Python Data Analytics / Урок #1 – Курс по аналитике данных на Питоне (NumPy, Pandas, Matplotlib)
{"pages":{"search":{"query":"videoid:13787680377414388307","originalQuery":"","serpid":"1779518046785216-12032412144147832046-balancer-l7leveler-kubr-yp-sas-87-BAL","reqid":"1779518046785216-12032412144147832046-balancer-l7leveler-kubr-yp-sas-87-BAL","parentReqid":"","serpItems":[{"id":"13787680377414388307-0-0","type":"videoSnippet","props":{"videoId":"13787680377414388307"},"curPage":0},{"id":"R-I-249064-1-0-1","type":"direct","props":{"advRsyaActivateParams":{"pcodeParams":{"blockId":"","renderTo":"","pageNumber":1,"grab":"dHZpZGVvaWQ6MTM3ODc2ODAzNzc0MTQzODgzMDcK","statId":1,"lazyLoad":false,"extParams":{"reqid":"1779518046785216-12032412144147832046-balancer-l7leveler-kubr-yp-sas-87-BAL","ui":"desktop","yuid":"8478320461779518046"}}},"isAdult":false,"position":1,"placement":"empty"},"curPage":0},{"id":"R-I-249064-1-0-2","type":"direct","props":{"advRsyaActivateParams":{"pcodeParams":{"blockId":"","renderTo":"","pageNumber":2,"grab":"dHZpZGVvaWQ6MTM3ODc2ODAzNzc0MTQzODgzMDcK","statId":2,"lazyLoad":false,"extParams":{"reqid":"1779518046785216-12032412144147832046-balancer-l7leveler-kubr-yp-sas-87-BAL","ui":"desktop","yuid":"8478320461779518046"}}},"isAdult":false,"position":2,"placement":"empty"},"curPage":0},{"id":"R-I-249064-1-0-3","type":"direct","props":{"advRsyaActivateParams":{"pcodeParams":{"blockId":"","renderTo":"","pageNumber":3,"grab":"dHZpZGVvaWQ6MTM3ODc2ODAzNzc0MTQzODgzMDcK","statId":3,"lazyLoad":false,"extParams":{"reqid":"1779518046785216-12032412144147832046-balancer-l7leveler-kubr-yp-sas-87-BAL","ui":"desktop","yuid":"8478320461779518046"}}},"isAdult":false,"position":3,"placement":"empty"},"curPage":0}],"filters":{},"serpFooter":{"linksGroups":[{"type":"geo","links":[{"label":"Колумбус","title":"Колумбус","url":"//yandex.kz/tune/geo/","logNode":{"name":"region"},"target":"_self","a11yLabel":"Ваш регион Колумбус","needRetpath":true}]},{"type":"searchengines","links":[{"label":"Google","url":"//google.kz/search?tbm=vid&q=videoid%3A13787680377414388307","logNode":{"name":"link","attrs":{"type":"google"}},"target":"_blank"},{"label":"Bing","url":"//bing.com/videos?scope=video&q=videoid%3A13787680377414388307","logNode":{"name":"link","attrs":{"type":"bing"}},"target":"_blank"}]},{"type":"help","links":[{"label":"Обратная связь","url":"https://yandex.kz/support/video/troubleshooting.html","logNode":{"name":"feedback"},"needRetpath":true},{"label":"Справка","url":"https://yandex.kz/support/video/","logNode":{"name":"help"},"needRetpath":true}]},{"type":"settings","links":[{"label":"Настройки","url":"https://yandex.kz/tune/search/","target":"_self","logNode":{"name":"settings"},"needRetpath":true}]},{"type":"company","links":[{"label":"О компании","url":"//yandex.kz/company/","logNode":{"name":"about"},"target":"_blank"},{"label":"Лицензия на использование","url":"//yandex.kz/legal/termsofuse/","logNode":{"name":"license"},"target":"_blank"},{"label":"Политика конфиденциальности","url":"//yandex.kz/legal/confidential/","logNode":{"name":"confidential"},"target":"_blank"}],"a11yHidden":true}],"hasExtralinks":true},"currentPage":0,"prevPageToLoad":-1,"nextPageToLoad":1,"isTranslationsFilterEnabled":false,"isTranslationsDistributionEnabled":true,"isTranslationsDistributionOnboardingEnabled":true,"prevention":{},"hasNextPage":false,"rightSerpItems":[{"type":"direct","id":"search-list-right","props":{"advRsyaActivateParams":{"pcodeParams":{"blockId":"R-I-8843654-1","renderTo":"search-list-right-0-R-I-8843654-1","pageNumber":0,"grab":"dHZpZGVvaWQ6MTM3ODc2ODAzNzc0MTQzODgzMDcK","lazyLoad":false,"extParams":{"reqid":"1779518046785216-12032412144147832046-balancer-l7leveler-kubr-yp-sas-87-BAL","ui":"desktop","yuid":"8478320461779518046"}}},"isAdult":false,"position":0,"placement":"search-list-right"},"curPage":0}],"isAdultQuery":false,"errorList":[],"layout":"list","retpath":"https%3A%2F%2Fyandex.kz%2Fvideo%2Fpreview%2F13787680377414388307","pages":[{"reqid":"1779518046785216-12032412144147832046-balancer-l7leveler-kubr-yp-sas-87-BAL","start":0,"end":4,"pageNumber":0,"isCounterSent":false