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Н Новости

Обзор telegram-бота N.E.T.C.A.L.C. – сетевого мульти-инструмента для ИТ и ИБ-специалистов, созданного с помощью ChatGPT

Всем привет! В первой части своего повествования я рассказал об опыте создания при помощи ChatGPT чат-бота, который теперь является моим верным и надежным ассистентом в быту и работе.

В этой статье я подробнее объясню и наглядно продемонстрирую каждую из его текущих возможностей, а также поделюсь дальнейшими планами по совершенствованию сетевого мультитула.

Немного общей информации о чат-боте NetCalc

STEP LOGIC NetCalc – это telegram-бот с функцией продвинутого калькулятора IP-сетей и набором полезных сетевых инструментов. Он умеет выполнять любые вычислительные операции с IP-адресами и/или сетями, включает в себя множество инструментов для проведения сетевой диагностики, а также позволяет генерировать готовые конфигурации для настройки различного сетевого оборудования.

UPD: В какой-то момент я решил сделать из названия аббревиатуру и попросил ChatGPT придумать расшифровку, отражающую суть бота. И так, встречайте N.E.T.C.A.L.C - Network Engineer Toolkit to Calculate Addresses and Load Configurations.

Меню чат-бота и основные кнопки

Меню позволяет запустить бота, вывести главное меню NetCalc, 1 из 3 его наборов различных инструментов, отменить текущую задачу.

b830c79784466a658c9b033504aeb5d9.png

Те же задачи выполняет и клавиатура главного меню, доступная при вводе команды /start.

b22bd838a28a9cb8db65fe21b16fdcf6.png

Теперь подробнее о кнопках главного меню.

Всего telegram-бот содержит 3 основных категории инструментов:

c5a4798d04cd5940e2e2fdb4187b6fa2.png

Рассмотрим более детально каждую из них.

Сетевой IP-калькулятор

Сетевой IP-калькулятор состоит из 7 функций.

330a1e2031292baeb01fd7595e4465df.png
  1. Инфо об IP и его сети (+RNG) повторяет функционал онлайн и мобильных IP-калькуляторов. Чат-бот запрашивает ввод IP-адреса с маской и в ответ выдает полную информацию о его сети и адресах в ней.

Бот предлагает на выбор 3 кнопки с вводом частных сетей и 1 кнопку с рандомизируемым значением (для проверки работы бота or just for fun).
91c859cf2070d7faf136cc9552ab63a2.png
Ответ выглядит так:
fd16c4dfc84c9070a8a7c30e76f59b9f.png

2. Дробление сетей на подсети запрашивает ввод исходной сети с маской, в ответ выдает список масок, на сети с которыми можно разбить исходную сеть, а также указывает количество каждой такой подсети, что умещается в исходную.

Бот предлагает на выбор 3 кнопки с вводом частных сетей и 1 кнопку с полной сетью, включающей в себя все адреса 0.0.0.0/0
651a3354824a04b4250b3508adbf155c.png
Если выбрать сеть 0.0.0.0/0, то в ответ появится клавиатура с 32 кнопками (по количеству подсетей с различными масками в ней).

В целях сохранения быстродействия и исключения флуда огромным количеством текста от бота, я ограничил вывод подсетей 4096 строчками.

В оффлайн-версии калькулятора для командной строки я не вводил это ограничение, так как данный инструмент доступен только локально и заём его ресурсов выводом миллиарда строк не повлияет на других пользователей, чего не скажешь об общедоступной версии telegram-бота.

Визуально недоступные позиции я отделил от доступных с помощью эмодзи ❌. Оставил же я их для возможности узнать количество таких подсетей без их вывода.

1ce6d51ffece1419bc22f483c14c3ed7.png
Ответ выглядит так:
b97930b706cfe4503fe386c5ab16767d.png

3. Исключение подсетей из 1 заданной сначала запрашивает ввод исходной сети с маской.

Бот предлагает на выбор ввести своё значение или нажать 1 кнопку с полной сетью, включающей в себя все адреса 0.0.0.0/0.
4f5b49b312228ddc50961c8054762aa9.png

Далее бот предлагает выбрать с помощью кнопок количество исключаемых подсетей от 1 до 10 или ввести свое количество.

e5bb37e1ab71b5a1d5ce140864590cb8.png

На следующем этапе бот для всего заданного количества подсетей поочередно запрашивает ввести их IP-адрес с префиксом сети.

