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Програмування","\u002Fcsharp\u002Fsystem-programming-windows\u002Fasync-fundamentals","01.csharp\u002F07.system-programming-windows\u002F12.async-fundamentals",{"title":344,"path":345,"stem":346},"SynchronizationContext та ConfigureAwait — Контекст Виконання","\u002Fcsharp\u002Fsystem-programming-windows\u002Fasync-context-configureawait","01.csharp\u002F07.system-programming-windows\u002F13.async-context-configureawait",{"title":348,"path":349,"stem":350},"Async — Просунуті Паттерни","\u002Fcsharp\u002Fsystem-programming-windows\u002Fasync-advanced","01.csharp\u002F07.system-programming-windows\u002F14.async-advanced",{"title":352,"path":353,"stem":354},"System.Threading.Channels — Async Producer-Consumer","\u002Fcsharp\u002Fsystem-programming-windows\u002Fchannels","01.csharp\u002F07.system-programming-windows\u002F15.channels",{"title":356,"path":357,"stem":358},"Асинхронна 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ОС","\u002Fcsharp\u002Fsystem-programming-windows\u002Fwindows-hooks-services","01.csharp\u002F07.system-programming-windows\u002F20.windows-hooks-services",{"title":376,"path":377,"stem":378},"Системне Програмування C# (Windows) — 07.system-programming-windows","\u002Fcsharp\u002Fsystem-programming-windows\u002Fimplementation_plan","01.csharp\u002F07.system-programming-windows\u002Fimplementation_plan",{"title":380,"icon":132,"path":381,"stem":382,"children":383,"page":59},"Io","\u002Fcsharp\u002Fio","01.csharp\u002F08.io",[384,388,392,396,400],{"title":385,"path":386,"stem":387},"8.1.1. Основи роботи з файловою системою","\u002Fcsharp\u002Fio\u002Ffile-system-basics","01.csharp\u002F08.io\u002F01.file-system-basics",{"title":389,"path":390,"stem":391},"8.1.2. Потоки (Streams) та Серіалізація Даних","\u002Fcsharp\u002Fio\u002Fstreams-serialization","01.csharp\u002F08.io\u002F02.streams-serialization",{"title":393,"path":394,"stem":395},"8.2.1. JSON Serialization з System.Text.Json","\u002Fcsharp\u002Fio\u002Fjson-serialization","01.csharp\u002F08.io\u002F03.json-serialization",{"title":397,"path":398,"stem":399},"8.2.2. XML Serialization та LINQ to XML","\u002Fcsharp\u002Fio\u002Fxml-serialization","01.csharp\u002F08.io\u002F04.xml-serialization",{"title":401,"path":402,"stem":403},"8.2.3. Binary Serialization: MessagePack та Protocol Buffers","\u002Fcsharp\u002Fio\u002Fbinary-serialization","01.csharp\u002F08.io\u002F05.binary-serialization",{"title":405,"icon":132,"path":406,"stem":407,"children":408,"page":59},"Ado Net","\u002Fcsharp\u002Fado-net","01.csharp\u002F09.ado-net",[409,413,417,421,425,429,433,437,441,445,449,453],{"title":410,"path":411,"stem":412},"9.1. Введення в ADO.NET","\u002Fcsharp\u002Fado-net\u002Fintroduction-to-adonet","01.csharp\u002F09.ado-net\u002F01.introduction-to-adonet",{"title":414,"path":415,"stem":416},"9.2. Клас DbConnection — з'єднання з базою даних","\u002Fcsharp\u002Fado-net\u002Fconnection","01.csharp\u002F09.ado-net\u002F02.connection",{"title":418,"path":419,"stem":420},"9.3. Клас DbCommand — виконання SQL-запитів","\u002Fcsharp\u002Fado-net\u002Fcommand-and-queries","01.csharp\u002F09.ado-net\u002F03.command-and-queries",{"title":422,"path":423,"stem":424},"9.4. Клас DbDataReader — ефективне читання даних","\u002Fcsharp\u002Fado-net\u002Fdatareader","01.csharp\u002F09.ado-net\u002F04.datareader",{"title":426,"path":427,"stem":428},"9.5. Параметризовані запити та захист від SQL Injection","\u002Fcsharp\u002Fado-net\u002Fparameters-and-sql-injection","01.csharp\u002F09.ado-net\u002F05.parameters-and-sql-injection",{"title":430,"path":431,"stem":432},"9.6. Транзакції в ADO.NET","\u002Fcsharp\u002Fado-net\u002Ftransactions","01.csharp\u002F09.ado-net\u002F06.transactions",{"title":434,"path":435,"stem":436},"9.7. DbProviderFactory — провайдер-незалежний код","\u002Fcsharp\u002Fado-net\u002Fprovider-factory","01.csharp\u002F09.ado-net\u002F07.provider-factory",{"title":438,"path":439,"stem":440},"9.8. Асинхронний доступ до даних","\u002Fcsharp\u002Fado-net\u002Fasync-data-access","01.csharp\u002F09.ado-net\u002F08.async-data-access",{"title":442,"path":443,"stem":444},"9.9. Від'єднаний режим: DataSet, DataTable, DataRow","\u002Fcsharp\u002Fado-net\u002Fdisconnected-mode-dataset","01.csharp\u002F09.ado-net\u002F09.disconnected-mode-dataset",{"title":446,"path":447,"stem":448},"9.10. DataAdapter — міст між DataSet та базою даних","\u002Fcsharp\u002Fado-net\u002Fdata-adapter","01.csharp\u002F09.ado-net\u002F10.data-adapter",{"title":450,"path":451,"stem":452},"9.11. Data Mapper та Repository: Архітектура доступу до даних","\u002Fcsharp\u002Fado-net\u002Fdata-mapper-repository","01.csharp\u002F09.ado-net\u002F11.data-mapper-repository",{"title":454,"path":455,"stem":456},"9.12. Identity Map, Unit of Work та Specification Pattern","\u002Fcsharp\u002Fado-net\u002Fadvanced-patterns","01.csharp\u002F09.ado-net\u002F12.advanced-patterns",{"title":458,"icon":255,"path":459,"stem":460,"children":461,"page":59},"Ef Core","\u002Fcsharp\u002Fef-core","01.csharp\u002F10.ef-core",[462,466,470,474,478,482,486,490,494,498,502,506,510,514,518,522,526,532,538,542,546,550,554,558,562,566,570,574,578,582,586,590,594,598,602,606,610,614,618,622,626,630,634,638,642,646],{"title":463,"path":464,"stem":465},"Що таке ORM? Від SQL до об'єктів","\u002Fcsharp\u002Fef-core\u002Fwhat-is-orm","01.csharp\u002F10.ef-core\u002F01.what-is-orm",{"title":467,"path":468,"stem":469},"Перший проєкт — від нуля до CRUD","\u002Fcsharp\u002Fef-core\u002Ffirst-project","01.csharp\u002F10.ef-core\u002F02.first-project",{"title":471,"path":472,"stem":473},"DbContext — Серце EF Core","\u002Fcsharp\u002Fef-core\u002Fdbcontext-deep-dive","01.csharp\u002F10.ef-core\u002F03.dbcontext-deep-dive",{"title":475,"path":476,"stem":477},"Провайдери баз даних — Архітектура та Вибір СУБД","\u002Fcsharp\u002Fef-core\u002Fdatabase-providers","01.csharp\u002F10.ef-core\u002F04.database-providers",{"title":479,"path":480,"stem":481},"Конвенції EF Core — Магія без конфігурації","\u002Fcsharp\u002Fef-core\u002Fconventions","01.csharp\u002F10.ef-core\u002F05.conventions",{"title":483,"path":484,"stem":485},"Fluent API та Data Annotations — Явна конфігурація моделі","\u002Fcsharp\u002Fef-core\u002Ffluent-api-vs-annotations","01.csharp\u002F10.ef-core\u002F06.fluent-api-vs-annotations",{"title":487,"path":488,"stem":489},"Зв'язки — One-to-One та One-to-Many","\u002Fcsharp\u002Fef-core\u002Frelationships-basics","01.csharp\u002F10.ef-core\u002F07.relationships-basics",{"title":491,"path":492,"stem":493},"Зв'язки Advanced — Many-to-Many та Складні Сценарії","\u002Fcsharp\u002Fef-core\u002Frelationships-advanced","01.csharp\u002F10.ef-core\u002F08.relationships-advanced",{"title":495,"path":496,"stem":497},"Властивості — Типи, Конвертери, Компаратори (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fproperty-configuration-part1","01.csharp\u002F10.ef-core\u002F09.property-configuration-part1",{"title":499,"path":500,"stem":501},"Властивості — Value Comparers, Generators, Shadow Properties (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fproperty-configuration-part2","01.csharp\u002F10.ef-core\u002F09.property-configuration-part2",{"title":503,"path":504,"stem":505},"Складні типи — Owned Types та Complex Types (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fcomplex-types-owned-part1","01.csharp\u002F10.ef-core\u002F10.complex-types-owned-part1",{"title":507,"path":508,"stem":509},"Складні типи — Complex Types, Keyless Entities, Порівняння (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fcomplex-types-owned-part2","01.csharp\u002F10.ef-core\u002F10.complex-types-owned-part2",{"title":511,"path":512,"stem":513},"JSON Columns — Складні дані у JSON (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fjson-columns-part1","01.csharp\u002F10.ef-core\u002F11.json-columns-part1",{"title":515,"path":516,"stem":517},"JSON Columns — Value Comparers, Індекси, Провайдери (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fjson-columns-part2","01.csharp\u002F10.ef-core\u002F11.json-columns-part2",{"title":519,"path":520,"stem":521},"Успадкування — Абстрактні класи та TPH (Частина 1)","\u002Fcsharp\u002Fef-core\u002Finheritance-part1","01.csharp\u002F10.ef-core\u002F12.inheritance-part1",{"title":523,"path":524,"stem":525},"Успадкування — TPT, TPC та Порівняння Стратегій (Частина 2)","\u002Fcsharp\u002Fef-core\u002Finheritance-part2","01.csharp\u002F10.ef-core\u002F12.inheritance-part2",{"title":527,"path":528,"stem":529,"children":530},"Індекси, Обмеження та Схема (Частина 1)","\u002Fcsharp\u002Fef-core\u002Findexes-constraints-part1","01.csharp\u002F10.ef-core\u002F13.indexes-constraints-part1",[531],{"title":527,"path":528,"stem":529},{"title":533,"path":534,"stem":535,"children":536},"Індекси, Обмеження та Схема (Частина 2)","\u002Fcsharp\u002Fef-core\u002Findexes-constraints-part2","01.csharp\u002F10.ef-core\u002F13.indexes-constraints-part2",[537],{"title":533,"path":534,"stem":535},{"title":539,"path":540,"stem":541},"Seed Data — Початкові Дані (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fseeding-part1","01.csharp\u002F10.ef-core\u002F14.seeding-part1",{"title":543,"path":544,"stem":545},"Seed Data — SQL-скрипти, Bogus та Стратегії (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fseeding-part2","01.csharp\u002F10.ef-core\u002F14.seeding-part2",{"title":547,"path":548,"stem":549},"Global Query Filters — Глобальні Фільтри (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fglobal-query-filters-part1","01.csharp\u002F10.ef-core\u002F15.global-query-filters-part1",{"title":551,"path":552,"stem":553},"Global Query Filters — Підводні камені та Інтеграція (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fglobal-query-filters-part2","01.csharp\u002F10.ef-core\u002F15.global-query-filters-part2",{"title":555,"path":556,"stem":557},"LINQ-запити в EF Core (Частина 1)","\u002Fcsharp\u002Fef-core\u002Flinq-queries-part1","01.csharp\u002F10.ef-core\u002F16.linq-queries-part1",{"title":559,"path":560,"stem":561},"LINQ-запити в EF Core (Частина 2)","\u002Fcsharp\u002Fef-core\u002Flinq-queries-part2","01.csharp\u002F10.ef-core\u002F16.linq-queries-part2",{"title":563,"path":564,"stem":565},"Завантаження Пов'язаних Даних (Частина 1)","\u002Fcsharp\u002Fef-core\u002Floading-related-data-part1","01.csharp\u002F10.ef-core\u002F17.loading-related-data-part1",{"title":567,"path":568,"stem":569},"Завантаження Пов'язаних Даних (Частина 2)","\u002Fcsharp\u002Fef-core\u002Floading-related-data-part2","01.csharp\u002F10.ef-core\u002F17.loading-related-data-part2",{"title":571,"path":572,"stem":573},"Raw SQL, Views та Stored Procedures (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fraw-sql-part1","01.csharp\u002F10.ef-core\u002F18.raw-sql-part1",{"title":575,"path":576,"stem":577},"Raw SQL — Stored Procedures, DbFunction та Bulk Operations (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fraw-sql-part2","01.csharp\u002F10.ef-core\u002F18.raw-sql-part2",{"title":579,"path":580,"stem":581},"Продвинуті Запити — Compiled Queries, Bulk та Оптимізація (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fadvanced-queries-part1","01.csharp\u002F10.ef-core\u002F19.advanced-queries-part1",{"title":583,"path":584,"stem":585},"Продвинуті Запити — Query Tags, Bulk та Interceptors (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fadvanced-queries-part2","01.csharp\u002F10.ef-core\u002F19.advanced-queries-part2",{"title":587,"path":588,"stem":589},"Change Tracker — Відстеження Змін (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fchange-tracking-part1","01.csharp\u002F10.ef-core\u002F20.change-tracking-part1",{"title":591,"path":592,"stem":593},"Change Tracker — Графи Об'єктів та Disconnected (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fchange-tracking-part2","01.csharp\u002F10.ef-core\u002F20.change-tracking-part2",{"title":595,"path":596,"stem":597},"Збереження Даних та Транзакції (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fsaving-data-part1","01.csharp\u002F10.ef-core\u002F21.saving-data-part1",{"title":599,"path":600,"stem":601},"Збереження Даних — Concurrency та Outbox (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fsaving-data-part2","01.csharp\u002F10.ef-core\u002F21.saving-data-part2",{"title":603,"path":604,"stem":605},"Конкурентність та Блокування (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fconcurrency-part1","01.csharp\u002F10.ef-core\u002F22.concurrency-part1",{"title":607,"path":608,"stem":609},"Конкурентність — Дедлоки та Queue Processing (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fconcurrency-part2","01.csharp\u002F10.ef-core\u002F22.concurrency-part2",{"title":611,"path":612,"stem":613},"Міграції в EF Core — Основи (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fmigrations-basics-part1","01.csharp\u002F10.ef-core\u002F23.migrations-basics-part1",{"title":615,"path":616,"stem":617},"Міграції в EF Core — Основи (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fmigrations-basics-part2","01.csharp\u002F10.ef-core\u002F23.migrations-basics-part2",{"title":619,"path":620,"stem":621},"Міграції — Просунуті Сценарії (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fmigrations-advanced-part1","01.csharp\u002F10.ef-core\u002F24.migrations-advanced-part1",{"title":623,"path":624,"stem":625},"Міграції — Просунуті Сценарії (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fmigrations-advanced-part2","01.csharp\u002F10.ef-core\u002F24.migrations-advanced-part2",{"title":627,"path":628,"stem":629},"Управління Схемою та Database-First (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fschema-management-part1","01.csharp\u002F10.ef-core\u002F25.schema-management-part1",{"title":631,"path":632,"stem":633},"Управління Схемою та Database-First (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fschema-management-part2","01.csharp\u002F10.ef-core\u002F25.schema-management-part2",{"title":635,"path":636,"stem":637},"Продуктивність EF Core — Основи (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fperformance-fundamentals-part1","01.csharp\u002F10.ef-core\u002F26.performance-fundamentals-part1",{"title":639,"path":640,"stem":641},"Interceptors в EF Core (Частина 1)","\u002Fcsharp\u002Fef-core\u002Finterceptors-part1","01.csharp\u002F10.ef-core\u002F29.interceptors-part1",{"title":643,"path":644,"stem":645},"Interceptors в EF Core — Connection, Transaction та Materialization (Частина 2)","\u002Fcsharp\u002Fef-core\u002Finterceptors-part2","01.csharp\u002F10.ef-core\u002F29.interceptors-part2",{"title":647,"path":648,"stem":649},"План вивчення Entity Framework Core — Повний курс","\u002Fcsharp\u002Fef-core\u002Fimplementation_plan","01.csharp\u002F10.ef-core\u002Fimplementation_plan",{"title":651,"icon":652,"path":653,"stem":654,"children":655,"page":59},"ASP.NET","i-devicon-dotnetcore","\u002Fcsharp\u002Faspnet","01.csharp\u002F11.aspnet",[656,730,791,869,927,941,967,1057,1111,1182,1212,1289,1346],{"title":657,"icon":658,"path":659,"stem":660,"children":661,"page":59},"Minimal API","i-lucide-network","\u002Fcsharp\u002Faspnet\u002Fminimal-api","01.csharp\u002F11.aspnet\u002F01.minimal-api",[662,666,670,674,678,682,686,690,694,698,702,706,710,714,718,722,726],{"title":663,"path":664,"stem":665},"Вступ до ASP.NET та еволюція фреймворку","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fintroduction","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F01.introduction",{"title":667,"path":668,"stem":669},"Перший додаток на ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Ffirst-application","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F02.first-application",{"title":671,"path":672,"stem":673},"WebApplication, Builder та Dependency Injection","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fwebapplication-builder","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F03.webapplication-builder",{"title":675,"path":676,"stem":677},"Конвеєр запитів та Middleware","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Frequest-pipeline-middleware","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F04.request-pipeline-middleware",{"title":679,"path":680,"stem":681},"Маршрутизація в ASP.NET Core: Основи","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Frouting-basics","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F05.routing-basics",{"title":683,"path":684,"stem":685},"Маршрутизація в ASP.NET Core: Розширені можливості","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Frouting-advanced","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F06.routing-advanced",{"title":687,"path":688,"stem":689},"Статичні файли в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fstatic-files","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F07.static-files",{"title":691,"path":692,"stem":693},"Статичні Активи: MapStaticAssets (ASP.NET Core 9.0)","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fstatic-assets","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F08.static-assets",{"title":695,"path":696,"stem":697},"Конфігурація в ASP.NET Core: Основи","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fconfiguration-fundamentals","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F09.configuration-fundamentals",{"title":699,"path":700,"stem":701},"Конфігурація: Паттерн Options","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fconfiguration-options","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F10.configuration-options",{"title":703,"path":704,"stem":705},"Логування в ASP.NET Core: Основи","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Flogging-basics","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F11.logging-basics",{"title":707,"path":708,"stem":709},"Логування: Serilog та Middleware","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Flogging-advanced","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F12.logging-advanced",{"title":711,"path":712,"stem":713},"Управління станом: HttpContext.Items та Cookies","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fstate-management","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F13.state-management",{"title":715,"path":716,"stem":717},"Стан сесії: Sessions","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fsession-state","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F14.session-state",{"title":719,"path":720,"stem":721},"Структура проєкту: від хаосу до архітектури","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fproject-structure","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F15.project-structure",{"title":723,"path":724,"stem":725},"Scalar у Minimal API: повний проєкт і Fluent OpenAPI","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fscalar-openapi-fluent","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F16.scalar-openapi-fluent",{"title":727,"path":728,"stem":729},"Swagger \u002F Swashbuckle у Minimal API: окремий класичний шлях","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fswagger-swashbuckle","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F17.swagger-swashbuckle",{"title":731,"icon":658,"path":732,"stem":733,"children":734,"page":59},"API","\u002Fcsharp\u002Faspnet\u002Fapi","01.csharp\u002F11.aspnet\u002F02.api",[735,739,743,747,751,755,759,763,767,771,775,779,783,787],{"title":736,"path":737,"stem":738},"Що таке API. Клієнт-серверна архітектура","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fwhat-is-api","01.csharp\u002F11.aspnet\u002F02.api\u002F01.what-is-api",{"title":740,"path":741,"stem":742},"Формати даних: JSON, XML, TOML та бінарні формати","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fdata-formats","01.csharp\u002F11.aspnet\u002F02.api\u002F02.data-formats",{"title":744,"path":745,"stem":746},"Парадигми API та концепція REST","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fapi-paradigms-rest","01.csharp\u002F11.aspnet\u002F02.api\u002F03.api-paradigms-rest",{"title":748,"path":749,"stem":750},"HTTP-методи, статус-коди та заголовки","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fhttp-methods-status-codes","01.csharp\u002F11.aspnet\u002F02.api\u002F04.http-methods-status-codes",{"title":752,"path":753,"stem":754},"Організація HTTP API за принципами REST","\u002Fcsharp\u002Faspnet\u002Fapi\u002Frest-organizing","01.csharp\u002F11.aspnet\u002F02.api\u002F05.rest-organizing",{"title":756,"path":757,"stem":758},"Номенклатура URL та CRUD-операції","\u002Fcsharp\u002Faspnet\u002Fapi\u002Furl-nomenclature-crud","01.csharp\u002F11.aspnet\u002F02.api\u002F06.url-nomenclature-crud",{"title":760,"path":761,"stem":762},"Правила дизайну: іменування та стандарти","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fapi-design-naming","01.csharp\u002F11.aspnet\u002F02.api\u002F07.api-design-naming",{"title":764,"path":765,"stem":766},"Валідація, ліміти та обробка помилок","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fapi-design-validation","01.csharp\u002F11.aspnet\u002F02.api\u002F08.api-design-validation",{"title":768,"path":769,"stem":770},"Обробка помилок у Minimal API","\u002Fcsharp\u002Faspnet\u002Fapi\u002Ferror-handling-http","01.csharp\u002F11.aspnet\u002F02.api\u002F09.error-handling-http",{"title":772,"path":773,"stem":774},"Ідемпотентність та синхронізація стану","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fidempotency-sync","01.csharp\u002F11.aspnet\u002F02.api\u002F10.idempotency-sync",{"title":776,"path":777,"stem":778},"Пагінація та організація списків","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fpagination-lists","01.csharp\u002F11.aspnet\u002F02.api\u002F11.pagination-lists",{"title":780,"path":781,"stem":782},"Безпека API, кешування та інтернаціоналізація","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fsecurity-auth","01.csharp\u002F11.aspnet\u002F02.api\u002F12.security-auth",{"title":784,"path":785,"stem":786},"Процес проєктування API та документування","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fapi-design-process","01.csharp\u002F11.aspnet\u002F02.api\u002F13.api-design-process",{"title":788,"path":789,"stem":790},"OpenAPI: контракт, специфікація та документація API","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fopenapi","01.csharp\u002F11.aspnet\u002F02.api\u002F14.openapi",{"title":792,"icon":793,"path":794,"stem":795,"children":796,"page":59},"Auth","i-lucide-shield-check","\u002Fcsharp\u002Faspnet\u002Fauth","01.csharp\u002F11.aspnet\u002F03.auth",[797,801,805,809,813,817,821,825,829,833,837,841,845,849,853,857,861,865],{"title":798,"path":799,"stem":800},"Основи аутентифікації та авторизації","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fauth-fundamentals","01.csharp\u002F11.aspnet\u002F03.auth\u002F01.auth-fundamentals",{"title":802,"path":803,"stem":804},"JWT-аутентифікація","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fjwt-authentication","01.csharp\u002F11.aspnet\u002F03.auth\u002F02.jwt-authentication",{"title":806,"path":807,"stem":808},"Авторизація: ролі, політики та resource-based доступ","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fauthorization-policies","01.csharp\u002F11.aspnet\u002F03.auth\u002F03.authorization-policies",{"title":810,"path":811,"stem":812},"Cookie-аутентифікація та ASP.NET Core Identity","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fcookie-auth-identity","01.csharp\u002F11.aspnet\u002F03.auth\u002F04.cookie-auth-identity",{"title":814,"path":815,"stem":816},"JWT + Refresh Tokens (HttpOnly Cookie)","\u002Fcsharp\u002Faspnet\u002Fauth\u002F04b.identity-auth-jwt","01.csharp\u002F11.aspnet\u002F03.auth\u002F04b.identity-auth-jwt",{"title":818,"path":819,"stem":820},"Identity: Підтвердження Email та Скидання Пароля","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fidentity-email-confirmation","01.csharp\u002F11.aspnet\u002F03.auth\u002F05.identity-email-confirmation",{"title":822,"path":823,"stem":824},"Identity: Двофакторна Аутентифікація (2FA)","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fidentity-two-factor","01.csharp\u002F11.aspnet\u002F03.auth\u002F06.identity-two-factor",{"title":826,"path":827,"stem":828},"Identity: Внутрішня Архітектура та Кастомізація","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fidentity-internals","01.csharp\u002F11.aspnet\u002F03.auth\u002F07.identity-internals",{"title":830,"path":831,"stem":832},"OAuth 2.0 та зовнішні провайдери","\u002Fcsharp\u002Faspnet\u002Fauth\u002Foauth-external-providers","01.csharp\u002F11.aspnet\u002F03.auth\u002F08.oauth-external-providers",{"title":834,"path":835,"stem":836},"Безпека на практиці: CORS, HTTPS та захист від атак","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fsecurity-hardening","01.csharp\u002F11.aspnet\u002F03.auth\u002F09.security-hardening",{"title":838,"path":839,"stem":840},"Теорія OAuth 2.0: Поняття, Аналогії та Флоу","\u002Fcsharp\u002Faspnet\u002Fauth\u002Foauth-theory","01.csharp\u002F11.aspnet\u002F03.auth\u002F10.oauth-theory",{"title":842,"path":843,"stem":844},"OIDC, OAuth 2.0 та Keycloak в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Fauth\u002Foidc-keycloak","01.csharp\u002F11.aspnet\u002F03.auth\u002F10.oidc-keycloak",{"title":846,"path":847,"stem":848},"API Keys аутентифікація в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fapi-keys","01.csharp\u002F11.aspnet\u002F03.auth\u002F11.api-keys",{"title":850,"path":851,"stem":852},"Rate Limiting та Throttling в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Fauth\u002Frate-limiting","01.csharp\u002F11.aspnet\u002F03.auth\u002F12.rate-limiting",{"title":854,"path":855,"stem":856},"Refresh Token Rotation в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Fauth\u002Frefresh-token-rotation","01.csharp\u002F11.aspnet\u002F03.auth\u002F13.refresh-token-rotation",{"title":858,"path":859,"stem":860},"Certificate Authentication та mTLS в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fcertificate-auth","01.csharp\u002F11.aspnet\u002F03.auth\u002F14.certificate-auth",{"title":862,"path":863,"stem":864},"RBAC, ABAC та ReBAC в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Fauth\u002Frbac-abac-rebac","01.csharp\u002F11.aspnet\u002F03.auth\u002F15.rbac-abac-rebac",{"title":866,"path":867,"stem":868},"Multi-tenancy та ізоляція даних в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fmulti-tenancy","01.csharp\u002F11.aspnet\u002F03.auth\u002F16.multi-tenancy",{"title":870,"icon":871,"path":872,"stem":873,"children":874,"page":59},"Нотифікації","i-lucide-bell","\u002Fcsharp\u002Faspnet\u002Fnotifications","01.csharp\u002F11.aspnet\u002F04.notifications",[875,879,883,887,891,895,899,903,907,911,915,919,923],{"title":876,"path":877,"stem":878},"In-App нотифікації через базу даних","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fin-app-database-notifications","01.csharp\u002F11.aspnet\u002F04.notifications\u002F01.in-app-database-notifications",{"title":880,"path":881,"stem":882},"Polling: Регулярний запит оновлень","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fpolling","01.csharp\u002F11.aspnet\u002F04.notifications\u002F02.polling",{"title":884,"path":885,"stem":886},"Server-Sent Events: Однострімовий push від сервера","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fserver-sent-events","01.csharp\u002F11.aspnet\u002F04.notifications\u002F03.server-sent-events",{"title":888,"path":889,"stem":890},"WebSockets: Двостороннє з'єднання в реальному часі","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fwebsockets","01.csharp\u002F11.aspnet\u002F04.notifications\u002F04.websockets",{"title":892,"path":893,"stem":894},"SignalR: Абстракція над транспортами реального часу","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fsignalr","01.csharp\u002F11.aspnet\u002F04.notifications\u002F05.signalr",{"title":896,"path":897,"stem":898},"Background Services: Фонові задачі в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fbackground-services","01.csharp\u002F11.aspnet\u002F04.notifications\u002F06.background-services",{"title":900,"path":901,"stem":902},"Web Push нотифікації","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fweb-push","01.csharp\u002F11.aspnet\u002F04.notifications\u002F07.web-push",{"title":904,"path":905,"stem":906},"Email нотифікації","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Femail-notifications","01.csharp\u002F11.aspnet\u002F04.notifications\u002F08.email-notifications",{"title":908,"path":909,"stem":910},"Порівняння підходів: Як вибрати правильну технологію нотифікацій","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fchoosing-the-right-approach","01.csharp\u002F11.aspnet\u002F04.notifications\u002F09.choosing-the-right-approach",{"title":912,"path":913,"stem":914},"Hangfire: Надійне планування фонових задач","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fhangfire","01.csharp\u002F11.aspnet\u002F04.notifications\u002F10.hangfire",{"title":916,"path":917,"stem":918},"Практика: Конвертація зображень у WebP через Hangfire","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fhangfire-image-webp","01.csharp\u002F11.aspnet\u002F04.notifications\u002F11.hangfire-image-webp",{"title":920,"path":921,"stem":922},"Практика: Підготовка відео до HLS-стрімінгу через Hangfire","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fhangfire-video-hls","01.csharp\u002F11.aspnet\u002F04.notifications\u002F12.hangfire-video-hls",{"title":924,"path":925,"stem":926},"Telegram-нотифікації: від одного повідомлення до масових розсилок і мульти-канального підходу","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Ftelegram-notifications","01.csharp\u002F11.aspnet\u002F04.notifications\u002F13.telegram-notifications",{"title":928,"icon":929,"path":930,"stem":931,"children":932,"page":59},"Інтернаціоналізація","i-lucide-languages","\u002Fcsharp\u002Faspnet\u002Fi18n","01.csharp\u002F11.aspnet\u002F05.i18n",[933,937],{"title":934,"path":935,"stem":936},"Інтернаціоналізація (i18n) у Minimal API: від A до Я","\u002Fcsharp\u002Faspnet\u002Fi18n\u002Finternationalization","01.csharp\u002F11.aspnet\u002F05.i18n\u002F01.internationalization",{"title":938,"path":939,"stem":940},"Humanizer: людиномовні рядки у .NET","\u002Fcsharp\u002Faspnet\u002Fi18n\u002Fhumanizer","01.csharp\u002F11.aspnet\u002F05.i18n\u002F02.humanizer",{"title":942,"icon":943,"path":944,"stem":945,"children":946,"page":59},"Кешування","i-lucide-layers","\u002Fcsharp\u002Faspnet\u002Fcaching","01.csharp\u002F11.aspnet\u002F06.caching",[947,951,955,959,963],{"title":948,"path":949,"stem":950},"Огляд кешування: чотири рівні і коли що обирати","\u002Fcsharp\u002Faspnet\u002Fcaching\u002Fcaching","01.csharp\u002F11.aspnet\u002F06.caching\u002F01.caching",{"title":952,"path":953,"stem":954},"IMemoryCache: кеш в оперативній пам'яті","\u002Fcsharp\u002Faspnet\u002Fcaching\u002Fmemory-cache","01.csharp\u002F11.aspnet\u002F06.caching\u002F02.memory-cache",{"title":956,"path":957,"stem":958},"IDistributedCache і Redis: розподілений кеш","\u002Fcsharp\u002Faspnet\u002Fcaching\u002Fdistributed-cache","01.csharp\u002F11.aspnet\u002F06.caching\u002F03.distributed-cache",{"title":960,"path":961,"stem":962},"Response Cache: HTTP-кешування через Cache-Control","\u002Fcsharp\u002Faspnet\u002Fcaching\u002Fresponse-cache","01.csharp\u002F11.aspnet\u002F06.caching\u002F04.response-cache",{"title":964,"path":965,"stem":966},"Output Cache: серверний кеш HTTP-відповідей (.NET 7+)","\u002Fcsharp\u002Faspnet\u002Fcaching\u002Foutput-cache","01.csharp\u002F11.aspnet\u002F06.caching\u002F05.output-cache",{"title":968,"icon":969,"path":970,"stem":971,"children":972,"page":59},"Тестування","i-lucide-test-tube","\u002Fcsharp\u002Faspnet\u002Ftesting","01.csharp\u002F11.aspnet\u002F07.testing",[973,977,981,985,989,993,997,1001,1005,1009,1013,1017,1021,1025,1029,1033,1037,1041,1045,1049,1053],{"title":974,"path":975,"stem":976},"Що таке тестування? Від інтуїції до науки","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fwhat-is-testing","01.csharp\u002F11.aspnet\u002F07.testing\u002F01.what-is-testing",{"title":978,"path":979,"stem":980},"Піраміда тестування — Стратегія, а не Догма","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Ftesting-pyramid","01.csharp\u002F11.aspnet\u002F07.testing\u002F02.testing-pyramid",{"title":982,"path":983,"stem":984},"Дві Школи Тестування — Лондон проти Детройту","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Ftesting-schools","01.csharp\u002F11.aspnet\u002F07.testing\u002F03.testing-schools",{"title":986,"path":987,"stem":988},"TDD та BDD — Тести як Дизайн-інструмент","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Ftdd-and-bdd","01.csharp\u002F11.aspnet\u002F07.testing\u002F04.tdd-and-bdd",{"title":990,"path":991,"stem":992},"Що саме тестувати — Техніки аналізу та Циклomatична складність","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fwhat-to-test","01.csharp\u002F11.aspnet\u002F07.testing\u002F05.what-to-test",{"title":994,"path":995,"stem":996},"Тестові Фреймворки — Навіщо вони і що всередині","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Ftest-frameworks","01.csharp\u002F11.aspnet\u002F07.testing\u002F06.test-frameworks",{"title":998,"path":999,"stem":1000},"xUnit — Факти, Теорії та Lifecycle тестів","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fxunit-basics","01.csharp\u002F11.aspnet\u002F07.testing\u002F07.xunit-basics",{"title":1002,"path":1003,"stem":1004},"xUnit Advanced — Fixtures, Кастомізація та Розширення","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fxunit-advanced","01.csharp\u002F11.aspnet\u002F07.testing\u002F08.xunit-advanced",{"title":1006,"path":1007,"stem":1008},"Moq — Глибоке занурення в мокування","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fmocking-with-moq","01.csharp\u002F11.aspnet\u002F07.testing\u002F09.mocking-with-moq",{"title":1010,"path":1011,"stem":1012},"Тестування Баз Даних — EF Core, SQLite та Testcontainers","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fdatabase-testing","01.csharp\u002F11.aspnet\u002F07.testing\u002F10.database-testing",{"title":1014,"path":1015,"stem":1016},"Integration Testing — Частина 1 [Теорія та WebApplicationFactory]","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fintegration-testing","01.csharp\u002F11.aspnet\u002F07.testing\u002F11.integration-testing",{"title":1018,"path":1019,"stem":1020},"Інтеграційне тестування — Практика","\u002Fcsharp\u002Faspnet\u002Ftesting\u002F11a.integration-testing-practice","01.csharp\u002F11.aspnet\u002F07.testing\u002F11a.integration-testing-practice",{"title":1022,"path":1023,"stem":1024},"Integration Testing — Частина 2 [Просунуті Сценарії та Testcontainers]","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fintegration-testing-advanced","01.csharp\u002F11.aspnet\u002F07.testing\u002F12.integration-testing-advanced",{"title":1026,"path":1027,"stem":1028},"Професійний Postman: Колекції, Змінні та GitHub Інтеграція","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fpostman-professional","01.csharp\u002F11.aspnet\u002F07.testing\u002F13.postman-professional",{"title":1030,"path":1031,"stem":1032},"HttpClient у Тестах Частина 1: Архітектура та MockHttpMessageHandler","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fhttpclient-testing","01.csharp\u002F11.aspnet\u002F07.testing\u002F14.httpclient-testing",{"title":1034,"path":1035,"stem":1036},"HttpClient у Тестах Частина 2: WireMock.Net та Resilience","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fwiremock-net","01.csharp\u002F11.aspnet\u002F07.testing\u002F15.wiremock-net",{"title":1038,"path":1039,"stem":1040},"Патерни та Анти-патерни Тестування: Test Smells","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Ftesting-patterns","01.csharp\u002F11.aspnet\u002F07.testing\u002F16.testing-patterns",{"title":1042,"path":1043,"stem":1044},"Просунуті інструменти: Time, Snapshots та Властивості","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fadvanced-testing-tools","01.csharp\u002F11.aspnet\u002F07.testing\u002F17.advanced-testing-tools",{"title":1046,"path":1047,"stem":1048},"Тестування Архітектури з NetArchTest","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Farchitecture-testing","01.csharp\u002F11.aspnet\u002F07.testing\u002F18.architecture-testing",{"title":1050,"path":1051,"stem":1052},"Тестування Продуктивності: BenchmarkDotNet, NBomber та k6","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fperformance-testing","01.csharp\u002F11.aspnet\u002F07.testing\u002F19.performance-testing",{"title":1054,"path":1055,"stem":1056},"Залишок плану для курсу \"Тестування ASP.NET Minimal API\"","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fremaining_plan","01.csharp\u002F11.aspnet\u002F07.testing\u002Fremaining_plan",{"title":1058,"icon":1059,"path":1060,"stem":1061,"children":1062,"page":59},"Платежі","i-lucide-credit-card","\u002Fcsharp\u002Faspnet\u002Fpayments","01.csharp\u002F11.aspnet\u002F08.payments",[1063,1067,1071,1075,1079,1083,1087,1091,1095,1099,1103,1107],{"title":1064,"path":1065,"stem":1066},"Основи платіжної інфраструктури","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Fpayment-fundamentals","01.csharp\u002F11.aspnet\u002F08.payments\u002F01.payment-fundamentals",{"title":1068,"path":1069,"stem":1070},"Методи оплати в Україні","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Fpayment-methods-ukraine","01.csharp\u002F11.aspnet\u002F08.payments\u002F02.payment-methods-ukraine",{"title":1072,"path":1073,"stem":1074},"PCI DSS та безпека платежів","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Fpci-dss-security","01.csharp\u002F11.aspnet\u002F08.payments\u002F03.pci-dss-security",{"title":1076,"path":1077,"stem":1078},"Архітектура платіжної підсистеми","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Fpayment-architecture","01.csharp\u002F11.aspnet\u002F08.payments\u002F04.payment-architecture",{"title":1080,"path":1081,"stem":1082},"Інтеграція LiqPay (ПриватБанк)","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Fliqpay-integration","01.csharp\u002F11.aspnet\u002F08.payments\u002F05.liqpay-integration",{"title":1084,"path":1085,"stem":1086},"Інтеграція Monobank Acquiring API","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Fmonobank-acquiring","01.csharp\u002F11.aspnet\u002F08.payments\u002F06.monobank-acquiring",{"title":1088,"path":1089,"stem":1090},"Інтеграція Stripe","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Fstripe-integration","01.csharp\u002F11.aspnet\u002F08.payments\u002F07.stripe-integration",{"title":1092,"path":1093,"stem":1094},"Webhooks — глибоке занурення","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Fwebhooks-deep-dive","01.csharp\u002F11.aspnet\u002F08.payments\u002F08.webhooks-deep-dive",{"title":1096,"path":1097,"stem":1098},"Підписки та рекурентні платежі","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Fsubscriptions-recurring","01.csharp\u002F11.aspnet\u002F08.payments\u002F09.subscriptions-recurring",{"title":1100,"path":1101,"stem":1102},"Повернення коштів та диспути","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Frefunds-disputes","01.csharp\u002F11.aspnet\u002F08.payments\u002F10.refunds-disputes",{"title":1104,"path":1105,"stem":1106},"Тестування платіжних інтеграцій","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Ftesting-payments","01.csharp\u002F11.aspnet\u002F08.payments\u002F11.testing-payments",{"title":1108,"path":1109,"stem":1110},"Чекліст виходу в Production","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Fproduction-checklist","01.csharp\u002F11.aspnet\u002F08.payments\u002F12.production-checklist",{"title":1112,"icon":1113,"items":1114,"path":1127,"stem":1128,"children":1129,"page":59},"Популярні бібліотеки","lucide:box",[1115,1116,1117,1118,1119,1120,1121,1122,1123,1124,1125,1126],"01.fluent-validation","02.mapster","03.erroror-result-pattern","04.serilog","05.mediatr","06.polly","07.health-checks","08.feature-management","09.fluent-email","10.quest-pdf","11.bogus","12.humanizer-guard","\u002Fcsharp\u002Faspnet\u002Flibraries","01.csharp\u002F11.aspnet\u002F09.libraries",[1130,1134,1138,1142,1146,1150,1154,1158,1162,1166,1170,1174,1178],{"title":1131,"path":1132,"stem":1133},"Валідація з FluentValidation в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Ffluent-validation","01.csharp\u002F11.aspnet\u002F09.libraries\u002F01.fluent-validation",{"title":1135,"path":1136,"stem":1137},"Маппінг об","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Fmapster","01.csharp\u002F11.aspnet\u002F09.libraries\u002F02.mapster",{"title":1139,"path":1140,"stem":1141},"Обробка помилок з ErrorOr та Result Pattern в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Ferroror-result-pattern","01.csharp\u002F11.aspnet\u002F09.libraries\u002F03.erroror-result-pattern",{"title":1143,"path":1144,"stem":1145},"Структуроване логування з Serilog в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Fserilog","01.csharp\u002F11.aspnet\u002F09.libraries\u002F04.serilog",{"title":1147,"path":1148,"stem":1149},"CQRS та Mediator з MediatR в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Fmediatr","01.csharp\u002F11.aspnet\u002F09.libraries\u002F05.mediatr",{"title":1151,"path":1152,"stem":1153},"Відмовостійкість з Polly в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Fpolly","01.csharp\u002F11.aspnet\u002F09.libraries\u002F06.polly",{"title":1155,"path":1156,"stem":1157},"Health Checks в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Fhealth-checks","01.csharp\u002F11.aspnet\u002F09.libraries\u002F07.health-checks",{"title":1159,"path":1160,"stem":1161},"Feature Management та Feature Flags в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Ffeature-management","01.csharp\u002F11.aspnet\u002F09.libraries\u002F08.feature-management",{"title":1163,"path":1164,"stem":1165},"Відправка Email з FluentEmail в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Ffluent-email","01.csharp\u002F11.aspnet\u002F09.libraries\u002F09.fluent-email",{"title":1167,"path":1168,"stem":1169},"Генерація PDF з QuestPDF в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Fquest-pdf","01.csharp\u002F11.aspnet\u002F09.libraries\u002F10.quest-pdf",{"title":1171,"path":1172,"stem":1173},"Генерація тестових даних з Bogus в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Fbogus","01.csharp\u002F11.aspnet\u002F09.libraries\u002F11.bogus",{"title":1175,"path":1176,"stem":1177},"Humanizer та Guard Clauses в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Fhumanizer-guard","01.csharp\u002F11.aspnet\u002F09.libraries\u002F12.humanizer-guard",{"title":1179,"path":1180,"stem":1181},"План модуля 10.libraries — Популярні бібліотеки ASP.NET","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Fplan","01.csharp\u002F11.aspnet\u002F09.libraries\u002Fplan",{"title":1183,"icon":1184,"path":1185,"stem":1186,"children":1187,"page":59},"Razor Pages","i-lucide-layout-template","\u002Fcsharp\u002Faspnet\u002Frazor-pages","01.csharp\u002F11.aspnet\u002F10.razor-pages",[1188,1192,1196,1200,1204,1208],{"title":1189,"path":1190,"stem":1191},"Від Minimal API до Razor Pages: концептуальний перехід","\u002Fcsharp\u002Faspnet\u002Frazor-pages\u002Ffrom-minimal-api","01.csharp\u002F11.aspnet\u002F10.razor-pages\u002F01.from-minimal-api",{"title":1193,"path":1194,"stem":1195},"PageModel: логіка сторінки Razor Pages","\u002Fcsharp\u002Faspnet\u002Frazor-pages\u002Fpage-model","01.csharp\u002F11.aspnet\u002F10.razor-pages\u002F02.page-model",{"title":1197,"path":1198,"stem":1199},"Razor синтаксис: шаблонізатор у .cshtml","\u002Fcsharp\u002Faspnet\u002Frazor-pages\u002Frazor-syntax","01.csharp\u002F11.aspnet\u002F10.razor-pages\u002F03.razor-syntax",{"title":1201,"path":1202,"stem":1203},"Tag Helpers: типізований HTML","\u002Fcsharp\u002Faspnet\u002Frazor-pages\u002Ftag-helpers","01.csharp\u002F11.aspnet\u002F10.razor-pages\u002F04.tag-helpers",{"title":1205,"path":1206,"stem":1207},"Форми і валідація: повний цикл обробки даних","\u002Fcsharp\u002Faspnet\u002Frazor-pages\u002Fforms-validation","01.csharp\u002F11.aspnet\u002F10.razor-pages\u002F05.forms-validation",{"title":1209,"path":1210,"stem":1211},"Практичний проєкт: TaskManager на Razor Pages","\u002Fcsharp\u002Faspnet\u002Frazor-pages\u002Fproject-task-manager","01.csharp\u002F11.aspnet\u002F10.razor-pages\u002F06.project-task-manager",{"title":1213,"path":1214,"stem":1215,"children":1216,"page":59},"ASP.NET Core MVC","\u002Fcsharp\u002Faspnet\u002Fmvc","01.csharp\u002F11.aspnet\u002F11.mvc",[1217,1221,1225,1229,1233,1237,1241,1245,1249,1253,1257,1261,1265,1269,1273,1277,1281,1285],{"title":1218,"path":1219,"stem":1220},"Патерн MVC: архітектура, що змінила веб","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fmvc-pattern","01.csharp\u002F11.aspnet\u002F11.mvc\u002F01.mvc-pattern",{"title":1222,"path":1223,"stem":1224},"Від Razor Pages до MVC: концептуальний перехід","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Ffrom-razor-pages","01.csharp\u002F11.aspnet\u002F11.mvc\u002F02.from-razor-pages",{"title":1226,"path":1227,"stem":1228},"Controllers та Actions: серце MVC","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fcontrollers-actions","01.csharp\u002F11.aspnet\u002F11.mvc\u002F03.controllers-actions",{"title":1230,"path":1231,"stem":1232},"Маршрутизація в MVC: Convention vs Attribute Routing","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Frouting-mvc","01.csharp\u002F11.aspnet\u002F11.mvc\u002F04.routing-mvc",{"title":1234,"path":1235,"stem":1236},"Model Binding: від HTTP до C#","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fmodel-binding","01.csharp\u002F11.aspnet\u002F11.mvc\u002F05.model-binding",{"title":1238,"path":1239,"stem":1240},"Views, ViewData, ViewBag, TempData і ViewModel","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fviews-viewdata-tempdata","01.csharp\u002F11.aspnet\u002F11.mvc\u002F06.views-viewdata-tempdata",{"title":1242,"path":1243,"stem":1244},"Filters: аспектно-орієнтоване програмування в MVC","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Ffilters","01.csharp\u002F11.aspnet\u002F11.mvc\u002F07.filters",{"title":1246,"path":1247,"stem":1248},"Areas: структурування великих застосунків","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fareas","01.csharp\u002F11.aspnet\u002F11.mvc\u002F08.areas",{"title":1250,"path":1251,"stem":1252},"View Components: повторювані незалежні блоки UI","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fview-components","01.csharp\u002F11.aspnet\u002F11.mvc\u002F09.view-components",{"title":1254,"path":1255,"stem":1256},"Display та Editor Templates","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fdisplay-editor-templates","01.csharp\u002F11.aspnet\u002F11.mvc\u002F10.display-editor-templates",{"title":1258,"path":1259,"stem":1260},"Валідація: IValidatableObject та FluentValidation","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fvalidation-advanced","01.csharp\u002F11.aspnet\u002F11.mvc\u002F11.validation-advanced",{"title":1262,"path":1263,"stem":1264},"HTMX: інтерактивність через HTML-атрибути","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fhtmx","01.csharp\u002F11.aspnet\u002F11.mvc\u002F12.htmx",{"title":1266,"path":1267,"stem":1268},"HTMX у ASP.NET Core MVC: серверна інтеграція","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fajax-htmx-mvc","01.csharp\u002F11.aspnet\u002F11.mvc\u002F13.ajax-htmx-mvc",{"title":1270,"path":1271,"stem":1272},"Практичний проєкт: Каталог товарів з HTMX","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fhtmx-project","01.csharp\u002F11.aspnet\u002F11.mvc\u002F14.htmx-project",{"title":1274,"path":1275,"stem":1276},"Завантаження та обробка файлів","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Ffile-upload","01.csharp\u002F11.aspnet\u002F11.mvc\u002F15.file-upload",{"title":1278,"path":1279,"stem":1280},"Глобалізація та Локалізація MVC","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fglobalization-localization","01.csharp\u002F11.aspnet\u002F11.mvc\u002F16.globalization-localization",{"title":1282,"path":1283,"stem":1284},"Підсумковий проєкт: Блог-платформа","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fmvc-project","01.csharp\u002F11.aspnet\u002F11.mvc\u002F17.mvc-project",{"title":1286,"path":1287,"stem":1288},"План курсу: ASP.NET Core MVC","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fplan","01.csharp\u002F11.aspnet\u002F11.mvc\u002Fplan",{"title":1290,"path":1291,"stem":1292,"children":1293,"page":59},"Web Api","\u002Fcsharp\u002Faspnet\u002Fweb-api","01.csharp\u002F11.aspnet\u002F12.web-api",[1294,1298,1302,1306,1310,1314,1318,1322,1326,1330,1334,1338,1342],{"title":1295,"path":1296,"stem":1297},"Від Minimal API до Controller-based API","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Ffrom-minimal-api-to-controllers","01.csharp\u002F11.aspnet\u002F12.web-api\u002F01.from-minimal-api-to-controllers",{"title":1299,"path":1300,"stem":1301},"ControllerBase, ActionResult\u003CT> та Response Types","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fcontroller-base-actionresult","01.csharp\u002F11.aspnet\u002F12.web-api\u002F02.controller-base-actionresult",{"title":1303,"path":1304,"stem":1305},"Content Negotiation - JSON, XML та власні форматери","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fcontent-negotiation","01.csharp\u002F11.aspnet\u002F12.web-api\u002F03.content-negotiation",{"title":1307,"path":1308,"stem":1309},"Версіонування API","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fapi-versioning","01.csharp\u002F11.aspnet\u002F12.web-api\u002F04.api-versioning",{"title":1311,"path":1312,"stem":1313},"ProblemDetails та структурована обробка помилок","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fproblemdetails-error-handling","01.csharp\u002F11.aspnet\u002F12.web-api\u002F05.problemdetails-error-handling",{"title":1315,"path":1316,"stem":1317},"Фільтри у Web API контексті","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Ffilters-for-api","01.csharp\u002F11.aspnet\u002F12.web-api\u002F06.filters-for-api",{"title":1319,"path":1320,"stem":1321},"Пагінація, фільтрація та сортування","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fpagination-filtering-sorting","01.csharp\u002F11.aspnet\u002F12.web-api\u002F07.pagination-filtering-sorting",{"title":1323,"path":1324,"stem":1325},"HATEOAS та Resource Expansion","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fhateoas-resource-expansion","01.csharp\u002F11.aspnet\u002F12.web-api\u002F08.hateoas-resource-expansion",{"title":1327,"path":1328,"stem":1329},"Гібридна архітектура - Minimal API + Controllers","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fminimal-api-vs-controllers-hybrid","01.csharp\u002F11.aspnet\u002F12.web-api\u002F09.minimal-api-vs-controllers-hybrid",{"title":1331,"path":1332,"stem":1333},"Документація API - Swashbuckle, NSwag та генерація клієнтів","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fapi-documentation-generation","01.csharp\u002F11.aspnet\u002F12.web-api\u002F10.api-documentation-generation",{"title":1335,"path":1336,"stem":1337},"Health Checks та моніторинг API","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fhealth-checks-monitoring","01.csharp\u002F11.aspnet\u002F12.web-api\u002F11.health-checks-monitoring",{"title":1339,"path":1340,"stem":1341},"Підсумковий проєкт - Production-Ready REST API","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fweb-api-project","01.csharp\u002F11.aspnet\u002F12.web-api\u002F12.web-api-project",{"title":1343,"path":1344,"stem":1345},"План курсу: ASP.NET Core Web API (Controllers)","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fplan","01.csharp\u002F11.aspnet\u002F12.web-api\u002Fplan",{"title":1347,"icon":1348,"path":1349,"stem":1350,"children":1351,"page":59},"Моніторинг","i-lucide-activity","\u002Fcsharp\u002Faspnet\u002Fmonitoring","01.csharp\u002F11.aspnet\u002F13.monitoring",[1352,1356,1360],{"title":1353,"path":1354,"stem":1355},"Спостережуваність: від console.log до production-систем","\u002Fcsharp\u002Faspnet\u002Fmonitoring\u002Fobservability-intro","01.csharp\u002F11.aspnet\u002F13.monitoring\u002F01.observability-intro",{"title":1357,"path":1358,"stem":1359},"Health Checks: перший рівень observability","\u002Fcsharp\u002Faspnet\u002Fmonitoring\u002Fhealth-checks","01.csharp\u002F11.aspnet\u002F13.monitoring\u002F02.health-checks",{"title":1361,"path":1362,"stem":1363},"Вбудовані метрики .NET 10 та System.Diagnostics.Metrics","\u002Fcsharp\u002Faspnet\u002Fmonitoring\u002Fdotnet-metrics","01.csharp\u002F11.aspnet\u002F13.monitoring\u002F03.dotnet-metrics",{"title":1365,"icon":1366,"path":1367,"stem":1368,"children":1369,"page":59},"Desktop UI","i-lucide-app-window","\u002Fcsharp\u002Fdesktop-ui","01.csharp\u002F12.desktop-ui",[1370,1374,1378,1382,1386,1390,1394,1398,1402,1406,1410,1414,1418,1422,1426,1430,1434,1438,1442,1446,1450,1454,1458,1462,1466,1470,1474,1478,1482,1486,1490,1494,1498,1502,1506,1510,1514,1518,1522,1526,1530,1534,1538,1542,1546,1550,1554,1558,1562,1566,1570,1574,1578,1582,1586,1590,1594,1598,1602,1606,1610,1614,1618,1622,1626,1630,1634,1638,1642,1646,1650],{"title":1371,"path":1372,"stem":1373},"Що таке десктопна розробка?","\u002Fcsharp\u002Fdesktop-ui\u002Fwhat-is-desktop-dev","01.csharp\u002F12.desktop-ui\u002F01.what-is-desktop-dev",{"title":1375,"path":1376,"stem":1377},"Архітектура WPF — як влаштований графічний інтерфейс","\u002Fcsharp\u002Fdesktop-ui\u002Fwpf-architecture","01.csharp\u002F12.desktop-ui\u002F02.wpf-architecture",{"title":1379,"path":1380,"stem":1381},"Перший WPF-проєкт — від нуля до вікна","\u002Fcsharp\u002Fdesktop-ui\u002Ffirst-wpf-app","01.csharp\u002F12.desktop-ui\u002F03.first-wpf-app",{"title":1383,"path":1384,"stem":1385},"Перший Avalonia-проєкт: WPF для всіх платформ","\u002Fcsharp\u002Fdesktop-ui\u002F03a.first-avalonia-app","01.csharp\u002F12.desktop-ui\u002F03a.first-avalonia-app",{"title":1387,"path":1388,"stem":1389},"XAML: декларативний інтерфейс","\u002Fcsharp\u002Fdesktop-ui\u002Fxaml-basics","01.csharp\u002F12.desktop-ui\u002F04.xaml-basics",{"title":1391,"path":1392,"stem":1393},"Fluent UI у WPF — сучасний дизайн Windows 11","\u002Fcsharp\u002Fdesktop-ui\u002F04a.wpf-fluent-ui","01.csharp\u002F12.desktop-ui\u002F04a.wpf-fluent-ui",{"title":1395,"path":1396,"stem":1397},"WPF UI — сучасна бібліотека Fluent контролів","\u002Fcsharp\u002Fdesktop-ui\u002F04b.wpf-ui-library","01.csharp\u002F12.desktop-ui\u002F04b.wpf-ui-library",{"title":1399,"path":1400,"stem":1401},"HandyControl — велика бібліотека UI контролів для WPF","\u002Fcsharp\u002Fdesktop-ui\u002F04c.handycontrol-library","01.csharp\u002F12.desktop-ui\u002F04c.handycontrol-library",{"title":1403,"path":1404,"stem":1405},"Простори імен та ресурси XAML","\u002Fcsharp\u002Fdesktop-ui\u002Fxaml-namespaces-resources","01.csharp\u002F12.desktop-ui\u002F05.xaml-namespaces-resources",{"title":1407,"path":1408,"stem":1409},"XAML в Avalonia: ключові відмінності від WPF","\u002Fcsharp\u002Fdesktop-ui\u002F05a.avalonia-xaml-differences","01.csharp\u002F12.desktop-ui\u002F05a.avalonia-xaml-differences",{"title":1411,"path":1412,"stem":1413},"Розширення розмітки XAML (Markup Extensions)","\u002Fcsharp\u002Fdesktop-ui\u002Fxaml-markup-extensions","01.csharp\u002F12.desktop-ui\u002F06.xaml-markup-extensions",{"title":1415,"path":1416,"stem":1417},"Панелі Layout: StackPanel, WrapPanel, DockPanel","\u002Fcsharp\u002Fdesktop-ui\u002Flayout-panels-part1","01.csharp\u002F12.desktop-ui\u002F07.layout-panels-part1",{"title":1419,"path":1420,"stem":1421},"Grid, Canvas, UniformGrid","\u002Fcsharp\u002Fdesktop-ui\u002Flayout-panels-part2","01.csharp\u002F12.desktop-ui\u002F07.layout-panels-part2",{"title":1423,"path":1424,"stem":1425},"Просунуті техніки Layout","\u002Fcsharp\u002Fdesktop-ui\u002Flayout-advanced","01.csharp\u002F12.desktop-ui\u002F08.layout-advanced",{"title":1427,"path":1428,"stem":1429},"Адаптивний Layout та найкращі практики","\u002Fcsharp\u002Fdesktop-ui\u002Flayout-responsive","01.csharp\u002F12.desktop-ui\u002F09.layout-responsive",{"title":1431,"path":1432,"stem":1433},"Layout в Avalonia: відмінності та нові можливості","\u002Fcsharp\u002Fdesktop-ui\u002F09a.layout-avalonia","01.csharp\u002F12.desktop-ui\u002F09a.layout-avalonia",{"title":1435,"path":1436,"stem":1437},"Button, Image, ProgressBar та інші базові контроли","\u002Fcsharp\u002Fdesktop-ui\u002Fbasic-controls","01.csharp\u002F12.desktop-ui\u002F10.basic-controls",{"title":1439,"path":1440,"stem":1441},"Контроли в Avalonia: відмінності від WPF","\u002Fcsharp\u002Fdesktop-ui\u002F10a.controls-avalonia","01.csharp\u002F12.desktop-ui\u002F10a.controls-avalonia",{"title":1443,"path":1444,"stem":1445},"Текстові контроли — TextBlock, TextBox, RichTextBox","\u002Fcsharp\u002Fdesktop-ui\u002Ftext-controls","01.csharp\u002F12.desktop-ui\u002F11.text-controls",{"title":1447,"path":1448,"stem":1449},"Контроли вибору — CheckBox, RadioButton, ComboBox, ListBox, DatePicker","\u002Fcsharp\u002Fdesktop-ui\u002Fselection-controls","01.csharp\u002F12.desktop-ui\u002F12.selection-controls",{"title":1451,"path":1452,"stem":1453},"Content Model — GroupBox, Expander, TabControl, StatusBar","\u002Fcsharp\u002Fdesktop-ui\u002Fcontent-controls","01.csharp\u002F12.desktop-ui\u002F13.content-controls",{"title":1455,"path":1456,"stem":1457},"UI\u002FUX принципи десктопних застосунків","\u002Fcsharp\u002Fdesktop-ui\u002F13a.ui-ux-principles","01.csharp\u002F12.desktop-ui\u002F13a.ui-ux-principles",{"title":1459,"path":1460,"stem":1461},"Dependency Properties — Концепція та Value Resolution","\u002Fcsharp\u002Fdesktop-ui\u002Fdependency-properties-part1","01.csharp\u002F12.desktop-ui\u002F14.dependency-properties-part1",{"title":1463,"path":1464,"stem":1465},"Avalonia Property System — StyledProperty та DirectProperty","\u002Fcsharp\u002Fdesktop-ui\u002F14a.avalonia-property-system","01.csharp\u002F12.desktop-ui\u002F14a.avalonia-property-system",{"title":1467,"path":1468,"stem":1469},"Attached Properties — Властивості без меж","\u002Fcsharp\u002Fdesktop-ui\u002Fattached-properties","01.csharp\u002F12.desktop-ui\u002F15.attached-properties",{"title":1471,"path":1472,"stem":1473},"Routed Events — Маршрутизація подій у WPF","\u002Fcsharp\u002Fdesktop-ui\u002Frouted-events","01.csharp\u002F12.desktop-ui\u002F16.routed-events",{"title":1475,"path":1476,"stem":1477},"Data Binding — Від Code-Behind до Декларативності","\u002Fcsharp\u002Fdesktop-ui\u002Fdata-binding-basics-part1","01.csharp\u002F12.desktop-ui\u002F17.data-binding-basics-part1",{"title":1479,"path":1480,"stem":1481},"INotifyPropertyChanged — Живе оновлення UI","\u002Fcsharp\u002Fdesktop-ui\u002Fdata-binding-basics-part2","01.csharp\u002F12.desktop-ui\u002F17.data-binding-basics-part2",{"title":1483,"path":1484,"stem":1485},"Compiled Bindings в Avalonia — Безпека на етапі компіляції","\u002Fcsharp\u002Fdesktop-ui\u002F17a.avalonia-compiled-bindings","01.csharp\u002F12.desktop-ui\u002F17a.avalonia-compiled-bindings",{"title":1487,"path":1488,"stem":1489},"Просунутий Data Binding — ElementName, RelativeSource, MultiBinding","\u002Fcsharp\u002Fdesktop-ui\u002Fdata-binding-advanced","01.csharp\u002F12.desktop-ui\u002F18.data-binding-advanced",{"title":1491,"path":1492,"stem":1493},"Value Converters — Перетворення типів даних у Data Binding","\u002Fcsharp\u002Fdesktop-ui\u002Fvalue-converters","01.csharp\u002F12.desktop-ui\u002F19.value-converters",{"title":1495,"path":1496,"stem":1497},"Data Templates — Візуалізація об'єктів у WPF","\u002Fcsharp\u002Fdesktop-ui\u002Fdata-templates","01.csharp\u002F12.desktop-ui\u002F20.data-templates",{"title":1499,"path":1500,"stem":1501},"Collections Binding Part 1 — ObservableCollection та ItemsControl","\u002Fcsharp\u002Fdesktop-ui\u002Fcollections-binding-part1","01.csharp\u002F12.desktop-ui\u002F21.collections-binding-part1",{"title":1503,"path":1504,"stem":1505},"Collections Binding Part 2 — ICollectionView, Filtering, Sorting та Virtualization","\u002Fcsharp\u002Fdesktop-ui\u002Fcollections-binding-part2","01.csharp\u002F12.desktop-ui\u002F21.collections-binding-part2",{"title":1507,"path":1508,"stem":1509},"MVVM Pattern — Від Spaghetti Code до архітектури","\u002Fcsharp\u002Fdesktop-ui\u002Fmvvm-pattern","01.csharp\u002F12.desktop-ui\u002F22.mvvm-pattern",{"title":1511,"path":1512,"stem":1513},"ViewModel Implementation — Від BaseViewModel до валідації","\u002Fcsharp\u002Fdesktop-ui\u002Fviewmodel-implementation","01.csharp\u002F12.desktop-ui\u002F23.viewmodel-implementation",{"title":1515,"path":1516,"stem":1517},"Commands — Від event handlers до декларативних команд","\u002Fcsharp\u002Fdesktop-ui\u002Fcommands","01.csharp\u002F12.desktop-ui\u002F24.commands",{"title":1519,"path":1520,"stem":1521},"MVVM Toolkit — MVVM без boilerplate через Source Generators","\u002Fcsharp\u002Fdesktop-ui\u002Fmvvm-toolkit","01.csharp\u002F12.desktop-ui\u002F25.mvvm-toolkit",{"title":1523,"path":1524,"stem":1525},"Messenger Pattern — Комунікація між ViewModel без прямих посилань","\u002Fcsharp\u002Fdesktop-ui\u002Fmessenger-pattern","01.csharp\u002F12.desktop-ui\u002F26.messenger-pattern",{"title":1527,"path":1528,"stem":1529},"Стилі WPF — CSS для десктопу","\u002Fcsharp\u002Fdesktop-ui\u002Fstyles-basics","01.csharp\u002F12.desktop-ui\u002F27.styles-basics",{"title":1531,"path":1532,"stem":1533},"CSS-like стилі Avalonia","\u002Fcsharp\u002Fdesktop-ui\u002F27a.avalonia-css-styling","01.csharp\u002F12.desktop-ui\u002F27a.avalonia-css-styling",{"title":1535,"path":1536,"stem":1537},"Control Templates — Частина 1. Концепція та TemplateBinding","\u002Fcsharp\u002Fdesktop-ui\u002Fcontrol-templates-part1","01.csharp\u002F12.desktop-ui\u002F28.control-templates-part1",{"title":1539,"path":1540,"stem":1541},"Control Templates — Частина 2. Named Parts та ContentPresenter","\u002Fcsharp\u002Fdesktop-ui\u002Fcontrol-templates-part2","01.csharp\u002F12.desktop-ui\u002F28.control-templates-part2",{"title":1543,"path":1544,"stem":1545},"Control Themes в Avalonia — нова ера стилізації","\u002Fcsharp\u002Fdesktop-ui\u002F28a.avalonia-control-themes","01.csharp\u002F12.desktop-ui\u002F28a.avalonia-control-themes",{"title":1547,"path":1548,"stem":1549},"Triggers та Visual State Manager у WPF","\u002Fcsharp\u002Fdesktop-ui\u002Ftriggers-visual-states","01.csharp\u002F12.desktop-ui\u002F29.triggers-visual-states",{"title":1551,"path":1552,"stem":1553},"Pseudo-classes в Avalonia — замість WPF Triggers","\u002Fcsharp\u002Fdesktop-ui\u002F29a.avalonia-pseudo-classes","01.csharp\u002F12.desktop-ui\u002F29a.avalonia-pseudo-classes",{"title":1555,"path":1556,"stem":1557},"Теми та ресурсні словники у WPF","\u002Fcsharp\u002Fdesktop-ui\u002Fresources-themes","01.csharp\u002F12.desktop-ui\u002F30.resources-themes",{"title":1559,"path":1560,"stem":1561},"Avalonia Themes — Fluent Design та система тематизації","\u002Fcsharp\u002Fdesktop-ui\u002F30a.avalonia-themes-fluent","01.csharp\u002F12.desktop-ui\u002F30a.avalonia-themes-fluent",{"title":1563,"path":1564,"stem":1565},"Контроли колекцій — глибоке занурення","\u002Fcsharp\u002Fdesktop-ui\u002Fcollection-controls","01.csharp\u002F12.desktop-ui\u002F31.collection-controls",{"title":1567,"path":1568,"stem":1569},"DataGrid — колонки та базове відображення","\u002Fcsharp\u002Fdesktop-ui\u002Fdatagrid-part1","01.csharp\u002F12.desktop-ui\u002F32.datagrid-part1",{"title":1571,"path":1572,"stem":1573},"DataGrid — сортування, фільтрація, редагування","\u002Fcsharp\u002Fdesktop-ui\u002Fdatagrid-part2","01.csharp\u002F12.desktop-ui\u002F32.datagrid-part2",{"title":1575,"path":1576,"stem":1577},"TreeView та GridView","\u002Fcsharp\u002Fdesktop-ui\u002Ftreeview-listview","01.csharp\u002F12.desktop-ui\u002F33.treeview-listview",{"title":1579,"path":1580,"stem":1581},"Меню, Toolbar, ContextMenu, StatusBar","\u002Fcsharp\u002Fdesktop-ui\u002Fmenus-toolbars","01.csharp\u002F12.desktop-ui\u002F34.menus-toolbars",{"title":1583,"path":1584,"stem":1585},"Навігація та керування вікнами. Частина 1: вікна та сторінки","\u002Fcsharp\u002Fdesktop-ui\u002Fnavigation-windows-part1","01.csharp\u002F12.desktop-ui\u002F35.navigation-windows-part1",{"title":1587,"path":1588,"stem":1589},"Навігація та керування вікнами. Частина 2: MVVM-навігація","\u002Fcsharp\u002Fdesktop-ui\u002Fnavigation-windows-part2","01.csharp\u002F12.desktop-ui\u002F35.navigation-windows-part2",{"title":1591,"path":1592,"stem":1593},"Avalonia — Навігація та діалоги","\u002Fcsharp\u002Fdesktop-ui\u002F35a.avalonia-navigation-dialogs","01.csharp\u002F12.desktop-ui\u002F35a.avalonia-navigation-dialogs",{"title":1595,"path":1596,"stem":1597},"Діалоги та File Pickers у WPF","\u002Fcsharp\u002Fdesktop-ui\u002Fdialogs-file-pickers","01.csharp\u002F12.desktop-ui\u002F36.dialogs-file-pickers",{"title":1599,"path":1600,"stem":1601},"UserControl: компонентний підхід у WPF","\u002Fcsharp\u002Fdesktop-ui\u002Fuser-controls","01.csharp\u002F12.desktop-ui\u002F37.user-controls",{"title":1603,"path":1604,"stem":1605},"Custom