}]},"main":{"_isInitial":true,"snippets":[],"serpFooter":{"linksGroups":[]},"isLoggedIn":false,"tags":[]},"favs":{"_isInitial":true,"items":[],"carouselId":"","cacheHash":"","showMoreUrl":""}},"internal":{"nonce":"2032412144147832046787","expFlags":{"video_settings_toolbar_redesign":1,"velocity_delay_drawer":1,"video_feedback_in_d2d":1,"video_search_toggle_with_text":1,"video_viewer_show_placeholder":1,"velocity_disable_suspense":1,"video_viewer_desktop_smart_layout":1,"dark_theme_desktop":"cookie","video_viewer_check_sandbox_origin":1,"video_font_yandex_sans":1,"video_adv_new_show_rules":1,"video_adv_config_desktop":{"search-list":{"adult":{"default":"R-I-474674-135","mail":"R-A-13426421-23"},"regular":{"default":"R-I-48058-751","mail":"R-A-13411721-23"}}},"video_search_page_no_islands":1,"video_vh_player_js":0,"video_masthead_ratio":"180,4","video_viewer_related_fail_error_screen":1,"video_viewer_channel_link_mode":2,"mmui_extended_escape_scheme":"searchdata.clips.0.authorname","video_viewer_restore_mute_state":1,"spok":"id","video_suggest_use_serp":1,"video_search_grid_direct_repeat":6,"init_meta":{"enable-yabs-distr":1,"ask-user-purchase-history":1,"use-src-videoquickp":1,"enable-begemot":1,"enable_masthead":1,"use-src-videop":1,"use-src-videoquickp_misspell":1,"enable_blackbox_multisession":1,"begemot-enable-cancelled-misspell-rtmr":1,"enable_video_iron_fetcher":1,"use-related-only":1,"ask-yandex-io-devices":1,"use-images-device-setup":1,"use-src-imagesp":1,"images-apphost-collections-front":1,"enable_aab_apphost":1,"graph-is-video-search":1,"bg-bert-video":1,"use-src-imagesp_misspell":1,"use-src-imagesultrap":1,"use-video-apphost-pre-templates":1,"use-src-videop_misspell":1,"use-video-apphost-post-templates":1,"use-src-imagesquickp":1,"enable_video_carousels":"1","restrict-max-docs":"1000","use-images-region-setup":1,"use-post-auto2":1,"use-images-settings-setup":1,"use-src-ugc_favorites":1,"use-images-user-setup":1,"use-video-pre-search-data":1,"begemot-no-suggest-history":1},"video_viewer_comments_auth_popup":1,"video_depot_viewer_masthead_ssr_only":1,"video_kebab_advanced_actions":1,"video_search_grid_enable":0,"video_viewer_desktop_fix_d2d_scroll":1,"video_depot_viewer_legacy_counters":1,"video_search_grid_direct_start":3,"video_adv_new_show_rules_docs_count":1,"video_redirect_plug":2,"dark_theme_desktop_default_pref":"system","video_search_toggle_enable":1,"velocity_split_hydration":4,"video_duration_counter_new_format":1,"video_force_grid_on_premordie":1,"video_morda_header_nav":1,"video_nohost_full_filter":0,"video_baobab_blockstat":1,"video_nohost_youtube_filter":0,"video_viewer_host_link_mode":1,"video_comments_smart_nonstop":1},"slots":["1576346,0,92;1560632,0,53;1548179,0,9;1569748,0,3;66181,0,23;1565355,0,35;1470057,0,70;1568642,0,89;1550189,0,91;1152685,0,26;1569214,0,96;1573028,0,93;1559121,0,99;1431777,0,16;123855,0,26;1564143,0,35;1571101,0,1;1565564,0,11;1568574,0,44;1568930,0,78;1566042,0,29;1557887,0,80;1568944,0,47;1569486,0,1;1574991,0,15;1304310,0,82;284409,0,82;1551542,0,51;1564356,0,2;1570660,0,28;151171,0,36;1565363,0,68;1281084,0,89;1534488,0,35;287509,0,82;1006024,0,86;1567812,0,18;1566601,0,75;1560514,0,26;912287,0,86"],"isYandexNet":false,"platform":"desktop","isEnLogo":false,"retpath":"https%3A%2F%2Fyandex.kz%2Fvideo%2Fpreview%2F13787680377414388307","mordaUrl":"//yandex.kz/","videoSearchUrl":"https://yandex.kz/video/search?text=Python+Data+Analytics+%2F+%D0%A3%D1%80%D0%BE%D0%BA+%231+%E2%80%93+%D0%9A%D1%83%D1%80%D1%81+%D0%BF%D0%BE+%D0%B0%D0%BD%D0%B0%D0%BB%D0%B8%D1%82%D0%B8%D0%BA%D0%B5+%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85+%D0%BD%D0%B0+%D0%9F%D0%B8%D1%82%D0%BE%D0%BD%D0%B5+%28NumPy%2C+Pandas%2C+Matplotlib%29","querySource":"title","settingsUrl":"https://yandex.kz/tune/search/","helpUrl":"https://yandex.ru/support/video/","legalUrl":"//company.yandex.ru/legal/termsofuse/","feedbackUrl":"https://yandex.kz/support/video/troubleshooting.html","basename":"/video","currentPageName":"previewShort","isYandexApp":false,"isYandexAppAndroid":false,"isYandexAppIos":false,"isAnyYaBro":false,"isAndroid":false,"isHamster":false,"serpid":"1779518046785216-12032412144147832046-balancer-l7leveler-kubr-yp-sas-87-BAL","backUrl":"//ya.ru","url":"https://yandex.kz/video/preview/13787680377414388307?","isIntegrationTest":false,"isEndToEndTest":false,"shouldDropLogs":false,"seo":{"title":"Python