58425295834710d96e621d8dcf37b182.png6445d1105f458e301c2f074209814e2a.png
Ответ выглядит так:
f338462c9c2200e811ea754904952307.png

4. Суммаризация подсетей в 1 (+RNG) сначала запрашивает количество суммируемых подсетей.

Бот предлагает на выбор кнопки от 1 до 10 или ввести своё количество.
ce8e124bd51d9356ab794d15422d38e9.png

Далее запрашивает ввести подсеть или предлагает в качестве примера кнопку со случайным адресом сети для всего заданного количества подсетей и находит их суперсет (общую сеть, включающую в себе все выбранные подсети).

2ff467c348b0f3aee39579079e42f4f7.png
Ответ выглядит так:
ac93033e9ef0856dedc7a28d4a0116b6.png

Примечание: очевидно, что если заданные подсети будут находиться слишком далеко друг от друга, например 1.1.1.0/24 и 254.254.0.0/16, то ближайшей общей подсетью для них будет 0.0.0.0/0. Вычисление подобного суперсета вряд ли имеет полезное применение, поэтому следует искать суперсет более менее близких друг с другом подсетей.

5. Тиражирование подсетей от начальной сначала запрашивает стартовый IP-адрес. От него будут высчитываться и выводиться списком все следующие подсети с выбранными параметрами.

Бот предлагает на выбор кнопки с частными подсетями в качестве примера или ввести свое значение.
f4255f204e70b8b1bc5318b88e6bf849.png

Далее запрашивает количество хостов, которое должно быть в желаемой сети, с кнопками-примерами или вводом собственного.

a2a437dc0c5b9bcd67a3bda2277fd931.png

Потом бот предлагает ввести количество таких подсетей, которые он после выведет списком на экран.

0f7597b4e3fb4b7bc5824bcff13e8a6c.png
Ответ выглядит так:
397f7865f7b5560ed77bc0816c4f7bf8.png

6. Объединение смежных сетей в списке тоже выполняет функцию “сложения”. Но в отличие от прошлой, которая находила суперсет для всех указанных подсетей, эта функция принимает на вход список подсетей и “складывает” только те сети, которые стыкуются друг с другом или пересекаются, то есть позволяют объединить их без “захвата” новых IP-адресов, как это происходило при составлении суперсета.

В ответ мы получим укороченный список из подсетей, которые дальше уже невозможно объединить.

Можно подавать на вход как список целиком в 1 сообщении, так и несколькими, а по завершении прислать в ответ символ ❗️, после чего будет выдан ответ. Также для удобства я добавил на кнопку с примером подсетей алгоритм, увеличивающий 3-ий октет на 1 с каждым сообщением, чтобы можно было быстро проверить работу функции.

34e07f11e09b5301be39ca741ca32fa8.png

7. Скачать оффлайн-калькулятор. Впоследствии я добавил возможность скачивания ранней оффлайн-версии сетевого калькулятора в telegram-бота. Так как бот присылает исполняемый файл не ссылкой, а сообщением, я ограничил функцию 3-мя скачиваниями в день для пресечения злоупотребления функцией и, как следствие, увеличением трафика и уменьшением ширины канала моего сервера. На выбор доступны заранее скомпилированные пакеты для популярных ОС и архитектур – исполняемый EXE-файл для Windows x86 и бинарные файлы arm64 и amd64 для Linux.

f06368fa752152577afd89007c46ea0c.png

Сетевой мульти-инструмент

Меню сетевого мульти-инструмента состоит из 11 функций.

963249959fbd6a2ef97fb6d2bdf9bb3a.png

1. Узнать страну и ASN по IP (+RNG) в ответ на присланный IP-адрес присылает информацию о стране, ASN и название организации, к который принадлежит IP.

bbe131a3e9eacaf0cff73530bf3f6a66.png

2. Whois (доменная регистрация) в ответ на присланное доменное имя присылает информацию о регистраторе, дате начала и конца регистрации домена, используемых резолверах имен, названии организации регистратора и его стране.