Controls: Lookless Controls у WPF","\u002Fcsharp\u002Fdesktop-ui\u002Fcustom-controls","01.csharp\u002F12.desktop-ui\u002F38.custom-controls",{"title":1607,"path":1608,"stem":1609},"Avalonia TemplatedControl — Lookless Controls","\u002Fcsharp\u002Fdesktop-ui\u002F38a.avalonia-templated-controls","01.csharp\u002F12.desktop-ui\u002F38a.avalonia-templated-controls",{"title":1611,"path":1612,"stem":1613},"Анімації у WPF: Storyboard та Easing Functions","\u002Fcsharp\u002Fdesktop-ui\u002Fanimations-transitions","01.csharp\u002F12.desktop-ui\u002F39.animations-transitions",{"title":1615,"path":1616,"stem":1617},"Анімації в Avalonia","\u002Fcsharp\u002Fdesktop-ui\u002F39a.avalonia-animations","01.csharp\u002F12.desktop-ui\u002F39a.avalonia-animations",{"title":1619,"path":1620,"stem":1621},"2D Графіка та Мультимедіа у WPF","\u002Fcsharp\u002Fdesktop-ui\u002Fmedia-graphics","01.csharp\u002F12.desktop-ui\u002F40.media-graphics",{"title":1623,"path":1624,"stem":1625},"Dependency Injection у WPF та Avalonia","\u002Fcsharp\u002Fdesktop-ui\u002Fdi-integration","01.csharp\u002F12.desktop-ui\u002F41.di-integration",{"title":1627,"path":1628,"stem":1629},"SQLite та EF Core у десктопних додатках","\u002Fcsharp\u002Fdesktop-ui\u002Fdata-persistence-part1","01.csharp\u002F12.desktop-ui\u002F42.data-persistence-part1",{"title":1631,"path":1632,"stem":1633},"Repository Pattern та Unit of Work","\u002Fcsharp\u002Fdesktop-ui\u002Fdata-persistence-part2","01.csharp\u002F12.desktop-ui\u002F43.data-persistence-part2",{"title":1635,"path":1636,"stem":1637},"Тестування ViewModels","\u002Fcsharp\u002Fdesktop-ui\u002Fviewmodel-testing","01.csharp\u002F12.desktop-ui\u002F44.viewmodel-testing",{"title":1639,"path":1640,"stem":1641},"Avalonia Headless Testing — тестування UI без вікон","\u002Fcsharp\u002Fdesktop-ui\u002F44a.avalonia-headless-testing","01.csharp\u002F12.desktop-ui\u002F44a.avalonia-headless-testing",{"title":1643,"path":1644,"stem":1645},"Кросплатформна розробка з Avalonia","\u002Fcsharp\u002Fdesktop-ui\u002Favalonia-cross-platform","01.csharp\u002F12.desktop-ui\u002F45.avalonia-cross-platform",{"title":1647,"path":1648,"stem":1649},"Пакування та розгортання Avalonia додатків","\u002Fcsharp\u002Fdesktop-ui\u002Favalonia-packaging-deployment","01.csharp\u002F12.desktop-ui\u002F46.avalonia-packaging-deployment",{"title":1651,"path":1652,"stem":1653},"Розгортання WPF застосунків","\u002Fcsharp\u002Fdesktop-ui\u002Fwpf-packaging-deployment","01.csharp\u002F12.desktop-ui\u002F47.wpf-packaging-deployment",{"title":1655,"icon":658,"path":1656,"stem":1657,"children":1658,"page":59},"Network Programming","\u002Fcsharp\u002Fnetwork-programming","01.csharp\u002F13.network-programming",[1659,1663,1667,1671,1675,1679,1683,1687,1691,1695,1699],{"title":1660,"path":1661,"stem":1662},"Основи комп'ютерних мереж","\u002Fcsharp\u002Fnetwork-programming\u002Ffoundations","01.csharp\u002F13.network-programming\u002F01.foundations",{"title":1664,"path":1665,"stem":1666},"Модель OSI та стек TCP\u002FIP","\u002Fcsharp\u002Fnetwork-programming\u002Fosi-model","01.csharp\u002F13.network-programming\u002F02.osi-model",{"title":1668,"path":1669,"stem":1670},"IP-протокол та адресація","\u002Fcsharp\u002Fnetwork-programming\u002Fip-addressing","01.csharp\u002F13.network-programming\u002F03.ip-addressing",{"title":1672,"path":1673,"stem":1674},"UDP — протокол без з'єднання","\u002Fcsharp\u002Fnetwork-programming\u002Fudp","01.csharp\u002F13.network-programming\u002F05.udp",{"title":1676,"path":1677,"stem":1678},"UDP Broadcast та Multicast","\u002Fcsharp\u002Fnetwork-programming\u002Fudp-broadcast-multicast","01.csharp\u002F13.network-programming\u002F06.udp-broadcast-multicast",{"title":1680,"path":1681,"stem":1682},"HTTP — протокол вебу","\u002Fcsharp\u002Fnetwork-programming\u002Fhttp-fundamentals","01.csharp\u002F13.network-programming\u002F07.http-fundamentals",{"title":1684,"path":1685,"stem":1686},"HttpListener — вбудований HTTP-сервер .NET","\u002Fcsharp\u002Fnetwork-programming\u002F07a.http-listener","01.csharp\u002F13.network-programming\u002F07a.http-listener",{"title":1688,"path":1689,"stem":1690},"HTTP Advanced — cookies, аутентифікація та HTTPS","\u002Fcsharp\u002Fnetwork-programming\u002Fhttp-advanced","01.csharp\u002F13.network-programming\u002F08.http-advanced",{"title":1692,"path":1693,"stem":1694},"SMTP та протоколи електронної пошти","\u002Fcsharp\u002Fnetwork-programming\u002Fsmtp","01.csharp\u002F13.network-programming\u002F09.smtp",{"title":1696,"path":1697,"stem":1698},"WebSocket — повнодуплексний протокол реального часу","\u002Fcsharp\u002Fnetwork-programming\u002Fwebsockets","01.csharp\u002F13.network-programming\u002F10.websockets",{"title":1700,"path":1701,"stem":1702},"TLS\u002FSSL — криптографічний захист мережевих з'єднань","\u002Fcsharp\u002Fnetwork-programming\u002Ftls-ssl","01.csharp\u002F13.network-programming\u002F11.tls-ssl",{"title":1704,"path":1705,"stem":1706},"C# & .NET: The Ultimate Roadmap","\u002Fcsharp\u002Froadmap","01.csharp\u002Froadmap",{"title":1708,"icon":1709,"path":1710,"stem":1711,"children":1712,"page":59},"C++","i-devicon-cplusplus","\u002Fcpp","02.cpp",[1713,1717,1721,1725,1729,1733,1737,1741,1745,1748,1752,1756,1760,1764,1768,1772,1776,1780,1784,1788,1792,1796,1800,1804,1808,1812,1816,1820,1824,1828,1832,1836,1840,1844,1848,1852,1856,1860,1864,1868,1872,1876,1880,1884,1888,1892,1896,1900,1904,1908,1912,1916,1920,1924,1928,1932,1936,1940,1944,1948,1952,1956,1960,1964,1968,1972,1976,1980,1984,1988,1992,1996,2000,2004,2008,2012,2016,2020,2024,2028,2032,2036,2040,2044,2048,2052,2056,2060,2064,2068,2072,2076,2080],{"title":1714,"path":1715,"stem":1716},"Вступ у програмування та алгоритми","\u002Fcpp\u002Fintro-algorithms","02.cpp\u002F01.intro-algorithms",{"title":1718,"path":1719,"stem":1720},"Code Style: угоди про оформлення коду","\u002Fcpp\u002Fcode-style","02.cpp\u002F02.code-style",{"title":1722,"path":1723,"stem":1724},"Середовище розробки та перший проєкт","\u002Fcpp\u002Fide-setup","02.cpp\u002F03.ide-setup",{"title":1726,"path":1727,"stem":1728},"Вивід даних на екран","\u002Fcpp\u002Fdata-output","02.cpp\u002F04.data-output",{"title":1730,"path":1731,"stem":1732},"Типи даних, змінні та константи","\u002Fcpp\u002Fdata-types-variables","02.cpp\u002F05.data-types-variables",{"title":1734,"path":1735,"stem":1736},"Ввід даних з клавіатури","\u002Fcpp\u002Fdata-input","02.cpp\u002F06.data-input",{"title":1738,"path":1739,"stem":1740},"Оператори, перетворення типів та логічні операції","\u002Fcpp\u002Foperators-type-conversion","02.cpp\u002F07.operators-type-conversion",{"title":1742,"path":1743,"stem":1744},"Цикли","\u002Fcpp\u002Floops","02.cpp\u002F08.loops",{"title":32,"path":1746,"stem":1747},"\u002Fcpp\u002Farrays","02.cpp\u002F09.arrays",{"title":1749,"path":1750,"stem":1751},"Алгоритми сортування та аналіз складності","\u002Fcpp\u002Fsorting","02.cpp\u002F10.sorting",{"title":1753,"path":1754,"stem":1755},"Алгоритми пошуку","\u002Fcpp\u002Fsearching","02.cpp\u002F11.searching",{"title":1757,"path":1758,"stem":1759},"Функції: основи","\u002Fcpp\u002Ffunctions-basics","02.cpp\u002F12.functions-basics",{"title":1761,"path":1762,"stem":1763},"Функції: прототипи, область видимості та додаткові можливості","\u002Fcpp\u002Ffunctions-scope","02.cpp\u002F13.functions-scope",{"title":1765,"path":1766,"stem":1767},"Функції: перевантаження та шаблони","\u002Fcpp\u002Ffunctions-overloading-templates","02.cpp\u002F14.functions-overloading-templates",{"title":1769,"path":1770,"stem":1771},"Вказівники: основи","\u002Fcpp\u002Fpointers-basics","02.cpp\u002F15.pointers-basics",{"title":1773,"path":1774,"stem":1775},"Посилання (References)","\u002Fcpp\u002Freferences","02.cpp\u002F16.references",{"title":1777,"path":1778,"stem":1779},"Вказівники, const і масиви","\u002Fcpp\u002Fpointers-const-arrays","02.cpp\u002F17.pointers-const-arrays",{"title":1781,"path":1782,"stem":1783},"Адресна арифметика","\u002Fcpp\u002Fpointer-arithmetic","02.cpp\u002F18.pointer-arithmetic",{"title":1785,"path":1786,"stem":1787},"Динамічна пам'ять","\u002Fcpp\u002Fdynamic-memory","02.cpp\u002F19.dynamic-memory",{"title":1789,"path":1790,"stem":1791},"Вказівники типу void","\u002Fcpp\u002Fvoid-pointers","02.cpp\u002F20.void-pointers",{"title":1793,"path":1794,"stem":1795},"Вказівники на вказівники","\u002Fcpp\u002Fpointers-to-pointers","02.cpp\u002F21.pointers-to-pointers",{"title":1797,"path":1798,"stem":1799},"Оператор доступу до членів через вказівник (->)","\u002Fcpp\u002Fmember-access-operator","02.cpp\u002F22.member-access-operator",{"title":1801,"path":1802,"stem":1803},"Цикл for-each (Range-based for)","\u002Fcpp\u002Fforeach-loop","02.cpp\u002F23.foreach-loop",{"title":1805,"path":1806,"stem":1807},"Вказівники на функції","\u002Fcpp\u002Ffunction-pointers","02.cpp\u002F24.function-pointers",{"title":1809,"path":1810,"stem":1811},"Лямбда-вирази","\u002Fcpp\u002Flambdas","02.cpp\u002F25.lambdas",{"title":1813,"path":1814,"stem":1815},"Лямбда-захоплення","\u002Fcpp\u002Flambda-captures","02.cpp\u002F26.lambda-captures",{"title":1817,"path":1818,"stem":1819},"Еліпсис","\u002Fcpp\u002Fellipsis","02.cpp\u002F27.ellipsis",{"title":1821,"path":1822,"stem":1823},"Безпечні альтернативи еліпсису","\u002Fcpp\u002F27a.ellipsis","02.cpp\u002F27a.ellipsis",{"title":1825,"path":1826,"stem":1827},"Аргументи командного рядка","\u002Fcpp\u002Fcommand-line-arguments","02.cpp\u002F28.command-line-arguments",{"title":1829,"path":1830,"stem":1831},"Перерахування (enum)","\u002Fcpp\u002Fenum","02.cpp\u002F29.enum",{"title":1833,"path":1834,"stem":1835},"Класи-перерахування (enum class)","\u002Fcpp\u002Fenum-class","02.cpp\u002F30.enum-class",{"title":1837,"path":1838,"stem":1839},"Псевдоніми типів (typedef і using)","\u002Fcpp\u002Ftype-aliases","02.cpp\u002F31.type-aliases",{"title":1841,"path":1842,"stem":1843},"Системи числення та двійкова арифметика","\u002Fcpp\u002Fnumber-systems","02.cpp\u002F32.number-systems",{"title":1845,"path":1846,"stem":1847},"Структури (struct): агрегування даних","\u002Fcpp\u002Fstruct","02.cpp\u002F33.struct",{"title":1849,"path":1850,"stem":1851},"Структури у функціях","\u002Fcpp\u002Fstruct-functions","02.cpp\u002F34.struct-functions",{"title":1853,"path":1854,"stem":1855},"Масиви структур і вкладені структури","\u002Fcpp\u002Fstruct-arrays","02.cpp\u002F35.struct-arrays",{"title":1857,"path":1858,"stem":1859},"Патерни struct та межі застосування","\u002Fcpp\u002Fstruct-patterns","02.cpp\u002F36.struct-patterns",{"title":1861,"path":1862,"stem":1863},"Символи та таблиця ASCII","\u002Fcpp\u002Fascii-characters","02.cpp\u002F37.ascii-characters",{"title":1865,"path":1866,"stem":1867},"Unicode та кодування UTF","\u002Fcpp\u002Funicode-utf","02.cpp\u002F38.unicode-utf",{"title":1869,"path":1870,"stem":1871},"C-style рядки","\u002Fcpp\u002Fc-strings","02.cpp\u002F39.c-strings",{"title":1873,"path":1874,"stem":1875},"Вступ до std::string","\u002Fcpp\u002Fstd-string-intro","02.cpp\u002F40.std-string-intro",{"title":1877,"path":1878,"stem":1879},"Довжина, ємність та доступ до символів std::string","\u002Fcpp\u002Fstd-string-capacity-access","02.cpp\u002F41.std-string-capacity-access",{"title":1881,"path":1882,"stem":1883},"Модифікація std::string: присвоювання, додавання, вставка, видалення та заміна","\u002Fcpp\u002Fstd-string-modification","02.cpp\u002F42.std-string-modification",{"title":1885,"path":1886,"stem":1887},"Пошук у std::string: find, npos та практичні патерни","\u002Fcpp\u002Fstd-string-search","02.cpp\u002F43.std-string-search",{"title":1889,"path":1890,"stem":1891},"std::string_view: невласницький погляд на рядок без копіювання","\u002Fcpp\u002Fstd-string-view","02.cpp\u002F44.std-string-view",{"title":1893,"path":1894,"stem":1895},"Об'єднання (union): один блок пам'яті, кілька інтерпретацій","\u002Fcpp\u002Funion","02.cpp\u002F45.union",{"title":1897,"path":1898,"stem":1899},"Організація коду: файли, препроцесор, простори імен","\u002Fcpp\u002Fmultifile-programs","02.cpp\u002F46.multifile-programs",{"title":1901,"path":1902,"stem":1903},"Робота з файлами: C-стиль (stdio.h)","\u002Fcpp\u002Fc-style-files","02.cpp\u002F47.c-style-files",{"title":1905,"path":1906,"stem":1907},"Робота з файлами: C++-стиль (fstream)","\u002Fcpp\u002Fcpp-style-files","02.cpp\u002F48.cpp-style-files",{"title":1909,"path":1910,"stem":1911},"Введення в ООП: від процедур до об'єктів","\u002Fcpp\u002Foop-intro","02.cpp\u002F49.oop-intro",{"title":1913,"path":1914,"stem":1915},"Класи, об'єкти та методи","\u002Fcpp\u002Fclasses-objects-methods","02.cpp\u002F50.classes-objects-methods",{"title":1917,"path":1918,"stem":1919},"Специфікатори доступу та інкапсуляція","\u002Fcpp\u002Faccess-specifiers-encapsulation","02.cpp\u002F51.access-specifiers-encapsulation",{"title":1921,"path":1922,"stem":1923},"Конструктори: гарантована ініціалізація об'єктів","\u002Fcpp\u002Fconstructors","02.cpp\u002F52.constructors",{"title":1925,"path":1926,"stem":1927},"Списки ініціалізації та делегуючі конструктори","\u002Fcpp\u002Finit-lists-delegating","02.cpp\u002F53.init-lists-delegating",{"title":1929,"path":1930,"stem":1931},"Деструктори та ідіома RAII","\u002Fcpp\u002Fdestructors-raii","02.cpp\u002F54.destructors-raii",{"title":1933,"path":1934,"stem":1935},"Прихований покажчик this","\u002Fcpp\u002Fthis-pointer","02.cpp\u002F55.this-pointer",{"title":1937,"path":1938,"stem":1939},"Розподіл класу на заголовковий файл та файл реалізації","\u002Fcpp\u002Fclass-header-source","02.cpp\u002F56.class-header-source",{"title":1941,"path":1942,"stem":1943},"Класи та const","\u002Fcpp\u002Fconst-classes","02.cpp\u002F57.const-classes",{"title":1945,"path":1946,"stem":1947},"Статичні члени класу","\u002Fcpp\u002Fstatic-members","02.cpp\u002F58.static-members",{"title":1949,"path":1950,"stem":1951},"Конструктор копіювання та запобігання копіюванню","\u002Fcpp\u002Fcopy-constructor","02.cpp\u002F59.copy-constructor",{"title":1953,"path":1954,"stem":1955},"Дружні функції та класи","\u002Fcpp\u002Ffriend-functions-classes","02.cpp\u002F60.friend-functions-classes",{"title":1957,"path":1958,"stem":1959},"Анонімні об'єкти та вкладені типи","\u002Fcpp\u002Fanonymous-objects-nested-types","02.cpp\u002F61.anonymous-objects-nested-types",{"title":1961,"path":1962,"stem":1963},"Вимірювання часу виконання: RAII-таймер","\u002Fcpp\u002Ftiming-raii-timer","02.cpp\u002F62.timing-raii-timer",{"title":1965,"path":1966,"stem":1967},"Перевантаження операторів: основи та арифметика","\u002Fcpp\u002Foperator-overloading-basics","02.cpp\u002F63.operator-overloading-basics",{"title":1969,"path":1970,"stem":1971},"Перевантаження операторів: методи класу та спеціальні оператори","\u002Fcpp\u002Foperator-overloading-methods","02.cpp\u002F64.operator-overloading-methods",{"title":1973,"path":1974,"stem":1975},"Приведення типів, explicit та delete","\u002Fcpp\u002Ftypecast-explicit-delete","02.cpp\u002F65.typecast-explicit-delete",{"title":1977,"path":1978,"stem":1979},"Глибоке копіювання та оператор присвоювання","\u002Fcpp\u002Fdeep-copy-assignment","02.cpp\u002F66.deep-copy-assignment",{"title":1981,"path":1982,"stem":1983},"Зв'язки між об'єктами: композиція та агрегація","\u002Fcpp\u002Fcomposition-aggregation","02.cpp\u002F67.composition-aggregation",{"title":1985,"path":1986,"stem":1987},"Асоціація та залежність між об","\u002Fcpp\u002Fassociation-dependency","02.cpp\u002F68.association-dependency",{"title":1989,"path":1990,"stem":1991},"Контейнерні класи та `std::initializer_list`","\u002Fcpp\u002Fcontainer-classes-initializer-list","02.cpp\u002F69.container-classes-initializer-list",{"title":1993,"path":1994,"stem":1995},"Вступ до наслідування: базові поняття та відношення «is-a»","\u002Fcpp\u002Finheritance-intro","02.cpp\u002F70.inheritance-intro",{"title":1997,"path":1998,"stem":1999},"Конструктори, деструктори та порядок ініціалізації в ієрархіях","\u002Fcpp\u002Finheritance-constructors-destructors","02.cpp\u002F71.inheritance-constructors-destructors",{"title":2001,"path":2002,"stem":2003},"Специфікатор `protected` та види наслідування","\u002Fcpp\u002Finheritance-access-specifiers","02.cpp\u002F72.inheritance-access-specifiers",{"title":2005,"path":2006,"stem":2007},"Перевизначення методів та приховування імен","\u002Fcpp\u002Fmethod-overriding-hiding","02.cpp\u002F73.method-overriding-hiding",{"title":2009,"path":2010,"stem":2011},"Множинне наслідування та проблема ромба","\u002Fcpp\u002Fmultiple-inheritance-diamond","02.cpp\u002F74.multiple-inheritance-diamond",{"title":2013,"path":2014,"stem":2015},"Вказівники на базовий клас та віртуальні функції","\u002Fcpp\u002Fvirtual-functions-polymorphism","02.cpp\u002F75.virtual-functions-polymorphism",{"title":2017,"path":2018,"stem":2019},"Специфікатори override, final та віртуальні деструктори","\u002Fcpp\u002Foverride-final-virtual-destructors","02.cpp\u002F76.override-final-virtual-destructors",{"title":2021,"path":2022,"stem":2023},"Внутрішні механізми поліморфізму: vtable, vptr та зв'язування","\u002Fcpp\u002Fvirtual-table-binding","02.cpp\u002F77.virtual-table-binding",{"title":2025,"path":2026,"stem":2027},"Абстрактні класи та чисті віртуальні функції","\u002Fcpp\u002Fabstract-classes-interfaces","02.cpp\u002F78.abstract-classes-interfaces",{"title":2029,"path":2030,"stem":2031},"Зрізка об'єктів, віртуальне наслідування та поліморфний вивід","\u002Fcpp\u002Fslicing-virtual-base-io","02.cpp\u002F79.slicing-virtual-base-io",{"title":2033,"path":2034,"stem":2035},"Динамічне приведення типів (`dynamic_cast`) та RTTI","\u002Fcpp\u002Fdynamic-cast-rtti","02.cpp\u002F80.dynamic-cast-rtti",{"title":2037,"path":2038,"stem":2039},"Шаблони функцій: узагальнене програмування","\u002Fcpp\u002Ffunction-templates","02.cpp\u002F81.function-templates",{"title":2041,"path":2042,"stem":2043},"Шаблони класів та NTTP-параметри","\u002Fcpp\u002Fclass-templates-nttp","02.cpp\u002F82.class-templates-nttp",{"title":2045,"path":2046,"stem":2047},"Повна (явна) спеціалізація шаблонів","\u002Fcpp\u002Ffull-template-specialization","02.cpp\u002F83.full-template-specialization",{"title":2049,"path":2050,"stem":2051},"Часткова спеціалізація шаблонів класів","\u002Fcpp\u002Fpartial-template-specialization","02.cpp\u002F84.partial-template-specialization",{"title":2053,"path":2054,"stem":2055},"Механізм винятків: try, catch, throw та розкручування стеку","\u002Fcpp\u002Fexceptions-basics","02.cpp\u002F85.exceptions-basics",{"title":2057,"path":2058,"stem":2059},"Ієрархія std::exception та власні класи винятків","\u002Fcpp\u002Fexception-hierarchy-custom","02.cpp\u002F86.exception-hierarchy-custom",{"title":2061,"path":2062,"stem":2063},"Повторне генерування винятків та функціональний try-блок","\u002Fcpp\u002Frethrow-function-try","02.cpp\u002F87.rethrow-function-try",{"title":2065,"path":2066,"stem":2067},"Безпека винятків, noexcept та деструктори","\u002Fcpp\u002Fsafety-noexcept","02.cpp\u002F88.safety-noexcept",{"title":2069,"path":2070,"stem":2071},"Стаття 89 — Власні структури даних: стек та черга","\u002Fcpp\u002Fcustom-stack-queue","02.cpp\u002F89.custom-stack-queue",{"title":2073,"path":2074,"stem":2075},"Стаття 90 — Власні структури даних: однозв'язаний список","\u002Fcpp\u002Flinked-list","02.cpp\u002F90.linked-list",{"title":2077,"path":2078,"stem":2079},"Стаття 91 — Власні структури даних: бінарне дерево пошуку","\u002Fcpp\u002Fbinary-search-tree","02.cpp\u002F91.binary-search-tree",{"title":2081,"path":2082,"stem":2083},"Стаття 92 — Власні структури даних: хеш-таблиця","\u002Fcpp\u002Fhash-table","02.cpp\u002F92.hash-table",{"title":2085,"icon":2086,"path":2087,"stem":2088,"children":2089,"page":59},"JavaScript","i-devicon-javascript","\u002Fjavascript","03.javascript",[2090,2116,2170,2192,2496,2534,2552],{"title":2091,"icon":2092,"path":2093,"stem":2094,"children":2095,"page":59},"Events","i-lucide-mouse-pointer-click","\u002Fjavascript\u002Fevents","03.javascript\u002F01.events",[2096,2100,2104,2108,2112],{"title":2097,"path":2098,"stem":2099},"Вступ до подій браузера","\u002Fjavascript\u002Fevents\u002Fintro","03.javascript\u002F01.events\u002F01.intro",{"title":2101,"path":2102,"stem":2103},"Бульбашковий механізм (Bubbling) та занурення (Capturing)","\u002Fjavascript\u002Fevents\u002Fbubbling-capturing","03.javascript\u002F01.events\u002F02.bubbling-capturing",{"title":2105,"path":2106,"stem":2107},"Делегування подій (Event Delegation)","\u002Fjavascript\u002Fevents\u002Fdelegate-events","03.javascript\u002F01.events\u002F03.delegate-events",{"title":2109,"path":2110,"stem":2111},"Типові дії браузера та preventDefault()","\u002Fjavascript\u002Fevents\u002Fprevent-default","03.javascript\u002F01.events\u002F04.prevent-default",{"title":2113,"path":2114,"stem":2115},"Запуск користувацьких подій (Custom Events)","\u002Fjavascript\u002Fevents\u002Fcustom-events","03.javascript\u002F01.events\u002F05.custom-events",{"title":2117,"icon":2118,"path":2119,"stem":2120,"children":2121,"page":59},"Network","i-lucide-globe","\u002Fjavascript\u002Fnetwork","03.javascript\u002F02.network",[2122,2126,2130,2134,2138,2142,2146,2150,2154,2158,2162,2166],{"title":2123,"path":2124,"stem":2125},"Fetch API - Сучасний підхід до HTTP-запитів","\u002Fjavascript\u002Fnetwork\u002F01-fetch-api","03.javascript\u002F02.network\u002F01-fetch-api",{"title":2127,"path":2128,"stem":2129},"FormData - Робота з формами та файлами","\u002Fjavascript\u002Fnetwork\u002F02-formdata","03.javascript\u002F02.network\u002F02-formdata",{"title":2131,"path":2132,"stem":2133},"Відстеження прогресу завантаження","\u002Fjavascript\u002Fnetwork\u002F03-download-progress","03.javascript\u002F02.network\u002F03-download-progress",{"title":2135,"path":2136,"stem":2137},"Переривання fetch-запитів","\u002Fjavascript\u002Fnetwork\u002F04-abort-requests","03.javascript\u002F02.network\u002F04-abort-requests",{"title":2139,"path":2140,"stem":2141},"CORS - Запити між різними джерелами","\u002Fjavascript\u002Fnetwork\u002F05-cors","03.javascript\u002F02.network\u002F05-cors",{"title":2143,"path":2144,"stem":2145},"Fetch API - Повний довідник опцій","\u002Fjavascript\u002Fnetwork\u002F06-fetch-options","03.javascript\u002F02.network\u002F06-fetch-options",{"title":2147,"path":2148,"stem":2149},"URL Objects - Робота з посиланнями","\u002Fjavascript\u002Fnetwork\u002F07-url-objects","03.javascript\u002F02.network\u002F07-url-objects",{"title":2151,"path":2152,"stem":2153},"XMLHttpRequest - AJAX та низькорівневі запити","\u002Fjavascript\u002Fnetwork\u002F08-xmlhttprequest","03.javascript\u002F02.network\u002F08-xmlhttprequest",{"title":2155,"path":2156,"stem":2157},"Відновлюване завантаження файлів","\u002Fjavascript\u002Fnetwork\u002F09-resumable-upload","03.javascript\u002F02.network\u002F09-resumable-upload",{"title":2159,"path":2160,"stem":2161},"Cookies, document.cookie та світ після \"Cookiepocalypse\"","\u002Fjavascript\u002Fnetwork\u002F10-cookies","03.javascript\u002F02.network\u002F10-cookies",{"title":2163,"path":2164,"stem":2165},"js-cookie: Керування Cookies без Болю","\u002Fjavascript\u002Fnetwork\u002F11-js-cookie","03.javascript\u002F02.network\u002F11-js-cookie",{"title":2167,"path":2168,"stem":2169},"Axios: Потужний HTTP-клієнт для JavaScript","\u002Fjavascript\u002Fnetwork\u002F12-axios","03.javascript\u002F02.network\u002F12-axios",{"title":2171,"icon":2172,"path":2173,"stem":2174,"children":2175,"page":59},"Bom","i-lucide-monitor","\u002Fjavascript\u002Fbom","03.javascript\u002F03.bom",[2176,2180,2184,2188],{"title":2177,"path":2178,"stem":2179},"LocalStorage, SessionStorage та patterns збереження даних","\u002Fjavascript\u002Fbom\u002F01-localstorage","03.javascript\u002F03.bom\u002F01-localstorage",{"title":2181,"path":2182,"stem":2183},"Location Object - Керування адресою сторінки","\u002Fjavascript\u002Fbom\u002F02-location-object","03.javascript\u002F03.bom\u002F02-location-object",{"title":2185,"path":2186,"stem":2187},"History API - Керування історією браузера","\u002Fjavascript\u002Fbom\u002F03-history-api","03.javascript\u002F03.bom\u002F03-history-api",{"title":2189,"path":2190,"stem":2191},"Navigator Object - Ідентифікація та Можливості Пристрою","\u002Fjavascript\u002Fbom\u002F04-navigator-object","03.javascript\u002F03.bom\u002F04-navigator-object",{"title":2193,"icon":2194,"path":2195,"stem":2196,"children":2197},"React","i-devicon-react","\u002Fjavascript\u002Freact","03.javascript\u002F04.react\u002Findex",[2198,2199,2203,2207,2211,2215,2278,2313,2465],{"title":2193,"path":2195,"stem":2196},{"title":2200,"path":2201,"stem":2202},"Робота з Формами в React","\u002Fjavascript\u002Freact\u002Freact-forms","03.javascript\u002F04.react\u002F01.react-forms",{"title":2204,"path":2205,"stem":2206},"React Hook Form: Професійна Робота з Формами","\u002Fjavascript\u002Freact\u002Freact-hook-form","03.javascript\u002F04.react\u002F02.react-hook-form",{"title":2208,"path":2209,"stem":2210},"React Hook Form: Глибоке Розуміння Архітектури та Оптимізації","\u002Fjavascript\u002Freact\u002Freact-hook-form-new","03.javascript\u002F04.react\u002F02.react-hook-form-new",{"title":2212,"path":2213,"stem":2214},"Axios та React: Професійна Архітектура Запитів","\u002Fjavascript\u002Freact\u002Fdata-fetching-axios","03.javascript\u002F04.react\u002F03.data-fetching-axios",{"title":2216,"icon":132,"path":2217,"stem":2218,"children":2219},"Tanstack Query","\u002Fjavascript\u002Freact\u002Ftanstack-query","03.javascript\u002F04.react\u002F04.tanstack-query\u002Findex",[2220,2222,2226,2230,2234,2238,2242,2246,2250,2254,2258,2262,2266,2270,2274],{"title":2221,"path":2217,"stem":2218},"TanStack Query: Майстерність Керування Станом Сервера",{"title":2223,"path":2224,"stem":2225},"Парадигма Server State: Чому useEffect недостатньо","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Fserver-state-paradigm","03.javascript\u002F04.react\u002F04.tanstack-query\u002F01.server-state-paradigm",{"title":2227,"path":2228,"stem":2229},"Встановлення та Налаштування: Фундамент","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Finstallation-and-devtools","03.javascript\u002F04.react\u002F04.tanstack-query\u002F02.installation-and-devtools",{"title":2231,"path":2232,"stem":2233},"Основи Запитів та Магія Ключів","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Fquery-basics-and-keys","03.javascript\u002F04.react\u002F04.tanstack-query\u002F03.query-basics-and-keys",{"title":2235,"path":2236,"stem":2237},"Синхронізація Даних: Життєвий Цикл Запиту","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Fdata-synchronization","03.javascript\u002F04.react\u002F04.tanstack-query\u002F04.data-synchronization",{"title":2239,"path":2240,"stem":2241},"Мутації та Інвалідація: Зміна Даних","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Fmutations-and-invalidation","03.javascript\u002F04.react\u002F04.tanstack-query\u002F05.mutations-and-invalidation",{"title":2243,"path":2244,"stem":2245},"Оптимістичні Оновлення: Швидше за Світло","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Foptimistic-updates","03.javascript\u002F04.react\u002F04.tanstack-query\u002F06.optimistic-updates",{"title":2247,"path":2248,"stem":2249},"Пагінація та Infinite Scroll","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Fpagination-and-load-more","03.javascript\u002F04.react\u002F04.tanstack-query\u002F07.pagination-and-load-more",{"title":2251,"path":2252,"stem":2253},"Просунуті Патерни та Оптимізація","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Fadvanced-patterns","03.javascript\u002F04.react\u002F04.tanstack-query\u002F08.advanced-patterns",{"title":2255,"path":2256,"stem":2257},"Архітектура та Best Practices","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Farchitecture-and-best-practices","03.javascript\u002F04.react\u002F04.tanstack-query\u002F09.architecture-and-best-practices",{"title":2259,"path":2260,"stem":2261},"Server-Side Rendering (SSR) та Гідратація","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Fserver-side-rendering","03.javascript\u002F04.react\u002F04.tanstack-query\u002F10.server-side-rendering",{"title":2263,"path":2264,"stem":2265},"Стратегії Тестування","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Ftesting-strategies","03.javascript\u002F04.react\u002F04.tanstack-query\u002F11.testing-strategies",{"title":2267,"path":2268,"stem":2269},"Аутентифікація та Обробка Помилок","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Fauthentication-and-errors","03.javascript\u002F04.react\u002F04.tanstack-query\u002F12.authentication-and-errors",{"title":2271,"path":2272,"stem":2273},"React Suspense та Майбутнє","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Freact-suspense","03.javascript\u002F04.react\u002F04.tanstack-query\u002F13.react-suspense",{"title":2275,"path":2276,"stem":2277},"Глибоке Занурення в Продуктивність","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Fperformance-deep-dive","03.javascript\u002F04.react\u002F04.tanstack-query\u002F14.performance-deep-dive",{"title":2279,"icon":2194,"path":2280,"stem":2281,"children":2282},"React Router","\u002Fjavascript\u002Freact\u002Freact-router","03.javascript\u002F04.react\u002F05.react-router\u002Findex",[2283,2285,2289,2293,2297,2301,2305,2309],{"title":2284,"path":2280,"stem":2281},"React Router: Навігаційна система сучасного вебу",{"title":2286,"path":2287,"stem":2288},"Налаштування та Базовий Роутинг","\u002Fjavascript\u002Freact\u002Freact-router\u002Fsetup-and-basic-routing","03.javascript\u002F04.react\u002F05.react-router\u002F01.setup-and-basic-routing",{"title":2290,"path":2291,"stem":2292},"Динамічна Навігація","\u002Fjavascript\u002Freact\u002Freact-router\u002Fnavigation-and-links","03.javascript\u002F04.react\u002F05.react-router\u002F02.navigation-and-links",{"title":2294,"path":2295,"stem":2296},"Вкладені Маршрути та Макети","\u002Fjavascript\u002Freact\u002Freact-router\u002Fnested-routes-and-layouts","03.javascript\u002F04.react\u002F05.react-router\u002F03.nested-routes-and-layouts",{"title":2298,"path":2299,"stem":2300},"Динамічні Маршрути та Параметри","\u002Fjavascript\u002Freact\u002Freact-router\u002Fdynamic-routing","03.javascript\u002F04.react\u002F05.react-router\u002F04.dynamic-routing",{"title":2302,"path":2303,"stem":2304},"Data APIs: Loaders та Actions","\u002Fjavascript\u002Freact\u002Freact-router\u002Fdata-loading","03.javascript\u002F04.react\u002F05.react-router\u002F05.data-loading",{"title":2306,"path":2307,"stem":2308},"Просунуті Патерни","\u002Fjavascript\u002Freact\u002Freact-router\u002Fadvanced-patterns","03.javascript\u002F04.react\u002F05.react-router\u002F06.advanced-patterns",{"title":2310,"path":2311,"stem":2312},"Legacy Routing: Компонентний підхід","\u002Fjavascript\u002Freact\u002Freact-router\u002Flegacy-routing","03.javascript\u002F04.react\u002F05.react-router\u002F07.legacy-routing",{"title":2314,"icon":132,"path":2315,"stem":2316,"children":2317},"Redux","\u002Fjavascript\u002Freact\u002Fredux","03.javascript\u002F04.react\u002F06.redux\u002Findex",[2318,2320,2336,2365,2374,2395,2411,2440],{"title":2319,"path":2315,"stem":2316},"Redux: Еволюція управління станом",{"title":14,"icon":15,"path":2321,"stem":2322,"children":2323,"page":59},"\u002Fjavascript\u002Freact\u002Fredux\u002Ffundamentals","03.javascript\u002F04.react\u002F06.redux\u002F01.fundamentals",[2324,2328,2332],{"title":2325,"path":2326,"stem":2327},"Вступ до State Management","\u002Fjavascript\u002Freact\u002Fredux\u002Ffundamentals\u002Fintro-state-management","03.javascript\u002F04.react\u002F06.redux\u002F01.fundamentals\u002F01.intro-state-management",{"title":2329,"path":2330,"stem":2331},"Філософія Redux та Три Принципи","\u002Fjavascript\u002Freact\u002Fredux\u002Ffundamentals\u002Fredux-philosophy","03.javascript\u002F04.react\u002F06.redux\u002F01.fundamentals\u002F02.redux-philosophy",{"title":2333,"path":2334,"stem":2335},"Чисті функції та Іммутабельність","\u002Fjavascript\u002Freact\u002Fredux\u002Ffundamentals\u002Fpure-functions-immutability","03.javascript\u002F04.react\u002F06.redux\u002F01.fundamentals\u002F03.pure-functions-immutability",{"title":2337,"icon":132,"path":2338,"stem":2339,"children":2340,"page":59},"Classic Redux","\u002Fjavascript\u002Freact\u002Fredux\u002Fclassic-redux","03.javascript\u002F04.react\u002F06.redux\u002F02.classic-redux",[2341,2345,2349,2353,2357,2361],{"title":2342,"path":2343,"stem":2344},"Створення Store (Classic Redux)","\u002Fjavascript\u002Freact\u002Fredux\u002Fclassic-redux\u002Fstore-setup","03.javascript\u002F04.react\u002F06.redux\u002F02.classic-redux\u002F01.store-setup",{"title":2346,"path":2347,"stem":2348},"Actions, Constants та Action Creators","\u002Fjavascript\u002Freact\u002Fredux\u002Fclassic-redux\u002Factions-constants","03.javascript\u002F04.react\u002F06.redux\u002F02.classic-redux\u002F02.actions-constants",{"title":2350,"path":2351,"stem":2352},"Логіка Reducers","\u002Fjavascript\u002Freact\u002Fredux\u002Fclassic-redux\u002Freducers","03.javascript\u002F04.react\u002F06.redux\u002F02.classic-redux\u002F03.reducers",{"title":2354,"path":2355,"stem":2356},"Комбінування Reducers (Root Reducer)","\u002Fjavascript\u002Freact\u002Fredux\u002Fclassic-redux\u002Fdata-flow","03.javascript\u002F04.react\u002F06.redux\u002F02.classic-redux\u002F04.data-flow",{"title":2358,"path":2359,"stem":2360},"Підключення до React (React-Redux)","\u002Fjavascript\u002Freact\u002Fredux\u002Fclassic-redux\u002Freact-redux-connection","03.javascript\u002F04.react\u002F06.redux\u002F02.classic-redux\u002F05.react-redux-connection",{"title":2362,"path":2363,"stem":2364},"Middleware та Асинхронність (Redux Thunk)","\u002Fjavascript\u002Freact\u002Fredux\u002Fclassic-redux\u002Fmiddleware-thunk","03.javascript\u002F04.react\u002F06.redux\u002F02.classic-redux\u002F06.middleware-thunk",{"title":2366,"icon":132,"path":2367,"stem":2368,"children":2369,"page":59},"Transition To Rtk","\u002Fjavascript\u002Freact\u002Fredux\u002Ftransition-to-rtk","03.javascript\u002F04.react\u002F06.redux\u002F03.transition-to-rtk",[2370],{"title":2371,"path":2372,"stem":2373},"Проблеми класичного Redux","\u002Fjavascript\u002Freact\u002Fredux\u002Ftransition-to-rtk\u002Fproblems-with-classic","03.javascript\u002F04.react\u002F06.redux\u002F03.transition-to-rtk\u002F01.problems-with-classic",{"title":2375,"icon":132,"path":2376,"stem":2377,"children":2378,"page":59},"Redux Toolkit","\u002Fjavascript\u002Freact\u002Fredux\u002Fredux-toolkit","03.javascript\u002F04.react\u002F06.redux\u002F04.redux-toolkit",[2379,2383,2387,2391],{"title":2380,"path":2381,"stem":2382},"Налаштування Store з configureStore","\u002Fjavascript\u002Freact\u002Fredux\u002Fredux-toolkit\u002Fconfigure-store","03.javascript\u002F04.react\u002F06.redux\u002F04.redux-toolkit\u002F01.configure-store",{"title":2384,"path":2385,"stem":2386},"createSlice: Революція в Redux","\u002Fjavascript\u002Freact\u002Fredux\u002Fredux-toolkit\u002Fcreate-slice","03.javascript\u002F04.react\u002F06.redux\u002F04.redux-toolkit\u002F02.create-slice",{"title":2388,"path":2389,"stem":2390},"Асинхронність з createAsyncThunk","\u002Fjavascript\u002Freact\u002Fredux\u002Fredux-toolkit\u002Fasync-thunks","03.javascript\u002F04.react\u002F06.redux\u002F04.redux-toolkit\u002F03.async-thunks",{"title":2392,"path":2393,"stem":2394},"04. Entity Adapter: Керування нормалізованим станом","\u002Fjavascript\u002Freact\u002Fredux\u002Fredux-toolkit\u002Fentity-adapter","03.javascript\u002F04.react\u002F06.redux\u002F04.redux-toolkit\u002F04.entity-adapter",{"title":2396,"icon":92,"path":2397,"stem":2398,"children":2399,"page":59},"Advanced","\u002Fjavascript\u002Freact\u002Fredux\u002Fadvanced","03.javascript\u002F04.react\u002F06.redux\u002F05.advanced",[2400,2404,2408],{"title":2401,"path":2402,"stem":2403},"Мемоізація та Селектори: Повний Гайд по Reselect","\u002Fjavascript\u002Freact\u002Fredux\u002Fadvanced\u002Fselectors-reselect","03.javascript\u002F04.react\u002F06.redux\u002F05.advanced\u002F01.selectors-reselect",{"title":2405,"path":2406,"stem":2407},"RTK Query: Архітектура Серверного Кешу","\u002Fjavascript\u002Freact\u002Fredux\u002Fadvanced\u002Frtk-query-intro","03.javascript\u002F04.react\u002F06.redux\u002F05.advanced\u002F02.rtk-query-intro",{"title":2255,"path":2409,"stem":2410},"\u002Fjavascript\u002Freact\u002Fredux\u002Fadvanced\u002Farchitecture-best-practices","03.javascript\u002F04.react\u002F06.redux\u002F05.advanced\u002F03.architecture-best-practices",{"title":2412,"icon":132,"path":2413,"stem":2414,"children":2415,"page":59},"Project Kanban","\u002Fjavascript\u002Freact\u002Fredux\u002Fproject-kanban","03.javascript\u002F04.react\u002F06.redux\u002F06.project-kanban",[2416,2420,2424,2428,2432,2436],{"title":2417,"path":2418,"stem":2419},"Проєкт: Kanban Board (Trello Clone)","\u002Fjavascript\u002Freact\u002Fredux\u002Fproject-kanban\u002Fproject-overview","03.javascript\u002F04.react\u002F06.redux\u002F06.project-kanban\u002F01.project-overview",{"title":2421,"path":2422,"stem":2423},"Налаштування та Типізація","\u002Fjavascript\u002Freact\u002Fredux\u002Fproject-kanban\u002Fsetup-and-types","03.javascript\u002F04.react\u002F06.redux\u002F06.project-kanban\u002F02.setup-and-types",{"title":2425,"path":2426,"stem":2427},"Board Slice: Серце Дошки","\u002Fjavascript\u002Freact\u002Fredux\u002Fproject-kanban\u002Fboard-slice","03.javascript\u002F04.react\u002F06.redux\u002F06.project-kanban\u002F03.board-slice",{"title":2429,"path":2430,"stem":2431},"Логіка Drag & Drop","\u002Fjavascript\u002Freact\u002Fredux\u002Fproject-kanban\u002Fdrag-and-drop-logic","03.javascript\u002F04.react\u002F06.redux\u002F06.project-kanban\u002F04.drag-and-drop-logic",{"title":2433,"path":2434,"stem":2435},"Інтеграція з RTK Query","\u002Fjavascript\u002Freact\u002Fredux\u002Fproject-kanban\u002Frtk-query-integration","03.javascript\u002F04.react\u002F06.redux\u002F06.project-kanban\u002F05.rtk-query-integration",{"title":2437,"path":2438,"stem":2439},"Optimistic Updates","\u002Fjavascript\u002Freact\u002Fredux\u002Fproject-kanban\u002Foptimistic-updates","03.javascript\u002F04.react\u002F06.redux\u002F06.project-kanban\u002F06.optimistic-updates",{"title":2441,"icon":132,"path":2442,"stem":2443,"children":2444,"page":59},"Testing","\u002Fjavascript\u002Freact\u002Fredux\u002Ftesting","03.javascript\u002F04.react\u002F06.redux\u002F07.testing",[2445,2449,2453,2457,2461],{"title":2446,"path":2447,"stem":2448},"Тестування Redux","\u002Fjavascript\u002Freact\u002Fredux\u002Ftesting\u002Fintro-testing","03.javascript\u002F04.react\u002F06.redux\u002F07.testing\u002F01.intro-testing",{"title":2450,"path":2451,"stem":2452},"Тестування Reducers","\u002Fjavascript\u002Freact\u002Fredux\u002Ftesting\u002Ftesting-reducers","03.javascript\u002F04.react\u002F06.redux\u002F07.testing\u002F02.testing-reducers",{"title":2454,"path":2455,"stem":2456},"Тестування Селекторів","\u002Fjavascript\u002Freact\u002Fredux\u002Ftesting\u002Ftesting-selectors","03.javascript\u002F04.react\u002F06.redux\u002F07.testing\u002F03.testing-selectors",{"title":2458,"path":2459,"stem":2460},"Тестування Компонентів (Integration)","\u002Fjavascript\u002Freact\u002Fredux\u002Ftesting\u002Ftesting-components","03.javascript\u002F04.react\u002F06.redux\u002F07.testing\u002F04.testing-components",{"title":2462,"path":2463,"stem":2464},"Тестування Async Thunks","\u002Fjavascript\u002Freact\u002Fredux\u002Ftesting\u002Ftesting-thunks","03.javascript\u002F04.react\u002F06.redux\u002F07.testing\u002F05.testing-thunks",{"title":2466,"icon":132,"path":2467,"stem":2468,"children":2469},"Ui Libraries","\u002Fjavascript\u002Freact\u002Fui-libraries","03.javascript\u002F04.react\u002F07.ui-libraries\u002Findex",[2470,2472,2476,2480,2484,2488,2492],{"title":2471,"path":2467,"stem":2468},"UI Бібліотеки в React",{"title":2473,"path":2474,"stem":2475},"Вступ до UI Бібліотек: Навіщо Винаходити Велосипед Двічі?","\u002Fjavascript\u002Freact\u002Fui-libraries\u002Fintroduction-to-ui-libraries","03.javascript\u002F04.react\u002F07.ui-libraries\u002F01.introduction-to-ui-libraries",{"title":2477,"path":2478,"stem":2479},"Філософія shadcn\u002Fui: \"Not a Component Library\"","\u002Fjavascript\u002Freact\u002Fui-libraries\u002Fshadcn-philosophy","03.javascript\u002F04.react\u002F07.ui-libraries\u002F02.shadcn-philosophy",{"title":2481,"path":2482,"stem":2483},"Установка та Налаштування shadcn\u002Fui","\u002Fjavascript\u002Freact\u002Fui-libraries\u002Fshadcn-installation","03.javascript\u002F04.react\u002F07.ui-libraries\u002F03.shadcn-installation",{"title":2485,"path":2486,"stem":2487},"Базові Компоненти shadcn\u002Fui: Фундамент Інтерфейсу","\u002Fjavascript\u002Freact\u002Fui-libraries\u002Fshadcn-components-basics","03.javascript\u002F04.react\u002F07.ui-libraries\u002F04.shadcn-components-basics",{"title":2489,"path":2490,"stem":2491},"Компоненти Форм: Побудова Інтерактивних Form","\u002Fjavascript\u002Freact\u002Fui-libraries\u002Fshadcn-components-forms","03.javascript\u002F04.react\u002F07.ui-libraries\u002F05.shadcn-components-forms",{"title":2493,"path":2494,"stem":2495},"Складні Компоненти: Dialog, Dropdown, Table та Command","\u002Fjavascript\u002Freact\u002Fui-libraries\u002Fshadcn-components-advanced","03.javascript\u002F04.react\u002F07.ui-libraries\u002F06.shadcn-components-advanced",{"title":2497,"icon":2498,"path":2499,"stem":2500,"children":2501,"page":59},"TypeScript","i-devicon-typescript","\u002Fjavascript\u002Ftypescript","03.javascript\u002F05.typescript",[2502,2506,2510,2514,2518,2522,2526,2530],{"title":2503,"path":2504,"stem":2505},"TypeScript: Броня для вашого коду","\u002Fjavascript\u002Ftypescript\u002Fintro-and-basic-types","03.javascript\u002F05.typescript\u002F01.intro-and-basic-types",{"title":2507,"path":2508,"stem":2509},"Майстерність Моделювання Даних: Інтерфейси та Просунуті Типи","\u002Fjavascript\u002Ftypescript\u002Finterfaces-and-advanced-types","03.javascript\u002F05.typescript\u002F02.interfaces-and-advanced-types",{"title":2511,"path":2512,"stem":2513},"Алхімія Типів: Generics та Utility Types","\u002Fjavascript\u002Ftypescript\u002Fgenerics-and-utilities","03.javascript\u002F05.typescript\u002F03.generics-and-utilities",{"title":2515,"path":2516,"stem":2517},"Архітектура та Шаблони: Класи в TypeScript","\u002Fjavascript\u002Ftypescript\u002Fclasses-and-oop","03.javascript\u002F05.typescript\u002F04.classes-and-oop",{"title":2519,"path":2520,"stem":2521},"Продакшн та Екосистема: Advanced Config & Workflow","\u002Fjavascript\u002Ftypescript\u002Fadvanced-patterns-and-config","03.javascript\u002F05.typescript\u002F05.advanced-patterns-and-config",{"title":2523,"path":2524,"stem":2525},"TypeScript у світі React","\u002Fjavascript\u002Ftypescript\u002Freact-basics","03.javascript\u002F05.typescript\u002F06.react-basics",{"title":2527,"path":2528,"stem":2529},"React + TypeScript: Продвинуті патерни","\u002Fjavascript\u002Ftypescript\u002Freact-advanced","03.javascript\u002F05.typescript\u002F07.react-advanced",{"title":2531,"path":2532,"stem":2533},"React + TypeScript: Екосистема та бібліотеки","\u002Fjavascript\u002Ftypescript\u002Freact-ecosystem","03.javascript\u002F05.typescript\u002F08.react-ecosystem",{"title":2535,"icon":2536,"path":2537,"stem":2538,"children":2539,"page":59},"Асинхронність","i-lucide-refresh-cw","\u002Fjavascript\u002Fasync-programming","03.javascript\u002F06.async-programming",[2540,2544,2548],{"title":2541,"path":2542,"stem":2543},"Event Loop: серце асинхронності в JavaScript","\u002Fjavascript\u002Fasync-programming\u002Fevent-loop-fundamentals","03.javascript\u002F06.async-programming\u002F01.event-loop-fundamentals",{"title":2545,"path":2546,"stem":2547},"Task Queue та Microtask Queue: пріоритети виконання","\u002Fjavascript\u002Fasync-programming\u002Ftask-queues","03.javascript\u002F06.async-programming\u002F02.task-queues",{"title":2549,"path":2550,"stem":2551},"Асинхронні патерни: від Callbacks до Async\u002FAwait","\u002Fjavascript\u002Fasync-programming\u002Fasync-patterns","03.javascript\u002F06.async-programming\u002F03.async-patterns",{"title":2553,"path":2554,"stem":2555},"Atomic Design","\u002Fjavascript\u002Fatomic-design","03.javascript\u002F2.atomic-design",{"title":2557,"icon":2558,"path":2559,"stem":2560,"children":2561,"page":59},"Java","i-devicon-java","\u002Fjava","04.java",[2562,2565,2568,2572,2576,2580,2584],{"title":162,"path":2563,"stem":2564},"\u002Fjava\u002Fdata-mapper-part1","04.java\u002F01.data-mapper-part1",{"title":166,"path":2566,"stem":2567},"\u002Fjava\u002Fdata-mapper-part2","04.java\u002F02.data-mapper-part2",{"title":2569,"path":2570,"stem":2571},"Service Layer: Організація бізнес-логіки","\u002Fjava\u002Fservice-layer","04.java\u002F03.service-layer",{"title":2573,"path":2574,"stem":2575},"Rich Domain Model та State Pattern","\u002Fjava\u002Frich-domain-model","04.java\u002F04.rich-domain-model",{"title":2577,"path":2578,"stem":2579},"Патерни для складної бізнес-логіки","\u002Fjava\u002Fbusiness-logic-patterns","04.java\u002F05.business-logic-patterns",{"title":2581,"path":2582,"stem":2583},"Обробка помилок та валідація","\u002Fjava\u002Ferror-handling-validation","04.java\u002F06.error-handling-validation",{"title":2585,"path":2586,"stem":2587,"children":2588,"page":59},"Проектування баз даних","\u002Fjava\u002Fpr2","04.java\u002Fpr2",[2589,2593,2597,2601,2605,2609,2613,2617,2621,2625,2629,2633,2637,2641,2645,2649,2653,2657,2661,2665,2669,2673,2677,2681,2685,2689,2693,2697,2701,2705,2709,2713,2717,2721,2725,2729,2733],{"title":2590,"path":2591,"stem":2592},"Концептуальне моделювання: Мистецтво розуміння предметної області","\u002Fjava\u002Fpr2\u002Fconceptual-modeling","04.java\u002Fpr2\u002F01.conceptual-modeling",{"title":2594,"path":2595,"stem":2596},"Логічне моделювання: Від бізнес-ідей до структур даних","\u002Fjava\u002Fpr2\u002Flogical-modeling","04.java\u002Fpr2\u002F02.logical-modeling",{"title":2598,"path":2599,"stem":2600},"Нормалізація: Гігієна даних та боротьба з аномаліями","\u002Fjava\u002Fpr2\u002Fnormalization","04.java\u002Fpr2\u002F03.normalization",{"title":2602,"path":2603,"stem":2604},"Фізична схема: Від абстракції до DDL","\u002Fjava\u002Fpr2\u002Fphysical-schema","04.java\u002Fpr2\u002F04.physical-schema",{"title":2606,"path":2607,"stem":2608},"Архітектурна класифікація таблиць","\u002Fjava\u002Fpr2\u002Ftable-classification","04.java\u002Fpr2\u002F05.table-classification",{"title":2610,"path":2611,"stem":2612},"Database Migrations: Версіонування схеми з Flyway","\u002Fjava\u002Fpr2\u002Fdatabase-migrations","04.java\u002Fpr2\u002F06.database-migrations",{"title":2614,"path":2615,"stem":2616},"А що, якби це була не реляційна БД?","\u002Fjava\u002Fpr2\u002Fbeyond-relational","04.java\u002Fpr2\u002F07.beyond-relational",{"title":2618,"path":2619,"stem":2620},"Object-Relational Impedance Mismatch: Два світи, що не хочуть дружити","\u002Fjava\u002Fpr2\u002Fimpedance-mismatch","04.java\u002Fpr2\u002F09.impedance-mismatch",{"title":2622,"path":2623,"stem":2624},"JDBC: Перший контакт із базою даних","\u002Fjava\u002Fpr2\u002Fjdbc-fundamentals","04.java\u002Fpr2\u002F10.jdbc-fundamentals",{"title":2626,"path":2627,"stem":2628},"Якість коду: Spotless, SpotBugs та SonarQube","\u002Fjava\u002Fpr2\u002F10a.code-quality","04.java\u002Fpr2\u002F10a.code-quality",{"title":2630,"path":2631,"stem":2632},"Connection Pool: Патерн Object Pool для JDBC-з'єднань","\u002Fjava\u002Fpr2\u002Fconnection-pool","04.java\u002Fpr2\u002F11.connection-pool",{"title":2634,"path":2635,"stem":2636},"Row Data Gateway: Об'єкт як обгортка рядка таблиці","\u002Fjava\u002Fpr2\u002Frow-data-gateway","04.java\u002Fpr2\u002F12.row-data-gateway",{"title":2638,"path":2639,"stem":2640},"Table Data Gateway: Фасад таблиці як архітектурний відступ","\u002Fjava\u002Fpr2\u002Ftable-data-gateway","04.java\u002Fpr2\u002F13.table-data-gateway",{"title":2642,"path":2643,"stem":2644},"Repository + Data Mapper: Правильна шарова архітектура з JDBC","\u002Fjava\u002Fpr2\u002Frepository-data-mapper","04.java\u002Fpr2\u002F14.repository-data-mapper",{"title":2646,"path":2647,"stem":2648},"Identity Map: Кешування сутностей у рамках сесії","\u002Fjava\u002Fpr2\u002Fidentity-map","04.java\u002Fpr2\u002F15.identity-map",{"title":2650,"path":2651,"stem":2652},"Unit of Work: Відстеження змін і координація JDBC-транзакцій","\u002Fjava\u002Fpr2\u002Funit-of-work","04.java\u002Fpr2\u002F16.unit-of-work",{"title":2654,"path":2655,"stem":2656},"Strategy: Замінювані SQL-стратегії для підтримки різних СУБД","\u002Fjava\u002Fpr2\u002Fstrategy-sql","04.java\u002Fpr2\u002F17.strategy-sql",{"title":2658,"path":2659,"stem":2660},"Proxy: Lazy Loading для One-To-Many колекцій","\u002Fjava\u002Fpr2\u002Fproxy-lazy-loading","04.java\u002Fpr2\u002F18.proxy-lazy-loading",{"title":2662,"path":2663,"stem":2664},"Generic Repository через Java Reflection: анотації та динамічний SQL","\u002Fjava\u002Fpr2\u002Fgeneric-repository-reflection","04.java\u002Fpr2\u002F19.generic-repository-reflection",{"title":2666,"path":2667,"stem":2668},"Specification Pattern: Композиція бізнес-правил для складних запитів","\u002Fjava\u002Fpr2\u002Fspecification-pattern","04.java\u002Fpr2\u002F20.specification-pattern",{"title":2670,"path":2671,"stem":2672},"Розширені можливості Specification Pattern: підзапити, агрегації та гібридний підхід","\u002Fjava\u002Fpr2\u002F20a.advanced-specifications","04.java\u002Fpr2\u002F20a.advanced-specifications",{"title":2674,"path":2675,"stem":2676},"Асинхронність у JDBC: Від блокуючих викликів до CompletableFuture","\u002Fjava\u002Fpr2\u002Fasynchronous-jdbc","04.java\u002Fpr2\u002F21.asynchronous-jdbc",{"title":2678,"path":2679,"stem":2680},"Інтеграційне тестування JDBC-репозиторіїв: Embedded H2 та патерн AAA","\u002Fjava\u002Fpr2\u002Fintegration-testing-h2","04.java\u002Fpr2\u002F22.integration-testing-h2",{"title":2682,"path":2683,"stem":2684},"Testcontainers: Тестування з реальною PostgreSQL у Docker-контейнерах","\u002Fjava\u002Fpr2\u002Fintegration-testing-testcontainers","04.java\u002Fpr2\u002F23.integration-testing-testcontainers",{"title":2686,"path":2687,"stem":2688},"Google Guice: Впровадження залежностей у JavaFX-проєкті","\u002Fjava\u002Fpr2\u002Fdependency-injection-guice","04.java\u002Fpr2\u002F24.dependency-injection-guice",{"title":2690,"path":2691,"stem":2692},"JavaFX: Основи побудови графічних інтерфейсів","\u002Fjava\u002Fpr2\u002Fjavafx-fundamentals","04.java\u002Fpr2\u002F25.javafx-fundamentals",{"title":2694,"path":2695,"stem":2696},"Properties та Bindings: Реактивність у JavaFX","\u002Fjava\u002Fpr2\u002Fjavafx-properties-bindings","04.java\u002Fpr2\u002F26.javafx-properties-bindings",{"title":2698,"path":2699,"stem":2700},"MVC vs MVP vs MVVM: Еволюція архітектурних патернів UI","\u002Fjava\u002Fpr2\u002Fui-architecture-patterns","04.java\u002Fpr2\u002F27.ui-architecture-patterns",{"title":2702,"path":2703,"stem":2704},"MVVM на практиці: Побудова ViewModel","\u002Fjava\u002Fpr2\u002Fmvvm-viewmodel-implementation","04.java\u002Fpr2\u002F28.mvvm-viewmodel-implementation",{"title":2706,"path":2707,"stem":2708},"View та Controller: Зв'язування з ViewModel через FXML","\u002Fjava\u002Fpr2\u002Fmvvm-view-controller","04.java\u002Fpr2\u002F29.mvvm-view-controller",{"title":2710,"path":2711,"stem":2712},"Інтеграція MVVM з Guice: Автоматична ін'єкція залежностей","\u002Fjava\u002Fpr2\u002Fmvvm-guice-integration","04.java\u002Fpr2\u002F30.mvvm-guice-integration",{"title":2714,"path":2715,"stem":2716},"Валідація та обробка помилок у MVVM","\u002Fjava\u002Fpr2\u002Fmvvm-validation-error-handling","04.java\u002Fpr2\u002F31.mvvm-validation-error-handling",{"title":2718,"path":2719,"stem":2720},"Навігація та управління екранами у JavaFX MVVM","\u002Fjava\u002Fpr2\u002Fmvvm-navigation-screen-management","04.java\u002Fpr2\u002F32.mvvm-navigation-screen-management",{"title":2722,"path":2723,"stem":2724},"Тестування JavaFX MVVM-додатків","\u002Fjava\u002Fpr2\u002Fmvvm-testing","04.java\u002Fpr2\u002F33.mvvm-testing",{"title":2726,"path":2727,"stem":2728},"Стилізація та теми у JavaFX: CSS та User Experience","\u002Fjava\u002Fpr2\u002Fjavafx-styling-themes","04.java\u002Fpr2\u002F34.javafx-styling-themes",{"title":2730,"path":2731,"stem":2732},"AtlantaFX: Сучасні теми для JavaFX додатків","\u002Fjava\u002Fpr2\u002Fatlantafx-modern-themes","04.java\u002Fpr2\u002F35.atlantafx-modern-themes",{"title":2734,"path":2735,"stem":2736},"Пакування та розповсюдження JavaFX-додатків","\u002Fjava\u002Fpr2\u002Fjar-packaging-distribution","04.java\u002Fpr2\u002F36.jar-packaging-distribution",{"title":2738,"icon":2739,"path":2740,"stem":2741,"children":2742,"page":59},"Python","i-devicon-python","\u002Fpython","05.python",[2743,2747,2750,2754,2758,2762,2766,2770,2774,2778,2782,2786,2790,2794,2798,2859],{"title":2744,"path":2745,"stem":2746},"Модулі, Пакети та Віртуальні Середовища","\u002Fpython\u002Fmodules-packages-venv","05.python\u002F00.modules-packages-venv",{"title":71,"path":2748,"stem":2749},"\u002Fpython\u002Fclasses-objects","05.python\u002F01.classes-objects",{"title":2751,"path":2752,"stem":2753},"Інкапсуляція, Керування Доступом та Властивості","\u002Fpython\u002Fencapsulation","05.python\u002F02.encapsulation",{"title":2755,"path":2756,"stem":2757},"Наслідування, MRO та суперсила super()","\u002Fpython\u002Finheritance-mro","05.python\u002F03.inheritance-mro",{"title":2759,"path":2760,"stem":2761},"Абстракція — ABC проти Статичних Протоколів (PEP 544)","\u002Fpython\u002Fabstraction-protocols","05.python\u002F04.abstraction-protocols",{"title":2763,"path":2764,"stem":2765},"Магічні методи (Dunder) та Емуляція протоколів","\u002Fpython\u002Fdunder-methods","05.python\u002F05.dunder-methods",{"title":2767,"path":2768,"stem":2769},"Декоратори та Керування життєвим циклом методів","\u002Fpython\u002Fdecorators-static-class","05.python\u002F06.decorators-static-class",{"title":2771,"path":2772,"stem":2773},"Дескриптори — Магія доступу до атрибутів","\u002Fpython\u002Fdescriptors","05.python\u002F07.descriptors",{"title":2775,"path":2776,"stem":2777},"Метакласи — Динамічне створення класів під капотом CPython","\u002Fpython\u002Fmetaclasses","05.python\u002F08.metaclasses",{"title":2779,"path":2780,"stem":2781},"Dataclasses, NamedTuple та сучасні контейнери Python","\u002Fpython\u002Fmodern-containers","05.python\u002F09.modern-containers",{"title":2783,"path":2784,"stem":2785},"GIL та модель конкурентності CPython — фундамент перед потоками і процесами","\u002Fpython\u002Fgil-concurrency-intro","05.python\u002F11.gil-concurrency-intro",{"title":2787,"path":2788,"stem":2789},"Threading — конкурентність для I\u002FO-bound задач","\u002Fpython\u002Fthreading","05.python\u002F12.threading",{"title":2791,"path":2792,"stem":2793},"Multiprocessing — справжній паралелізм для CPU-bound задач","\u002Fpython\u002Fmultiprocessing","05.python\u002F13.multiprocessing",{"title":2795,"path":2796,"stem":2797},"asyncio — кооперативна конкурентність та event loop","\u002Fpython\u002Fasyncio","05.python\u002F14.asyncio",{"title":2799,"icon":92,"path":2800,"stem":2801,"children":2802,"page":59},"FastAPI","\u002Fpython\u002Ffastapi","05.python\u002Ffastapi",[2803,2807,2811,2815,2819,2823,2827,2831,2835,2839,2843,2847,2851,2855],{"title":2804,"path":2805,"stem":2806},"Глибокий Typing та Pydantic v2 — від анотацій до валідації","\u002Fpython\u002Ffastapi\u002Ftyping-pydantic","05.python\u002Ffastapi\u002F15.typing-pydantic",{"title":2808,"path":2809,"stem":2810},"WSGI, ASGI та Python Web-екосистема","\u002Fpython\u002Ffastapi\u002Fwsgi-asgi-ecosystem","05.python\u002Ffastapi\u002F16.wsgi-asgi-ecosystem",{"title":2812,"path":2813,"stem":2814},"FastAPI: Перший додаток, Uvicorn та OpenAPI","\u002Fpython\u002Ffastapi\u002Ffastapi-intro","05.python\u002Ffastapi\u002F17.fastapi-intro",{"title":2816,"path":2817,"stem":2818},"Маршрутизація, параметри запитів та APIRouter","\u002Fpython\u002Ffastapi\u002Ffastapi-routing-params","05.python\u002Ffastapi\u002F18.fastapi-routing-params",{"title":2820,"path":2821,"stem":2822},"Pydantic v2 у FastAPI — схеми, валідація та серіалізація","\u002Fpython\u002Ffastapi\u002Ffastapi-pydantic-schemas","05.python\u002Ffastapi\u002F19.fastapi-pydantic-schemas",{"title":2824,"path":2825,"stem":2826},"Dependency Injection — серце архітектури FastAPI","\u002Fpython\u002Ffastapi\u002Ffastapi-dependency-injection","05.python\u002Ffastapi\u002F20.fastapi-dependency-injection",{"title":2828,"path":2829,"stem":2830},"Обробка помилок, Middleware та CORS у FastAPI","\u002Fpython\u002Ffastapi\u002Ffastapi-errors-middleware","05.python\u002Ffastapi\u002F21.fastapi-errors-middleware",{"title":2832,"path":2833,"stem":2834},"SQLAlchemy 2.0 — ORM, Core та Async Engine","\u002Fpython\u002Ffastapi\u002Fsqlalchemy-orm","05.python\u002Ffastapi\u002F22.sqlalchemy-orm",{"title":2836,"path":2837,"stem":2838},"Alembic — міграції бази даних","\u002Fpython\u002Ffastapi\u002Falembic-migrations","05.python\u002Ffastapi\u002F23.alembic-migrations",{"title":2840,"path":2841,"stem":2842},"Repository Pattern та Clean Architecture у FastAPI","\u002Fpython\u002Ffastapi\u002Ffastapi-repository-clean-arch","05.python\u002Ffastapi\u002F24.fastapi-repository-clean-arch",{"title":2844,"path":2845,"stem":2846},"Автентифікація та авторизація — JWT, OAuth2, RBAC","\u002Fpython\u002Ffastapi\u002Ffastapi-auth-security","05.python\u002Ffastapi\u002F25.fastapi-auth-security",{"title":2848,"path":2849,"stem":2850},"Тестування FastAPI — pytest, httpx, fixtures","\u002Fpython\u002Ffastapi\u002Ffastapi-testing","05.python\u002Ffastapi\u002F26.fastapi-testing",{"title":2852,"path":2853,"stem":2854},"Async на повну — Background Tasks, WebSockets, SSE та Celery","\u002Fpython\u002Ffastapi\u002Ffastapi-async-advanced","05.python\u002Ffastapi\u002F27.fastapi-async-advanced",{"title":2856,"path":2857,"stem":2858},"Deployment — Docker, CI\u002FCD, Monitoring","\u002Fpython\u002Ffastapi\u002Ffastapi-deployment","05.python\u002Ffastapi\u002F28.fastapi-deployment",{"title":2860,"path":2861,"stem":2862},"[object Object]","\u002Fpython\u002Foop-plan","05.python\u002Foop-plan",{"title":2864,"icon":2865,"path":2866,"stem":2867,"children":2868,"page":59},"Бази даних","i-lucide-database","\u002Fdatabases","06.databases",[2869,2899,2922,2959,2988,3006,3040,3052,3061],{"title":2870,"icon":2871,"path":2872,"stem":2873,"children":2874,"page":59},"Intro","i-lucide-play","\u002Fdatabases\u002Fintro","06.databases\u002F01.intro",[2875,2879,2883,2887,2891,2895],{"title":2876,"path":2877,"stem":2878},"Введення в теорію баз даних","\u002Fdatabases\u002Fintro\u002Fintroduction-to-databases","06.databases\u002F01.intro\u002F01.introduction-to-databases",{"title":2880,"path":2881,"stem":2882},"Реляційна модель даних","\u002Fdatabases\u002Fintro\u002Frelational-model-theory","06.databases\u002F01.intro\u002F02.relational-model-theory",{"title":2884,"path":2885,"stem":2886},"ER-моделювання","\u002Fdatabases\u002Fintro\u002Fer-modeling","06.databases\u002F01.intro\u002F03.er-modeling",{"title":2888,"path":2889,"stem":2890},"Логічне проектування БД","\u002Fdatabases\u002Fintro\u002Flogical-schema","06.databases\u002F01.intro\u002F04.logical-schema",{"title":2892,"path":2893,"stem":2894},"Класифікація таблиць","\u002Fdatabases\u002Fintro\u002Ftable-classification","06.databases\u002F01.intro\u002F05.table-classification",{"title":2896,"path":2897,"stem":2898},"PlantUML для баз даних","\u002Fdatabases\u002Fintro\u002Fplantuml-diagrams","06.databases\u002F01.intro\u002F06.plantuml-diagrams",{"title":2900,"icon":2865,"path":2901,"stem":2902,"children":2903,"page":59},"MS SQL Server Start","\u002Fdatabases\u002Fms-sql-server-start","06.databases\u002F02.ms-sql-server-start",[2904,2908,2914,2918],{"title":2905,"path":2906,"stem":2907},"Типи даних у MS SQL Server","\u002Fdatabases\u002Fms-sql-server-start\u002Fdata-types","06.databases\u002F02.ms-sql-server-start\u002F01.data-types",{"title":2909,"path":2910,"stem":2911,"children":2912},"Індекси у MS SQL Server","\u002Fdatabases\u002Fms-sql-server-start\u002Fsql-indexes","06.databases\u002F02.ms-sql-server-start\u002F02.sql-indexes",[2913],{"title":2909,"path":2910,"stem":2911},{"title":2915,"path":2916,"stem":2917},"Системні бази даних MS SQL Server","\u002Fdatabases\u002Fms-sql-server-start\u002Fsystem-databases","06.databases\u002F02.ms-sql-server-start\u002F03.system-databases",{"title":2919,"path":2920,"stem":2921},"Огляд мови SQL та запитів","\u002Fdatabases\u002Fms-sql-server-start\u002Fsql-queries-overview","06.databases\u002F02.ms-sql-server-start\u002F04.sql-queries-overview",{"title":2923,"icon":2865,"path":2924,"stem":2925,"children":2926,"page":59},"SQL","\u002Fdatabases\u002Fsql","06.databases\u002F03.sql",[2927,2931,2935,2939,2943,2947,2951,2955],{"title":2928,"path":2929,"stem":2930},"Налаштування демонстраційної бази даних","\u002Fdatabases\u002Fsql\u002Fsample-database-setup","06.databases\u002F03.sql\u002F00.sample-database-setup",{"title":2932,"path":2933,"stem":2934},"DDL - Створення таблиць (CREATE TABLE)","\u002Fdatabases\u002Fsql\u002Fddl-create-table","06.databases\u002F03.sql\u002F01.ddl-create-table",{"title":2936,"path":2937,"stem":2938},"DDL - Зміна та видалення таблиць (ALTER, DROP)","\u002Fdatabases\u002Fsql\u002Fddl-alter-drop-table","06.databases\u002F03.sql\u002F02.ddl-alter-drop-table",{"title":2940,"path":2941,"stem":2942},"SELECT запити - Основи","\u002Fdatabases\u002Fsql\u002Fselect-queries-fundamentals","06.databases\u002F03.sql\u002F03.select-queries-fundamentals",{"title":2944,"path":2945,"stem":2946},"SELECT запити - Розширені можливості","\u002Fdatabases\u002Fsql\u002Fselect-queries-advanced","06.databases\u002F03.sql\u002F04.select-queries-advanced",{"title":2948,"path":2949,"stem":2950},"INSERT запити - Додавання даних","\u002Fdatabases\u002Fsql\u002Finsert-queries","06.databases\u002F03.sql\u002F05.insert-queries",{"title":2952,"path":2953,"stem":2954},"UPDATE та DELETE запити","\u002Fdatabases\u002Fsql\u002Fupdate-delete-queries","06.databases\u002F03.sql\u002F06.update-delete-queries",{"title":2956,"path":2957,"stem":2958},"Транзакції в SQL","\u002Fdatabases\u002Fsql\u002Ftransactions","06.databases\u002F03.sql\u002F07.transactions",{"title":2960,"icon":2865,"path":2961,"stem":2962,"children":2963,"page":59},"Multi Table Databases","\u002Fdatabases\u002Fmulti-table-databases","06.databases\u002F04.multi-table-databases",[2964,2968,2972,2976,2980,2984],{"title":2965,"path":2966,"stem":2967},"Зв'язки та нормалізація БД","\u002Fdatabases\u002Fmulti-table-databases\u002Frelationships-and-normalization","06.databases\u002F04.multi-table-databases\u002F00.relationships-and-normalization",{"title":2969,"path":2970,"stem":2971},"INNER JOIN - З'єднання таблиць","\u002Fdatabases\u002Fmulti-table-databases\u002Finner-join","06.databases\u002F04.multi-table-databases\u002F01.inner-join",{"title":2973,"path":2974,"stem":2975},"OUTER JOINs - LEFT, RIGHT, FULL","\u002Fdatabases\u002Fmulti-table-databases\u002Fouter-joins","06.databases\u002F04.multi-table-databases\u002F02.outer-joins",{"title":2977,"path":2978,"stem":2979},"CROSS та SELF JOINs","\u002Fdatabases\u002Fmulti-table-databases\u002Fcross-self-joins","06.databases\u002F04.multi-table-databases\u002F03.cross-self-joins",{"title":2981,"path":2982,"stem":2983},"Підзапити (Subqueries)","\u002Fdatabases\u002Fmulti-table-databases\u002Fsubqueries","06.databases\u002F04.multi-table-databases\u002F04.subqueries",{"title":2985,"path":2986,"stem":2987},"Агрегації з JOIN","\u002Fdatabases\u002Fmulti-table-databases\u002Faggregations-with-joins","06.databases\u002F04.multi-table-databases\u002F05.aggregations-with-joins",{"title":2989,"icon":2990,"path":2991,"stem":2992,"children":2993,"page":59},"Aggregate Functions","i-lucide-calculator","\u002Fdatabases\u002Faggregate-functions","06.databases\u002F05.aggregate-functions",[2994,2998,3002],{"title":2995,"path":2996,"stem":2997},"Функції агрегування в MS SQL Server","\u002Fdatabases\u002Faggregate-functions\u002Fintroduction-aggregate-functions","06.databases\u002F05.aggregate-functions\u002F01.introduction-aggregate-functions",{"title":2999,"path":3000,"stem":3001},"Групування даних в MS SQL Server","\u002Fdatabases\u002Faggregate-functions\u002Fgrouping-data","06.databases\u002F05.aggregate-functions\u002F02.grouping-data",{"title":3003,"path":3004,"stem":3005},"Підзапити з агрегатними функціями","\u002Fdatabases\u002Faggregate-functions\u002Fsubqueries-aggregates","06.databases\u002F05.aggregate-functions\u002F03.subqueries-aggregates",{"title":3007,"icon":3008,"path":3009,"stem":3010,"children":3011,"page":59},"Тригери та зберігаємі