Data Analytics / Урок #1 – Курс по аналитике данных на Питоне (NumPy, Pandas, Matplotlib) - Смотреть онлайн в поиске Яндекса по Видео","description":"","keywords":"","shareTitle":""},"isEmbedded":false,"isPumpkin":false,"sessionCsrfToken":"y6dce47910a436c3f80b2847d0063230e","reportFeedbackBaseProps":{"initEmail":"","metaFields":{"userAgent":"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)","userTestids":"1576346,1560632,1548179,1569748,66181,1565355,1470057,1568642,1550189,1152685,1569214,1573028,1559121,1431777,123855,1564143,1571101,1565564,1568574,1568930,1566042,1557887,1568944,1569486,1574991,1304310,284409,1551542,1564356,1570660,151171,1565363,1281084,1534488,287509,1006024,1567812,1566601,1560514,912287","queryText":"","reqid":"1779518046785216-12032412144147832046-balancer-l7leveler-kubr-yp-sas-87-BAL","userRegionName":"","userRegionId":"id() {\n var _a;\n return (_a = this._region.id) !== null && _a !== void 0 ? _a : 213;\n }","yandexuid":"8478320461779518046","uid":"0","isChildAccount":false}},"userTestids":"191768,238743,246500,253288,265553,270072,277807,274239,294077,278842,331010,338398,359879,415420,644350,652605,645301,679708,689693,690449,696466,696473,722746,740796,776165,771230,781521,790415,801982,851450,886706,883477,900639,931367,937268,969063,935488,945314,989988,982463,991363,990185,1015567,1011895,1035320,1033956,1035241,1036046,1087297,1060131,1071879,1078818,1077703,1116602,1045814,1131637,1144233,1151726,1156933,1174275,1167408,1202006,1194718,1221235,1228280,1226860,1246754,1313283,1321224,1300570,1320679,1352408,1342688,1341968,1345362,1367583,1348424,1382036,1391511,1384451,1402882,1417605,1424780,1429092,1438908,1444206,1449283,1452713,1457995,1459585,1461130,1492788,1495633,1511916,1514845,1535081,1540074,1545808,1567545,1440108,1572009,1299604","regionId":20815,"isYaRu":false,"shouldUnmountSearchPageInViewer":false,"videoGlobalContext":{"platform":"desktop","isPumpkin":false,"language":"ru","user_time":{"epoch":"1779518046","tz":"America/Louisville","to_iso":"2026-05-23T02:34:06-0400","__is_plain":1},"isHermione":false,"shouldStubImages":true,"enableVideoPreviewInHermione":false,"reqid":"1779518046785216-12032412144147832046-balancer-l7leveler-kubr-yp-sas-87-BAL","isEmbedded":false,"shouldShowMainPageButtonInViewer":false,"shouldDisableWebp":false,"removeLinkPrefix":"/video","shouldUseHighresPreview":true,"shouldCutSnippetTitle":true,"shouldShowPlusBadge":true,"reportFeedbackBaseProps":{"initEmail":"","metaFields":{"userAgent":"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)","userTestids":"1576346,1560632,1548179,1569748,66181,1565355,1470057,1568642,1550189,1152685,1569214,1573028,1559121,1431777,123855,1564143,1571101,1565564,1568574,1568930,1566042,1557887,1568944,1569486,1574991,1304310,284409,1551542,1564356,1570660,151171,1565363,1281084,1534488,287509,1006024,1567812,1566601,1560514,912287","queryText":"","reqid":"1779518046785216-12032412144147832046-balancer-l7leveler-kubr-yp-sas-87-BAL","userRegionName":"","userRegionId":"id() {\n var _a;\n return (_a = this._region.id) !== null && _a !== void 0 ? _a : 213;\n }","yandexuid":"8478320461779518046","uid":"0","isChildAccount":false}},"deviceDetect":{"OSFamily":"Unknown","isTV":0,"x64":0,"GoogleToolBarVersion":"","MultiTouch":0,"BrowserBase":"","YandexBarVersion":"","isTablet":0,"YandexBar":0,"hasWebOmni":0,"isTouch":0,"hasYandexCamera":0,"isMobile":0,"DeviceKeyboard":"","device":"desktop","TurboAppPlatformVersion":"","historySupport":0,"BrowserShellVersion":"","DeviceVendor":"","isBrowser":0,"hasFlash":0,"MailRuSputnikVersion":"","isSameSiteSupported":0,"BrowserBaseVersion":"","BrowserVersionRaw":"","hasWebVert":0,"DeviceId":"","error":"","MailRuAgent":0,"ScreenWidth":0,"inAppBrowser":0,"hasHTML5":0,"isEmulator":0,"J2ME":0,"MailRuAgentVersion":"","BrowserEngineVersionRaw":"537.36","isRobot":1,"__is_plain":1,"BrowserEngineVersion":"0537