8854984a426af20dc6740a3698e50e26.png

3. NSLookup (резолв DNS) сначала предлагает выбрать DNS-сервер, с помощью которого будет производиться разрешение интересующего доменного имени.

Затем бот запрашивает список доменных имен и в ответ присылает IP-адреса, в которые выбранный DNS-сервер разрешает эти имена.

2d51158a80b229ed10eafdcf42db3454.png

4. Узнать свой IP-адрес выводит список в виде кнопок с популярными сервисами определения IP. При нажатии на кнопки во встроенном в Telegram браузере открывается информация с IP-адресом пользователя. Данную функцию пришлось реализовать с помощью явного перехода пользователем по ссылке, потому что API Telegram, как выяснилось, не позволяет узнать и вывести IP взаимодействующего с ним пользователя.

d8ede38531bc44fa637f558a107d74fc.png

5. Проверка открытых TCP-портов сначала запрашивает IP-адрес или доменное имя, чьи порты необходимо проверить.

Далее функция выводит клавиатуру с наиболее часто встречающимися портами или предлагает ввести свой. В ответ на сообщение с портом бот присылает результат проверки (открыт или закрыт) и тут же запрашивает ввод нового порта.

fd8c22f3ff9667be385f88978b9423c9.png

6. Поиск доменов приложения присылает список всех принадлежащих приложению доменов. Реализована функция с помощью веб-скрапинга (вызов nodejs + puppeteer из командной строки без GUI для эмуляции открытия страницы в браузере) сервиса https://www.netify.ai/ (Так как API платный, а веб-версия бесплатна – было решено брать значения из html. Но через обычный запрос с помощью curl я получал страницу, в которой вместо доменов отображались заглушки от динамически подгружаемых значений, которые подтягиваются через JS при открытии страницы в браузере). Разобраться в матчасти и придумать как реализовать алгоритм – как всегда помог ChatGPT.

48f9436e4d4c1aa2e3d5532b8f2fd4e6.png

7. Поиск поддоменов сайта присылает все найденные поддомены. Функция реализована с помощью API-запросов к сервису https://securitytrails.com/ и ограничена 6 запросами в день с целью контроля за расходом доступного бесплатного лимита. Для того, чтобы обойти ограничение в 50 запросов на 1 аккаунт, я завел несколько бесплатных аккаунтов, в каждом из которых сгенерировал API-ключ, добавив в бота их перебор по кругу до тех пор, пока не закончатся все рабочие ключи. Сейчас ищу бесплатную альтернативу данному сервису без ограничений. Буду рад идеям и предложениям в комментариях.

c6ed65c9fc3c010fdd30d0329aad2498.png

8. Скачать SSL-сертификаты сайта присылает всю цепочку SSL-сертификатов сайта в формате crt (включая его корневой и промежуточный CA), а также основную информацию из полей сертификатов в виде текста.

286f3c86766eb345a8fc0267b9609088.png

9. Узнать вендора по MAC (+RNG) определяет и присылает название производителя. Функция реализована через поиск по обновляемой на github базе mac-адресов. Имеется кнопка со случайными mac-адресами для быстрой проверки данной функции.

6400ae71c62151ec77131816e660dbc6.png

10. Reverse DNS Lookup запрашивает IP-адрес, а в ответ присылает найденный Reverse DNS (PTR-запись).

f3e250df9b985a04300d492d3fb69fe4.png

11. Тест Email на AV/AS/AP сначала предлагает выбрать тип тестового сообщения, которое содержит 1 из 3 строк, имитирующих спам /вирус / фишинг.

Затем просит ввести почту получателя и отправляет на него сообщение выбранного типа.

a515fd9f857f620ac07898e8b3e1c98a.png

Далее бот предлагает пользователю проверить почту. Если сообщения дошли, значит почтовый шлюз их пропустил, и защита не настроена.

4b26bf6f735c33a59bb489e967e24230.png

Конфигуратор сетевого оборудования

Конфигуратор сетевого оборудования состоит из 4 функций.

