to extend my deepest appreciation for showing that circumstances do not define one’s potential for greatness. Your support has been a major source of inspiration during my trading journey, and I am sincerely grateful for your insight and mentorship. Thank you so much. [email protected], WhatsApp +19852969146, telegram ResQprofirm
02.07.26 01:31 Robin Hale

I sincerely want to thank you for demonstrating that anyone can rise above their circumstances and achieve success. Your constant support has been incredibly inspiring during my trading journey, and your wisdom and advice mean so much to me. I appreciate you deeply. [email protected], WhatsApp +19852969146, telegram Resqprofirm
04.07.26 15:32 Fraddy Pual

There are few companies I trust as much as FUNDSRETRIEVER. When I lost $653,000 in Ethereum to a ruthless scam, I thought my life would never be the same. The betrayal cut deep, but I refused to give up. I searched tirelessly for a legitimate way to recover what was stolen, and finally found FUNDSRETRIEVER—the most competent and compassionate recovery team I could have imagined. They handled my case with precision and care, and in the end, my entire ETH wallet was restored. More than the money, they gave me back my hope and happiness. I'm sharing my story because I want others to know that recovery is possible. If a scam has taken from you, don't hesitate—contact FUNDSRETRIEVER today. Email: FUNDSRETRIEVER1@ Gmail.com | WhatsApp: +1 603-512-1448 | Telegram: @FUNDSRETRIEVER
05.07.26 14:44 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/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
05.07.26 14:44 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/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.07.26 16:20 Olga Ognjanović

Having trouble withdrawing funds from an investment platform? ResQprofirm provides fund recovery assistance for individuals seeking help with investment-related disputes. I reached out to them after experiencing problems with an investment platform, and I appreciated their professionalism and support throughout the process. If you're facing a similar situation, act promptly, keep records of your transactions and communications, and seek assistance from a qualified recovery service or the appropriate authorities. Contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 985 296 9146
06.07.26 16:31 Joseph Weigl

Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
06.07.26 16:33 Jaran Løvlien

A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
07.07.26 18:00 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
07.07.26 18:01 robertalfred175

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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 17:12 Malthe Larsen

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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

I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Doris Ashley, who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G.Ma IL ..c 0 m ) Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.
01.08.26 15:05 keithwilson9899

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01.08.26 15:05 keithwilson9899

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03.08.26 20:05 Philip

I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
03.08.26 20:06 Philip

I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
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

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] Call/Text Number: +1 (336) 390-6684
04.08.26 12:37 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] Call/Text Number: +1 (336) 390-6684
06.08.26 08:11 ROMMYHENDERSON344

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 REALCYBERHACKERS 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 REALCYBERHACKERS AT gmail com or whatsapp +14106350697 if you need access to your partner's phone or any kind of hacking, they carry out all kinds of hacking job
06.08.26 13:56 lydiassmith567

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06.08.26 13:56 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/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
11.08.26 03:43 raymont0714

I recommend a trusted cybersecurity PRO with experience in authorized device access, security testing, and data recovery. SHE work only with the owner's consent and follow all legal and privacy rules on meta data. With permission, this specialist can recover lost files, check device security offline & online, and review texts, call records, or hidden data (spy or lurk around a cheating partner or colleuge). Strict confidentiality agreements protect the information, and client details remain private. The work is careful, efficient, and suited to complex cases. For help securing or recovering information from a phone or another electronic device, use the details below 2 consult [email protected] +44 7476618364 I trust her secrecy a living witness. Her discretion is unmatched, ensuring your privacy is always maintained
12.08.26 16:37 rssllhrnsb

I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Tatiana Sorina , who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G_Ma IL dot ..c 0 m)…. Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.
16.08.26 01:44 Matt Kegan

CapitalNode Analytics. They help to investigate and recover stolen digital assets from fake trading platforms. Great firm i must say.
18.08.26 04:59 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
18.08.26 04:59 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
19.08.26 14:50 BAYER7043

My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.
20.08.26 11:32 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
20.08.26 11:32 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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.
25.08.26 13:44 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
25.08.26 13:44 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
30.08.26 15:37 [email protected]

Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
30.08.26 15:37 [email protected]

Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
01.09.26 11:16 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
01.09.26 11:16 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
02.09.26 03:43 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
02.09.26 03:43 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
04.09.26 21:51 Kovengray

Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.
05.09.26 21:38 [email protected]

I invested 45,000 Euro, and later aggreviated to 198,000 Euro. I requested to place ‎Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@ gmail . com
09.09.26 21:31 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
09.09.26 21:31 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
09.09.26 23:22 Fraddy Pual

Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.
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
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

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
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