.0036","BrowserName":"Unknown","DeviceModel":"","BrowserEngine":"WebKit","DeviceName":"","OSVersionRaw":"","OSName":"","GoogleToolBar":0,"ScreenSize":"","isTurboApp":0,"MailRuSputnik":0,"YaBuildName":"","isWAP":0,"PreferMobile":0,"DesktopMode":0,"BrowserVersion":"","BitsPerPixel":0,"BrowserShell":"","YaGUI":"","isBeta":0,"OSVersion":"","ScreenHeight":0},"nonce":"2032412144147832046787","disableDoc2DocHostLink":false,"shouldHideChannelLink":false,"disableChannelLink":false,"userConnectionRtt":162,"animated":false,"isDoc2DocScrollFix":true,"smartDesktopLayout":true,"enableVIImprovements":false,"enableLazyPoster":false,"isAdvDisabled":false,"isVideoTranslationSupported":false,"isSummaryDisabled":false,"isSummaryOnlineEnabled":false,"shouldRenderBroSummaryApiContainer":false,"shouldDropLogs":false,"shouldUseBeacon":false,"hasAdBlock":false,"rknWarnHosts":[""],"postInstreamScreenDuration":2000,"minVideoDurationForInstream":120,"isInstreamEnabledInTesting":false,"wildcard":false,"disableEarlyEventsUnsubscribe":false,"showDebugRelatedURL":false,"shouldUseBetaErrorLogging":false,"shouldShowMetaUnderPlayer":false,"isVideoViewerMetaTitleHidden":false,"headerNoFavicon":false,"headerBranded":false,"shouldCensorSensitiveContent":false,"shouldCensorShockContent":false,"isAdvUnderPlayerTransparent":false,"isDoc2DocGridLayoutEnabled":false,"isWatchingProgressInDoc2DocEnabled":false,"detailsRedesignV3Enabled":false,"isD2DEmptyLoadFixDisabled":false,"isRoundedPlayerEnabled":false,"isSettingsToolbarRedesign":true,"isDoc2DocEmptyRetryEnabled":false,"isDoc2DocErrorScreenEnabled":true,"isDoc2DocFeedbackKebabEnabled":true,"isCommentsEnabled":false,"isCommentsTimestampsEnabled":false,"isReactionsEnabled":false,"isCommentsCountOnSnippetsEnabled":false,"isCommentsSmartNonStopEnabled":true,"isCommentsOnboardingEnabledInTesting":false,"commentsOnboardingTextVariant":null,"isVideoMainButtonInitiallyCollapsed":false,"isAdvUnderPlayerWithInnerPadding":false,"isKebabAdvancedActionsEnabled":true,"isKebabOnTouchVideoSearchEnabled":false,"isAdvVideoListLikeUnderPlayer":false,"isSummaryInMetaButtons":false,"isSummaryInMetaButtonsDesktop":false,"isMetaCommentsButtonEnabled":false,"isMetaFavoritesButtonEnabled":false,"isCommentsAuthPopup":true,"preventAdvHideOnEmpty":false,"isPlayerChangeCounterEnabled":false,"isSmallTitle":false,"shouldRestoreMuteState":true,"isAdvUnderPlayerWithSlider":false,"isAdvUnderPlayerCommentsAligned":false,"isSerialNavigatorDisabled":false,"isAdvInVideoListWithInnerPadding":false,"isEarlyAdvRenderEnabled":false,"isViewerErrorFallbackEnabled":false,"isPlayerErrorCloseButtonEnabled":false},"shouldShowAdvId":false,"isAdultQuery":false,"isSensitivePage":false,"showSensitive":false,"showShock":false,"shouldReplaceHref":false},"user":{"tld":"kz","isEuDomain":false,"login":"","passportId":"","isLoggedIn":false,"locationName":"Колумбус","isFamily":false,"yandexuid":"8478320461779518046","ugcCsrfToken":"","family":1,"isChild":false},"config":{"skinMode":"system","skin":"light","version":"releases-frontend-video-v1.1831.0__b0afe8d80f231a4dcd5ef0b77a13b3e55b645e5e","isGridSupported":false,"advConfig":{"under-player":{"regular":{"default":"R-I-48058-725","mail":"R-A-13411721-6"},"adult":{"default":"R-I-474674-114","mail":"R-A-13426421-6"}},"under-player-lite":{"regular":{"default":"R-I-48058-728"},"adult":{"default":"R-I-474674-103"}},"under-player-old":{"regular":{"default":"R-I-48058-725","mail":"R-A-13411721-6"},"adult":{"default":"R-I-474674-114","mail":"R-A-13426421-6"}},"video-list":{"regular":{"default":"R-I-48058-708","mail":"R-A-13411721-2"},"adult":{"default":"R-I-474674-101","mail":"R-A-13426421-2"}},"search-list":{"adult":{"default":"R-I-474674-135","mail":"R-A-13426421-23"},"regular":{"default":"R-I-48058-751","mail":"R-A-13411721-23"}},"search-grid-inplace":{"regular":{"default":"R-I-48058-742","mail":"R-A-13411721-16"},"adult":{"default":"R-I-474674-126","mail":"R-A-13426421-16"}},"search-grid-head":{"regular":{"default":"R-I-2120168-7"}},"search-list-right":{"regular":{"default":"R-I-8843654-1"}},"before-player-old":{"regular":{"default":"R-I-2120168-1"}},"before-player":{"regular":{"default