6e9ee1727675ee41328b1f3f5667408e.png

1. Конфигуратор FW FortiGate сначала предлагает выбрать тип объектов (IP или FQDN), с которыми планируется составить copy-paste строку конфигурации для оборудования FortiGate.

  • Если пользователь выбирает IP, то бот просит ввести построчно или списком все необходимые IP-адреса. После этого необходимо отправить в сообщении ❗️, потом ввести имя для группы. В ответ получаем готовый файл с текстовой copy-paste конфигурацией.

da686e86c09d20b3aa27de115427c143.pngПример получаемого конфигурационного файла:
config firewall address
        edit "1.1.1.1/32"
            set type ipmask
            set allow-routing enable
            set subnet 1.1.1.1 255.255.255.255
        next
    end
    

    config firewall address
        edit "1.1.1.2/32"
            set type ipmask
            set allow-routing enable
            set subnet 1.1.1.2 255.255.255.255
        next
    end
    

        config firewall addrgrp
            edit "IMPORTED-IP-GROUP"
                append member "1.1.1.1/32" "1.1.1.2/32"
                set allow-routing enable
            next
        end
  • Если же выбран FQDN, то необходимо ввести построчно или списком доменные имена, а после этого отправить ❗️. Бот запрашивает, нужно ли включить в список поддомены “www” или сразу все домены по wildcard-маске *, имя для группы, а в ответ присылает готовый файл с текстовой copy-paste конфигурацией.

dfbe7215d4d049086bb017d0755cb351.pngПример получаемого конфигурационного файла:
config firewall address
        edit "site2.ru"
            set type fqdn
            set allow-routing enable
            set fqdn "site2.ru"
        next
    
        edit "*.site2.ru"
            set type fqdn
            set allow-routing enable
            set fqdn "*.site2.ru"
        next
    end
    

    config firewall address
        edit "site1.ru"
            set type fqdn
            set allow-routing enable
            set fqdn "site1.ru"
        next
    
        edit "*.site1.ru"
            set type fqdn
            set allow-routing enable
            set fqdn "*.site1.ru"
        next
    end
    

        config firewall addrgrp
            edit "IMPORTED-FQDN-GROUP"
                append member "site2.ru" "*.site2.ru" "site1.ru" "*.site1.ru"
                set allow-routing enable
            next
        end

2. Конфигуратор FW Cisco (IP) сначала предлагает выбрать тип объектов (IP или FQDN), с которыми планируется составить copy-paste строку конфигурации для оборудования Cisco.

  • При выборе IP бот просит ввести построчно или списком все необходимые IP-адреса, а затем прислать в сообщении знак ❗️. После введения имени для группы в ответ приходит готовый файл с текстовой copy-paste конфигурацией.

93c9c1dbf7de6d72e4af760d525d76ce.pngНиже привожу пример получившейся конфигурации:
    conf t
        object network "1.1.1.1"
            subnet 1.1.1.1 255.255.255.255
        exit
    exit
    

    conf t
        object network "1.1.1.2"
            subnet 1.1.1.2 255.255.255.255
        exit
    exit
    

        conf t
            object-group network "IMPORTED-IP-GROUP"
        
                network-object object "1.1.1.1"
                network-object object "1.1.1.2"
            exit
        exit
  • Если выбран FQDN, то бот просит ввести построчно или списком все необходимые доменные имена, для завершения ожидает присланный в сообщении знак ❗️, потом запрашивает имя для группы и в ответ присылает готовый файл с текстовой copy-paste конфигурацией.

27ab6d441149bd4a7641a99e51b841ac.pngНиже привожу пример получившейся конфигурации:
conf t
        object network "site2.ru"
            fqdn "site2.ru"
        exit
    exit
    

    conf t
        object network "site1.ru"
            fqdn "site1.ru"
        exit
    exit
    

        conf t
            object-group network "IMPORTED-FQDN-GROUP"
        
                network-object object "site2.ru"
                network-object object "site1.ru"
            exit
        exit

3. Конфигуратор FW Континент 4 состоит из 2 разделов:

  • Конвертация только сетевых объектов, таких как IP-адреса/FQDN из FortiGate/Cisco ASA в формат Континент 4 для импорта через CSV/XML-файл

  • Конвертация правил МЭ/NAT и всех связанных с ними сетевых объектов и сервисов из FortiGate/Cisco ASA/Check Point/Континент 3 в формат Континент 4 для импорта через JSON-файл

42f7c946b143205b23aa18844db4e4f5.png

Только IP/FQDN-объекты через CSV/XML

Функция сначала запрашивает выбрать тип объектов файла конфигурации – FortiGate или Cisco. Далее необходимо загрузить файл конфигурации и определить, каким образом обрабатывать дубли и проводить сортировку.

