---
description: '#NLP #KLUE RoBERTa #Tokenized Data Analysis'
---

# YouTube Thumbnail and Title Analysis

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fgit-blob-24b3b31413237cf288fa1fd956bba11c56362c69%2Fyoutube_thumbnail_and_title_analysis_%ED%8E%98%EC%9D%B4%EC%A7%80_01.jpg?alt=media" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fgit-blob-13bcbe65f5a3530a5fbd7116151f9eea058b3da8%2Fyoutube_thumbnail_and_title_analysis_%ED%8E%98%EC%9D%B4%EC%A7%80_02.jpg?alt=media" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fgit-blob-8d8fbb73ce4a86e39b055896b5735dad53cb8e3b%2Fyoutube_thumbnail_and_title_analysis_%ED%8E%98%EC%9D%B4%EC%A7%80_03.jpg?alt=media" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fgit-blob-b9299984f6098cc570e840f5a0318465a33e9411%2Fyoutube_thumbnail_and_title_analysis_%ED%8E%98%EC%9D%B4%EC%A7%80_04.jpg?alt=media" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fgit-blob-b072d46f51d98c917f01f4177e478927470f4fd6%2Fyoutube_thumbnail_and_title_analysis_%ED%8E%98%EC%9D%B4%EC%A7%80_05.jpg?alt=media" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fgit-blob-1d01f96a227bedd21138d475652bacc227839e40%2Fyoutube_thumbnail_and_title_analysis_%ED%8E%98%EC%9D%B4%EC%A7%80_06.jpg?alt=media" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fgit-blob-7e8514eea6e9c94e31955a52da2688ee29c6c8d4%2Fyoutube_thumbnail_and_title_analysis_%ED%8E%98%EC%9D%B4%EC%A7%80_07.jpg?alt=media" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fgit-blob-8fe8ff8e1602f86bd87b72631509f656c44b11bb%2Fyoutube_thumbnail_and_title_analysis_%ED%8E%98%EC%9D%B4%EC%A7%80_08.jpg?alt=media" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fgit-blob-e8943787344ef12f57cc333c8d3851956b15bf80%2Fyoutube_thumbnail_and_title_analysis_%ED%8E%98%EC%9D%B4%EC%A7%80_09.jpg?alt=media" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fgit-blob-9c99b107d33212004f7336efb020b5b40e120a9b%2Fyoutube_thumbnail_and_title_analysis_%ED%8E%98%EC%9D%B4%EC%A7%80_10.jpg?alt=media" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fgit-blob-0dd551b44c1fd88d84cfcdb7e98c0a826d82616a%2Fyoutube_thumbnail_and_title_analysis_%ED%8E%98%EC%9D%B4%EC%A7%80_11.jpg?alt=media" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fgit-blob-9bcaac7e73bc3e19f976498666bf55b73550a951%2Fyoutube_thumbnail_and_title_analysis_%ED%8E%98%EC%9D%B4%EC%A7%80_12.jpg?alt=media" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fgit-blob-263503b575f9502a2476a6edec8c0440d46f495f%2Fyoutube_thumbnail_and_title_analysis_%ED%8E%98%EC%9D%B4%EC%A7%80_13.jpg?alt=media" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fgit-blob-19887c56ba0bdb9edf2461ffb46e477d920654c0%2Fyoutube_thumbnail_and_title_analysis_%ED%8E%98%EC%9D%B4%EC%A7%80_14.jpg?alt=media" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fgit-blob-0458911afb364fda1f106440747259360f773a0c%2Fyoutube_thumbnail_and_title_analysis_%ED%8E%98%EC%9D%B4%EC%A7%80_15.jpg?alt=media" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fgit-blob-32190deb8116222ab2e949d7d7ec24c90fde2dc5%2Fyoutube_thumbnail_and_title_analysis_%ED%8E%98%EC%9D%B4%EC%A7%80_16.jpg?alt=media" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fgit-blob-3492e82d3e09cb17f99df40e71f7881b53be647c%2Fyoutube_thumbnail_and_title_analysis_%ED%8E%98%EC%9D%B4%EC%A7%80_17.jpg?alt=media" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fgit-blob-135a6203ec6a5c132368de2f099f0ffb3307d198%2Fyoutube_thumbnail_and_title_analysis_%ED%8E%98%EC%9D%B4%EC%A7%80_18.jpg?alt=media" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fgit-blob-6c937a824bb7833256cae118475006a2ba663b12%2Fyoutube_thumbnail_and_title_analysis_%ED%8E%98%EC%9D%B4%EC%A7%80_19.jpg?alt=media" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fgit-blob-61c2a1ad06701026e801f9bb1d48adcd8142c0a7%2Fyoutube_thumbnail_and_title_analysis_%ED%8E%98%EC%9D%B4%EC%A7%80_20.jpg?alt=media" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fgit-blob-57082f6d03fa391897ea4c5e555f2d26aad5f2d6%2Fyoutube_thumbnail_and_title_analysis_%ED%8E%98%EC%9D%B4%EC%A7%80_21.jpg?alt=media" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fgit-blob-9d89809cd90c27527793e5542256bcc02c9fe7f4%2Fyoutube_thumbnail_and_title_analysis_%ED%8E%98%EC%9D%B4%EC%A7%80_22.jpg?alt=media" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fgit-blob-b52e6ba5196da02b9cb89186623a280c13cd59c9%2Fyoutube_thumbnail_and_title_analysis_%ED%8E%98%EC%9D%B4%EC%A7%80_23.jpg?alt=media" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fgit-blob-97eb3cf8a9e7b1ab67c4e88f98591fce10c25ff9%2Fyoutube_thumbnail_and_title_analysis_%ED%8E%98%EC%9D%B4%EC%A7%80_24.jpg?alt=media" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fgit-blob-eba9b8dde99f96cbdba1129d3023c6012189ba02%2Fyoutube_thumbnail_and_title_analysis_%ED%8E%98%EC%9D%B4%EC%A7%80_25.jpg?alt=media" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fgit-blob-0ea71427b5f6e220bd488f9ec8a69353ec8cf1ca%2Fyoutube_thumbnail_and_title_analysis_%ED%8E%98%EC%9D%B4%EC%A7%80_26.jpg?alt=media" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fgit-blob-754b0af1fb8f6dc7bb5b43dd4c1b0eea77689d4d%2Fyoutube_thumbnail_and_title_analysis_%ED%8E%98%EC%9D%B4%EC%A7%80_27.jpg?alt=media" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fgit-blob-90c81eda3ce73242c4f2254ee17c85d02261bb90%2Fyoutube_thumbnail_and_title_analysis_%ED%8E%98%EC%9D%B4%EC%A7%80_28.jpg?alt=media" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fgit-blob-bc8b2cb29c45d0c78ddd1b2d1a67fdbbf374380e%2Fyoutube_thumbnail_and_title_analysis_%ED%8E%98%EC%9D%B4%EC%A7%80_29.jpg?alt=media" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fgit-blob-b683c6db0f0f9cf42d97549d583c53f75760f170%2Fyoutube_thumbnail_and_title_analysis_%ED%8E%98%EC%9D%B4%EC%A7%80_30.jpg?alt=media" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fgit-blob-53d315ef9ce6465de6613fc0097573206fe18da2%2Fyoutube_thumbnail_and_title_analysis_%ED%8E%98%EC%9D%B4%EC%A7%80_31.jpg?alt=media" alt=""><figcaption></figcaption></figure>