":"R-I-2120168-1"}}},"isSkinInitedOnClient":false},"counters":{"params":{"useBeacon":false,"clickHost":"yandex.kz/clck","pid":197},"dict":{"viewer":"2921","user":"538","info":"1275","sources":"1500","select":"775","close":"486","open":"842","source":"186","link":"513","click":"882","tech":"690","player":"1242","change":"719","summary":"3410","init":"1309","item":"22","button":"440","shown":"3780","copy":"1276","text":"232","load":"1724","fallback":"2010","channel":"1345","hide":"1656","request_entry_completed":"2021","serp":"471","page":"143","loaded":"1007"}},"clips":{"items":{"13787680377414388307":{"videoId":"13787680377414388307","docid":"34-7-5-ZD57DE224F1EA642C","description":"Курс по Python Data Analytics для начинающих с нуля. За курс вы научитесь анализировать данные на Питоне при помощи библиотек: NumPy, Pandas, Matplotlib, Seaborn и других. К концу курса вы...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/1600846/97e279d239207bd3052afabeb4460708/564x318_1"},"target":"_self","position":"0","reqid":"1779518046785216-12032412144147832046-balancer-l7leveler-kubr-yp-sas-87-BAL","summary":{"fullTextUrl":"/video/result?ask_summarization=1&numdoc=1&noreask=1&nomisspell=1&parent-reqid=1779518046785216-12032412144147832046-balancer-l7leveler-kubr-yp-sas-87-BAL&text=videoid:13787680377414388307","teaser":[{"list":{"type":"unordered","items":["В видео обсуждается сфера аналитики данных, которая появилась с приходом больших объемов информации.","Аналитика данных - это процесс изучения данных для поиска полезной информации и выявления скрытых закономерностей."]},"endTime":79,"title":"Введение в аналитику данных","beginTime":0},{"list":{"type":"unordered","items":["Для работы в сфере аналитики данных необходимы различные инструменты, такие как библиотека NumPy, Pandas, Matplotlib, Seaborn, Plotly и Dash.","Эти библиотеки позволяют обрабатывать, анализировать и визуализировать данные."]},"endTime":146,"title":"Необходимые инструменты и библиотеки","beginTime":79},{"list":{"type":"unordered","items":["Дейта сайнс - это отдельная сфера, которая включает в себя создание моделей машинного обучения для предсказания будущих событий.","Аналитика данных занимается анализом текущих данных для ответа на конкретные вопросы и помощи в принятии решений."]},"endTime":363,"title":"Дейта сайнс и аналитика данных","beginTime":146}],"linkTemplate":"/video/preview/13787680377414388307?parent-reqid=1779518046785216-12032412144147832046-balancer-l7leveler-kubr-yp-sas-87-BAL&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Python Data Analytics / Урок #1 – Курс по аналитике данных на Питоне (NumPy, Pandas, Matplotlib)","related_orig_text":"","related_porno":false,"related_short":true,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=MVtrwcrdRgY\",\"src\":\"serp\",\"rvb\":\"EhYKFDEzNzg3NjgwMzc3NDE0Mzg4MzA3GhYKFDEzNzg3NjgwMzc3NDE0Mzg4MzA3WhQxMzc4NzY4MDM3NzQxNDM4ODMwN2quDRIBMBgAIkQaMAAKKWhodmVhbWt3cm13cnZ2c2hoVUNDWEY2OERhX25kY212dl85T0c3NUN3EgIAESoQwg8PGg8_E-sCggQkAYAEKyqLARABGniB-P4D7wX6APz2__j9AgABFwL88fQCAv_zD_XzAwH_AAMOEAcEAQAAH_rwBQMAAAAEAfgG8f0BAAAQ8gsDAAAAKgD9BvsA_wD4FQ0G_gEAAAHu-gP1AgABFPH59f8AAAANBQEF-_8AAAUL7QoAAAAADvQABgAAAAAgAC2IKsI7OBNACUhOUAIqcxAAGmAkCQAJEgn_2QQb0QD48fnM4e3sAs8IAOAQAC7tAPUGBMCyEf4AId0mCMIAAAA5Ig8U3ADuTy_wCDQQCwwV4_kKOX_4DuMhyNoCtcsRJdj57tUFHvUA4h8FCjj4EBMh_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-wgAA2MEAAEhCAADIQQAA0EEAAADCAADwQQAAgEEAAHBBAADuwgAAMEEAAEDBAACgwAAAsEEAAChCAAA4QgAAyMEAAJDBAAAgwQAApEIAADTCAACAvwAA8MEAAABBAAAUwgAAoEEAAAzCAAAQwQAASMIAAMhBAACKQgAAwEEAANDBAACawgAAgL8AAJhBAACQQQAA4MEAAHRCAACSQgAAQMAAAMhBAACAwQAAvMIAAFjCAADAwQAAIEIAAIC_AABAQQAATEIAAOBAAADgwAAA4EAAAIjBAACAvwAAGMIAAEzCAAAAQgAAhsIAADBBAAAgwgAACMIAABDBAABwwQAA2EEAAHTCAAD4QQAAQMEAAARCAADAwQAAjsIAALBCAADAQAAAhkIAAEBAAACwwgAAqEEAABBCAABAQAAA4MEAAJhBAAAwwQAAoEEAAEBAAACyQgAAgMIAAIBAAAAQwgAAAMIAAEBBAACYQQAAHMIAAP5CAACwwQAAEMEAAADAAADQwQAAXMIAAAxCAABgQQAAgEEAAChCAAC4wQAARMIAAKDBIAA4E0AJSHVQASqPAhAAGoACAACAuwAAC78AAIi9AABUvgAAFL4AAMi9AAA5PwAAH78AAFy-AACuvgAATL4AAGS-AADgPAAACb8AAIA7AAAcPgAAoDwAABw-AADoPQAAPz8AAA8_AAA8PgAAUL0AADC9AACqPgAAHD4AAHw-AABwPQAAJD4AAJi9AAAFPwAArr4AAP4-AACSvgAATL4AAO4