В планах добавить поддержку большего числа вендоров. Напишите, пожалуйста, в комментариях для каких вендоров стоит написать парсеры и добавить в бота?

По причине ухода зарубежных вендоров с рынка РФ я пока оставил только конвертацию конфигураций оборудования западных вендоров в конфигурацию для отечественных, но, возможно, стоит написать функции конвертации в других вендоров, например из Cisco в FortiGate и наоборот? Или добавить больше конвертируемых настроек?

Пример получившегося CSV-файла для импорта объектов FortiGate в Континент 4 приведен ниже:
12dfd8ba2138301fbaa88e2d1196637f.png04e9690046c3979992ca8166d49aac6d.png
Пример получившегося CSV-файла для импорта объектов Cisco ASA в Континент 4 приведен ниже:
57fdb2fdf5c43cd6fde3d81b5ed866a4.png5a95c485c41a47db499667c01df98656.png

МЭ/NAT и IP/FQDN-объекты через JSON

Функция использует готовый инструментарий из официального репозитория разработчиков «Кода Безопасности» https://github.com/itseccode/c4_tools и позволяет подавать на вход конфигурационные файл различных производителей, проводить парсинг и конвертацию строк в формат, поддерживаемый оборудованием Континент 4.

32ba978f1a64271c7ee3f0e7c54d2c2f.pngПример конвертации конфига из Cisco ASA в Континент 4:
d0f69f473b66f55b1c3c12f8902674d6.png
Пример конвертации конфига из FortiGate в Континент 4:
189154a11e6cc15a449bb8959889680e.png
Пример конвертации конфига из нового формата Check Point в Континент 4:
c3f5d0e6c7b4c62fc6d1ad9519a7b8df.png
Пример конвертации конфига из Континент 3.9 в Континент 4:
86535244d6eb37556e3d940b2cbc3f16.png
Пример конвертации конфига из старого формата Check Point в Континент 4:
27515751ce4934f17383c30a25f2eb29.png

4. Конфигуратор FW Linux (iptables) позволяет вывести подсказки по тому, как разрешить прохождение всего трафика или команды для вывода на экран существующих правил iptables, а также в интерактивном режиме написать нужное правило.

Рассмотрим эту функцию на примере:

5f9d28caea2619f525470b966bf73f5b.png

Сначала бот спрашивает, в начало или конец списка добавить новое правило, а затем просит выбрать цепочку iptables и входящий интерфейс.

В зависимости от выбранных значений, некоторые интерактивные опросы могут быть пропущены как ненужные. Например, при выборе цепочки PREROUTING недоступен выбор исходящего интерфейса.

После этого необходимо определиться с протоколом, исходящим IP и портом, IP и портом назначения.

Далее бот просит выбрать конечное действие с выбранным трафиком

В некоторых случаях, после выбора действия бот запрашивает уточняющие вопросы, например, при выборе действия REDIRECT необходимо указать порт для перенаправления на него трафика.

Ниже представлен весь диалог целиком и полученное в результате правило:

d22511480e2a25c1a71a1198a7d7cc0d.png

Планы на будущее (TO DO)

  • Перебраться из Notepad++ в IDE типа PyCharm.

  • Очистить код от мусора и оптимизировать функции.

  • Сделать все функции асинхронными. Сейчас некоторые выполняются не моментально, а занимают какое-то время. При большом количестве одновременных запросов от разных пользователей может скопиться очередь и длительность ожидания станет заметно некомфортной.

  • Разбить 1 скрипт на несколько раздельных: основную функцию и вспомогательные в разных файлах-модулях, чтобы вызывать вспомогательные только по мере необходимости и экономить вычислительные ресурсы сервера.