процедури","i-lucide-database-zap","\u002Fdatabases\u002Ftriggers-stored-procedures","06.databases\u002F07.triggers-stored-procedures",[3012,3016,3020,3024,3028,3032,3036],{"title":3013,"path":3014,"stem":3015},"DML-тригери","\u002Fdatabases\u002Ftriggers-stored-procedures\u002Fdml-triggers","06.databases\u002F07.triggers-stored-procedures\u002F01.dml-triggers",{"title":3017,"path":3018,"stem":3019},"DDL-тригери","\u002Fdatabases\u002Ftriggers-stored-procedures\u002Fddl-triggers","06.databases\u002F07.triggers-stored-procedures\u002F02.ddl-triggers",{"title":3021,"path":3022,"stem":3023},"Transact-SQL розширення","\u002Fdatabases\u002Ftriggers-stored-procedures\u002Ftransact-sql-extensions","06.databases\u002F07.triggers-stored-procedures\u002F03.transact-sql-extensions",{"title":3025,"path":3026,"stem":3027},"Транзакції","\u002Fdatabases\u002Ftriggers-stored-procedures\u002Ftransactions","06.databases\u002F07.triggers-stored-procedures\u002F04.transactions",{"title":3029,"path":3030,"stem":3031},"Зберігаємі процедури","\u002Fdatabases\u002Ftriggers-stored-procedures\u002Fstored-procedures","06.databases\u002F07.triggers-stored-procedures\u002F05.stored-procedures",{"title":3033,"path":3034,"stem":3035},"Користувацькі функції","\u002Fdatabases\u002Ftriggers-stored-procedures\u002Fuser-defined-functions","06.databases\u002F07.triggers-stored-procedures\u002F06.user-defined-functions",{"title":3037,"path":3038,"stem":3039},"Безпека баз даних","\u002Fdatabases\u002Ftriggers-stored-procedures\u002Fsecurity","06.databases\u002F07.triggers-stored-procedures\u002F08.security",{"title":3037,"icon":793,"path":3041,"stem":3042,"children":3043,"page":59},"\u002Fdatabases\u002Fsecurity","06.databases\u002F08.security",[3044,3048],{"title":3045,"path":3046,"stem":3047},"Вступ до безпеки баз даних","\u002Fdatabases\u002Fsecurity\u002Fintroduction","06.databases\u002F08.security\u002F01.introduction",{"title":3049,"path":3050,"stem":3051},"Системні представлення та метадані","\u002Fdatabases\u002Fsecurity\u002Fsystem-views","06.databases\u002F08.security\u002F02.system-views",{"title":3053,"icon":3054,"path":3055,"stem":3056,"children":3057,"page":59},"Резервне копіювання та відновлення","i-lucide-database-backup","\u002Fdatabases\u002Fbackup-recovery","06.databases\u002F09.backup-recovery",[3058],{"title":3053,"path":3059,"stem":3060},"\u002Fdatabases\u002Fbackup-recovery\u002Fbackup-restore","06.databases\u002F09.backup-recovery\u002F01.backup-restore",{"title":3062,"icon":3063,"path":3064,"stem":3065,"children":3066,"page":59},"Повнотекстовий пошук","i-lucide-search","\u002Fdatabases\u002Ffull-text-search","06.databases\u002F10.full-text-search",[3067],{"title":3062,"path":3068,"stem":3069},"\u002Fdatabases\u002Ffull-text-search\u002Ffull-text-search","06.databases\u002F10.full-text-search\u002F01.full-text-search",{"title":3071,"icon":3072,"path":3073,"stem":3074,"children":3075,"page":59},"Tools","i-lucide-wrench","\u002Ftools","07.tools",[3076,3152],{"title":3077,"icon":3078,"path":3079,"stem":3080,"children":3081},"Docker","i-simple-icons-docker","\u002Ftools\u002Fdocker","07.tools\u002F01.docker\u002Findex",[3082,3084,3088,3092,3096,3100,3104,3108,3112,3116,3120,3124,3128,3132,3136,3140,3144,3148],{"title":3083,"path":3079,"stem":3080},"Docker: від нуля до production",{"title":3085,"path":3086,"stem":3087},"Контейнеризація — від проблеми до рішення","\u002Ftools\u002Fdocker\u002Fcontainerization-concept","07.tools\u002F01.docker\u002F01.containerization-concept",{"title":3089,"path":3090,"stem":3091},"Docker — що це і навіщо?","\u002Ftools\u002Fdocker\u002Fdocker-what-and-why","07.tools\u002F01.docker\u002F02.docker-what-and-why",{"title":3093,"path":3094,"stem":3095},"Архітектура Docker Engine","\u002Ftools\u002Fdocker\u002Fdocker-architecture","07.tools\u002F01.docker\u002F03.docker-architecture",{"title":3097,"path":3098,"stem":3099},"Встановлення Docker","\u002Ftools\u002Fdocker\u002Finstallation","07.tools\u002F01.docker\u002F04.installation",{"title":3101,"path":3102,"stem":3103},"Перший контейнер — docker run","\u002Ftools\u002Fdocker\u002Ffirst-container","07.tools\u002F01.docker\u002F05.first-container",{"title":3105,"path":3106,"stem":3107},"Життєвий цикл контейнера","\u002Ftools\u002Fdocker\u002Fcontainer-lifecycle","07.tools\u002F01.docker\u002F06.container-lifecycle",{"title":3109,"path":3110,"stem":3111},"Docker Images — фундаментальні концепції","\u002Ftools\u002Fdocker\u002Fdocker-images-fundamentals","07.tools\u002F01.docker\u002F07.docker-images-fundamentals",{"title":3113,"path":3114,"stem":3115},"Dockerfile — основи","\u002Ftools\u002Fdocker\u002Fdockerfile-basics","07.tools\u002F01.docker\u002F08.dockerfile-basics",{"title":3117,"path":3118,"stem":3119},"Dockerfile — просунуті техніки","\u002Ftools\u002Fdocker\u002Fdockerfile-advanced","07.tools\u002F01.docker\u002F09.dockerfile-advanced",{"title":3121,"path":3122,"stem":3123},"Build Context та кешування шарів","\u002Ftools\u002Fdocker\u002Fbuild-context-and-cache","07.tools\u002F01.docker\u002F10.build-context-and-cache",{"title":3125,"path":3126,"stem":3127},"Реєстри Docker-образів","\u002Ftools\u002Fdocker\u002Fimage-registries","07.tools\u002F01.docker\u002F11.image-registries",{"title":3129,"path":3130,"stem":3131},"Контейнеризація .NET додатків","\u002Ftools\u002Fdocker\u002Fdotnet-containerization","07.tools\u002F01.docker\u002F12.dotnet-containerization",{"title":3133,"path":3134,"stem":3135},"Томи та збереження даних","\u002Ftools\u002Fdocker\u002Fvolumes-and-data","07.tools\u002F01.docker\u002F13.volumes-and-data",{"title":3137,"path":3138,"stem":3139},"Основи мережі в Docker","\u002Ftools\u002Fdocker\u002Fnetworking-basics","07.tools\u002F01.docker\u002F14.networking-basics",{"title":3141,"path":3142,"stem":3143},"Змінні оточення та конфігурація","\u002Ftools\u002Fdocker\u002Fenvironment-and-configuration","07.tools\u002F01.docker\u002F15.environment-and-configuration",{"title":3145,"path":3146,"stem":3147},"Docker Compose — оркестрація контейнерів","\u002Ftools\u002Fdocker\u002Fdocker-compose-basics","07.tools\u002F01.docker\u002F16.docker-compose-basics",{"title":3149,"path":3150,"stem":3151},"Docker Compose — Multi-Service застосунки","\u002Ftools\u002Fdocker\u002Fcompose-multi-service","07.tools\u002F01.docker\u002F17.compose-multi-service",{"title":3153,"icon":3154,"path":3155,"stem":3156,"children":3157},"Kubernetes","simple-icons:kubernetes","\u002Ftools\u002Fkubernetes","07.tools\u002F02.kubernetes\u002Findex",[3158,3160,3164,3168,3172,3176,3180,3184,3188],{"title":3159,"path":3155,"stem":3156},"Kubernetes: від розробки до production",{"title":3161,"path":3162,"stem":3163},"Kubernetes — коли Docker Compose більше не вистачає","\u002Ftools\u002Fkubernetes\u002Fwhy-kubernetes","07.tools\u002F02.kubernetes\u002F01.why-kubernetes",{"title":3165,"path":3166,"stem":3167},"Архітектура Kubernetes — анатомія кластера","\u002Ftools\u002Fkubernetes\u002Fkubernetes-architecture","07.tools\u002F02.kubernetes\u002F02.kubernetes-architecture",{"title":3169,"path":3170,"stem":3171},"Локальне середовище — minikube, kind та k3s","\u002Ftools\u002Fkubernetes\u002Flocal-environment","07.tools\u002F02.kubernetes\u002F03.local-environment",{"title":3173,"path":3174,"stem":3175},"Pod — атомарна одиниця Kubernetes","\u002Ftools\u002Fkubernetes\u002Fpods-and-containers","07.tools\u002F02.kubernetes\u002F04.pods-and-containers",{"title":3177,"path":3178,"stem":3179},"Патерни використання Pod","\u002Ftools\u002Fkubernetes\u002Fpod-patterns","07.tools\u002F02.kubernetes\u002F05.pod-patterns",{"title":3181,"path":3182,"stem":3183},"Deployment — декларативне управління Pod","\u002Ftools\u002Fkubernetes\u002Fdeployment-basics","07.tools\u002F02.kubernetes\u002F06.deployment-basics",{"title":3185,"path":3186,"stem":3187},"Rolling Updates та управління життєвим циклом Deployment","\u002Ftools\u002Fkubernetes\u002Fdeployment-rolling-updates","07.tools\u002F02.kubernetes\u002F07.deployment-rolling-updates",{"title":3189,"path":3190,"stem":3191},"Service — мережева абстракція для Pod","\u002Ftools\u002Fkubernetes\u002Fservices-networking","07.tools\u002F02.kubernetes\u002F08.services-networking",{"title":3193,"icon":3194,"path":3195,"stem":3196,"children":3197,"page":59},"Software Engineering","i-lucide-code-2","\u002Fsoftware-engineering","09.software-engineering",[3198,3202,3206,3210,3214,3218,3222,3226,3230,3234,3238],{"title":3199,"path":3200,"stem":3201},"1. Аналіз предметної області. Експертні знання та складність","\u002Fsoftware-engineering\u002Fintro-subdomains","09.software-engineering\u002F01.intro-subdomains",{"title":3203,"path":3204,"stem":3205},"2. Обмежені контексти. Інтеграція обмежених контекстів","\u002Fsoftware-engineering\u002Fintegrating-limited-contexts","09.software-engineering\u002F02.integrating-limited-contexts",{"title":3207,"path":3208,"stem":3209},"3. Реалізація простої бізнес-логіки","\u002Fsoftware-engineering\u002Fsimple","09.software-engineering\u002F03.simple",{"title":3211,"path":3212,"stem":3213},"4. Опрацювання складної бізнес-логіки","\u002Fsoftware-engineering\u002Fcomplex-business-logic","09.software-engineering\u002F04.complex-business-logic",{"title":3215,"path":3216,"stem":3217},"5. Моделювання фактора часу. Подієво-орієнтована архітектура.","\u002Fsoftware-engineering\u002Fmodelling-the-time-factor","09.software-engineering\u002F05.modelling-the-time-factor",{"title":3219,"path":3220,"stem":3221},"6. Архітектурні патерни","\u002Fsoftware-engineering\u002Farchitectural-patterns","09.software-engineering\u002F06.architectural-patterns",{"title":3223,"path":3224,"stem":3225},"Паттерни взаємодії","\u002Fsoftware-engineering\u002Fpatterns-of-interaction","09.software-engineering\u002F07.patterns-of-interaction",{"title":3227,"path":3228,"stem":3229},"Евристика проєктування","\u002Fsoftware-engineering\u002Fdesign-heuristics","09.software-engineering\u002F08.design-heuristics",{"title":3231,"path":3232,"stem":3233},"Еволюція проєктних рішень","\u002Fsoftware-engineering\u002Fevolution-of-design-solutions","09.software-engineering\u002F09.evolution-of-design-solutions",{"title":3235,"path":3236,"stem":3237},"EventStorming","\u002Fsoftware-engineering\u002Feventstorming","09.software-engineering\u002F10.eventstorming",{"title":3239,"path":3240,"stem":3241},"DDD на практиці","\u002Fsoftware-engineering\u002Fddd-in-practice","09.software-engineering\u002F11.ddd-in-practice",{"title":3243,"icon":943,"path":3244,"stem":3245,"children":3246,"page":59},"DDD","\u002Fddd","10.ddd",[3247,3251,3255,3259,3263,3267,3271,3275,3279,3283,3287,3291,3295],{"title":3248,"path":3249,"stem":3250},"Аналіз предметної області","\u002Fddd\u002Fdomain-analysis","10.ddd\u002F01.domain-analysis",{"title":3252,"path":3253,"stem":3254},"Експертні знання про предметну область","\u002Fddd\u002Fdomain-expert-knowledge","10.ddd\u002F02.domain-expert-knowledge",{"title":3256,"path":3257,"stem":3258},"Як осмислити складність предметної області","\u002Fddd\u002Fmanaging-domain-complexity","10.ddd\u002F03.managing-domain-complexity",{"title":3260,"path":3261,"stem":3262},"Інтеграція обмежених контекстів","\u002Fddd\u002Fbounded-context-integration","10.ddd\u002F04.bounded-context-integration",{"title":3264,"path":3265,"stem":3266},"Реалізація простої бізнес-логіки","\u002Fddd\u002Fsimple-business-logic","10.ddd\u002F05.simple-business-logic",{"title":3268,"path":3269,"stem":3270},"Обробка складної бізнес-логіки","\u002Fddd\u002Fcomplex-business-logic","10.ddd\u002F06.complex-business-logic",{"title":3272,"path":3273,"stem":3274},"Моделювання фактора часу","\u002Fddd\u002Ftime-modeling","10.ddd\u002F07.time-modeling",{"title":3276,"path":3277,"stem":3278},"Глава 8. Архітектурні Патерни","\u002Fddd\u002Farchitectural-patterns","10.ddd\u002F08.architectural-patterns",{"title":3280,"path":3281,"stem":3282},"Глава 9. Патерни Взаємодії","\u002Fddd\u002Finteraction-patterns","10.ddd\u002F09.interaction-patterns",{"title":3284,"path":3285,"stem":3286},"Глава 10. Проектні Евристики","\u002Fddd\u002Fdesign-heuristics","10.ddd\u002F10.design-heuristics",{"title":3288,"path":3289,"stem":3290},"Глава 11. Еволюція Проектних Рішень","\u002Fddd\u002Fevolution-of-design-decisions","10.ddd\u002F11.evolution-of-design-decisions",{"title":3292,"path":3293,"stem":3294},"Глава 12. EventStorming","\u002Fddd\u002Fevent-storming","10.ddd\u002F12.event-storming",{"title":3296,"path":3297,"stem":3298},"Глава 13. DDD на Практиці","\u002Fddd\u002Fddd-in-practice","10.ddd\u002F13.ddd-in-practice",{"title":3300,"icon":3301,"path":3302,"stem":3303,"children":3304,"page":59},"Media Streaming","i-lucide-video","\u002Fmedia-streaming","11.media-streaming",[3305,3309,3313,3317,3321,3325,3329],{"title":3306,"path":3307,"stem":3308},"01. Магія Стрімінгу: Що відбувається, коли ви натискаєте \"Play\"","\u002Fmedia-streaming\u002Fintroduction","11.media-streaming\u002F01.introduction",{"title":3310,"path":3311,"stem":3312},"02. Анатомія Медіа: Кодеки, Контейнери та Стиснення","\u002Fmedia-streaming\u002Faudio-video-anatomy","11.media-streaming\u002F02.audio-video-anatomy",{"title":3314,"path":3315,"stem":3316},"03. The Gym: FFmpeg Deep Dive","\u002Fmedia-streaming\u002Fffmpeg-gym","11.media-streaming\u002F03.ffmpeg-gym",{"title":3318,"path":3319,"stem":3320},"04. HLS Protocol: HTTP Live Streaming у Деталях","\u002Fmedia-streaming\u002Fhls-protocol","11.media-streaming\u002F04.hls-protocol",{"title":3322,"path":3323,"stem":3324},"05. DASH Protocol: Відкритий Стандарт","\u002Fmedia-streaming\u002Fdash-protocol","11.media-streaming\u002F05.dash-protocol",{"title":3326,"path":3327,"stem":3328},"06. Масштабування: CDN та Adaptive Bitrate","\u002Fmedia-streaming\u002Fcdn-and-adaptive-bitrate","11.media-streaming\u002F06.cdn-and-adaptive-bitrate",{"title":3330,"path":3331,"stem":3332},"07. Війна із Затримкою (Latency)","\u002Fmedia-streaming\u002Frealtime-latency","11.media-streaming\u002F07.realtime-latency",{"title":3334,"icon":3335,"path":3336,"stem":3337,"children":3338,"page":59},"HTML & CSS","i-devicon-html5","\u002Fhtml-css","12.html-css",[3339,3343,3347,3351,3355,3359,3363,3367,3371,3375,3379,3383,3387,3391,3395,3399,3403,3407,3411,3415,3419,3423,3427,3431,3435,3439,3443,3447,3451,3455],{"title":3340,"path":3341,"stem":3342},"Вступ до HTML. Структура документа","\u002Fhtml-css\u002Fintro-html-structure","12.html-css\u002F01.intro-html-structure",{"title":3344,"path":3345,"stem":3346},"Форматування тексту в HTML","\u002Fhtml-css\u002Fhtml-text-formatting","12.html-css\u002F02.html-text-formatting",{"title":3348,"path":3349,"stem":3350},"Посилання та зображення в HTML","\u002Fhtml-css\u002Fhtml-links-images","12.html-css\u002F03.html-links-images",{"title":3352,"path":3353,"stem":3354},"Списки та таблиці в HTML","\u002Fhtml-css\u002Fhtml-lists-tables","12.html-css\u002F04.html-lists-tables",{"title":3356,"path":3357,"stem":3358},"Форми в HTML","\u002Fhtml-css\u002Fhtml-forms","12.html-css\u002F05.html-forms",{"title":3360,"path":3361,"stem":3362},"Семантичні елементи HTML5","\u002Fhtml-css\u002Fhtml-semantic-elements","12.html-css\u002F06.html-semantic-elements",{"title":3364,"path":3365,"stem":3366},"Мультимедіа та розширені елементи HTML","\u002Fhtml-css\u002Fhtml-multimedia-advanced","12.html-css\u002F07.html-multimedia-advanced",{"title":3368,"path":3369,"stem":3370},"Мікророзмітка та SEO в HTML","\u002Fhtml-css\u002Fhtml-microdata-seo","12.html-css\u002F08.html-microdata-seo",{"title":3372,"path":3373,"stem":3374},"Вступ до CSS. Селектори та специфічність","\u002Fhtml-css\u002Fcss-intro-selectors","12.html-css\u002F09.css-intro-selectors",{"title":3376,"path":3377,"stem":3378},"Блокова модель CSS. Відступи. Box Sizing","\u002Fhtml-css\u002Fcss-box-model","12.html-css\u002F10.css-box-model",{"title":3380,"path":3381,"stem":3382},"Розміри у CSS: повний довідник одиниць і ключових слів","\u002Fhtml-css\u002F10a.css-sizing","12.html-css\u002F10a.css-sizing",{"title":3384,"path":3385,"stem":3386},"Типографіка в CSS. Шрифти та текст","\u002Fhtml-css\u002Fcss-typography","12.html-css\u002F11.css-typography",{"title":3388,"path":3389,"stem":3390},"Кольори та фони в CSS","\u002Fhtml-css\u002Fcss-colors-backgrounds","12.html-css\u002F12.css-colors-backgrounds",{"title":3392,"path":3393,"stem":3394},"Тіні та фільтри в CSS","\u002Fhtml-css\u002F12b.css-shadows-filters","12.html-css\u002F12b.css-shadows-filters",{"title":3396,"path":3397,"stem":3398},"CSS Flexbox: Фундамент гнучких макетів","\u002Fhtml-css\u002Fcss-flexbox-fundamentals","12.html-css\u002F13.css-flexbox-fundamentals",{"title":3400,"path":3401,"stem":3402},"CSS Flexbox: Вирівнювання та Позиціонування","\u002Fhtml-css\u002Fcss-flexbox-alignment-sizing-and-patterns","12.html-css\u002F14.css-flexbox-alignment-sizing-and-patterns",{"title":3404,"path":3405,"stem":3406},"CSS Grid. Двовимірний макет. Частина 1","\u002Fhtml-css\u002Fcss-layout-grid","12.html-css\u002F15.css-layout-grid",{"title":3408,"path":3409,"stem":3410},"CSS Grid. Двовимірний макет. Частина 2","\u002Fhtml-css\u002Fcss-layout-grid-advanced","12.html-css\u002F16.css-layout-grid-advanced",{"title":3412,"path":3413,"stem":3414},"Позиціонування в CSS. Z-index. Stacking Context","\u002Fhtml-css\u002Fcss-positioning","12.html-css\u002F17.css-positioning",{"title":3416,"path":3417,"stem":3418},"CSS Анімації та Переходи","\u002Fhtml-css\u002Fcss-animations-transitions","12.html-css\u002F18.css-animations-transitions",{"title":3420,"path":3421,"stem":3422},"Адаптивний дизайн. Media Queries. Частина 1","\u002Fhtml-css\u002Fcss-responsive-media-queries","12.html-css\u002F19.css-responsive-media-queries",{"title":3424,"path":3425,"stem":3426},"Адаптивний дизайн. Частина 2: clamp(), Container Queries, @layer","\u002Fhtml-css\u002Fcss-responsive-advanced","12.html-css\u002F20.css-responsive-advanced",{"title":3428,"path":3429,"stem":3430},"CSS Custom Properties. Методології. Сучасний CSS","\u002Fhtml-css\u002Fcss-variables-methodologies","12.html-css\u002F21.css-variables-methodologies",{"title":3432,"path":3433,"stem":3434},"Сучасний CSS 2023–2025: Нові можливості","\u002Fhtml-css\u002Fcss-modern-features","12.html-css\u002F22.css-modern-features",{"title":3436,"path":3437,"stem":3438},"CSS Nesting, @layer, @scope та @property: нативний препроцесор","\u002Fhtml-css\u002F22a.css-nesting-modern-syntax","12.html-css\u002F22a.css-nesting-modern-syntax",{"title":3440,"path":3441,"stem":3442},"CSS для форм та інтерактивних станів","\u002Fhtml-css\u002Fcss-forms-interactive-states","12.html-css\u002F23.css-forms-interactive-states",{"title":3444,"path":3445,"stem":3446},"Доступність у CSS (CSS Accessibility)","\u002Fhtml-css\u002Fcss-accessibility","12.html-css\u002F24.css-accessibility",{"title":3448,"path":3449,"stem":3450},"CSS-функції та сучасні sizing primitives","\u002Fhtml-css\u002Fcss-functions-sizing","12.html-css\u002F25.css-functions-sizing",{"title":3452,"path":3453,"stem":3454},"Rendering Pipeline і CSS Performance","\u002Fhtml-css\u002Fcss-rendering-performance","12.html-css\u002F26.css-rendering-performance",{"title":3456,"path":3457,"stem":3458},"CSS Best Practices: типові ситуації та правильні рішення","\u002Fhtml-css\u002Fcss-best-practices","12.html-css\u002F27.css-best-practices",{"title":3460,"path":3461,"stem":3462,"children":3463,"page":59},"AWS","\u002Faws","13.aws",[3464,3468,3472,3476,3480,3484,3488,3492,3496,3500,3504,3508,3512,3516,3520,3524,3528,3532],{"title":3465,"path":3466,"stem":3467},"Реєстрація AWS акаунту та студентські програми","\u002Faws\u002Faccount-registration","13.aws\u002F00.account-registration",{"title":3469,"path":3470,"stem":3471},"Вступ до хмарних обчислень та AWS","\u002Faws\u002Fintroduction-to-cloud","13.aws\u002F01.introduction-to-cloud",{"title":3473,"path":3474,"stem":3475},"AWS IAM — Identity and Access Management","\u002Faws\u002Fiam","13.aws\u002F02.iam",{"title":3477,"path":3478,"stem":3479},"AWS IAM CLI — Довідник команд","\u002Faws\u002F02a.iam-doc","13.aws\u002F02a.iam-doc",{"title":3481,"path":3482,"stem":3483},"Docker та контейнеризація в AWS — ECR, ECS та Fargate","\u002Faws\u002Fdocker-ecs","13.aws\u002F03.docker-ecs",{"title":3485,"path":3486,"stem":3487},"AWS ECR \u002F ECS CLI — Довідник команд","\u002Faws\u002F03a.docker-ecs-doc","13.aws\u002F03a.docker-ecs-doc",{"title":3489,"path":3490,"stem":3491},"Amazon EC2 — Elastic Compute Cloud","\u002Faws\u002Fec2","13.aws\u002F04.ec2",{"title":3493,"path":3494,"stem":3495},"AWS EC2 CLI — Довідник команд","\u002Faws\u002F04a.ec2-doc","13.aws\u002F04a.ec2-doc",{"title":3497,"path":3498,"stem":3499},"Elastic Load Balancing та Auto Scaling","\u002Faws\u002Falb-asg","13.aws\u002F05.alb-asg",{"title":3501,"path":3502,"stem":3503},"Amazon S3 — Simple Storage Service","\u002Faws\u002Fs3","13.aws\u002F06.s3",{"title":3505,"path":3506,"stem":3507},"Amazon CloudFront — Content Delivery Network","\u002Faws\u002Fcloudfront","13.aws\u002F07.cloudfront",{"title":3509,"path":3510,"stem":3511},"Amazon RDS — Relational Database Service","\u002Faws\u002Frds","13.aws\u002F08.rds",{"title":3513,"path":3514,"stem":3515},"Amazon DynamoDB — NoSQL Database","\u002Faws\u002Fdynamodb","13.aws\u002F09.dynamodb",{"title":3517,"path":3518,"stem":3519},"AWS Lambda та Serverless Compute","\u002Faws\u002Flambda","13.aws\u002F10.lambda",{"title":3521,"path":3522,"stem":3523},"Amazon Bedrock - Foundation Models, RAG та Agents","\u002Faws\u002Fbedrock","13.aws\u002F22.bedrock",{"title":3525,"path":3526,"stem":3527},"Amazon Rekognition - Комп'ютерний зір","\u002Faws\u002Frekognition","13.aws\u002F23.rekognition",{"title":3529,"path":3530,"stem":3531},"Amazon Textract - Інтелектуальний аналіз документів","\u002Faws\u002Ftextract","13.aws\u002F24.textract",{"title":3533,"path":3534,"stem":3535},"Amazon Polly, Transcribe, Comprehend та Translate","\u002Faws\u002Faudio-nlp-services","13.aws\u002F25.audio-nlp-services",{"title":3537,"path":3538,"stem":3539,"children":3540,"page":59},"Ai Development","\u002Fai-development","14.ai-development",[3541],{"title":3542,"path":3543,"stem":3544,"children":3545,"page":59},"Foundations","\u002Fai-development\u002Ffoundations","14.ai-development\u002F00.foundations",[3546],{"title":3547,"path":3548,"stem":3549},"Модуль 0.1. Що таке Large Language Model (LLM)","\u002Fai-development\u002Ffoundations\u002Fwhat-is-llm","14.ai-development\u002F00.foundations\u002F01.what-is-llm",{"title":3551,"path":3552,"stem":3553,"children":3554,"page":59},"React Native","\u002Freact-native","15.react-native",[3555,3576],{"title":3556,"path":3557,"stem":3558,"children":3559,"page":59},"Version1","\u002Freact-native\u002Fversion1","15.react-native\u002Fversion1",[3560,3564,3568,3572],{"title":3561,"path":3562,"stem":3563},"Що таке React Native","\u002Freact-native\u002Fversion1\u002Fwhat-is-react-native","15.react-native\u002Fversion1\u002F01.what-is-react-native",{"title":3565,"path":3566,"stem":3567},"Як влаштований React Native «під капотом»","\u002Freact-native\u002Fversion1\u002Freact-native-architecture","15.react-native\u002Fversion1\u002F02.react-native-architecture",{"title":3569,"path":3570,"stem":3571},"Від React до React Native: ключові відмінності","\u002Freact-native\u002Fversion1\u002Freact-native-vs-react","15.react-native\u002Fversion1\u002F03.react-native-vs-react",{"title":3573,"path":3574,"stem":3575},"View та Text — фундаментальні будівельні блоки","\u002Freact-native\u002Fversion1\u002Fview-and-text","15.react-native\u002Fversion1\u002F04.view-and-text",{"title":3577,"path":3578,"stem":3579,"children":3580,"page":59},"Version2","\u002Freact-native\u002Fversion2","15.react-native\u002Fversion2",[3581,3585,3589,3593,3597,3601,3605,3609,3613,3617,3621,3625,3629,3633,3637,3641,3645,3649,3653,3657,3661,3665,3669,3673,3677,3681,3685],{"title":3582,"path":3583,"stem":3584},"React Native — навіщо він потрібен","\u002Freact-native\u002Fversion2\u002Fwhy-react-native","15.react-native\u002Fversion2\u002F01.why-react-native",{"title":3586,"path":3587,"stem":3588},"Налаштування середовища розробки","\u002Freact-native\u002Fversion2\u002Fenvironment-setup","15.react-native\u002Fversion2\u002F02.environment-setup",{"title":3590,"path":3591,"stem":3592},"Expo і класичний React Native — два шляхи одного фреймворку","\u002Freact-native\u002Fversion2\u002Fexpo-vs-cli-landscape","15.react-native\u002Fversion2\u002F03.expo-vs-cli-landscape",{"title":3594,"path":3595,"stem":3596},"Середовище Expo — перший запуск","\u002Freact-native\u002Fversion2\u002Fexpo-setup-and-tooling","15.react-native\u002Fversion2\u002F04.expo-setup-and-tooling",{"title":3598,"path":3599,"stem":3600},"Структура проєкту та перші UI-примітиви","\u002Freact-native\u002Fversion2\u002Fproject-structure-and-conventions","15.react-native\u002Fversion2\u002F05.project-structure-and-conventions",{"title":3602,"path":3603,"stem":3604},"Базові компоненти React Native","\u002Freact-native\u002Fversion2\u002Fcore-components","15.react-native\u002Fversion2\u002F06.core-components",{"title":3606,"path":3607,"stem":3608},"Flexbox і layout у React Native","\u002Freact-native\u002Fversion2\u002Fflexbox-and-layout","15.react-native\u002Fversion2\u002F07.flexbox-and-layout",{"title":3610,"path":3611,"stem":3612},"StyleSheet і теми (light \u002F dark)","\u002Freact-native\u002Fversion2\u002Fstylesheet-and-theming","15.react-native\u002Fversion2\u002F08.stylesheet-and-theming",{"title":3614,"path":3615,"stem":3616},"Списки та віртуалізація","\u002Freact-native\u002Fversion2\u002Flists-and-virtualization","15.react-native\u002Fversion2\u002F09.lists-and-virtualization",{"title":3618,"path":3619,"stem":3620},"Форми, ввід і валідація","\u002Freact-native\u002Fversion2\u002Fforms-input-validation","15.react-native\u002Fversion2\u002F10.forms-input-validation",{"title":3622,"path":3623,"stem":3624},"Основи Expo Router","\u002Freact-native\u002Fversion2\u002Fexpo-router-basics","15.react-native\u002Fversion2\u002F11.expo-router-basics",{"title":3626,"path":3627,"stem":3628},"Вкладені навігатори та модалки","\u002Freact-native\u002Fversion2\u002Fnested-navigators-and-modals","15.react-native\u002Fversion2\u002F12.nested-navigators-and-modals",{"title":3630,"path":3631,"stem":3632},"Deep linking і параметри маршрутів","\u002Freact-native\u002Fversion2\u002Fdeep-linking-and-params","15.react-native\u002Fversion2\u002F13.deep-linking-and-params",{"title":3634,"path":3635,"stem":3636},"Робота з мережею та життєвий цикл застосунку","\u002Freact-native\u002Fversion2\u002Fnetworking-and-app-lifecycle","15.react-native\u002Fversion2\u002F14.networking-and-app-lifecycle",{"title":3638,"path":3639,"stem":3640},"Redux Toolkit на мобільних платформах","\u002Freact-native\u002Fversion2\u002Fredux-toolkit-on-mobile","15.react-native\u002Fversion2\u002F15.redux-toolkit-on-mobile",{"title":3642,"path":3643,"stem":3644},"RTK Query на мобільних платформах","\u002Freact-native\u002Fversion2\u002Frtk-query-mobile","15.react-native\u002Fversion2\u002F16.rtk-query-mobile",{"title":3646,"path":3647,"stem":3648},"Автентифікація та Безпечне Зберігання","\u002Freact-native\u002Fversion2\u002Fauth-secure-storage","15.react-native\u002Fversion2\u002F18.auth-secure-storage",{"title":3650,"path":3651,"stem":3652},"Локальне сховище — AsyncStorage, MMKV, SQLite","\u002Freact-native\u002Fversion2\u002Flocal-storage-mmkv-sqlite","15.react-native\u002Fversion2\u002F19.local-storage-mmkv-sqlite",{"title":3654,"path":3655,"stem":3656},"Офлайн-First і синхронізація","\u002Freact-native\u002Fversion2\u002Foffline-first-sync","15.react-native\u002Fversion2\u002F20.offline-first-sync",{"title":3658,"path":3659,"stem":3660},"Камера, медіа та файлова система","\u002Freact-native\u002Fversion2\u002Fcamera-media-filesystem","15.react-native\u002Fversion2\u002F21.camera-media-filesystem",{"title":3662,"path":3663,"stem":3664},"Карти та геолокація","\u002Freact-native\u002Fversion2\u002Fmaps-and-location","15.react-native\u002Fversion2\u002F22.maps-and-location",{"title":3666,"path":3667,"stem":3668},"Жести та дотики","\u002Freact-native\u002Fversion2\u002Fgestures-and-touch","15.react-native\u002Fversion2\u002F23.gestures-and-touch",{"title":3670,"path":3671,"stem":3672},"Анімації з Reanimated","\u002Freact-native\u002Fversion2\u002Freanimated-animations","15.react-native\u002Fversion2\u002F24.reanimated-animations",{"title":3674,"path":3675,"stem":3676},"Push і локальні сповіщення","\u002Freact-native\u002Fversion2\u002Fpush-and-local-notifications","15.react-native\u002Fversion2\u002F25.push-and-local-notifications",{"title":3678,"path":3679,"stem":3680},"Інтернаціоналізація та доступність","\u002Freact-native\u002Fversion2\u002Faccessibility-and-i18n","15.react-native\u002Fversion2\u002F26.accessibility-and-i18n",{"title":3682,"path":3683,"stem":3684},"EAS Build та профілі збірки","\u002Freact-native\u002Fversion2\u002Feas-build-and-profiles","15.react-native\u002Fversion2\u002F29.eas-build-and-profiles",{"title":3686,"path":3687,"stem":3688},"Публікація в App Store та Google Play","\u002Freact-native\u002Fversion2\u002Fapp-store-play-release","15.react-native\u002Fversion2\u002F30.app-store-play-release",{"title":3690,"path":3691,"stem":3692,"children":3693,"page":59},"Ai Python","\u002Fai-python","16.ai-python",[3694,3703,3712,3721,3750,3776,3801,3834,3851,3864,3873,3886,3895,3916,3929,3950],{"title":3695,"path":3696,"stem":3697,"children":3698,"page":59},"Intro To Ai","\u002Fai-python\u002Fintro-to-ai","16.ai-python\u002F01.intro-to-ai",[3699],{"title":3700,"path":3701,"stem":3702},"Вступ до штучного інтелекту та машинного навчання","\u002Fai-python\u002Fintro-to-ai\u002Fintro-to-ai","16.ai-python\u002F01.intro-to-ai\u002F01.intro-to-ai",{"title":3704,"path":3705,"stem":3706,"children":3707,"page":59},"Jupyter Notebook","\u002Fai-python\u002Fjupyter-notebook","16.ai-python\u002F02.jupyter-notebook",[3708],{"title":3709,"path":3710,"stem":3711},"Знайомство з Jupyter Notebook та JupyterLab","\u002Fai-python\u002Fjupyter-notebook\u002Fjupyter-notebook","16.ai-python\u002F02.jupyter-notebook\u002F02.jupyter-notebook",{"title":3713,"path":3714,"stem":3715,"children":3716,"page":59},"Numpy Pandas","\u002Fai-python\u002Fnumpy-pandas","16.ai-python\u002F03.numpy-pandas",[3717],{"title":3718,"path":3719,"stem":3720},"Робота з даними з використанням NumPy і pandas","\u002Fai-python\u002Fnumpy-pandas\u002Fnumpy-pandas","16.ai-python\u002F03.numpy-pandas\u002F03.numpy-pandas",{"title":3722,"path":3723,"stem":3724,"children":3725,"page":59},"Statistics Basics","\u002Fai-python\u002Fstatistics-basics","16.ai-python\u002F04.statistics-basics",[3726,3730,3734,3738,3742,3746],{"title":3727,"path":3728,"stem":3729},"Випадкові величини та їх типи","\u002Fai-python\u002Fstatistics-basics\u002Frandom-variables","16.ai-python\u002F04.statistics-basics\u002F01.random-variables",{"title":3731,"path":3732,"stem":3733},"Міри центральної тенденції","\u002Fai-python\u002Fstatistics-basics\u002Fcentral-tendency","16.ai-python\u002F04.statistics-basics\u002F02.central-tendency",{"title":3735,"path":3736,"stem":3737},"Міри варіації (розсіювання)","\u002Fai-python\u002Fstatistics-basics\u002Fvariability","16.ai-python\u002F04.statistics-basics\u002F03.variability",{"title":3739,"path":3740,"stem":3741},"Розподіли випадкових величин","\u002Fai-python\u002Fstatistics-basics\u002Fdistributions","16.ai-python\u002F04.statistics-basics\u002F04.distributions",{"title":3743,"path":3744,"stem":3745},"Кореляція та взаємозв'язки","\u002Fai-python\u002Fstatistics-basics\u002Fcorrelation","16.ai-python\u002F04.statistics-basics\u002F05.correlation",{"title":3747,"path":3748,"stem":3749},"Викиди та аномалії","\u002Fai-python\u002Fstatistics-basics\u002Foutliers","16.ai-python\u002F04.statistics-basics\u002F06.outliers",{"title":3751,"path":3752,"stem":3753,"children":3754},"Візуалізація даних за допомогою matplotlib","\u002Fai-python\u002Fdata-visualization","16.ai-python\u002F05.data-visualization\u002Findex",[3755,3756,3760,3764,3768,3772],{"title":3751,"path":3752,"stem":3753},{"title":3757,"path":3758,"stem":3759},"Основи matplotlib — Figure, Axes та перший графік","\u002Fai-python\u002Fdata-visualization\u002Fmatplotlib-basics","16.ai-python\u002F05.data-visualization\u002F01.matplotlib-basics",{"title":3761,"path":3762,"stem":3763},"Візуалізація розподілів — гістограми та box plots","\u002Fai-python\u002Fdata-visualization\u002Fdistributions","16.ai-python\u002F05.data-visualization\u002F02.distributions",{"title":3765,"path":3766,"stem":3767},"Візуалізація залежностей — scatter plots та кореляція","\u002Fai-python\u002Fdata-visualization\u002Frelationships","16.ai-python\u002F05.data-visualization\u002F03.relationships",{"title":3769,"path":3770,"stem":3771},"Візуалізація категоріальних даних — bar charts та pie charts","\u002Fai-python\u002Fdata-visualization\u002Fcategorical","16.ai-python\u002F05.data-visualization\u002F04.categorical",{"title":3773,"path":3774,"stem":3775},"Композиції та стилізація — subplots та багатопанельні дашборди","\u002Fai-python\u002Fdata-visualization\u002Fsubplots-styling","16.ai-python\u002F05.data-visualization\u002F05.subplots-styling",{"title":3777,"path":3778,"stem":3779,"children":3780,"page":59},"Linear Regression","\u002Fai-python\u002Flinear-regression","16.ai-python\u002F06.linear-regression",[3781,3785,3789,3793,3797],{"title":3782,"path":3783,"stem":3784},"Регресійна задача та лінійна регресія з однією змінною","\u002Fai-python\u002Flinear-regression\u002Fregression-task","16.ai-python\u002F06.linear-regression\u002F01.regression-task",{"title":3786,"path":3787,"stem":3788},"Метрики якості регресії — як оцінити модель","\u002Fai-python\u002Flinear-regression\u002Fquality-metrics","16.ai-python\u002F06.linear-regression\u002F02.quality-metrics",{"title":3790,"path":3791,"stem":3792},"Градієнтний спуск — як модель навчається","\u002Fai-python\u002Flinear-regression\u002Fgradient-descent","16.ai-python\u002F06.linear-regression\u002F03.gradient-descent",{"title":3794,"path":3795,"stem":3796},"Множинна лінійна регресія — модель з багатьма ознаками","\u002Fai-python\u002Flinear-regression\u002Fmultiple-regression","16.ai-python\u002F06.linear-regression\u002F04.multiple-regression",{"title":3798,"path":3799,"stem":3800},"Практичні завдання та резюме модуля","\u002Fai-python\u002Flinear-regression\u002Fpractice","16.ai-python\u002F06.linear-regression\u002F05.practice",{"title":3802,"path":3803,"stem":3804,"children":3805,"page":59},"Practical Regression","\u002Fai-python\u002Fpractical-regression","16.ai-python\u002F07.practical-regression",[3806,3810,3814,3818,3822,3826,3830],{"title":3807,"path":3808,"stem":3809},"Знайомство з scikit-learn","\u002Fai-python\u002Fpractical-regression\u002Fintro-scikit-learn","16.ai-python\u002F07.practical-regression\u002F01.intro-scikit-learn",{"title":3811,"path":3812,"stem":3813},"Exploratory Data Analysis датасету Housing Prices","\u002Fai-python\u002Fpractical-regression\u002Fhousing-dataset-eda","16.ai-python\u002F07.practical-regression\u002F02.housing-dataset-eda",{"title":3815,"path":3816,"stem":3817},"Попередня обробка даних (Data Preprocessing)","\u002Fai-python\u002Fpractical-regression\u002Fdata-preprocessing","16.ai-python\u002F07.practical-regression\u002F03.data-preprocessing",{"title":3819,"path":3820,"stem":3821},"Train\u002FTest Split та перша повноцінна модель","\u002Fai-python\u002Fpractical-regression\u002Ftrain-test-split","16.ai-python\u002F07.practical-regression\u002F04.train-test-split",{"title":3823,"path":3824,"stem":3825},"Перенавчання та недонавчання","\u002Fai-python\u002Fpractical-regression\u002Foverfitting-underfitting","16.ai-python\u002F07.practical-regression\u002F05.overfitting-underfitting",{"title":3827,"path":3828,"stem":3829},"Крос-валідація (Cross-Validation)","\u002Fai-python\u002Fpractical-regression\u002Fcross-validation","16.ai-python\u002F07.practical-regression\u002F06.cross-validation",{"title":3831,"path":3832,"stem":3833},"Гіперпараметри та їх оптимізація","\u002Fai-python\u002Fpractical-regression\u002Fhyperparameter-tuning","16.ai-python\u002F07.practical-regression\u002F07.hyperparameter-tuning",{"title":3835,"path":3836,"stem":3837,"children":3838,"page":59},"Polynomial Regression","\u002Fai-python\u002Fpolynomial-regression","16.ai-python\u002F08.polynomial-regression",[3839,3843,3847],{"title":3840,"path":3841,"stem":3842},"Нелінійні залежності та поліноміальна регресія","\u002Fai-python\u002Fpolynomial-regression\u002Fnonlinear-patterns","16.ai-python\u002F08.polynomial-regression\u002F01.nonlinear-patterns",{"title":3844,"path":3845,"stem":3846},"Регуляризація в регресії — Ridge та Lasso","\u002Fai-python\u002Fpolynomial-regression\u002Fregularization-methods","16.ai-python\u002F08.polynomial-regression\u002F02.regularization-methods",{"title":3848,"path":3849,"stem":3850},"Практика — поліноміальна регресія та регуляризація на Housing Prices","\u002Fai-python\u002Fpolynomial-regression\u002Fhousing-prices-practice","16.ai-python\u002F08.polynomial-regression\u002F03.housing-prices-practice",{"title":3852,"path":3853,"stem":3854,"children":3855,"page":59},"Decision Trees Random Forest","\u002Fai-python\u002Fdecision-trees-random-forest","16.ai-python\u002F09.decision-trees-random-forest",[3856,3860],{"title":3857,"path":3858,"stem":3859},"Дерева рішень — моделі з прозорою та зрозумілою логікою","\u002Fai-python\u002Fdecision-trees-random-forest\u002Fdecision-trees","16.ai-python\u002F09.decision-trees-random-forest\u002F01.decision-trees",{"title":3861,"path":3862,"stem":3863},"Random Forest — ансамблі дерев рішень","\u002Fai-python\u002Fdecision-trees-random-forest\u002Frandom-forest","16.ai-python\u002F09.decision-trees-random-forest\u002F02.random-forest",{"title":3865,"path":3866,"stem":3867,"children":3868,"page":59},"Gradient Boosting","\u002Fai-python\u002Fgradient-boosting","16.ai-python\u002F10.gradient-boosting",[3869],{"title":3870,"path":3871,"stem":3872},"Градієнтний бустинг та XGBoost — послідовне виправлення помилок","\u002Fai-python\u002Fgradient-boosting\u002Fgradient-boosting-xgboost","16.ai-python\u002F10.gradient-boosting\u002F01.gradient-boosting-xgboost",{"title":3874,"path":3875,"stem":3876,"children":3877,"page":59},"Logistic Regression Classification","\u002Fai-python\u002Flogistic-regression-classification","16.ai-python\u002F11.logistic-regression-classification",[3878,3882],{"title":3879,"path":3880,"stem":3881},"Основи класифікації та логістична регресія","\u002Fai-python\u002Flogistic-regression-classification\u002Fclassification-basics","16.ai-python\u002F11.logistic-regression-classification\u002F01.classification-basics",{"title":3883,"path":3884,"stem":3885},"Метрики якості класифікації","\u002Fai-python\u002Flogistic-regression-classification\u002Fclassification-metrics","16.ai-python\u002F11.logistic-regression-classification\u002F02.classification-metrics",{"title":3887,"path":3888,"stem":3889,"children":3890,"page":59},"Neural Networks Basics","\u002Fai-python\u002Fneural-networks-basics","16.ai-python\u002F12.neural-networks-basics",[3891],{"title":3892,"path":3893,"stem":3894},"Вступ до нейронних мереж — від персептрона до багатошарових мереж","\u002Fai-python\u002Fneural-networks-basics\u002Fperceptron-to-mlp","16.ai-python\u002F12.neural-networks-basics\u002F01.perceptron-to-mlp",{"title":3896,"path":3897,"stem":3898,"children":3899,"page":59},"Pytorch Intro","\u002Fai-python\u002Fpytorch-intro","16.ai-python\u002F13.pytorch-intro",[3900,3904,3908,3912],{"title":3901,"path":3902,"stem":3903},"Тензори та автоматичне диференціювання в PyTorch","\u002Fai-python\u002Fpytorch-intro\u002Ftensors-and-autograd","16.ai-python\u002F13.pytorch-intro\u002F01.tensors-and-autograd",{"title":3905,"path":3906,"stem":3907},"Побудова та тренування нейронних мереж у PyTorch","\u002Fai-python\u002Fpytorch-intro\u002Fbuilding-and-training","16.ai-python\u002F13.pytorch-intro\u002F02.building-and-training",{"title":3909,"path":3910,"stem":3911},"Робота з даними та регуляризація в PyTorch","\u002Fai-python\u002Fpytorch-intro\u002Fdata-and-regularization","16.ai-python\u002F13.pytorch-intro\u002F03.data-and-regularization",{"title":3913,"path":3914,"stem":3915},"Просунуті теми PyTorch — GPU, оптимізація та deployment","\u002Fai-python\u002Fpytorch-intro\u002Fadvanced-topics","16.ai-python\u002F13.pytorch-intro\u002F04.advanced-topics",{"title":3917,"path":3918,"stem":3919,"children":3920,"page":59},"Activation Functions Heart Disease","\u002Fai-python\u002Factivation-functions-heart-disease","16.ai-python\u002F14.activation-functions-heart-disease",[3921,3925],{"title":3922,"path":3923,"stem":3924},"Функції активації та побудова нейронної мережі для передбачення вад серця","\u002Fai-python\u002Factivation-functions-heart-disease\u002Fheart-disease-prediction","16.ai-python\u002F14.activation-functions-heart-disease\u002F01.heart-disease-prediction",{"title":3926,"path":3927,"stem":3928},"Бонус — Повний приклад Student Performance Prediction","\u002Fai-python\u002Factivation-functions-heart-disease\u002Fstudent-performance-bonus","16.ai-python\u002F14.activation-functions-heart-disease\u002F02.student-performance-bonus",{"title":3930,"path":3931,"stem":3932,"children":3933,"page":59},"Cnn Image Classification","\u002Fai-python\u002Fcnn-image-classification","16.ai-python\u002F15.cnn-image-classification",[3934,3938,3942,3946],{"title":3935,"path":3936,"stem":3937},"Основи згорткових нейронних мереж — чому не MLP?","\u002Fai-python\u002Fcnn-image-classification\u002Fcnn-fundamentals","16.ai-python\u002F15.cnn-image-classification\u002F01.cnn-fundamentals",{"title":3939,"path":3940,"stem":3941},"Практична імплементація CNN для класифікації MNIST","\u002Fai-python\u002Fcnn-image-classification\u002Fmnist-classification","16.ai-python\u002F15.cnn-image-classification\u002F02.mnist-classification",{"title":3943,"path":3944,"stem":3945},"Глибші CNN та аугментація даних для CIFAR-10","\u002Fai-python\u002Fcnn-image-classification\u002Fcifar10-and-data-augmentation","16.ai-python\u002F15.cnn-image-classification\u002F03.cifar10-and-data-augmentation",{"title":3947,"path":3948,"stem":3949},"Transfer Learning та візуалізація внутрішніх представлень CNN","\u002Fai-python\u002Fcnn-image-classification\u002Ftransfer-learning-and-visualization","16.ai-python\u002F15.cnn-image-classification\u002F04.transfer-learning-and-visualization",{"title":3951,"path":3952,"stem":3953,"children":3954,"page":59},"Batching Normalization Deep Networks","\u002Fai-python\u002Fbatching-normalization-deep-networks","16.ai-python\u002F16.batching-normalization-deep-networks",[3955,3959,3963,3967,3971,3975,3979],{"title":3956,"path":3957,"stem":3958},"Mini-batch Gradient Descent та ефективна обробка даних","\u002Fai-python\u002Fbatching-normalization-deep-networks\u002Fmini-batch-gradient-descent","16.ai-python\u002F16.batching-normalization-deep-networks\u002F01.mini-batch-gradient-descent",{"title":3960,"path":3961,"stem":3962},"Ініціалізація ваг — фундамент стабільного навчання","\u002Fai-python\u002Fbatching-normalization-deep-networks\u002Fweight-initialization","16.ai-python\u002F16.batching-normalization-deep-networks\u002F02.weight-initialization",{"title":3964,"path":3965,"stem":3966},"Batch Normalization — прорив у глибокому навчанні","\u002Fai-python\u002Fbatching-normalization-deep-networks\u002Fbatch-normalization","16.ai-python\u002F16.batching-normalization-deep-networks\u002F03.batch-normalization",{"title":3968,"path":3969,"stem":3970},"Dropout та комбіновані стратегії регуляризації","\u002Fai-python\u002Fbatching-normalization-deep-networks\u002Fdropout-and-regularization","16.ai-python\u002F16.batching-normalization-deep-networks\u002F04.dropout-and-regularization",{"title":3972,"path":3973,"stem":3974},"Проєктування глибоких мереж — від теорії до практики","\u002Fai-python\u002Fbatching-normalization-deep-networks\u002Fdeep-networks-architectures","16.ai-python\u002F16.batching-normalization-deep-networks\u002F05.deep-networks-architectures",{"title":3976,"path":3977,"stem":3978},"Планування learning rate — коли та як зменшувати крок навчання","\u002Fai-python\u002Fbatching-normalization-deep-networks\u002Flearning-rate-scheduling","16.ai-python\u002F16.batching-normalization-deep-networks\u002F06.learning-rate-scheduling",{"title":3980,"path":3981,"stem":3982},"Підсумковий проєкт — побудова сучасного класифікатора зображень","\u002Fai-python\u002Fbatching-normalization-deep-networks\u002Ffinal-project-deep-classifier","16.ai-python\u002F16.batching-normalization-deep-networks\u002F07.final-project-deep-classifier",{"title":3984,"icon":658,"path":3985,"stem":3986,"children":3987,"page":59},"Клієнт-серверна архітектура","\u002Fclient-server-architecture","17.client-server-architecture",[3988,3992,3996,4000,4004,4008,4012,4016,4020,4024,4028,4032,4036,4040,4044,4048,4052,4056],{"title":3989,"path":3990,"stem":3991},"Архітектура клієнт-серверних систем та основи Go","\u002Fclient-server-architecture\u002Fclient-server-architecture-and-go","17.client-server-architecture\u002F01.client-server-architecture-and-go",{"title":3993,"path":3994,"stem":3995},"Система типів та модель пам’яті мови Go","\u002Fclient-server-architecture\u002Ftype-system-and-memory-model","17.client-server-architecture\u002F02.type-system-and-memory-model",{"title":3997,"path":3998,"stem":3999},"Інтерфейси та модель конкурентності мови Go","\u002Fclient-server-architecture\u002Finterfaces-and-concurrency-model","17.client-server-architecture\u002F03.interfaces-and-concurrency-model",{"title":4001,"path":4002,"stem":4003},"Сокетне програмування та протокол TCP у Go","\u002Fclient-server-architecture\u002Ftcp-socket-programming","17.client-server-architecture\u002F04.tcp-socket-programming",{"title":4005,"path":4006,"stem":4007},"Протокол UDP та датаграмна передача даних","\u002Fclient-server-architecture\u002Fudp-datagram-transmission","17.client-server-architecture\u002F05.udp-datagram-transmission",{"title":4009,"path":4010,"stem":4011},"Криптографічний захист каналів зв","\u002Fclient-server-architecture\u002Ftls-cryptographic-channel-protection","17.client-server-architecture\u002F06.tls-cryptographic-channel-protection",{"title":4013,"path":4014,"stem":4015},"Прикладні мережеві протоколи DNS та SMTP","\u002Fclient-server-architecture\u002Fdns-smtp-application-protocols","17.client-server-architecture\u002F07.dns-smtp-application-protocols",{"title":4017,"path":4018,"stem":4019},"Протокол HTTP та стандартний вебсервер Go","\u002Fclient-server-architecture\u002Fhttp-protocol-and-web-server","17.client-server-architecture\u002F08.http-protocol-and-web-server",{"title":4021,"path":4022,"stem":4023},"Проєктування REST API та маршрутизація засобами Chi","\u002Fclient-server-architecture\u002Frest-api-design-and-chi-routing","17.client-server-architecture\u002F09.rest-api-design-and-chi-routing",{"title":4025,"path":4026,"stem":4027},"Лекція 10. Шарувата архітектура та конвеєри обробки запитів","\u002Fclient-server-architecture\u002Flayered-architecture-and-middleware-pipelines","17.client-server-architecture\u002F10.layered-architecture-and-middleware-pipelines",{"title":4029,"path":4030,"stem":4031},"Лекція 11. Архітектура та маршрутизація фреймворку Gin","\u002Fclient-server-architecture\u002Fgin-framework-architecture-and-routing","17.client-server-architecture\u002F11.gin-framework-architecture-and-routing",{"title":4033,"path":4034,"stem":4035},"Лекція 12. Валідація даних, безпека та документування у Gin","\u002Fclient-server-architecture\u002Fdata-validation-security-and-documentation-in-gin","17.client-server-architecture\u002F12.data-validation-security-and-documentation-in-gin",{"title":4037,"path":4038,"stem":4039},"Лекція 13. Взаємодія з реляційними СУБД та технології ORM","\u002Fclient-server-architecture\u002Frelational-databases-and-orm","17.client-server-architecture\u002F13.relational-databases-and-orm",{"title":4041,"path":4042,"stem":4043},"Потокова передача даних та протокол WebSocket","\u002Fclient-server-architecture\u002Fstreaming-data-and-websockets","17.client-server-architecture\u002F14.streaming-data-and-websockets",{"title":4045,"path":4046,"stem":4047},"Міжсервісна взаємодія на основі протоколу gRPC","\u002Fclient-server-architecture\u002Fgrpc-inter-service-communication","17.client-server-architecture\u002F15.grpc-inter-service-communication",{"title":4049,"path":4050,"stem":4051},"Асинхронний обмін повідомленнями та протоколи черг","\u002Fclient-server-architecture\u002Fasynchronous-message-exchange-and-queue-protocols","17.client-server-architecture\u002F16.asynchronous-message-exchange-and-queue-protocols",{"title":4053,"path":4054,"stem":4055},"Протоколи потокового медіа та технологія WebRTC","\u002Fclient-server-architecture\u002Fstreaming-media-protocols-and-webrtc","17.client-server-architecture\u002F17.streaming-media-protocols-and-webrtc",{"title":4057,"path":4058,"stem":4059},"Моніторинг, безпека та контейнеризація застосунків","\u002Fclient-server-architecture\u002Fmonitoring-security-and-containerization","17.client-server-architecture\u002F18.monitoring-security-and-containerization",{"title":4061,"icon":2118,"path":4062,"stem":4063,"children":4064,"page":59},"Розробка WEB-застосувань","\u002Fweb-development","18.web-development",[4065,4110,4148,4177,4206,4263,4313,4407,4473,4555,4588,4616,4658,4704,4747],{"title":4066,"icon":658,"path":4067,"stem":4068,"children":4069,"page":59},"Архітектура комп'ютерних мереж та мережеві протоколи","\u002Fweb-development\u002Fnetwork-architecture-and-protocols","18.web-development\u002F01.network-architecture-and-protocols",[4070,4074,4078,4082,4086,4090,4094,4098,4102,4106],{"title":4071,"path":4072,"stem":4073},"Еволюція веброзробки та модель клієнт-сервер","\u002Fweb-development\u002Fnetwork-architecture-and-protocols\u002Fweb-evolution-client-server","18.web-development\u002F01.network-architecture-and-protocols\u002F01.web-evolution-client-server",{"title":4075,"path":4076,"stem":4077},"Еталонна модель OSI","\u002Fweb-development\u002Fnetwork-architecture-and-protocols\u002Fosi-model","18.web-development\u002F01.network-architecture-and-protocols\u002F02.osi-model",{"title":4079,"path":4080,"stem":4081},"Стек протоколів TCP\u002FIP","\u002Fweb-development\u002Fnetwork-architecture-and-protocols\u002Ftcp-ip-stack","18.web-development\u002F01.network-architecture-and-protocols\u002F03.tcp-ip-stack",{"title":4083,"path":4084,"stem":4085},"IP-адресація, порти та сокети","\u002Fweb-development\u002Fnetwork-architecture-and-protocols\u002Fip-addressing-ports-sockets","18.web-development\u002F01.network-architecture-and-protocols\u002F04.ip-addressing-ports-sockets",{"title":4087,"path":4088,"stem":4089},"Протоколи TCP та UDP","\u002Fweb-development\u002Fnetwork-architecture-and-protocols\u002Ftcp-udp-protocols","18.web-development\u002F01.network-architecture-and-protocols\u002F05.tcp-udp-protocols",{"title":4091,"path":4092,"stem":4093},"Система доменних імен DNS","\u002Fweb-development\u002Fnetwork-architecture-and-protocols\u002Fdns-system","18.web-development\u002F01.network-architecture-and-protocols\u002F06.dns-system",{"title":4095,"path":4096,"stem":4097},"Протокол SMTP та поштові протоколи","\u002Fweb-development\u002Fnetwork-architecture-and-protocols\u002Fsmtp-email-protocols","18.web-development\u002F01.network-architecture-and-protocols\u002F07.smtp-email-protocols",{"title":4099,"path":4100,"stem":4101},"Протокол WebSocket","\u002Fweb-development\u002Fnetwork-architecture-and-protocols\u002Fwebsocket-protocol","18.web-development\u002F01.network-architecture-and-protocols\u002F08.websocket-protocol",{"title":4103,"path":4104,"stem":4105},"Протокол SSH","\u002Fweb-development\u002Fnetwork-architecture-and-protocols\u002Fssh-protocol","18.web-development\u002F01.network-architecture-and-protocols\u002F09.ssh-protocol",{"title":4107,"path":4108,"stem":4109},"Огляд сучасних серверних технологій","\u002Fweb-development\u002Fnetwork-architecture-and-protocols\u002Fmodern-backend-technologies","18.web-development\u002F01.network-architecture-and-protocols\u002F10.modern-backend-technologies",{"title":4111,"icon":4112,"path":4113,"stem":4114,"children":4115,"page":59},"Протокол HTTP та захищена передача даних HTTPS","i-lucide-lock","\u002Fweb-development\u002Fhttp-and-https","18.web-development\u002F02.http-and-https",[4116,4120,4124,4128,4132,4136,4140,4144],{"title":4117,"path":4118,"stem":4119},"Вступ до протоколу HTTP та еволюція веб-технологій","\u002Fweb-development\u002Fhttp-and-https\u002Fintroduction-and-evolution","18.web-development\u002F02.http-and-https\u002F01.introduction-and-evolution",{"title":4121,"path":4122,"stem":4123},"Анатомія HTTP-запиту","\u002Fweb-development\u002Fhttp-and-https\u002Fhttp-request-structure","18.web-development\u002F02.http-and-https\u002F02.http-request-structure",{"title":4125,"path":4126,"stem":4127},"Анатомія HTTP-відповіді","\u002Fweb-development\u002Fhttp-and-https\u002Fhttp-response-structure","18.web-development\u002F02.http-and-https\u002F03.http-response-structure",{"title":4129,"path":4130,"stem":4131},"Методи HTTP та їхня семантика","\u002Fweb-development\u002Fhttp-and-https\u002Fhttp-methods","18.web-development\u002F02.http-and-https\u002F04.http-methods",{"title":4133,"path":4134,"stem":4135},"Коди статусу HTTP та їхнє призначення","\u002Fweb-development\u002Fhttp-and-https\u002Fhttp-status-codes","18.web-development\u002F02.http-and-https\u002F05.http-status-codes",{"title":4137,"path":4138,"stem":4139},"HTTP-заголовки та їхнє призначення","\u002Fweb-development\u002Fhttp-and-https\u002Fhttp-headers","18.web-development\u002F02.http-and-https\u002F06.http-headers",{"title":4141,"path":4142,"stem":4143},"CORS та механізми безпеки HTTP","\u002Fweb-development\u002Fhttp-and-https\u002Fcors-and-security","18.web-development\u002F02.http-and-https\u002F07.cors-and-security",{"title":4145,"path":4146,"stem":4147},"HTTPS та криптографічні основи TLS","\u002Fweb-development\u002Fhttp-and-https\u002Fhttps-and-tls","18.web-development\u002F02.http-and-https\u002F08.https-and-tls",{"title":4149,"icon":2498,"path":4150,"stem":4151,"children":4152,"page":59},"Система типів мови TypeScript","\u002Fweb-development\u002Ftypescript-type-system","18.web-development\u002F03.typescript-type-system",[4153,4157,4161,4165,4169,4173],{"title":4154,"path":4155,"stem":4156},"Знайомство з TypeScript Compiler","\u002Fweb-development\u002Ftypescript-type-system\u002Fintroduction-compiler-config","18.web-development\u002F03.typescript-type-system\u002F01.introduction-compiler-config",{"title":4158,"path":4159,"stem":4160},"Примітивні типи даних: string, number, boolean","\u002Fweb-development\u002Ftypescript-type-system\u002Fprimitive-special-types","18.web-development\u002F03.typescript-type-system\u002F02.primitive-special-types",{"title":4162,"path":4163,"stem":4164},"Масиви, кортежі та об","\u002Fweb-development\u002Ftypescript-type-system\u002Farrays-tuples-objects","18.web-development\u002F03.typescript-type-system\u002F03.arrays-tuples-objects",{"title":4166,"path":4167,"stem":4168},"Псевдоніми типів, Union типи, Intersection типи та літеральні типи","\u002Fweb-development\u002Ftypescript-type-system\u002Funion-intersection-literals","18.web-development\u002F03.typescript-type-system\u002F04.union-intersection-literals",{"title":4170,"path":4171,"stem":4172},"Type Narrowing (звуження типів)","\u002Fweb-development\u002Ftypescript-type-system\u002Ftype-narrowing","18.web-development\u002F03.typescript-type-system\u002F05.type-narrowing",{"title":4174,"path":4175,"stem":4176},"Типізація функцій","\u002Fweb-development\u002Ftypescript-type-system\u002Ffunctions-typing","18.web-development\u002F03.typescript-type-system\u002F06.functions-typing",{"title":4178,"icon":2498,"path":4179,"stem":4180,"children":4181,"page":59},"Розширені засоби мови TypeScript","\u002Fweb-development\u002Ftypescript-advanced","18.web-development\u002F04.typescript-advanced",[4182,4186,4190,4194,4198,4202],{"title":4183,"path":4184,"stem":4185},"Interfaces та Classes","\u002Fweb-development\u002Ftypescript-advanced\u002Finterfaces-classes","18.web-development\u002F04.typescript-advanced\u002F01.interfaces-classes",{"title":4187,"path":4188,"stem":4189},"Основи Generic типів","\u002Fweb-development\u002Ftypescript-advanced\u002Fgenerics-fundamentals","18.web-development\u002F04.typescript-advanced\u002F02.generics-fundamentals",{"title":4191,"path":4192,"stem":4193},"Enums та Decorators","\u002Fweb-development\u002Ftypescript-advanced\u002Fenums-decorators","18.web-development\u002F04.typescript-advanced\u002F03.enums-decorators",{"title":4195,"path":4196,"stem":4197},"Utility Types","\u002Fweb-development\u002Ftypescript-advanced\u002Futility-types","18.web-development\u002F04.typescript-advanced\u002F04.utility-types",{"title":4199,"path":4200,"stem":4201},"Mapped та Conditional Types","\u002Fweb-development\u002Ftypescript-advanced\u002Fmapped-conditional-types","18.web-development\u002F04.typescript-advanced\u002F05.mapped-conditional-types",{"title":4203,"path":4204,"stem":4205},"Модулі та Strict Mode","\u002Fweb-development\u002Ftypescript-advanced\u002Fmodules-strict-mode","18.web-development\u002F04.typescript-advanced\u002F06.modules-strict-mode",{"title":4207,"icon":4208,"path":4209,"stem":4210,"children":4211,"page":59},"Платформа Node.js як середовище виконання","i-devicon-nodejs","\u002Fweb-development\u002Fnodejs-platform","18.web-development\u002F05.nodejs-platform",[4212,4216,4220,4224,4228,4232,4236,4240,4244,4248,4252,4255,4259],{"title":4213,"path":4214,"stem":4215},"Що таке Node.js та його архітектура","\u002Fweb-development\u002Fnodejs-platform\u002Fwhat-is-nodejs","18.web-development\u002F05.nodejs-platform\u002F01.what-is-nodejs",{"title":4217,"path":4218,"stem":4219},"Event Loop — серце Node.js","\u002Fweb-development\u002Fnodejs-platform\u002Fevent-loop","18.web-development\u002F05.nodejs-platform\u002F02.event-loop",{"title":4221,"path":4222,"stem":4223},"Модульні системи: CommonJS vs ES Modules","\u002Fweb-development\u002Fnodejs-platform\u002Fmodule-systems","18.web-development\u002F05.nodejs-platform\u002F03.module-systems",{"title":4225,"path":4226,"stem":4227},"npm та package.json","\u002Fweb-development\u002Fnodejs-platform\u002Fnpm-package-json","18.web-development\u002F05.nodejs-platform\u002F04.npm-package-json",{"title":4229,"path":4230,"stem":4231},"Глобальні об\\","\u002Fweb-development\u002Fnodejs-platform\u002Fglobal-objects","18.web-development\u002F05.nodejs-platform\u002F05.global-objects",{"title":4233,"path":4234,"stem":4235},"Вбудований модуль fs (File System)","\u002Fweb-development\u002Fnodejs-platform\u002Fbuilt-in-modules-fs","18.web-development\u002F05.nodejs-platform\u002F06.built-in-modules-fs",{"title":4237,"path":4238,"stem":4239},"Вбудований модуль path","\u002Fweb-development\u002Fnodejs-platform\u002Fbuilt-in-modules-path","18.web-development\u002F05.nodejs-platform\u002F07.built-in-modules-path",{"title":4241,"path":4242,"stem":4243},"Вбудований модуль http","\u002Fweb-development\u002Fnodejs-platform\u002Fbuilt-in-modules-http","18.web-development\u002F05.nodejs-platform\u002F08.built-in-modules-http",{"title":4245,"path":4246,"stem":4247},"Streams — потоки даних у Node.js","\u002Fweb-development\u002Fnodejs-platform\u002Fstreams","18.web-development\u002F05.nodejs-platform\u002F09.streams",{"title":4249,"path":4250,"stem":4251},"Вбудований модуль util (Utilities)","\u002Fweb-development\u002Fnodejs-platform\u002Fbuilt-in-modules-util","18.web-development\u002F05.nodejs-platform\u002F10.built-in-modules-util",{"title":3141,"path":4253,"stem":4254},"\u002Fweb-development\u002Fnodejs-platform\u002Fenvironment-variables","18.web-development\u002F05.nodejs-platform\u002F11.environment-variables",{"title":4256,"path":4257,"stem":4258},"Інструменти налагодження та розробки","\u002Fweb-development\u002Fnodejs-platform\u002Fdebugging-tools","18.web-development\u002F05.nodejs-platform\u002F12.debugging-tools",{"title":4260,"path":4261,"stem":4262},"Продуктивність та Best Practices","\u002Fweb-development\u002Fnodejs-platform\u002Fperformance-best-practices","18.web-development\u002F05.nodejs-platform\u002F13.performance-best-practices",{"title":4264,"icon":4265,"path":4266,"stem":4267,"children":4268,"page":59},"Асинхронне програмування у Node.js","i-lucide-clock","\u002Fweb-development\u002Fasync-programming-nodejs","18.web-development\u002F06.async-programming-nodejs",[4269,4273,4277,4281,4285,4289,4293,4297,4301,4305,4309],{"title":4270,"path":4271,"stem":4272},"Синхронний vs асинхронний код","\u002Fweb-development\u002Fasync-programming-nodejs\u002Fsync-vs-async","18.web-development\u002F06.async-programming-nodejs\u002F01.sync-vs-async",{"title":4274,"path":4275,"stem":4276},"Callbacks — перша парадигма асинхронності","\u002Fweb-development\u002Fasync-programming-nodejs\u002Fcallbacks","18.web-development\u002F06.async-programming-nodejs\u002F02.callbacks",{"title":4278,"path":4279,"stem":4280},"Promises — стандарт асинхронності","\u002Fweb-development\u002Fasync-programming-nodejs\u002Fpromises","18.web-development\u002F06.async-programming-nodejs\u002F03.promises",{"title":4282,"path":4283,"stem":4284},"Promise комбінатори","\u002Fweb-development\u002Fasync-programming-nodejs\u002Fpromise-combinators","18.web-development\u002F06.async-programming-nodejs\u002F04.promise-combinators",{"title":4286,"path":4287,"stem":4288},"Async\u002FAwait — синтаксичний цукор над Promises","\u002Fweb-development\u002Fasync-programming-nodejs\u002Fasync-await","18.web-development\u002F06.async-programming-nodejs\u002F05.async-await",{"title":4290,"path":4291,"stem":4292},"Паралельне vs послідовне виконання","\u002Fweb-development\u002Fasync-programming-nodejs\u002Fparallel-vs-sequential","18.web-development\u002F06.async-programming-nodejs\u002F06.parallel-vs-sequential",{"title":4294,"path":4295,"stem":4296},"EventEmitter — подієва модель Node.js","\u002Fweb-development\u002Fasync-programming-nodejs\u002Fevent-emitter","18.web-development\u002F06.async-programming-nodejs\u002F07.event-emitter",{"title":4298,"path":4299,"stem":4300},"Worker Threads — багатопотоковість у Node.js","\u002Fweb-development\u002Fasync-programming-nodejs\u002Fworker-threads","18.web-development\u002F06.async-programming-nodejs\u002F08.worker-threads",{"title":4302,"path":4303,"stem":4304},"Child Processes — запуск зовнішніх процесів","\u002Fweb-development\u002Fasync-programming-nodejs\u002Fchild-processes","18.web-development\u002F06.async-programming-nodejs\u002F09.child-processes",{"title":4306,"path":4307,"stem":4308},"Обробка помилок у асинхронному коді","\u002Fweb-development\u002Fasync-programming-nodejs\u002Ferror-handling","18.web-development\u002F06.async-programming-nodejs\u002F10.error-handling",{"title":4310,"path":4311,"stem":4312},"Порівняння Node.js фреймворків","\u002Fweb-development\u002Fasync-programming-nodejs\u002Fnodejs-frameworks","18.web-development\u002F06.async-programming-nodejs\u002F11.nodejs-frameworks",{"title":4314,"icon":4315,"path":4316,"stem":4317,"children":4318,"page":59},"Тема 7. Фреймворк NestJS. Контролери та маршрутизація","i-lucide-route","\u002Fweb-development\u002Fnestjs-controllers-routing","18.web-development\u002F07.nestjs-controllers-routing",[4319,4323,4327,4331,4335,4339,4343,4347,4351,4355,4359,4363,4367,4371,4375,4379,4383,4387,4391,4395,4399,4403],{"title":4320,"path":4321,"stem":4322},"Філософія та архітектура NestJS","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fnestjs-philosophy","18.web-development\u002F07.nestjs-controllers-routing\u002F01.nestjs-philosophy",{"title":4324,"path":4325,"stem":4326},"Три стовпи архітектури: модулі, контролери, провайдери","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fthree-pillars","18.web-development\u002F07.nestjs-controllers-routing\u002F02.three-pillars",{"title":4328,"path":4329,"stem":4330},"Інверсія керування (IoC) та ін","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fioc-and-di","18.web-development\u002F07.nestjs-controllers-routing\u002F03.ioc-and-di",{"title":4332,"path":4333,"stem":4334},"Встановлення NestJS CLI та створення проєкту","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fnestjs-cli-setup","18.web-development\u002F07.nestjs-controllers-routing\u002F04.nestjs-cli-setup",{"title":4336,"path":4337,"stem":4338},"Структура проєкту NestJS та конвенції","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fproject-structure","18.web-development\u002F07.nestjs-controllers-routing\u002F05.project-structure",{"title":4340,"path":4341,"stem":4342},"Контролери: основи маршрутизації","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fcontrollers-basics","18.web-development\u002F07.nestjs-controllers-routing\u002F06.controllers-basics",{"title":4344,"path":4345,"stem":4346},"Декоратори маршрутизації HTTP-методів","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Froute-decorators","18.web-development\u002F07.nestjs-controllers-routing\u002F07.route-decorators",{"title":4348,"path":4349,"stem":4350},"Параметри маршруту та декоратор @Param","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Froute-parameters","18.web-development\u002F07.nestjs-controllers-routing\u002F08.route-parameters",{"title":4352,"path":4353,"stem":4354},"Query-параметри та декоратор @Query","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fquery-parameters","18.web-development\u002F07.nestjs-controllers-routing\u002F09.query-parameters",{"title":4356,"path":4357,"stem":4358},"Тіло запиту та декоратор @Body","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Frequest-body","18.web-development\u002F07.nestjs-controllers-routing\u002F10.request-body",{"title":4360,"path":4361,"stem":4362},"Робота з заголовками запиту та відповіді","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fheaders-decorators","18.web-development\u002F07.nestjs-controllers-routing\u002F11.headers-decorators",{"title":4364,"path":4365,"stem":4366},"Data Transfer Objects (DTO): визначення та призначення","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fdto-introduction","18.web-development\u002F07.nestjs-controllers-routing\u002F12.dto-introduction",{"title":4368,"path":4369,"stem":4370},"Об'єкти Request та Response","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Frequest-response-objects","18.web-development\u002F07.nestjs-controllers-routing\u002F13.request-response-objects",{"title":4372,"path":4373,"stem":4374},"HTTP-статус коди та декоратор @HttpCode","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fhttp-status-codes","18.web-development\u002F07.nestjs-controllers-routing\u002F14.http-status-codes",{"title":4376,"path":4377,"stem":4378},"Перенаправлення (Redirects) та декоратор @Redirect","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fredirects","18.web-development\u002F07.nestjs-controllers-routing\u002F15.redirects",{"title":4380,"path":4381,"stem":4382},"Асинхронні обробники та Observables","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fasync-handlers","18.web-development\u002F07.nestjs-controllers-routing\u002F16.async-handlers",{"title":4384,"path":4385,"stem":4386},"Маршрутизація за піддоменами та версіонування API","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fsub-domain-routing","18.web-development\u002F07.nestjs-controllers-routing\u002F17.sub-domain-routing",{"title":4388,"path":4389,"stem":4390},"Області видимості контролерів (Scopes)","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fcontroller-scopes","18.web-development\u002F07.nestjs-controllers-routing\u002F18.controller-scopes",{"title":4392,"path":4393,"stem":4394},"Основні команди NestJS CLI","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fnestjs-cli-commands","18.web-development\u002F07.nestjs-controllers-routing\u002F19.nestjs-cli-commands",{"title":4396,"path":4397,"stem":4398},"Практичний приклад: створення CRUD-контролера","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fcrud-example","18.web-development\u002F07.nestjs-controllers-routing\u002F20.crud-example",{"title":4400,"path":4401,"stem":4402},"Тестування контролерів","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Ftesting-controllers","18.web-development\u002F07.nestjs-controllers-routing\u002F21.testing-controllers",{"title":4404,"path":4405,"stem":4406},"Best Practices для контролерів та маршрутизації","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fbest-practices","18.web-development\u002F07.nestjs-controllers-routing\u002F22.best-practices",{"title":4408,"icon":4409,"path":4410,"stem":4411,"children":4412,"page":59},"Тема 8. Провайдери, сервіси та модульна система NestJS","i-lucide-package","\u002Fweb-development\u002Fnestjs-providers-modules","18.web-development\u002F08.nestjs-providers-modules",[4413,4417,4421,4425,4429,4433,4437,4441,4445,4449,4453,4457,4461,4465,4469],{"title":4414,"path":4415,"stem":4416},"Концепція провайдерів у NestJS","\u002Fweb-development\u002Fnestjs-providers-modules\u002Fproviders-concept","18.web-development\u002F08.nestjs-providers-modules\u002F01.providers-concept",{"title":4418,"path":4419,"stem":4420},"Сервіси: інкапсуляція бізнес-логіки","\u002Fweb-development\u002Fnestjs-providers-modules\u002Fservices-business-logic","18.web-development\u002F08.nestjs-providers-modules\u002F02.services-business-logic",{"title":4422,"path":4423,"stem":4424},"Практика ін","\u002Fweb-development\u002Fnestjs-providers-modules\u002Fdependency-injection-practice","18.web-development\u002F08.nestjs-providers-modules\u002F03.dependency-injection-practice",{"title":4426,"path":4427,"stem":4428},"Custom Providers: useValue, useClass, useFactory, useExisting","\u002Fweb-development\u002Fnestjs-providers-modules\u002Fcustom-providers","18.web-development\u002F08.nestjs-providers-modules\u002F04.custom-providers",{"title":4430,"path":4431,"stem":4432},"Injection Tokens: рядкові та символьні токени","\u002Fweb-development\u002Fnestjs-providers-modules\u002Finjection-tokens","18.web-development\u002F08.nestjs-providers-modules\u002F05.injection-tokens",{"title":4434,"path":4435,"stem":4436},"Опціональні провайдери та декоратор @Optional","\u002Fweb-development\u002Fnestjs-providers-modules\u002Foptional-providers","18.web-development\u002F08.nestjs-providers-modules\u002F07.optional-providers",{"title":4438,"path":4439,"stem":4440},"Структура модулів: imports, controllers, providers, exports","\u002Fweb-development\u002Fnestjs-providers-modules\u002Fmodules-structure","18.web-development\u002F08.nestjs-providers-modules\u002F08.modules-structure",{"title":4442,"path":4443,"stem":4444},"Feature Modules: ізоляція функціональності","\u002Fweb-development\u002Fnestjs-providers-modules\u002Ffeature-modules","18.web-development\u002F08.nestjs-providers-modules\u002F09.feature-modules",{"title":4446,"path":4447,"stem":4448},"Shared Modules: перевикористання провайдерів","\u002Fweb-development\u002Fnestjs-providers-modules\u002Fshared-modules","18.web-development\u002F08.nestjs-providers-modules\u002F10.shared-modules",{"title":4450,"path":4451,"stem":4452},"Global Modules та декоратор @Global","\u002Fweb-development\u002Fnestjs-providers-modules\u002Fglobal-modules","18.web-development\u002F08.nestjs-providers-modules\u002F11.global-modules",{"title":4454,"path":4455,"stem":4456},"Dynamic Modules: конфігурація під час виконання","\u002Fweb-development\u002Fnestjs-providers-modules\u002Fdynamic-modules","18.web-development\u002F08.nestjs-providers-modules\u002F12.dynamic-modules",{"title":4458,"path":4459,"stem":4460},"Циклічні залежності та forwardRef","\u002Fweb-development\u002Fnestjs-providers-modules\u002Fcircular-dependencies","18.web-development\u002F08.nestjs-providers-modules\u002F13.circular-dependencies",{"title":4462,"path":4463,"stem":4464},"Lifecycle Hooks: хуки життєвого циклу","\u002Fweb-development\u002Fnestjs-providers-modules\u002Flifecycle-hooks","18.web-development\u002F08.nestjs-providers-modules\u002F14.lifecycle-hooks",{"title":4466,"path":4467,"stem":4468},"ModuleRef: динамічний доступ до провайдерів","\u002Fweb-development\u002Fnestjs-providers-modules\u002Fmodule-reference","18.web-development\u002F08.nestjs-providers-modules\u002F15.module-reference",{"title":4470,"path":4471,"stem":4472},"Тестування сервісів та провайдерів","\u002Fweb-development\u002Fnestjs-providers-modules\u002Ftesting-services","18.web-development\u002F08.nestjs-providers-modules\u002F16.testing-services",{"title":4474,"icon":4475,"path":4476,"stem":4477,"children":4478,"page":59},"Тема 9. Валідація даних та конвеєр обробки запитів у NestJS","i-lucide-filter","\u002Fweb-development\u002Fnestjs-validation-pipeline","18.web-development\u002F09.nestjs-validation-pipeline",[4479,4483,4487,4491,4495,4499,4503,4507,4511,4515,4519,4523,4527,4531,4535,4539,4543,4547,4551],{"title":4480,"path":4481,"stem":4482},"Request Pipeline: конвеєр обробки запитів","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Frequest-pipeline","18.web-development\u002F09.nestjs-validation-pipeline\u002F01.request-pipeline",{"title":4484,"path":4485,"stem":4486},"Pipes: концепція трансформації та валідації","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fpipes-concept","18.web-development\u002F09.nestjs-validation-pipeline\u002F02.pipes-concept",{"title":4488,"path":4489,"stem":4490},"Вбудовані pipes: ParseIntPipe, ParseBoolPipe, ParseUUIDPipe","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fbuilt-in-pipes","18.web-development\u002F09.nestjs-validation-pipeline\u002F03.built-in-pipes",{"title":4492,"path":4493,"stem":4494},"ValidationPipe: автоматична валідація DTO","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fvalidation-pipe","18.web-development\u002F09.nestjs-validation-pipeline\u002F04.validation-pipe",{"title":4496,"path":4497,"stem":4498},"Декоратори class-validator для DTO","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fclass-validator-decorators","18.web-development\u002F09.nestjs-validation-pipeline\u002F05.class-validator-decorators",{"title":4500,"path":4501,"stem":4502},"Створення кастомних валідаторів","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fcustom-validators","18.web-development\u002F09.nestjs-validation-pipeline\u002F06.custom-validators",{"title":4504,"path":4505,"stem":4506},"Створення власних Pipes","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fcustom-pipes","18.web-development\u002F09.nestjs-validation-pipeline\u002F07.custom-pipes",{"title":4508,"path":4509,"stem":4510},"Основи Middleware","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fmiddleware-basics","18.web-development\u002F09.nestjs-validation-pipeline\u002F08.middleware-basics",{"title":4512,"path":4513,"stem":4514},"Практичні приклади Middleware","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fmiddleware-examples","18.web-development\u002F09.nestjs-validation-pipeline\u002F09.middleware-examples",{"title":4516,"path":4517,"stem":4518},"Guards: захисні перехоплювачі доступу","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fguards-concept","18.web-development\u002F09.nestjs-validation-pipeline\u002F10.guards-concept",{"title":4520,"path":4521,"stem":4522},"Створення кастомних Guards","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fcustom-guards","18.web-development\u002F09.nestjs-validation-pipeline\u002F11.custom-guards",{"title":4524,"path":4525,"stem":4526},"Interceptors: перехоплення та трансформація відповідей","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Finterceptors-concept","18.web-development\u002F09.nestjs-validation-pipeline\u002F12.interceptors-concept",{"title":4528,"path":4529,"stem":4530},"Практичні приклади Interceptors","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Finterceptor-examples","18.web-development\u002F09.nestjs-validation-pipeline\u002F13.interceptor-examples",{"title":4532,"path":4533,"stem":4534},"Exception Filters: обробка виключень","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fexception-filters","18.web-development\u002F09.nestjs-validation-pipeline\u002F14.exception-filters",{"title":4536,"path":4537,"stem":4538},"Custom Exception Filters: спеціалізовані фільтри","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fcustom-exception-filters","18.web-development\u002F09.nestjs-validation-pipeline\u002F15.custom-exception-filters",{"title":4540,"path":4541,"stem":4542},"Execution Context: контекст виконання","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fexecution-context","18.web-development\u002F09.nestjs-validation-pipeline\u002F16.execution-context",{"title":4544,"path":4545,"stem":4546},"Custom Decorators: власні декоратори","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fcustom-decorators","18.web-development\u002F09.nestjs-validation-pipeline\u002F17.custom-decorators",{"title":4548,"path":4549,"stem":4550},"Global Components: глобальні компоненти","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fglobal-components","18.web-development\u002F09.nestjs-validation-pipeline\u002F18.global-components",{"title":4552,"path":4553,"stem":4554},"Pipeline Best Practices: найкращі практики","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fpipeline-best-practices","18.web-development\u002F09.nestjs-validation-pipeline\u002F19.pipeline-best-practices",{"title":4556,"icon":2865,"path":4557,"stem":4558,"children":4559,"page":59},"Інтеграція реляційних баз даних засобами TypeORM","\u002Fweb-development\u002Ftypeorm-integration","18.web-development\u002F10.typeorm-integration",[4560,4564,4568,4572,4576,4580,4584],{"title":4561,"path":4562,"stem":4563},"Робота з базами даних у Node.js через нативні драйвери","\u002Fweb-development\u002Ftypeorm-integration\u002F01-nodejs-database-drivers","18.web-development\u002F10.typeorm-integration\u002F01-nodejs-database-drivers",{"title":4565,"path":4566,"stem":4567},"ORM та знайомство з TypeORM","\u002Fweb-development\u002Ftypeorm-integration\u002F02-orm-and-typeorm-intro","18.web-development\u002F10.typeorm-integration\u002F02-orm-and-typeorm-intro",{"title":4569,"path":4570,"stem":4571},"Налаштування TypeORM у NestJS проєкті","\u002Fweb-development\u002Ftypeorm-integration\u002F03-typeorm-setup-nestjs","18.web-development\u002F10.typeorm-integration\u002F03-typeorm-setup-nestjs",{"title":4573,"path":4574,"stem":4575},"Entity класи та декоратори TypeORM","\u002Fweb-development\u002Ftypeorm-integration\u002F04-entities-and-decorators","18.web-development\u002F10.typeorm-integration\u002F04-entities-and-decorators",{"title":4577,"path":4578,"stem":4579},"Repository Pattern та CRUD операції","\u002Fweb-development\u002Ftypeorm-integration\u002F05-repository-pattern-crud","18.web-development\u002F10.typeorm-integration\u002F05-repository-pattern-crud",{"title":4581,"path":4582,"stem":4583},"Пагінація та фільтрація даних","\u002Fweb-development\u002Ftypeorm-integration\u002F06-pagination-filtering","18.web-development\u002F10.typeorm-integration\u002F06-pagination-filtering",{"title":4585,"path":4586,"stem":4587},"QueryBuilder для складних запитів","\u002Fweb-development\u002Ftypeorm-integration\u002F07-query-builder","18.web-development\u002F10.typeorm-integration\u002F07-query-builder",{"title":4589,"icon":4590,"path":4591,"stem":4592,"children":4593,"page":59},"Зв'язки між сутностями, міграції та оптимізація запитів","i-lucide-git-branch","\u002Fweb-development\u002Fentity-relations-migrations","18.web-development\u002F11.entity-relations-migrations",[4594,4598,4602,4606,4610],{"title":4595,"path":4596,"stem":4597},"Зв'язки One-to-Many та Many-to-One","\u002Fweb-development\u002Fentity-relations-migrations\u002F01-one-to-many-many-to-one","18.web-development\u002F11.entity-relations-migrations\u002F01-one-to-many-many-to-one",{"title":4599,"path":4600,"stem":4601},"Зв'язки One-to-One та Many-to-Many","\u002Fweb-development\u002Fentity-relations-migrations\u002F02-one-to-one-many-to-many","18.web-development\u002F11.entity-relations-migrations\u002F02-one-to-one-many-to-many",{"title":4603,"path":4604,"stem":4605},"Керування міграціями бази даних","\u002Fweb-development\u002Fentity-relations-migrations\u002F03-migrations-management","18.web-development\u002F11.entity-relations-migrations\u002F03-migrations-management",{"title":4607,"path":4608,"stem":4609},"Транзакції у TypeORM","\u002Fweb-development\u002Fentity-relations-migrations\u002F04-transactions","18.web-development\u002F11.entity-relations-migrations\u002F04-transactions",{"title":4611,"path":4612,"stem":4613,"children":4614},"Індекси та оптимізація запитів","\u002Fweb-development\u002Fentity-relations-migrations\u002F05-indexes-optimization","18.web-development\u002F11.entity-relations-migrations\u002F05-indexes-optimization",[4615],{"title":4611,"path":4612,"stem":4613},{"title":4617,"icon":4618,"path":4619,"stem":4620,"children":4621,"page":59},"Механізми автентифікації у вебзастосунках","i-lucide-key","\u002Fweb-development\u002Fauthentication","18.web-development\u002F12.authentication",[4622,4626,4630,4634,4638,4642,4646,4650,4654],{"title":4623,"path":4624,"stem":4625},"Автентифікація vs Авторизація","\u002Fweb-development\u002Fauthentication\u002F01-authentication-vs-authorization","18.web-development\u002F12.authentication\u002F01-authentication-vs-authorization",{"title":4627,"path":4628,"stem":4629},"Стратегії автентифікації","\u002Fweb-development\u002Fauthentication\u002F02-authentication-strategies","18.web-development\u002F12.authentication\u002F02-authentication-strategies",{"title":4631,"path":4632,"stem":4633},"Автентифікація на основі сесій","\u002Fweb-development\u002Fauthentication\u002F03-session-based-authentication","18.web-development\u002F12.authentication\u002F03-session-based-authentication",{"title":4635,"path":4636,"stem":4637},"Структура JSON Web Token (JWT)","\u002Fweb-development\u002Fauthentication\u002F04-jwt-structure","18.web-development\u002F12.authentication\u002F04-jwt-structure",{"title":4639,"path":4640,"stem":4641},"Інтеграція JWT у NestJS","\u002Fweb-development\u002Fauthentication\u002F05-nestjs-jwt-integration","18.web-development\u002F12.authentication\u002F05-nestjs-jwt-integration",{"title":4643,"path":4644,"stem":4645},"Passport.js стратегії у NestJS","\u002Fweb-development\u002Fauthentication\u002F06-passport-strategies","18.web-development\u002F12.authentication\u002F06-passport-strategies",{"title":4647,"path":4648,"stem":4649},"Безпечне зберігання паролів: хешування та криптографічний захист","\u002Fweb-development\u002Fauthentication\u002F07-password-hashing","18.web-development\u002F12.authentication\u002F07-password-hashing",{"title":4651,"path":4652,"stem":4653},"Refresh Token та безпечне оновлення доступу","\u002Fweb-development\u002Fauthentication\u002F08-refresh-tokens","18.web-development\u002F12.authentication\u002F08-refresh-tokens",{"title":4655,"path":4656,"stem":4657},"OAuth 2.0 та OpenID Connect: делегована автентифікація","\u002Fweb-development\u002Fauthentication\u002F09-oauth2-openid","18.web-development\u002F12.authentication\u002F09-oauth2-openid",{"title":4659,"icon":4660,"path":4661,"stem":4662,"children":4663,"page":59},"Авторизація та безпека серверних застосунків","i-lucide-shield","\u002Fweb-development\u002Fauthorization-security","18.web-development\u002F13.authorization-security",[4664,4668,4672,4676,4680,4684,4688,4692,4696,4700],{"title":4665,"path":4666,"stem":4667},"Моделі авторизації","\u002Fweb-development\u002Fauthorization-security\u002F01-authorization-models","18.web-development\u002F13.authorization-security\u002F01-authorization-models",{"title":4669,"path":4670,"stem":4671},"Реалізація RBAC у NestJS","\u002Fweb-development\u002Fauthorization-security\u002F02-rbac-implementation","18.web-development\u002F13.authorization-security\u002F02-rbac-implementation",{"title":4673,"path":4674,"stem":4675},"Permission-Based Access Control","\u002Fweb-development\u002Fauthorization-security\u002F03-permission-based-access","18.web-development\u002F13.authorization-security\u002F03-permission-based-access",{"title":4677,"path":4678,"stem":4679},"ABAC та бібліотека CASL","\u002Fweb-development\u002Fauthorization-security\u002F04-abac-casl","18.web-development\u002F13.authorization-security\u002F04-abac-casl",{"title":4681,"path":4682,"stem":4683},"Кастомні декоратори та метадані","\u002Fweb-development\u002Fauthorization-security\u002F05-custom-decorators-metadata","18.web-development\u002F13.authorization-security\u002F05-custom-decorators-metadata",{"title":4685,"path":4686,"stem":4687},"Конфігурація CORS","\u002Fweb-development\u002Fauthorization-security\u002F06-cors-configuration","18.web-development\u002F13.authorization-security\u002F06-cors-configuration",{"title":4689,"path":4690,"stem":4691},"Захист через HTTP Security Headers (Helmet)","\u002Fweb-development\u002Fauthorization-security\u002F07-helmet-security-headers","18.web-development\u002F13.authorization-security\u002F07-helmet-security-headers",{"title":4693,"path":4694,"stem":4695},"Rate Limiting та Throttling","\u002Fweb-development\u002Fauthorization-security\u002F08-rate-limiting-throttling","18.web-development\u002F13.authorization-security\u002F08-rate-limiting-throttling",{"title":4697,"path":4698,"stem":4699},"Захист від поширених атак","\u002Fweb-development\u002Fauthorization-security\u002F09-common-attacks-protection","18.web-development\u002F13.authorization-security\u002F09-common-attacks-protection",{"title":4701,"path":4702,"stem":4703},"HTTPS у продакшені","\u002Fweb-development\u002Fauthorization-security\u002F10-https-production","18.web-development\u002F13.authorization-security\u002F10-https-production",{"title":4705,"icon":871,"path":4706,"stem":4707,"children":4708,"page":59},"Комунікація у реальному часі, нотифікації та фонові задачі","\u002Fweb-development\u002Frealtime-notifications-jobs","18.web-development\u002F14.realtime-notifications-jobs",[4709,4713,4717,4721,4725,4729,4732,4735,4739,4743],{"title":4710,"path":4711,"stem":4712},"Методи комунікації у реальному часі","\u002Fweb-development\u002Frealtime-notifications-jobs\u002F01-realtime-communication-methods","18.web-development\u002F14.realtime-notifications-jobs\u002F01-realtime-communication-methods",{"title":4714,"path":4715,"stem":4716},"WebSocket Gateway у NestJS","\u002Fweb-development\u002Frealtime-notifications-jobs\u002F02-websocket-gateway","18.web-development\u002F14.realtime-notifications-jobs\u002F02-websocket-gateway",{"title":4718,"path":4719,"stem":4720},"Lifecycle та Rooms у WebSocket","\u002Fweb-development\u002Frealtime-notifications-jobs\u002F03-websocket-lifecycle-rooms","18.web-development\u002F14.realtime-notifications-jobs\u002F03-websocket-lifecycle-rooms",{"title":4722,"path":4723,"stem":4724},"Server-Sent Events (SSE)","\u002Fweb-development\u002Frealtime-notifications-jobs\u002F04-server-sent-events","18.web-development\u002F14.realtime-notifications-jobs\u002F04-server-sent-events",{"title":4726,"path":4727,"stem":4728},"Архітектура системи нотифікацій","\u002Fweb-development\u002Frealtime-notifications-jobs\u002F05-notification-system","18.web-development\u002F14.realtime-notifications-jobs\u002F05-notification-system",{"title":904,"path":4730,"stem":4731},"\u002Fweb-development\u002Frealtime-notifications-jobs\u002F06-email-notifications","18.web-development\u002F14.realtime-notifications-jobs\u002F06-email-notifications",{"title":900,"path":4733,"stem":4734},"\u002Fweb-development\u002Frealtime-notifications-jobs\u002F07-web-push-notifications","18.web-development\u002F14.realtime-notifications-jobs\u002F07-web-push-notifications",{"title":4736,"path":4737,"stem":4738},"Фонові задачі та черги","\u002Fweb-development\u002Frealtime-notifications-jobs\u002F08-background-jobs-queues","18.web-development\u002F14.realtime-notifications-jobs\u002F08-background-jobs-queues",{"title":4740,"path":4741,"stem":4742},"Планувальники та Cron jobs","\u002Fweb-development\u002Frealtime-notifications-jobs\u002F09-schedulers-cron","18.web-development\u002F14.realtime-notifications-jobs\u002F09-schedulers-cron",{"title":4744,"path":4745,"stem":4746},"Практичні сценарії застосування","\u002Fweb-development\u002Frealtime-notifications-jobs\u002F10-practical-scenarios","18.web-development\u002F14.realtime-notifications-jobs\u002F10-practical-scenarios",{"title":4748,"icon":4749,"path":4750,"stem":4751,"children":4752,"page":59},"Тестування, документування та розгортання застосунків","i-lucide-rocket","\u002Fweb-development\u002Ftesting-documentation-deployment","18.web-development\u002F15.testing-documentation-deployment",[4753,4757,4761,4765,4769,4773,4777,4781,4785,4789],{"title":4754,"path":4755,"stem":4756},"Піраміда тестування та стратегія","\u002Fweb-development\u002Ftesting-documentation-deployment\u002F01-testing-pyramid-strategy","18.web-development\u002F15.testing-documentation-deployment\u002F01-testing-pyramid-strategy",{"title":4758,"path":4759,"stem":4760},"Основи Jest у NestJS","\u002Fweb-development\u002Ftesting-documentation-deployment\u002F02-jest-nestjs-basics","18.web-development\u002F15.testing-documentation-deployment\u002F02-jest-nestjs-basics",{"title":4762,"path":4763,"stem":4764},"Unit-тестування сервісів","\u002Fweb-development\u002Ftesting-documentation-deployment\u002F03-unit-testing-services","18.web-development\u002F15.testing-documentation-deployment\u002F03-unit-testing-services",{"title":4766,"path":4767,"stem":4768},"E2E тестування та покриття коду","\u002Fweb-development\u002Ftesting-documentation-deployment\u002F04-e2e-testing-coverage","18.web-development\u002F15.testing-documentation-deployment\u002F04-e2e-testing-coverage",{"title":4770,"path":4771,"stem":4772},"Swagger, OpenAPI, Scalar та Arazzo","\u002Fweb-development\u002Ftesting-documentation-deployment\u002F05-swagger-openapi","18.web-development\u002F15.testing-documentation-deployment\u002F05-swagger-openapi",{"title":4774,"path":4775,"stem":4776},"Керування конфігурацією","\u002Fweb-development\u002Ftesting-documentation-deployment\u002F06-configuration-management","18.web-development\u002F15.testing-documentation-deployment\u002F06-configuration-management",{"title":4778,"path":4779,"stem":4780},"Docker та контейнеризація","\u002Fweb-development\u002Ftesting-documentation-deployment\u002F07-docker-containerization","18.web-development\u002F15.testing-documentation-deployment\u002F07-docker-containerization",{"title":4782,"path":4783,"stem":4784},"CI\u002FCD Pipelines","\u002Fweb-development\u002Ftesting-documentation-deployment\u002F08-cicd-pipelines","18.web-development\u002F15.testing-documentation-deployment\u002F08-cicd-pipelines",{"title":4786,"path":4787,"stem":4788},"Логування та моніторинг","\u002Fweb-development\u002Ftesting-documentation-deployment\u002F09-logging-monitoring","18.web-development\u002F15.testing-documentation-deployment\u002F09-logging-monitoring",{"title":4790,"path":4791,"stem":4792},"Серіалізація та компресія","\u002Fweb-development\u002Ftesting-documentation-deployment\u002F10-serialization-compression","18.web-development\u002F15.testing-documentation-deployment\u002F10-serialization-compression",{"title":4794,"icon":4795,"path":4796,"stem":4797,"children":4798,"page":59},"AI Core: мислення AI","i-lucide-brain","\u002Fai-core","19.ai-core",[4799,4840,4889,4927],{"title":4800,"icon":4749,"path":4801,"stem":4802,"children":4803,"page":59},"Вхід у професію AI Native Developer","\u002Fai-core\u002Fai-native-developer","19.ai-core\u002F01.ai-native-developer",[4804,4808,4812,4816,4820,4824,4828,4832,4836],{"title":4805,"path":4806,"stem":4807},"Вступ до професії розробника цифрових продуктів","\u002Fai-core\u002Fai-native-developer\u002Fdigital-products","19.ai-core\u002F01.ai-native-developer\u002F01.digital-products",{"title":4809,"path":4810,"stem":4811},"Професія розробника програмного забезпечення","\u002Fai-core\u002Fai-native-developer\u002Fsoftware-developer","19.ai-core\u002F01.ai-native-developer\u002F02.software-developer",{"title":4813,"path":4814,"stem":4815},"Професія AI Native Developer","\u002Fai-core\u002Fai-native-developer\u002Fai-native-developer","19.ai-core\u002F01.ai-native-developer\u002F03.ai-native-developer",{"title":4817,"path":4818,"stem":4819},"Вплив AI на розробку програмного забезпечення","\u002Fai-core\u002Fai-native-developer\u002Fai-impact-on-development","19.ai-core\u002F01.ai-native-developer\u002F04.ai-impact-on-development",{"title":4821,"path":4822,"stem":4823},"Життєвий цикл цифрового продукту","\u002Fai-core\u002Fai-native-developer\u002Fproduct-lifecycle","19.ai-core\u002F01.ai-native-developer\u002F05.product-lifecycle",{"title":4825,"path":4826,"stem":4827},"Застосування AI на етапах створення цифрового продукту","\u002Fai-core\u002Fai-native-developer\u002Fai-in-product-creation","19.ai-core\u002F01.ai-native-developer\u002F06.ai-in-product-creation",{"title":4829,"path":4830,"stem":4831},"Розподіл завдань між людиною та AI","\u002Fai-core\u002Fai-native-developer\u002Fhuman-vs-ai-tasks","19.ai-core\u002F01.ai-native-developer\u002F07.human-vs-ai-tasks",{"title":4833,"path":4834,"stem":4835},"Компетенції AI Native Developer","\u002Fai-core\u002Fai-native-developer\u002Fcompetencies","19.ai-core\u002F01.ai-native-developer\u002F08.competencies",{"title":4837,"path":4838,"stem":4839},"Карта професійного розвитку AI Native Developer","\u002Fai-core\u002Fai-native-developer\u002Fcareer-roadmap","19.ai-core\u002F01.ai-native-developer\u002F09.career-roadmap",{"title":4841,"icon":255,"path":4842,"stem":4843,"children":4844,"page":59},"Штучний інтелект і машинне навчання","\u002Fai-core\u002Fai-and-machine-learning","19.ai-core\u002F02.ai-and-machine-learning",[4845,4849,4853,4857,4861,4865,4869,4873,4877,4881,4885],{"title":4846,"path":4847,"stem":4848},"Штучний інтелект","\u002Fai-core\u002Fai-and-machine-learning\u002Fwhat-is-ai","19.ai-core\u002F02.ai-and-machine-learning\u002F01.what-is-ai",{"title":4850,"path":4851,"stem":4852},"Відмінність AI від інших програмних систем","\u002Fai-core\u002Fai-and-machine-learning\u002Fai-vs-automation","19.ai-core\u002F02.ai-and-machine-learning\u002F02.ai-vs-automation",{"title":4854,"path":4855,"stem":4856},"Завдання штучного інтелекту","\u002Fai-core\u002Fai-and-machine-learning\u002Fai-tasks","19.ai-core\u002F02.ai-and-machine-learning\u002F03.ai-tasks",{"title":4858,"path":4859,"stem":4860},"Machine Learning","\u002Fai-core\u002Fai-and-machine-learning\u002Fmachine-learning","19.ai-core\u002F02.ai-and-machine-learning\u002F04.machine-learning",{"title":4862,"path":4863,"stem":4864},"Machine Learning Workflow","\u002Fai-core\u002Fai-and-machine-learning\u002Fml-workflow","19.ai-core\u002F02.ai-and-machine-learning\u002F05.ml-workflow",{"title":4866,"path":4867,"stem":4868},"Типи машинного навчання","\u002Fai-core\u002Fai-and-machine-learning\u002Fml-types","19.ai-core\u002F02.ai-and-machine-learning\u002F06.ml-types",{"title":4870,"path":4871,"stem":4872},"Generative AI","\u002Fai-core\u002Fai-and-machine-learning\u002Fgenerative-ai","19.ai-core\u002F02.ai-and-machine-learning\u002F07.generative-ai",{"title":4874,"path":4875,"stem":4876},"Типи контенту, створюваного AI","\u002Fai-core\u002Fai-and-machine-learning\u002Fai-content-types","19.ai-core\u002F02.ai-and-machine-learning\u002F08.ai-content-types",{"title":4878,"path":4879,"stem":4880},"Великі мовні моделі","\u002Fai-core\u002Fai-and-machine-learning\u002Flarge-language-models","19.ai-core\u002F02.ai-and-machine-learning\u002F09.large-language-models",{"title":4882,"path":4883,"stem":4884},"Можливості та обмеження Generative AI","\u002Fai-core\u002Fai-and-machine-learning\u002Fcapabilities-and-limitations","19.ai-core\u002F02.ai-and-machine-learning\u002F10.capabilities-and-limitations",{"title":4886,"path":4887,"stem":4888},"Сучасні AI-асистенти","\u002Fai-core\u002Fai-and-machine-learning\u002Fmodern-ai-assistants","19.ai-core\u002F02.ai-and-machine-learning\u002F11.modern-ai-assistants",{"title":4890,"icon":4891,"path":4892,"stem":4893,"children":4894,"page":59},"Постановка завдань для AI: принципи створення промптів","i-lucide-message-square-text","\u002Fai-core\u002Fprompt-engineering","19.ai-core\u002F03.prompt-engineering",[4895,4899,4903,4907,4911,4915,4919,4923],{"title":4896,"path":4897,"stem":4898},"Промпт як інструмент","\u002Fai-core\u002Fprompt-engineering\u002Fprompt-as-tool","19.ai-core\u002F03.prompt-engineering\u002F01.prompt-as-tool",{"title":4900,"path":4901,"stem":4902},"Принципи створення промптів","\u002Fai-core\u002Fprompt-engineering\u002Fprompt-principles","19.ai-core\u002F03.prompt-engineering\u002F02.prompt-principles",{"title":4904,"path":4905,"stem":4906},"Структура промпта","\u002Fai-core\u002Fprompt-engineering\u002Fprompt-structure","19.ai-core\u002F03.prompt-engineering\u002F03.prompt-structure",{"title":4908,"path":4909,"stem":4910},"Види промптів за типом задачі","\u002Fai-core\u002Fprompt-engineering\u002Fprompt-types","19.ai-core\u002F03.prompt-engineering\u002F04.prompt-types",{"title":4912,"path":4913,"stem":4914},"Прийоми посилення промпта","\u002Fai-core\u002Fprompt-engineering\u002Fprompt-enhancement","19.ai-core\u002F03.prompt-engineering\u002F05.prompt-enhancement",{"title":4916,"path":4917,"stem":4918},"Розбір і покращення промпта","\u002Fai-core\u002Fprompt-engineering\u002Fprompt-analysis","19.ai-core\u002F03.prompt-engineering\u002F06.prompt-analysis",{"title":4920,"path":4921,"stem":4922},"Типові помилки під час створення промптів","\u002Fai-core\u002Fprompt-engineering\u002Fcommon-mistakes","19.ai-core\u002F03.prompt-engineering\u002F07.common-mistakes",{"title":4924,"path":4925,"stem":4926},"Практикум: особиста бібліотека промптів","\u002Fai-core\u002Fprompt-engineering\u002Fprompt-library","19.ai-core\u002F03.prompt-engineering\u002F08.prompt-library",{"title":4928,"icon":793,"path":4929,"stem":4930,"children":4931,"page":59},"Перевірка результатів, безпека та AI Native Workflow","\u002Fai-core\u002Fverification-security-workflow","19.ai-core\u002F04.verification-security-workflow",[4932,4936,4940,4944,4948,4952,4956,4960,4964],{"title":4933,"path":4934,"stem":4935},"Межі можливостей AI","\u002Fai-core\u002Fverification-security-workflow\u002Fai-limitations","19.ai-core\u002F04.verification-security-workflow\u002F01.ai-limitations",{"title":4937,"path":4938,"stem":4939},"Галюцинації AI","\u002Fai-core\u002Fverification-security-workflow\u002Fai-hallucinations","19.ai-core\u002F04.verification-security-workflow\u002F02.ai-hallucinations",{"title":4941,"path":4942,"stem":4943},"Критичне мислення під час роботи з AI","\u002Fai-core\u002Fverification-security-workflow\u002Fcritical-thinking","19.ai-core\u002F04.verification-security-workflow\u002F03.critical-thinking",{"title":4945,"path":4946,"stem":4947},"Перевірка результатів роботи AI","\u002Fai-core\u002Fverification-security-workflow\u002Fresult-verification","19.ai-core\u002F04.verification-security-workflow\u002F04.result-verification",{"title":4949,"path":4950,"stem":4951},"Захист даних під час роботи з AI","\u002Fai-core\u002Fverification-security-workflow\u002Fdata-protection","19.ai-core\u002F04.verification-security-workflow\u002F05.data-protection",{"title":4953,"path":4954,"stem":4955},"Авторське право та навчальна доброчесність","\u002Fai-core\u002Fverification-security-workflow\u002Fcopyright-integrity","19.ai-core\u002F04.verification-security-workflow\u002F06.copyright-integrity",{"title":4957,"path":4958,"stem":4959},"Відповідальне використання AI","\u002Fai-core\u002Fverification-security-workflow\u002Fresponsible-use","19.ai-core\u002F04.verification-security-workflow\u002F07.responsible-use",{"title":4961,"path":4962,"stem":4963},"AI Native Workflow","\u002Fai-core\u002Fverification-security-workflow\u002Fai-native-workflow","19.ai-core\u002F04.verification-security-workflow\u002F08.ai-native-workflow",{"title":4965,"path":4966,"stem":4967},"Застосування AI Native Workflow під час створення цифрового продукту","\u002Fai-core\u002Fverification-security-workflow\u002Fworkflow-in-practice","19.ai-core\u002F04.verification-security-workflow\u002F09.workflow-in-practice",{"title":4969,"icon":4970,"path":4971,"stem":4972,"children":4973,"page":59},"AI Developer: Vibe Coding Sprint","i-lucide-code-xml","\u002Fai-developer","20.ai-developer",[4974,5000,5022,5043],{"title":4975,"icon":4976,"path":4977,"stem":4978,"children":4979,"page":59},"Проєктування і чорнова версія","i-lucide-pencil-ruler","\u002Fai-developer\u002Fdraft-creation","20.ai-developer\u002F01.draft-creation",[4980,4984,4988,4992,4996],{"title":4981,"path":4982,"stem":4983},"Парадигма Vibe Coding Workflow","\u002Fai-developer\u002Fdraft-creation\u002Fvibe-coding-workflow","20.ai-developer\u002F01.draft-creation\u002F01.vibe-coding-workflow",{"title":4985,"path":4986,"stem":4987},"AI-середовище швидкої розробки","\u002Fai-developer\u002Fdraft-creation\u002Fai-ide-environment","20.ai-developer\u002F01.draft-creation\u002F02.ai-ide-environment",{"title":4989,"path":4990,"stem":4991},"Користувацьке завдання та межі першої версії","\u002Fai-developer\u002Fdraft-creation\u002Fproduct-scope-and-mvp","20.ai-developer\u002F01.draft-creation\u002F03.product-scope-and-mvp",{"title":4993,"path":4994,"stem":4995},"Архітектура інтерфейсу та стани застосунку","\u002Fai-developer\u002Fdraft-creation\u002Fapplication-architecture-and-states","20.ai-developer\u002F01.draft-creation\u002F04.application-architecture-and-states",{"title":4997,"path":4998,"stem":4999},"Генерація та фіксація чорнової версії","\u002Fai-developer\u002Fdraft-creation\u002Fgenerating-draft-version","20.ai-developer\u002F01.draft-creation\u002F05.generating-draft-version",{"title":5001,"icon":5002,"path":5003,"stem":5004,"children":5005,"page":59},"Перша робоча версія","i-lucide-play-circle","\u002Fai-developer\u002Ffirst-working-version","20.ai-developer\u002F02.first-working-version",[5006,5010,5014,5018],{"title":5007,"path":5008,"stem":5009},"Уточнення контексту проєкту для AI","\u002Fai-developer\u002Ffirst-working-version\u002Frefining-project-context","20.ai-developer\u002F02.first-working-version\u002F01.refining-project-context",{"title":5011,"path":5012,"stem":5013},"Стратегія завдань для AI-розробки","\u002Fai-developer\u002Ffirst-working-version\u002Fai-prompting-strategy","20.ai-developer\u002F02.first-working-version\u002F02.ai-prompting-strategy",{"title":5015,"path":5016,"stem":5017},"Доопрацювання до першої робочої версії","\u002Fai-developer\u002Ffirst-working-version\u002Frefining-to-working-version","20.ai-developer\u002F02.first-working-version\u002F03.refining-to-working-version",{"title":5019,"path":5020,"stem":5021},"Перевірка першої робочої версії","\u002Fai-developer\u002Ffirst-working-version\u002Ftesting-first-working-version","20.ai-developer\u002F02.first-working-version\u002F04.testing-first-working-version",{"title":5023,"icon":3072,"path":5024,"stem":5025,"children":5026,"page":59},"Ітерації, дебагінг та відновлення","\u002Fai-developer\u002Fiteration-debugging-recovery","20.ai-developer\u002F03.iteration-debugging-recovery",[5027,5031,5035,5039],{"title":5028,"path":5029,"stem":5030},"Управління точковими змінами продукту","\u002Fai-developer\u002Fiteration-debugging-recovery\u002Fchange-management","20.ai-developer\u002F03.iteration-debugging-recovery\u002F01.change-management",{"title":5032,"path":5033,"stem":5034},"Надійність інтерфейсу та обробка помилок","\u002Fai-developer\u002Fiteration-debugging-recovery\u002Fscenario-reliability-and-errors","20.ai-developer\u002F03.iteration-debugging-recovery\u002F02.scenario-reliability-and-errors",{"title":5036,"path":5037,"stem":5038},"Керування контекстом і збереження версій","\u002Fai-developer\u002Fiteration-debugging-recovery\u002Fproject-context-and-versions","20.ai-developer\u002F03.iteration-debugging-recovery\u002F03.project-context-and-versions",{"title":5040,"path":5041,"stem":5042},"Збої AI-розробки, ліміти та аварійне відновлення","\u002Fai-developer\u002Fiteration-debugging-recovery\u002Fai-breakdowns-and-recovery","20.ai-developer\u002F03.iteration-debugging-recovery\u002F04.ai-breakdowns-and-recovery",{"title":5044,"icon":5045,"path":5046,"stem":5047,"children":5048,"page":59},"Перевірка та завершення продукту","i-lucide-check-check","\u002Fai-developer\u002Fverification-and-completion","20.ai-developer\u002F04.verification-and-completion",[5049,5053,5057],{"title":5050,"path":5051,"stem":5052},"Комплексний аудит та підсумкове тестування","\u002Fai-developer\u002Fverification-and-completion\u002Ffinal-product-testing","20.ai-developer\u002F04.verification-and-completion\u002F01.final-product-testing",{"title":5054,"path":5055,"stem":5056},"Підготовка підсумкової версії коду","\u002Fai-developer\u002Fverification-and-completion\u002Fpreparing-release-version","20.ai-developer\u002F04.verification-and-completion\u002F02.preparing-release-version",{"title":5058,"path":5059,"stem":5060},"Демонстрація, публікація та критерії оцінювання","\u002Fai-developer\u002Fverification-and-completion\u002Fproduct-showcase-and-publishing","20.ai-developer\u002F04.verification-and-completion\u002F03.product-showcase-and-publishing",{"title":5062,"path":5063,"stem":5064,"children":5065,"page":59},"Tailwind","\u002Ftailwind","21.tailwind",[5066,5070,5074,5078,5082,5086,5090,5094,5098,5102,5106,5110],{"title":5067,"path":5068,"stem":5069},"Що таке Tailwind CSS і навіщо він потрібен","\u002Ftailwind\u002Ftailwind-intro-philosophy","21.tailwind\u002F01.tailwind-intro-philosophy",{"title":5071,"path":5072,"stem":5073},"Встановлення та налаштування Tailwind CSS v4","\u002Ftailwind\u002Ftailwind-installation-setup","21.tailwind\u002F02.tailwind-installation-setup",{"title":5075,"path":5076,"stem":5077},"Utility-класи: основи та система Tailwind","\u002Ftailwind\u002Ftailwind-utility-classes-core","21.tailwind\u002F03.tailwind-utility-classes-core",{"title":5079,"path":5080,"stem":5081},"Layout: Flexbox та Grid через Tailwind","\u002Ftailwind\u002Ftailwind-flexbox-grid","21.tailwind\u002F04.tailwind-flexbox-grid",{"title":5083,"path":5084,"stem":5085},"Кастомізація теми через @theme у Tailwind v4","\u002Ftailwind\u002Ftailwind-theme-customization","21.tailwind\u002F05.tailwind-theme-customization",{"title":5087,"path":5088,"stem":5089},"Варіанти: hover, focus, responsive, dark mode та нові v4","\u002Ftailwind\u002Ftailwind-variants-states","21.tailwind\u002F06.tailwind-variants-states",{"title":5091,"path":5092,"stem":5093},"Типографіка та система кольорів у Tailwind v4","\u002Ftailwind\u002Ftailwind-typography-colors","21.tailwind\u002F07.tailwind-typography-colors",{"title":5095,"path":5096,"stem":5097},"Компоненти та повторюваність: @apply, @utility та патерни","\u002Ftailwind\u002Ftailwind-components-patterns","21.tailwind\u002F08.tailwind-components-patterns",{"title":5099,"path":5100,"stem":5101},"Темна тема та система дизайн-токенів у Tailwind v4","\u002Ftailwind\u002Ftailwind-dark-mode-theming","21.tailwind\u002F09.tailwind-dark-mode-theming",{"title":5103,"path":5104,"stem":5105},"Довільні значення та контейнерні запити у Tailwind v4","\u002Ftailwind\u002Ftailwind-arbitrary-container-queries","21.tailwind\u002F10.tailwind-arbitrary-container-queries",{"title":5107,"path":5108,"stem":5109},"Анімації, трансформації та 3D у Tailwind v4","\u002Ftailwind\u002Ftailwind-animations-transforms","21.tailwind\u002F11.tailwind-animations-transforms",{"title":5111,"path":5112,"stem":5113},"Tailwind CLI, PostCSS та інтеграція з фреймворками","\u002Ftailwind\u002Ftailwind-cli-tooling","21.tailwind\u002F12.tailwind-cli-tooling",{"title":5115,"path":5116,"stem":5117,"children":5118,"page":59},"React Typescript","\u002Freact-typescript","22.react-typescript",[5119,5144,5148,5152,5156,5160,5164,5168,5172],{"title":5120,"path":5121,"stem":5122,"children":5123,"page":59},"From Html To Project","\u002Freact-typescript\u002Ffrom-html-to-project","22.react-typescript\u002F01.from-html-to-project",[5124,5128,5132,5136,5140],{"title":5125,"path":5126,"stem":5127},"Від одного HTML-файлу до повноцінного проєкту","\u002Freact-typescript\u002Ffrom-html-to-project\u002Fevolution","22.react-typescript\u002F01.from-html-to-project\u002F01.evolution",{"title":5129,"path":5130,"stem":5131},"Що таке React","\u002Freact-typescript\u002Ffrom-html-to-project\u002Fwhat-is-react","22.react-typescript\u002F01.from-html-to-project\u002F02.what-is-react",{"title":5133,"path":5134,"stem":5135},"JSX та TSX — синтаксичний цукор, а не магія","\u002Freact-typescript\u002Ffrom-html-to-project\u002Fjsx-tsx-syntax","22.react-typescript\u002F01.from-html-to-project\u002F03.jsx-tsx-syntax",{"title":5137,"path":5138,"stem":5139},"Компоненти — будівельні блоки інтерфейсу","\u002Freact-typescript\u002Ffrom-html-to-project\u002Fcomponents","22.react-typescript\u002F01.from-html-to-project\u002F04.components",{"title":5141,"path":5142,"stem":5143},"JSX — розмітка всередині TypeScript","\u002Freact-typescript\u002Ffrom-html-to-project\u002Fjsx-expressions","22.react-typescript\u002F01.from-html-to-project\u002F05.jsx-expressions",{"title":5145,"path":5146,"stem":5147},"Хук useReducer: структуроване управління складним станом","\u002Freact-typescript\u002Fuse-reducer","22.react-typescript\u002F23.use-reducer",{"title":5149,"path":5150,"stem":5151},"Context API: передавання даних без «пропс-дрілінгу»","\u002Freact-typescript\u002Fcontext-api","22.react-typescript\u002F24.context-api",{"title":5153,"path":5154,"stem":5155},"Синхронізація з ефектами: хук useEffect та функції очищення","\u002Freact-typescript\u002Fuse-effect","22.react-typescript\u002F27.use-effect",{"title":5157,"path":5158,"stem":5159},"Можливо, вам не потрібен ефект: антипатерни та альтернативи","\u002Freact-typescript\u002Fyou-might-not-need-effect","22.react-typescript\u002F28.you-might-not-need-effect",{"title":5161,"path":5162,"stem":5163},"Життєвий цикл реактивних ефектів: мислення процесами синхронізації","\u002Freact-typescript\u002Flifecycle-of-reactive-effects","22.react-typescript\u002F29.lifecycle-of-reactive-effects",{"title":5165,"path":5166,"stem":5167},"Розділення подій та ефектів: реактивна проти нереактивної логіки","\u002Freact-typescript\u002Fseparating-events-from-effects","22.react-typescript\u002F30.separating-events-from-effects",{"title":5169,"path":5170,"stem":5171},"Видалення зайвих залежностей ефектів та оптимізація синхронізації","\u002Freact-typescript\u002Fremoving-effect-dependencies","22.react-typescript\u002F31.removing-effect-dependencies",{"title":5173,"path":5174,"stem":5175},"Кастомні хуки: повторне використання та композиція реактивної логіки","\u002Freact-typescript\u002Fcustom-hooks","22.react-typescript\u002F32.custom-hooks",{"title":5177,"path":5178,"stem":5179},"Тестування компонентів діаграм та пісочниць","\u002Ftest-components","98.test-components",{"id":5181,"title":3761,"body":5182,"description":17535,"extension":17536,"links":17537,"meta":17538,"navigation":5338,"path":3762,"seo":17539,"stem":3763,"__hash__":17540},"docs\u002F16.ai-python\u002F05.data-visualization\u002F02.distributions.md",{"type":5183,"value":5184,"toc":17511},"minimark",[5185,5189,5249,5252,5257,5265,5293,5298,5305,5402,5409,5413,5416,5505,5508,5512,5519,5717,6424,6435,6437,6441,6444,6468,6475,7038,7074,7076,7080,7084,7093,7102,7107,7135,7555,7559,8117,8121,8131,8434,8439,8530,9525,9527,9531,9537,9543,9556,9913,10028,10030,10034,10040,10077,11122,11177,11179,11183,11190,11216,11236,12473,12502,12506,12512,12933,12950,12954,13032,14310,14314,14321,14954,15097,15099,15103,15106,15492,15494,15498,15504,15525,15535,15737,15745,15805,16560,16562,16566,16573,16583,17148,17236,17238,17242,17336,17338,17342,17431,17488,17490,17507],[5186,5187,3761],"h1",{"id":5188},"візуалізація-розподілів-гістограми-та-box-plots",[5190,5191,5192,5213],"card-group",{},[5193,5194,5197],"card",{"icon":5195,"title":5196},"i-lucide-target","🎯 Мета підтеми",[5198,5199,5200,5204,5207,5210],"ul",{},[5201,5202,5203],"li",{},"Навчитися будувати гістограми для візуалізації розподілів",[5201,5205,5206],{},"Зрозуміти правило вибору кількості bins (стовпців)",[5201,5208,5209],{},"Опанувати box plots для виявлення викидів та порівняння груп",[5201,5211,5212],{},"Навчитися інтерпретувати форму розподілу (нормальний, асиметричний, бімодальний)",[5193,5214,5216],{"icon":4618,"title":5215},"🔑 Ключові терміни",[5198,5217,5218,5225,5231,5237,5243],{},[5201,5219,5220,5224],{},[5221,5222,5223],"strong",{},"Гістограма (histogram)"," — графік розподілу неперервної змінної",[5201,5226,5227,5230],{},[5221,5228,5229],{},"Bins"," — інтервали (стовпці), на які розбивається діапазон даних",[5201,5232,5233,5236],{},[5221,5234,5235],{},"Box plot"," — діаграма «ящик з вусами» для візуалізації квартилів та викидів",[5201,5238,5239,5242],{},[5221,5240,5241],{},"Квартилі"," — значення, що ділять дані на 4 рівні частини (Q1, Q2=медіана, Q3)",[5201,5244,5245,5248],{},[5221,5246,5247],{},"IQR"," — міжквартильний розмах (Q3 - Q1)",[5250,5251],"hr",{},[5253,5254,5256],"h2",{"id":5255},"перша-гістограма-за-10-секунд-hello-world-у-візуалізації-розподілів","Перша гістограма за 10 секунд: «Hello World» у візуалізації розподілів",[5258,5259,5260,5261,5264],"p",{},"Коли інженер працює з великим масивом числових даних, перше завдання — не рахувати складні статистичні формули, а ",[5221,5262,5263],{},"побачити форму даних на власні очі",". Таблиця з тисячі чисел створює інформаційний хаос. Гістограма здатна розкрити структуру всієї вибірки всього за 3 рядки коду.",[5266,5267,5268],"blockquote",{},[5258,5269,5270,5273,5276,5277,5281,5282,5286,5288,5289,5292],{},[5221,5271,5272],{},"Сюжетна лінія (Етап 1: Первинний аудит метрик сервісу):",[5274,5275],"br",{},"\nУявіть, що ви відповідаєте за стабільність бекенду веб-застосунку. Кожен HTTP-запит має свій час обробки (затримку або ",[5278,5279,5280],"em",{},"latency"," у мілісекундах). У логах сервера накопичилися тисячі записів: ",[5283,5284,5285],"code",{},"95, 110, 102, 105, 520, 108...",[5274,5287],{},"\nТімлід запитує: ",[5278,5290,5291],{},"«Чи стабільно працює система? Який типовий час очікування для більшості клієнтів і чи є критичні зависання?»",". Щоб миттєво відповісти на це питання, ми будуємо першу гістограму.",[5294,5295,5297],"h3",{"id":5296},"рівень-0-абсолютний-мінімум-3-рядки-коду","Рівень 0: Абсолютний мінімум (3 рядки коду)",[5258,5299,5300,5301,5304],{},"Щоб побудувати гістограму, достатньо передати сирий список чисел у функцію ",[5283,5302,5303],{},"plt.hist()",":",[5306,5307,5312],"pre",{"className":5308,"code":5309,"language":5310,"meta":5311,"style":5311},"language-python shiki shiki-themes light-plus dark-plus dark-plus","import matplotlib.pyplot as plt\n\nraw_data = [1, 2, 2, 3, 3, 3, 4, 4, 5]\nplt.hist(raw_data)\nplt.show()\n","python","",[5283,5313,5314,5333,5340,5390,5396],{"__ignoreMap":5311},[5315,5316,5319,5323,5327,5330],"span",{"class":5317,"line":5318},"line",1,[5315,5320,5322],{"class":5321},"s8xlr","import",[5315,5324,5326],{"class":5325},"sHH4Y"," matplotlib.pyplot ",[5315,5328,5329],{"class":5321},"as",[5315,5331,5332],{"class":5325}," plt\n",[5315,5334,5336],{"class":5317,"line":5335},2,[5315,5337,5339],{"emptyLinePlaceholder":5338},true,"\n",[5315,5341,5343,5346,5350,5353,5356,5358,5360,5362,5365,5367,5369,5371,5373,5375,5378,5380,5382,5384,5387],{"class":5317,"line":5342},3,[5315,5344,5345],{"class":5325},"raw_data = [",[5315,5347,5349],{"class":5348},"sJj4R","1",[5315,5351,5352],{"class":5325},", ",[5315,5354,5355],{"class":5348},"2",[5315,5357,5352],{"class":5325},[5315,5359,5355],{"class":5348},[5315,5361,5352],{"class":5325},[5315,5363,5364],{"class":5348},"3",[5315,5366,5352],{"class":5325},[5315,5368,5364],{"class":5348},[5315,5370,5352],{"class":5325},[5315,5372,5364],{"class":5348},[5315,5374,5352],{"class":5325},[5315,5376,5377],{"class":5348},"4",[5315,5379,5352],{"class":5325},[5315,5381,5377],{"class":5348},[5315,5383,5352],{"class":5325},[5315,5385,5386],{"class":5348},"5",[5315,5388,5389],{"class":5325},"]\n",[5315,5391,5393],{"class":5317,"line":5392},4,[5315,5394,5395],{"class":5325},"plt.hist(raw_data)\n",[5315,5397,5399],{"class":5317,"line":5398},5,[5315,5400,5401],{"class":5325},"plt.show()\n",[5258,5403,5404,5405,5408],{},"Вам не довелося вручну рахувати, скільки разів зустрічається кожне число. Matplotlib самостійно розбив діапазон на інтервали (",[5278,5406,5407],{},"bins","), підрахував частоту появи значень і накреслив вертикальні стовпці.",[5294,5410,5412],{"id":5411},"рівень-1-реальні-дані-семпл-часу-відповіді-сервера","Рівень 1: Реальні дані (семпл часу відповіді сервера)",[5258,5414,5415],{},"Перейдемо до реальних метрик: згенеруємо 200 вимірів часу відповіді сервера (у мілісекундах) із середнім значенням 120 мс:",[5306,5417,5419],{"className":5308,"code":5418,"language":5310,"meta":5311,"style":5311},"import numpy as np\n\nrng = np.random.default_rng(seed=42)\nlatency = rng.normal(loc=120, scale=25, size=200)\n\nplt.hist(latency)\nplt.show()\n",[5283,5420,5421,5433,5437,5455,5490,5494,5500],{"__ignoreMap":5311},[5315,5422,5423,5425,5428,5430],{"class":5317,"line":5318},[5315,5424,5322],{"class":5321},[5315,5426,5427],{"class":5325}," numpy ",[5315,5429,5329],{"class":5321},[5315,5431,5432],{"class":5325}," np\n",[5315,5434,5435],{"class":5317,"line":5335},[5315,5436,5339],{"emptyLinePlaceholder":5338},[5315,5438,5439,5442,5446,5449,5452],{"class":5317,"line":5342},[5315,5440,5441],{"class":5325},"rng = np.random.default_rng(",[5315,5443,5445],{"class":5444},"siwwj","seed",[5315,5447,5448],{"class":5325},"=",[5315,5450,5451],{"class":5348},"42",[5315,5453,5454],{"class":5325},")\n",[5315,5456,5457,5460,5463,5465,5468,5470,5473,5475,5478,5480,5483,5485,5488],{"class":5317,"line":5392},[5315,5458,5459],{"class":5325},"latency = rng.normal(",[5315,5461,5462],{"class":5444},"loc",[5315,5464,5448],{"class":5325},[5315,5466,5467],{"class":5348},"120",[5315,5469,5352],{"class":5325},[5315,5471,5472],{"class":5444},"scale",[5315,5474,5448],{"class":5325},[5315,5476,5477],{"class":5348},"25",[5315,5479,5352],{"class":5325},[5315,5481,5482],{"class":5444},"size",[5315,5484,5448],{"class":5325},[5315,5486,5487],{"class":5348},"200",[5315,5489,5454],{"class":5325},[5315,5491,5492],{"class":5317,"line":5398},[5315,5493,5339],{"emptyLinePlaceholder":5338},[5315,5495,5497],{"class":5317,"line":5496},6,[5315,5498,5499],{"class":5325},"plt.hist(latency)\n",[5315,5501,5503],{"class":5317,"line":5502},7,[5315,5504,5401],{"class":5325},[5258,5506,5507],{},"Стовпці графіка одразу показують центр скупчення більшості запитів.",[5294,5509,5511],{"id":5510},"рівень-2-додаємо-контекст-інтервали-підписи-та-орієнтири","Рівень 2: Додаємо контекст (інтервали, підписи та орієнтири)",[5258,5513,5514,5515,5518],{},"Щоб перетворити швидкий нарис на зрозумілий інженерний звіт, зафіксуємо кількість інтервалів (",[5283,5516,5517],{},"bins=15","), додамо підписи осей та вертикальні лінії середнього значення й медіани:",[5306,5520,5522],{"className":5308,"code":5521,"language":5310,"meta":5311,"style":5311},"plt.hist(latency, bins=15, color=\"#059669\", edgecolor=\"black\", alpha=0.7)\nplt.axvline(np.mean(latency), color=\"red\", linestyle=\"--\", linewidth=2, label=\"Середнє\")\nplt.axvline(np.median(latency), color=\"gold\", linestyle=\"-\", linewidth=2, label=\"Медіана\")\nplt.title(\"Розподіл затримки сервера (Latency)\")\nplt.xlabel(\"Час відповіді (мс)\")\nplt.ylabel(\"Кількість запитів\")\nplt.legend()\nplt.grid(axis=\"y\", alpha=0.3)\nplt.show()\n",[5283,5523,5524,5569,5612,5652,5662,5672,5682,5687,5712],{"__ignoreMap":5311},[5315,5525,5526,5529,5531,5533,5536,5538,5541,5543,5547,5549,5552,5554,5557,5559,5562,5564,5567],{"class":5317,"line":5318},[5315,5527,5528],{"class":5325},"plt.hist(latency, ",[5315,5530,5407],{"class":5444},[5315,5532,5448],{"class":5325},[5315,5534,5535],{"class":5348},"15",[5315,5537,5352],{"class":5325},[5315,5539,5540],{"class":5444},"color",[5315,5542,5448],{"class":5325},[5315,5544,5546],{"class":5545},"sbdoH","\"#059669\"",[5315,5548,5352],{"class":5325},[5315,5550,5551],{"class":5444},"edgecolor",[5315,5553,5448],{"class":5325},[5315,5555,5556],{"class":5545},"\"black\"",[5315,5558,5352],{"class":5325},[5315,5560,5561],{"class":5444},"alpha",[5315,5563,5448],{"class":5325},[5315,5565,5566],{"class":5348},"0.7",[5315,5568,5454],{"class":5325},[5315,5570,5571,5574,5576,5578,5581,5583,5586,5588,5591,5593,5596,5598,5600,5602,5605,5607,5610],{"class":5317,"line":5335},[5315,5572,5573],{"class":5325},"plt.axvline(np.mean(latency), ",[5315,5575,5540],{"class":5444},[5315,5577,5448],{"class":5325},[5315,5579,5580],{"class":5545},"\"red\"",[5315,5582,5352],{"class":5325},[5315,5584,5585],{"class":5444},"linestyle",[5315,5587,5448],{"class":5325},[5315,5589,5590],{"class":5545},"\"--\"",[5315,5592,5352],{"class":5325},[5315,5594,5595],{"class":5444},"linewidth",[5315,5597,5448],{"class":5325},[5315,5599,5355],{"class":5348},[5315,5601,5352],{"class":5325},[5315,5603,5604],{"class":5444},"label",[5315,5606,5448],{"class":5325},[5315,5608,5609],{"class":5545},"\"Середнє\"",[5315,5611,5454],{"class":5325},[5315,5613,5614,5617,5619,5621,5624,5626,5628,5630,5633,5635,5637,5639,5641,5643,5645,5647,5650],{"class":5317,"line":5342},[5315,5615,5616],{"class":5325},"plt.axvline(np.median(latency), ",[5315,5618,5540],{"class":5444},[5315,5620,5448],{"class":5325},[5315,5622,5623],{"class":5545},"\"gold\"",[5315,5625,5352],{"class":5325},[5315,5627,5585],{"class":5444},[5315,5629,5448],{"class":5325},[5315,5631,5632],{"class":5545},"\"-\"",[5315,5634,5352],{"class":5325},[5315,5636,5595],{"class":5444},[5315,5638,5448],{"class":5325},[5315,5640,5355],{"class":5348},[5315,5642,5352],{"class":5325},[5315,5644,5604],{"class":5444},[5315,5646,5448],{"class":5325},[5315,5648,5649],{"class":5545},"\"Медіана\"",[5315,5651,5454],{"class":5325},[5315,5653,5654,5657,5660],{"class":5317,"line":5392},[5315,5655,5656],{"class":5325},"plt.title(",[5315,5658,5659],{"class":5545},"\"Розподіл затримки сервера (Latency)\"",[5315,5661,5454],{"class":5325},[5315,5663,5664,5667,5670],{"class":5317,"line":5398},[5315,5665,5666],{"class":5325},"plt.xlabel(",[5315,5668,5669],{"class":5545},"\"Час відповіді (мс)\"",[5315,5671,5454],{"class":5325},[5315,5673,5674,5677,5680],{"class":5317,"line":5496},[5315,5675,5676],{"class":5325},"plt.ylabel(",[5315,5678,5679],{"class":5545},"\"Кількість запитів\"",[5315,5681,5454],{"class":5325},[5315,5683,5684],{"class":5317,"line":5502},[5315,5685,5686],{"class":5325},"plt.legend()\n",[5315,5688,5690,5693,5696,5698,5701,5703,5705,5707,5710],{"class":5317,"line":5689},8,[5315,5691,5692],{"class":5325},"plt.grid(",[5315,5694,5695],{"class":5444},"axis",[5315,5697,5448],{"class":5325},[5315,5699,5700],{"class":5545},"\"y\"",[5315,5702,5352],{"class":5325},[5315,5704,5561],{"class":5444},[5315,5706,5448],{"class":5325},[5315,5708,5709],{"class":5348},"0.3",[5315,5711,5454],{"class":5325},[5315,5713,5715],{"class":5317,"line":5714},9,[5315,5716,5401],{"class":5325},[5718,5719,5721],"jupyter-notebook",{"title":5720},"hello_world_distribution.ipynb",[5722,5723,5724,6414],"jupyter-cell",{"execution-count":5349},[5306,5725,5727],{"className":5308,"code":5726,"language":5310,"meta":5311,"style":5311},"import matplotlib.pyplot as plt\nimport numpy as np\n\nfig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(15, 4.5), layout=\"constrained\")\n\n# Крок 1: Рівень 0 - Лише список чисел\nraw_data = [1, 2, 2, 3, 3, 3, 4, 4, 5]\nax1.hist(raw_data, color=\"#2563EB\", edgecolor=\"black\", alpha=0.7)\nax1.set_title(\"Крок 1: plt.hist(raw_data)\\n(9 чисел: Matplotlib сам порахував частоти)\", \n              fontsize=10, fontweight=\"bold\")\nax1.grid(axis=\"y\", alpha=0.25, ls=\"--\")\n\n# Крок 2: Рівень 1 - Реальний семпл часу відповіді сервера (Latency в мс)\nrng = np.random.default_rng(seed=42)\nlatency = rng.normal(loc=120, scale=25, size=200)\nax2.hist(latency, color=\"#DC2626\", edgecolor=\"black\", alpha=0.7)\nax2.set_title(\"Крок 2: plt.hist(latency)\\n(200 вимірів відгуку сервера у мс)\", \n              fontsize=10, fontweight=\"bold\")\nax2.grid(axis=\"y\", alpha=0.25, ls=\"--\")\n\n# Крок 3: Рівень 2 - Додавання контексту та ліній статистики\nax3.hist(latency, bins=15, color=\"#059669\", edgecolor=\"black\", alpha=0.7)\nax3.axvline(np.mean(latency), color=\"red\", ls=\"--\", lw=2, label=f\"Сер: {np.mean(latency):.1f} мс\")\nax3.axvline(np.median(latency), color=\"gold\", ls=\"-\", lw=2, label=f\"Мед: {np.median(latency):.1f} мс\")\nax3.set_title(\"Крок 3: Повний контекст\\n(bins=15 + title + labels + статистика)\", \n              fontsize=10, fontweight=\"bold\", color=\"#065F46\")\nax3.set_xlabel(\"Час відповіді (мс)\", fontsize=10)\nax3.set_ylabel(\"Кількість запитів\", fontsize=10)\nax3.legend(fontsize=9)\nax3.grid(axis=\"y\", alpha=0.35, ls=\"--\")\n\nfig.suptitle(\"Еволюція гістограми від простого підрахунку до аналізу метрик\", fontsize=13, fontweight=\"bold\")\nplt.show()\n",[5283,5728,5729,5739,5749,5753,5792,5796,5802,5842,5872,5890,5913,5945,5950,5956,5969,5998,6029,6045,6064,6094,6099,6105,6143,6199,6249,6265,6293,6312,6330,6345,6376,6381,6409],{"__ignoreMap":5311},[5315,5730,5731,5733,5735,5737],{"class":5317,"line":5318},[5315,5732,5322],{"class":5321},[5315,5734,5326],{"class":5325},[5315,5736,5329],{"class":5321},[5315,5738,5332],{"class":5325},[5315,5740,5741,5743,5745,5747],{"class":5317,"line":5335},[5315,5742,5322],{"class":5321},[5315,5744,5427],{"class":5325},[5315,5746,5329],{"class":5321},[5315,5748,5432],{"class":5325},[5315,5750,5751],{"class":5317,"line":5342},[5315,5752,5339],{"emptyLinePlaceholder":5338},[5315,5754,5755,5758,5760,5762,5764,5766,5769,5772,5774,5776,5779,5782,5785,5787,5790],{"class":5317,"line":5392},[5315,5756,5757],{"class":5325},"fig, (ax1, ax2, ax3) = plt.subplots(",[5315,5759,5349],{"class":5348},[5315,5761,5352],{"class":5325},[5315,5763,5364],{"class":5348},[5315,5765,5352],{"class":5325},[5315,5767,5768],{"class":5444},"figsize",[5315,5770,5771],{"class":5325},"=(",[5315,5773,5535],{"class":5348},[5315,5775,5352],{"class":5325},[5315,5777,5778],{"class":5348},"4.5",[5315,5780,5781],{"class":5325},"), ",[5315,5783,5784],{"class":5444},"layout",[5315,5786,5448],{"class":5325},[5315,5788,5789],{"class":5545},"\"constrained\"",[5315,5791,5454],{"class":5325},[5315,5793,5794],{"class":5317,"line":5398},[5315,5795,5339],{"emptyLinePlaceholder":5338},[5315,5797,5798],{"class":5317,"line":5496},[5315,5799,5801],{"class":5800},"spJ8K","# Крок 1: Рівень 0 - Лише список чисел\n",[5315,5803,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840],{"class":5317,"line":5502},[5315,5805,5345],{"class":5325},[5315,5807,5349],{"class":5348},[5315,5809,5352],{"class":5325},[5315,5811,5355],{"class":5348},[5315,5813,5352],{"class":5325},[5315,5815,5355],{"class":5348},[5315,5817,5352],{"class":5325},[5315,5819,5364],{"class":5348},[5315,5821,5352],{"class":5325},[5315,5823,5364],{"class":5348},[5315,5825,5352],{"class":5325},[5315,5827,5364],{"class":5348},[5315,5829,5352],{"class":5325},[5315,5831,5377],{"class":5348},[5315,5833,5352],{"class":5325},[5315,5835,5377],{"class":5348},[5315,5837,5352],{"class":5325},[5315,5839,5386],{"class":5348},[5315,5841,5389],{"class":5325},[5315,5843,5844,5847,5849,5851,5854,5856,5858,5860,5862,5864,5866,5868,5870],{"class":5317,"line":5689},[5315,5845,5846],{"class":5325},"ax1.hist(raw_data, ",[5315,5848,5540],{"class":5444},[5315,5850,5448],{"class":5325},[5315,5852,5853],{"class":5545},"\"#2563EB\"",[5315,5855,5352],{"class":5325},[5315,5857,5551],{"class":5444},[5315,5859,5448],{"class":5325},[5315,5861,5556],{"class":5545},[5315,5863,5352],{"class":5325},[5315,5865,5561],{"class":5444},[5315,5867,5448],{"class":5325},[5315,5869,5566],{"class":5348},[5315,5871,5454],{"class":5325},[5315,5873,5874,5877,5880,5884,5887],{"class":5317,"line":5714},[5315,5875,5876],{"class":5325},"ax1.set_title(",[5315,5878,5879],{"class":5545},"\"Крок 1: plt.hist(raw_data)",[5315,5881,5883],{"class":5882},"sjcCO","\\n",[5315,5885,5886],{"class":5545},"(9 чисел: Matplotlib сам порахував частоти)\"",[5315,5888,5889],{"class":5325},", \n",[5315,5891,5893,5896,5898,5901,5903,5906,5908,5911],{"class":5317,"line":5892},10,[5315,5894,5895],{"class":5444},"              fontsize",[5315,5897,5448],{"class":5325},[5315,5899,5900],{"class":5348},"10",[5315,5902,5352],{"class":5325},[5315,5904,5905],{"class":5444},"fontweight",[5315,5907,5448],{"class":5325},[5315,5909,5910],{"class":5545},"\"bold\"",[5315,5912,5454],{"class":5325},[5315,5914,5916,5919,5921,5923,5925,5927,5929,5931,5934,5936,5939,5941,5943],{"class":5317,"line":5915},11,[5315,5917,5918],{"class":5325},"ax1.grid(",[5315,5920,5695],{"class":5444},[5315,5922,5448],{"class":5325},[5315,5924,5700],{"class":5545},[5315,5926,5352],{"class":5325},[5315,5928,5561],{"class":5444},[5315,5930,5448],{"class":5325},[5315,5932,5933],{"class":5348},"0.25",[5315,5935,5352],{"class":5325},[5315,5937,5938],{"class":5444},"ls",[5315,5940,5448],{"class":5325},[5315,5942,5590],{"class":5545},[5315,5944,5454],{"class":5325},[5315,5946,5948],{"class":5317,"line":5947},12,[5315,5949,5339],{"emptyLinePlaceholder":5338},[5315,5951,5953],{"class":5317,"line":5952},13,[5315,5954,5955],{"class":5800},"# Крок 2: Рівень 1 - Реальний семпл часу відповіді сервера (Latency в мс)\n",[5315,5957,5959,5961,5963,5965,5967],{"class":5317,"line":5958},14,[5315,5960,5441],{"class":5325},[5315,5962,5445],{"class":5444},[5315,5964,5448],{"class":5325},[5315,5966,5451],{"class":5348},[5315,5968,5454],{"class":5325},[5315,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996],{"class":5317,"line":5971},15,[5315,5973,5459],{"class":5325},[5315,5975,5462],{"class":5444},[5315,5977,5448],{"class":5325},[5315,5979,5467],{"class":5348},[5315,5981,5352],{"class":5325},[5315,5983,5472],{"class":5444},[5315,5985,5448],{"class":5325},[5315,5987,5477],{"class":5348},[5315,5989,5352],{"class":5325},[5315,5991,5482],{"class":5444},[5315,5993,5448],{"class":5325},[5315,5995,5487],{"class":5348},[5315,5997,5454],{"class":5325},[5315,5999,6001,6004,6006,6008,6011,6013,6015,6017,6019,6021,6023,6025,6027],{"class":5317,"line":6000},16,[5315,6002,6003],{"class":5325},"ax2.hist(latency, ",[5315,6005,5540],{"class":5444},[5315,6007,5448],{"class":5325},[5315,6009,6010],{"class":5545},"\"#DC2626\"",[5315,6012,5352],{"class":5325},[5315,6014,5551],{"class":5444},[5315,6016,5448],{"class":5325},[5315,6018,5556],{"class":5545},[5315,6020,5352],{"class":5325},[5315,6022,5561],{"class":5444},[5315,6024,5448],{"class":5325},[5315,6026,5566],{"class":5348},[5315,6028,5454],{"class":5325},[5315,6030,6032,6035,6038,6040,6043],{"class":5317,"line":6031},17,[5315,6033,6034],{"class":5325},"ax2.set_title(",[5315,6036,6037],{"class":5545},"\"Крок 