-AAD4PQAA4r4AAI6-AAC6PgAArr4AAGy-AACavgAAmr4AADw-AACuPgAArj4AAIa-AABEvgAAVL4AAAy-AACKvgAAcD0AACS-AACaPgAADD4AAH8_AAB0vgAAZD4AALi9AABkPgAAPD4AABC9AAAsPiAAOBNACUh8UAEqjwIQARqAAgAAJL4AAJg9AABQvQAANb8AACS-AACWPgAADD4AANg9AADgvAAAXD4AAJK-AADgPAAAor4AAKA8AABQvQAAQLwAAFS-AABHPwAAQDwAAAE_AAB0PgAAuL0AACS-AABAPAAAJL4AAIa-AAAUvgAA6D0AAIi9AAA0PgAAgLsAAJi9AAAcPgAANL4AAKY-AAAMvgAATD4AALa-AACivgAAkj4AAOC8AACgvAAAiL0AAMg9AABQPQAAiL0AAH-_AABEPgAAlj4AAKi9AACgvAAAQLwAAHy-AAAsPgAA9j4AADw-AACAOwAAFL4AAI4-AAAEPgAAuD0AAIo-AABEPgAAML0gADgTQAlIfFABMAk4AUoAYABoAA,,\"}","related_url":"http://www.youtube.com/watch?v=MVtrwcrdRgY","parent-reqid":"1779518046785216-12032412144147832046-balancer-l7leveler-kubr-yp-sas-87-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":1280,"cheight":720,"cratio":1.77777,"dups":["13787680377414388307"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":false,"contentTypeId":null,"censored":false,"censoredShock":false,"isShockDoc":false}},"dups":{"13787680377414388307":{"videoId":"13787680377414388307","title":"Python Data Analytics / Урок #1 – Курс по аналитике данных на Питоне (NumPy, Pandas, Matplotlib)","cleanTitle":"Python Data Analytics / Урок #1 – Курс по аналитике данных на Питоне (NumPy, Pandas, Matplotlib)","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=MVtrwcrdRgY","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/MVtrwcrdRgY?enablejsapi=1&wmode=opaque\" frameborder=\"0\" scrolling=\"no\" allowfullscreen=\"1\" allow=\"autoplay; fullscreen; accelerometer; gyroscope; picture-in-picture\" aria-label=\"Video\">\u003c/iframe>","playerId":"youtube","providerName":"youtube.com","sourceHost":"www.youtube.com","name":"youtube.com","secondPart":{"type":"CHANNEL","id":"d3d3LnlvdXR1YmUuY29tO1VDQ1hGNjhEYV9uZGNtdnZfOU9HNzVDdw==","name":"Школа itProger / Программирование","isVerified":false,"subscribersCount":0,"url":"/video/search?text=%D0%A8%D0%BA%D0%BE%D0%BB%D0%B0+itProger+%2F+%D0%9F%D1%80%D0%BE%D0%B3%D1%80%D0%B0%D0%BC%D0%BC%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D0%B5&q_source=channel","origUrl":"http://www.youtube.com/@itproger","a11yText":"Школа itProger / Программирование. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":363,"text":"6:03","a11yText":"Длительность 6 минут 3 секунды","shortText":"6 мин"},"views":{"text":"65K","a11yText":"65 тысяч просмотров"},"date":"1 сен 2024","modifyTime":1725148800000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/MVtrwcrdRgY?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=MVtrwcrdRgY","reqid":"1779518046785216-12032412144147832046-balancer-l7leveler-kubr-yp-sas-87-BAL","duration":363},"parentClipId":"13787680377414388307","href":"/preview/13787680377414388307?parent-reqid=1779518046785216-12032412144147832046-balancer-l7leveler-kubr-yp-sas-87-BAL","rawHref":"/video/preview/13787680377414388307?parent-reqid=1779518046785216-12032412144147832046-balancer-l7leveler-kubr-yp-sas-87-BAL","isEmbedOnly":false,"shouldPlayInstreamPreroll":false,"commentsDisabled":false,"reactionsDisabled":false}}},"viewer":{"_isInitial":false,"clips":{"items":{"13787680377414388307":{"videoId":"13787680377414388307","docid":"34-7-5-ZD57DE224F1EA642C","description":"Курс по Python Data Analytics для начинающих с нуля. За курс вы научитесь анализировать данные на Питоне при помощи библиотек: NumPy, Pandas, Matplotlib, Seaborn и других. К концу курса вы...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/1600846/97e279d239207bd3052afabeb4460708/564x318_1"},"target":"_self","position":"0","reqid":"1779518046785216-12032412144147832046-balancer-l7leveler-kubr-yp-sas-87-BAL","summary":{"fullTextUrl":"/video/result?ask_summarization=1&numdoc=1&noreask=1&nomisspell=1&parent-reqid=1779518046785216-12032412144147832046-balancer-l7leveler-kubr-yp-sas-87-BAL&text=videoid:13787680377414388307","teaser":[{"list":{"type":"unordered","items":["В видео обсуждается сфера аналитики данных, которая появилась с приходом больших объемов информации.","Аналитика данных - это процесс изучения данных для поиска полезной информации и выявления скрытых закономерностей."]