  • Хранить все переменные в отдельных файлах или в БД в зашифрованном виде. Хранение присылаемых конфигов не ведется – они удаляются сразу после обработки и выдачи результата в чат.

  • Расширить список поддерживаемых вендоров сетевого оборудования в разделе «Конфигуратор сетевого оборудования» и набор поддерживаемых настроек при конвертации. Как минимум нужны сервисы и группы сервисов, потом можно переходить к парсерам FW и NAT-правил.

  • Добавить генератор строки инициализации Континент 3 (как дань памяти ныне почившему функционалу) https://kdemon.github.io/pages/kstrcfg.html.

  • Добавить больше разнообразных полезных сетевых инструментов (конвертация документов, OCR, crontab guru https://crontab.guru/, I OR l https://iorl.info/).

  • Настроить возможность пересылать боту сообщения и задать автоматическое выполнение определенных задач по формату текста в пересылаемом сообщении, чтобы быстрее получать ответ без навигации по меню и явного выбора необходимого пункта.

  • Исправить и оптимизировать устаревший код, который пишет ChatGPT под актуальные версии модулей и библиотек, а также современные требования безопасности.

  • Сделать бота опенсорсным, перенести код на Github для сохранения версионности, а также для возможности коллективной работы и контрибуции и провести интеграцию ChatGPT с Github репозиторием бота.

  • Настроить отказоустойчивость хост-серверов и автоматизировать перевод тестовых версий в продакшн по расписанию.

  • Возможно, добавить монетизацию в виде plus-подписки для возможности использования платных сервисов и API. Сейчас я использую счетчики (лимиты) использования тех функций, в сервисах которых есть ограничения по количеству запросов в бесплатной версии. Также я настроил лимиты на отправку спам-писем с моего домена для каждого пользователя для противодействия злонамеренному использованию и избежания попадания домена в спам-листы. В планах оптимизировать эту функцию для снижения подобных рисков.

Приветствуются предложения и критика в комментариях. Если у вас есть идеи, какие полезные функции стоит добавить в бота, или вы знаете, как реализовать ту или иную функцию эффективнее – не проходите мимо. Я буду рад услышать профессиональное мнение, исправить свои ошибки и оптимизировать алгоритм.

Источник

  • 22.06.26 21:51 kimberlyhebert786

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    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.

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    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

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  • 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

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  • 26.06.26 01:04 robertalfred175

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  • 28.06.26 00:37 kimberlyhebertt673

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  • 30.06.26 15:08 wendytaylor015

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  • 06.07.26 16:20 Olga Ognjanović

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  • 06.07.26 16:31 Joseph Weigl

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  • 07.07.26 18:00 robertalfred175

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  • 07.07.26 18:01 robertalfred175

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  • 09.07.26 19:06 Toivo Walli

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  • 09.07.26 19:10 Misty Alexander

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  • 13.07.26 23:49 [email protected]

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  • 15.07.26 11:53 Sarah Green

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  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 04:10 Fraddy Pual

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:54 kimberlyhebertt6877

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  • 30.07.26 00:04 Ahmed

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

  • 30.07.26 17:27 wendytaylor015

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  • 30.07.26 17:27 wendytaylor015

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  • 31.07.26 16:21 rssllhrnsb

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  • 04.08.26 11:05 Kisnoles

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

  • 04.08.26 12:37 kimberlyhebertt6877

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  • 16.08.26 01:44 Matt Kegan

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  • 18.08.26 04:59 marcushenderson624

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  • 19.08.26 14:50 BAYER7043

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  • 20.08.26 11:32 michaeldavenport218

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  • 23.08.26 20:02 leslieyee

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

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  • 30.08.26 15:37 [email protected]

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  • 02.09.26 03:43 kimberlyhebertt6877

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  • 05.09.26 21:38 [email protected]

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    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

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  • 11.09.26 03:23 kimberlyhebertt6877

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  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 15.09.26 03:35 elioduncan

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

  • 15.09.26 15:45 lydiassmith567

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  • 15.09.26 15:45 lydiassmith567

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

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