Youtube channel dataset. The dataset includes information such as video titles, view counts, publish dates, and authors. This dataset offers a comprehensive overview of the top YouTube channels, focusing on key performance indicators that contribute to channel popularity, audience growth, and content strategy. This dataset includes video titles, channels, views, likes, comment In this project, we focus on the comprehensive analysis of a dataset related to YouTube channels. Each video will again come with time-localized frame-level features so classifier predictions can be made at segment-level granularity. I look for a dataset providing the full list of Youtube channels. Personal notes Some of my other favorite channels are in the dataset, like @TeamCoco, @JJRedick, @HasanMinhaj. This dataset presents an insightful overview of the top 100 YouTube channels as of December 2024, offering a snapshot of leading channels across various genres, from entertainment to educational content. Let‘s dive in! Why Scrape YouTube Data? This dataset showcases the top 100 YouTube Channels in 2024, including key metrics such as subscribers, total views, and video count, it has been manually curated to provide a snapshot of the leadi Data of top Youtube influencersSomething went wrong and this page crashed! If the issue persists, it's likely a problem on our side. In this article we will demonstrate how to use it to get a rich dataset which will allow us to analyze and compare the top tech channels. The data highlights the significant presence of Indian channels in the top rankings. 60 confidence rating threshold. Explore the Most Popular YouTube Channels of 2024 Dataset Card for YouTubeTranscriptData Dataset Details Dataset Description This dataset contains transcripts of around 167K youtube videos that include coding lectures, podcasts, interviews, news videos, commentary and song lyrics. 16K+ popular Youtube channels dataset for data science projects such as channel classification, natural language processing, and recommender system. In this comprehensive video, learn how to use SQL to perform common data analysis tasks. Data by video and over time This dataset provides a detailed list of the 50 most-subscribed YouTube channels globally, offering a valuable snapshot of the platform's top content creators and their reach as of early 2023. https://www. Can anyone suggest a more recent list of Youtube channels? Contribute to Code-Gym/python-dataset development by creating an account on GitHub. Mar 11, 2023 · Each of the modules has a basic description of how it works, there is a FAQ section with additional information, an introductory video, and the excellent worksheet Working with YouTube Data Tools created by Daniel Jurg. The video demonstrates how to access the This repository contains code and data for analyzing YouTube statistics. The dataset in CSV format can be found in data/channels. Youtube has 30K+ channels with 1M+ subscribers, so not all of our favorite channels are covered in this dataset of 16K The full collection of all codes for my Youtube Channel segregated as per topic. Data is included for the US, GB, DE, CA, and FR regions (USA, Great Britain, Germany, Canada, and France, respectively), with up to 200 listed trending videos per day. It also includes three datasets from YouTube API: YouTube Search Items, YouTube Video Statistics, and YouTube Channel Statistics. The dataset contains the following features: Rank: The rank of the channel in the top 5000 Grade: The grade assigned to the channel Channel name: The name of the channel Video Uploads: The number of videos uploaded by This dataset goes hand in hand with another dataset (containing YouTube video annotations) that I created, namely YouTubers Saying Things. This dataset can be used to analyze trends in data science content, identify popular topics, and understand audience engagement with these channels. I don't think this is trained on the expanded dataset with the additional 2 classes. Files: youtube_video_dataset. For this project I used the dataset Global … Get a YouTube videos dataset with millions of records. It Contribute to uyentmai271/YouTube_channel_dataset_analysis development by creating an account on GitHub. I've added some aggregated data about videos of each channel as well. Owned by Google, it is the second most visited website, right after Google itself. Kaggle's platform is the fastest way to get started on a new data Dec 4, 2024 · This paper presents the first large-scale multilingual multi-category dataset, YT-30M 1 for comment classification tasks on YouTube. It covers Aug 13, 2021 · This paper used a series of machine learning analysis methods on the YouTube channel dataset. This dataset captures detailed information about the top-performing YouTube channels globally, including their rank, name, subscribers, video views, video count, category, and the year they started. The purpose of this project is to analyze a YouTube Channels dataset to gain insights into channel performance, identify patterns, and predict key metrics. This dataset can be used for various analyses, such as sentiment analysis. Nov 30, 2023 · This project is a comprehensive YouTube data analysis dashboard built using Streamlit in Python. It includes features such as video title, channel