},"endTime":79,"title":"Введение в аналитику данных","beginTime":0},{"list":{"type":"unordered","items":["Для работы в сфере аналитики данных необходимы различные инструменты, такие как библиотека NumPy, Pandas, Matplotlib, Seaborn, Plotly и Dash.","Эти библиотеки позволяют обрабатывать, анализировать и визуализировать данные."]},"endTime":146,"title":"Необходимые инструменты и библиотеки","beginTime":79},{"list":{"type":"unordered","items":["Дейта сайнс - это отдельная сфера, которая включает в себя создание моделей машинного обучения для предсказания будущих событий.","Аналитика данных занимается анализом текущих данных для ответа на конкретные вопросы и помощи в принятии решений."]},"endTime":363,"title":"Дейта сайнс и аналитика данных","beginTime":146}],"linkTemplate":"/video/preview/13787680377414388307?parent-reqid=1779518046785216-12032412144147832046-balancer-l7leveler-kubr-yp-sas-87-BAL&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Python Data Analytics / Урок #1 – Курс по аналитике данных на Питоне (NumPy, Pandas, Matplotlib)","related_orig_text":"","related_porno":false,"related_short":true,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"\",\"url\":\"http:\\/\\/www.youtube.com\\/watch?v=MVtrwcrdRgY\",\"src\":\"serp\",\"rvb\":\"EhYKFDEzNzg3NjgwMzc3NDE0Mzg4MzA3GhYKFDEzNzg3NjgwMzc3NDE0Mzg4MzA3WhQxMzc4NzY4MDM3NzQxNDM4ODMwN2quDRIBMBgAIkQaMAAKKWhodmVhbWt3cm13cnZ2c2hoVUNDWEY2OERhX25kY212dl85T0c3NUN3EgIAESoQwg8PGg8_E-sCggQkAYAEKyqLARABGniB-P4D7wX6APz2__j9AgABFwL88fQCAv_zD_XzAwH_AAMOEAcEAQAAH_rwBQMAAAAEAfgG8f0BAAAQ8gsDAAAAKgD9BvsA_wD4FQ0G_gEAAAHu-gP1AgABFPH59f8AAAANBQEF-_8AAAUL7QoAAAAADvQABgAAAAAgAC2IKsI7OBNACUhOUAIqcxAAGmAkCQAJEgn_2QQb0QD48fnM4e3sAs8IAOAQAC7tAPUGBMCyEf4AId0mCMIAAAA5Ig8U3ADuTy_wCDQQCwwV4_kKOX_4DuMhyNoCtcsRJdj57tUFHvUA4h8FCjj4EBMh_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-wgAA2MEAAEhCAADIQQAA0EEAAADCAADwQQAAgEEAAHBBAADuwgAAMEEAAEDBAACgwAAAsEEAAChCAAA4QgAAyMEAAJDBAAAgwQAApEIAADTCAACAvwAA8MEAAABBAAAUwgAAoEEAAAzCAAAQwQAASMIAAMhBAACKQgAAwEEAANDBAACawgAAgL8AAJhBAACQQQAA4MEAAHRCAACSQgAAQMAAAMhBAACAwQAAvMIAAFjCAADAwQAAIEIAAIC_AABAQQAATEIAAOBAAADgwAAA4EAAAIjBAACAvwAAGMIAAEzCAAAAQgAAhsIAADBBAAAgwgAACMIAABDBAABwwQAA2EEAAHTCAAD4QQAAQMEAAARCAADAwQAAjsIAALBCAADAQAAAhkIAAEBAAACwwgAAqEEAABBCAABAQAAA4MEAAJhBAAAwwQAAoEEAAEBAAACyQgAAgMIAAIBAAAAQwgAAAMIAAEBBAACYQQAAHMIAAP5CAACwwQAAEMEAAADAAADQwQAAXMIAAAxCAABgQQAAgEEAAChCAAC4wQAARMIAAKDBIAA4E0AJSHVQASqPAhAAGoACAACAuwAAC78AAIi9AABUvgAAFL4AAMi9AAA5PwAAH78AAFy-AACuvgAATL4AAGS-AADgPAAACb8AAIA7AAAcPgAAoDwAABw-AADoPQAAPz8AAA8_AAA8PgAAUL0AADC9AACqPgAAHD4AAHw-AABwPQAAJD4AAJi9AAAFPwAArr4AAP4-AACSvgAATL4AAO4-AAD4PQAA4r4AAI6-AAC6PgAArr4AAGy-AACavgAAmr4AADw-AACuPgAArj4AAIa-AABEvgAAVL4AAAy-AACKvgAAcD0AACS-AACaPgAADD4AAH8_AAB0vgAAZD4AALi9AABkPgAAPD4AABC9AAAsPiAAOBNACUh8UAEqjwIQARqAAgAAJL4AAJg9AABQvQAANb8AACS-AACWPgAADD4AANg9AADgvAAAXD4AAJK-AADgPAAAor4AAKA8AABQvQAAQLwAAFS-AABHPwAAQDwAAAE_AAB0PgAAuL0AACS-AABAPAAAJL4AAIa-AAAUvgAA6D0AAIi9AAA0PgAAgLsAAJi9AAAcPgAANL4AAKY-AAAMvgAATD4AALa-AACivgAAkj4AAOC8AACgvAAAiL0AAMg9AABQPQAAiL0AAH-_AABEPgAAlj4AAKi9AACgvAAAQLwAAHy-AAAsPgAA9j4AADw-AACAOwAAFL4AAI4-AAAEPgAAuD0AAIo-AABEPgAAML0gADgTQAlIfFABMAk4AUoAYABoAA,,\"}","related_url":"http://www.youtube.com/watch?v=MVtrwcrdRgY","parent-reqid":"1779518046785216-12032412144147832046-balancer-l7leveler-kubr-yp-sas-87-BAL","related_vfp":1,"relatedVideo":"yes"},"cwidth":1280,"cheight":720,"cratio":1.77777,"dups":["13787680377414388307"],"episode":0,"season":0,"isEmbedOnly":false,"greenHost":"YouTube","hasTranslation":false,"contentTypeId":null,"censored":false,"censoredShock":false,"isShockDoc":false},"undefined":{"docid":"","description":"","preview":{"posterSrc":"undefined/564x318_1"},"target":"_blank","position":"3","reqid":"1779518046785216-12032412144147832046-balancer-l7leveler-kubr-yp-sas-87-BAL","isAdultDoc":false,"cwidth":null,"cheight":null,"cratio":null,"dups":[],"episode":null,"season":null,"isEmbedOnly":false,"hasTranslation":false,"contentTypeId":null,"censored":false,"censoredShock":false,"isShockDoc":false}},"dups":{"13787680377414388307":{"videoId":"13787680377414388307","title":"Python Data Analytics / Урок #1 – Курс по аналитике данных на Питоне (NumPy, Pandas, Matplotlib)","cleanTitle":"Python Data