2: plt.hist(latency)",[5315,6039,5883],{"class":5882},[5315,6041,6042],{"class":5545},"(200 вимірів відгуку сервера у мс)\"",[5315,6044,5889],{"class":5325},[5315,6046,6048,6050,6052,6054,6056,6058,6060,6062],{"class":5317,"line":6047},18,[5315,6049,5895],{"class":5444},[5315,6051,5448],{"class":5325},[5315,6053,5900],{"class":5348},[5315,6055,5352],{"class":5325},[5315,6057,5905],{"class":5444},[5315,6059,5448],{"class":5325},[5315,6061,5910],{"class":5545},[5315,6063,5454],{"class":5325},[5315,6065,6067,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092],{"class":5317,"line":6066},19,[5315,6068,6069],{"class":5325},"ax2.grid(",[5315,6071,5695],{"class":5444},[5315,6073,5448],{"class":5325},[5315,6075,5700],{"class":5545},[5315,6077,5352],{"class":5325},[5315,6079,5561],{"class":5444},[5315,6081,5448],{"class":5325},[5315,6083,5933],{"class":5348},[5315,6085,5352],{"class":5325},[5315,6087,5938],{"class":5444},[5315,6089,5448],{"class":5325},[5315,6091,5590],{"class":5545},[5315,6093,5454],{"class":5325},[5315,6095,6097],{"class":5317,"line":6096},20,[5315,6098,5339],{"emptyLinePlaceholder":5338},[5315,6100,6102],{"class":5317,"line":6101},21,[5315,6103,6104],{"class":5800},"# Крок 3: Рівень 2 - Додавання контексту та ліній статистики\n",[5315,6106,6108,6111,6113,6115,6117,6119,6121,6123,6125,6127,6129,6131,6133,6135,6137,6139,6141],{"class":5317,"line":6107},22,[5315,6109,6110],{"class":5325},"ax3.hist(latency, ",[5315,6112,5407],{"class":5444},[5315,6114,5448],{"class":5325},[5315,6116,5535],{"class":5348},[5315,6118,5352],{"class":5325},[5315,6120,5540],{"class":5444},[5315,6122,5448],{"class":5325},[5315,6124,5546],{"class":5545},[5315,6126,5352],{"class":5325},[5315,6128,5551],{"class":5444},[5315,6130,5448],{"class":5325},[5315,6132,5556],{"class":5545},[5315,6134,5352],{"class":5325},[5315,6136,5561],{"class":5444},[5315,6138,5448],{"class":5325},[5315,6140,5566],{"class":5348},[5315,6142,5454],{"class":5325},[5315,6144,6146,6149,6151,6153,6155,6157,6159,6161,6163,6165,6168,6170,6172,6174,6176,6178,6182,6185,6188,6191,6194,6197],{"class":5317,"line":6145},23,[5315,6147,6148],{"class":5325},"ax3.axvline(np.mean(latency), ",[5315,6150,5540],{"class":5444},[5315,6152,5448],{"class":5325},[5315,6154,5580],{"class":5545},[5315,6156,5352],{"class":5325},[5315,6158,5938],{"class":5444},[5315,6160,5448],{"class":5325},[5315,6162,5590],{"class":5545},[5315,6164,5352],{"class":5325},[5315,6166,6167],{"class":5444},"lw",[5315,6169,5448],{"class":5325},[5315,6171,5355],{"class":5348},[5315,6173,5352],{"class":5325},[5315,6175,5604],{"class":5444},[5315,6177,5448],{"class":5325},[5315,6179,6181],{"class":6180},"su1O8","f",[5315,6183,6184],{"class":5545},"\"Сер: ",[5315,6186,6187],{"class":6180},"{",[5315,6189,6190],{"class":5325},"np.mean(latency)",[5315,6192,6193],{"class":6180},":.1f}",[5315,6195,6196],{"class":5545}," мс\"",[5315,6198,5454],{"class":5325},[5315,6200,6202,6205,6207,6209,6211,6213,6215,6217,6219,6221,6223,6225,6227,6229,6231,6233,6235,6238,6240,6243,6245,6247],{"class":5317,"line":6201},24,[5315,6203,6204],{"class":5325},"ax3.axvline(np.median(latency), ",[5315,6206,5540],{"class":5444},[5315,6208,5448],{"class":5325},[5315,6210,5623],{"class":5545},[5315,6212,5352],{"class":5325},[5315,6214,5938],{"class":5444},[5315,6216,5448],{"class":5325},[5315,6218,5632],{"class":5545},[5315,6220,5352],{"class":5325},[5315,6222,6167],{"class":5444},[5315,6224,5448],{"class":5325},[5315,6226,5355],{"class":5348},[5315,6228,5352],{"class":5325},[5315,6230,5604],{"class":5444},[5315,6232,5448],{"class":5325},[5315,6234,6181],{"class":6180},[5315,6236,6237],{"class":5545},"\"Мед: ",[5315,6239,6187],{"class":6180},[5315,6241,6242],{"class":5325},"np.median(latency)",[5315,6244,6193],{"class":6180},[5315,6246,6196],{"class":5545},[5315,6248,5454],{"class":5325},[5315,6250,6252,6255,6258,6260,6263],{"class":5317,"line":6251},25,[5315,6253,6254],{"class":5325},"ax3.set_title(",[5315,6256,6257],{"class":5545},"\"Крок 3: Повний контекст",[5315,6259,5883],{"class":5882},[5315,6261,6262],{"class":5545},"(bins=15 + title + labels + статистика)\"",[5315,6264,5889],{"class":5325},[5315,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6291],{"class":5317,"line":6267},26,[5315,6269,5895],{"class":5444},[5315,6271,5448],{"class":5325},[5315,6273,5900],{"class":5348},[5315,6275,5352],{"class":5325},[5315,6277,5905],{"class":5444},[5315,6279,5448],{"class":5325},[5315,6281,5910],{"class":5545},[5315,6283,5352],{"class":5325},[5315,6285,5540],{"class":5444},[5315,6287,5448],{"class":5325},[5315,6289,6290],{"class":5545},"\"#065F46\"",[5315,6292,5454],{"class":5325},[5315,6294,6296,6299,6301,6303,6306,6308,6310],{"class":5317,"line":6295},27,[5315,6297,6298],{"class":5325},"ax3.set_xlabel(",[5315,6300,5669],{"class":5545},[5315,6302,5352],{"class":5325},[5315,6304,6305],{"class":5444},"fontsize",[5315,6307,5448],{"class":5325},[5315,6309,5900],{"class":5348},[5315,6311,5454],{"class":5325},[5315,6313,6315,6318,6320,6322,6324,6326,6328],{"class":5317,"line":6314},28,[5315,6316,6317],{"class":5325},"ax3.set_ylabel(",[5315,6319,5679],{"class":5545},[5315,6321,5352],{"class":5325},[5315,6323,6305],{"class":5444},[5315,6325,5448],{"class":5325},[5315,6327,5900],{"class":5348},[5315,6329,5454],{"class":5325},[5315,6331,6333,6336,6338,6340,6343],{"class":5317,"line":6332},29,[5315,6334,6335],{"class":5325},"ax3.legend(",[5315,6337,6305],{"class":5444},[5315,6339,5448],{"class":5325},[5315,6341,6342],{"class":5348},"9",[5315,6344,5454],{"class":5325},[5315,6346,6348,6351,6353,6355,6357,6359,6361,6363,6366,6368,6370,6372,6374],{"class":5317,"line":6347},30,[5315,6349,6350],{"class":5325},"ax3.grid(",[5315,6352,5695],{"class":5444},[5315,6354,5448],{"class":5325},[5315,6356,5700],{"class":5545},[5315,6358,5352],{"class":5325},[5315,6360,5561],{"class":5444},[5315,6362,5448],{"class":5325},[5315,6364,6365],{"class":5348},"0.35",[5315,6367,5352],{"class":5325},[5315,6369,5938],{"class":5444},[5315,6371,5448],{"class":5325},[5315,6373,5590],{"class":5545},[5315,6375,5454],{"class":5325},[5315,6377,6379],{"class":5317,"line":6378},31,[5315,6380,5339],{"emptyLinePlaceholder":5338},[5315,6382,6384,6387,6390,6392,6394,6396,6399,6401,6403,6405,6407],{"class":5317,"line":6383},32,[5315,6385,6386],{"class":5325},"fig.suptitle(",[5315,6388,6389],{"class":5545},"\"Еволюція гістограми від простого підрахунку до аналізу метрик\"",[5315,6391,5352],{"class":5325},[5315,6393,6305],{"class":5444},[5315,6395,5448],{"class":5325},[5315,6397,6398],{"class":5348},"13",[5315,6400,5352],{"class":5325},[5315,6402,5905],{"class":5444},[5315,6404,5448],{"class":5325},[5315,6406,5910],{"class":5545},[5315,6408,5454],{"class":5325},[5315,6410,6412],{"class":5317,"line":6411},33,[5315,6413,5401],{"class":5325},[6415,6416,6417],"template",{"v-slot:output":5311},[6418,6419],"img",{"alt":6420,"className":6421,"src":6423},"Еволюція гістограми від простого підрахунку до аналізу метрик",[6422],"diagram-img","\u002Fimages\u002Fai-python\u002Fdata-visualization\u002Fdistributions\u002F12.png",[6425,6426,6427,6432],"note",{},[5258,6428,6429],{},[5221,6430,6431],{},"Плавний місток: чому таблиця чисел безсила перед графіком?",[5258,6433,6434],{},"Людський мозок фізично не здатний утримати в оперативній пам'яті масив навіть із 50–100 чисел. Дивлячись на текстову таблицю логів, неможливо визначити: чи симетричний розкид значень, чи є поодинокі катастрофічні затримки, і де саме знаходиться пік навантаження. Розглянемо класичний приклад з реальної практики, який демонструє цей контраст.",[5250,6436],{},[5253,6438,6440],{"id":6439},"історія-про-вимірювання-зросту","Історія про вимірювання зросту",[5258,6442,6443],{},"Уявіть: медична клініка виміряла зріст 500 пацієнтів. Директор хоче зрозуміти:",[6445,6446,6447,6454,6461],"ol",{},[5201,6448,6449,6450,6453],{},"Який ",[5221,6451,6452],{},"типовий"," зріст? (не середнє — воно може бути спотворене)",[5201,6455,6456,6457,6460],{},"Чи є ",[5221,6458,6459],{},"аномалії"," (наприклад, дитину виміряли разом з дорослими)?",[5201,6462,6463,6464,6467],{},"Як розподілені дані — ",[5221,6465,6466],{},"симетрично"," чи є перекіс?",[5258,6469,6470,6471,6474],{},"Перший інстинкт — подивитися на таблицю з 500 числами. Але це марно. ",[5221,6472,6473],{},"Гістограма"," показує це за 3 секунди.",[5718,6476,6479,6489,7002],{"title":6477,"kernel":6478},"height_distribution.ipynb","Python 3 (ipykernel)",[5722,6480,6482,6486],{"type":6481},"markdown",[5294,6483,6485],{"id":6484},"розподіл-зросту-500-пацієнтів","Розподіл зросту 500 пацієнтів",[5258,6487,6488],{},"Візуалізація допомагає побачити паттерни, невидимі в таблиці",[5722,6490,6492,6995],{"execution-count":5349,"execution-time":6491},"0.22s",[5306,6493,6495],{"className":5308,"code":6494,"language":5310,"meta":5311,"style":5311},"import matplotlib.pyplot as plt\nimport numpy as np\n\n# Генеруємо реалістичні дані: зріст дорослих (нормальний розподіл)\nrng = np.random.default_rng(seed=42)\nheights = rng.normal(loc=170, scale=10, size=500)\n\nfig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 5))\n\n# Ліворуч: спроба показати дані текстом (нечитабельно)\nax1.text(0.05, 0.5, f\"Перші 50 значень:\\n{heights[:50].round(1)}\", \n         fontsize=7, family=\"monospace\", verticalalignment=\"center\")\nax1.set_title(\"Дані у вигляді чисел\\n(неможливо зрозуміти структуру)\", \n              fontsize=12, fontweight=\"bold\")\nax1.axis(\"off\")\n\n# Праворуч: гістограма (одразу видно розподіл!)\nax2.hist(heights, bins=30, color=\"steelblue\", edgecolor=\"black\", alpha=0.7)\nax2.axvline(heights.mean(), color=\"red\", linestyle=\"--\", linewidth=2, \n            label=f\"Середнє: {heights.mean():.1f} см\")\nax2.axvline(np.median(heights), color=\"green\", linestyle=\"--\", linewidth=2,\n            label=f\"Медіана: {np.median(heights):.1f} см\")\n\nax2.set_title(\"Гістограма розподілу зросту\\n(структура видна одразу)\", \n              fontsize=12, fontweight=\"bold\")\nax2.set_xlabel(\"Зріст (см)\", fontsize=11)\nax2.set_ylabel(\"Кількість пацієнтів\", fontsize=11)\nax2.legend()\nax2.grid(axis=\"y\", alpha=0.3)\n\nplt.tight_layout()\nplt.show()\n",[5283,6496,6497,6507,6517,6521,6526,6538,6569,6573,6600,6604,6609,6655,6687,6701,6720,6730,6734,6739,6778,6807,6831,6862,6884,6888,6902,6920,6939,6957,6962,6982,6986,6991],{"__ignoreMap":5311},[5315,6498,6499,6501,6503,6505],{"class":5317,"line":5318},[5315,6500,5322],{"class":5321},[5315,6502,5326],{"class":5325},[5315,6504,5329],{"class":5321},[5315,6506,5332],{"class":5325},[5315,6508,6509,6511,6513,6515],{"class":5317,"line":5335},[5315,6510,5322],{"class":5321},[5315,6512,5427],{"class":5325},[5315,6514,5329],{"class":5321},[5315,6516,5432],{"class":5325},[5315,6518,6519],{"class":5317,"line":5342},[5315,6520,5339],{"emptyLinePlaceholder":5338},[5315,6522,6523],{"class":5317,"line":5392},[5315,6524,6525],{"class":5800},"# Генеруємо реалістичні дані: зріст дорослих (нормальний розподіл)\n",[5315,6527,6528,6530,6532,6534,6536],{"class":5317,"line":5398},[5315,6529,5441],{"class":5325},[5315,6531,5445],{"class":5444},[5315,6533,5448],{"class":5325},[5315,6535,5451],{"class":5348},[5315,6537,5454],{"class":5325},[5315,6539,6540,6543,6545,6547,6550,6552,6554,6556,6558,6560,6562,6564,6567],{"class":5317,"line":5496},[5315,6541,6542],{"class":5325},"heights = rng.normal(",[5315,6544,5462],{"class":5444},[5315,6546,5448],{"class":5325},[5315,6548,6549],{"class":5348},"170",[5315,6551,5352],{"class":5325},[5315,6553,5472],{"class":5444},[5315,6555,5448],{"class":5325},[5315,6557,5900],{"class":5348},[5315,6559,5352],{"class":5325},[5315,6561,5482],{"class":5444},[5315,6563,5448],{"class":5325},[5315,6565,6566],{"class":5348},"500",[5315,6568,5454],{"class":5325},[5315,6570,6571],{"class":5317,"line":5502},[5315,6572,5339],{"emptyLinePlaceholder":5338},[5315,6574,6575,6578,6580,6582,6584,6586,6588,6590,6593,6595,6597],{"class":5317,"line":5689},[5315,6576,6577],{"class":5325},"fig, (ax1, ax2) = plt.subplots(",[5315,6579,5349],{"class":5348},[5315,6581,5352],{"class":5325},[5315,6583,5355],{"class":5348},[5315,6585,5352],{"class":5325},[5315,6587,5768],{"class":5444},[5315,6589,5771],{"class":5325},[5315,6591,6592],{"class":5348},"14",[5315,6594,5352],{"class":5325},[5315,6596,5386],{"class":5348},[5315,6598,6599],{"class":5325},"))\n",[5315,6601,6602],{"class":5317,"line":5714},[5315,6603,5339],{"emptyLinePlaceholder":5338},[5315,6605,6606],{"class":5317,"line":5892},[5315,6607,6608],{"class":5800},"# Ліворуч: спроба показати дані текстом (нечитабельно)\n",[5315,6610,6611,6614,6617,6619,6622,6624,6626,6629,6631,6633,6636,6639,6642,6644,6647,6650,6653],{"class":5317,"line":5915},[5315,6612,6613],{"class":5325},"ax1.text(",[5315,6615,6616],{"class":5348},"0.05",[5315,6618,5352],{"class":5325},[5315,6620,6621],{"class":5348},"0.5",[5315,6623,5352],{"class":5325},[5315,6625,6181],{"class":6180},[5315,6627,6628],{"class":5545},"\"Перші 50 значень:",[5315,6630,5883],{"class":5882},[5315,6632,6187],{"class":6180},[5315,6634,6635],{"class":5325},"heights[:",[5315,6637,6638],{"class":5348},"50",[5315,6640,6641],{"class":5325},"].round(",[5315,6643,5349],{"class":5348},[5315,6645,6646],{"class":5325},")",[5315,6648,6649],{"class":6180},"}",[5315,6651,6652],{"class":5545},"\"",[5315,6654,5889],{"class":5325},[5315,6656,6657,6660,6662,6665,6667,6670,6672,6675,6677,6680,6682,6685],{"class":5317,"line":5947},[5315,6658,6659],{"class":5444},"         fontsize",[5315,6661,5448],{"class":5325},[5315,6663,6664],{"class":5348},"7",[5315,6666,5352],{"class":5325},[5315,6668,6669],{"class":5444},"family",[5315,6671,5448],{"class":5325},[5315,6673,6674],{"class":5545},"\"monospace\"",[5315,6676,5352],{"class":5325},[5315,6678,6679],{"class":5444},"verticalalignment",[5315,6681,5448],{"class":5325},[5315,6683,6684],{"class":5545},"\"center\"",[5315,6686,5454],{"class":5325},[5315,6688,6689,6691,6694,6696,6699],{"class":5317,"line":5952},[5315,6690,5876],{"class":5325},[5315,6692,6693],{"class":5545},"\"Дані у вигляді чисел",[5315,6695,5883],{"class":5882},[5315,6697,6698],{"class":5545},"(неможливо зрозуміти структуру)\"",[5315,6700,5889],{"class":5325},[5315,6702,6703,6705,6707,6710,6712,6714,6716,6718],{"class":5317,"line":5958},[5315,6704,5895],{"class":5444},[5315,6706,5448],{"class":5325},[5315,6708,6709],{"class":5348},"12",[5315,6711,5352],{"class":5325},[5315,6713,5905],{"class":5444},[5315,6715,5448],{"class":5325},[5315,6717,5910],{"class":5545},[5315,6719,5454],{"class":5325},[5315,6721,6722,6725,6728],{"class":5317,"line":5971},[5315,6723,6724],{"class":5325},"ax1.axis(",[5315,6726,6727],{"class":5545},"\"off\"",[5315,6729,5454],{"class":5325},[5315,6731,6732],{"class":5317,"line":6000},[5315,6733,5339],{"emptyLinePlaceholder":5338},[5315,6735,6736],{"class":5317,"line":6031},[5315,6737,6738],{"class":5800},"# Праворуч: гістограма (одразу видно розподіл!)\n",[5315,6740,6741,6744,6746,6748,6751,6753,6755,6757,6760,6762,6764,6766,6768,6770,6772,6774,6776],{"class":5317,"line":6047},[5315,6742,6743],{"class":5325},"ax2.hist(heights, ",[5315,6745,5407],{"class":5444},[5315,6747,5448],{"class":5325},[5315,6749,6750],{"class":5348},"30",[5315,6752,5352],{"class":5325},[5315,6754,5540],{"class":5444},[5315,6756,5448],{"class":5325},[5315,6758,6759],{"class":5545},"\"steelblue\"",[5315,6761,5352],{"class":5325},[5315,6763,5551],{"class":5444},[5315,6765,5448],{"class":5325},[5315,6767,5556],{"class":5545},[5315,6769,5352],{"class":5325},[5315,6771,5561],{"class":5444},[5315,6773,5448],{"class":5325},[5315,6775,5566],{"class":5348},[5315,6777,5454],{"class":5325},[5315,6779,6780,6783,6785,6787,6789,6791,6793,6795,6797,6799,6801,6803,6805],{"class":5317,"line":6066},[5315,6781,6782],{"class":5325},"ax2.axvline(heights.mean(), ",[5315,6784,5540],{"class":5444},[5315,6786,5448],{"class":5325},[5315,6788,5580],{"class":5545},[5315,6790,5352],{"class":5325},[5315,6792,5585],{"class":5444},[5315,6794,5448],{"class":5325},[5315,6796,5590],{"class":5545},[5315,6798,5352],{"class":5325},[5315,6800,5595],{"class":5444},[5315,6802,5448],{"class":5325},[5315,6804,5355],{"class":5348},[5315,6806,5889],{"class":5325},[5315,6808,6809,6812,6814,6816,6819,6821,6824,6826,6829],{"class":5317,"line":6096},[5315,6810,6811],{"class":5444},"            label",[5315,6813,5448],{"class":5325},[5315,6815,6181],{"class":6180},[5315,6817,6818],{"class":5545},"\"Середнє: ",[5315,6820,6187],{"class":6180},[5315,6822,6823],{"class":5325},"heights.mean()",[5315,6825,6193],{"class":6180},[5315,6827,6828],{"class":5545}," см\"",[5315,6830,5454],{"class":5325},[5315,6832,6833,6836,6838,6840,6843,6845,6847,6849,6851,6853,6855,6857,6859],{"class":5317,"line":6101},[5315,6834,6835],{"class":5325},"ax2.axvline(np.median(heights), ",[5315,6837,5540],{"class":5444},[5315,6839,5448],{"class":5325},[5315,6841,6842],{"class":5545},"\"green\"",[5315,6844,5352],{"class":5325},[5315,6846,5585],{"class":5444},[5315,6848,5448],{"class":5325},[5315,6850,5590],{"class":5545},[5315,6852,5352],{"class":5325},[5315,6854,5595],{"class":5444},[5315,6856,5448],{"class":5325},[5315,6858,5355],{"class":5348},[5315,6860,6861],{"class":5325},",\n",[5315,6863,6864,6866,6868,6870,6873,6875,6878,6880,6882],{"class":5317,"line":6107},[5315,6865,6811],{"class":5444},[5315,6867,5448],{"class":5325},[5315,6869,6181],{"class":6180},[5315,6871,6872],{"class":5545},"\"Медіана: ",[5315,6874,6187],{"class":6180},[5315,6876,6877],{"class":5325},"np.median(heights)",[5315,6879,6193],{"class":6180},[5315,6881,6828],{"class":5545},[5315,6883,5454],{"class":5325},[5315,6885,6886],{"class":5317,"line":6145},[5315,6887,5339],{"emptyLinePlaceholder":5338},[5315,6889,6890,6892,6895,6897,6900],{"class":5317,"line":6201},[5315,6891,6034],{"class":5325},[5315,6893,6894],{"class":5545},"\"Гістограма розподілу зросту",[5315,6896,5883],{"class":5882},[5315,6898,6899],{"class":5545},"(структура видна одразу)\"",[5315,6901,5889],{"class":5325},[5315,6903,6904,6906,6908,6910,6912,6914,6916,6918],{"class":5317,"line":6251},[5315,6905,5895],{"class":5444},[5315,6907,5448],{"class":5325},[5315,6909,6709],{"class":5348},[5315,6911,5352],{"class":5325},[5315,6913,5905],{"class":5444},[5315,6915,5448],{"class":5325},[5315,6917,5910],{"class":5545},[5315,6919,5454],{"class":5325},[5315,6921,6922,6925,6928,6930,6932,6934,6937],{"class":5317,"line":6267},[5315,6923,6924],{"class":5325},"ax2.set_xlabel(",[5315,6926,6927],{"class":5545},"\"Зріст (см)\"",[5315,6929,5352],{"class":5325},[5315,6931,6305],{"class":5444},[5315,6933,5448],{"class":5325},[5315,6935,6936],{"class":5348},"11",[5315,6938,5454],{"class":5325},[5315,6940,6941,6944,6947,6949,6951,6953,6955],{"class":5317,"line":6295},[5315,6942,6943],{"class":5325},"ax2.set_ylabel(",[5315,6945,6946],{"class":5545},"\"Кількість пацієнтів\"",[5315,6948,5352],{"class":5325},[5315,6950,6305],{"class":5444},[5315,6952,5448],{"class":5325},[5315,6954,6936],{"class":5348},[5315,6956,5454],{"class":5325},[5315,6958,6959],{"class":5317,"line":6314},[5315,6960,6961],{"class":5325},"ax2.legend()\n",[5315,6963,6964,6966,6968,6970,6972,6974,6976,6978,6980],{"class":5317,"line":6332},[5315,6965,6069],{"class":5325},[5315,6967,5695],{"class":5444},[5315,6969,5448],{"class":5325},[5315,6971,5700],{"class":5545},[5315,6973,5352],{"class":5325},[5315,6975,5561],{"class":5444},[5315,6977,5448],{"class":5325},[5315,6979,5709],{"class":5348},[5315,6981,5454],{"class":5325},[5315,6983,6984],{"class":5317,"line":6347},[5315,6985,5339],{"emptyLinePlaceholder":5338},[5315,6987,6988],{"class":5317,"line":6378},[5315,6989,6990],{"class":5325},"plt.tight_layout()\n",[5315,6992,6993],{"class":5317,"line":6383},[5315,6994,5401],{"class":5325},[6415,6996,6997],{"v-slot:output":5311},[6418,6998],{"alt":6999,"className":7000,"src":7001},"Порівняння: таблиця vs гістограма",[6422],"\u002Fimages\u002Fai-python\u002Fdata-visualization\u002Fdistributions\u002F01.png",[5722,7003,7004,7009,7031],{"type":6481},[5258,7005,7006],{},[5221,7007,7008],{},"Висновки з гістограми:",[6445,7010,7011,7018,7025,7028],{},[5201,7012,7013,7014,7017],{},"Розподіл ",[5221,7015,7016],{},"майже симетричний"," (форма дзвона) → нормальний розподіл",[5201,7019,7020,7021,7024],{},"Пік близько ",[5221,7022,7023],{},"170 см"," → типовий зріст",[5201,7026,7027],{},"Середнє ≈ Медіана → немає сильних викидів",[5201,7029,7030],{},"Діапазон: ~145–195 см → відсутні аномальні значення",[5258,7032,7033,7034,7037],{},"Це те, що ",[5221,7035,7036],{},"неможливо побачити"," в таблиці з 500 чисел!",[6425,7039,7040,7045],{},[5258,7041,7042],{},[5221,7043,7044],{},"Зв'язок зі статистикою (модуль 2.2):",[5198,7046,7047,7054,7060,7067],{},[5201,7048,7049,7050,7053],{},"Гістограма ",[5221,7051,7052],{},"візуалізує"," те, що описують статистичні показники (середнє, дисперсія, медіана)",[5201,7055,7056,7057],{},"Якщо ви бачите «дзвін» на гістограмі — це ",[5221,7058,7059],{},"нормальний розподіл",[5201,7061,7062,7063,7066],{},"Якщо пік зсунутий вліво або вправо — ",[5221,7064,7065],{},"асиметричний розподіл"," (skewed)",[5201,7068,7069,7070,7073],{},"Якщо два піки — ",[5221,7071,7072],{},"бімодальний розподіл"," (дві підгрупи в даних)",[5250,7075],{},[5253,7077,7079],{"id":7078},"гістограми-візуалізація-розподілу-неперервних-даних","Гістограми — візуалізація розподілу неперервних даних",[5294,7081,7083],{"id":7082},"що-таке-гістограма","Що таке гістограма?",[5258,7085,7086,7088,7089,7092],{},[5221,7087,5223],{}," — це графік, що показує, як часто зустрічаються значення у певних ",[5221,7090,7091],{},"інтервалах"," (bins).",[5266,7094,7095],{},[5258,7096,7097,7098,7101],{},"Аналогія: уявіть, що ви сортуєте монети за номіналом у коробки. Перша коробка — монети 1–10 коп., друга — 11–25 коп., третя — 26–50 коп. тощо. Гістограма — це ",[5221,7099,7100],{},"графік кількості монет у кожній коробці",".",[5258,7103,7104],{},[5221,7105,7106],{},"Відмінність від bar chart:",[5198,7108,7109,7122],{},[5201,7110,7111,7113,7114,7117,7118,7121],{},[5221,7112,6473],{}," — для ",[5221,7115,7116],{},"неперервних"," даних (зріст, вага, вік). Стовпці ",[5221,7119,7120],{},"стикаються"," — бо між ними немає розривів",[5201,7123,7124,7113,7127,7130,7131,7134],{},[5221,7125,7126],{},"Bar chart",[5221,7128,7129],{},"категорій"," (країни, продукти). Стовпці ",[5221,7132,7133],{},"розділені"," — бо категорії дискретні",[5718,7136,7138],{"title":7137},"histogram_basics.ipynb",[5722,7139,7140,7548],{"execution-count":5349},[5306,7141,7143],{"className":5308,"code":7142,"language":5310,"meta":5311,"style":5311},"import matplotlib.pyplot as plt\nimport numpy as np\n\n# Дані: результати іспиту 200 студентів (0–100 балів)\nrng = np.random.default_rng(seed=123)\nscores = rng.normal(loc=70, scale=15, size=200)\nscores = np.clip(scores, 0, 100)  # Обмежуємо діапазон [0, 100]\n\nfig, ax = plt.subplots(figsize=(10, 6))\n\n# Будуємо гістограму\ncounts, bins, patches = ax.hist(scores, bins=20, color=\"coral\", \n                                 edgecolor=\"black\", alpha=0.7)\n\nax.set_title(\"Розподіл балів на іспиті (200 студентів)\", \n             fontsize=14, fontweight=\"bold\")\nax.set_xlabel(\"Бали (0–100)\", fontsize=12)\nax.set_ylabel(\"Кількість студентів\", fontsize=12)\nax.grid(axis=\"y\", alpha=0.3)\n\n# Додаємо вертикальні лінії для статистики\nmean_score = scores.mean()\nmedian_score = np.median(scores)\n\nax.axvline(mean_score, color=\"red\", linestyle=\"--\", linewidth=2,\n           label=f\"Середнє: {mean_score:.1f}\")\nax.axvline(median_score, color=\"green\", linestyle=\"--\", linewidth=2,\n           label=f\"Медіана: {median_score:.1f}\")\nax.legend(fontsize=11)\n\nplt.tight_layout()\nplt.show()\n",[5283,7144,7145,7155,7165,7169,7174,7187,7217,7236,7240,7258,7262,7267,7290,7309,7313,7323,7342,7360,7378,7399,7403,7408,7413,7418,7422,7451,7473,7502,7523,7536,7540,7544],{"__ignoreMap":5311},[5315,7146,7147,7149,7151,7153],{"class":5317,"line":5318},[5315,7148,5322],{"class":5321},[5315,7150,5326],{"class":5325},[5315,7152,5329],{"class":5321},[5315,7154,5332],{"class":5325},[5315,7156,7157,7159,7161,7163],{"class":5317,"line":5335},[5315,7158,5322],{"class":5321},[5315,7160,5427],{"class":5325},[5315,7162,5329],{"class":5321},[5315,7164,5432],{"class":5325},[5315,7166,7167],{"class":5317,"line":5342},[5315,7168,5339],{"emptyLinePlaceholder":5338},[5315,7170,7171],{"class":5317,"line":5392},[5315,7172,7173],{"class":5800},"# Дані: результати іспиту 200 студентів (0–100 балів)\n",[5315,7175,7176,7178,7180,7182,7185],{"class":5317,"line":5398},[5315,7177,5441],{"class":5325},[5315,7179,5445],{"class":5444},[5315,7181,5448],{"class":5325},[5315,7183,7184],{"class":5348},"123",[5315,7186,5454],{"class":5325},[5315,7188,7189,7192,7194,7196,7199,7201,7203,7205,7207,7209,7211,7213,7215],{"class":5317,"line":5496},[5315,7190,7191],{"class":5325},"scores = rng.normal(",[5315,7193,5462],{"class":5444},[5315,7195,5448],{"class":5325},[5315,7197,7198],{"class":5348},"70",[5315,7200,5352],{"class":5325},[5315,7202,5472],{"class":5444},[5315,7204,5448],{"class":5325},[5315,7206,5535],{"class":5348},[5315,7208,5352],{"class":5325},[5315,7210,5482],{"class":5444},[5315,7212,5448],{"class":5325},[5315,7214,5487],{"class":5348},[5315,7216,5454],{"class":5325},[5315,7218,7219,7222,7225,7227,7230,7233],{"class":5317,"line":5502},[5315,7220,7221],{"class":5325},"scores = np.clip(scores, ",[5315,7223,7224],{"class":5348},"0",[5315,7226,5352],{"class":5325},[5315,7228,7229],{"class":5348},"100",[5315,7231,7232],{"class":5325},")  ",[5315,7234,7235],{"class":5800},"# Обмежуємо діапазон [0, 100]\n",[5315,7237,7238],{"class":5317,"line":5689},[5315,7239,5339],{"emptyLinePlaceholder":5338},[5315,7241,7242,7245,7247,7249,7251,7253,7256],{"class":5317,"line":5714},[5315,7243,7244],{"class":5325},"fig, ax = plt.subplots(",[5315,7246,5768],{"class":5444},[5315,7248,5771],{"class":5325},[5315,7250,5900],{"class":5348},[5315,7252,5352],{"class":5325},[5315,7254,7255],{"class":5348},"6",[5315,7257,6599],{"class":5325},[5315,7259,7260],{"class":5317,"line":5892},[5315,7261,5339],{"emptyLinePlaceholder":5338},[5315,7263,7264],{"class":5317,"line":5915},[5315,7265,7266],{"class":5800},"# Будуємо гістограму\n",[5315,7268,7269,7272,7274,7276,7279,7281,7283,7285,7288],{"class":5317,"line":5947},[5315,7270,7271],{"class":5325},"counts, bins, patches = ax.hist(scores, ",[5315,7273,5407],{"class":5444},[5315,7275,5448],{"class":5325},[5315,7277,7278],{"class":5348},"20",[5315,7280,5352],{"class":5325},[5315,7282,5540],{"class":5444},[5315,7284,5448],{"class":5325},[5315,7286,7287],{"class":5545},"\"coral\"",[5315,7289,5889],{"class":5325},[5315,7291,7292,7295,7297,7299,7301,7303,7305,7307],{"class":5317,"line":5952},[5315,7293,7294],{"class":5444},"                                 edgecolor",[5315,7296,5448],{"class":5325},[5315,7298,5556],{"class":5545},[5315,7300,5352],{"class":5325},[5315,7302,5561],{"class":5444},[5315,7304,5448],{"class":5325},[5315,7306,5566],{"class":5348},[5315,7308,5454],{"class":5325},[5315,7310,7311],{"class":5317,"line":5958},[5315,7312,5339],{"emptyLinePlaceholder":5338},[5315,7314,7315,7318,7321],{"class":5317,"line":5971},[5315,7316,7317],{"class":5325},"ax.set_title(",[5315,7319,7320],{"class":5545},"\"Розподіл балів на іспиті (200 студентів)\"",[5315,7322,5889],{"class":5325},[5315,7324,7325,7328,7330,7332,7334,7336,7338,7340],{"class":5317,"line":6000},[5315,7326,7327],{"class":5444},"             fontsize",[5315,7329,5448],{"class":5325},[5315,7331,6592],{"class":5348},[5315,7333,5352],{"class":5325},[5315,7335,5905],{"class":5444},[5315,7337,5448],{"class":5325},[5315,7339,5910],{"class":5545},[5315,7341,5454],{"class":5325},[5315,7343,7344,7347,7350,7352,7354,7356,7358],{"class":5317,"line":6031},[5315,7345,7346],{"class":5325},"ax.set_xlabel(",[5315,7348,7349],{"class":5545},"\"Бали (0–100)\"",[5315,7351,5352],{"class":5325},[5315,7353,6305],{"class":5444},[5315,7355,5448],{"class":5325},[5315,7357,6709],{"class":5348},[5315,7359,5454],{"class":5325},[5315,7361,7362,7365,7368,7370,7372,7374,7376],{"class":5317,"line":6047},[5315,7363,7364],{"class":5325},"ax.set_ylabel(",[5315,7366,7367],{"class":5545},"\"Кількість студентів\"",[5315,7369,5352],{"class":5325},[5315,7371,6305],{"class":5444},[5315,7373,5448],{"class":5325},[5315,7375,6709],{"class":5348},[5315,7377,5454],{"class":5325},[5315,7379,7380,7383,7385,7387,7389,7391,7393,7395,7397],{"class":5317,"line":6066},[5315,7381,7382],{"class":5325},"ax.grid(",[5315,7384,5695],{"class":5444},[5315,7386,5448],{"class":5325},[5315,7388,5700],{"class":5545},[5315,7390,5352],{"class":5325},[5315,7392,5561],{"class":5444},[5315,7394,5448],{"class":5325},[5315,7396,5709],{"class":5348},[5315,7398,5454],{"class":5325},[5315,7400,7401],{"class":5317,"line":6096},[5315,7402,5339],{"emptyLinePlaceholder":5338},[5315,7404,7405],{"class":5317,"line":6101},[5315,7406,7407],{"class":5800},"# Додаємо вертикальні лінії для статистики\n",[5315,7409,7410],{"class":5317,"line":6107},[5315,7411,7412],{"class":5325},"mean_score = scores.mean()\n",[5315,7414,7415],{"class":5317,"line":6145},[5315,7416,7417],{"class":5325},"median_score = np.median(scores)\n",[5315,7419,7420],{"class":5317,"line":6201},[5315,7421,5339],{"emptyLinePlaceholder":5338},[5315,7423,7424,7427,7429,7431,7433,7435,7437,7439,7441,7443,7445,7447,7449],{"class":5317,"line":6251},[5315,7425,7426],{"class":5325},"ax.axvline(mean_score, ",[5315,7428,5540],{"class":5444},[5315,7430,5448],{"class":5325},[5315,7432,5580],{"class":5545},[5315,7434,5352],{"class":5325},[5315,7436,5585],{"class":5444},[5315,7438,5448],{"class":5325},[5315,7440,5590],{"class":5545},[5315,7442,5352],{"class":5325},[5315,7444,5595],{"class":5444},[5315,7446,5448],{"class":5325},[5315,7448,5355],{"class":5348},[5315,7450,6861],{"class":5325},[5315,7452,7453,7456,7458,7460,7462,7464,7467,7469,7471],{"class":5317,"line":6267},[5315,7454,7455],{"class":5444},"           label",[5315,7457,5448],{"class":5325},[5315,7459,6181],{"class":6180},[5315,7461,6818],{"class":5545},[5315,7463,6187],{"class":6180},[5315,7465,7466],{"class":5325},"mean_score",[5315,7468,6193],{"class":6180},[5315,7470,6652],{"class":5545},[5315,7472,5454],{"class":5325},[5315,7474,7475,7478,7480,7482,7484,7486,7488,7490,7492,7494,7496,7498,7500],{"class":5317,"line":6295},[5315,7476,7477],{"class":5325},"ax.axvline(median_score, ",[5315,7479,5540],{"class":5444},[5315,7481,5448],{"class":5325},[5315,7483,6842],{"class":5545},[5315,7485,5352],{"class":5325},[5315,7487,5585],{"class":5444},[5315,7489,5448],{"class":5325},[5315,7491,5590],{"class":5545},[5315,7493,5352],{"class":5325},[5315,7495,5595],{"class":5444},[5315,7497,5448],{"class":5325},[5315,7499,5355],{"class":5348},[5315,7501,6861],{"class":5325},[5315,7503,7504,7506,7508,7510,7512,7514,7517,7519,7521],{"class":5317,"line":6314},[5315,7505,7455],{"class":5444},[5315,7507,5448],{"class":5325},[5315,7509,6181],{"class":6180},[5315,7511,6872],{"class":5545},[5315,7513,6187],{"class":6180},[5315,7515,7516],{"class":5325},"median_score",[5315,7518,6193],{"class":6180},[5315,7520,6652],{"class":5545},[5315,7522,5454],{"class":5325},[5315,7524,7525,7528,7530,7532,7534],{"class":5317,"line":6332},[5315,7526,7527],{"class":5325},"ax.legend(",[5315,7529,6305],{"class":5444},[5315,7531,5448],{"class":5325},[5315,7533,6936],{"class":5348},[5315,7535,5454],{"class":5325},[5315,7537,7538],{"class":5317,"line":6347},[5315,7539,5339],{"emptyLinePlaceholder":5338},[5315,7541,7542],{"class":5317,"line":6378},[5315,7543,6990],{"class":5325},[5315,7545,7546],{"class":5317,"line":6383},[5315,7547,5401],{"class":5325},[6415,7549,7550],{"v-slot:output":5311},[6418,7551],{"alt":7552,"className":7553,"src":7554},"Гістограма балів на іспиті",[6422],"\u002Fimages\u002Fai-python\u002Fdata-visualization\u002Fdistributions\u002F02.png",[5294,7556,7558],{"id":7557},"анатомія-гістограми","Анатомія гістограми",[5718,7560,7562],{"title":7561},"histogram_anatomy.ipynb",[5722,7563,7564,8110],{"execution-count":5349},[5306,7565,7567],{"className":5308,"code":7566,"language":5310,"meta":5311,"style":5311},"import matplotlib.pyplot as plt\nimport numpy as np\n\nrng = np.random.default_rng(seed=42)\ndata = rng.normal(50, 10, 300)\n\nfig, ax = plt.subplots(figsize=(10, 6))\n\ncounts, bins, patches = ax.hist(data, bins=15, color=\"skyblue\", \n                                 edgecolor=\"navy\", alpha=0.7, linewidth=1.5)\n\nax.set_title(\"Анатомія гістограми\", fontsize=14, fontweight=\"bold\")\nax.set_xlabel(\"Значення змінної\", fontsize=12)\nax.set_ylabel(\"Частота (кількість спостережень)\", fontsize=12)\n\n# Анотації для пояснення\nax.annotate(\"Bin (інтервал):\\nусі значення 40–45\\nпотрапляють у цей стовпець\", \n            xy=(42.5, counts[5]), xytext=(30, counts.max()*0.8),\n            fontsize=10, color=\"darkred\", weight=\"bold\",\n            arrowprops=dict(arrowstyle=\"->\", color=\"darkred\", lw=2),\n            bbox=dict(boxstyle=\"round,pad=0.5\", facecolor=\"yellow\", alpha=0.7))\n\nax.annotate(\"Висота стовпця =\\nкількість значень\\nу цьому інтервалі\", \n            xy=(55, counts[9]), xytext=(70, counts.max()*0.6),\n            fontsize=10, color=\"darkblue\", weight=\"bold\",\n            arrowprops=dict(arrowstyle=\"->\", color=\"darkblue\", lw=2),\n            bbox=dict(boxstyle=\"round,pad=0.5\", facecolor=\"lightblue\", alpha=0.7))\n\nax.grid(axis=\"y\", alpha=0.3)\nplt.tight_layout()\nplt.show()\n",[5283,7568,7569,7579,7589,7593,7605,7623,7627,7643,7647,7669,7697,7701,7726,7743,7760,7764,7769,7789,7823,7852,7892,7931,7935,7954,7982,8009,8043,8078,8082,8102,8106],{"__ignoreMap":5311},[5315,7570,7571,7573,7575,7577],{"class":5317,"line":5318},[5315,7572,5322],{"class":5321},[5315,7574,5326],{"class":5325},[5315,7576,5329],{"class":5321},[5315,7578,5332],{"class":5325},[5315,7580,7581,7583,7585,7587],{"class":5317,"line":5335},[5315,7582,5322],{"class":5321},[5315,7584,5427],{"class":5325},[5315,7586,5329],{"class":5321},[5315,7588,5432],{"class":5325},[5315,7590,7591],{"class":5317,"line":5342},[5315,7592,5339],{"emptyLinePlaceholder":5338},[5315,7594,7595,7597,7599,7601,7603],{"class":5317,"line":5392},[5315,7596,5441],{"class":5325},[5315,7598,5445],{"class":5444},[5315,7600,5448],{"class":5325},[5315,7602,5451],{"class":5348},[5315,7604,5454],{"class":5325},[5315,7606,7607,7610,7612,7614,7616,7618,7621],{"class":5317,"line":5398},[5315,7608,7609],{"class":5325},"data = rng.normal(",[5315,7611,6638],{"class":5348},[5315,7613,5352],{"class":5325},[5315,7615,5900],{"class":5348},[5315,7617,5352],{"class":5325},[5315,7619,7620],{"class":5348},"300",[5315,7622,5454],{"class":5325},[5315,7624,7625],{"class":5317,"line":5496},[5315,7626,5339],{"emptyLinePlaceholder":5338},[5315,7628,7629,7631,7633,7635,7637,7639,7641],{"class":5317,"line":5502},[5315,7630,7244],{"class":5325},[5315,7632,5768],{"class":5444},[5315,7634,5771],{"class":5325},[5315,7636,5900],{"class":5348},[5315,7638,5352],{"class":5325},[5315,7640,7255],{"class":5348},[5315,7642,6599],{"class":5325},[5315,7644,7645],{"class":5317,"line":5689},[5315,7646,5339],{"emptyLinePlaceholder":5338},[5315,7648,7649,7652,7654,7656,7658,7660,7662,7664,7667],{"class":5317,"line":5714},[5315,7650,7651],{"class":5325},"counts, bins, patches = ax.hist(data, ",[5315,7653,5407],{"class":5444},[5315,7655,5448],{"class":5325},[5315,7657,5535],{"class":5348},[5315,7659,5352],{"class":5325},[5315,7661,5540],{"class":5444},[5315,7663,5448],{"class":5325},[5315,7665,7666],{"class":5545},"\"skyblue\"",[5315,7668,5889],{"class":5325},[5315,7670,7671,7673,7675,7678,7680,7682,7684,7686,7688,7690,7692,7695],{"class":5317,"line":5892},[5315,7672,7294],{"class":5444},[5315,7674,5448],{"class":5325},[5315,7676,7677],{"class":5545},"\"navy\"",[5315,7679,5352],{"class":5325},[5315,7681,5561],{"class":5444},[5315,7683,5448],{"class":5325},[5315,7685,5566],{"class":5348},[5315,7687,5352],{"class":5325},[5315,7689,5595],{"class":5444},[5315,7691,5448],{"class":5325},[5315,7693,7694],{"class":5348},"1.5",[5315,7696,5454],{"class":5325},[5315,7698,7699],{"class":5317,"line":5915},[5315,7700,5339],{"emptyLinePlaceholder":5338},[5315,7702,7703,7705,7708,7710,7712,7714,7716,7718,7720,7722,7724],{"class":5317,"line":5947},[5315,7704,7317],{"class":5325},[5315,7706,7707],{"class":5545},"\"Анатомія гістограми\"",[5315,7709,5352],{"class":5325},[5315,7711,6305],{"class":5444},[5315,7713,5448],{"class":5325},[5315,7715,6592],{"class":5348},[5315,7717,5352],{"class":5325},[5315,7719,5905],{"class":5444},[5315,7721,5448],{"class":5325},[5315,7723,5910],{"class":5545},[5315,7725,5454],{"class":5325},[5315,7727,7728,7730,7733,7735,7737,7739,7741],{"class":5317,"line":5952},[5315,7729,7346],{"class":5325},[5315,7731,7732],{"class":5545},"\"Значення змінної\"",[5315,7734,5352],{"class":5325},[5315,7736,6305],{"class":5444},[5315,7738,5448],{"class":5325},[5315,7740,6709],{"class":5348},[5315,7742,5454],{"class":5325},[5315,7744,7745,7747,7750,7752,7754,7756,7758],{"class":5317,"line":5958},[5315,7746,7364],{"class":5325},[5315,7748,7749],{"class":5545},"\"Частота (кількість спостережень)\"",[5315,7751,5352],{"class":5325},[5315,7753,6305],{"class":5444},[5315,7755,5448],{"class":5325},[5315,7757,6709],{"class":5348},[5315,7759,5454],{"class":5325},[5315,7761,7762],{"class":5317,"line":5971},[5315,7763,5339],{"emptyLinePlaceholder":5338},[5315,7765,7766],{"class":5317,"line":6000},[5315,7767,7768],{"class":5800},"# Анотації для пояснення\n",[5315,7770,7771,7774,7777,7779,7782,7784,7787],{"class":5317,"line":6031},[5315,7772,7773],{"class":5325},"ax.annotate(",[5315,7775,7776],{"class":5545},"\"Bin (інтервал):",[5315,7778,5883],{"class":5882},[5315,7780,7781],{"class":5545},"усі значення 40–45",[5315,7783,5883],{"class":5882},[5315,7785,7786],{"class":5545},"потрапляють у цей стовпець\"",[5315,7788,5889],{"class":5325},[5315,7790,7791,7794,7796,7799,7802,7804,7807,7810,7812,7814,7817,7820],{"class":5317,"line":6047},[5315,7792,7793],{"class":5444},"            xy",[5315,7795,5771],{"class":5325},[5315,7797,7798],{"class":5348},"42.5",[5315,7800,7801],{"class":5325},", counts[",[5315,7803,5386],{"class":5348},[5315,7805,7806],{"class":5325},"]), ",[5315,7808,7809],{"class":5444},"xytext",[5315,7811,5771],{"class":5325},[5315,7813,6750],{"class":5348},[5315,7815,7816],{"class":5325},", counts.max()*",[5315,7818,7819],{"class":5348},"0.8",[5315,7821,7822],{"class":5325},"),\n",[5315,7824,7825,7828,7830,7832,7834,7836,7838,7841,7843,7846,7848,7850],{"class":5317,"line":6066},[5315,7826,7827],{"class":5444},"            fontsize",[5315,7829,5448],{"class":5325},[5315,7831,5900],{"class":5348},[5315,7833,5352],{"class":5325},[5315,7835,5540],{"class":5444},[5315,7837,5448],{"class":5325},[5315,7839,7840],{"class":5545},"\"darkred\"",[5315,7842,5352],{"class":5325},[5315,7844,7845],{"class":5444},"weight",[5315,7847,5448],{"class":5325},[5315,7849,5910],{"class":5545},[5315,7851,6861],{"class":5325},[5315,7853,7854,7857,7859,7863,7866,7869,7871,7874,7876,7878,7880,7882,7884,7886,7888,7890],{"class":5317,"line":6096},[5315,7855,7856],{"class":5444},"            arrowprops",[5315,7858,5448],{"class":5325},[5315,7860,7862],{"class":7861},"sN1BT","dict",[5315,7864,7865],{"class":5325},"(",[5315,7867,7868],{"class":5444},"arrowstyle",[5315,7870,5448],{"class":5325},[5315,7872,7873],{"class":5545},"\"->\"",[5315,7875,5352],{"class":5325},[5315,7877,5540],{"class":5444},[5315,7879,5448],{"class":5325},[5315,7881,7840],{"class":5545},[5315,7883,5352],{"class":5325},[5315,7885,6167],{"class":5444},[5315,7887,5448],{"class":5325},[5315,7889,5355],{"class":5348},[5315,7891,7822],{"class":5325},[5315,7893,7894,7897,7899,7901,7903,7906,7908,7911,7913,7916,7918,7921,7923,7925,7927,7929],{"class":5317,"line":6101},[5315,7895,7896],{"class":5444},"            bbox",[5315,7898,5448],{"class":5325},[5315,7900,7862],{"class":7861},[5315,7902,7865],{"class":5325},[5315,7904,7905],{"class":5444},"boxstyle",[5315,7907,5448],{"class":5325},[5315,7909,7910],{"class":5545},"\"round,pad=0.5\"",[5315,7912,5352],{"class":5325},[5315,7914,7915],{"class":5444},"facecolor",[5315,7917,5448],{"class":5325},[5315,7919,7920],{"class":5545},"\"yellow\"",[5315,7922,5352],{"class":5325},[5315,7924,5561],{"class":5444},[5315,7926,5448],{"class":5325},[5315,7928,5566],{"class":5348},[5315,7930,6599],{"class":5325},[5315,7932,7933],{"class":5317,"line":6107},[5315,7934,5339],{"emptyLinePlaceholder":5338},[5315,7936,7937,7939,7942,7944,7947,7949,7952],{"class":5317,"line":6145},[5315,7938,7773],{"class":5325},[5315,7940,7941],{"class":5545},"\"Висота стовпця =",[5315,7943,5883],{"class":5882},[5315,7945,7946],{"class":5545},"кількість значень",[5315,7948,5883],{"class":5882},[5315,7950,7951],{"class":5545},"у цьому інтервалі\"",[5315,7953,5889],{"class":5325},[5315,7955,7956,7958,7960,7963,7965,7967,7969,7971,7973,7975,7977,7980],{"class":5317,"line":6201},[5315,7957,7793],{"class":5444},[5315,7959,5771],{"class":5325},[5315,7961,7962],{"class":5348},"55",[5315,7964,7801],{"class":5325},[5315,7966,6342],{"class":5348},[5315,7968,7806],{"class":5325},[5315,7970,7809],{"class":5444},[5315,7972,5771],{"class":5325},[5315,7974,7198],{"class":5348},[5315,7976,7816],{"class":5325},[5315,7978,7979],{"class":5348},"0.6",[5315,7981,7822],{"class":5325},[5315,7983,7984,7986,7988,7990,7992,7994,7996,7999,8001,8003,8005,8007],{"class":5317,"line":6251},[5315,7985,7827],{"class":5444},[5315,7987,5448],{"class":5325},[5315,7989,5900],{"class":5348},[5315,7991,5352],{"class":5325},[5315,7993,5540],{"class":5444},[5315,7995,5448],{"class":5325},[5315,7997,7998],{"class":5545},"\"darkblue\"",[5315,8000,5352],{"class":5325},[5315,8002,7845],{"class":5444},[5315,8004,5448],{"class":5325},[5315,8006,5910],{"class":5545},[5315,8008,6861],{"class":5325},[5315,8010,8011,8013,8015,8017,8019,8021,8023,8025,8027,8029,8031,8033,8035,8037,8039,8041],{"class":5317,"line":6267},[5315,8012,7856],{"class":5444},[5315,8014,5448],{"class":5325},[5315,8016,7862],{"class":7861},[5315,8018,7865],{"class":5325},[5315,8020,7868],{"class":5444},[5315,8022,5448],{"class":5325},[5315,8024,7873],{"class":5545},[5315,8026,5352],{"class":5325},[5315,8028,5540],{"class":5444},[5315,8030,5448],{"class":5325},[5315,8032,7998],{"class":5545},[5315,8034,5352],{"class":5325},[5315,8036,6167],{"class":5444},[5315,8038,5448],{"class":5325},[5315,8040,5355],{"class":5348},[5315,8042,7822],{"class":5325},[5315,8044,8045,8047,8049,8051,8053,8055,8057,8059,8061,8063,8065,8068,8070,8072,8074,8076],{"class":5317,"line":6295},[5315,8046,7896],{"class":5444},[5315,8048,5448],{"class":5325},[5315,8050,7862],{"class":7861},[5315,8052,7865],{"class":5325},[5315,8054,7905],{"class":5444},[5315,8056,5448],{"class":5325},[5315,8058,7910],{"class":5545},[5315,8060,5352],{"class":5325},[5315,8062,7915],{"class":5444},[5315,8064,5448],{"class":5325},[5315,8066,8067],{"class":5545},"\"lightblue\"",[5315,8069,5352],{"class":5325},[5315,8071,5561],{"class":5444},[5315,8073,5448],{"class":5325},[5315,8075,5566],{"class":5348},[5315,8077,6599],{"class":5325},[5315,8079,8080],{"class":5317,"line":6314},[5315,8081,5339],{"emptyLinePlaceholder":5338},[5315,8083,8084,8086,8088,8090,8092,8094,8096,8098,8100],{"class":5317,"line":6332},[5315,8085,7382],{"class":5325},[5315,8087,5695],{"class":5444},[5315,8089,5448],{"class":5325},[5315,8091,5700],{"class":5545},[5315,8093,5352],{"class":5325},[5315,8095,5561],{"class":5444},[5315,8097,5448],{"class":5325},[5315,8099,5709],{"class":5348},[5315,8101,5454],{"class":5325},[5315,8103,8104],{"class":5317,"line":6347},[5315,8105,6990],{"class":5325},[5315,8107,8108],{"class":5317,"line":6378},[5315,8109,5401],{"class":5325},[6415,8111,8112],{"v-slot:output":5311},[6418,8113],{"alt":8114,"className":8115,"src":8116},"Анатомія гістограми з анотаціями",[6422],"\u002Fimages\u002Fai-python\u002Fdata-visualization\u002Fdistributions\u002F03.png",[5294,8118,8120],{"id":8119},"сигнатура-методу-axhist-та-параметричні-варіації","Сигнатура методу ax.hist() та параметричні варіації",[5258,8122,8123,8124,8127,8128,7101],{},"Метод ",[5283,8125,8126],{},"ax.hist()"," розбиває числову послідовність на вказану кількість інтервалів, підраховує кількість точок у кожному стовпці та малює стовпчикову діаграму. Він повертає кортеж із трьох елементів: ",[5283,8129,8130],{},"(counts, bins, patches)",[5306,8132,8135],{"className":5308,"code":8133,"filename":8134,"language":5310,"meta":5311,"style":5311},"Axes.hist(\n    x: ArrayLike | Sequence[ArrayLike],\n    bins: int | Sequence[float] | str | None = None,\n    range: tuple[float, float] | None = None,\n    density: bool = False,\n    weights: ArrayLike | None = None,\n    cumulative: bool | float = False,\n    bottom: ArrayLike | float | None = None,\n    histtype: Literal['bar', 'barstacked', 'step', 'stepfilled'] = 'bar',\n    align: Literal['left', 'mid', 'right'] = 'mid',\n    orientation: Literal['vertical', 'horizontal'] = 'vertical',\n    rwidth: float | None = None,\n    log: bool = False,\n    color: ColorType | None = None,\n    label: str | Sequence[str] | None = None,\n    stacked: bool = False,\n    **kwargs\n) -> tuple[np.ndarray | list[np.ndarray], np.ndarray, BarContainer | Polygon | list[BarContainer | Polygon]]\n","Сигнатура ax.hist",[5283,8136,8137,8142,8147,8180,8205,8220,8233,8250,8267,8297,8321,8340,8357,8370,8383,8404,8417,8422],{"__ignoreMap":5311},[5315,8138,8139],{"class":5317,"line":5318},[5315,8140,8141],{"class":5325},"Axes.hist(\n",[5315,8143,8144],{"class":5317,"line":5335},[5315,8145,8146],{"class":5325},"    x: ArrayLike | Sequence[ArrayLike],\n",[5315,8148,8149,8152,8155,8158,8161,8164,8167,8170,8173,8176,8178],{"class":5317,"line":5342},[5315,8150,8151],{"class":5325},"    bins: ",[5315,8153,8154],{"class":7861},"int",[5315,8156,8157],{"class":5325}," | Sequence[",[5315,8159,8160],{"class":7861},"float",[5315,8162,8163],{"class":5325},"] | ",[5315,8165,8166],{"class":7861},"str",[5315,8168,8169],{"class":5325}," | ",[5315,8171,8172],{"class":5444},"None",[5315,8174,8175],{"class":5325}," = ",[5315,8177,8172],{"class":6180},[5315,8179,6861],{"class":5325},[5315,8181,8182,8186,8189,8191,8193,8195,8197,8199,8201,8203],{"class":5317,"line":5392},[5315,8183,8185],{"class":8184},"s8Opu","    range",[5315,8187,8188],{"class":5325},": tuple[",[5315,8190,8160],{"class":7861},[5315,8192,5352],{"class":5325},[5315,8194,8160],{"class":7861},[5315,8196,8163],{"class":5325},[5315,8198,8172],{"class":5444},[5315,8200,8175],{"class":5325},[5315,8202,8172],{"class":6180},[5315,8204,6861],{"class":5325},[5315,8206,8207,8210,8213,8215,8218],{"class":5317,"line":5398},[5315,8208,8209],{"class":5325},"    density: ",[5315,8211,8212],{"class":5444},"bool",[5315,8214,8175],{"class":5325},[5315,8216,8217],{"class":6180},"False",[5315,8219,6861],{"class":5325},[5315,8221,8222,8225,8227,8229,8231],{"class":5317,"line":5496},[5315,8223,8224],{"class":5325},"    weights: ArrayLike | ",[5315,8226,8172],{"class":5444},[5315,8228,8175],{"class":5325},[5315,8230,8172],{"class":6180},[5315,8232,6861],{"class":5325},[5315,8234,8235,8238,8240,8242,8244,8246,8248],{"class":5317,"line":5502},[5315,8236,8237],{"class":5325},"    cumulative: ",[5315,8239,8212],{"class":7861},[5315,8241,8169],{"class":5325},[5315,8243,8160],{"class":5444},[5315,8245,8175],{"class":5325},[5315,8247,8217],{"class":6180},[5315,8249,6861],{"class":5325},[5315,8251,8252,8255,8257,8259,8261,8263,8265],{"class":5317,"line":5689},[5315,8253,8254],{"class":5325},"    bottom: ArrayLike | ",[5315,8256,8160],{"class":7861},[5315,8258,8169],{"class":5325},[5315,8260,8172],{"class":5444},[5315,8262,8175],{"class":5325},[5315,8264,8172],{"class":6180},[5315,8266,6861],{"class":5325},[5315,8268,8269,8272,8275,8277,8280,8282,8285,8287,8290,8293,8295],{"class":5317,"line":5714},[5315,8270,8271],{"class":5325},"    histtype: Literal[",[5315,8273,8274],{"class":5545},"'bar'",[5315,8276,5352],{"class":5325},[5315,8278,8279],{"class":5545},"'barstacked'",[5315,8281,5352],{"class":5325},[5315,8283,8284],{"class":5545},"'step'",[5315,8286,5352],{"class":5325},[5315,8288,8289],{"class":5545},"'stepfilled'",[5315,8291,8292],{"class":5325},"] = ",[5315,8294,8274],{"class":5545},[5315,8296,6861],{"class":5325},[5315,8298,8299,8302,8305,8307,8310,8312,8315,8317,8319],{"class":5317,"line":5892},[5315,8300,8301],{"class":5325},"    align: Literal[",[5315,8303,8304],{"class":5545},"'left'",[5315,8306,5352],{"class":5325},[5315,8308,8309],{"class":5545},"'mid'",[5315,8311,5352],{"class":5325},[5315,8313,8314],{"class":5545},"'right'",[5315,8316,8292],{"class":5325},[5315,8318,8309],{"class":5545},[5315,8320,6861],{"class":5325},[5315,8322,8323,8326,8329,8331,8334,8336,8338],{"class":5317,"line":5915},[5315,8324,8325],{"class":5325},"    orientation: Literal[",[5315,8327,8328],{"class":5545},"'vertical'",[5315,8330,5352],{"class":5325},[5315,8332,8333],{"class":5545},"'horizontal'",[5315,8335,8292],{"class":5325},[5315,8337,8328],{"class":5545},[5315,8339,6861],{"class":5325},[5315,8341,8342,8345,8347,8349,8351,8353,8355],{"class":5317,"line":5947},[5315,8343,8344],{"class":5325},"    rwidth: ",[5315,8346,8160],{"class":7861},[5315,8348,8169],{"class":5325},[5315,8350,8172],{"class":5444},[5315,8352,8175],{"class":5325},[5315,8354,8172],{"class":6180},[5315,8356,6861],{"class":5325},[5315,8358,8359,8362,8364,8366,8368],{"class":5317,"line":5952},[5315,8360,8361],{"class":5325},"    log: ",[5315,8363,8212],{"class":5444},[5315,8365,8175],{"class":5325},[5315,8367,8217],{"class":6180},[5315,8369,6861],{"class":5325},[5315,8371,8372,8375,8377,8379,8381],{"class":5317,"line":5958},[5315,8373,8374],{"class":5325},"    color: ColorType | ",[5315,8376,8172],{"class":5444},[5315,8378,8175],{"class":5325},[5315,8380,8172],{"class":6180},[5315,8382,6861],{"class":5325},[5315,8384,8385,8388,8390,8392,8394,8396,8398,8400,8402],{"class":5317,"line":5971},[5315,8386,8387],{"class":5325},"    label: ",[5315,8389,8166],{"class":7861},[5315,8391,8157],{"class":5325},[5315,8393,8166],{"class":7861},[5315,8395,8163],{"class":5325},[5315,8397,8172],{"class":5444},[5315,8399,8175],{"class":5325},[5315,8401,8172],{"class":6180},[5315,8403,6861],{"class":5325},[5315,8405,8406,8409,8411,8413,8415],{"class":5317,"line":6000},[5315,8407,8408],{"class":5325},"    stacked: ",[5315,8410,8212],{"class":5444},[5315,8412,8175],{"class":5325},[5315,8414,8217],{"class":6180},[5315,8416,6861],{"class":5325},[5315,8418,8419],{"class":5317,"line":6031},[5315,8420,8421],{"class":5325},"    **kwargs\n",[5315,8423,8424,8427,8431],{"class":5317,"line":6047},[5315,8425,8426],{"class":5325},") ",[5315,8428,8430],{"class":8429},"se1LK","->",[5315,8432,8433],{"class":5325}," tuple[np.ndarray | list[np.ndarray], np.ndarray, BarContainer | Polygon | list[BarContainer | Polygon]]\n",[5258,8435,8436],{},[5221,8437,8438],{},"Аналіз ключових параметрів:",[5198,8440,8441,8447,8465,8479,8487,8510,8518],{},[5201,8442,8443,8446],{},[5283,8444,8445],{},"x",": вхідні дані (одновимірний масив або список кількох масивів для спільної побудови).",[5201,8448,8449,8451,8452,5352,8455,5352,8458,5352,8461,8464],{},[5283,8450,5407],{},": кількість інтервалів (ціле число), конкретні координати меж інтервалів (масив чисел) або автоматичний алгоритм оцінки (",[5283,8453,8454],{},"'auto'",[5283,8456,8457],{},"'sturges'",[5283,8459,8460],{},"'fd'",[5283,8462,8463],{},"'scott'",").",[5201,8466,8467,8470,8471,8474,8475,8478],{},[5283,8468,8469],{},"density",": якщо ",[5283,8472,8473],{},"True",", висота стовпців нормується так, що загальна площа під усією гістограмою дорівнює ",[5283,8476,8477],{},"1.0",". Це перетворює гістограму на емпіричну функцію щільності ймовірності (PDF), що дозволяє порівнювати вибірки різного обсягу або накладати аналітичні криві розподілів.",[5201,8480,8481,8470,8484,8486],{},[5283,8482,8483],{},"cumulative",[5283,8485,8473],{},", будується кумулятивна функція розподілу (CDF), де кожен наступний стовпець включає суму всіх попередніх частот від 0 до 1 (або від 0 до $N$). Дозволяє миттєво визначити процентилі або SLA-поріг.",[5201,8488,8489,8492,8493],{},[5283,8490,8491],{},"histtype",": геометричний стиль:\n",[5198,8494,8495,8500,8505],{},[5201,8496,8497,8499],{},[5283,8498,8274],{}," — класичні зафарбовані стовпчики.",[5201,8501,8502,8504],{},[5283,8503,8284],{}," — контурна лінія без внутрішньої заливки (незамінна для накладання 3–4 розподілів без візуального конфлікту).",[5201,8506,8507,8509],{},[5283,8508,8289],{}," — ступінчастий контур із напівпрозорою заливкою.",[5201,8511,8512,8470,8515,8517],{},[5283,8513,8514],{},"log",[5283,8516,8473],{},", вісь частот переводиться в логарифмічний масштаб. Це критично для виявлення одиничних аномальних сплесків, які на лінійній шкалі губляться на рівні нуля.",[5201,8519,8520,8523,8524,8526,8527,8529],{},[5283,8521,8522],{},"orientation",": напрямок стовпців (",[5283,8525,8328],{}," — за замовчуванням, ",[5283,8528,8333],{}," — для розташування поруч із графіками розсіювання).",[5718,8531,8533],{"title":8532},"hist_signature_variations.ipynb",[5722,8534,8535,9518],{"execution-count":5349},[5306,8536,8538],{"className":5308,"code":8537,"language":5310,"meta":5311,"style":5311},"import matplotlib.pyplot as plt\nimport numpy as np\n\nfig, axes = plt.subplots(2, 2, figsize=(14, 9), layout=\"constrained\")\nrng = np.random.default_rng(seed=42)\nsample = rng.normal(loc=100, scale=20, size=1000)\n\n# 1. density=True (щільність імовірності vs частоти)\nax = axes[0, 0]\nax.hist(sample, bins=25, density=True, color=\"#2563EB\", edgecolor=\"black\", alpha=0.6, label=\"density=True (PDF)\")\n# Додаємо теоретичну криву Гаусса\nx_grid = np.linspace(30, 170, 200)\npdf = (1 \u002F (20 * np.sqrt(2 * np.pi))) * np.exp(-0.5 * ((x_grid - 100) \u002F 20) ** 2)\nax.plot(x_grid, pdf, color=\"#DC2626\", lw=2.5, label=\"Теоретичний нормальний розподіл\")\nax.set_title(\"1. Нормалізація площі: density=True (площа під кривою = 1)\", fontsize=11, fontweight=\"bold\")\nax.legend(fontsize=8.5)\nax.grid(axis=\"y\", alpha=0.25, ls=\"--\")\n\n# 2. cumulative=True (кумулятивна емпірична функція розподілу CDF)\nax = axes[0, 1]\nax.hist(sample, bins=30, cumulative=True, density=True, color=\"#7C3AED\", edgecolor=\"black\", alpha=0.6)\nax.axhline(0.5, color=\"red\", ls=\"--\", label=\"Медіана (50% спостережень)\")\nax.axhline(0.95, color=\"orange\", ls=\":\", label=\"95-й процентиль (SLA поріг)\")\nax.set_title(\"2. Кумулятивна функція: cumulative=True (CDF від 0 до 1)\", fontsize=11, fontweight=\"bold\")\nax.legend(fontsize=8.5, loc=\"lower right\")\nax.grid(True, alpha=0.25, ls=\"--\")\n\n# 3. histtype ('bar', 'step', 'stepfilled')\nax = axes[1, 0]\nsample2 = rng.normal(loc=115, scale=18, size=1000)\nax.hist(sample, bins=25, histtype=\"stepfilled\", color=\"#059669\", alpha=0.5, label=\"Модель A (stepfilled)\")\nax.hist(sample2, bins=25, histtype=\"step\", color=\"#DC2626\", lw=2, label=\"Модель B (step)\")\nax.set_title(\"3. Типи відображення: histtype='step' та 'stepfilled'\", fontsize=11, fontweight=\"bold\")\nax.legend(fontsize=8.5)\nax.grid(axis=\"y\", alpha=0.25, ls=\"--\")\n\n# 4. log=True та orientation='horizontal'\nax = axes[1, 1]\n# Згенеруємо розподіл із рідкісними спайками\nspikes = np.concatenate([rng.normal(50, 5, 950), rng.uniform(80, 150, 50)])\nax.hist(spikes, bins=30, log=True, color=\"#D97706\", edgecolor=\"black\", alpha=0.7)\nax.set_title(\"4. Логарифмічна шкала частот: log=True (видно рідкісні викиди)\", fontsize=11, fontweight=\"bold\")\nax.set_xlabel(\"Час відгуку (мс)\")\nax.set_ylabel(\"Частота (Log Scale)\")\nax.grid(True, alpha=0.25, ls=\"--\")\n\nfig.suptitle(\"Параметричні варіації методу ax.hist()\", fontsize=14, fontweight=\"bold\")\nplt.show()\n",[5283,8539,8540,8550,8560,8564,8597,8609,8639,8643,8648,8661,8715,8720,8737,8776,8807,8832,8845,8873,8877,8882,8894,8947,8981,9017,9042,9063,9087,9091,9096,9108,9139,9185,9232,9257,9270,9299,9304,9310,9323,9329,9364,9411,9437,9447,9457,9482,9487,9513],{"__ignoreMap":5311},[5315,8541,8542,8544,8546,8548],{"class":5317,"line":5318},[5315,8543,5322],{"class":5321},[5315,8545,5326],{"class":5325},[5315,8547,5329],{"class":5321},[5315,8549,5332],{"class":5325},[5315,8551,8552,8554,8556,8558],{"class":5317,"line":5335},[5315,8553,5322],{"class":5321},[5315,8555,5427],{"class":5325},[5315,8557,5329],{"class":5321},[5315,8559,5432],{"class":5325},[5315,8561,8562],{"class":5317,"line":5342},[5315,8563,5339],{"emptyLinePlaceholder":5338},[5315,8565,8566,8569,8571,8573,8575,8577,8579,8581,8583,8585,8587,8589,8591,8593,8595],{"class":5317,"line":5392},[5315,8567,8568],{"class":5325},"fig, axes = plt.subplots(",[5315,8570,5355],{"class":5348},[5315,8572,5352],{"class":5325},[5315,8574,5355],{"class":5348},[5315,8576,5352],{"class":5325},[5315,8578,5768],{"class":5444},[5315,8580,5771],{"class":5325},[5315,8582,6592],{"class":5348},[5315,8584,5352],{"class":5325},[5315,8586,6342],{"class":5348},[5315,8588,5781],{"class":5325},[5315,8590,5784],{"class":5444},[5315,8592,5448],{"class":5325},[5315,8594,5789],{"class":5545},[5315,8596,5454],{"class":5325},[5315,8598,8599,8601,8603,8605,8607],{"class":5317,"line":5398},[5315,8600,5441],{"class":5325},[5315,8602,5445],{"class":5444},[5315,8604,5448],{"class":5325},[5315,8606,5451],{"class":5348},[5315,8608,5454],{"class":5325},[5315,8610,8611,8614,8616,8618,8620,8622,8624,8626,8628,8630,8632,8634,8637],{"class":5317,"line":5496},[5315,8612,8613],{"class":5325},"sample = rng.normal(",[5315,8615,5462],{"class":5444},[5315,8617,5448],{"class":5325},[5315,8619,7229],{"class":5348},[5315,8621,5352],{"class":5325},[5315,8623,5472],{"class":5444},[5315,8625,5448],{"class":5325},[5315,8627,7278],{"class":5348},[5315,8629,5352],{"class":5325},[5315,8631,5482],{"class":5444},[5315,8633,5448],{"class":5325},[5315,8635,8636],{"class":5348},"1000",[5315,8638,5454],{"class":5325},[5315,8640,8641],{"class":5317,"line":5502},[5315,8642,5339],{"emptyLinePlaceholder":5338},[5315,8644,8645],{"class":5317,"line":5689},[5315,8646,8647],{"class":5800},"# 1. density=True (щільність імовірності vs частоти)\n",[5315,8649,8650,8653,8655,8657,8659],{"class":5317,"line":5714},[5315,8651,8652],{"class":5325},"ax = axes[",[5315,8654,7224],{"class":5348},[5315,8656,5352],{"class":5325},[5315,8658,7224],{"class":5348},[5315,8660,5389],{"class":5325},[5315,8662,8663,8666,8668,8670,8672,8674,8676,8678,8680,8682,8684,8686,8688,8690,8692,8694,8696,8698,8700,8702,8704,8706,8708,8710,8713],{"class":5317,"line":5892},[5315,8664,8665],{"class":5325},"ax.hist(sample, ",[5315,8667,5407],{"class":5444},[5315,8669,5448],{"class":5325},[5315,8671,5477],{"class":5348},[5315,8673,5352],{"class":5325},[5315,8675,8469],{"class":5444},[5315,8677,5448],{"class":5325},[5315,8679,8473],{"class":6180},[5315,8681,5352],{"class":5325},[5315,8683,5540],{"class":5444},[5315,8685,5448],{"class":5325},[5315,8687,5853],{"class":5545},[5315,8689,5352],{"class":5325},[5315,8691,5551],{"class":5444},[5315,8693,5448],{"class":5325},[5315,8695,5556],{"class":5545},[5315,8697,5352],{"class":5325},[5315,8699,5561],{"class":5444},[5315,8701,5448],{"class":5325},[5315,8703,7979],{"class":5348},[5315,8705,5352],{"class":5325},[5315,8707,5604],{"class":5444},[5315,8709,5448],{"class":5325},[5315,8711,8712],{"class":5545},"\"density=True (PDF)\"",[5315,8714,5454],{"class":5325},[5315,8716,8717],{"class":5317,"line":5915},[5315,8718,8719],{"class":5800},"# Додаємо теоретичну криву Гаусса\n",[5315,8721,8722,8725,8727,8729,8731,8733,8735],{"class":5317,"line":5947},[5315,8723,8724],{"class":5325},"x_grid = np.linspace(",[5315,8726,6750],{"class":5348},[5315,8728,5352],{"class":5325},[5315,8730,6549],{"class":5348},[5315,8732,5352],{"class":5325},[5315,8734,5487],{"class":5348},[5315,8736,5454],{"class":5325},[5315,8738,8739,8742,8744,8747,8749,8752,8754,8757,8759,8762,8764,8767,8769,8772,8774],{"class":5317,"line":5952},[5315,8740,8741],{"class":5325},"pdf = (",[5315,8743,5349],{"class":5348},[5315,8745,8746],{"class":5325}," \u002F (",[5315,8748,7278],{"class":5348},[5315,8750,8751],{"class":5325}," * np.sqrt(",[5315,8753,5355],{"class":5348},[5315,8755,8756],{"class":5325}," * np.pi))) * np.exp(-",[5315,8758,6621],{"class":5348},[5315,8760,8761],{"class":5325}," * ((x_grid - ",[5315,8763,7229],{"class":5348},[5315,8765,8766],{"class":5325},") \u002F ",[5315,8768,7278],{"class":5348},[5315,8770,8771],{"class":5325},") ** ",[5315,8773,5355],{"class":5348},[5315,8775,5454],{"class":5325},[5315,8777,8778,8781,8783,8785,8787,8789,8791,8793,8796,8798,8800,8802,8805],{"class":5317,"line":5958},[5315,8779,8780],{"class":5325},"ax.plot(x_grid, pdf, ",[5315,8782,5540],{"class":5444},[5315,8784,5448],{"class":5325},[5315,8786,6010],{"class":5545},[5315,8788,5352],{"class":5325},[5315,8790,6167],{"class":5444},[5315,8792,5448],{"class":5325},[5315,8794,8795],{"class":5348},"2.5",[5315,8797,5352],{"class":5325},[5315,8799,5604],{"class":5444},[5315,8801,5448],{"class":5325},[5315,8803,8804],{"class":5545},"\"Теоретичний нормальний розподіл\"",[5315,8806,5454],{"class":5325},[5315,8808,8809,8811,8814,8816,8818,8820,8822,8824,8826,8828,8830],{"class":5317,"line":5971},[5315,8810,7317],{"class":5325},[5315,8812,8813],{"class":5545},"\"1. Нормалізація площі: density=True (площа під кривою = 1)\"",[5315,8815,5352],{"class":5325},[5315,8817,6305],{"class":5444},[5315,8819,5448],{"class":5325},[5315,8821,6936],{"class":5348},[5315,8823,5352],{"class":5325},[5315,8825,5905],{"class":5444},[5315,8827,5448],{"class":5325},[5315,8829,5910],{"class":5545},[5315,8831,5454],{"class":5325},[5315,8833,8834,8836,8838,8840,8843],{"class":5317,"line":6000},[5315,8835,7527],{"class":5325},[5315,8837,6305],{"class":5444},[5315,8839,5448],{"class":5325},[5315,8841,8842],{"class":5348},"8.5",[5315,8844,5454],{"class":5325},[5315,8846,8847,8849,8851,8853,8855,8857,8859,8861,8863,8865,8867,8869,8871],{"class":5317,"line":6031},[5315,8848,7382],{"class":5325},[5315,8850,5695],{"class":5444},[5315,8852,5448],{"class":5325},[5315,8854,5700],{"class":5545},[5315,8856,5352],{"class":5325},[5315,8858,5561],{"class":5444},[5315,8860,5448],{"class":5325},[5315,8862,5933],{"class":5348},[5315,8864,5352],{"class":5325},[5315,8866,5938],{"class":5444},[5315,8868,5448],{"class":5325},[5315,8870,5590],{"class":5545},[5315,8872,5454],{"class":5325},[5315,8874,8875],{"class":5317,"line":6047},[5315,8876,5339],{"emptyLinePlaceholder":5338},[5315,8878,8879],{"class":5317,"line":6066},[5315,8880,8881],{"class":5800},"# 2. cumulative=True (кумулятивна емпірична функція розподілу CDF)\n",[5315,8883,8884,8886,8888,8890,8892],{"class":5317,"line":6096},[5315,8885,8652],{"class":5325},[5315,8887,7224],{"class":5348},[5315,8889,5352],{"class":5325},[5315,8891,5349],{"class":5348},[5315,8893,5389],{"class":5325},[5315,8895,8896,8898,8900,8902,8904,8906,8908,8910,8912,8914,8916,8918,8920,8922,8924,8926,8929,8931,8933,8935,8937,8939,8941,8943,8945],{"class":5317,"line":6101},[5315,8897,8665],{"class":5325},[5315,8899,5407],{"class":5444},[5315,8901,5448],{"class":5325},[5315,8903,6750],{"class":5348},[5315,8905,5352],{"class":5325},[5315,8907,8483],{"class":5444},[5315,8909,5448],{"class":5325},[5315,8911,8473],{"class":6180},[5315,8913,5352],{"class":5325},[5315,8915,8469],{"class":5444},[5315,8917,5448],{"class":5325},[5315,8919,8473],{"class":6180},[5315,8921,5352],{"class":5325},[5315,8923,5540],{"class":5444},[5315,8925,5448],{"class":5325},[5315,8927,8928],{"class":5545},"\"#7C3AED\"",[5315,8930,5352],{"class":5325},[5315,8932,5551],{"class":5444},[5315,8934,5448],{"class":5325},[5315,8936,5556],{"class":5545},[5315,8938,5352],{"class":5325},[5315,8940,5561],{"class":5444},[5315,8942,5448],{"class":5325},[5315,8944,7979],{"class":5348},[5315,8946,5454],{"class":5325},[5315,8948,8949,8952,8954,8956,8958,8960,8962,8964,8966,8968,8970,8972,8974,8976,8979],{"class":5317,"line":6107},[5315,8950,8951],{"class":5325},"ax.axhline(",[5315,8953,6621],{"class":5348},[5315,8955,5352],{"class":5325},[5315,8957,5540],{"class":5444},[5315,8959,5448],{"class":5325},[5315,8961,5580],{"class":5545},[5315,8963,5352],{"class":5325},[5315,8965,5938],{"class":5444},[5315,8967,5448],{"class":5325},[5315,8969,5590],{"class":5545},[5315,8971,5352],{"class":5325},[5315,8973,5604],{"class":5444},[5315,8975,5448],{"class":5325},[5315,8977,8978],{"class":5545},"\"Медіана (50% спостережень)\"",[5315,8980,5454],{"class":5325},[5315,8982,8983,8985,8988,8990,8992,8994,8997,8999,9001,9003,9006,9008,9010,9012,9015],{"class":5317,"line":6145},[5315,8984,8951],{"class":5325},[5315,8986,8987],{"class":5348},"0.95",[5315,8989,5352],{"class":5325},[5315,8991,5540],{"class":5444},[5315,8993,5448],{"class":5325},[5315,8995,8996],{"class":5545},"\"orange\"",[5315,8998,5352],{"class":5325},[5315,9000,5938],{"class":5444},[5315,9002,5448],{"class":5325},[5315,9004,9005],{"class":5545},"\":\"",[5315,9007,5352],{"class":5325},[5315,9009,5604],{"class":5444},[5315,9011,5448],{"class":5325},[5315,9013,9014],{"class":5545},"\"95-й процентиль (SLA поріг)\"",[5315,9016,5454],{"class":5325},[5315,9018,9019,9021,9024,9026,9028,9030,9032,9034,9036,9038,9040],{"class":5317,"line":6201},[5315,9020,7317],{"class":5325},[5315,9022,9023],{"class":5545},"\"2. Кумулятивна функція: cumulative=True (CDF від 0 до 1)\"",[5315,9025,5352],{"class":5325},[5315,9027,6305],{"class":5444},[5315,9029,5448],{"class":5325},[5315,9031,6936],{"class":5348},[5315,9033,5352],{"class":5325},[5315,9035,5905],{"class":5444},[5315,9037,5448],{"class":5325},[5315,9039,5910],{"class":5545},[5315,9041,5454],{"class":5325},[5315,9043,9044,9046,9048,9050,9052,9054,9056,9058,9061],{"class":5317,"line":6251},[5315,9045,7527],{"class":5325},[5315,9047,6305],{"class":5444},[5315,9049,5448],{"class":5325},[5315,9051,8842],{"class":5348},[5315,9053,5352],{"class":5325},[5315,9055,5462],{"class":5444},[5315,9057,5448],{"class":5325},[5315,9059,9060],{"class":5545},"\"lower right\"",[5315,9062,5454],{"class":5325},[5315,9064,9065,9067,9069,9071,9073,9075,9077,9079,9081,9083,9085],{"class":5317,"line":6267},[5315,9066,7382],{"class":5325},[5315,9068,8473],{"class":6180},[5315,9070,5352],{"class":5325},[5315,9072,5561],{"class":5444},[5315,9074,5448],{"class":5325},[5315,9076,5933],{"class":5348},[5315,9078,5352],{"class":5325},[5315,9080,5938],{"class":5444},[5315,9082,5448],{"class":5325},[5315,9084,5590],{"class":5545},[5315,9086,5454],{"class":5325},[5315,9088,9089],{"class":5317,"line":6295},[5315,9090,5339],{"emptyLinePlaceholder":5338},[5315,9092,9093],{"class":5317,"line":6314},[5315,9094,9095],{"class":5800},"# 3. histtype ('bar', 'step', 'stepfilled')\n",[5315,9097,9098,9100,9102,9104,9106],{"class":5317,"line":6332},[5315,9099,8652],{"class":5325},[5315,9101,5349],{"class":5348},[5315,9103,5352],{"class":5325},[5315,9105,7224],{"class":5348},[5315,9107,5389],{"class":5325},[5315,9109,9110,9113,9115,9117,9120,9122,9124,9126,9129,9131,9133,9135,9137],{"class":5317,"line":6347},[5315,9111,9112],{"class":5325},"sample2 = rng.normal(",[5315,9114,5462],{"class":5444},[5315,9116,5448],{"class":5325},[5315,9118,9119],{"class":5348},"115",[5315,9121,5352],{"class":5325},[5315,9123,5472],{"class":5444},[5315,9125,5448],{"class":5325},[5315,9127,9128],{"class":5348},"18",[5315,9130,5352],{"class":5325},[5315,9132,5482],{"class":5444},[5315,9134,5448],{"class":5325},[5315,9136,8636],{"class":5348},[5315,9138,5454],{"class":5325},[5315,9140,9141,9143,9145,9147,9149,9151,9153,9155,9158,9160,9162,9164,9166,9168,9170,9172,9174,9176,9178,9180,9183],{"class":5317,"line":6378},[5315,9142,8665],{"class":5325},[5315,9144,5407],{"class":5444},[5315,9146,5448],{"class":5325},[5315,9148,5477],{"class":5348},[5315,9150,5352],{"class":5325},[5315,9152,8491],{"class":5444},[5315,9154,5448],{"class":5325},[5315,9156,9157],{"class":5545},"\"stepfilled\"",[5315,9159,5352],{"class":5325},[5315,9161,5540],{"class":5444},[5315,9163,5448],{"class":5325},[5315,9165,5546],{"class":5545},[5315,9167,5352],{"class":5325},[5315,9169,5561],{"class":5444},[5315,9171,5448],{"class":5325},[5315,9173,6621],{"class":5348},[5315,9175,5352],{"class":5325},[5315,9177,5604],{"class":5444},[5315,9179,5448],{"class":5325},[5315,9181,9182],{"class":5545},"\"Модель A (stepfilled)\"",[5315,9184,5454],{"class":5325},[5315,9186,9187,9190,9192,9194,9196,9198,9200,9202,9205,9207,9209,9211,9213,9215,9217,9219,9221,9223,9225,9227,9230],{"class":5317,"line":6383},[5315,9188,9189],{"class":5325},"ax.hist(sample2, ",[5315,9191,5407],{"class":5444},[5315,9193,5448],{"class":5325},[5315,9195,5477],{"class":5348},[5315,9197,5352],{"class":5325},[5315,9199,8491],{"class":5444},[5315,9201,5448],{"class":5325},[5315,9203,9204],{"class":5545},"\"step\"",[5315,9206,5352],{"class":5325},[5315,9208,5540],{"class":5444},[5315,9210,5448],{"class":5325},[5315,9212,6010],{"class":5545},[5315,9214,5352],{"class":5325},[5315,9216,6167],{"class":5444},[5315,9218,5448],{"class":5325},[5315,9220,5355],{"class":5348},[5315,9222,5352],{"class":5325},[5315,9224,5604],{"class":5444},[5315,9226,5448],{"class":5325},[5315,9228,9229],{"class":5545},"\"Модель B (step)\"",[5315,9231,5454],{"class":5325},[5315,9233,9234,9236,9239,9241,9243,9245,9247,9249,9251,9253,9255],{"class":5317,"line":6411},[5315,9235,7317],{"class":5325},[5315,9237,9238],{"class":5545},"\"3. Типи відображення: histtype='step' та 'stepfilled'\"",[5315,9240,5352],{"class":5325},[5315,9242,6305],{"class":5444},[5315,9244,5448],{"class":5325},[5315,9246,6936],{"class":5348},[5315,9248,5352],{"class":5325},[5315,9250,5905],{"class":5444},[5315,9252,5448],{"class":5325},[5315,9254,5910],{"class":5545},[5315,9256,5454],{"class":5325},[5315,9258,9260,9262,9264,9266,9268],{"class":5317,"line":9259},34,[5315,9261,7527],{"class":5325},[5315,9263,6305],{"class":5444},[5315,9265,5448],{"class":5325},[5315,9267,8842],{"class":5348},[5315,9269,5454],{"class":5325},[5315,9271,9273,9275,9277,9279,9281,9283,9285,9287,9289,9291,9293,9295,9297],{"class":5317,"line":9272},35,[5315,9274,7382],{"class":5325},[5315,9276,5695],{"class":5444},[5315,9278,5448],{"class":5325},[5315,9280,5700],{"class":5545},[5315,9282,5352],{"class":5325},[5315,9284,5561],{"class":5444},[5315,9286,5448],{"class":5325},[5315,9288,5933],{"class":5348},[5315,9290,5352],{"class":5325},[5315,9292,5938],{"class":5444},[5315,9294,5448],{"class":5325},[5315,9296,5590],{"class":5545},[5315,9298,5454],{"class":5325},[5315,9300,9302],{"class":5317,"line":9301},36,[5315,9303,5339],{"emptyLinePlaceholder":5338},[5315,9305,9307],{"class":5317,"line":9306},37,[5315,9308,9309],{"class":5800},"# 4. log=True та orientation='horizontal'\n",[5315,9311,9313,9315,9317,9319,9321],{"class":5317,"line":9312},38,[5315,9314,8652],{"class":5325},[5315,9316,5349],{"class":5348},[5315,9318,5352],{"class":5325},[5315,9320,5349],{"class":5348},[5315,9322,5389],{"class":5325},[5315,9324,9326],{"class":5317,"line":9325},39,[5315,9327,9328],{"class":5800},"# Згенеруємо розподіл із рідкісними спайками\n",[5315,9330,9332,9335,9337,9339,9341,9343,9346,9349,9352,9354,9357,9359,9361],{"class":5317,"line":9331},40,[5315,9333,9334],{"class":5325},"spikes = np.concatenate([rng.normal(",[5315,9336,6638],{"class":5348},[5315,9338,5352],{"class":5325},[5315,9340,5386],{"class":5348},[5315,9342,5352],{"class":5325},[5315,9344,9345],{"class":5348},"950",[5315,9347,9348],{"class":5325},"), rng.uniform(",[5315,9350,9351],{"class":5348},"80",[5315,9353,5352],{"class":5325},[5315,9355,9356],{"class":5348},"150",[5315,9358,5352],{"class":5325},[5315,9360,6638],{"class":5348},[5315,9362,9363],{"class":5325},")])\n",[5315,9365,9367,9370,9372,9374,9376,9378,9380,9382,9384,9386,9388,9390,9393,9395,9397,9399,9401,9403,9405,9407,9409],{"class":5317,"line":9366},41,[5315,9368,9369],{"class":5325},"ax.hist(spikes, ",[5315,9371,5407],{"class":5444},[5315,9373,5448],{"class":5325},[5315,9375,6750],{"class":5348},[5315,9377,5352],{"class":5325},[5315,9379,8514],{"class":5444},[5315,9381,5448],{"class":5325},[5315,9383,8473],{"class":6180},[5315,9385,5352],{"class":5325},[5315,9387,5540],{"class":5444},[5315,9389,5448],{"class":5325},[5315,9391,9392],{"class":5545},"\"#D97706\"",[5315,9394,5352],{"class":5325},[5315,9396,5551],{"class":5444},[5315,9398,5448],{"class":5325},[5315,9400,5556],{"class":5545},[5315,9402,5352],{"class":5325},[5315,9404,5561],{"class":5444},[5315,9406,5448],{"class":5325},[5315,9408,5566],{"class":5348},[5315,9410,5454],{"class":5325},[5315,9412,9414,9416,9419,9421,9423,9425,9427,9429,9431,9433,9435],{"class":5317,"line":9413},42,[5315,9415,7317],{"class":5325},[5315,9417,9418],{"class":5545},"\"4. Логарифмічна шкала частот: log=True (видно рідкісні викиди)\"",[5315,9420,5352],{"class":5325},[5315,9422,6305],{"class":5444},[5315,9424,5448],{"class":5325},[5315,9426,6936],{"class":5348},[5315,9428,5352],{"class":5325},[5315,9430,5905],{"class":5444},[5315,9432,5448],{"class":5325},[5315,9434,5910],{"class":5545},[5315,9436,5454],{"class":5325},[5315,9438,9440,9442,9445],{"class":5317,"line":9439},43,[5315,9441,7346],{"class":5325},[5315,9443,9444],{"class":5545},"\"Час відгуку (мс)\"",[5315,9446,5454],{"class":5325},[5315,9448,9450,9452,9455],{"class":5317,"line":9449},44,[5315,9451,7364],{"class":5325},[5315,9453,9454],{"class":5545},"\"Частота (Log Scale)\"",[5315,9456,5454],{"class":5325},[5315,9458,9460,9462,9464,9466,9468,9470,9472,9474,9476,9478,9480],{"class":5317,"line":9459},45,[5315,9461,7382],{"class":5325},[5315,9463,8473],{"class":6180},[5315,9465,5352],{"class":5325},[5315,9467,5561],{"class":5444},[5315,9469,5448],{"class":5325},[5315,9471,5933],{"class":5348},[5315,9473,5352],{"class":5325},[5315,9475,5938],{"class":5444},[5315,9477,5448],{"class":5325},[5315,9479,5590],{"class":5545},[5315,9481,5454],{"class":5325},[5315,9483,9485],{"class":5317,"line":9484},46,[5315,9486,5339],{"emptyLinePlaceholder":5338},[5315,9488,9490,9492,9495,9497,9499,9501,9503,9505,9507,9509,9511],{"class":5317,"line":9489},47,[5315,9491,6386],{"class":5325},[5315,9493,9494],{"class":5545},"\"Параметричні варіації методу ax.hist()\"",[5315,9496,5352],{"class":5325},[5315,9498,6305],{"class":5444},[5315,9500,5448],{"class":5325},[5315,9502,6592],{"class":5348},[5315,9504,5352],{"class":5325},[5315,9506,5905],{"class":5444},[5315,9508,5448],{"class":5325},[5315,9510,5910],{"class":5545},[5315,9512,5454],{"class":5325},[5315,9514,9516],{"class":5317,"line":9515},48,[5315,9517,5401],{"class":5325},[6415,9519,9520],{"v-slot:output":5311},[6418,9521],{"alt":9522,"className":9523,"src":9524},"Параметричні варіації ax.hist",[6422],"\u002Fimages\u002Fai-python\u002Fdata-visualization\u002Fdistributions\u002F13.png",[5250,9526],{},[5253,9528,9530],{"id":9529},"правило-вибору-кількості-bins","Правило вибору кількості bins",[5258,9532,9533,9536],{},[5221,9534,9535],{},"Найчастіше питання:"," скільки стовпців (bins) потрібно для гістограми?",[5258,9538,9539,9542],{},[5221,9540,9541],{},"Відповідь:"," немає «правильного» числа — це баланс між деталізацією та узагальненням.",[5266,9544,9545],{},[5258,9546,9547,9550,9552,9553,9555],{},[5221,9548,9549],{},"Сюжетна лінія (Етап 2: Баланс деталізації при моніторингу черги):",[5274,9551],{},"\nКоли ви налаштовуєте моніторинг сервісу, вибір кількості інтервалів (",[5283,9554,5407],{},") має прямий вплив на швидкість і правильність діагностики. Якщо стовпців замало (наприклад, 5) — ви пропустите небезпечний «другий горб» (окрему групу запитів із великою затримкою). Якщо стовпців забагато (100) — графік перетвориться на гребінець випадкового шуму, де неможливо розгледіти загальну закономірність.",[5718,9557,9559,9568,9873],{"title":9558},"bins_comparison.ipynb",[5722,9560,9561,9565],{"type":6481},[5294,9562,9564],{"id":9563},"вплив-кількості-bins-на-читабельність","Вплив кількості bins на читабельність",[5258,9566,9567],{},"Той самий датасет з різною кількістю інтервалів",[5722,9569,9570,9866],{"execution-count":5349},[5306,9571,9573],{"className":5308,"code":9572,"language":5310,"meta":5311,"style":5311},"import matplotlib.pyplot as plt\nimport numpy as np\n\nrng = np.random.default_rng(seed=42)\ndata = rng.exponential(scale=2, size=500)\n\nfig, axes = plt.subplots(2, 3, figsize=(15, 8))\nfig.suptitle(\"Той самий датасет з різною кількістю bins\", \n             fontsize=15, fontweight=\"bold\")\n\nbins_values = [5, 10, 20, 30, 50, 100]\n\nfor ax, bins in zip(axes.flat, bins_values):\n    ax.hist(data, bins=bins, color=\"teal\", edgecolor=\"black\", alpha=0.7)\n    ax.set_title(f\"bins={bins}\", fontsize=12, fontweight=\"bold\")\n    ax.set_xlabel(\"Значення\")\n    ax.set_ylabel(\"Частота\")\n    ax.grid(axis=\"y\", alpha=0.3)\n\nplt.tight_layout()\nplt.show()\n",[5283,9574,9575,9585,9595,9599,9611,9632,9636,9661,9670,9688,9692,9721,9725,9742,9777,9813,9823,9833,9854,9858,9862],{"__ignoreMap":5311},[5315,9576,9577,9579,9581,9583],{"class":5317,"line":5318},[5315,9578,5322],{"class":5321},[5315,9580,5326],{"class":5325},[5315,9582,5329],{"class":5321},[5315,9584,5332],{"class":5325},[5315,9586,9587,9589,9591,9593],{"class":5317,"line":5335},[5315,9588,5322],{"class":5321},[5315,9590,5427],{"class":5325},[5315,9592,5329],{"class":5321},[5315,9594,5432],{"class":5325},[5315,9596,9597],{"class":5317,"line":5342},[5315,9598,5339],{"emptyLinePlaceholder":5338},[5315,9600,9601,9603,9605,9607,9609],{"class":5317,"line":5392},[5315,9602,5441],{"class":5325},[5315,9604,5445],{"class":5444},[5315,9606,5448],{"class":5325},[5315,9608,5451],{"class":5348},[5315,9610,5454],{"class":5325},[5315,9612,9613,9616,9618,9620,9622,9624,9626,9628,9630],{"class":5317,"line":5398},[5315,9614,9615],{"class":5325},"data = rng.exponential(",[5315,9617,5472],{"class":5444},[5315,9619,5448],{"class":5325},[5315,9621,5355],{"class":5348},[5315,9623,5352],{"class":5325},[5315,9625,5482],{"class":5444},[5315,9627,5448],{"class":5325},[5315,9629,6566],{"class":5348},[5315,9631,5454],{"class":5325},[5315,9633,9634],{"class":5317,"line":5496},[5315,9635,5339],{"emptyLinePlaceholder":5338},[5315,9637,9638,9640,9642,9644,9646,9648,9650,9652,9654,9656,9659],{"class":5317,"line":5502},[5315,9639,8568],{"class":5325},[5315,9641,5355],{"class":5348},[5315,9643,5352],{"class":5325},[5315,9645,5364],{"class":5348},[5315,9647,5352],{"class":5325},[5315,9649,5768],{"class":5444},[5315,9651,5771],{"class":5325},[5315,9653,5535],{"class":5348},[5315,9655,5352],{"class":5325},[5315,9657,9658],{"class":5348},"8",[5315,9660,6599],{"class":5325},[5315,9662,9663,9665,9668],{"class":5317,"line":5689},[5315,9664,6386],{"class":5325},[5315,9666,9667],{"class":5545},"\"Той самий датасет з різною кількістю bins\"",[5315,9669,5889],{"class":5325},[5315,9671,9672,9674,9676,9678,9680,9682,9684,9686],{"class":5317,"line":5714},[5315,9673,7327],{"class":5444},[5315,9675,5448],{"class":5325},[5315,9677,5535],{"class":5348},[5315,9679,5352],{"class":5325},[5315,9681,5905],{"class":5444},[5315,9683,5448],{"class":5325},[5315,9685,5910],{"class":5545},[5315,9687,5454],{"class":5325},[5315,9689,9690],{"class":5317,"line":5892},[5315,9691,5339],{"emptyLinePlaceholder":5338},[5315,9693,9694,9697,9699,9701,9703,9705,9707,9709,9711,9713,9715,9717,9719],{"class":5317,"line":5915},[5315,9695,9696],{"class":5325},"bins_values = [",[5315,9698,5386],{"class":5348},[5315,9700,5352],{"class":5325},[5315,9702,5900],{"class":5348},[5315,9704,5352],{"class":5325},[5315,9706,7278],{"class":5348},[5315,9708,5352],{"class":5325},[5315,9710,6750],{"class":5348},[5315,9712,5352],{"class":5325},[5315,9714,6638],{"class":5348},[5315,9716,5352],{"class":5325},[5315,9718,7229],{"class":5348},[5315,9720,5389],{"class":5325},[5315,9722,9723],{"class":5317,"line":5947},[5315,9724,5339],{"emptyLinePlaceholder":5338},[5315,9726,9727,9730,9733,9736,9739],{"class":5317,"line":5952},[5315,9728,9729],{"class":5321},"for",[5315,9731,9732],{"class":5325}," ax, bins ",[5315,9734,9735],{"class":5321},"in",[5315,9737,9738],{"class":8184}," zip",[5315,9740,9741],{"class":5325},"(axes.flat, bins_values):\n",[5315,9743,9744,9747,9749,9752,9754,9756,9759,9761,9763,9765,9767,9769,9771,9773,9775],{"class":5317,"line":5958},[5315,9745,9746],{"class":5325},"    ax.hist(data, ",[5315,9748,5407],{"class":5444},[5315,9750,9751],{"class":5325},"=bins, ",[5315,9753,5540],{"class":5444},[5315,9755,5448],{"class":5325},[5315,9757,9758],{"class":5545},"\"teal\"",[5315,9760,5352],{"class":5325},[5315,9762,5551],{"class":5444},[5315,9764,5448],{"class":5325},[5315,9766,5556],{"class":5545},[5315,9768,5352],{"class":5325},[5315,9770,5561],{"class":5444},[5315,9772,5448],{"class":5325},[5315,9774,5566],{"class":5348},[5315,9776,5454],{"class":5325},[5315,9778,9779,9782,9784,9787,9789,9791,9793,9795,9797,9799,9801,9803,9805,9807,9809,9811],{"class":5317,"line":5971},[5315,9780,9781],{"class":5325},"    ax.set_title(",[5315,9783,6181],{"class":6180},[5315,9785,9786],{"class":5545},"\"bins=",[5315,9788,6187],{"class":6180},[5315,9790,5407],{"class":5325},[5315,9792,6649],{"class":6180},[5315,9794,6652],{"class":5545},[5315,9796,5352],{"class":5325},[5315,9798,6305],{"class":5444},[5315,9800,5448],{"class":5325},[5315,9802,6709],{"class":5348},[5315,9804,5352],{"class":5325},[5315,9806,5905],{"class":5444},[5315,9808,5448],{"class":5325},[5315,9810,5910],{"class":5545},[5315,9812,5454],{"class":5325},[5315,9814,9815,9818,9821],{"class":5317,"line":6000},[5315,9816,9817],{"class":5325},"    ax.set_xlabel(",[5315,9819,9820],{"class":5545},"\"Значення\"",[5315,9822,5454],{"class":5325},[5315,9824,9825,9828,9831],{"class":5317,"line":6031},[5315,9826,9827],{"class":5325},"    ax.set_ylabel(",[5315,9829,9830],{"class":5545},"\"Частота\"",[5315,9832,5454],{"class":5325},[5315,9834,9835,9838,9840,9842,9844,9846,9848,9850,9852],{"class":5317,"line":6047},[5315,9836,9837],{"class":5325},"    ax.grid(",[5315,9839,5695],{"class":5444},[5315,9841,5448],{"class":5325},[5315,9843,5700],{"class":5545},[5315,9845,5352],{"class":5325},[5315,9847,5561],{"class":5444},[5315,9849,5448],{"class":5325},[5315,9851,5709],{"class":5348},[5315,9853,5454],{"class":5325},[5315,9855,9856],{"class":5317,"line":6066},[5315,9857,5339],{"emptyLinePlaceholder":5338},[5315,9859,9860],{"class":5317,"line":6096},[5315,9861,6990],{"class":5325},[5315,9863,9864],{"class":5317,"line":6101},[5315,9865,5401],{"class":5325},[6415,9867,9868],{"v-slot:output":5311},[6418,9869],{"alt":9870,"className":9871,"src":9872},"Порівняння різної кількості bins",[6422],"\u002Fimages\u002Fai-python\u002Fdata-visualization\u002Fdistributions\u002F04.png",[5722,9874,9875,9880,9900],{"type":6481},[5258,9876,9877],{},[5221,9878,9879],{},"Висновки:",[5198,9881,9882,9888,9894],{},[5201,9883,9884,9887],{},[5221,9885,9886],{},"bins=5"," — занадто грубо, втрачаються деталі розподілу",[5201,9889,9890,9893],{},[5221,9891,9892],{},"bins=10–20"," — оптимально для більшості випадків, видно форму",[5201,9895,9896,9899],{},[5221,9897,9898],{},"bins=50–100"," — занадто детально, виникає «шум», важко побачити тренд",[5258,9901,9902,9905,9906,9909,9910],{},[5221,9903,9904],{},"Золоте правило:"," для n спостережень використовуйте ",[5283,9907,9908],{},"bins ≈ √n"," або ",[5283,9911,9912],{},"bins ≈ log₂(n)",[9914,9915,9916,9921,9924,10014,10021],"tip",{},[5258,9917,9918],{},[5221,9919,9920],{},"Автоматичні методи вибору bins:",[5258,9922,9923],{},"Matplotlib підтримує автоматичні алгоритми:",[5306,9925,9927],{"className":5308,"code":9926,"language":5310,"meta":5311,"style":5311},"# Правило Стерджеса (для нормального розподілу)\nax.hist(data, bins=\"sturges\")\n\n# Правило Скотта (враховує розкид даних)\nax.hist(data, bins=\"scott\")\n\n# Правило Фрідмана-Діакона (robust метод)\nax.hist(data, bins=\"fd\")\n\n# Автоматичний вибір (рекомендовано)\nax.hist(data, bins=\"auto\")\n",[5283,9928,9929,9934,9948,9952,9957,9970,9974,9979,9992,9996,10001],{"__ignoreMap":5311},[5315,9930,9931],{"class":5317,"line":5318},[5315,9932,9933],{"class":5800},"# Правило Стерджеса (для нормального розподілу)\n",[5315,9935,9936,9939,9941,9943,9946],{"class":5317,"line":5335},[5315,9937,9938],{"class":5325},"ax.hist(data, ",[5315,9940,5407],{"class":5444},[5315,9942,5448],{"class":5325},[5315,9944,9945],{"class":5545},"\"sturges\"",[5315,9947,5454],{"class":5325},[5315,9949,9950],{"class":5317,"line":5342},[5315,9951,5339],{"emptyLinePlaceholder":5338},[5315,9953,9954],{"class":5317,"line":5392},[5315,9955,9956],{"class":5800},"# Правило Скотта (враховує розкид даних)\n",[5315,9958,9959,9961,9963,9965,9968],{"class":5317,"line":5398},[5315,9960,9938],{"class":5325},[5315,9962,5407],{"class":5444},[5315,9964,5448],{"class":5325},[5315,9966,9967],{"class":5545},"\"scott\"",[5315,9969,5454],{"class":5325},[5315,9971,9972],{"class":5317,"line":5496},[5315,9973,5339],{"emptyLinePlaceholder":5338},[5315,9975,9976],{"class":5317,"line":5502},[5315,9977,9978],{"class":5800},"# Правило Фрідмана-Діакона (robust метод)\n",[5315,9980,9981,9983,9985,9987,9990],{"class":5317,"line":5689},[5315,9982,9938],{"class":5325},[5315,9984,5407],{"class":5444},[5315,9986,5448],{"class":5325},[5315,9988,9989],{"class":5545},"\"fd\"",[5315,9991,5454],{"class":5325},[5315,9993,9994],{"class":5317,"line":5714},[5315,9995,5339],{"emptyLinePlaceholder":5338},[5315,9997,9998],{"class":5317,"line":5892},[5315,9999,10000],{"class":5800},"# Автоматичний вибір (рекомендовано)\n",[5315,10002,10003,10005,10007,10009,10012],{"class":5317,"line":5915},[5315,10004,9938],{"class":5325},[5315,10006,5407],{"class":5444},[5315,10008,5448],{"class":5325},[5315,10010,10011],{"class":5545},"\"auto\"",[5315,10013,5454],{"class":5325},[5258,10015,10016],{},[6418,10017],{"alt":10018,"className":10019,"src":10020},"Порівняння автоматичних методів вибору bins",[6422],"\u002Fimages\u002Fai-python\u002Fdata-visualization\u002Fdistributions\u002F05.png",[5258,10022,10023,10024,10027],{},"Для більшості випадків ",[5283,10025,10026],{},"bins=\"auto\""," дає чудовий результат!",[5250,10029],{},[5253,10031,10033],{"id":10032},"інтерпретація-форми-розподілу","Інтерпретація форми розподілу",[5258,10035,10036,10037,7101],{},"Форма гістограми розповідає ",[5221,10038,10039],{},"історію про дані",[5266,10041,10042,10050],{},[5258,10043,10044,10047,10049],{},[5221,10045,10046],{},"Сюжетна лінія (Етап 3: Діагностика поведінки бекенду за формою кривої):",[5274,10048],{},"\nФорма гістограми — це кардіограма здоров'я вашого сервісу:",[5198,10051,10052,10058,10064],{},[5201,10053,10054,10057],{},[5221,10055,10056],{},"Дзвін (нормальний розподіл)",": стандартна штатна робота алгоритму з природними випадковими коливаннями довкола цільового часу.",[5201,10059,10060,10063],{},[5221,10061,10062],{},"Правий перекіс (довгий хвіст праворуч)",": типова ситуація для веб-серверів — 90% запитів обробляються за 50 мс, але через черги до бази даних 10% клієнтів очікують до 1–2 секунд.",[5201,10065,10066,10069,10070,10073,10074,8464],{},[5221,10067,10068],{},"Бімодальний розподіл (два піки)",": класичний симптом роботи дворівневої системи (наприклад, кешування). Перший пік на 10 мс — це попадання в оперативний кеш (",[5278,10071,10072],{},"cache hit","), а другий пік на 150 мс — промах повз кеш і повне звернення до диска чи бази даних (",[5278,10075,10076],{},"cache miss",[5718,10078,10080,10086],{"title":10079},"distribution_shapes.ipynb",[5722,10081,10082],{"type":6481},[5294,10083,10085],{"id":10084},"види-розподілів-та-їх-інтерпретація","Види розподілів та їх інтерпретація",[5722,10087,10088,11115],{"execution-count":5349},[5306,10089,10091],{"className":5308,"code":10090,"language":5310,"meta":5311,"style":5311},"import matplotlib.pyplot as plt\nimport numpy as np\n\nrng = np.random.default_rng(seed=42)\n\nfig, axes = plt.subplots(2, 3, figsize=(15, 8))\nfig.suptitle(\"Типові форми розподілів та їх значення\", \n             fontsize=15, fontweight=\"bold\")\n\n# 1. Нормальний (симетричний)\ndata_normal = rng.normal(50, 10, 1000)\naxes[0, 0].hist(data_normal, bins=30, color=\"steelblue\", edgecolor=\"black\", alpha=0.7)\naxes[0, 0].set_title(\"Нормальний (Gaussian)\\nЗріст людей, IQ, помилки вимірювань\", \n                     fontsize=10, fontweight=\"bold\")\naxes[0, 0].axvline(np.mean(data_normal), color=\"red\", linestyle=\"--\", label=\"Середнє\")\naxes[0, 0].legend()\n\n# 2. Правий перекіс (right-skewed)\ndata_right_skew = rng.exponential(2, 1000)\naxes[0, 1].hist(data_right_skew, bins=30, color=\"coral\", edgecolor=\"black\", alpha=0.7)\naxes[0, 1].set_title(\"Правий перекіс (Right-skewed)\\nДоходи населення, ціни нерухомості\", \n                     fontsize=10, fontweight=\"bold\")\naxes[0, 1].axvline(np.median(data_right_skew), color=\"green\", linestyle=\"--\", label=\"Медіана\")\naxes[0, 1].legend()\n\n# 3. Лівий перекіс (left-skewed)\ndata_left_skew = 100 - rng.exponential(2, 1000)\naxes[0, 2].hist(data_left_skew, bins=30, color=\"gold\", edgecolor=\"black\", alpha=0.7)\naxes[0, 2].set_title(\"Лівий перекіс (Left-skewed)\\nВік виходу на пенсію, тривалість життя\", \n                     fontsize=10, fontweight=\"bold\")\naxes[0, 2].axvline(np.median(data_left_skew), color=\"green\", linestyle=\"--\", label=\"Медіана\")\naxes[0, 2].legend()\n\n# 4. Рівномірний\ndata_uniform = rng.uniform(0, 100, 1000)\naxes[1, 0].hist(data_uniform, bins=20, color=\"lightgreen\", edgecolor=\"black\", alpha=0.7)\naxes[1, 0].set_title(\"Рівномірний (Uniform)\\nРезультат кидка кубика, випадкові числа\", \n                     fontsize=10, fontweight=\"bold\")\n\n# 5. Бімодальний (два піки)\ndata_bimodal = np.concatenate([rng.normal(30, 5, 500), \n                                rng.normal(70, 5, 500)])\naxes[1, 1].hist(data_bimodal, bins=30, color=\"orchid\", edgecolor=\"black\", alpha=0.7)\naxes[1, 1].set_title(\"Бімодальний (Bimodal)\\nЗріст чоловіків та жінок разом\", \n                     fontsize=10, fontweight=\"bold\")\n\n# 6. З викидами\ndata_outliers = np.concatenate([rng.normal(50, 5, 950),\n                                 rng.uniform(90, 110, 50)])\naxes[1, 2].hist(data_outliers, bins=40, color=\"crimson\", edgecolor=\"black\", alpha=0.7)\naxes[1, 2].set_title(\"З викидами (Outliers)\\nДані з помилками вимірювань\", \n                     fontsize=10, fontweight=\"bold\")\n\nfor ax in axes.flat:\n    ax.grid(axis=\"y\", alpha=0.3)\n    ax.set_xlabel(\"Значення\")\n    ax.set_ylabel(\"Частота\")\n\nplt.tight_layout()\nplt.show()\n",[5283,10092,10093,10103,10113,10117,10129,10133,10157,10166,10184,10188,10193,10210,10256,10279,10298,10335,10348,10352,10357,10370,10415,10437,10455,10492,10504,10508,10513,10531,10576,10598,10616,10653,10665,10669,10674,10691,10737,10759,10777,10781,10786,10804,10821,10867,10889,10907,10911,10916,10933,10953,11001,11024,11043,11048,11061,11082,11091,11100,11105,11110],{"__ignoreMap":5311},[5315,10094,10095,10097,10099,10101],{"class":5317,"line":5318},[5315,10096,5322],{"class":5321},[5315,10098,5326],{"class":5325},[5315,10100,5329],{"class":5321},[5315,10102,5332],{"class":5325},[5315,10104,10105,10107,10109,10111],{"class":5317,"line":5335},[5315,10106,5322],{"class":5321},[5315,10108,5427],{"class":5325},[5315,10110,5329],{"class":5321},[5315,10112,5432],{"class":5325},[5315,10114,10115],{"class":5317,"line":5342},[5315,10116,5339],{"emptyLinePlaceholder":5338},[5315,10118,10119,10121,10123,10125,10127],{"class":5317,"line":5392},[5315,10120,5441],{"class":5325},[5315,10122,5445],{"class":5444},[5315,10124,5448],{"class":5325},[5315,10126,5451],{"class":5348},[5315,10128,5454],{"class":5325},[5315,10130,10131],{"class":5317,"line":5398},[5315,10132,5339],{"emptyLinePlaceholder":5338},[5315,10134,10135,10137,10139,10141,10143,10145,10147,10149,10151,10153,10155],{"class":5317,"line":5496},[5315,10136,8568],{"class":5325},[5315,10138,5355],{"class":5348},[5315,10140,5352],{"class":5325},[5315,10142,5364],{"class":5348},[5315,10144,5352],{"class":5325},[5315,10146,5768],{"class":5444},[5315,10148,5771],{"class":5325},[5315,10150,5535],{"class":5348},[5315,10152,5352],{"class":5325},[5315,10154,9658],{"class":5348},[5315,10156,6599],{"class":5325},[5315,10158,10159,10161,10164],{"class":5317,"line":5502},[5315,10160,6386],{"class":5325},[5315,10162,10163],{"class":5545},"\"Типові форми розподілів та їх значення\"",[5315,10165,5889],{"class":5325},[5315,10167,10168,10170,10172,10174,10176,10178,10180,10182],{"class":5317,"line":5689},[5315,10169,7327],{"class":5444},[5315,10171,5448],{"class":5325},[5315,10173,5535],{"class":5348},[5315,10175,5352],{"class":5325},[5315,10177,5905],{"class":5444},[5315,10179,5448],{"class":5325},[5315,10181,5910],{"class":5545},[5315,10183,5454],{"class":5325},[5315,10185,10186],{"class":5317,"line":5714},[5315,10187,5339],{"emptyLinePlaceholder":5338},[5315,10189,10190],{"class":5317,"line":5892},[5315,10191,10192],{"class":5800},"# 1. Нормальний (симетричний)\n",[5315,10194,10195,10198,10200,10202,10204,10206,10208],{"class":5317,"line":5915},[5315,10196,10197],{"class":5325},"data_normal = rng.normal(",[5315,10199,6638],{"class":5348},[5315,10201,5352],{"class":5325},[5315,10203,5900],{"class":5348},[5315,10205,5352],{"class":5325},[5315,10207,8636],{"class":5348},[5315,10209,5454],{"class":5325},[5315,10211,10212,10215,10217,10219,10221,10224,10226,10228,10230,10232,10234,10236,10238,10240,10242,10244,10246,10248,10250,10252,10254],{"class":5317,"line":5947},[5315,10213,10214],{"class":5325},"axes[",[5315,10216,7224],{"class":5348},[5315,10218,5352],{"class":5325},[5315,10220,7224],{"class":5348},[5315,10222,10223],{"class":5325},"].hist(data_normal, ",[5315,10225,5407],{"class":5444},[5315,10227,5448],{"class":5325},[5315,10229,6750],{"class":5348},[5315,10231,5352],{"class":5325},[5315,10233,5540],{"class":5444},[5315,10235,5448],{"class":5325},[5315,10237,6759],{"class":5545},[5315,10239,5352],{"class":5325},[5315,10241,5551],{"class":5444},[5315,10243,5448],{"class":5325},[5315,10245,5556],{"class":5545},[5315,10247,5352],{"class":5325},[5315,10249,5561],{"class":5444},[5315,10251,5448],{"class":5325},[5315,10253,5566],{"class":5348},[5315,10255,5454],{"class":5325},[5315,10257,10258,10260,10262,10264,10266,10269,10272,10274,10277],{"class":5317,"line":5952},[5315,10259,10214],{"class":5325},[5315,10261,7224],{"class":5348},[5315,10263,5352],{"class":5325},[5315,10265,7224],{"class":5348},[5315,10267,10268],{"class":5325},"].set_title(",[5315,10270,10271],{"class":5545},"\"Нормальний (Gaussian)",[5315,10273,5883],{"class":5882},[5315,10275,10276],{"class":5545},"Зріст людей, IQ, помилки вимірювань\"",[5315,10278,5889],{"class":5325},[5315,10280,10281,10284,10286,10288,10290,10292,10294,10296],{"class":5317,"line":5958},[5315,10282,10283],{"class":5444},"                     fontsize",[5315,10285,5448],{"class":5325},[5315,10287,5900],{"class":5348},[5315,10289,5352],{"class":5325},[5315,10291,5905],{"class":5444},[5315,10293,5448],{"class":5325},[5315,10295,5910],{"class":5545},[5315,10297,5454],{"class":5325},[5315,10299,10300,10302,10304,10306,10308,10311,10313,10315,10317,10319,10321,10323,10325,10327,10329,10331,10333],{"class":5317,"line":5971},[5315,10301,10214],{"class":5325},[5315,10303,7224],{"class":5348},[5315,10305,5352],{"class":5325},[5315,10307,7224],{"class":5348},[5315,10309,10310],{"class":5325},"].axvline(np.mean(data_normal), ",[5315,10312,5540],{"class":5444},[5315,10314,5448],{"class":5325},[5315,10316,5580],{"class":5545},[5315,10318,5352],{"class":5325},[5315,10320,5585],{"class":5444},[5315,10322,5448],{"class":5325},[5315,10324,5590],{"class":5545},[5315,10326,5352],{"class":5325},[5315,10328,5604],{"class":5444},[5315,10330,5448],{"class":5325},[5315,10332,5609],{"class":5545},[5315,10334,5454],{"class":5325},[5315,10336,10337,10339,10341,10343,10345],{"class":5317,"line":6000},[5315,10338,10214],{"class":5325},[5315,10340,7224],{"class":5348},[5315,10342,5352],{"class":5325},[5315,10344,7224],{"class":5348},[5315,10346,10347],{"class":5325},"].legend()\n",[5315,10349,10350],{"class":5317,"line":6031},[5315,10351,5339],{"emptyLinePlaceholder":5338},[5315,10353,10354],{"class":5317,"line":6047},[5315,10355,10356],{"class":5800},"# 2. Правий перекіс (right-skewed)\n",[5315,10358,10359,10362,10364,10366,10368],{"class":5317,"line":6066},[5315,10360,10361],{"class":5325},"data_right_skew = rng.exponential(",[5315,10363,5355],{"class":5348},[5315,10365,5352],{"class":5325},[5315,10367,8636],{"class":5348},[5315,10369,5454],{"class":5325},[5315,10371,10372,10374,10376,10378,10380,10383,10385,10387,10389,10391,10393,10395,10397,10399,10401,10403,10405,10407,10409,10411,10413],{"class":5317,"line":6096},[5315,10373,10214],{"class":5325},[5315,10375,7224],{"class":5348},[5315,10377,5352],{"class":5325},[5315,10379,5349],{"class":5348},[5315,10381,10382],{"class":5325},"].hist(data_right_skew, ",[5315,10384,5407],{"class":5444},[5315,10386,5448],{"class":5325},[5315,10388,6750],{"class":5348},[5315,10390,5352],{"class":5325},[5315,10392,5540],{"class":5444},[5315,10394,5448],{"class":5325},[5315,10396,7287],{"class":5545},[5315,10398,5352],{"class":5325},[5315,10400,5551],{"class":5444},[5315,10402,5448],{"class":5325},[5315,10404,5556],{"class":5545},[5315,10406,5352],{"class":5325},[5315,10408,5561],{"class":5444},[5315,10410,5448],{"class":5325},[5315,10412,5566],{"class":5348},[5315,10414,5454],{"class":5325},[5315,10416,10417,10419,10421,10423,10425,10427,10430,10432,10435],{"class":5317,"line":6101},[5315,10418,10214],{"class":5325},[5315,10420,7224],{"class":5348},[5315,10422,5352],{"class":5325},[5315,10424,5349],{"class":5348},[5315,10426,10268],{"class":5325},[5315,10428,10429],{"class":5545},"\"Правий перекіс (Right-skewed)",[5315,10431,5883],{"class":5882},[5315,10433,10434],{"class":5545},"Доходи населення, ціни нерухомості\"",[5315,10436,5889],{"class":5325},[5315,10438,10439,10441,10443,10445,10447,10449,10451,10453],{"class":5317,"line":6107},[5315,10440,10283],{"class":5444},[5315,10442,5448],{"class":5325},[5315,10444,5900],{"class":5348},[5315,10446,5352],{"class":5325},[5315,10448,5905],{"class":5444},[5315,10450,5448],{"class":5325},[5315,10452,5910],{"class":5545},[5315,10454,5454],{"class":5325},[5315,10456,10457,10459,10461,10463,10465,10468,10470,10472,10474,10476,10478,10480,10482,10484,10486,10488,10490],{"class":5317,"line":6145},[5315,10458,10214],{"class":5325},[5315,10460,7224],{"class":5348},[5315,10462,5352],{"class":5325},[5315,10464,5349],{"class":5348},[5315,10466,10467],{"class":5325},"].axvline(np.median(data_right_skew), ",[5315,10469,5540],{"class":5444},[5315,10471,5448],{"class":5325},[5315,10473,6842],{"class":5545},[5315,10475,5352],{"class":5325},[5315,10477,5585],{"class":5444},[5315,10479,5448],{"class":5325},[5315,10481,5590],{"class":5545},[5315,10483,5352],{"class":5325},[5315,10485,5604],{"class":5444},[5315,10487,5448],{"class":5325},[5315,10489,5649],{"class":5545},[5315,10491,5454],{"class":5325},[5315,10493,10494,10496,10498,10500,10502],{"class":5317,"line":6201},[5315,10495,10214],{"class":5325},[5315,10497,7224],{"class":5348},[5315,10499,5352],{"class":5325},[5315,10501,5349],{"class":5348},[5315,10503,10347],{"class":5325},[5315,10505,10506],{"class":5317,"line":6251},[5315,10507,5339],{"emptyLinePlaceholder":5338},[5315,10509,10510],{"class":5317,"line":6267},[5315,10511,10512],{"class":5800},"# 3. Лівий перекіс (left-skewed)\n",[5315,10514,10515,10518,10520,10523,10525,10527,10529],{"class":5317,"line":6295},[5315,10516,10517],{"class":5325},"data_left_skew = ",[5315,10519,7229],{"class":5348},[5315,10521,10522],{"class":5325}," - rng.exponential(",[5315,10524,5355],{"class":5348},[5315,10526,5352],{"class":5325},[5315,10528,8636],{"class":5348},[5315,10530,5454],{"class":5325},[5315,10532,10533,10535,10537,10539,10541,10544,10546,10548,10550,10552,10554,10556,10558,10560,10562,10564,10566,10568,10570,10572,10574],{"class":5317,"line":6314},[5315,10534,10214],{"class":5325},[5315,10536,7224],{"class":5348},[5315,10538,5352],{"class":5325},[5315,10540,5355],{"class":5348},[5315,10542,10543],{"class":5325},"].hist(data_left_skew, ",[5315,10545,5407],{"class":5444},[5315,10547,5448],{"class":5325},[5315,10549,6750],{"class":5348},[5315,10551,5352],{"class":5325},[5315,10553,5540],{"class":5444},[5315,10555,5448],{"class":5325},[5315,10557,5623],{"class":5545},[5315,10559,5352],{"class":5325},[5315,10561,5551],{"class":5444},[5315,10563,5448],{"class":5325},[5315,10565,5556],{"class":5545},[5315,10567,5352],{"class":5325},[5315,10569,5561],{"class":5444},[5315,10571,5448],{"class":5325},[5315,10573,5566],{"class":5348},[5315,10575,5454],{"class":5325},[5315,10577,10578,10580,10582,10584,10586,10588,10591,10593,10596],{"class":5317,"line":6332},[5315,10579,10214],{"class":5325},[5315,10581,7224],{"class":5348},[5315,10583,5352],{"class":5325},[5315,10585,5355],{"class":5348},[5315,10587,10268],{"class":5325},[5315,10589,10590],{"class":5545},"\"Лівий перекіс (Left-skewed)",[5315,10592,5883],{"class":5882},[5315,10594,10595],{"class":5545},"Вік виходу на пенсію, тривалість життя\"",[5315,10597,5889],{"class":5325},[5315,10599,10600,10602,10604,10606,10608,10610,10612,10614],{"class":5317,"line":6347},[5315,10601,10283],{"class":5444},[5315,10603,5448],{"class":5325},[5315,10605,5900],{"class":5348},[5315,10607,5352],{"class":5325},[5315,10609,5905],{"class":5444},[5315,10611,5448],{"class":5325},[5315,10613,5910],{"class":5545},[5315,10615,5454],{"class":5325},[5315,10617,10618,10620,10622,10624,10626,10629,10631,10633,10635,10637,10639,10641,10643,10645,10647,10649,10651],{"class":5317,"line":6378},[5315,10619,10214],{"class":5325},[5315,10621,7224],{"class":5348},[5315,10623,5352],{"class":5325},[5315,10625,5355],{"class":5348},[5315,10627,10628],{"class":5325},"].axvline(np.median(data_left_skew), ",[5315,10630,5540],{"class":5444},[5315,10632,5448],{"class":5325},[5315,10634,6842],{"class":5545},[5315,10636,5352],{"class":5325},[5315,10638,5585],{"class":5444},[5315,10640,5448],{"class":5325},[5315,10642,5590],{"class":5545},[5315,10644,5352],{"class":5325},[5315,10646,5604],{"class":5444},[5315,10648,5448],{"class":5325},[5315,10650,5649],{"class":5545},[5315,10652,5454],{"class":5325},[5315,10654,10655,10657,10659,10661,10663],{"class":5317,"line":6383},[5315,10656,10214],{"class":5325},[5315,10658,7224],{"class":5348},[5315,10660,5352],{"class":5325},[5315,10662,5355],{"class":5348},[5315,10664,10347],{"class":5325},[5315,10666,10667],{"class":5317,"line":6411},[5315,10668,5339],{"emptyLinePlaceholder":5338},[5315,10670,10671],{"class":5317,"line":9259},[5315,10672,10673],{"class":5800},"# 4. Рівномірний\n",[5315,10675,10676,10679,10681,10683,10685,10687,10689],{"class":5317,"line":9272},[5315,10677,10678],{"class":5325},"data_uniform = rng.uniform(",[5315,10680,7224],{"class":5348},[5315,10682,5352],{"class":5325},[5315,10684,7229],{"class":5348},[5315,10686,5352],{"class":5325},[5315,10688,8636],{"class":5348},[5315,10690,5454],{"class":5325},[5315,10692,10693,10695,10697,10699,10701,10704,10706,10708,10710,10712,10714,10716,10719,10721,10723,10725,10727,10729,10731,10733,10735],{"class":5317,"line":9301},[5315,10694,10214],{"class":5325},[5315,10696,5349],{"class":5348},[5315,10698,5352],{"class":5325},[5315,10700,7224],{"class":5348},[5315,10702,10703],{"class":5325},"].hist(data_uniform, ",[5315,10705,5407],{"class":5444},[5315,10707,5448],{"class":5325},[5315,10709,7278],{"class":5348},[5315,10711,5352],{"class":5325},[5315,10713,5540],{"class":5444},[5315,10715,5448],{"class":5325},[5315,10717,10718],{"class":5545},"\"lightgreen\"",[5315,10720,5352],{"class":5325},[5315,10722,5551],{"class":5444},[5315,10724,5448],{"class":5325},[5315,10726,5556],{"class":5545},[5315,10728,5352],{"class":5325},[5315,10730,5561],{"class":5444},[5315,10732,5448],{"class":5325},[5315,10734,5566],{"class":5348},[5315,10736,5454],{"class":5325},[5315,10738,10739,10741,10743,10745,10747,10749,10752,10754,10757],{"class":5317,"line":9306},[5315,10740,10214],{"class":5325},[5315,10742,5349],{"class":5348},[5315,10744,5352],{"class":5325},[5315,10746,7224],{"class":5348},[5315,10748,10268],{"class":5325},[5315,10750,10751],{"class":5545},"\"Рівномірний (Uniform)",[5315,10753,5883],{"class":5882},[5315,10755,10756],{"class":5545},"Результат кидка кубика, випадкові числа\"",[5315,10758,5889],{"class":5325},[5315,10760,10761,10763,10765,10767,10769,10771,10773,10775],{"class":5317,"line":9312},[5315,10762,10283],{"class":5444},[5315,10764,5448],{"class":5325},[5315,10766,5900],{"class":5348},[5315,10768,5352],{"class":5325},[5315,10770,5905],{"class":5444},[5315,10772,5448],{"class":5325},[5315,10774,5910],{"class":5545},[5315,10776,5454],{"class":5325},[5315,10778,10779],{"class":5317,"line":9325},[5315,10780,5339],{"emptyLinePlaceholder":5338},[5315,10782,10783],{"class":5317,"line":9331},[5315,10784,10785],{"class":5800},"# 5. Бімодальний (два піки)\n",[5315,10787,10788,10791,10793,10795,10797,10799,10801],{"class":5317,"line":9366},[5315,10789,10790],{"class":5325},"data_bimodal = np.concatenate([rng.normal(",[5315,10792,6750],{"class":5348},[5315,10794,5352],{"class":5325},[5315,10796,5386],{"class":5348},[5315,10798,5352],{"class":5325},[5315,10800,6566],{"class":5348},[5315,10802,10803],{"class":5325},"), \n",[5315,10805,10806,10809,10811,10813,10815,10817,10819],{"class":5317,"line":9413},[5315,10807,10808],{"class":5325},"                                rng.normal(",[5315,10810,7198],{"class":5348},[5315,10812,5352],{"class":5325},[5315,10814,5386],{"class":5348},[5315,10816,5352],{"class":5325},[5315,10818,6566],{"class":5348},[5315,10820,9363],{"class":5325},[5315,10822,10823,10825,10827,10829,10831,10834,10836,10838,10840,10842,10844,10846,10849,10851,10853,10855,10857,10859,10861,10863,10865],{"class":5317,"line":9439},[5315,10824,10214],{"class":5325},[5315,10826,5349],{"class":5348},[5315,10828,5352],{"class":5325},[5315,10830,5349],{"class":5348},[5315,10832,10833],{"class":5325},"].hist(data_bimodal, ",[5315,10835,5407],{"class":5444},[5315,10837,5448],{"class":5325},[5315,10839,6750],{"class":5348},[5315,10841,5352],{"class":5325},[5315,10843,5540],{"class":5444},[5315,10845,5448],{"class":5325},[5315,10847,10848],{"class":5545},"\"orchid\"",[5315,10850,5352],{"class":5325},[5315,10852,5551],{"class":5444},[5315,10854,5448],{"class":5325},[5315,10856,5556],{"class":5545},[5315,10858,5352],{"class":5325},[5315,10860,5561],{"class":5444},[5315,10862,5448],{"class":5325},[5315,10864,5566],{"class":5348},[5315,10866,5454],{"class":5325},[5315,10868,10869,10871,10873,10875,10877,10879,10882,10884,10887],{"class":5317,"line":9449},[5315,10870,10214],{"class":5325},[5315,10872,5349],{"class":5348},[5315,10874,5352],{"class":5325},[5315,10876,5349],{"class":5348},[5315,10878,10268],{"class":5325},[5315,10880,10881],{"class":5545},"\"Бімодальний (Bimodal)",[5315,10883,5883],{"class":5882},[5315,10885,10886],{"class":5545},"Зріст чоловіків та жінок разом\"",[5315,10888,5889],{"class":5325},[5315,10890,10891,10893,10895,10897,10899,10901,10903,10905],{"class":5317,"line":9459},[5315,10892,10283],{"class":5444},[5315,10894,5448],{"class":5325},[5315,10896,5900],{"class":5348},[5315,10898,5352],{"class":5325},[5315,10900,5905],{"class":5444},[5315,10902,5448],{"class":5325},[5315,10904,5910],{"class":5545},[5315,10906,5454],{"class":5325},[5315,10908,10909],{"class":5317,"line":9484},[5315,10910,5339],{"emptyLinePlaceholder":5338},[5315,10912,10913],{"class":5317,"line":9489},[5315,10914,10915],{"class":5800},"# 6. З викидами\n",[5315,10917,10918,10921,10923,10925,10927,10929,10931],{"class":5317,"line":9515},[5315,10919,10920],{"class":5325},"data_outliers = np.concatenate([rng.normal(",[5315,10922,6638],{"class":5348},[5315,10924,5352],{"class":5325},[5315,10926,5386],{"class":5348},[5315,10928,5352],{"class":5325},[5315,10930,9345],{"class":5348},[5315,10932,7822],{"class":5325},[5315,10934,10936,10939,10942,10944,10947,10949,10951],{"class":5317,"line":10935},49,[5315,10937,10938],{"class":5325},"                                 rng.uniform(",[5315,10940,10941],{"class":5348},"90",[5315,10943,5352],{"class":5325},[5315,10945,10946],{"class":5348},"110",[5315,10948,5352],{"class":5325},[5315,10950,6638],{"class":5348},[5315,10952,9363],{"class":5325},[5315,10954,10956,10958,10960,10962,10964,10967,10969,10971,10974,10976,10978,10980,10983,10985,10987,10989,10991,10993,10995,10997,10999],{"class":5317,"line":10955},50,[5315,10957,10214],{"class":5325},[5315,10959,5349],{"class":5348},[5315,10961,5352],{"class":5325},[5315,10963,5355],{"class":5348},[5315,10965,10966],{"class":5325},"].hist(data_outliers, ",[5315,10968,5407],{"class":5444},[5315,10970,5448],{"class":5325},[5315,10972,10973],{"class":5348},"40",[5315,10975,5352],{"class":5325},[5315,10977,5540],{"class":5444},[5315,10979,5448],{"class":5325},[5315,10981,10982],{"class":5545},"\"crimson\"",[5315,10984,5352],{"class":5325},[5315,10986,5551],{"class":5444},[5315,10988,5448],{"class":5325},[5315,10990,5556],{"class":5545},[5315,10992,5352],{"class":5325},[5315,10994,5561],{"class":5444},[5315,10996,5448],{"class":5325},[5315,10998,5566],{"class":5348},[5315,11000,5454],{"class":5325},[5315,11002,11004,11006,11008,11010,11012,11014,11017,11019,11022],{"class":5317,"line":11003},51,[5315,11005,10214],{"class":5325},[5315,11007,5349],{"class":5348},[5315,11009,5352],{"class":5325},[5315,11011,5355],{"class":5348},[5315,11013,10268],{"class":5325},[5315,11015,11016],{"class":5545},"\"З викидами (Outliers)",[5315,11018,5883],{"class":5882},[5315,11020,11021],{"class":5545},"Дані з помилками вимірювань\"",[5315,11023,5889],{"class":5325},[5315,11025,11027,11029,11031,11033,11035,11037,11039,11041],{"class":5317,"line":11026},52,[5315,11028,10283],{"class":5444},[5315,11030,5448],{"class":5325},[5315,11032,5900],{"class":5348},[5315,11034,5352],{"class":5325},[5315,11036,5905],{"class":5444},[5315,11038,5448],{"class":5325},[5315,11040,5910],{"class":5545},[5315,11042,5454],{"class":5325},[5315,11044,11046],{"class":5317,"line":11045},53,[5315,11047,5339],{"emptyLinePlaceholder":5338},[5315,11049,11051,11053,11056,11058],{"class":5317,"line":11050},54,[5315,11052,9729],{"class":5321},[5315,11054,11055],{"class":5325}," ax ",[5315,11057,9735],{"class":5321},[5315,11059,11060],{"class":5325}," axes.flat:\n",[5315,11062,11064,11066,11068,11070,11072,11074,11076,11078,11080],{"class":5317,"line":11063},55,[5315,11065,9837],{"class":5325},[5315,11067,5695],{"class":5444},[5315,11069,5448],{"class":5325},[5315,11071,5700],{"class":5545},[5315,11073,5352],{"class":5325},[5315,11075,5561],{"class":5444},[5315,11077,5448],{"class":5325},[5315,11079,5709],{"class":5348},[5315,11081,5454],{"class":5325},[5315,11083,11085,11087,11089],{"class":5317,"line":11084},56,[5315,11086,9817],{"class":5325},[5315,11088,9820],{"class":5545},[5315,11090,5454],{"class":5325},[5315,11092,11094,11096,11098],{"class":5317,"line":11093},57,[5315,11095,9827],{"class":5325},[5315,11097,9830],{"class":5545},[5315,11099,5454],{"class":5325},[5315,11101,11103],{"class":5317,"line":11102},58,[5315,11104,5339],{"emptyLinePlaceholder":5338},[5315,11106,11108],{"class":5317,"line":11107},59,[5315,11109,6990],{"class":5325},[5315,11111,11113],{"class":5317,"line":11112},60,[5315,11114,5401],{"class":5325},[6415,11116,11117],{"v-slot:output":5311},[6418,11118],{"alt":11119,"className":11120,"src":11121},"Типові форми розподілів",[6422],"\u002Fimages\u002Fai-python\u002Fdata-visualization\u002Fdistributions\u002F06.png",[11123,11124,11125,11130,11141,11151,11167],"warning",{},[5258,11126,11127],{},[5221,11128,11129],{},"Коли середнє вводить в оману:",[5258,11131,11132,11133,11136,11137,11140],{},"Для ",[5221,11134,11135],{},"асиметричних"," розподілів (skewed) середнє ",[5221,11138,11139],{},"не репрезентує"," типове значення!",[5258,11142,11143,11144],{},"Приклад: зарплати в компанії ",[5315,11145,11146,11147,11150],{},"20k, 22k, 25k, 23k, 21k, ",[5221,11148,11149],{},"500k"," (CEO)",[5198,11152,11153,11160],{},[5201,11154,11155,11156,11159],{},"Середнє: ",[5221,11157,11158],{},"101.8k"," ← спотворене викидом",[5201,11161,11162,11163,11166],{},"Медіана: ",[5221,11164,11165],{},"22.5k"," ← типова зарплата",[5258,11168,11169,11172,11173,11176],{},[5221,11170,11171],{},"Правило:"," якщо гістограма асиметрична або має викиди → використовуйте ",[5221,11174,11175],{},"медіану",", не середнє.",[5250,11178],{},[5253,11180,11182],{"id":11181},"box-plots-діаграми-ящик-з-вусами","Box Plots — діаграми «ящик з вусами»",[5258,11184,11185,11186,11189],{},"Box plot (або box-and-whisker plot) — це компактний спосіб показати ",[5221,11187,11188],{},"п'ять ключових статистичних показників"," одночасно:",[5266,11191,11192],{},[5258,11193,11194,11197,11199,11200,11203,11204,11206,11207,11209,11211,11212,11215],{},[5221,11195,11196],{},"Сюжетна лінія (Етап 4: Полювання на приховані аномалії — Outlier Detection):",[5274,11198],{},"\nГістограма дала загальну картину, але в продакшені є найнебезпечніша категорія проблем — «хвостові затримки» (",[5278,11201,11202],{},"tail latency","). Це 0.5–1% користувачів, чиї запити зависають на 10–30 секунд через взаємне блокування транзакцій у базі даних або таймаут зовнішнього платіжного шлюзу.",[5274,11205],{},"\nНа гістограмі з 100 000 запитів цей один відсоток майже невидимий (стовпчик висотою в пару пікселів на далекому краї). Але для бізнесу це втрачені замовлення та незадоволені клієнти.",[5274,11208],{},[5221,11210,5235],{}," виводить ці аномалії на перший план у вигляді окремих точок-викидів (",[5278,11213,11214],{},"outliers","), дозволяючи інженеру негайно локалізувати збій.",[6445,11217,11218,11221,11224,11227,11230,11233],{},[5201,11219,11220],{},"Мінімум (без викидів)",[5201,11222,11223],{},"Q1 (перший квартиль, 25%)",[5201,11225,11226],{},"Медіана (Q2, 50%)",[5201,11228,11229],{},"Q3 (третій квартиль, 75%)",[5201,11231,11232],{},"Максимум (без викидів)",[5201,11234,11235],{},"Викиди (outliers) — окремими точками",[5718,11237,11239,11245],{"title":11238},"boxplot_anatomy.ipynb",[5722,11240,11241],{"type":6481},[5294,11242,11244],{"id":11243},"анатомія-box-plot","Анатомія box plot",[5722,11246,11247,12466],{"execution-count":5349},[5306,11248,11250],{"className":5308,"code":11249,"language":5310,"meta":5311,"style":5311},"import matplotlib.pyplot as plt\nimport numpy as np\n\nrng = np.random.default_rng(seed=42)\ndata = rng.normal(100, 15, 100)\n# Додаємо кілька викидів\ndata = np.append(data, [150, 155, 45, 40])\n\nfig, ax = plt.subplots(figsize=(8, 10))\n\nbp = ax.boxplot(data, vert=True, patch_artist=True, widths=0.5,\n                boxprops=dict(facecolor=\"lightblue\", edgecolor=\"navy\", linewidth=2),\n                medianprops=dict(color=\"red\", linewidth=3),\n                whiskerprops=dict(color=\"navy\", linewidth=2),\n                capprops=dict(color=\"navy\", linewidth=2),\n                flierprops=dict(marker=\"o\", markerfacecolor=\"red\", markersize=8, \n                                markeredgecolor=\"darkred\"))\n\n# Обчислюємо статистику\nq1, median, q3 = np.percentile(data, [25, 50, 75])\niqr = q3 - q1\nlower_fence = q1 - 1.5 * iqr\nupper_fence = q3 + 1.5 * iqr\n\n# Анотації\nax.annotate(\"Викиди (outliers)\\nзначення > Q3 + 1.5·IQR\", \n            xy=(1, 150), xytext=(1.4, 150),\n            fontsize=10, color=\"darkred\", weight=\"bold\",\n            arrowprops=dict(arrowstyle=\"->\", color=\"darkred\", lw=2))\n\nax.annotate(f\"Максимум (без викидів)\\n≈ {upper_fence:.1f}\", \n            xy=(1, upper_fence), xytext=(1.4, upper_fence+5),\n            fontsize=10, color=\"navy\", weight=\"bold\",\n            arrowprops=dict(arrowstyle=\"->\", color=\"navy\"))\n\nax.annotate(f\"Q3 (75% даних нижче)\\n≈ {q3:.1f}\", \n            xy=(1, q3), xytext=(1.4, q3),\n            fontsize=10, color=\"darkblue\", weight=\"bold\",\n            arrowprops=dict(arrowstyle=\"->\", color=\"darkblue\"))\n\nax.annotate(f\"Медіана (Q2, 50%)\\n≈ {median:.1f}\", \n            xy=(1, median), xytext=(0.3, median+10),\n            fontsize=11, color=\"red\", weight=\"bold\",\n            arrowprops=dict(arrowstyle=\"->\", color=\"red\", lw=2))\n\nax.annotate(f\"Q1 (25% даних нижче)\\n≈ {q1:.1f}\", \n            xy=(1, q1), xytext=(1.4, q1-5),\n            fontsize=10, color=\"darkblue\", weight=\"bold\",\n            arrowprops=dict(arrowstyle=\"->\", color=\"darkblue\"))\n\nax.annotate(f\"Мінімум (без викидів)\\n≈ {lower_fence:.1f}\", \n            xy=(1, lower_fence), xytext=(1.4, lower_fence-10),\n            fontsize=10, color=\"navy\", weight=\"bold\",\n            arrowprops=dict(arrowstyle=\"->\", color=\"navy\"))\n\nax.annotate(f\"IQR = Q3 - Q1\\n= {iqr:.1f}\", \n            xy=(1.15, (q1+q3)\u002F2), xytext=(0.5, (q1+q3)\u002F2-15),\n            fontsize=11, color=\"green\", weight=\"bold\",\n            bbox=dict(boxstyle=\"round,pad=0.5\", facecolor=\"lightgreen\", alpha=0.8))\n\nax.set_title(\"Анатомія Box Plot\", fontsize=14, fontweight=\"bold\")\nax.set_ylabel(\"Значення\", fontsize=12)\nax.set_xlim(0.5, 2)\nax.set_xticks([])\nax.grid(axis=\"y\", alpha=0.3)\n\nplt.tight_layout()\nplt.show()\n",[5283,11251,11252,11262,11272,11276,11288,11304,11309,11333,11337,11353,11357,11389,11424,11451,11478,11505,11544,11555,11559,11564,11582,11587,11597,11606,11610,11615,11629,11656,11682,11716,11720,11745,11769,11795,11821,11825,11849,11869,11895,11921,11925,11949,11973,11999,12033,12037,12061,12085,12111,12137,12141,12165,12189,12215,12241,12245,12270,12303,12329,12363,12367,12393,12410,12424,12430,12451,12456,12461],{"__ignoreMap":5311},[5315,11253,11254,11256,11258,11260],{"class":5317,"line":5318},[5315,11255,5322],{"class":5321},[5315,11257,5326],{"class":5325},[5315,11259,5329],{"class":5321},[5315,11261,5332],{"class":5325},[5315,11263,11264,11266,11268,11270],{"class":5317,"line":5335},[5315,11265,5322],{"class":5321},[5315,11267,5427],{"class":5325},[5315,11269,5329],{"class":5321},[5315,11271,5432],{"class":5325},[5315,11273,11274],{"class":5317,"line":5342},[5315,11275,5339],{"emptyLinePlaceholder":5338},[5315,11277,11278,11280,11282,11284,11286],{"class":5317,"line":5392},[5315,11279,5441],{"class":5325},[5315,11281,5445],{"class":5444},[5315,11283,5448],{"class":5325},[5315,11285,5451],{"class":5348},[5315,11287,5454],{"class":5325},[5315,11289,11290,11292,11294,11296,11298,11300,11302],{"class":5317,"line":5398},[5315,11291,7609],{"class":5325},[5315,11293,7229],{"class":5348},[5315,11295,5352],{"class":5325},[5315,11297,5535],{"class":5348},[5315,11299,5352],{"class":5325},[5315,11301,7229],{"class":5348},[5315,11303,5454],{"class":5325},[5315,11305,11306],{"class":5317,"line":5496},[5315,11307,11308],{"class":5800},"# Додаємо кілька викидів\n",[5315,11310,11311,11314,11316,11318,11321,11323,11326,11328,11330],{"class":5317,"line":5502},[5315,11312,11313],{"class":5325},"data = np.append(data, [",[5315,11315,9356],{"class":5348},[5315,11317,5352],{"class":5325},[5315,11319,11320],{"class":5348},"155",[5315,11322,5352],{"class":5325},[5315,11324,11325],{"class":5348},"45",[5315,11327,5352],{"class":5325},[5315,11329,10973],{"class":5348},[5315,11331,11332],{"class":5325},"])\n",[5315,11334,11335],{"class":5317,"line":5689},[5315,11336,5339],{"emptyLinePlaceholder":5338},[5315,11338,11339,11341,11343,11345,11347,11349,11351],{"class":5317,"line":5714},[5315,11340,7244],{"class":5325},[5315,11342,5768],{"class":5444},[5315,11344,5771],{"class":5325},[5315,11346,9658],{"class":5348},[5315,11348,5352],{"class":5325},[5315,11350,5900],{"class":5348},[5315,11352,6599],{"class":5325},[5315,11354,11355],{"class":5317,"line":5892},[5315,11356,5339],{"emptyLinePlaceholder":5338},[5315,11358,11359,11362,11365,11367,11369,11371,11374,11376,11378,11380,11383,11385,11387],{"class":5317,"line":5915},[5315,11360,11361],{"class":5325},"bp = ax.boxplot(data, ",[5315,11363,11364],{"class":5444},"vert",[5315,11366,5448],{"class":5325},[5315,11368,8473],{"class":6180},[5315,11370,5352],{"class":5325},[5315,11372,11373],{"class":5444},"patch_artist",[5315,11375,5448],{"class":5325},[5315,11377,8473],{"class":6180},[5315,11379,5352],{"class":5325},[5315,11381,11382],{"class":5444},"widths",[5315,11384,5448],{"class":5325},[5315,11386,6621],{"class":5348},[5315,11388,6861],{"class":5325},[5315,11390,11391,11394,11396,11398,11400,11402,11404,11406,11408,11410,11412,11414,11416,11418,11420,11422],{"class":5317,"line":5947},[5315,11392,11393],{"class":5444},"                boxprops",[5315,11395,5448],{"class":5325},[5315,11397,7862],{"class":7861},[5315,11399,7865],{"class":5325},[5315,11401,7915],{"class":5444},[5315,11403,5448],{"class":5325},[5315,11405,8067],{"class":5545},[5315,11407,5352],{"class":5325},[5315,11409,5551],{"class":5444},[5315,11411,5448],{"class":5325},[5315,11413,7677],{"class":5545},[5315,11415,5352],{"class":5325},[5315,11417,5595],{"class":5444},[5315,11419,5448],{"class":5325},[5315,11421,5355],{"class":5348},[5315,11423,7822],{"class":5325},[5315,11425,11426,11429,11431,11433,11435,11437,11439,11441,11443,11445,11447,11449],{"class":5317,"line":5952},[5315,11427,11428],{"class":5444},"                medianprops",[5315,11430,5448],{"class":5325},[5315,11432,7862],{"class":7861},[5315,11434,7865],{"class":5325},[5315,11436,5540],{"class":5444},[5315,11438,5448],{"class":5325},[5315,11440,5580],{"class":5545},[5315,11442,5352],{"class":5325},[5315,11444,5595],{"class":5444},[5315,11446,5448],{"class":5325},[5315,11448,5364],{"class":5348},[5315,11450,7822],{"class":5325},[5315,11452,11453,11456,11458,11460,11462,11464,11466,11468,11470,11472,11474,11476],{"class":5317,"line":5958},[5315,11454,11455],{"class":5444},"                whiskerprops",[5315,11457,5448],{"class":5325},[5315,11459,7862],{"class":7861},[5315,11461,7865],{"class":5325},[5315,11463,5540],{"class":5444},[5315,11465,5448],{"class":5325},[5315,11467,7677],{"class":5545},[5315,11469,5352],{"class":5325},[5315,11471,5595],{"class":5444},[5315,11473,5448],{"class":5325},[5315,11475,5355],{"class":5348},[5315,11477,7822],{"class":5325},[5315,11479,11480,11483,11485,11487,11489,11491,11493,11495,11497,11499,11501,11503],{"class":5317,"line":5971},[5315,11481,11482],{"class":5444},"                capprops",[5315,11484,5448],{"class":5325},[5315,11486,7862],{"class":7861},[5315,11488,7865],{"class":5325},[5315,11490,5540],{"class":5444},[5315,11492,5448],{"class":5325},[5315,11494,7677],{"class":5545},[5315,11496,5352],{"class":5325},[5315,11498,5595],{"class":5444},[5315,11500,5448],{"class":5325},[5315,11502,5355],{"class":5348},[5315,11504,7822],{"class":5325},[5315,11506,11507,11510,11512,11514,11516,11519,11521,11524,11526,11529,11531,11533,11535,11538,11540,11542],{"class":5317,"line":6000},[5315,11508,11509],{"class":5444},"                flierprops",[5315,11511,5448],{"class":5325},[5315,11513,7862],{"class":7861},[5315,11515,7865],{"class":5325},[5315,11517,11518],{"class":5444},"marker",[5315,11520,5448],{"class":5325},[5315,11522,11523],{"class":5545},"\"o\"",[5315,11525,5352],{"class":5325},[5315,11527,11528],{"class":5444},"markerfacecolor",[5315,11530,5448],{"class":5325},[5315,11532,5580],{"class":5545},[5315,11534,5352],{"class":5325},[5315,11536,11537],{"class":5444},"markersize",[5315,11539,5448],{"class":5325},[5315,11541,9658],{"class":5348},[5315,11543,5889],{"class":5325},[5315,11545,11546,11549,11551,11553],{"class":5317,"line":6031},[5315,11547,11548],{"class":5444},"                                markeredgecolor",[5315,11550,5448],{"class":5325},[5315,11552,7840],{"class":5545},[5315,11554,6599],{"class":5325},[5315,11556,11557],{"class":5317,"line":6047},[5315,11558,5339],{"emptyLinePlaceholder":5338},[5315,11560,11561],{"class":5317,"line":6066},[5315,11562,11563],{"class":5800},"# Обчислюємо статистику\n",[5315,11565,11566,11569,11571,11573,11575,11577,11580],{"class":5317,"line":6096},[5315,11567,11568],{"class":5325},"q1, median, q3 = np.percentile(data, [",[5315,11570,5477],{"class":5348},[5315,11572,5352],{"class":5325},[5315,11574,6638],{"class":5348},[5315,11576,5352],{"class":5325},[5315,11578,11579],{"class":5348},"75",[5315,11581,11332],{"class":5325},[5315,11583,11584],{"class":5317,"line":6101},[5315,11585,11586],{"class":5325},"iqr = q3 - q1\n",[5315,11588,11589,11592,11594],{"class":5317,"line":6107},[5315,11590,11591],{"class":5325},"lower_fence = q1 - ",[5315,11593,7694],{"class":5348},[5315,11595,11596],{"class":5325}," * iqr\n",[5315,11598,11599,11602,11604],{"class":5317,"line":6145},[5315,11600,11601],{"class":5325},"upper_fence = q3 + ",[5315,11603,7694],{"class":5348},[5315,11605,11596],{"class":5325},[5315,11607,11608],{"class":5317,"line":6201},[5315,11609,5339],{"emptyLinePlaceholder":5338},[5315,11611,11612],{"class":5317,"line":6251},[5315,11613,11614],{"class":5800},"# Анотації\n",[5315,11616,11617,11619,11622,11624,11627],{"class":5317,"line":6267},[5315,11618,7773],{"class":5325},[5315,11620,11621],{"class":5545},"\"Викиди (outliers)",[5315,11623,5883],{"class":5882},[5315,11625,11626],{"class":5545},"значення > Q3 + 1.5·IQR\"",[5315,11628,5889],{"class":5325},[5315,11630,11631,11633,11635,11637,11639,11641,11643,11645,11647,11650,11652,11654],{"class":5317,"line":6295},[5315,11632,7793],{"class":5444},[5315,11634,5771],{"class":5325},[5315,11636,5349],{"class":5348},[5315,11638,5352],{"class":5325},[5315,11640,9356],{"class":5348},[5315,11642,5781],{"class":5325},[5315,11644,7809],{"class":5444},[5315,11646,5771],{"class":5325},[5315,11648,11649],{"class":5348},"1.4",[5315,11651,5352],{"class":5325},[5315,11653,9356],{"class":5348},[5315,11655,7822],{"class":5325},[5315,11657,11658,11660,11662,11664,11666,11668,11670,11672,11674,11676,11678,11680],{"class":5317,"line":6314},[5315,11659,7827],{"class":5444},[5315,11661,5448],{"class":5325},[5315,11663,5900],{"class":5348},[5315,11665,5352],{"class":5325},[5315,11667,5540],{"class":5444},[5315,11669,5448],{"class":5325},[5315,11671,7840],{"class":5545},[5315,11673,5352],{"class":5325},[5315,11675,7845],{"class":5444},[5315,11677,5448],{"class":5325},[5315,11679,5910],{"class":5545},[5315,11681,6861],{"class":5325},[5315,11683,11684,11686,11688,11690,11692,11694,11696,11698,11700,11702,11704,11706,11708,11710,11712,11714],{"class":5317,"line":6332},[5315,11685,7856],{"class":5444},[5315,11687,5448],{"class":5325},[5315,11689,7862],{"class":7861},[5315,11691,7865],{"class":5325},[5315,11693,7868],{"class":5444},[5315,11695,5448],{"class":5325},[5315,11697,7873],{"class":5545},[5315,11699,5352],{"class":5325},[5315,11701,5540],{"class":5444},[5315,11703,5448],{"class":5325},[5315,11705,7840],{"class":5545},[5315,11707,5352],{"class":5325},[5315,11709,6167],{"class":5444},[5315,11711,5448],{"class":5325},[5315,11713,5355],{"class":5348},[5315,11715,6599],{"class":5325},[5315,11717,11718],{"class":5317,"line":6347},[5315,11719,5339],{"emptyLinePlaceholder":5338},[5315,11721,11722,11724,11726,11729,11731,11734,11736,11739,11741,11743],{"class":5317,"line":6378},[5315,11723,7773],{"class":5325},[5315,11725,6181],{"class":6180},[5315,11727,11728],{"class":5545},"\"Максимум (без викидів)",[5315,11730,5883],{"class":5882},[5315,11732,11733],{"class":5545},"≈ ",[5315,11735,6187],{"class":6180},[5315,11737,11738],{"class":5325},"upper_fence",[5315,11740,6193],{"class":6180},[5315,11742,6652],{"class":5545},[5315,11744,5889],{"class":5325},[5315,11746,11747,11749,11751,11753,11756,11758,11760,11762,11765,11767],{"class":5317,"line":6383},[5315,11748,7793],{"class":5444},[5315,11750,5771],{"class":5325},[5315,11752,5349],{"class":5348},[5315,11754,11755],{"class":5325},", upper_fence), ",[5315,11757,7809],{"class":5444},[5315,11759,5771],{"class":5325},[5315,11761,11649],{"class":5348},[5315,11763,11764],{"class":5325},", upper_fence+",[5315,11766,5386],{"class":5348},[5315,11768,7822],{"class":5325},[5315,11770,11771,11773,11775,11777,11779,11781,11783,11785,11787,11789,11791,11793],{"class":5317,"line":6411},[5315,11772,7827],{"class":5444},[5315,11774,5448],{"class":5325},[5315,11776,5900],{"class":5348},[5315,11778,5352],{"class":5325},[5315,11780,5540],{"class":5444},[5315,11782,5448],{"class":5325},[5315,11784,7677],{"class":5545},[5315,11786,5352],{"class":5325},[5315,11788,7845],{"class":5444},[5315,11790,5448],{"class":5325},[5315,11792,5910],{"class":5545},[5315,11794,6861],{"class":5325},[5315,11796,11797,11799,11801,11803,11805,11807,11809,11811,11813,11815,11817,11819],{"class":5317,"line":9259},[5315,11798,7856],{"class":5444},[5315,11800,5448],{"class":5325},[5315,11802,7862],{"class":7861},[5315,11804,7865],{"class":5325},[5315,11806,7868],{"class":5444},[5315,11808,5448],{"class":5325},[5315,11810,7873],{"class":5545},[5315,11812,5352],{"class":5325},[5315,11814,5540],{"class":5444},[5315,11816,5448],{"class":5325},[5315,11818,7677],{"class":5545},[5315,11820,6599],{"class":5325},[5315,11822,11823],{"class":5317,"line":9272},[5315,11824,5339],{"emptyLinePlaceholder":5338},[5315,11826,11827,11829,11831,11834,11836,11838,11840,11843,11845,11847],{"class":5317,"line":9301},[5315,11828,7773],{"class":5325},[5315,11830,6181],{"class":6180},[5315,11832,11833],{"class":5545},"\"Q3 (75% даних