Analytics / Урок #1 – Курс по аналитике данных на Питоне (NumPy, Pandas, Matplotlib)","host":{"title":"YouTube","href":"http://www.youtube.com/watch?v=MVtrwcrdRgY","playerUri":"\u003ciframe src=\"//www.youtube.com/embed/MVtrwcrdRgY?enablejsapi=1&wmode=opaque\" frameborder=\"0\" scrolling=\"no\" allowfullscreen=\"1\" allow=\"autoplay; fullscreen; accelerometer; gyroscope; picture-in-picture\" aria-label=\"Video\">\u003c/iframe>","playerId":"youtube","providerName":"youtube.com","sourceHost":"www.youtube.com","name":"youtube.com","secondPart":{"type":"CHANNEL","id":"d3d3LnlvdXR1YmUuY29tO1VDQ1hGNjhEYV9uZGNtdnZfOU9HNzVDdw==","name":"Школа itProger / Программирование","isVerified":false,"subscribersCount":0,"url":"/video/search?text=%D0%A8%D0%BA%D0%BE%D0%BB%D0%B0+itProger+%2F+%D0%9F%D1%80%D0%BE%D0%B3%D1%80%D0%B0%D0%BC%D0%BC%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D0%B5&q_source=channel","origUrl":"http://www.youtube.com/@itproger","a11yText":"Школа itProger / Программирование. "},"faviconUrl":"//favicon.yandex.net/favicon/v2/http%3A%2F%2Fyoutube.com?color=255%2C255%2C255%2C0&size=32&stub=1"},"duration":{"value":363,"text":"6:03","a11yText":"Длительность 6 минут 3 секунды","shortText":"6 мин"},"views":{"text":"65K","a11yText":"65 тысяч просмотров"},"date":"1 сен 2024","modifyTime":1725148800000,"isExternal":false,"player":{"embedUrl":"https://www.youtube.com/embed/MVtrwcrdRgY?autoplay=1&enablejsapi=1&wmode=opaque","playerId":"youtube","videoUrl":"http://www.youtube.com/watch?v=MVtrwcrdRgY","reqid":"1779518046785216-12032412144147832046-balancer-l7leveler-kubr-yp-sas-87-BAL","duration":363},"parentClipId":"13787680377414388307","href":"/preview/13787680377414388307?parent-reqid=1779518046785216-12032412144147832046-balancer-l7leveler-kubr-yp-sas-87-BAL","rawHref":"/video/preview/13787680377414388307?parent-reqid=1779518046785216-12032412144147832046-balancer-l7leveler-kubr-yp-sas-87-BAL","isEmbedOnly":false,"shouldPlayInstreamPreroll":false,"commentsDisabled":false,"reactionsDisabled":false}},"loadingStatus":"None"},"internal":{"videoId":"13787680377414388307","sandboxEventPrefix":"sandbox:","sandboxVersion":"0x906f9600bf4","isEmbedded":false,"from":"yavideo","service":"ya-video","hbPeriod":30,"table":"video_tech","isInstreamDisabled":true,"nonce":"2032412144147832046787","errorList":[],"isAdultAdv":false,"isImportantCommonAdv":false,"shouldShowAdvId":false,"advConfig":{"under-player":{"regular":{"default":"R-I-48058-725","mail":"R-A-13411721-6"},"adult":{"default":"R-I-474674-114","mail":"R-A-13426421-6"}},"under-player-lite":{"regular":{"default":"R-I-48058-728"},"adult":{"default":"R-I-474674-103"}},"under-player-old":{"regular":{"default":"R-I-48058-725","mail":"R-A-13411721-6"},"adult":{"default":"R-I-474674-114","mail":"R-A-13426421-6"}},"video-list":{"regular":{"default":"R-I-48058-708","mail":"R-A-13411721-2"},"adult":{"default":"R-I-474674-101","mail":"R-A-13426421-2"}},"search-list":{"adult":{"default":"R-I-474674-135","mail":"R-A-13426421-23"},"regular":{"default":"R-I-48058-751","mail":"R-A-13411721-23"}},"search-grid-inplace":{"regular":{"default":"R-I-48058-742","mail":"R-A-13411721-16"},"adult":{"default":"R-I-474674-126","mail":"R-A-13426421-16"}},"search-grid-head":{"regular":{"default":"R-I-2120168-7"}},"search-list-right":{"regular":{"default":"R-I-8843654-1"}},"before-player-old":{"regular":{"default":"R-I-2120168-1"}},"before-player":{"regular":{"default":"R-I-2120168-1"}}},"shouldValidateSandbox":false,"sandboxInitTimeout":15000,"isSSROnlyMastheadEnabled":true,"queryUriEscaped":"videoid%3A13787680377414388307","filterMode":1,"isUserChild":false,"advInstreamConfig":{"regular":{"default":{"category":"2","impId":"7","partnerId":"2216089","vmapScenarioId":"119"}},"adult":{"default":{"category":"3","impId":"4","partnerId":"1988486","vmapScenarioId":"119"}}},"querySource":"title"},"playbackQueue":{"currentIndex":0,"items":[{"type":"VIDEO","videoId":"13787680377414388307","source":"serp","selectEvent":"click"}]},"related":{"items":[],"pages":[],"loadingStatus":"None","nextPageNum":0,"ncrnd":0},"playlist":{"items":{}},"delayedViews":{"ids":[],"loadingStatus":"None"}}}