нижче)",[5315,11835,5883],{"class":5882},[5315,11837,11733],{"class":5545},[5315,11839,6187],{"class":6180},[5315,11841,11842],{"class":5325},"q3",[5315,11844,6193],{"class":6180},[5315,11846,6652],{"class":5545},[5315,11848,5889],{"class":5325},[5315,11850,11851,11853,11855,11857,11860,11862,11864,11866],{"class":5317,"line":9306},[5315,11852,7793],{"class":5444},[5315,11854,5771],{"class":5325},[5315,11856,5349],{"class":5348},[5315,11858,11859],{"class":5325},", q3), ",[5315,11861,7809],{"class":5444},[5315,11863,5771],{"class":5325},[5315,11865,11649],{"class":5348},[5315,11867,11868],{"class":5325},", q3),\n",[5315,11870,11871,11873,11875,11877,11879,11881,11883,11885,11887,11889,11891,11893],{"class":5317,"line":9312},[5315,11872,7827],{"class":5444},[5315,11874,5448],{"class":5325},[5315,11876,5900],{"class":5348},[5315,11878,5352],{"class":5325},[5315,11880,5540],{"class":5444},[5315,11882,5448],{"class":5325},[5315,11884,7998],{"class":5545},[5315,11886,5352],{"class":5325},[5315,11888,7845],{"class":5444},[5315,11890,5448],{"class":5325},[5315,11892,5910],{"class":5545},[5315,11894,6861],{"class":5325},[5315,11896,11897,11899,11901,11903,11905,11907,11909,11911,11913,11915,11917,11919],{"class":5317,"line":9325},[5315,11898,7856],{"class":5444},[5315,11900,5448],{"class":5325},[5315,11902,7862],{"class":7861},[5315,11904,7865],{"class":5325},[5315,11906,7868],{"class":5444},[5315,11908,5448],{"class":5325},[5315,11910,7873],{"class":5545},[5315,11912,5352],{"class":5325},[5315,11914,5540],{"class":5444},[5315,11916,5448],{"class":5325},[5315,11918,7998],{"class":5545},[5315,11920,6599],{"class":5325},[5315,11922,11923],{"class":5317,"line":9331},[5315,11924,5339],{"emptyLinePlaceholder":5338},[5315,11926,11927,11929,11931,11934,11936,11938,11940,11943,11945,11947],{"class":5317,"line":9366},[5315,11928,7773],{"class":5325},[5315,11930,6181],{"class":6180},[5315,11932,11933],{"class":5545},"\"Медіана (Q2, 50%)",[5315,11935,5883],{"class":5882},[5315,11937,11733],{"class":5545},[5315,11939,6187],{"class":6180},[5315,11941,11942],{"class":5325},"median",[5315,11944,6193],{"class":6180},[5315,11946,6652],{"class":5545},[5315,11948,5889],{"class":5325},[5315,11950,11951,11953,11955,11957,11960,11962,11964,11966,11969,11971],{"class":5317,"line":9413},[5315,11952,7793],{"class":5444},[5315,11954,5771],{"class":5325},[5315,11956,5349],{"class":5348},[5315,11958,11959],{"class":5325},", median), ",[5315,11961,7809],{"class":5444},[5315,11963,5771],{"class":5325},[5315,11965,5709],{"class":5348},[5315,11967,11968],{"class":5325},", median+",[5315,11970,5900],{"class":5348},[5315,11972,7822],{"class":5325},[5315,11974,11975,11977,11979,11981,11983,11985,11987,11989,11991,11993,11995,11997],{"class":5317,"line":9439},[5315,11976,7827],{"class":5444},[5315,11978,5448],{"class":5325},[5315,11980,6936],{"class":5348},[5315,11982,5352],{"class":5325},[5315,11984,5540],{"class":5444},[5315,11986,5448],{"class":5325},[5315,11988,5580],{"class":5545},[5315,11990,5352],{"class":5325},[5315,11992,7845],{"class":5444},[5315,11994,5448],{"class":5325},[5315,11996,5910],{"class":5545},[5315,11998,6861],{"class":5325},[5315,12000,12001,12003,12005,12007,12009,12011,12013,12015,12017,12019,12021,12023,12025,12027,12029,12031],{"class":5317,"line":9449},[5315,12002,7856],{"class":5444},[5315,12004,5448],{"class":5325},[5315,12006,7862],{"class":7861},[5315,12008,7865],{"class":5325},[5315,12010,7868],{"class":5444},[5315,12012,5448],{"class":5325},[5315,12014,7873],{"class":5545},[5315,12016,5352],{"class":5325},[5315,12018,5540],{"class":5444},[5315,12020,5448],{"class":5325},[5315,12022,5580],{"class":5545},[5315,12024,5352],{"class":5325},[5315,12026,6167],{"class":5444},[5315,12028,5448],{"class":5325},[5315,12030,5355],{"class":5348},[5315,12032,6599],{"class":5325},[5315,12034,12035],{"class":5317,"line":9459},[5315,12036,5339],{"emptyLinePlaceholder":5338},[5315,12038,12039,12041,12043,12046,12048,12050,12052,12055,12057,12059],{"class":5317,"line":9484},[5315,12040,7773],{"class":5325},[5315,12042,6181],{"class":6180},[5315,12044,12045],{"class":5545},"\"Q1 (25% даних нижче)",[5315,12047,5883],{"class":5882},[5315,12049,11733],{"class":5545},[5315,12051,6187],{"class":6180},[5315,12053,12054],{"class":5325},"q1",[5315,12056,6193],{"class":6180},[5315,12058,6652],{"class":5545},[5315,12060,5889],{"class":5325},[5315,12062,12063,12065,12067,12069,12072,12074,12076,12078,12081,12083],{"class":5317,"line":9489},[5315,12064,7793],{"class":5444},[5315,12066,5771],{"class":5325},[5315,12068,5349],{"class":5348},[5315,12070,12071],{"class":5325},", q1), ",[5315,12073,7809],{"class":5444},[5315,12075,5771],{"class":5325},[5315,12077,11649],{"class":5348},[5315,12079,12080],{"class":5325},", q1-",[5315,12082,5386],{"class":5348},[5315,12084,7822],{"class":5325},[5315,12086,12087,12089,12091,12093,12095,12097,12099,12101,12103,12105,12107,12109],{"class":5317,"line":9515},[5315,12088,7827],{"class":5444},[5315,12090,5448],{"class":5325},[5315,12092,5900],{"class":5348},[5315,12094,5352],{"class":5325},[5315,12096,5540],{"class":5444},[5315,12098,5448],{"class":5325},[5315,12100,7998],{"class":5545},[5315,12102,5352],{"class":5325},[5315,12104,7845],{"class":5444},[5315,12106,5448],{"class":5325},[5315,12108,5910],{"class":5545},[5315,12110,6861],{"class":5325},[5315,12112,12113,12115,12117,12119,12121,12123,12125,12127,12129,12131,12133,12135],{"class":5317,"line":10935},[5315,12114,7856],{"class":5444},[5315,12116,5448],{"class":5325},[5315,12118,7862],{"class":7861},[5315,12120,7865],{"class":5325},[5315,12122,7868],{"class":5444},[5315,12124,5448],{"class":5325},[5315,12126,7873],{"class":5545},[5315,12128,5352],{"class":5325},[5315,12130,5540],{"class":5444},[5315,12132,5448],{"class":5325},[5315,12134,7998],{"class":5545},[5315,12136,6599],{"class":5325},[5315,12138,12139],{"class":5317,"line":10955},[5315,12140,5339],{"emptyLinePlaceholder":5338},[5315,12142,12143,12145,12147,12150,12152,12154,12156,12159,12161,12163],{"class":5317,"line":11003},[5315,12144,7773],{"class":5325},[5315,12146,6181],{"class":6180},[5315,12148,12149],{"class":5545},"\"Мінімум (без викидів)",[5315,12151,5883],{"class":5882},[5315,12153,11733],{"class":5545},[5315,12155,6187],{"class":6180},[5315,12157,12158],{"class":5325},"lower_fence",[5315,12160,6193],{"class":6180},[5315,12162,6652],{"class":5545},[5315,12164,5889],{"class":5325},[5315,12166,12167,12169,12171,12173,12176,12178,12180,12182,12185,12187],{"class":5317,"line":11026},[5315,12168,7793],{"class":5444},[5315,12170,5771],{"class":5325},[5315,12172,5349],{"class":5348},[5315,12174,12175],{"class":5325},", lower_fence), ",[5315,12177,7809],{"class":5444},[5315,12179,5771],{"class":5325},[5315,12181,11649],{"class":5348},[5315,12183,12184],{"class":5325},", lower_fence-",[5315,12186,5900],{"class":5348},[5315,12188,7822],{"class":5325},[5315,12190,12191,12193,12195,12197,12199,12201,12203,12205,12207,12209,12211,12213],{"class":5317,"line":11045},[5315,12192,7827],{"class":5444},[5315,12194,5448],{"class":5325},[5315,12196,5900],{"class":5348},[5315,12198,5352],{"class":5325},[5315,12200,5540],{"class":5444},[5315,12202,5448],{"class":5325},[5315,12204,7677],{"class":5545},[5315,12206,5352],{"class":5325},[5315,12208,7845],{"class":5444},[5315,12210,5448],{"class":5325},[5315,12212,5910],{"class":5545},[5315,12214,6861],{"class":5325},[5315,12216,12217,12219,12221,12223,12225,12227,12229,12231,12233,12235,12237,12239],{"class":5317,"line":11050},[5315,12218,7856],{"class":5444},[5315,12220,5448],{"class":5325},[5315,12222,7862],{"class":7861},[5315,12224,7865],{"class":5325},[5315,12226,7868],{"class":5444},[5315,12228,5448],{"class":5325},[5315,12230,7873],{"class":5545},[5315,12232,5352],{"class":5325},[5315,12234,5540],{"class":5444},[5315,12236,5448],{"class":5325},[5315,12238,7677],{"class":5545},[5315,12240,6599],{"class":5325},[5315,12242,12243],{"class":5317,"line":11063},[5315,12244,5339],{"emptyLinePlaceholder":5338},[5315,12246,12247,12249,12251,12254,12256,12259,12261,12264,12266,12268],{"class":5317,"line":11084},[5315,12248,7773],{"class":5325},[5315,12250,6181],{"class":6180},[5315,12252,12253],{"class":5545},"\"IQR = Q3 - Q1",[5315,12255,5883],{"class":5882},[5315,12257,12258],{"class":5545},"= ",[5315,12260,6187],{"class":6180},[5315,12262,12263],{"class":5325},"iqr",[5315,12265,6193],{"class":6180},[5315,12267,6652],{"class":5545},[5315,12269,5889],{"class":5325},[5315,12271,12272,12274,12276,12279,12282,12284,12286,12288,12290,12292,12294,12296,12299,12301],{"class":5317,"line":11093},[5315,12273,7793],{"class":5444},[5315,12275,5771],{"class":5325},[5315,12277,12278],{"class":5348},"1.15",[5315,12280,12281],{"class":5325},", (q1+q3)\u002F",[5315,12283,5355],{"class":5348},[5315,12285,5781],{"class":5325},[5315,12287,7809],{"class":5444},[5315,12289,5771],{"class":5325},[5315,12291,6621],{"class":5348},[5315,12293,12281],{"class":5325},[5315,12295,5355],{"class":5348},[5315,12297,12298],{"class":5325},"-",[5315,12300,5535],{"class":5348},[5315,12302,7822],{"class":5325},[5315,12304,12305,12307,12309,12311,12313,12315,12317,12319,12321,12323,12325,12327],{"class":5317,"line":11102},[5315,12306,7827],{"class":5444},[5315,12308,5448],{"class":5325},[5315,12310,6936],{"class":5348},[5315,12312,5352],{"class":5325},[5315,12314,5540],{"class":5444},[5315,12316,5448],{"class":5325},[5315,12318,6842],{"class":5545},[5315,12320,5352],{"class":5325},[5315,12322,7845],{"class":5444},[5315,12324,5448],{"class":5325},[5315,12326,5910],{"class":5545},[5315,12328,6861],{"class":5325},[5315,12330,12331,12333,12335,12337,12339,12341,12343,12345,12347,12349,12351,12353,12355,12357,12359,12361],{"class":5317,"line":11107},[5315,12332,7896],{"class":5444},[5315,12334,5448],{"class":5325},[5315,12336,7862],{"class":7861},[5315,12338,7865],{"class":5325},[5315,12340,7905],{"class":5444},[5315,12342,5448],{"class":5325},[5315,12344,7910],{"class":5545},[5315,12346,5352],{"class":5325},[5315,12348,7915],{"class":5444},[5315,12350,5448],{"class":5325},[5315,12352,10718],{"class":5545},[5315,12354,5352],{"class":5325},[5315,12356,5561],{"class":5444},[5315,12358,5448],{"class":5325},[5315,12360,7819],{"class":5348},[5315,12362,6599],{"class":5325},[5315,12364,12365],{"class":5317,"line":11112},[5315,12366,5339],{"emptyLinePlaceholder":5338},[5315,12368,12370,12372,12375,12377,12379,12381,12383,12385,12387,12389,12391],{"class":5317,"line":12369},61,[5315,12371,7317],{"class":5325},[5315,12373,12374],{"class":5545},"\"Анатомія Box Plot\"",[5315,12376,5352],{"class":5325},[5315,12378,6305],{"class":5444},[5315,12380,5448],{"class":5325},[5315,12382,6592],{"class":5348},[5315,12384,5352],{"class":5325},[5315,12386,5905],{"class":5444},[5315,12388,5448],{"class":5325},[5315,12390,5910],{"class":5545},[5315,12392,5454],{"class":5325},[5315,12394,12396,12398,12400,12402,12404,12406,12408],{"class":5317,"line":12395},62,[5315,12397,7364],{"class":5325},[5315,12399,9820],{"class":5545},[5315,12401,5352],{"class":5325},[5315,12403,6305],{"class":5444},[5315,12405,5448],{"class":5325},[5315,12407,6709],{"class":5348},[5315,12409,5454],{"class":5325},[5315,12411,12413,12416,12418,12420,12422],{"class":5317,"line":12412},63,[5315,12414,12415],{"class":5325},"ax.set_xlim(",[5315,12417,6621],{"class":5348},[5315,12419,5352],{"class":5325},[5315,12421,5355],{"class":5348},[5315,12423,5454],{"class":5325},[5315,12425,12427],{"class":5317,"line":12426},64,[5315,12428,12429],{"class":5325},"ax.set_xticks([])\n",[5315,12431,12433,12435,12437,12439,12441,12443,12445,12447,12449],{"class":5317,"line":12432},65,[5315,12434,7382],{"class":5325},[5315,12436,5695],{"class":5444},[5315,12438,5448],{"class":5325},[5315,12440,5700],{"class":5545},[5315,12442,5352],{"class":5325},[5315,12444,5561],{"class":5444},[5315,12446,5448],{"class":5325},[5315,12448,5709],{"class":5348},[5315,12450,5454],{"class":5325},[5315,12452,12454],{"class":5317,"line":12453},66,[5315,12455,5339],{"emptyLinePlaceholder":5338},[5315,12457,12459],{"class":5317,"line":12458},67,[5315,12460,6990],{"class":5325},[5315,12462,12464],{"class":5317,"line":12463},68,[5315,12465,5401],{"class":5325},[6415,12467,12468],{"v-slot:output":5311},[6418,12469],{"alt":12470,"className":12471,"src":12472},"Детальна анатомія box plot",[6422],"\u002Fimages\u002Fai-python\u002Fdata-visualization\u002Fdistributions\u002F07.png",[6425,12474,12475,12480],{},[5258,12476,12477],{},[5221,12478,12479],{},"Зв'язок з модулем статистики (04.statistics-basics\u002F06.outliers):",[5198,12481,12482,12489,12492,12499],{},[5201,12483,12484,12485,12488],{},"Box plot використовує ",[5221,12486,12487],{},"метод IQR"," для виявлення викидів",[5201,12490,12491],{},"Викид: значення \u003C Q1 - 1.5·IQR або > Q3 + 1.5·IQR",[5201,12493,12494,12495,12498],{},"«Вуса» (whiskers) показують діапазон даних ",[5221,12496,12497],{},"без"," викидів",[5201,12500,12501],{},"Чим більший «ящик» — тим більший розкид даних (дисперсія)",[5294,12503,12505],{"id":12504},"сигнатура-методу-axboxplot-та-параметричні-варіації","Сигнатура методу ax.boxplot() та параметричні варіації",[5258,12507,8123,12508,12511],{},[5283,12509,12510],{},"ax.boxplot()"," обчислює квантилі, міжквартильний розмах і координати викидів, після чого створює сукупність графічних примітивів (ліній, прямокутників та маркерів).",[5306,12513,12516],{"className":5308,"code":12514,"filename":12515,"language":5310,"meta":5311,"style":5311},"Axes.boxplot(\n    x: ArrayLike | Sequence[ArrayLike],\n    notch: bool | None = None,\n    sym: str | None = None,\n    vert: bool | None = None,\n    whis: float | tuple[float, float] | None = None,\n    positions: Sequence[float] | None = None,\n    widths: float | Sequence[float] | None = None,\n    patch_artist: bool | None = None,\n    bootstrap: int | None = None,\n    usermedians: Sequence[float] | None = None,\n    conf_intervals: ArrayLike | None = None,\n    meanline: bool | None = None,\n    showmeans: bool | None = None,\n    showcaps: bool | None = None,\n    showbox: bool | None = None,\n    showfliers: bool | None = None,\n    boxprops: dict[str, Any] | None = None,\n    tick_labels: Sequence[str] | None = None,  # У Matplotlib 3.9+ замість застарілого labels\n    flierprops: dict[str, Any] | None = None,\n    medianprops: dict[str, Any] | None = None,\n    meanprops: dict[str, Any] | None = None,\n    capprops: dict[str, Any] | None = None,\n    whiskerprops: dict[str, Any] | None = None,\n    **kwargs\n) -> dict[str, list[Line2D | PathPatch]]\n","Сигнатура ax.boxplot",[5283,12517,12518,12523,12527,12544,12561,12578,12604,12621,12642,12659,12676,12693,12706,12723,12740,12757,12774,12791,12809,12830,12847,12864,12881,12898,12915,12919],{"__ignoreMap":5311},[5315,12519,12520],{"class":5317,"line":5318},[5315,12521,12522],{"class":5325},"Axes.boxplot(\n",[5315,12524,12525],{"class":5317,"line":5335},[5315,12526,8146],{"class":5325},[5315,12528,12529,12532,12534,12536,12538,12540,12542],{"class":5317,"line":5342},[5315,12530,12531],{"class":5325},"    notch: ",[5315,12533,8212],{"class":7861},[5315,12535,8169],{"class":5325},[5315,12537,8172],{"class":5444},[5315,12539,8175],{"class":5325},[5315,12541,8172],{"class":6180},[5315,12543,6861],{"class":5325},[5315,12545,12546,12549,12551,12553,12555,12557,12559],{"class":5317,"line":5392},[5315,12547,12548],{"class":5325},"    sym: ",[5315,12550,8166],{"class":7861},[5315,12552,8169],{"class":5325},[5315,12554,8172],{"class":5444},[5315,12556,8175],{"class":5325},[5315,12558,8172],{"class":6180},[5315,12560,6861],{"class":5325},[5315,12562,12563,12566,12568,12570,12572,12574,12576],{"class":5317,"line":5398},[5315,12564,12565],{"class":5325},"    vert: ",[5315,12567,8212],{"class":7861},[5315,12569,8169],{"class":5325},[5315,12571,8172],{"class":5444},[5315,12573,8175],{"class":5325},[5315,12575,8172],{"class":6180},[5315,12577,6861],{"class":5325},[5315,12579,12580,12583,12585,12588,12590,12592,12594,12596,12598,12600,12602],{"class":5317,"line":5496},[5315,12581,12582],{"class":5325},"    whis: ",[5315,12584,8160],{"class":7861},[5315,12586,12587],{"class":5325}," | tuple[",[5315,12589,8160],{"class":7861},[5315,12591,5352],{"class":5325},[5315,12593,8160],{"class":7861},[5315,12595,8163],{"class":5325},[5315,12597,8172],{"class":5444},[5315,12599,8175],{"class":5325},[5315,12601,8172],{"class":6180},[5315,12603,6861],{"class":5325},[5315,12605,12606,12609,12611,12613,12615,12617,12619],{"class":5317,"line":5502},[5315,12607,12608],{"class":5325},"    positions: Sequence[",[5315,12610,8160],{"class":7861},[5315,12612,8163],{"class":5325},[5315,12614,8172],{"class":5444},[5315,12616,8175],{"class":5325},[5315,12618,8172],{"class":6180},[5315,12620,6861],{"class":5325},[5315,12622,12623,12626,12628,12630,12632,12634,12636,12638,12640],{"class":5317,"line":5689},[5315,12624,12625],{"class":5325},"    widths: ",[5315,12627,8160],{"class":7861},[5315,12629,8157],{"class":5325},[5315,12631,8160],{"class":7861},[5315,12633,8163],{"class":5325},[5315,12635,8172],{"class":5444},[5315,12637,8175],{"class":5325},[5315,12639,8172],{"class":6180},[5315,12641,6861],{"class":5325},[5315,12643,12644,12647,12649,12651,12653,12655,12657],{"class":5317,"line":5714},[5315,12645,12646],{"class":5325},"    patch_artist: ",[5315,12648,8212],{"class":7861},[5315,12650,8169],{"class":5325},[5315,12652,8172],{"class":5444},[5315,12654,8175],{"class":5325},[5315,12656,8172],{"class":6180},[5315,12658,6861],{"class":5325},[5315,12660,12661,12664,12666,12668,12670,12672,12674],{"class":5317,"line":5892},[5315,12662,12663],{"class":5325},"    bootstrap: ",[5315,12665,8154],{"class":7861},[5315,12667,8169],{"class":5325},[5315,12669,8172],{"class":5444},[5315,12671,8175],{"class":5325},[5315,12673,8172],{"class":6180},[5315,12675,6861],{"class":5325},[5315,12677,12678,12681,12683,12685,12687,12689,12691],{"class":5317,"line":5915},[5315,12679,12680],{"class":5325},"    usermedians: Sequence[",[5315,12682,8160],{"class":7861},[5315,12684,8163],{"class":5325},[5315,12686,8172],{"class":5444},[5315,12688,8175],{"class":5325},[5315,12690,8172],{"class":6180},[5315,12692,6861],{"class":5325},[5315,12694,12695,12698,12700,12702,12704],{"class":5317,"line":5947},[5315,12696,12697],{"class":5325},"    conf_intervals: ArrayLike | ",[5315,12699,8172],{"class":5444},[5315,12701,8175],{"class":5325},[5315,12703,8172],{"class":6180},[5315,12705,6861],{"class":5325},[5315,12707,12708,12711,12713,12715,12717,12719,12721],{"class":5317,"line":5952},[5315,12709,12710],{"class":5325},"    meanline: ",[5315,12712,8212],{"class":7861},[5315,12714,8169],{"class":5325},[5315,12716,8172],{"class":5444},[5315,12718,8175],{"class":5325},[5315,12720,8172],{"class":6180},[5315,12722,6861],{"class":5325},[5315,12724,12725,12728,12730,12732,12734,12736,12738],{"class":5317,"line":5958},[5315,12726,12727],{"class":5325},"    showmeans: ",[5315,12729,8212],{"class":7861},[5315,12731,8169],{"class":5325},[5315,12733,8172],{"class":5444},[5315,12735,8175],{"class":5325},[5315,12737,8172],{"class":6180},[5315,12739,6861],{"class":5325},[5315,12741,12742,12745,12747,12749,12751,12753,12755],{"class":5317,"line":5971},[5315,12743,12744],{"class":5325},"    showcaps: ",[5315,12746,8212],{"class":7861},[5315,12748,8169],{"class":5325},[5315,12750,8172],{"class":5444},[5315,12752,8175],{"class":5325},[5315,12754,8172],{"class":6180},[5315,12756,6861],{"class":5325},[5315,12758,12759,12762,12764,12766,12768,12770,12772],{"class":5317,"line":6000},[5315,12760,12761],{"class":5325},"    showbox: ",[5315,12763,8212],{"class":7861},[5315,12765,8169],{"class":5325},[5315,12767,8172],{"class":5444},[5315,12769,8175],{"class":5325},[5315,12771,8172],{"class":6180},[5315,12773,6861],{"class":5325},[5315,12775,12776,12779,12781,12783,12785,12787,12789],{"class":5317,"line":6031},[5315,12777,12778],{"class":5325},"    showfliers: ",[5315,12780,8212],{"class":7861},[5315,12782,8169],{"class":5325},[5315,12784,8172],{"class":5444},[5315,12786,8175],{"class":5325},[5315,12788,8172],{"class":6180},[5315,12790,6861],{"class":5325},[5315,12792,12793,12796,12798,12801,12803,12805,12807],{"class":5317,"line":6047},[5315,12794,12795],{"class":5325},"    boxprops: dict[",[5315,12797,8166],{"class":7861},[5315,12799,12800],{"class":5325},", Any] | ",[5315,12802,8172],{"class":5444},[5315,12804,8175],{"class":5325},[5315,12806,8172],{"class":6180},[5315,12808,6861],{"class":5325},[5315,12810,12811,12814,12816,12818,12820,12822,12824,12827],{"class":5317,"line":6066},[5315,12812,12813],{"class":5325},"    tick_labels: Sequence[",[5315,12815,8166],{"class":7861},[5315,12817,8163],{"class":5325},[5315,12819,8172],{"class":5444},[5315,12821,8175],{"class":5325},[5315,12823,8172],{"class":6180},[5315,12825,12826],{"class":5325},",  ",[5315,12828,12829],{"class":5800},"# У Matplotlib 3.9+ замість застарілого labels\n",[5315,12831,12832,12835,12837,12839,12841,12843,12845],{"class":5317,"line":6096},[5315,12833,12834],{"class":5325},"    flierprops: dict[",[5315,12836,8166],{"class":7861},[5315,12838,12800],{"class":5325},[5315,12840,8172],{"class":5444},[5315,12842,8175],{"class":5325},[5315,12844,8172],{"class":6180},[5315,12846,6861],{"class":5325},[5315,12848,12849,12852,12854,12856,12858,12860,12862],{"class":5317,"line":6101},[5315,12850,12851],{"class":5325},"    medianprops: dict[",[5315,12853,8166],{"class":7861},[5315,12855,12800],{"class":5325},[5315,12857,8172],{"class":5444},[5315,12859,8175],{"class":5325},[5315,12861,8172],{"class":6180},[5315,12863,6861],{"class":5325},[5315,12865,12866,12869,12871,12873,12875,12877,12879],{"class":5317,"line":6107},[5315,12867,12868],{"class":5325},"    meanprops: dict[",[5315,12870,8166],{"class":7861},[5315,12872,12800],{"class":5325},[5315,12874,8172],{"class":5444},[5315,12876,8175],{"class":5325},[5315,12878,8172],{"class":6180},[5315,12880,6861],{"class":5325},[5315,12882,12883,12886,12888,12890,12892,12894,12896],{"class":5317,"line":6145},[5315,12884,12885],{"class":5325},"    capprops: dict[",[5315,12887,8166],{"class":7861},[5315,12889,12800],{"class":5325},[5315,12891,8172],{"class":5444},[5315,12893,8175],{"class":5325},[5315,12895,8172],{"class":6180},[5315,12897,6861],{"class":5325},[5315,12899,12900,12903,12905,12907,12909,12911,12913],{"class":5317,"line":6201},[5315,12901,12902],{"class":5325},"    whiskerprops: dict[",[5315,12904,8166],{"class":7861},[5315,12906,12800],{"class":5325},[5315,12908,8172],{"class":5444},[5315,12910,8175],{"class":5325},[5315,12912,8172],{"class":6180},[5315,12914,6861],{"class":5325},[5315,12916,12917],{"class":5317,"line":6251},[5315,12918,8421],{"class":5325},[5315,12920,12921,12923,12925,12928,12930],{"class":5317,"line":6267},[5315,12922,8426],{"class":5325},[5315,12924,8430],{"class":8429},[5315,12926,12927],{"class":5325}," dict[",[5315,12929,8166],{"class":7861},[5315,12931,12932],{"class":5325},", list[Line2D | PathPatch]]\n",[6425,12934,12935,12938,12939,12942,12943,12946,12947,12949],{},[5221,12936,12937],{},"Сучасний API (Matplotlib 3.9+):"," Параметр ",[5283,12940,12941],{},"labels"," перейменовано на ",[5283,12944,12945],{},"tick_labels",", щоб уніфікувати роботу з мітками осей. Старий параметр ",[5283,12948,12941],{}," все ще підтримується для зворотної сумісності.",[5258,12951,12952],{},[5221,12953,8438],{},[5198,12955,12956,12964,12977,12995,13006,13021],{},[5201,12957,12958,8470,12961,12963],{},[5283,12959,12960],{},"notch",[5283,12962,8473],{},", навколо медіани формується V-подібний виріз, що візуалізує 95% довірчий інтервал. Якщо вирізи двох ящиків не перетинаються по висоті, різниця між медіанами є статистично значущою.",[5201,12965,12966,12969,12970,12972,12973,12976],{},[5283,12967,12968],{},"whis",": коефіцієнт множення $IQR$ для граничних вусів (за замовчуванням ",[5283,12971,7694],{},"). Якщо передати кортеж відсотків ",[5283,12974,12975],{},"(0, 100)",", вуса простягнуться до абсолютних мінімуму та максимуму без окремих точок-викидів.",[5201,12978,12979,12982,12983,12986,12987,12990,12991,12994],{},[5283,12980,12981],{},"showmeans"," та ",[5283,12984,12985],{},"meanline",": відображення середнього арифметичного. При ",[5283,12988,12989],{},"meanline=True"," середнє малюється пунктирною лінією на всю ширину ящика, а при ",[5283,12992,12993],{},"meanline=False"," — точковим маркером.",[5201,12996,12997,12999,13000,13002,13003,7101],{},[5283,12998,11373],{},": обов'язковий прапорець (",[5283,13001,8473],{},"), якщо ви бажаєте зафарбувати тіло ящика кольором через параметр ",[5283,13004,13005],{},"boxprops=dict(facecolor=...)",[5201,13007,13008,13011,13012,5352,13014,5352,13016,5352,13018,8464],{},[5283,13009,13010],{},"flierprops",": словник стилізації викидів (",[5283,13013,11518],{},[5283,13015,11537],{},[5283,13017,11528],{},[5283,13019,13020],{},"markeredgecolor",[5201,13022,13023,13025,13026,13028,13029,13031],{},[5283,13024,11364],{},": орієнтація діаграми (",[5283,13027,8473],{}," — вертикальна, ",[5283,13030,8217],{}," — горизонтальна).",[5718,13033,13035],{"title":13034},"boxplot_signature_variations.ipynb",[5722,13036,13037,14303],{"execution-count":5349},[5306,13038,13040],{"className":5308,"code":13039,"language":5310,"meta":5311,"style":5311},"import matplotlib.pyplot as plt\nimport numpy as np\n\nfig, axes = plt.subplots(2, 2, figsize=(14, 9), layout=\"constrained\")\nrng = np.random.default_rng(seed=42)\ndata = [rng.normal(100, 15, 100), rng.normal(120, 20, 100)]\ndata[0] = np.append(data[0], [160, 165, 40])\ndata[1] = np.append(data[1], [190, 50])\n\n# 1. notch=True (довірчий інтервал медіани)\nax = axes[0, 0]\nax.boxplot(data, tick_labels=[\"Сервер 1\", \"Сервер 2\"], notch=True, patch_artist=True,\n           boxprops=dict(facecolor=\"#DBEAFE\", color=\"#1E40AF\"),\n           medianprops=dict(color=\"#DC2626\", lw=2.5))\nax.set_title(\"1. Довірчий інтервал медіани: notch=True\", fontsize=11, fontweight=\"bold\")\nax.grid(axis=\"y\", alpha=0.25, ls=\"--\")\n\n# 2. whis (налаштування довжини вусів)\nax = axes[0, 1]\nax.boxplot(data[0], positions=[1], whis=1.5, patch_artist=True,\n           boxprops=dict(facecolor=\"#DCFCE7\", color=\"#166534\"),\n           medianprops=dict(color=\"#DC2626\", lw=2))\nax.boxplot(data[0], positions=[2], whis=(0, 100), patch_artist=True,\n           boxprops=dict(facecolor=\"#FEF3C7\", color=\"#92400E\"),\n           medianprops=dict(color=\"#DC2626\", lw=2))\nax.set_xticks([1, 2], labels=[\"whis=1.5 (IQR, default)\", \"whis=(0, 100) (Min-Max)\"])\nax.set_title(\"2. Межі вусів: стандартні 1.5·IQR проти повного розмаху\", fontsize=11, fontweight=\"bold\")\nax.grid(axis=\"y\", alpha=0.25, ls=\"--\")\n\n# 3. showmeans=True та meanline=True\nax = axes[1, 0]\nax.boxplot(data[0], positions=[1], showmeans=True, meanline=False, patch_artist=True,\n           boxprops=dict(facecolor=\"#DBEAFE\", color=\"#1E40AF\"),\n           meanprops=dict(marker=\"D\", markerfacecolor=\"#059669\", markeredgecolor=\"darkgreen\", markersize=7),\n           medianprops=dict(color=\"#DC2626\", lw=2))\nax.boxplot(data[1], positions=[2], showmeans=True, meanline=True, patch_artist=True,\n           boxprops=dict(facecolor=\"#F3E8FF\", color=\"#6B21A8\"),\n           meanprops=dict(color=\"#059669\", lw=2.5, ls=\"--\"),\n           medianprops=dict(color=\"#DC2626\", lw=2))\nax.set_xticks([1, 2], labels=[\"showmeans (зелений ромб)\", \"meanline=True (пунктир)\"])\nax.set_title(\"3. Індикація середнього: маркер проти пунктирної лінії\", fontsize=11, fontweight=\"bold\")\nax.grid(axis=\"y\", alpha=0.25, ls=\"--\")\n\n# 4. Повна кастомізація flierprops та стилів\nax = axes[1, 1]\nax.boxplot(data, tick_labels=[\"Регіон EU\", \"Регіон US\"], patch_artist=True,\n           boxprops=dict(facecolor=\"#F3E8FF\", color=\"#6B21A8\", lw=1.8),\n           whiskerprops=dict(color=\"#6B21A8\", lw=1.5, ls=\"--\"),\n           capprops=dict(color=\"#6B21A8\", lw=2),\n           medianprops=dict(color=\"#DC2626\", lw=2.5),\n           flierprops=dict(marker=\"^\", markerfacecolor=\"#EF4444\", markeredgecolor=\"black\", markersize=9))\nax.set_title(\"4. Стилізація викидів (flierprops) та геометрії ящика\", fontsize=11, fontweight=\"bold\")\nax.grid(axis=\"y\", alpha=0.25, ls=\"--\")\n\nfig.suptitle(\"Параметричні варіації методу ax.boxplot()\", fontsize=14, fontweight=\"bold\")\nplt.show()\n",[5283,13041,13042,13052,13062,13066,13098,13110,13141,13170,13191,13195,13200,13212,13249,13278,13305,13330,13358,13362,13367,13379,13413,13441,13467,13503,13531,13557,13584,13609,13637,13641,13646,13658,13698,13724,13769,13795,13835,13863,13897,13923,13949,13974,14002,14006,14011,14023,14049,14084,14119,14146,14172,14217,14242,14270,14274,14299],{"__ignoreMap":5311},[5315,13043,13044,13046,13048,13050],{"class":5317,"line":5318},[5315,13045,5322],{"class":5321},[5315,13047,5326],{"class":5325},[5315,13049,5329],{"class":5321},[5315,13051,5332],{"class":5325},[5315,13053,13054,13056,13058,13060],{"class":5317,"line":5335},[5315,13055,5322],{"class":5321},[5315,13057,5427],{"class":5325},[5315,13059,5329],{"class":5321},[5315,13061,5432],{"class":5325},[5315,13063,13064],{"class":5317,"line":5342},[5315,13065,5339],{"emptyLinePlaceholder":5338},[5315,13067,13068,13070,13072,13074,13076,13078,13080,13082,13084,13086,13088,13090,13092,13094,13096],{"class":5317,"line":5392},[5315,13069,8568],{"class":5325},[5315,13071,5355],{"class":5348},[5315,13073,5352],{"class":5325},[5315,13075,5355],{"class":5348},[5315,13077,5352],{"class":5325},[5315,13079,5768],{"class":5444},[5315,13081,5771],{"class":5325},[5315,13083,6592],{"class":5348},[5315,13085,5352],{"class":5325},[5315,13087,6342],{"class":5348},[5315,13089,5781],{"class":5325},[5315,13091,5784],{"class":5444},[5315,13093,5448],{"class":5325},[5315,13095,5789],{"class":5545},[5315,13097,5454],{"class":5325},[5315,13099,13100,13102,13104,13106,13108],{"class":5317,"line":5398},[5315,13101,5441],{"class":5325},[5315,13103,5445],{"class":5444},[5315,13105,5448],{"class":5325},[5315,13107,5451],{"class":5348},[5315,13109,5454],{"class":5325},[5315,13111,13112,13115,13117,13119,13121,13123,13125,13128,13130,13132,13134,13136,13138],{"class":5317,"line":5496},[5315,13113,13114],{"class":5325},"data = [rng.normal(",[5315,13116,7229],{"class":5348},[5315,13118,5352],{"class":5325},[5315,13120,5535],{"class":5348},[5315,13122,5352],{"class":5325},[5315,13124,7229],{"class":5348},[5315,13126,13127],{"class":5325},"), rng.normal(",[5315,13129,5467],{"class":5348},[5315,13131,5352],{"class":5325},[5315,13133,7278],{"class":5348},[5315,13135,5352],{"class":5325},[5315,13137,7229],{"class":5348},[5315,13139,13140],{"class":5325},")]\n",[5315,13142,13143,13146,13148,13151,13153,13156,13159,13161,13164,13166,13168],{"class":5317,"line":5502},[5315,13144,13145],{"class":5325},"data[",[5315,13147,7224],{"class":5348},[5315,13149,13150],{"class":5325},"] = np.append(data[",[5315,13152,7224],{"class":5348},[5315,13154,13155],{"class":5325},"], [",[5315,13157,13158],{"class":5348},"160",[5315,13160,5352],{"class":5325},[5315,13162,13163],{"class":5348},"165",[5315,13165,5352],{"class":5325},[5315,13167,10973],{"class":5348},[5315,13169,11332],{"class":5325},[5315,13171,13172,13174,13176,13178,13180,13182,13185,13187,13189],{"class":5317,"line":5689},[5315,13173,13145],{"class":5325},[5315,13175,5349],{"class":5348},[5315,13177,13150],{"class":5325},[5315,13179,5349],{"class":5348},[5315,13181,13155],{"class":5325},[5315,13183,13184],{"class":5348},"190",[5315,13186,5352],{"class":5325},[5315,13188,6638],{"class":5348},[5315,13190,11332],{"class":5325},[5315,13192,13193],{"class":5317,"line":5714},[5315,13194,5339],{"emptyLinePlaceholder":5338},[5315,13196,13197],{"class":5317,"line":5892},[5315,13198,13199],{"class":5800},"# 1. notch=True (довірчий інтервал медіани)\n",[5315,13201,13202,13204,13206,13208,13210],{"class":5317,"line":5915},[5315,13203,8652],{"class":5325},[5315,13205,7224],{"class":5348},[5315,13207,5352],{"class":5325},[5315,13209,7224],{"class":5348},[5315,13211,5389],{"class":5325},[5315,13213,13214,13217,13219,13222,13225,13227,13230,13233,13235,13237,13239,13241,13243,13245,13247],{"class":5317,"line":5947},[5315,13215,13216],{"class":5325},"ax.boxplot(data, ",[5315,13218,12945],{"class":5444},[5315,13220,13221],{"class":5325},"=[",[5315,13223,13224],{"class":5545},"\"Сервер 1\"",[5315,13226,5352],{"class":5325},[5315,13228,13229],{"class":5545},"\"Сервер 2\"",[5315,13231,13232],{"class":5325},"], ",[5315,13234,12960],{"class":5444},[5315,13236,5448],{"class":5325},[5315,13238,8473],{"class":6180},[5315,13240,5352],{"class":5325},[5315,13242,11373],{"class":5444},[5315,13244,5448],{"class":5325},[5315,13246,8473],{"class":6180},[5315,13248,6861],{"class":5325},[5315,13250,13251,13254,13256,13258,13260,13262,13264,13267,13269,13271,13273,13276],{"class":5317,"line":5952},[5315,13252,13253],{"class":5444},"           boxprops",[5315,13255,5448],{"class":5325},[5315,13257,7862],{"class":7861},[5315,13259,7865],{"class":5325},[5315,13261,7915],{"class":5444},[5315,13263,5448],{"class":5325},[5315,13265,13266],{"class":5545},"\"#DBEAFE\"",[5315,13268,5352],{"class":5325},[5315,13270,5540],{"class":5444},[5315,13272,5448],{"class":5325},[5315,13274,13275],{"class":5545},"\"#1E40AF\"",[5315,13277,7822],{"class":5325},[5315,13279,13280,13283,13285,13287,13289,13291,13293,13295,13297,13299,13301,13303],{"class":5317,"line":5958},[5315,13281,13282],{"class":5444},"           medianprops",[5315,13284,5448],{"class":5325},[5315,13286,7862],{"class":7861},[5315,13288,7865],{"class":5325},[5315,13290,5540],{"class":5444},[5315,13292,5448],{"class":5325},[5315,13294,6010],{"class":5545},[5315,13296,5352],{"class":5325},[5315,13298,6167],{"class":5444},[5315,13300,5448],{"class":5325},[5315,13302,8795],{"class":5348},[5315,13304,6599],{"class":5325},[5315,13306,13307,13309,13312,13314,13316,13318,13320,13322,13324,13326,13328],{"class":5317,"line":5971},[5315,13308,7317],{"class":5325},[5315,13310,13311],{"class":5545},"\"1. Довірчий інтервал медіани: notch=True\"",[5315,13313,5352],{"class":5325},[5315,13315,6305],{"class":5444},[5315,13317,5448],{"class":5325},[5315,13319,6936],{"class":5348},[5315,13321,5352],{"class":5325},[5315,13323,5905],{"class":5444},[5315,13325,5448],{"class":5325},[5315,13327,5910],{"class":5545},[5315,13329,5454],{"class":5325},[5315,13331,13332,13334,13336,13338,13340,13342,13344,13346,13348,13350,13352,13354,13356],{"class":5317,"line":6000},[5315,13333,7382],{"class":5325},[5315,13335,5695],{"class":5444},[5315,13337,5448],{"class":5325},[5315,13339,5700],{"class":5545},[5315,13341,5352],{"class":5325},[5315,13343,5561],{"class":5444},[5315,13345,5448],{"class":5325},[5315,13347,5933],{"class":5348},[5315,13349,5352],{"class":5325},[5315,13351,5938],{"class":5444},[5315,13353,5448],{"class":5325},[5315,13355,5590],{"class":5545},[5315,13357,5454],{"class":5325},[5315,13359,13360],{"class":5317,"line":6031},[5315,13361,5339],{"emptyLinePlaceholder":5338},[5315,13363,13364],{"class":5317,"line":6047},[5315,13365,13366],{"class":5800},"# 2. whis (налаштування довжини вусів)\n",[5315,13368,13369,13371,13373,13375,13377],{"class":5317,"line":6066},[5315,13370,8652],{"class":5325},[5315,13372,7224],{"class":5348},[5315,13374,5352],{"class":5325},[5315,13376,5349],{"class":5348},[5315,13378,5389],{"class":5325},[5315,13380,13381,13384,13386,13388,13391,13393,13395,13397,13399,13401,13403,13405,13407,13409,13411],{"class":5317,"line":6096},[5315,13382,13383],{"class":5325},"ax.boxplot(data[",[5315,13385,7224],{"class":5348},[5315,13387,13232],{"class":5325},[5315,13389,13390],{"class":5444},"positions",[5315,13392,13221],{"class":5325},[5315,13394,5349],{"class":5348},[5315,13396,13232],{"class":5325},[5315,13398,12968],{"class":5444},[5315,13400,5448],{"class":5325},[5315,13402,7694],{"class":5348},[5315,13404,5352],{"class":5325},[5315,13406,11373],{"class":5444},[5315,13408,5448],{"class":5325},[5315,13410,8473],{"class":6180},[5315,13412,6861],{"class":5325},[5315,13414,13415,13417,13419,13421,13423,13425,13427,13430,13432,13434,13436,13439],{"class":5317,"line":6101},[5315,13416,13253],{"class":5444},[5315,13418,5448],{"class":5325},[5315,13420,7862],{"class":7861},[5315,13422,7865],{"class":5325},[5315,13424,7915],{"class":5444},[5315,13426,5448],{"class":5325},[5315,13428,13429],{"class":5545},"\"#DCFCE7\"",[5315,13431,5352],{"class":5325},[5315,13433,5540],{"class":5444},[5315,13435,5448],{"class":5325},[5315,13437,13438],{"class":5545},"\"#166534\"",[5315,13440,7822],{"class":5325},[5315,13442,13443,13445,13447,13449,13451,13453,13455,13457,13459,13461,13463,13465],{"class":5317,"line":6107},[5315,13444,13282],{"class":5444},[5315,13446,5448],{"class":5325},[5315,13448,7862],{"class":7861},[5315,13450,7865],{"class":5325},[5315,13452,5540],{"class":5444},[5315,13454,5448],{"class":5325},[5315,13456,6010],{"class":5545},[5315,13458,5352],{"class":5325},[5315,13460,6167],{"class":5444},[5315,13462,5448],{"class":5325},[5315,13464,5355],{"class":5348},[5315,13466,6599],{"class":5325},[5315,13468,13469,13471,13473,13475,13477,13479,13481,13483,13485,13487,13489,13491,13493,13495,13497,13499,13501],{"class":5317,"line":6145},[5315,13470,13383],{"class":5325},[5315,13472,7224],{"class":5348},[5315,13474,13232],{"class":5325},[5315,13476,13390],{"class":5444},[5315,13478,13221],{"class":5325},[5315,13480,5355],{"class":5348},[5315,13482,13232],{"class":5325},[5315,13484,12968],{"class":5444},[5315,13486,5771],{"class":5325},[5315,13488,7224],{"class":5348},[5315,13490,5352],{"class":5325},[5315,13492,7229],{"class":5348},[5315,13494,5781],{"class":5325},[5315,13496,11373],{"class":5444},[5315,13498,5448],{"class":5325},[5315,13500,8473],{"class":6180},[5315,13502,6861],{"class":5325},[5315,13504,13505,13507,13509,13511,13513,13515,13517,13520,13522,13524,13526,13529],{"class":5317,"line":6201},[5315,13506,13253],{"class":5444},[5315,13508,5448],{"class":5325},[5315,13510,7862],{"class":7861},[5315,13512,7865],{"class":5325},[5315,13514,7915],{"class":5444},[5315,13516,5448],{"class":5325},[5315,13518,13519],{"class":5545},"\"#FEF3C7\"",[5315,13521,5352],{"class":5325},[5315,13523,5540],{"class":5444},[5315,13525,5448],{"class":5325},[5315,13527,13528],{"class":5545},"\"#92400E\"",[5315,13530,7822],{"class":5325},[5315,13532,13533,13535,13537,13539,13541,13543,13545,13547,13549,13551,13553,13555],{"class":5317,"line":6251},[5315,13534,13282],{"class":5444},[5315,13536,5448],{"class":5325},[5315,13538,7862],{"class":7861},[5315,13540,7865],{"class":5325},[5315,13542,5540],{"class":5444},[5315,13544,5448],{"class":5325},[5315,13546,6010],{"class":5545},[5315,13548,5352],{"class":5325},[5315,13550,6167],{"class":5444},[5315,13552,5448],{"class":5325},[5315,13554,5355],{"class":5348},[5315,13556,6599],{"class":5325},[5315,13558,13559,13562,13564,13566,13568,13570,13572,13574,13577,13579,13582],{"class":5317,"line":6267},[5315,13560,13561],{"class":5325},"ax.set_xticks([",[5315,13563,5349],{"class":5348},[5315,13565,5352],{"class":5325},[5315,13567,5355],{"class":5348},[5315,13569,13232],{"class":5325},[5315,13571,12941],{"class":5444},[5315,13573,13221],{"class":5325},[5315,13575,13576],{"class":5545},"\"whis=1.5 (IQR, default)\"",[5315,13578,5352],{"class":5325},[5315,13580,13581],{"class":5545},"\"whis=(0, 100) (Min-Max)\"",[5315,13583,11332],{"class":5325},[5315,13585,13586,13588,13591,13593,13595,13597,13599,13601,13603,13605,13607],{"class":5317,"line":6295},[5315,13587,7317],{"class":5325},[5315,13589,13590],{"class":5545},"\"2. Межі вусів: стандартні 1.5·IQR проти повного розмаху\"",[5315,13592,5352],{"class":5325},[5315,13594,6305],{"class":5444},[5315,13596,5448],{"class":5325},[5315,13598,6936],{"class":5348},[5315,13600,5352],{"class":5325},[5315,13602,5905],{"class":5444},[5315,13604,5448],{"class":5325},[5315,13606,5910],{"class":5545},[5315,13608,5454],{"class":5325},[5315,13610,13611,13613,13615,13617,13619,13621,13623,13625,13627,13629,13631,13633,13635],{"class":5317,"line":6314},[5315,13612,7382],{"class":5325},[5315,13614,5695],{"class":5444},[5315,13616,5448],{"class":5325},[5315,13618,5700],{"class":5545},[5315,13620,5352],{"class":5325},[5315,13622,5561],{"class":5444},[5315,13624,5448],{"class":5325},[5315,13626,5933],{"class":5348},[5315,13628,5352],{"class":5325},[5315,13630,5938],{"class":5444},[5315,13632,5448],{"class":5325},[5315,13634,5590],{"class":5545},[5315,13636,5454],{"class":5325},[5315,13638,13639],{"class":5317,"line":6332},[5315,13640,5339],{"emptyLinePlaceholder":5338},[5315,13642,13643],{"class":5317,"line":6347},[5315,13644,13645],{"class":5800},"# 3. showmeans=True та meanline=True\n",[5315,13647,13648,13650,13652,13654,13656],{"class":5317,"line":6378},[5315,13649,8652],{"class":5325},[5315,13651,5349],{"class":5348},[5315,13653,5352],{"class":5325},[5315,13655,7224],{"class":5348},[5315,13657,5389],{"class":5325},[5315,13659,13660,13662,13664,13666,13668,13670,13672,13674,13676,13678,13680,13682,13684,13686,13688,13690,13692,13694,13696],{"class":5317,"line":6383},[5315,13661,13383],{"class":5325},[5315,13663,7224],{"class":5348},[5315,13665,13232],{"class":5325},[5315,13667,13390],{"class":5444},[5315,13669,13221],{"class":5325},[5315,13671,5349],{"class":5348},[5315,13673,13232],{"class":5325},[5315,13675,12981],{"class":5444},[5315,13677,5448],{"class":5325},[5315,13679,8473],{"class":6180},[5315,13681,5352],{"class":5325},[5315,13683,12985],{"class":5444},[5315,13685,5448],{"class":5325},[5315,13687,8217],{"class":6180},[5315,13689,5352],{"class":5325},[5315,13691,11373],{"class":5444},[5315,13693,5448],{"class":5325},[5315,13695,8473],{"class":6180},[5315,13697,6861],{"class":5325},[5315,13699,13700,13702,13704,13706,13708,13710,13712,13714,13716,13718,13720,13722],{"class":5317,"line":6411},[5315,13701,13253],{"class":5444},[5315,13703,5448],{"class":5325},[5315,13705,7862],{"class":7861},[5315,13707,7865],{"class":5325},[5315,13709,7915],{"class":5444},[5315,13711,5448],{"class":5325},[5315,13713,13266],{"class":5545},[5315,13715,5352],{"class":5325},[5315,13717,5540],{"class":5444},[5315,13719,5448],{"class":5325},[5315,13721,13275],{"class":5545},[5315,13723,7822],{"class":5325},[5315,13725,13726,13729,13731,13733,13735,13737,13739,13742,13744,13746,13748,13750,13752,13754,13756,13759,13761,13763,13765,13767],{"class":5317,"line":9259},[5315,13727,13728],{"class":5444},"           meanprops",[5315,13730,5448],{"class":5325},[5315,13732,7862],{"class":7861},[5315,13734,7865],{"class":5325},[5315,13736,11518],{"class":5444},[5315,13738,5448],{"class":5325},[5315,13740,13741],{"class":5545},"\"D\"",[5315,13743,5352],{"class":5325},[5315,13745,11528],{"class":5444},[5315,13747,5448],{"class":5325},[5315,13749,5546],{"class":5545},[5315,13751,5352],{"class":5325},[5315,13753,13020],{"class":5444},[5315,13755,5448],{"class":5325},[5315,13757,13758],{"class":5545},"\"darkgreen\"",[5315,13760,5352],{"class":5325},[5315,13762,11537],{"class":5444},[5315,13764,5448],{"class":5325},[5315,13766,6664],{"class":5348},[5315,13768,7822],{"class":5325},[5315,13770,13771,13773,13775,13777,13779,13781,13783,13785,13787,13789,13791,13793],{"class":5317,"line":9272},[5315,13772,13282],{"class":5444},[5315,13774,5448],{"class":5325},[5315,13776,7862],{"class":7861},[5315,13778,7865],{"class":5325},[5315,13780,5540],{"class":5444},[5315,13782,5448],{"class":5325},[5315,13784,6010],{"class":5545},[5315,13786,5352],{"class":5325},[5315,13788,6167],{"class":5444},[5315,13790,5448],{"class":5325},[5315,13792,5355],{"class":5348},[5315,13794,6599],{"class":5325},[5315,13796,13797,13799,13801,13803,13805,13807,13809,13811,13813,13815,13817,13819,13821,13823,13825,13827,13829,13831,13833],{"class":5317,"line":9301},[5315,13798,13383],{"class":5325},[5315,13800,5349],{"class":5348},[5315,13802,13232],{"class":5325},[5315,13804,13390],{"class":5444},[5315,13806,13221],{"class":5325},[5315,13808,5355],{"class":5348},[5315,13810,13232],{"class":5325},[5315,13812,12981],{"class":5444},[5315,13814,5448],{"class":5325},[5315,13816,8473],{"class":6180},[5315,13818,5352],{"class":5325},[5315,13820,12985],{"class":5444},[5315,13822,5448],{"class":5325},[5315,13824,8473],{"class":6180},[5315,13826,5352],{"class":5325},[5315,13828,11373],{"class":5444},[5315,13830,5448],{"class":5325},[5315,13832,8473],{"class":6180},[5315,13834,6861],{"class":5325},[5315,13836,13837,13839,13841,13843,13845,13847,13849,13852,13854,13856,13858,13861],{"class":5317,"line":9306},[5315,13838,13253],{"class":5444},[5315,13840,5448],{"class":5325},[5315,13842,7862],{"class":7861},[5315,13844,7865],{"class":5325},[5315,13846,7915],{"class":5444},[5315,13848,5448],{"class":5325},[5315,13850,13851],{"class":5545},"\"#F3E8FF\"",[5315,13853,5352],{"class":5325},[5315,13855,5540],{"class":5444},[5315,13857,5448],{"class":5325},[5315,13859,13860],{"class":5545},"\"#6B21A8\"",[5315,13862,7822],{"class":5325},[5315,13864,13865,13867,13869,13871,13873,13875,13877,13879,13881,13883,13885,13887,13889,13891,13893,13895],{"class":5317,"line":9312},[5315,13866,13728],{"class":5444},[5315,13868,5448],{"class":5325},[5315,13870,7862],{"class":7861},[5315,13872,7865],{"class":5325},[5315,13874,5540],{"class":5444},[5315,13876,5448],{"class":5325},[5315,13878,5546],{"class":5545},[5315,13880,5352],{"class":5325},[5315,13882,6167],{"class":5444},[5315,13884,5448],{"class":5325},[5315,13886,8795],{"class":5348},[5315,13888,5352],{"class":5325},[5315,13890,5938],{"class":5444},[5315,13892,5448],{"class":5325},[5315,13894,5590],{"class":5545},[5315,13896,7822],{"class":5325},[5315,13898,13899,13901,13903,13905,13907,13909,13911,13913,13915,13917,13919,13921],{"class":5317,"line":9325},[5315,13900,13282],{"class":5444},[5315,13902,5448],{"class":5325},[5315,13904,7862],{"class":7861},[5315,13906,7865],{"class":5325},[5315,13908,5540],{"class":5444},[5315,13910,5448],{"class":5325},[5315,13912,6010],{"class":5545},[5315,13914,5352],{"class":5325},[5315,13916,6167],{"class":5444},[5315,13918,5448],{"class":5325},[5315,13920,5355],{"class":5348},[5315,13922,6599],{"class":5325},[5315,13924,13925,13927,13929,13931,13933,13935,13937,13939,13942,13944,13947],{"class":5317,"line":9331},[5315,13926,13561],{"class":5325},[5315,13928,5349],{"class":5348},[5315,13930,5352],{"class":5325},[5315,13932,5355],{"class":5348},[5315,13934,13232],{"class":5325},[5315,13936,12941],{"class":5444},[5315,13938,13221],{"class":5325},[5315,13940,13941],{"class":5545},"\"showmeans (зелений ромб)\"",[5315,13943,5352],{"class":5325},[5315,13945,13946],{"class":5545},"\"meanline=True (пунктир)\"",[5315,13948,11332],{"class":5325},[5315,13950,13951,13953,13956,13958,13960,13962,13964,13966,13968,13970,13972],{"class":5317,"line":9366},[5315,13952,7317],{"class":5325},[5315,13954,13955],{"class":5545},"\"3. Індикація середнього: маркер проти пунктирної лінії\"",[5315,13957,5352],{"class":5325},[5315,13959,6305],{"class":5444},[5315,13961,5448],{"class":5325},[5315,13963,6936],{"class":5348},[5315,13965,5352],{"class":5325},[5315,13967,5905],{"class":5444},[5315,13969,5448],{"class":5325},[5315,13971,5910],{"class":5545},[5315,13973,5454],{"class":5325},[5315,13975,13976,13978,13980,13982,13984,13986,13988,13990,13992,13994,13996,13998,14000],{"class":5317,"line":9413},[5315,13977,7382],{"class":5325},[5315,13979,5695],{"class":5444},[5315,13981,5448],{"class":5325},[5315,13983,5700],{"class":5545},[5315,13985,5352],{"class":5325},[5315,13987,5561],{"class":5444},[5315,13989,5448],{"class":5325},[5315,13991,5933],{"class":5348},[5315,13993,5352],{"class":5325},[5315,13995,5938],{"class":5444},[5315,13997,5448],{"class":5325},[5315,13999,5590],{"class":5545},[5315,14001,5454],{"class":5325},[5315,14003,14004],{"class":5317,"line":9439},[5315,14005,5339],{"emptyLinePlaceholder":5338},[5315,14007,14008],{"class":5317,"line":9449},[5315,14009,14010],{"class":5800},"# 4. Повна кастомізація flierprops та стилів\n",[5315,14012,14013,14015,14017,14019,14021],{"class":5317,"line":9459},[5315,14014,8652],{"class":5325},[5315,14016,5349],{"class":5348},[5315,14018,5352],{"class":5325},[5315,14020,5349],{"class":5348},[5315,14022,5389],{"class":5325},[5315,14024,14025,14027,14029,14031,14034,14036,14039,14041,14043,14045,14047],{"class":5317,"line":9484},[5315,14026,13216],{"class":5325},[5315,14028,12945],{"class":5444},[5315,14030,13221],{"class":5325},[5315,14032,14033],{"class":5545},"\"Регіон EU\"",[5315,14035,5352],{"class":5325},[5315,14037,14038],{"class":5545},"\"Регіон US\"",[5315,14040,13232],{"class":5325},[5315,14042,11373],{"class":5444},[5315,14044,5448],{"class":5325},[5315,14046,8473],{"class":6180},[5315,14048,6861],{"class":5325},[5315,14050,14051,14053,14055,14057,14059,14061,14063,14065,14067,14069,14071,14073,14075,14077,14079,14082],{"class":5317,"line":9489},[5315,14052,13253],{"class":5444},[5315,14054,5448],{"class":5325},[5315,14056,7862],{"class":7861},[5315,14058,7865],{"class":5325},[5315,14060,7915],{"class":5444},[5315,14062,5448],{"class":5325},[5315,14064,13851],{"class":5545},[5315,14066,5352],{"class":5325},[5315,14068,5540],{"class":5444},[5315,14070,5448],{"class":5325},[5315,14072,13860],{"class":5545},[5315,14074,5352],{"class":5325},[5315,14076,6167],{"class":5444},[5315,14078,5448],{"class":5325},[5315,14080,14081],{"class":5348},"1.8",[5315,14083,7822],{"class":5325},[5315,14085,14086,14089,14091,14093,14095,14097,14099,14101,14103,14105,14107,14109,14111,14113,14115,14117],{"class":5317,"line":9515},[5315,14087,14088],{"class":5444},"           whiskerprops",[5315,14090,5448],{"class":5325},[5315,14092,7862],{"class":7861},[5315,14094,7865],{"class":5325},[5315,14096,5540],{"class":5444},[5315,14098,5448],{"class":5325},[5315,14100,13860],{"class":5545},[5315,14102,5352],{"class":5325},[5315,14104,6167],{"class":5444},[5315,14106,5448],{"class":5325},[5315,14108,7694],{"class":5348},[5315,14110,5352],{"class":5325},[5315,14112,5938],{"class":5444},[5315,14114,5448],{"class":5325},[5315,14116,5590],{"class":5545},[5315,14118,7822],{"class":5325},[5315,14120,14121,14124,14126,14128,14130,14132,14134,14136,14138,14140,14142,14144],{"class":5317,"line":10935},[5315,14122,14123],{"class":5444},"           capprops",[5315,14125,5448],{"class":5325},[5315,14127,7862],{"class":7861},[5315,14129,7865],{"class":5325},[5315,14131,5540],{"class":5444},[5315,14133,5448],{"class":5325},[5315,14135,13860],{"class":5545},[5315,14137,5352],{"class":5325},[5315,14139,6167],{"class":5444},[5315,14141,5448],{"class":5325},[5315,14143,5355],{"class":5348},[5315,14145,7822],{"class":5325},[5315,14147,14148,14150,14152,14154,14156,14158,14160,14162,14164,14166,14168,14170],{"class":5317,"line":10955},[5315,14149,13282],{"class":5444},[5315,14151,5448],{"class":5325},[5315,14153,7862],{"class":7861},[5315,14155,7865],{"class":5325},[5315,14157,5540],{"class":5444},[5315,14159,5448],{"class":5325},[5315,14161,6010],{"class":5545},[5315,14163,5352],{"class":5325},[5315,14165,6167],{"class":5444},[5315,14167,5448],{"class":5325},[5315,14169,8795],{"class":5348},[5315,14171,7822],{"class":5325},[5315,14173,14174,14177,14179,14181,14183,14185,14187,14190,14192,14194,14196,14199,14201,14203,14205,14207,14209,14211,14213,14215],{"class":5317,"line":11003},[5315,14175,14176],{"class":5444},"           flierprops",[5315,14178,5448],{"class":5325},[5315,14180,7862],{"class":7861},[5315,14182,7865],{"class":5325},[5315,14184,11518],{"class":5444},[5315,14186,5448],{"class":5325},[5315,14188,14189],{"class":5545},"\"^\"",[5315,14191,5352],{"class":5325},[5315,14193,11528],{"class":5444},[5315,14195,5448],{"class":5325},[5315,14197,14198],{"class":5545},"\"#EF4444\"",[5315,14200,5352],{"class":5325},[5315,14202,13020],{"class":5444},[5315,14204,5448],{"class":5325},[5315,14206,5556],{"class":5545},[5315,14208,5352],{"class":5325},[5315,14210,11537],{"class":5444},[5315,14212,5448],{"class":5325},[5315,14214,6342],{"class":5348},[5315,14216,6599],{"class":5325},[5315,14218,14219,14221,14224,14226,14228,14230,14232,14234,14236,14238,14240],{"class":5317,"line":11026},[5315,14220,7317],{"class":5325},[5315,14222,14223],{"class":5545},"\"4. Стилізація викидів (flierprops) та геометрії ящика\"",[5315,14225,5352],{"class":5325},[5315,14227,6305],{"class":5444},[5315,14229,5448],{"class":5325},[5315,14231,6936],{"class":5348},[5315,14233,5352],{"class":5325},[5315,14235,5905],{"class":5444},[5315,14237,5448],{"class":5325},[5315,14239,5910],{"class":5545},[5315,14241,5454],{"class":5325},[5315,14243,14244,14246,14248,14250,14252,14254,14256,14258,14260,14262,14264,14266,14268],{"class":5317,"line":11045},[5315,14245,7382],{"class":5325},[5315,14247,5695],{"class":5444},[5315,14249,5448],{"class":5325},[5315,14251,5700],{"class":5545},[5315,14253,5352],{"class":5325},[5315,14255,5561],{"class":5444},[5315,14257,5448],{"class":5325},[5315,14259,5933],{"class":5348},[5315,14261,5352],{"class":5325},[5315,14263,5938],{"class":5444},[5315,14265,5448],{"class":5325},[5315,14267,5590],{"class":5545},[5315,14269,5454],{"class":5325},[5315,14271,14272],{"class":5317,"line":11050},[5315,14273,5339],{"emptyLinePlaceholder":5338},[5315,14275,14276,14278,14281,14283,14285,14287,14289,14291,14293,14295,14297],{"class":5317,"line":11063},[5315,14277,6386],{"class":5325},[5315,14279,14280],{"class":5545},"\"Параметричні варіації методу ax.boxplot()\"",[5315,14282,5352],{"class":5325},[5315,14284,6305],{"class":5444},[5315,14286,5448],{"class":5325},[5315,14288,6592],{"class":5348},[5315,14290,5352],{"class":5325},[5315,14292,5905],{"class":5444},[5315,14294,5448],{"class":5325},[5315,14296,5910],{"class":5545},[5315,14298,5454],{"class":5325},[5315,14300,14301],{"class":5317,"line":11084},[5315,14302,5401],{"class":5325},[6415,14304,14305],{"v-slot:output":5311},[6418,14306],{"alt":14307,"className":14308,"src":14309},"Параметричні варіації ax.boxplot",[6422],"\u002Fimages\u002Fai-python\u002Fdata-visualization\u002Fdistributions\u002F14.png",[5294,14311,14313],{"id":14312},"порівняння-груп-за-допомогою-box-plots","Порівняння груп за допомогою box plots",[5258,14315,14316,14317,14320],{},"Box plots особливо корисні для ",[5221,14318,14319],{},"порівняння"," кількох груп.",[5718,14322,14324,14330,14915],{"title":14323},"boxplot_comparison.ipynb",[5722,14325,14326],{"type":6481},[5294,14327,14329],{"id":14328},"порівняння-балів-трьох-груп-студентів","Порівняння балів трьох груп студентів",[5722,14331,14332,14908],{"execution-count":5349},[5306,14333,14335],{"className":5308,"code":14334,"language":5310,"meta":5311,"style":5311},"import matplotlib.pyplot as plt\nimport numpy as np\n\nrng = np.random.default_rng(seed=42)\n\n# Три групи студентів з різними характеристиками\ngroup_a = rng.normal(75, 10, 80)   # Середня група\ngroup_b = rng.normal(85, 7, 80)    # Сильна група\ngroup_c = rng.normal(65, 15, 80)   # Слабка група (великий розкид)\n\ndata_to_plot = [group_a, group_b, group_c]\n\nfig, ax = plt.subplots(figsize=(10, 6))\n\nbp = ax.boxplot(data_to_plot, labels=[\"Група A\", \"Група B\", \"Група C\"],\n                patch_artist=True, notch=True, showmeans=True,\n                boxprops=dict(facecolor=\"skyblue\", edgecolor=\"navy\", linewidth=1.5),\n                medianprops=dict(color=\"red\", linewidth=2),\n                meanprops=dict(marker=\"D\", markerfacecolor=\"green\", markersize=8),\n                whiskerprops=dict(linestyle=\"--\", linewidth=1.5),\n                flierprops=dict(marker=\"o\", markerfacecolor=\"orange\", markersize=6, alpha=0.5))\n\nax.set_title(\"Порівняння балів трьох груп студентів\", \n             fontsize=14, fontweight=\"bold\")\nax.set_ylabel(\"Бали (0–100)\", fontsize=12)\nax.set_xlabel(\"Група\", fontsize=12)\nax.grid(axis=\"y\", alpha=0.3)\n\n# Легенда для пояснення символів\nfrom matplotlib.lines import Line2D\ncustom_lines = [Line2D([0], [0], color=\"red\", linewidth=2),\n                Line2D([0], [0], marker=\"D\", color=\"w\", markerfacecolor=\"green\", markersize=8)]\nax.legend(custom_lines, [\"Медіана\", \"Середнє\"], loc=\"lower right\")\n\nplt.tight_layout()\nplt.show()\n",[5283,14336,14337,14347,14357,14361,14373,14377,14382,14403,14425,14446,14450,14455,14459,14475,14479,14504,14531,14565,14591,14626,14652,14694,14698,14707,14725,14741,14758,14778,14782,14787,14800,14829,14875,14896,14900,14904],{"__ignoreMap":5311},[5315,14338,14339,14341,14343,14345],{"class":5317,"line":5318},[5315,14340,5322],{"class":5321},[5315,14342,5326],{"class":5325},[5315,14344,5329],{"class":5321},[5315,14346,5332],{"class":5325},[5315,14348,14349,14351,14353,14355],{"class":5317,"line":5335},[5315,14350,5322],{"class":5321},[5315,14352,5427],{"class":5325},[5315,14354,5329],{"class":5321},[5315,14356,5432],{"class":5325},[5315,14358,14359],{"class":5317,"line":5342},[5315,14360,5339],{"emptyLinePlaceholder":5338},[5315,14362,14363,14365,14367,14369,14371],{"class":5317,"line":5392},[5315,14364,5441],{"class":5325},[5315,14366,5445],{"class":5444},[5315,14368,5448],{"class":5325},[5315,14370,5451],{"class":5348},[5315,14372,5454],{"class":5325},[5315,14374,14375],{"class":5317,"line":5398},[5315,14376,5339],{"emptyLinePlaceholder":5338},[5315,14378,14379],{"class":5317,"line":5496},[5315,14380,14381],{"class":5800},"# Три групи студентів з різними характеристиками\n",[5315,14383,14384,14387,14389,14391,14393,14395,14397,14400],{"class":5317,"line":5502},[5315,14385,14386],{"class":5325},"group_a = rng.normal(",[5315,14388,11579],{"class":5348},[5315,14390,5352],{"class":5325},[5315,14392,5900],{"class":5348},[5315,14394,5352],{"class":5325},[5315,14396,9351],{"class":5348},[5315,14398,14399],{"class":5325},")   ",[5315,14401,14402],{"class":5800},"# Середня група\n",[5315,14404,14405,14408,14411,14413,14415,14417,14419,14422],{"class":5317,"line":5689},[5315,14406,14407],{"class":5325},"group_b = rng.normal(",[5315,14409,14410],{"class":5348},"85",[5315,14412,5352],{"class":5325},[5315,14414,6664],{"class":5348},[5315,14416,5352],{"class":5325},[5315,14418,9351],{"class":5348},[5315,14420,14421],{"class":5325},")    ",[5315,14423,14424],{"class":5800},"# Сильна група\n",[5315,14426,14427,14430,14433,14435,14437,14439,14441,14443],{"class":5317,"line":5714},[5315,14428,14429],{"class":5325},"group_c = rng.normal(",[5315,14431,14432],{"class":5348},"65",[5315,14434,5352],{"class":5325},[5315,14436,5535],{"class":5348},[5315,14438,5352],{"class":5325},[5315,14440,9351],{"class":5348},[5315,14442,14399],{"class":5325},[5315,14444,14445],{"class":5800},"# Слабка група (великий розкид)\n",[5315,14447,14448],{"class":5317,"line":5892},[5315,14449,5339],{"emptyLinePlaceholder":5338},[5315,14451,14452],{"class":5317,"line":5915},[5315,14453,14454],{"class":5325},"data_to_plot = [group_a, group_b, group_c]\n",[5315,14456,14457],{"class":5317,"line":5947},[5315,14458,5339],{"emptyLinePlaceholder":5338},[5315,14460,14461,14463,14465,14467,14469,14471,14473],{"class":5317,"line":5952},[5315,14462,7244],{"class":5325},[5315,14464,5768],{"class":5444},[5315,14466,5771],{"class":5325},[5315,14468,5900],{"class":5348},[5315,14470,5352],{"class":5325},[5315,14472,7255],{"class":5348},[5315,14474,6599],{"class":5325},[5315,14476,14477],{"class":5317,"line":5958},[5315,14478,5339],{"emptyLinePlaceholder":5338},[5315,14480,14481,14484,14486,14488,14491,14493,14496,14498,14501],{"class":5317,"line":5971},[5315,14482,14483],{"class":5325},"bp = ax.boxplot(data_to_plot, ",[5315,14485,12941],{"class":5444},[5315,14487,13221],{"class":5325},[5315,14489,14490],{"class":5545},"\"Група A\"",[5315,14492,5352],{"class":5325},[5315,14494,14495],{"class":5545},"\"Група B\"",[5315,14497,5352],{"class":5325},[5315,14499,14500],{"class":5545},"\"Група C\"",[5315,14502,14503],{"class":5325},"],\n",[5315,14505,14506,14509,14511,14513,14515,14517,14519,14521,14523,14525,14527,14529],{"class":5317,"line":6000},[5315,14507,14508],{"class":5444},"                patch_artist",[5315,14510,5448],{"class":5325},[5315,14512,8473],{"class":6180},[5315,14514,5352],{"class":5325},[5315,14516,12960],{"class":5444},[5315,14518,5448],{"class":5325},[5315,14520,8473],{"class":6180},[5315,14522,5352],{"class":5325},[5315,14524,12981],{"class":5444},[5315,14526,5448],{"class":5325},[5315,14528,8473],{"class":6180},[5315,14530,6861],{"class":5325},[5315,14532,14533,14535,14537,14539,14541,14543,14545,14547,14549,14551,14553,14555,14557,14559,14561,14563],{"class":5317,"line":6031},[5315,14534,11393],{"class":5444},[5315,14536,5448],{"class":5325},[5315,14538,7862],{"class":7861},[5315,14540,7865],{"class":5325},[5315,14542,7915],{"class":5444},[5315,14544,5448],{"class":5325},[5315,14546,7666],{"class":5545},[5315,14548,5352],{"class":5325},[5315,14550,5551],{"class":5444},[5315,14552,5448],{"class":5325},[5315,14554,7677],{"class":5545},[5315,14556,5352],{"class":5325},[5315,14558,5595],{"class":5444},[5315,14560,5448],{"class":5325},[5315,14562,7694],{"class":5348},[5315,14564,7822],{"class":5325},[5315,14566,14567,14569,14571,14573,14575,14577,14579,14581,14583,14585,14587,14589],{"class":5317,"line":6047},[5315,14568,11428],{"class":5444},[5315,14570,5448],{"class":5325},[5315,14572,7862],{"class":7861},[5315,14574,7865],{"class":5325},[5315,14576,5540],{"class":5444},[5315,14578,5448],{"class":5325},[5315,14580,5580],{"class":5545},[5315,14582,5352],{"class":5325},[5315,14584,5595],{"class":5444},[5315,14586,5448],{"class":5325},[5315,14588,5355],{"class":5348},[5315,14590,7822],{"class":5325},[5315,14592,14593,14596,14598,14600,14602,14604,14606,14608,14610,14612,14614,14616,14618,14620,14622,14624],{"class":5317,"line":6066},[5315,14594,14595],{"class":5444},"                meanprops",[5315,14597,5448],{"class":5325},[5315,14599,7862],{"class":7861},[5315,14601,7865],{"class":5325},[5315,14603,11518],{"class":5444},[5315,14605,5448],{"class":5325},[5315,14607,13741],{"class":5545},[5315,14609,5352],{"class":5325},[5315,14611,11528],{"class":5444},[5315,14613,5448],{"class":5325},[5315,14615,6842],{"class":5545},[5315,14617,5352],{"class":5325},[5315,14619,11537],{"class":5444},[5315,14621,5448],{"class":5325},[5315,14623,9658],{"class":5348},[5315,14625,7822],{"class":5325},[5315,14627,14628,14630,14632,14634,14636,14638,14640,14642,14644,14646,14648,14650],{"class":5317,"line":6096},[5315,14629,11455],{"class":5444},[5315,14631,5448],{"class":5325},[5315,14633,7862],{"class":7861},[5315,14635,7865],{"class":5325},[5315,14637,5585],{"class":5444},[5315,14639,5448],{"class":5325},[5315,14641,5590],{"class":5545},[5315,14643,5352],{"class":5325},[5315,14645,5595],{"class":5444},[5315,14647,5448],{"class":5325},[5315,14649,7694],{"class":5348},[5315,14651,7822],{"class":5325},[5315,14653,14654,14656,14658,14660,14662,14664,14666,14668,14670,14672,14674,14676,14678,14680,14682,14684,14686,14688,14690,14692],{"class":5317,"line":6101},[5315,14655,11509],{"class":5444},[5315,14657,5448],{"class":5325},[5315,14659,7862],{"class":7861},[5315,14661,7865],{"class":5325},[5315,14663,11518],{"class":5444},[5315,14665,5448],{"class":5325},[5315,14667,11523],{"class":5545},[5315,14669,5352],{"class":5325},[5315,14671,11528],{"class":5444},[5315,14673,5448],{"class":5325},[5315,14675,8996],{"class":5545},[5315,14677,5352],{"class":5325},[5315,14679,11537],{"class":5444},[5315,14681,5448],{"class":5325},[5315,14683,7255],{"class":5348},[5315,14685,5352],{"class":5325},[5315,14687,5561],{"class":5444},[5315,14689,5448],{"class":5325},[5315,14691,6621],{"class":5348},[5315,14693,6599],{"class":5325},[5315,14695,14696],{"class":5317,"line":6107},[5315,14697,5339],{"emptyLinePlaceholder":5338},[5315,14699,14700,14702,14705],{"class":5317,"line":6145},[5315,14701,7317],{"class":5325},[5315,14703,14704],{"class":5545},"\"Порівняння балів трьох груп студентів\"",[5315,14706,5889],{"class":5325},[5315,14708,14709,14711,14713,14715,14717,14719,14721,14723],{"class":5317,"line":6201},[5315,14710,7327],{"class":5444},[5315,14712,5448],{"class":5325},[5315,14714,6592],{"class":5348},[5315,14716,5352],{"class":5325},[5315,14718,5905],{"class":5444},[5315,14720,5448],{"class":5325},[5315,14722,5910],{"class":5545},[5315,14724,5454],{"class":5325},[5315,14726,14727,14729,14731,14733,14735,14737,14739],{"class":5317,"line":6251},[5315,14728,7364],{"class":5325},[5315,14730,7349],{"class":5545},[5315,14732,5352],{"class":5325},[5315,14734,6305],{"class":5444},[5315,14736,5448],{"class":5325},[5315,14738,6709],{"class":5348},[5315,14740,5454],{"class":5325},[5315,14742,14743,14745,14748,14750,14752,14754,14756],{"class":5317,"line":6267},[5315,14744,7346],{"class":5325},[5315,14746,14747],{"class":5545},"\"Група\"",[5315,14749,5352],{"class":5325},[5315,14751,6305],{"class":5444},[5315,14753,5448],{"class":5325},[5315,14755,6709],{"class":5348},[5315,14757,5454],{"class":5325},[5315,14759,14760,14762,14764,14766,14768,14770,14772,14774,14776],{"class":5317,"line":6295},[5315,14761,7382],{"class":5325},[5315,14763,5695],{"class":5444},[5315,14765,5448],{"class":5325},[5315,14767,5700],{"class":5545},[5315,14769,5352],{"class":5325},[5315,14771,5561],{"class":5444},[5315,14773,5448],{"class":5325},[5315,14775,5709],{"class":5348},[5315,14777,5454],{"class":5325},[5315,14779,14780],{"class":5317,"line":6314},[5315,14781,5339],{"emptyLinePlaceholder":5338},[5315,14783,14784],{"class":5317,"line":6332},[5315,14785,14786],{"class":5800},"# Легенда для пояснення символів\n",[5315,14788,14789,14792,14795,14797],{"class":5317,"line":6347},[5315,14790,14791],{"class":5321},"from",[5315,14793,14794],{"class":5325}," matplotlib.lines ",[5315,14796,5322],{"class":5321},[5315,14798,14799],{"class":5325}," Line2D\n",[5315,14801,14802,14805,14807,14809,14811,14813,14815,14817,14819,14821,14823,14825,14827],{"class":5317,"line":6378},[5315,14803,14804],{"class":5325},"custom_lines = [Line2D([",[5315,14806,7224],{"class":5348},[5315,14808,13155],{"class":5325},[5315,14810,7224],{"class":5348},[5315,14812,13232],{"class":5325},[5315,14814,5540],{"class":5444},[5315,14816,5448],{"class":5325},[5315,14818,5580],{"class":5545},[5315,14820,5352],{"class":5325},[5315,14822,5595],{"class":5444},[5315,14824,5448],{"class":5325},[5315,14826,5355],{"class":5348},[5315,14828,7822],{"class":5325},[5315,14830,14831,14834,14836,14838,14840,14842,14844,14846,14848,14850,14852,14854,14857,14859,14861,14863,14865,14867,14869,14871,14873],{"class":5317,"line":6383},[5315,14832,14833],{"class":5325},"                Line2D([",[5315,14835,7224],{"class":5348},[5315,14837,13155],{"class":5325},[5315,14839,7224],{"class":5348},[5315,14841,13232],{"class":5325},[5315,14843,11518],{"class":5444},[5315,14845,5448],{"class":5325},[5315,14847,13741],{"class":5545},[5315,14849,5352],{"class":5325},[5315,14851,5540],{"class":5444},[5315,14853,5448],{"class":5325},[5315,14855,14856],{"class":5545},"\"w\"",[5315,14858,5352],{"class":5325},[5315,14860,11528],{"class":5444},[5315,14862,5448],{"class":5325},[5315,14864,6842],{"class":5545},[5315,14866,5352],{"class":5325},[5315,14868,11537],{"class":5444},[5315,14870,5448],{"class":5325},[5315,14872,9658],{"class":5348},[5315,14874,13140],{"class":5325},[5315,14876,14877,14880,14882,14884,14886,14888,14890,14892,14894],{"class":5317,"line":6411},[5315,14878,14879],{"class":5325},"ax.legend(custom_lines, [",[5315,14881,5649],{"class":5545},[5315,14883,5352],{"class":5325},[5315,14885,5609],{"class":5545},[5315,14887,13232],{"class":5325},[5315,14889,5462],{"class":5444},[5315,14891,5448],{"class":5325},[5315,14893,9060],{"class":5545},[5315,14895,5454],{"class":5325},[5315,14897,14898],{"class":5317,"line":9259},[5315,14899,5339],{"emptyLinePlaceholder":5338},[5315,14901,14902],{"class":5317,"line":9272},[5315,14903,6990],{"class":5325},[5315,14905,14906],{"class":5317,"line":9301},[5315,14907,5401],{"class":5325},[6415,14909,14910],{"v-slot:output":5311},[6418,14911],{"alt":14912,"className":14913,"src":14914},"Порівняння трьох груп",[6422],"\u002Fimages\u002Fai-python\u002Fdata-visualization\u002Fdistributions\u002F08.png",[5722,14916,14917,14922,14949],{"type":6481},[5258,14918,14919],{},[5221,14920,14921],{},"Висновки з графіка:",[6445,14923,14924,14930,14936,14942],{},[5201,14925,14926,14929],{},[5221,14927,14928],{},"Група B"," — найсильніша: медіана ~85, маленький розкид (вузький ящик)",[5201,14931,14932,14935],{},[5221,14933,14934],{},"Група C"," — найслабша та найнестабільніша: медіана ~65, великий розкид (широкий ящик)",[5201,14937,14938,14941],{},[5221,14939,14940],{},"Група A"," — посередині за всіма показниками",[5201,14943,14944,14945,14948],{},"У всіх групах є ",[5221,14946,14947],{},"викиди"," (окремі студенти з аномальними результатами)",[5258,14950,7033,14951,14953],{},[5221,14952,7036],{}," в трьох таблицях по 80 рядків!",[9914,14955,14956,14964,15070,15077,15082],{},[5258,14957,14958],{},[5221,14959,14960,14961,5304],{},"Параметри ",[5283,14962,14963],{},"boxplot()",[5306,14965,14967],{"className":5308,"code":14966,"language":5310,"meta":5311,"style":5311},"ax.boxplot(data, \n           labels=[\"A\", \"B\"],      # Підписи груп\n           vert=True,              # Вертикальна орієнтація (False = горизонтальна)\n           patch_artist=True,      # Дозволяє заливку кольором\n           notch=True,             # Виріз на ящику (показує довірчий інтервал медіани)\n           showmeans=True,         # Показати середнє (зелений ромб)\n           showfliers=True)        # Показувати викиди (True = default)\n",[5283,14968,14969,14974,14995,15010,15025,15040,15055],{"__ignoreMap":5311},[5315,14970,14971],{"class":5317,"line":5318},[5315,14972,14973],{"class":5325},"ax.boxplot(data, \n",[5315,14975,14976,14979,14981,14984,14986,14989,14992],{"class":5317,"line":5335},[5315,14977,14978],{"class":5444},"           labels",[5315,14980,13221],{"class":5325},[5315,14982,14983],{"class":5545},"\"A\"",[5315,14985,5352],{"class":5325},[5315,14987,14988],{"class":5545},"\"B\"",[5315,14990,14991],{"class":5325},"],      ",[5315,14993,14994],{"class":5800},"# Підписи груп\n",[5315,14996,14997,15000,15002,15004,15007],{"class":5317,"line":5342},[5315,14998,14999],{"class":5444},"           vert",[5315,15001,5448],{"class":5325},[5315,15003,8473],{"class":6180},[5315,15005,15006],{"class":5325},",              ",[5315,15008,15009],{"class":5800},"# Вертикальна орієнтація (False = горизонтальна)\n",[5315,15011,15012,15015,15017,15019,15022],{"class":5317,"line":5392},[5315,15013,15014],{"class":5444},"           patch_artist",[5315,15016,5448],{"class":5325},[5315,15018,8473],{"class":6180},[5315,15020,15021],{"class":5325},",      ",[5315,15023,15024],{"class":5800},"# Дозволяє заливку кольором\n",[5315,15026,15027,15030,15032,15034,15037],{"class":5317,"line":5398},[5315,15028,15029],{"class":5444},"           notch",[5315,15031,5448],{"class":5325},[5315,15033,8473],{"class":6180},[5315,15035,15036],{"class":5325},",             ",[5315,15038,15039],{"class":5800},"# Виріз на ящику (показує довірчий інтервал медіани)\n",[5315,15041,15042,15045,15047,15049,15052],{"class":5317,"line":5496},[5315,15043,15044],{"class":5444},"           showmeans",[5315,15046,5448],{"class":5325},[5315,15048,8473],{"class":6180},[5315,15050,15051],{"class":5325},",         ",[5315,15053,15054],{"class":5800},"# Показати середнє (зелений ромб)\n",[5315,15056,15057,15060,15062,15064,15067],{"class":5317,"line":5502},[5315,15058,15059],{"class":5444},"           showfliers",[5315,15061,5448],{"class":5325},[5315,15063,8473],{"class":6180},[5315,15065,15066],{"class":5325},")        ",[5315,15068,15069],{"class":5800},"# Показувати викиди (True = default)\n",[5258,15071,15072],{},[6418,15073],{"alt":15074,"className":15075,"src":15076},"Параметри кастомізації boxplot",[6422],"\u002Fimages\u002Fai-python\u002Fdata-visualization\u002Fdistributions\u002F09.png",[5258,15078,15079],{},[5221,15080,15081],{},"Різниця між медіаною та середнім:",[5198,15083,15084,15091],{},[5201,15085,15086,15087,15090],{},"Якщо ",[5221,15088,15089],{},"червона лінія (медіана) ≈ зелений ромб (середнє)"," → дані симетричні",[5201,15092,15086,15093,15096],{},[5221,15094,15095],{},"далеко один від одного"," → дані асиметричні або є викиди",[5250,15098],{},[5253,15100,15102],{"id":15101},"горизонтальні-box-plots","Горизонтальні box plots",[5258,15104,15105],{},"Іноді зручніше показувати box plots горизонтально — особливо коли багато груп або довгі назви.",[5718,15107,15109],{"title":15108},"horizontal_boxplot.ipynb",[5722,15110,15111,15486],{"execution-count":5349},[5306,15112,15114],{"className":5308,"code":15113,"language":5310,"meta":5311,"style":5311},"import matplotlib.pyplot as plt\nimport numpy as np\n\nrng = np.random.default_rng(seed=123)\n\n# Зарплати в різних містах (для прикладу)\ncities = [\"Київ\", \"Львів\", \"Одеса\", \"Харків\", \"Дніпро\", \"Запоріжжя\"]\nsalaries = [rng.normal(800, 150, 100),\n            rng.normal(650, 120, 100),\n            rng.normal(700, 140, 100),\n            rng.normal(720, 130, 100),\n            rng.normal(680, 110, 100),\n            rng.normal(640, 100, 100)]\n\nfig, ax = plt.subplots(figsize=(10, 7))\n\nbp = ax.boxplot(salaries, labels=cities, vert=False, patch_artist=True,\n                boxprops=dict(facecolor=\"lightcoral\", alpha=0.7),\n                medianprops=dict(color=\"darkred\", linewidth=2))\n\nax.set_title(\"Розподіл зарплат у містах України\", \n             fontsize=14, fontweight=\"bold\")\nax.set_xlabel(\"Зарплата (USD)\", fontsize=12)\nax.grid(axis=\"x\", alpha=0.3)\n\nplt.tight_layout()\nplt.show()\n",[5283,15115,15116,15126,15136,15140,15152,15156,15161,15196,15214,15232,15250,15268,15285,15302,15306,15322,15326,15352,15379,15405,15409,15418,15436,15453,15474,15478,15482],{"__ignoreMap":5311},[5315,15117,15118,15120,15122,15124],{"class":5317,"line":5318},[5315,15119,5322],{"class":5321},[5315,15121,5326],{"class":5325},[5315,15123,5329],{"class":5321},[5315,15125,5332],{"class":5325},[5315,15127,15128,15130,15132,15134],{"class":5317,"line":5335},[5315,15129,5322],{"class":5321},[5315,15131,5427],{"class":5325},[5315,15133,5329],{"class":5321},[5315,15135,5432],{"class":5325},[5315,15137,15138],{"class":5317,"line":5342},[5315,15139,5339],{"emptyLinePlaceholder":5338},[5315,15141,15142,15144,15146,15148,15150],{"class":5317,"line":5392},[5315,15143,5441],{"class":5325},[5315,15145,5445],{"class":5444},[5315,15147,5448],{"class":5325},[5315,15149,7184],{"class":5348},[5315,15151,5454],{"class":5325},[5315,15153,15154],{"class":5317,"line":5398},[5315,15155,5339],{"emptyLinePlaceholder":5338},[5315,15157,15158],{"class":5317,"line":5496},[5315,15159,15160],{"class":5800},"# Зарплати в різних містах (для прикладу)\n",[5315,15162,15163,15166,15169,15171,15174,15176,15179,15181,15184,15186,15189,15191,15194],{"class":5317,"line":5502},[5315,15164,15165],{"class":5325},"cities = [",[5315,15167,15168],{"class":5545},"\"Київ\"",[5315,15170,5352],{"class":5325},[5315,15172,15173],{"class":5545},"\"Львів\"",[5315,15175,5352],{"class":5325},[5315,15177,15178],{"class":5545},"\"Одеса\"",[5315,15180,5352],{"class":5325},[5315,15182,15183],{"class":5545},"\"Харків\"",[5315,15185,5352],{"class":5325},[5315,15187,15188],{"class":5545},"\"Дніпро\"",[5315,15190,5352],{"class":5325},[5315,15192,15193],{"class":5545},"\"Запоріжжя\"",[5315,15195,5389],{"class":5325},[5315,15197,15198,15201,15204,15206,15208,15210,15212],{"class":5317,"line":5689},[5315,15199,15200],{"class":5325},"salaries = [rng.normal(",[5315,15202,15203],{"class":5348},"800",[5315,15205,5352],{"class":5325},[5315,15207,9356],{"class":5348},[5315,15209,5352],{"class":5325},[5315,15211,7229],{"class":5348},[5315,15213,7822],{"class":5325},[5315,15215,15216,15219,15222,15224,15226,15228,15230],{"class":5317,"line":5714},[5315,15217,15218],{"class":5325},"            rng.normal(",[5315,15220,15221],{"class":5348},"650",[5315,15223,5352],{"class":5325},[5315,15225,5467],{"class":5348},[5315,15227,5352],{"class":5325},[5315,15229,7229],{"class":5348},[5315,15231,7822],{"class":5325},[5315,15233,15234,15236,15239,15241,15244,15246,15248],{"class":5317,"line":5892},[5315,15235,15218],{"class":5325},[5315,15237,15238],{"class":5348},"700",[5315,15240,5352],{"class":5325},[5315,15242,15243],{"class":5348},"140",[5315,15245,5352],{"class":5325},[5315,15247,7229],{"class":5348},[5315,15249,7822],{"class":5325},[5315,15251,15252,15254,15257,15259,15262,15264,15266],{"class":5317,"line":5915},[5315,15253,15218],{"class":5325},[5315,15255,15256],{"class":5348},"720",[5315,15258,5352],{"class":5325},[5315,15260,15261],{"class":5348},"130",[5315,15263,5352],{"class":5325},[5315,15265,7229],{"class":5348},[5315,15267,7822],{"class":5325},[5315,15269,15270,15272,15275,15277,15279,15281,15283],{"class":5317,"line":5947},[5315,15271,15218],{"class":5325},[5315,15273,15274],{"class":5348},"680",[5315,15276,5352],{"class":5325},[5315,15278,10946],{"class":5348},[5315,15280,5352],{"class":5325},[5315,15282,7229],{"class":5348},[5315,15284,7822],{"class":5325},[5315,15286,15287,15289,15292,15294,15296,15298,15300],{"class":5317,"line":5952},[5315,15288,15218],{"class":5325},[5315,15290,15291],{"class":5348},"640",[5315,15293,5352],{"class":5325},[5315,15295,7229],{"class":5348},[5315,15297,5352],{"class":5325},[5315,15299,7229],{"class":5348},[5315,15301,13140],{"class":5325},[5315,15303,15304],{"class":5317,"line":5958},[5315,15305,5339],{"emptyLinePlaceholder":5338},[5315,15307,15308,15310,15312,15314,15316,15318,15320],{"class":5317,"line":5971},[5315,15309,7244],{"class":5325},[5315,15311,5768],{"class":5444},[5315,15313,5771],{"class":5325},[5315,15315,5900],{"class":5348},[5315,15317,5352],{"class":5325},[5315,15319,6664],{"class":5348},[5315,15321,6599],{"class":5325},[5315,15323,15324],{"class":5317,"line":6000},[5315,15325,5339],{"emptyLinePlaceholder":5338},[5315,15327,15328,15331,15333,15336,15338,15340,15342,15344,15346,15348,15350],{"class":5317,"line":6031},[5315,15329,15330],{"class":5325},"bp = ax.boxplot(salaries, ",[5315,15332,12941],{"class":5444},[5315,15334,15335],{"class":5325},"=cities, ",[5315,15337,11364],{"class":5444},[5315,15339,5448],{"class":5325},[5315,15341,8217],{"class":6180},[5315,15343,5352],{"class":5325},[5315,15345,11373],{"class":5444},[5315,15347,5448],{"class":5325},[5315,15349,8473],{"class":6180},[5315,15351,6861],{"class":5325},[5315,15353,15354,15356,15358,15360,15362,15364,15366,15369,15371,15373,15375,15377],{"class":5317,"line":6047},[5315,15355,11393],{"class":5444},[5315,15357,5448],{"class":5325},[5315,15359,7862],{"class":7861},[5315,15361,7865],{"class":5325},[5315,15363,7915],{"class":5444},[5315,15365,5448],{"class":5325},[5315,15367,15368],{"class":5545},"\"lightcoral\"",[5315,15370,5352],{"class":5325},[5315,15372,5561],{"class":5444},[5315,15374,5448],{"class":5325},[5315,15376,5566],{"class":5348},[5315,15378,7822],{"class":5325},[5315,15380,15381,15383,15385,15387,15389,15391,15393,15395,15397,15399,15401,15403],{"class":5317,"line":6066},[5315,15382,11428],{"class":5444},[5315,15384,5448],{"class":5325},[5315,15386,7862],{"class":7861},[5315,15388,7865],{"class":5325},[5315,15390,5540],{"class":5444},[5315,15392,5448],{"class":5325},[5315,15394,7840],{"class":5545},[5315,15396,5352],{"class":5325},[5315,15398,5595],{"class":5444},[5315,15400,5448],{"class":5325},[5315,15402,5355],{"class":5348},[5315,15404,6599],{"class":5325},[5315,15406,15407],{"class":5317,"line":6096},[5315,15408,5339],{"emptyLinePlaceholder":5338},[5315,15410,15411,15413,15416],{"class":5317,"line":6101},[5315,15412,7317],{"class":5325},[5315,15414,15415],{"class":5545},"\"Розподіл зарплат у містах України\"",[5315,15417,5889],{"class":5325},[5315,15419,15420,15422,15424,15426,15428,15430,15432,15434],{"class":5317,"line":6107},[5315,15421,7327],{"class":5444},[5315,15423,5448],{"class":5325},[5315,15425,6592],{"class":5348},[5315,15427,5352],{"class":5325},[5315,15429,5905],{"class":5444},[5315,15431,5448],{"class":5325},[5315,15433,5910],{"class":5545},[5315,15435,5454],{"class":5325},[5315,15437,15438,15440,15443,15445,15447,15449,15451],{"class":5317,"line":6145},[5315,15439,7346],{"class":5325},[5315,15441,15442],{"class":5545},"\"Зарплата (USD)\"",[5315,15444,5352],{"class":5325},[5315,15446,6305],{"class":5444},[5315,15448,5448],{"class":5325},[5315,15450,6709],{"class":5348},[5315,15452,5454],{"class":5325},[5315,15454,15455,15457,15459,15461,15464,15466,15468,15470,15472],{"class":5317,"line":6201},[5315,15456,7382],{"class":5325},[5315,15458,5695],{"class":5444},[5315,15460,5448],{"class":5325},[5315,15462,15463],{"class":5545},"\"x\"",[5315,15465,5352],{"class":5325},[5315,15467,5561],{"class":5444},[5315,15469,5448],{"class":5325},[5315,15471,5709],{"class":5348},[5315,15473,5454],{"class":5325},[5315,15475,15476],{"class":5317,"line":6251},[5315,15477,5339],{"emptyLinePlaceholder":5338},[5315,15479,15480],{"class":5317,"line":6267},[5315,15481,6990],{"class":5325},[5315,15483,15484],{"class":5317,"line":6295},[5315,15485,5401],{"class":5325},[6415,15487,15488],{"v-slot:output":5311},[6418,15489],{"alt":15102,"className":15490,"src":15491},[6422],"\u002Fimages\u002Fai-python\u002Fdata-visualization\u002Fdistributions\u002F10.png",[5250,15493],{},[5253,15495,15497],{"id":15496},"violin-plots-скрипкові-діаграми-для-оцінки-форми-та-щільності","Violin Plots — скрипкові діаграми для оцінки форми та щільності",[5258,15499,15500,15501,7101],{},"Хоча Box Plot чудово виявляє викиди та показує квартилі, він має фундаментальне обмеження: ",[5221,15502,15503],{},"він повністю приховує внутрішню форму розподілу",[5266,15505,15506,15514],{},[5258,15507,15508,15511,15513],{},[5221,15509,15510],{},"Парадокс прихованої структури:",[5274,15512],{},"\nУявіть, що ви порівнюєте два сервіси:",[6445,15515,15516,15519],{},[5201,15517,15518],{},"Перший має нормальний розподіл затримок довкола 60 мс.",[5201,15520,15521,15522,15524],{},"Другий — бімодальний (половина запитів обробляється за 20 мс завдяки кешу, а інша половина — за 100 мс через базу даних).",[5274,15523],{},"\nЗвичайний Box Plot для обох вибірок покаже майже ідентичний прямокутник із медіаною ~60 мс! Інженер вирішить, що системи працюють однаково, і пропустить критичну особливість архітектури.",[5258,15526,15527,15530,15531,15534],{},[5221,15528,15529],{},"Violin Plot (скрипкова діаграма)"," розв'язує цю проблему, поєднуючи інформативність Box Plot із плавною ядерною оцінкою щільності (",[5278,15532,15533],{},"Kernel Density Estimation, KDE","). Ширина «скрипки» в кожній точці показує, наскільки часто зустрічається це значення.",[5306,15536,15539],{"className":5308,"code":15537,"filename":15538,"language":5310,"meta":5311,"style":5311},"Axes.violinplot(\n    dataset: ArrayLike | Sequence[ArrayLike],\n    positions: Sequence[float] | None = None,\n    vert: bool = True,\n    widths: float | Sequence[float] = 0.5,\n    showmeans: bool = False,\n    showextrema: bool = True,\n    showmedians: bool = False,\n    quantiles: Sequence[float] | Sequence[Sequence[float]] | None = None,\n    points: int = 100,\n    bw_method: str | float | Callable | None = None,\n    *,\n    side: Literal['both', 'low', 'high'] = 'both',\n    **kwargs\n) -> dict[str, Any]\n","Сигнатура ax.violinplot",[5283,15540,15541,15546,15551,15567,15579,15595,15607,15620,15633,15656,15669,15691,15696,15720,15724],{"__ignoreMap":5311},[5315,15542,15543],{"class":5317,"line":5318},[5315,15544,15545],{"class":5325},"Axes.violinplot(\n",[5315,15547,15548],{"class":5317,"line":5335},[5315,15549,15550],{"class":5325},"    dataset: ArrayLike | Sequence[ArrayLike],\n",[5315,15552,15553,15555,15557,15559,15561,15563,15565],{"class":5317,"line":5342},[5315,15554,12608],{"class":5325},[5315,15556,8160],{"class":7861},[5315,15558,8163],{"class":5325},[5315,15560,8172],{"class":5444},[5315,15562,8175],{"class":5325},[5315,15564,8172],{"class":6180},[5315,15566,6861],{"class":5325},[5315,15568,15569,15571,15573,15575,15577],{"class":5317,"line":5392},[5315,15570,12565],{"class":5325},[5315,15572,8212],{"class":5444},[5315,15574,8175],{"class":5325},[5315,15576,8473],{"class":6180},[5315,15578,6861],{"class":5325},[5315,15580,15581,15583,15585,15587,15589,15591,15593],{"class":5317,"line":5398},[5315,15582,12625],{"class":5325},[5315,15584,8160],{"class":7861},[5315,15586,8157],{"class":5325},[5315,15588,8160],{"class":7861},[5315,15590,8292],{"class":5325},[5315,15592,6621],{"class":5348},[5315,15594,6861],{"class":5325},[5315,15596,15597,15599,15601,15603,15605],{"class":5317,"line":5496},[5315,15598,12727],{"class":5325},[5315,15600,8212],{"class":5444},[5315,15602,8175],{"class":5325},[5315,15604,8217],{"class":6180},[5315,15606,6861],{"class":5325},[5315,15608,15609,15612,15614,15616,15618],{"class":5317,"line":5502},[5315,15610,15611],{"class":5325},"    showextrema: ",[5315,15613,8212],{"class":5444},[5315,15615,8175],{"class":5325},[5315,15617,8473],{"class":6180},[5315,15619,6861],{"class":5325},[5315,15621,15622,15625,15627,15629,15631],{"class":5317,"line":5689},[5315,15623,15624],{"class":5325},"    showmedians: ",[5315,15626,8212],{"class":5444},[5315,15628,8175],{"class":5325},[5315,15630,8217],{"class":6180},[5315,15632,6861],{"class":5325},[5315,15634,15635,15638,15640,15643,15645,15648,15650,15652,15654],{"class":5317,"line":5714},[5315,15636,15637],{"class":5325},"    quantiles: Sequence[",[5315,15639,8160],{"class":7861},[5315,15641,15642],{"class":5325},"] | Sequence[Sequence[",[5315,15644,8160],{"class":7861},[5315,15646,15647],{"class":5325},"]] | ",[5315,15649,8172],{"class":5444},[5315,15651,8175],{"class":5325},[5315,15653,8172],{"class":6180},[5315,15655,6861],{"class":5325},[5315,15657,15658,15661,15663,15665,15667],{"class":5317,"line":5892},[5315,15659,15660],{"class":5325},"    points: ",[5315,15662,8154],{"class":5444},[5315,15664,8175],{"class":5325},[5315,15666,7229],{"class":5348},[5315,15668,6861],{"class":5325},[5315,15670,15671,15674,15676,15678,15680,15683,15685,15687,15689],{"class":5317,"line":5915},[5315,15672,15673],{"class":5325},"    bw_method: ",[5315,15675,8166],{"class":7861},[5315,15677,8169],{"class":5325},[5315,15679,8160],{"class":7861},[5315,15681,15682],{"class":5325}," | Callable | ",[5315,15684,8172],{"class":5444},[5315,15686,8175],{"class":5325},[5315,15688,8172],{"class":6180},[5315,15690,6861],{"class":5325},[5315,15692,15693],{"class":5317,"line":5947},[5315,15694,15695],{"class":5325},"    *,\n",[5315,15697,15698,15701,15704,15706,15709,15711,15714,15716,15718],{"class":5317,"line":5952},[5315,15699,15700],{"class":5325},"    side: Literal[",[5315,15702,15703],{"class":5545},"'both'",[5315,15705,5352],{"class":5325},[5315,15707,15708],{"class":5545},"'low'",[5315,15710,5352],{"class":5325},[5315,15712,15713],{"class":5545},"'high'",[5315,15715,8292],{"class":5325},[5315,15717,15703],{"class":5545},[5315,15719,6861],{"class":5325},[5315,15721,15722],{"class":5317,"line":5958},[5315,15723,8421],{"class":5325},[5315,15725,15726,15728,15730,15732,15734],{"class":5317,"line":5971},[5315,15727,8426],{"class":5325},[5315,15729,8430],{"class":8429},[5315,15731,12927],{"class":5325},[5315,15733,8166],{"class":7861},[5315,15735,15736],{"class":5325},", Any]\n",[5258,15738,15739],{},[5221,15740,15741,15742,5304],{},"Ключові параметри методу ",[5283,15743,15744],{},"violinplot()",[5198,15746,15747,15753,15761,15767,15777,15794],{},[5201,15748,15749,15752],{},[5283,15750,15751],{},"dataset",": одновимірний масив або список вибірок для порівняння.",[5201,15754,15755,5352,15758,15760],{},[5283,15756,15757],{},"showmedians",[5283,15759,12981],{},": малювання горизонтальних позначок для медіани та середнього значення.",[5201,15762,15763,15766],{},[5283,15764,15765],{},"showextrema",": малювання вертикальної осі від абсолютного мінімуму до максимуму.",[5201,15768,15769,15772,15773,15776],{},[5283,15770,15771],{},"quantiles",": список квантилів, які слід накреслити всередині скрипки (наприклад, ",[5283,15774,15775],{},"[0.25, 0.75]"," для відображення міжквартильного розмаху).",[5201,15778,15779,15782,15783,15786,15787,15789,15790,15793],{},[5283,15780,15781],{},"bw_method",": метод обчислення ширини вікна згладжування оцінки щільності (",[5278,15784,15785],{},"bandwidth","). Можна передати правило Скотта ",[5283,15788,8463],{},", Сільвермана ",[5283,15791,15792],{},"'silverman'"," або скалярне число.",[5201,15795,15796,15798,15799,15801,15802,15804],{},[5283,15797,11364],{},": орієнтація (",[5283,15800,8473],{}," — вертикальні скрипки, ",[5283,15803,8217],{}," — горизонтальні).",[5718,15806,15808],{"title":15807},"violinplot_variations.ipynb",[5722,15809,15810,16553],{"execution-count":5349},[5306,15811,15813],{"className":5308,"code":15812,"language":5310,"meta":5311,"style":5311},"import matplotlib.pyplot as plt\nimport numpy as np\n\nfig, axes = plt.subplots(1, 3, figsize=(16, 5), layout=\"constrained\")\nrng = np.random.default_rng(seed=42)\n\n# Згенеруємо бімодальний розподіл (де boxplot приховує суть)\ndata1 = np.concatenate([rng.normal(40, 6, 200), rng.normal(80, 8, 200)])\ndata2 = rng.normal(60, 16, 400)\ndata_list = [data1, data2]\n\n# 1. Звичайний boxplot (приховує бімодальність data1!)\naxes[0].boxplot(data_list, tick_labels=[\"Група 1 (Бімодальна)\", \"Група 2 (Нормальна)\"],\n                patch_artist=True, boxprops=dict(facecolor=\"#DBEAFE\"))\naxes[0].set_title(\"Box Plot: виглядають майже однаково!\\n(приховує внутрішню форму та два піки)\", \n                  fontsize=10, fontweight=\"bold\", color=\"#991B1B\")\naxes[0].grid(axis=\"y\", alpha=0.25, ls=\"--\")\n\n# 2. Violin Plot (одразу розкриває два піки!)\nvp = axes[1].violinplot(data_list, positions=[1, 2], showmeans=True, showmedians=True)\nfor body in vp['bodies']:\n    body.set_facecolor('#059669')\n    body.set_edgecolor('#065F46')\n    body.set_alpha(0.6)\nvp['cmeans'].set_color('blue')\nvp['cmedians'].set_color('red')\naxes[1].set_xticks([1, 2], labels=[\"Група 1 (два піки!)\", \"Група 2 (один пік)\"])\naxes[1].set_title(\"Violin Plot: чітко видно різницю форм!\\n(зелений контур = оцінка щільності KDE)\", \n                  fontsize=10, fontweight=\"bold\", color=\"#065F46\")\naxes[1].grid(axis=\"y\", alpha=0.25, ls=\"--\")\n\n# 3. Варіації параметрів violinplot (quantiles, bw_method)\nvp2 = axes[2].violinplot(data_list, positions=[1, 2], quantiles=[[0.25, 0.75], [0.1, 0.9]],\n                         showextrema=True)\nfor body in vp2['bodies']:\n    body.set_facecolor('#7C3AED')\n    body.set_edgecolor('#5B21B6')\n    body.set_alpha(0.6)\naxes[2].set_xticks([1, 2], labels=[\"quantiles=[0.25, 0.75]\", \"quantiles=[0.1, 0.9]\"])\naxes[2].set_title(\"Квантилі та екстремуми: quantiles=[...]\\n(лінії всередині скрипки показують квартилі)\", \n                  fontsize=10, fontweight=\"bold\")\naxes[2].grid(axis=\"y\", alpha=0.25, ls=\"--\")\n\nfig.suptitle(\"Порівняння Box Plot vs Violin Plot та варіації параметрів ax.violinplot()\", fontsize=14, fontweight=\"bold\")\nplt.show()\n",[5283,15814,15815,15825,15835,15839,15872,15884,15888,15893,15922,15941,15946,15950,15955,15978,16005,16023,16051,16084,16088,16093,16131,16149,16159,16169,16178,16194,16208,16239,16257,16283,16315,16319,16324,16370,16381,16396,16405,16414,16422,16452,16470,16488,16520,16524,16549],{"__ignoreMap":5311},[5315,15816,15817,15819,15821,15823],{"class":5317,"line":5318},[5315,15818,5322],{"class":5321},[5315,15820,5326],{"class":5325},[5315,15822,5329],{"class":5321},[5315,15824,5332],{"class":5325},[5315,15826,15827,15829,15831,15833],{"class":5317,"line":5335},[5315,15828,5322],{"class":5321},[5315,15830,5427],{"class":5325},[5315,15832,5329],{"class":5321},[5315,15834,5432],{"class":5325},[5315,15836,15837],{"class":5317,"line":5342},[5315,15838,5339],{"emptyLinePlaceholder":5338},[5315,15840,15841,15843,15845,15847,15849,15851,15853,15855,15858,15860,15862,15864,15866,15868,15870],{"class":5317,"line":5392},[5315,15842,8568],{"class":5325},[5315,15844,5349],{"class":5348},[5315,15846,5352],{"class":5325},[5315,15848,5364],{"class":5348},[5315,15850,5352],{"class":5325},[5315,15852,5768],{"class":5444},[5315,15854,5771],{"class":5325},[5315,15856,15857],{"class":5348},"16",[5315,15859,5352],{"class":5325},[5315,15861,5386],{"class":5348},[5315,15863,5781],{"class":5325},[5315,15865,5784],{"class":5444},[5315,15867,5448],{"class":5325},[5315,15869,5789],{"class":5545},[5315,15871,5454],{"class":5325},[5315,15873,15874,15876,15878,15880,15882],{"class":5317,"line":5398},[5315,15875,5441],{"class":5325},[5315,15877,5445],{"class":5444},[5315,15879,5448],{"class":5325},[5315,15881,5451],{"class":5348},[5315,15883,5454],{"class":5325},[5315,15885,15886],{"class":5317,"line":5496},[5315,15887,5339],{"emptyLinePlaceholder":5338},[5315,15889,15890],{"class":5317,"line":5502},[5315,15891,15892],{"class":5800},"# Згенеруємо бімодальний розподіл (де boxplot приховує суть)\n",[5315,15894,15895,15898,15900,15902,15904,15906,15908,15910,15912,15914,15916,15918,15920],{"class":5317,"line":5689},[5315,15896,15897],{"class":5325},"data1 = np.concatenate([rng.normal(",[5315,15899,10973],{"class":5348},[5315,15901,5352],{"class":5325},[5315,15903,7255],{"class":5348},[5315,15905,5352],{"class":5325},[5315,15907,5487],{"class":5348},[5315,15909,13127],{"class":5325},[5315,15911,9351],{"class":5348},[5315,15913,5352],{"class":5325},[5315,15915,9658],{"class":5348},[5315,15917,5352],{"class":5325},[5315,15919,5487],{"class":5348},[5315,15921,9363],{"class":5325},[5315,15923,15924,15927,15930,15932,15934,15936,15939],{"class":5317,"line":5714},[5315,15925,15926],{"class":5325},"data2 = rng.normal(",[5315,15928,15929],{"class":5348},"60",[5315,15931,5352],{"class":5325},[5315,15933,15857],{"class":5348},[5315,15935,5352],{"class":5325},[5315,15937,15938],{"class":5348},"400",[5315,15940,5454],{"class":5325},[5315,15942,15943],{"class":5317,"line":5892},[5315,15944,15945],{"class":5325},"data_list = [data1, data2]\n",[5315,15947,15948],{"class":5317,"line":5915},[5315,15949,5339],{"emptyLinePlaceholder":5338},[5315,15951,15952],{"class":5317,"line":5947},[5315,15953,15954],{"class":5800},"# 1. Звичайний boxplot (приховує бімодальність data1!)\n",[5315,15956,15957,15959,15961,15964,15966,15968,15971,15973,15976],{"class":5317,"line":5952},[5315,15958,10214],{"class":5325},[5315,15960,7224],{"class":5348},[5315,15962,15963],{"class":5325},"].boxplot(data_list, ",[5315,15965,12945],{"class":5444},[5315,15967,13221],{"class":5325},[5315,15969,15970],{"class":5545},"\"Група 1 (Бімодальна)\"",[5315,15972,5352],{"class":5325},[5315,15974,15975],{"class":5545},"\"Група 2 (Нормальна)\"",[5315,15977,14503],{"class":5325},[5315,15979,15980,15982,15984,15986,15988,15991,15993,15995,15997,15999,16001,16003],{"class":5317,"line":5958},[5315,15981,14508],{"class":5444},[5315,15983,5448],{"class":5325},[5315,15985,8473],{"class":6180},[5315,15987,5352],{"class":5325},[5315,15989,15990],{"class":5444},"boxprops",[5315,15992,5448],{"class":5325},[5315,15994,7862],{"class":7861},[5315,15996,7865],{"class":5325},[5315,15998,7915],{"class":5444},[5315,16000,5448],{"class":5325},[5315,16002,13266],{"class":5545},[5315,16004,6599],{"class":5325},[5315,16006,16007,16009,16011,16013,16016,16018,16021],{"class":5317,"line":5971},[5315,16008,10214],{"class":5325},[5315,16010,7224],{"class":5348},[5315,16012,10268],{"class":5325},[5315,16014,16015],{"class":5545},"\"Box Plot: виглядають майже однаково!",[5315,16017,5883],{"class":5882},[5315,16019,16020],{"class":5545},"(приховує внутрішню форму та два піки)\"",[5315,16022,5889],{"class":5325},[5315,16024,16025,16028,16030,16032,16034,16036,16038,16040,16042,16044,16046,16049],{"class":5317,"line":6000},[5315,16026,16027],{"class":5444},"                  fontsize",[5315,16029,5448],{"class":5325},[5315,16031,5900],{"class":5348},[5315,16033,5352],{"class":5325},[5315,16035,5905],{"class":5444},[5315,16037,5448],{"class":5325},[5315,16039,5910],{"class":5545},[5315,16041,5352],{"class":5325},[5315,16043,5540],{"class":5444},[5315,16045,5448],{"class":5325},[5315,16047,16048],{"class":5545},"\"#991B1B\"",[5315,16050,5454],{"class":5325},[5315,16052,16053,16055,16057,16060,16062,16064,16066,16068,16070,16072,16074,16076,16078,16080,16082],{"class":5317,"line":6031},[5315,16054,10214],{"class":5325},[5315,16056,7224],{"class":5348},[5315,16058,16059],{"class":5325},"].grid(",[5315,16061,5695],{"class":5444},[5315,16063,5448],{"class":5325},[5315,16065,5700],{"class":5545},[5315,16067,5352],{"class":5325},[5315,16069,5561],{"class":5444},[5315,16071,5448],{"class":5325},[5315,16073,5933],{"class":5348},[5315,16075,5352],{"class":5325},[5315,16077,5938],{"class":5444},[5315,16079,5448],{"class":5325},[5315,16081,5590],{"class":5545},[5315,16083,5454],{"class":5325},[5315,16085,16086],{"class":5317,"line":6047},[5315,16087,5339],{"emptyLinePlaceholder":5338},[5315,16089,16090],{"class":5317,"line":6066},[5315,16091,16092],{"class":5800},"# 2. Violin Plot (одразу розкриває два піки!)\n",[5315,16094,16095,16098,16100,16103,16105,16107,16109,16111,16113,16115,16117,16119,16121,16123,16125,16127,16129],{"class":5317,"line":6096},[5315,16096,16097],{"class":5325},"vp = axes[",[5315,16099,5349],{"class":5348},[5315,16101,16102],{"class":5325},"].violinplot(data_list, ",[5315,16104,13390],{"class":5444},[5315,16106,13221],{"class":5325},[5315,16108,5349],{"class":5348},[5315,16110,5352],{"class":5325},[5315,16112,5355],{"class":5348},[5315,16114,13232],{"class":5325},[5315,16116,12981],{"class":5444},[5315,16118,5448],{"class":5325},[5315,16120,8473],{"class":6180},[5315,16122,5352],{"class":5325},[5315,16124,15757],{"class":5444},[5315,16126,5448],{"class":5325},[5315,16128,8473],{"class":6180},[5315,16130,5454],{"class":5325},[5315,16132,16133,16135,16138,16140,16143,16146],{"class":5317,"line":6101},[5315,16134,9729],{"class":5321},[5315,16136,16137],{"class":5325}," body ",[5315,16139,9735],{"class":5321},[5315,16141,16142],{"class":5325}," vp[",[5315,16144,16145],{"class":5545},"'bodies'",[5315,16147,16148],{"class":5325},"]:\n",[5315,16150,16151,16154,16157],{"class":5317,"line":6107},[5315,16152,16153],{"class":5325},"    body.set_facecolor(",[5315,16155,16156],{"class":5545},"'#059669'",[5315,16158,5454],{"class":5325},[5315,16160,16161,16164,16167],{"class":5317,"line":6145},[5315,16162,16163],{"class":5325},"    body.set_edgecolor(",[5315,16165,16166],{"class":5545},"'#065F46'",[5315,16168,5454],{"class":5325},[5315,16170,16171,16174,16176],{"class":5317,"line":6201},[5315,16172,16173],{"class":5325},"    body.set_alpha(",[5315,16175,7979],{"class":5348},[5315,16177,5454],{"class":5325},[5315,16179,16180,16183,16186,16189,16192],{"class":5317,"line":6251},[5315,16181,16182],{"class":5325},"vp[",[5315,16184,16185],{"class":5545},"'cmeans'",[5315,16187,16188],{"class":5325},"].set_color(",[5315,16190,16191],{"class":5545},"'blue'",[5315,16193,5454],{"class":5325},[5315,16195,16196,16198,16201,16203,16206],{"class":5317,"line":6267},[5315,16197,16182],{"class":5325},[5315,16199,16200],{"class":5545},"'cmedians'",[5315,16202,16188],{"class":5325},[5315,16204,16205],{"class":5545},"'red'",[5315,16207,5454],{"class":5325},[5315,16209,16210,16212,16214,16217,16219,16221,16223,16225,16227,16229,16232,16234,16237],{"class":5317,"line":6295},[5315,16211,10214],{"class":5325},[5315,16213,5349],{"class":5348},[5315,16215,16216],{"class":5325},"].set_xticks([",[5315,16218,5349],{"class":5348},[5315,16220,5352],{"class":5325},[5315,16222,5355],{"class":5348},[5315,16224,13232],{"class":5325},[5315,16226,12941],{"class":5444},[5315,16228,13221],{"class":5325},[5315,16230,16231],{"class":5545},"\"Група 1 (два піки!)\"",[5315,16233,5352],{"class":5325},[5315,16235,16236],{"class":5545},"\"Група 2 (один пік)\"",[5315,16238,11332],{"class":5325},[5315,16240,16241,16243,16245,16247,16250,16252,16255],{"class":5317,"line":6314},[5315,16242,10214],{"class":5325},[5315,16244,5349],{"class":5348},[5315,16246,10268],{"class":5325},[5315,16248,16249],{"class":5545},"\"Violin Plot: чітко видно різницю форм!",[5315,16251,5883],{"class":5882},[5315,16253,16254],{"class":5545},"(зелений контур = оцінка щільності KDE)\"",[5315,16256,5889],{"class":5325},[5315,16258,16259,16261,16263,16265,16267,16269,16271,16273,16275,16277,16279,16281],{"class":5317,"line":6332},[5315,16260,16027],{"class":5444},[5315,16262,5448],{"class":5325},[5315,16264,5900],{"class":5348},[5315,16266,5352],{"class":5325},[5315,16268,5905],{"class":5444},[5315,16270,5448],{"class":5325},[5315,16272,5910],{"class":5545},[5315,16274,5352],{"class":5325},[5315,16276,5540],{"class":5444},[5315,16278,5448],{"class":5325},[5315,16280,6290],{"class":5545},[5315,16282,5454],{"class":5325},[5315,16284,16285,16287,16289,16291,16293,16295,16297,16299,16301,16303,16305,16307,16309,16311,16313],{"class":5317,"line":6347},[5315,16286,10214],{"class":5325},[5315,16288,5349],{"class":5348},[5315,16290,16059],{"class":5325},[5315,16292,5695],{"class":5444},[5315,16294,5448],{"class":5325},[5315,16296,5700],{"class":5545},[5315,16298,5352],{"class":5325},[5315,16300,5561],{"class":5444},[5315,16302,5448],{"class":5325},[5315,16304,5933],{"class":5348},[5315,16306,5352],{"class":5325},[5315,16308,5938],{"class":5444},[5315,16310,5448],{"class":5325},[5315,16312,5590],{"class":5545},[5315,16314,5454],{"class":5325},[5315,16316,16317],{"class":5317,"line":6378},[5315,16318,5339],{"emptyLinePlaceholder":5338},[5315,16320,16321],{"class":5317,"line":6383},[5315,16322,16323],{"class":5800},"# 3. Варіації параметрів violinplot (quantiles, bw_method)\n",[5315,16325,16326,16329,16331,16333,16335,16337,16339,16341,16343,16345,16347,16350,16352,16354,16357,16359,16362,16364,16367],{"class":5317,"line":6411},[5315,16327,16328],{"class":5325},"vp2 = axes[",[5315,16330,5355],{"class":5348},[5315,16332,16102],{"class":5325},[5315,16334,13390],{"class":5444},[5315,16336,13221],{"class":5325},[5315,16338,5349],{"class":5348},[5315,16340,5352],{"class":5325},[5315,16342,5355],{"class":5348},[5315,16344,13232],{"class":5325},[5315,16346,15771],{"class":5444},[5315,16348,16349],{"class":5325},"=[[",[5315,16351,5933],{"class":5348},[5315,16353,5352],{"class":5325},[5315,16355,16356],{"class":5348},"0.75",[5315,16358,13155],{"class":5325},[5315,16360,16361],{"class":5348},"0.1",[5315,16363,5352],{"class":5325},[5315,16365,16366],{"class":5348},"0.9",[5315,16368,16369],{"class":5325},"]],\n",[5315,16371,16372,16375,16377,16379],{"class":5317,"line":9259},[5315,16373,16374],{"class":5444},"                         showextrema",[5315,16376,5448],{"class":5325},[5315,16378,8473],{"class":6180},[5315,16380,5454],{"class":5325},[5315,16382,16383,16385,16387,16389,16392,16394],{"class":5317,"line":9272},[5315,16384,9729],{"class":5321},[5315,16386,16137],{"class":5325},[5315,16388,9735],{"class":5321},[5315,16390,16391],{"class":5325}," vp2[",[5315,16393,16145],{"class":5545},[5315,16395,16148],{"class":5325},[5315,16397,16398,16400,16403],{"class":5317,"line":9301},[5315,16399,16153],{"class":5325},[5315,16401,16402],{"class":5545},"'#7C3AED'",[5315,16404,5454],{"class":5325},[5315,16406,16407,16409,16412],{"class":5317,"line":9306},[5315,16408,16163],{"class":5325},[5315,16410,16411],{"class":5545},"'#5B21B6'",[5315,16413,5454],{"class":5325},[5315,16415,16416,16418,16420],{"class":5317,"line":9312},[5315,16417,16173],{"class":5325},[5315,16419,7979],{"class":5348},[5315,16421,5454],{"class":5325},[5315,16423,16424,16426,16428,16430,16432,16434,16436,16438,16440,16442,16445,16447,16450],{"class":5317,"line":9325},[5315,16425,10214],{"class":5325},[5315,16427,5355],{"class":5348},[5315,16429,16216],{"class":5325},[5315,16431,5349],{"class":5348},[5315,16433,5352],{"class":5325},[5315,16435,5355],{"class":5348},[5315,16437,13232],{"class":5325},[5315,16439,12941],{"class":5444},[5315,16441,13221],{"class":5325},[5315,16443,16444],{"class":5545},"\"quantiles=[0.25, 0.75]\"",[5315,16446,5352],{"class":5325},[5315,16448,16449],{"class":5545},"\"quantiles=[0.1, 0.9]\"",[5315,16451,11332],{"class":5325},[5315,16453,16454,16456,16458,16460,16463,16465,16468],{"class":5317,"line":9331},[5315,16455,10214],{"class":5325},[5315,16457,5355],{"class":5348},[5315,16459,10268],{"class":5325},[5315,16461,16462],{"class":5545},"\"Квантилі та екстремуми: quantiles=[...]",[5315,16464,5883],{"class":5882},[5315,16466,16467],{"class":5545},"(лінії всередині скрипки показують квартилі)\"",[5315,16469,5889],{"class":5325},[5315,16471,16472,16474,16476,16478,16480,16482,16484,16486],{"class":5317,"line":9366},[5315,16473,16027],{"class":5444},[5315,16475,5448],{"class":5325},[5315,16477,5900],{"class":5348},[5315,16479,5352],{"class":5325},[5315,16481,5905],{"class":5444},[5315,16483,5448],{"class":5325},[5315,16485,5910],{"class":5545},[5315,16487,5454],{"class":5325},[5315,16489,16490,16492,16494,16496,16498,16500,16502,16504,16506,16508,16510,16512,16514,16516,16518],{"class":5317,"line":9413},[5315,16491,10214],{"class":5325},[5315,16493,5355],{"class":5348},[5315,16495,16059],{"class":5325},[5315,16497,5695],{"class":5444},[5315,16499,5448],{"class":5325},[5315,16501,5700],{"class":5545},[5315,16503,5352],{"class":5325},[5315,16505,5561],{"class":5444},[5315,16507,5448],{"class":5325},[5315,16509,5933],{"class":5348},[5315,16511,5352],{"class":5325},[5315,16513,5938],{"class":5444},[5315,16515,5448],{"class":5325},[5315,16517,5590],{"class":5545},[5315,16519,5454],{"class":5325},[5315,16521,16522],{"class":5317,"line":9439},[5315,16523,5339],{"emptyLinePlaceholder":5338},[5315,16525,16526,16528,16531,16533,16535,16537,16539,16541,16543,16545,16547],{"class":5317,"line":9449},[5315,16527,6386],{"class":5325},[5315,16529,16530],{"class":5545},"\"Порівняння Box Plot vs Violin Plot та варіації параметрів ax.violinplot()\"",[5315,16532,5352],{"class":5325},[5315,16534,6305],{"class":5444},[5315,16536,5448],{"class":5325},[5315,16538,6592],{"class":5348},[5315,16540,5352],{"class":5325},[5315,16542,5905],{"class":5444},[5315,16544,5448],{"class":5325},[5315,16546,5910],{"class":5545},[5315,16548,5454],{"class":5325},[5315,16550,16551],{"class":5317,"line":9459},[5315,16552,5401],{"class":5325},[6415,16554,16555],{"v-slot:output":5311},[6418,16556],{"alt":16557,"className":16558,"src":16559},"Порівняння Box Plot vs Violin Plot",[6422],"\u002Fimages\u002Fai-python\u002Fdata-visualization\u002Fdistributions\u002F15.png",[5250,16561],{},[5253,16563,16565],{"id":16564},"комбіновані-графіки-гістограма-box-plot","Комбіновані графіки: гістограма + box plot",[5258,16567,16568,16569,16572],{},"Іноді корисно показати ",[5221,16570,16571],{},"обидва"," типи візуалізації одночасно.",[5266,16574,16575],{},[5258,16576,16577,16580,16582],{},[5221,16578,16579],{},"Сюжетна лінія (Етап 5: Створення фінального інженерного дашборду):",[5274,16581],{},"\nДосвідчені SRE та DevOps інженери не обирають між гістограмою та box plot — вони поєднують їх на одному вертикальному дашборді. Верхня гістограма детально показує форму розподілу та піки навантаження, а нижній box plot під нею на спільній шкалі дає точну оцінку медіани, квартилів і рідкісних екстремальних викидів.",[5718,16584,16586],{"title":16585},"combined_hist_box.ipynb",[5722,16587,16588,17141],{"execution-count":5349},[5306,16589,16591],{"className":5308,"code":16590,"language":5310,"meta":5311,"style":5311},"import matplotlib.pyplot as plt\nimport numpy as np\n\nrng = np.random.default_rng(seed=42)\ndata = rng.gamma(2, 2, 500)\n\nfig, (ax1, ax2) = plt.subplots(2, 1, figsize=(10, 8), \n                                gridspec_kw={'height_ratios': [3, 1]})\n\n# Верхній графік: гістограма\nax1.hist(data, bins=30, color=\"mediumseagreen\", edgecolor=\"black\", alpha=0.7)\nax1.set_title(\"Розподіл часу відповіді сервера (мс)\", \n              fontsize=14, fontweight=\"bold\")\nax1.set_ylabel(\"Частота\", fontsize=11)\nax1.grid(axis=\"y\", alpha=0.3)\n\n# Додаємо статистичні лінії на гістограму\nmedian_val = np.median(data)\nq1_val, q3_val = np.percentile(data, [25, 75])\nax1.axvline(median_val, color=\"red\", linestyle=\"--\", linewidth=2, \n            label=f\"Медіана: {median_val:.1f} мс\")\nax1.axvline(q1_val, color=\"orange\", linestyle=\":\", linewidth=2, \n            label=f\"Q1: {q1_val:.1f} мс\")\nax1.axvline(q3_val, color=\"orange\", linestyle=\":\", linewidth=2, \n            label=f\"Q3: {q3_val:.1f} мс\")\nax1.legend()\n\n# Нижній графік: box plot (той самий датасет)\nbp = ax2.boxplot(data, vert=False, patch_artist=True, widths=0.6,\n                 boxprops=dict(facecolor=\"mediumseagreen\", alpha=0.7),\n                 medianprops=dict(color=\"red\", linewidth=2))\n\nax2.set_xlabel(\"Час відповіді (мс)\", fontsize=11)\nax2.set_yticks([])\nax2.grid(axis=\"x\", alpha=0.3)\n\nplt.tight_layout()\nplt.show()\n",[5283,16592,16593,16603,16613,16617,16629,16646,16650,16674,16697,16701,16706,16744,16753,16771,16788,16808,16812,16817,16822,16835,16864,16885,16914,16936,16965,16987,16992,16996,17001,17030,17057,17084,17088,17104,17109,17129,17133,17137],{"__ignoreMap":5311},[5315,16594,16595,16597,16599,16601],{"class":5317,"line":5318},[5315,16596,5322],{"class":5321},[5315,16598,5326],{"class":5325},[5315,16600,5329],{"class":5321},[5315,16602,5332],{"class":5325},[5315,16604,16605,16607,16609,16611],{"class":5317,"line":5335},[5315,16606,5322],{"class":5321},[5315,16608,5427],{"class":5325},[5315,16610,5329],{"class":5321},[5315,16612,5432],{"class":5325},[5315,16614,16615],{"class":5317,"line":5342},[5315,16616,5339],{"emptyLinePlaceholder":5338},[5315,16618,16619,16621,16623,16625,16627],{"class":5317,"line":5392},[5315,16620,5441],{"class":5325},[5315,16622,5445],{"class":5444},[5315,16624,5448],{"class":5325},[5315,16626,5451],{"class":5348},[5315,16628,5454],{"class":5325},[5315,16630,16631,16634,16636,16638,16640,16642,16644],{"class":5317,"line":5398},[5315,16632,16633],{"class":5325},"data = rng.gamma(",[5315,16635,5355],{"class":5348},[5315,16637,5352],{"class":5325},[5315,16639,5355],{"class":5348},[5315,16641,5352],{"class":5325},[5315,16643,6566],{"class":5348},[5315,16645,5454],{"class":5325},[5315,16647,16648],{"class":5317,"line":5496},[5315,16649,5339],{"emptyLinePlaceholder":5338},[5315,16651,16652,16654,16656,16658,16660,16662,16664,16666,16668,16670,16672],{"class":5317,"line":5502},[5315,16653,6577],{"class":5325},[5315,16655,5355],{"class":5348},[5315,16657,5352],{"class":5325},[5315,16659,5349],{"class":5348},[5315,16661,5352],{"class":5325},[5315,16663,5768],{"class":5444},[5315,16665,5771],{"class":5325},[5315,16667,5900],{"class":5348},[5315,16669,5352],{"class":5325},[5315,16671,9658],{"class":5348},[5315,16673,10803],{"class":5325},[5315,16675,16676,16679,16682,16685,16688,16690,16692,16694],{"class":5317,"line":5689},[5315,16677,16678],{"class":5444},"                                gridspec_kw",[5315,16680,16681],{"class":5325},"={",[5315,16683,16684],{"class":5545},"'height_ratios'",[5315,16686,16687],{"class":5325},": [",[5315,16689,5364],{"class":5348},[5315,16691,5352],{"class":5325},[5315,16693,5349],{"class":5348},[5315,16695,16696],{"class":5325},"]})\n",[5315,16698,16699],{"class":5317,"line":5714},[5315,16700,5339],{"emptyLinePlaceholder":5338},[5315,16702,16703],{"class":5317,"line":5892},[5315,16704,16705],{"class":5800},"# Верхній графік: гістограма\n",[5315,16707,16708,16711,16713,16715,16717,16719,16721,16723,16726,16728,16730,16732,16734,16736,16738,16740,16742],{"class":5317,"line":5915},[5315,16709,16710],{"class":5325},"ax1.hist(data, ",[5315,16712,5407],{"class":5444},[5315,16714,5448],{"class":5325},[5315,16716,6750],{"class":5348},[5315,16718,5352],{"class":5325},[5315,16720,5540],{"class":5444},[5315,16722,5448],{"class":5325},[5315,16724,16725],{"class":5545},"\"mediumseagreen\"",[5315,16727,5352],{"class":5325},[5315,16729,5551],{"class":5444},[5315,16731,5448],{"class":5325},[5315,16733,5556],{"class":5545},[5315,16735,5352],{"class":5325},[5315,16737,5561],{"class":5444},[5315,16739,5448],{"class":5325},[5315,16741,5566],{"class":5348},[5315,16743,5454],{"class":5325},[5315,16745,16746,16748,16751],{"class":5317,"line":5947},[5315,16747,5876],{"class":5325},[5315,16749,16750],{"class":5545},"\"Розподіл часу відповіді сервера (мс)\"",[5315,16752,5889],{"class":5325},[5315,16754,16755,16757,16759,16761,16763,16765,16767,16769],{"class":5317,"line":5952},[5315,16756,5895],{"class":5444},[5315,16758,5448],{"class":5325},[5315,16760,6592],{"class":5348},[5315,16762,5352],{"class":5325},[5315,16764,5905],{"class":5444},[5315,16766,5448],{"class":5325},[5315,16768,5910],{"class":5545},[5315,16770,5454],{"class":5325},[5315,16772,16773,16776,16778,16780,16782,16784,16786],{"class":5317,"line":5958},[5315,16774,16775],{"class":5325},"ax1.set_ylabel(",[5315,16777,9830],{"class":5545},[5315,16779,5352],{"class":5325},[5315,16781,6305],{"class":5444},[5315,16783,5448],{"class":5325},[5315,16785,6936],{"class":5348},[5315,16787,5454],{"class":5325},[5315,16789,16790,16792,16794,16796,16798,16800,16802,16804,16806],{"class":5317,"line":5971},[5315,16791,5918],{"class":5325},[5315,16793,5695],{"class":5444},[5315,16795,5448],{"class":5325},[5315,16797,5700],{"class":5545},[5315,16799,5352],{"class":5325},[5315,16801,5561],{"class":5444},[5315,16803,5448],{"class":5325},[5315,16805,5709],{"class":5348},[5315,16807,5454],{"class":5325},[5315,16809,16810],{"class":5317,"line":6000},[5315,16811,5339],{"emptyLinePlaceholder":5338},[5315,16813,16814],{"class":5317,"line":6031},[5315,16815,16816],{"class":5800},"# Додаємо статистичні лінії на гістограму\n",[5315,16818,16819],{"class":5317,"line":6047},[5315,16820,16821],{"class":5325},"median_val = np.median(data)\n",[5315,16823,16824,16827,16829,16831,16833],{"class":5317,"line":6066},[5315,16825,16826],{"class":5325},"q1_val, q3_val = np.percentile(data, [",[5315,16828,5477],{"class":5348},[5315,16830,5352],{"class":5325},[5315,16832,11579],{"class":5348},[5315,16834,11332],{"class":5325},[5315,16836,16837,16840,16842,16844,16846,16848,16850,16852,16854,16856,16858,16860,16862],{"class":5317,"line":6096},[5315,16838,16839],{"class":5325},"ax1.axvline(median_val, ",[5315,16841,5540],{"class":5444},[5315,16843,5448],{"class":5325},[5315,16845,5580],{"class":5545},[5315,16847,5352],{"class":5325},[5315,16849,5585],{"class":5444},[5315,16851,5448],{"class":5325},[5315,16853,5590],{"class":5545},[5315,16855,5352],{"class":5325},[5315,16857,5595],{"class":5444},[5315,16859,5448],{"class":5325},[5315,16861,5355],{"class":5348},[5315,16863,5889],{"class":5325},[5315,16865,16866,16868,16870,16872,16874,16876,16879,16881,16883],{"class":5317,"line":6101},[5315,16867,6811],{"class":5444},[5315,16869,5448],{"class":5325},[5315,16871,6181],{"class":6180},[5315,16873,6872],{"class":5545},[5315,16875,6187],{"class":6180},[5315,16877,16878],{"class":5325},"median_val",[5315,16880,6193],{"class":6180},[5315,16882,6196],{"class":5545},[5315,16884,5454],{"class":5325},[5315,16886,16887,16890,16892,16894,16896,16898,16900,16902,16904,16906,16908,16910,16912],{"class":5317,"line":6107},[5315,16888,16889],{"class":5325},"ax1.axvline(q1_val, ",[5315,16891,5540],{"class":5444},[5315,16893,5448],{"class":5325},[5315,16895,8996],{"class":5545},[5315,16897,5352],{"class":5325},[5315,16899,5585],{"class":5444},[5315,16901,5448],{"class":5325},[5315,16903,9005],{"class":5545},[5315,16905,5352],{"class":5325},[5315,16907,5595],{"class":5444},[5315,16909,5448],{"class":5325},[5315,16911,5355],{"class":5348},[5315,16913,5889],{"class":5325},[5315,16915,16916,16918,16920,16922,16925,16927,16930,16932,16934],{"class":5317,"line":6145},[5315,16917,6811],{"class":5444},[5315,16919,5448],{"class":5325},[5315,16921,6181],{"class":6180},[5315,16923,16924],{"class":5545},"\"Q1: ",[5315,16926,6187],{"class":6180},[5315,16928,16929],{"class":5325},"q1_val",[5315,16931,6193],{"class":6180},[5315,16933,6196],{"class":5545},[5315,16935,5454],{"class":5325},[5315,16937,16938,16941,16943,16945,16947,16949,16951,16953,16955,16957,16959,16961,16963],{"class":5317,"line":6201},[5315,16939,16940],{"class":5325},"ax1.axvline(q3_val, ",[5315,16942,5540],{"class":5444},[5315,16944,5448],{"class":5325},[5315,16946,8996],{"class":5545},[5315,16948,5352],{"class":5325},[5315,16950,5585],{"class":5444},[5315,16952,5448],{"class":5325},[5315,16954,9005],{"class":5545},[5315,16956,5352],{"class":5325},[5315,16958,5595],{"class":5444},[5315,16960,5448],{"class":5325},[5315,16962,5355],{"class":5348},[5315,16964,5889],{"class":5325},[5315,16966,16967,16969,16971,16973,16976,16978,16981,16983,16985],{"class":5317,"line":6251},[5315,16968,6811],{"class":5444},[5315,16970,5448],{"class":5325},[5315,16972,6181],{"class":6180},[5315,16974,16975],{"class":5545},"\"Q3: ",[5315,16977,6187],{"class":6180},[5315,16979,16980],{"class":5325},"q3_val",[5315,16982,6193],{"class":6180},[5315,16984,6196],{"class":5545},[5315,16986,5454],{"class":5325},[5315,16988,16989],{"class":5317,"line":6267},[5315,16990,16991],{"class":5325},"ax1.legend()\n",[5315,16993,16994],{"class":5317,"line":6295},[5315,16995,5339],{"emptyLinePlaceholder":5338},[5315,16997,16998],{"class":5317,"line":6314},[5315,16999,17000],{"class":5800},"# Нижній графік: box plot (той самий датасет)\n",[5315,17002,17003,17006,17008,17010,17012,17014,17016,17018,17020,17022,17024,17026,17028],{"class":5317,"line":6332},[5315,17004,17005],{"class":5325},"bp = ax2.boxplot(data, ",[5315,17007,11364],{"class":5444},[5315,17009,5448],{"class":5325},[5315,17011,8217],{"class":6180},[5315,17013,5352],{"class":5325},[5315,17015,11373],{"class":5444},[5315,17017,5448],{"class":5325},[5315,17019,8473],{"class":6180},[5315,17021,5352],{"class":5325},[5315,17023,11382],{"class":5444},[5315,17025,5448],{"class":5325},[5315,17027,7979],{"class":5348},[5315,17029,6861],{"class":5325},[5315,17031,17032,17035,17037,17039,17041,17043,17045,17047,17049,17051,17053,17055],{"class":5317,"line":6347},[5315,17033,17034],{"class":5444},"                 boxprops",[5315,17036,5448],{"class":5325},[5315,17038,7862],{"class":7861},[5315,17040,7865],{"class":5325},[5315,17042,7915],{"class":5444},[5315,17044,5448],{"class":5325},[5315,17046,16725],{"class":5545},[5315,17048,5352],{"class":5325},[5315,17050,5561],{"class":5444},[5315,17052,5448],{"class":5325},[5315,17054,5566],{"class":5348},[5315,17056,7822],{"class":5325},[5315,17058,17059,17062,17064,17066,17068,17070,17072,17074,17076,17078,17080,17082],{"class":5317,"line":6378},[5315,17060,17061],{"class":5444},"                 medianprops",[5315,17063,5448],{"class":5325},[5315,17065,7862],{"class":7861},[5315,17067,7865],{"class":5325},[5315,17069,5540],{"class":5444},[5315,17071,5448],{"class":5325},[5315,17073,5580],{"class":5545},[5315,17075,5352],{"class":5325},[5315,17077,5595],{"class":5444},[5315,17079,5448],{"class":5325},[5315,17081,5355],{"class":5348},[5315,17083,6599],{"class":5325},[5315,17085,17086],{"class":5317,"line":6383},[5315,17087,5339],{"emptyLinePlaceholder":5338},[5315,17089,17090,17092,17094,17096,17098,17100,17102],{"class":5317,"line":6411},[5315,17091,6924],{"class":5325},[5315,17093,5669],{"class":5545},[5315,17095,5352],{"class":5325},[5315,17097,6305],{"class":5444},[5315,17099,5448],{"class":5325},[5315,17101,6936],{"class":5348},[5315,17103,5454],{"class":5325},[5315,17105,17106],{"class":5317,"line":9259},[5315,17107,17108],{"class":5325},"ax2.set_yticks([])\n",[5315,17110,17111,17113,17115,17117,17119,17121,17123,17125,17127],{"class":5317,"line":9272},[5315,17112,6069],{"class":5325},[5315,17114,5695],{"class":5444},[5315,17116,5448],{"class":5325},[5315,17118,15463],{"class":5545},[5315,17120,5352],{"class":5325},[5315,17122,5561],{"class":5444},[5315,17124,5448],{"class":5325},[5315,17126,5709],{"class":5348},[5315,17128,5454],{"class":5325},[5315,17130,17131],{"class":5317,"line":9301},[5315,17132,5339],{"emptyLinePlaceholder":5338},[5315,17134,17135],{"class":5317,"line":9306},[5315,17136,6990],{"class":5325},[5315,17138,17139],{"class":5317,"line":9312},[5315,17140,5401],{"class":5325},[6415,17142,17143],{"v-slot:output":5311},[6418,17144],{"alt":17145,"className":17146,"src":17147},"Комбінована візуалізація",[6422],"\u002Fimages\u002Fai-python\u002Fdata-visualization\u002Fdistributions\u002F11.png",[6425,17149,17150,17155,17220],{},[5258,17151,17152],{},[5221,17153,17154],{},"Коли використовувати кожен тип:",[17156,17157,17158,17171],"table",{},[17159,17160,17161],"thead",{},[17162,17163,17164,17168],"tr",{},[17165,17166,6473],"th",{"align":17167},"left",[17165,17169,17170],{"align":17167},"Box Plot",[17172,17173,17174,17190,17204,17212],"tbody",{},[17162,17175,17176,17184],{},[17177,17178,17179,17180,17183],"td",{"align":17167},"Показує ",[5221,17181,17182],{},"форму"," розподілу (симетрія, піки, хвости)",[17177,17185,17179,17186,17189],{"align":17167},[5221,17187,17188],{},"статистичні показники"," (медіана, квартилі, викиди)",[17162,17191,17192,17198],{},[17177,17193,17194,17195],{"align":17167},"Добре для ",[5221,17196,17197],{},"одного датасету",[17177,17199,17200,17201],{"align":17167},"Відмінно для ",[5221,17202,17203],{},"порівняння груп",[17162,17205,17206,17209],{},[17177,17207,17208],{"align":17167},"Візуально «багатий»",[17177,17210,17211],{"align":17167},"Компактний, займає мало місця",[17162,17213,17214,17217],{},[17177,17215,17216],{"align":17167},"Потребує вибору bins",[17177,17218,17219],{"align":17167},"Не залежить від bins",[5258,17221,17222,17224,17225,17228,17229,9909,17232,17235],{},[5221,17223,9904],{}," якщо потрібно ",[5221,17226,17227],{},"зрозуміти структуру"," даних → гістограма. Якщо потрібно ",[5221,17230,17231],{},"порівняти групи",[5221,17233,17234],{},"знайти викиди"," → box plot.",[5250,17237],{},[5253,17239,17241],{"id":17240},"практичні-завдання","Практичні завдання",[5190,17243,17244,17285,17310],{},[5193,17245,17248,17254,17270],{"icon":17246,"title":17247},"i-lucide-pencil","📝 Рівень 1: Базові навички",[5258,17249,17250,17253],{},[5221,17251,17252],{},"Завдання 1.1:"," Згенеруйте 1000 випадкових чисел з нормальним розподілом (середнє=100, std=15). Побудуйте гістограму з 30 bins. Додайте вертикальні лінії для середнього та медіани.",[5258,17255,17256,17259,17260,5352,17263,5352,17266,17269],{},[5221,17257,17258],{},"Завдання 1.2:"," Створіть box plot для трьох списків даних: ",[5315,17261,17262],{},"10, 15, 14, 16, 12, 18, 50",[5315,17264,17265],{},"8, 9, 10, 11, 9, 10",[5315,17267,17268],{},"20, 25, 22, 28, 30, 24",". Визначте, в якому списку є викиди.",[5258,17271,17272,17275,17276,5352,17278,12982,17281,17284],{},[5221,17273,17274],{},"Завдання 1.3:"," Побудуйте гістограму з ",[5283,17277,10026],{},[5283,17279,17280],{},"bins=10",[5283,17282,17283],{},"bins=50"," для одного датасету. Порівняйте результати.",[5193,17286,17288,17298,17304],{"icon":2990,"title":17287},"🧮 Рівень 2: Аналіз даних",[5258,17289,17290,17293,17294,17297],{},[5221,17291,17292],{},"Завдання 2.1:"," Завантажте датасет Titanic (",[5283,17295,17296],{},"seaborn.load_dataset(\"titanic\")","). Побудуйте гістограму розподілу віку пасажирів. Додайте вертикальні лінії для середнього, медіани та моди.",[5258,17299,17300,17303],{},[5221,17301,17302],{},"Завдання 2.2:"," Для того ж датасету Titanic побудуйте box plots для порівняння віку пасажирів у трьох класах (1st, 2nd, 3rd). Зробіть висновки.",[5258,17305,17306,17309],{},[5221,17307,17308],{},"Завдання 2.3:"," Згенеруйте дані з двох різних розподілів (наприклад, нормальний та експоненційний). Побудуйте для кожного гістограму та box plot на одній фігурі (2×2 subplots).",[5193,17311,17313,17319],{"icon":4749,"title":17312},"🚀 Рівень 3: Дослідницький проєкт",[5258,17314,17315,17318],{},[5221,17316,17317],{},"Проєкт:"," Дослідження розподілу доходів",[6445,17320,17321,17324,17327,17330,17333],{},[5201,17322,17323],{},"Згенеруйте реалістичні дані доходів (right-skewed розподіл): 90% людей — нормальний розподіл (середнє=50k, std=10k), 10% — багаті (uniform 100k–500k)",[5201,17325,17326],{},"Побудуйте гістограму та box plot",[5201,17328,17329],{},"Обчисліть середнє та медіану. Поясніть, чому вони так відрізняються",[5201,17331,17332],{},"Побудуйте «до та після» графіки: з викидами та без них (відфільтруйте топ-5%)",[5201,17334,17335],{},"Напишіть короткий висновок: чому для доходів медіана кращий показник, ніж середнє",[5250,17337],{},[5253,17339,17341],{"id":17340},"резюме-підтеми","Резюме підтеми",[5190,17343,17344,17373,17396],{},[5193,17345,17348],{"icon":17346,"title":17347},"i-lucide-bar-chart-2","📊 Гістограми",[5198,17349,17350,17356,17367,17370],{},[5201,17351,17352,17355],{},[5283,17353,17354],{},"ax.hist(data, bins=30)"," — візуалізація розподілу",[5201,17357,17358,17360,17361,17363,17364,6646],{},[5283,17359,5407],{}," — кількість інтервалів (",[5283,17362,10011],{},", число, або ",[5315,17365,17366],{},"\"sturges\", \"scott\"",[5201,17368,17369],{},"Форма показує: симетрію, асиметрію, піки, хвости",[5201,17371,17372],{},"Для асиметричних даних: медіана > середнє",[5193,17374,17376],{"icon":4409,"title":17375},"📦 Box Plots",[5198,17377,17378,17384,17387,17390,17393],{},[5201,17379,17380,17383],{},[5283,17381,17382],{},"ax.boxplot(data)"," — компактний показ 5 статистичних величин",[5201,17385,17386],{},"Ящик = IQR (Q1–Q3), лінія всередині = медіана",[5201,17388,17389],{},"Вуса = діапазон без викидів (Q1 - 1.5·IQR, Q3 + 1.5·IQR)",[5201,17391,17392],{},"Точки = викиди (outliers)",[5201,17394,17395],{},"Ідеально для порівняння груп",[5193,17397,17399],{"icon":5195,"title":17398},"🎯 Коли що використовувати",[5198,17400,17401,17407,17413,17419,17425],{},[5201,17402,17403,17406],{},[5221,17404,17405],{},"Один датасет, потрібна форма"," → гістограма",[5201,17408,17409,17412],{},[5221,17410,17411],{},"Кілька груп, потрібне порівняння"," → box plots",[5201,17414,17415,17418],{},[5221,17416,17417],{},"Підозра на викиди"," → box plot їх покаже",[5201,17420,17421,17424],{},[5221,17422,17423],{},"Презентація для нетехнічної аудиторії"," → гістограма (інтуїтивніша)",[5201,17426,17427,17430],{},[5221,17428,17429],{},"Технічний звіт, багато груп"," → box plots (компактніші)",[9914,17432,17433,17438],{},[5258,17434,17435],{},[5221,17436,17437],{},"Чек-лист аналізу розподілу:",[6445,17439,17442,17453,17459,17468,17476,17482],{"className":17440},[17441],"contains-task-list",[5201,17443,17446,17450,17451],{"className":17444},[17445],"task-list-item",[17447,17448],"input",{"disabled":5338,"type":17449},"checkbox"," Побудували гістограму → побачили ",[5221,17452,17182],{},[5201,17454,17456,17458],{"className":17455},[17445],[17447,17457],{"disabled":5338,"type":17449}," Перевірили: симетричний чи асиметричний?",[5201,17460,17462,17464,17465,17467],{"className":17461},[17445],[17447,17463],{"disabled":5338,"type":17449}," Якщо асиметричний → використовуємо ",[5221,17466,11175],{},", не середнє",[5201,17469,17471,17473,17474],{"className":17470},[17445],[17447,17472],{"disabled":5338,"type":17449}," Побудували box plot → знайшли ",[5221,17475,14947],{},[5201,17477,17479,17481],{"className":17478},[17445],[17447,17480],{"disabled":5338,"type":17449}," Якщо потрібно порівняти групи → box plots поруч",[5201,17483,17485,17487],{"className":17484},[17445],[17447,17486],{"disabled":5338,"type":17449}," Інтерпретували: широкий ящик = великий розкид, вузький = стабільні дані",[5250,17489],{},[5258,17491,17492,17495,17496,17501,17495,17504],{},[5221,17493,17494],{},"Попередня підтема:"," ",[17497,17498,17500],"a",{"href":17499},".\u002F01.matplotlib-basics","Основи matplotlib",[5221,17502,17503],{},"Наступна підтема:",[17497,17505,3765],{"href":17506},".\u002F03.relationships",[17508,17509,17510],"style",{},"html pre.shiki code .s8xlr, html code.shiki .s8xlr{--shiki-light:#AF00DB;--shiki-default:#C586C0;--shiki-dark:#C586C0}html pre.shiki code .sHH4Y, html code.shiki .sHH4Y{--shiki-light:#000000;--shiki-default:#D4D4D4;--shiki-dark:#D4D4D4}html pre.shiki code .sJj4R, html code.shiki .sJj4R{--shiki-light:#098658;--shiki-default:#B5CEA8;--shiki-dark:#B5CEA8}html .light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html.light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html pre.shiki code .siwwj, html code.shiki .siwwj{--shiki-light:#001080;--shiki-default:#9CDCFE;--shiki-dark:#9CDCFE}html pre.shiki code .sbdoH, html code.shiki .sbdoH{--shiki-light:#A31515;--shiki-default:#CE9178;--shiki-dark:#CE9178}html pre.shiki code .spJ8K, html code.shiki .spJ8K{--shiki-light:#008000;--shiki-default:#6A9955;--shiki-dark:#6A9955}html pre.shiki code .sjcCO, html code.shiki .sjcCO{--shiki-light:#EE0000;--shiki-default:#D7BA7D;--shiki-dark:#D7BA7D}html pre.shiki code .su1O8, html code.shiki .su1O8{--shiki-light:#0000FF;--shiki-default:#569CD6;--shiki-dark:#569CD6}html pre.shiki code .sN1BT, html code.shiki .sN1BT{--shiki-light:#267F99;--shiki-default:#4EC9B0;--shiki-dark:#4EC9B0}html pre.shiki code .s8Opu, html code.shiki .s8Opu{--shiki-light:#795E26;--shiki-default:#DCDCAA;--shiki-dark:#DCDCAA}html pre.shiki code .se1LK, html code.shiki .se1LK{--shiki-light:#CD3131;--shiki-default:#F44747;--shiki-dark:#F44747}",{"title":5311,"searchDepth":5335,"depth":5335,"links":17512},[17513,17518,17519,17524,17525,17526,17530,17531,17532,17533,17534],{"id":5255,"depth":5335,"text":5256,"children":17514},[17515,17516,17517],{"id":5296,"depth":5342,"text":5297},{"id":5411,"depth":5342,"text":5412},{"id":5510,"depth":5342,"text":5511},{"id":6439,"depth":5335,"text":6440},{"id":7078,"depth":5335,"text":7079,"children":17520},[17521,17522,17523],{"id":7082,"depth":5342,"text":7083},{"id":7557,"depth":5342,"text":7558},{"id":8119,"depth":5342,"text":8120},{"id":9529,"depth":5335,"text":9530},{"id":10032,"depth":5335,"text":10033},{"id":11181,"depth":5335,"text":11182,"children":17527},[17528,17529],{"id":12504,"depth":5342,"text":12505},{"id":14312,"depth":5342,"text":14313},{"id":15101,"depth":5335,"text":15102},{"id":15496,"depth":5335,"text":15497},{"id":16564,"depth":5335,"text":16565},{"id":17240,"depth":5335,"text":17241},{"id":17340,"depth":5335,"text":17341},"Гістограми для неперервних даних, правило вибору bins, box plots для виявлення викидів, violin plots для порівняння груп","md",null,{},{"title":3761,"description":17535},"8SFvyCmOJ3kfbak9VhxTqCIpDWI_XC8n3wG67Bq3H8Y",[17542,17544],{"title":3757,"path":3758,"stem":3759,"description":17543,"children":-1},"Архітектура matplotlib, різниця між pyplot та OOP інтерфейсами, побудова лінійних графіків, базова кастомізація",{"title":3765,"path":3766,"stem":3767,"description":17545,"children":-1},"Точкові діаграми для виявлення кореляцій, візуалізація лінійних та нелінійних залежностей, regression lines, scatter matrices",1792055050125]