title, category, publish time, tags, views, likes, dislikes, and comment count. Reverse image search thumbnails, geolocate in google maps, and translate ISO country and language codes. Contribute to no37no37/youtube_channels_analysis development by creating an account on GitHub. - jmrashed/YouTube-Channel-Analysis 🔔Subscribe to Board Infinity's youtube channel:- http://bit. Always employ the highest-quality video format. tfrecords and a Parquet representation of the YouTube 8 Million dataset. MrBeast leads with 336 million subscribers, followed by T-Series and Cocomelon. It can be used to analyze the popularity and reach of different channels based on their subscriber numbers, helping to identify trends and successful strategies in the YouTube space. For most use cases you will likely need to merge A YouTube dataset sample of over 1000 records. You The table contains data on trending YouTube videos in 113 countries, including daily and weekly rankings, view counts, likes, comments, and more. The Wall Street Journal, NPR, and the BBC also had their videos used to train AI, as did “The Late Show With Stephen Colbert,” “Last Week Tonight With John Oliver,” and “Jimmy Kimmel Live. Use the API to upload videos, manage playlists and subscriptions, update channel settings, and more. Datasets fields include video_id, trending_date, title, channel_title, category_id,publish_time, tags, views, likes, dislikes, comment_count. It will come in handy while working. - rohan-paul/MachineLearning-DeepLearning-Code-for-my-YouTube-Channel Discover the top 500 most subscribed YouTube channels. Top 5000 Youtube Channel data is used for Data Analysis in this Project. Something went wrong and this page crashed! If the issue persists, it's likely a problem on our side. YouTube channel Dataset (20 videos) - for beginners. data: This folder contains the dataset used in the project, topSubscribed. It’s designed to aggregate and visualize various metrics related to YouTube videos, aiding 0. Kaggle uses cookies from Google to deliver and enhance the quality of its services and to analyze traffic. - Youtube_statistics/Global YouTube Statistics. Both the datasets: YT-30M (full) and YT-100K (randomly selected 100K sample from YT-30M) are publicly released for further research. Ver 6 best. In this tutorial, we show you how to use the "browse AI" automation tool to scrape data from YouTube channels. I want a dataset consists of views (video's views), video length, video age, ratings, comments, tags, categories and other factors that might affect views. youtube_models. The speciality of this dataset is the inclusion of textual data of live comments on YouTube videos. ly/47LEBk3 Looking to start building your first data analytics p Jul 30, 2019 · For this analysis, I examined and drew insights from a kaggle dataset containing YouTube Trending Video Statistics. classification problemSomething went wrong and this page crashed! If the issue persists, it's likely a problem on our side. Display All Rows Except the Last 5 rows Using Head Method May 28, 2025 · This dataset is intended to support research in user behavior modeling, content recommendation systems, temporal video engagement, and personalized analytics. Exploring the Data Key explorations include: YouTube Video Dataset README Overview: This dataset comprises metadata for YouTube videos, including metrics like view count, likes, dislikes, and comment count, alongside information such as video titles, channel IDs, and publication dates. The data includes the Top US Trending Videos from Kaggle for August to November of 2020. Stay informed about the biggest names in the YouTube community with our accurate and This dataset showcases the top 100 YouTube channels in 2024, including key metrics such as subscribers, total views, and video count. Kaggle YouTube Channel Video MetadataSomething went wrong and this page crashed! If the issue persists, it's likely a problem on our side. The dataset, sourced from Kaggle and titled “Global YouTube Statistics 2023,” is a meticulously curated collection of data points about YouTube channels. The table contains data on YouTube videos from various data science channels, including information on views, likes, and comments. Using YouTube’s data API, we obtained meta-data associated with each video in our dataset regarding its video duration, the number of views, the number of likes, the number of dislikes and the number of comments each video has at the time of data collection. I found this dataset on Kaggle, but it is 3 years old. 📊 Here, we break down complex research Nov 2, 2021 · Do you want some free data sets to practice your data analysis skills? In this video, let me present you with 7 amazing resources to get FREE Datasets to practice and improve your data analysis With the YouTube Data API, you can add a variety of YouTube features to your application. Sep 3, 2023 · Analyzing and Visualizing Global YouTube Channel Statistics: Insights and Predictions YouTube, as one of the world’s largest video-sharing platforms, has given rise to a diverse set of content … The dataset used in this project contains information about trending videos on YouTube in various countries, including Canada. The ability for users to subscribe to channels was introduced in October 2005, with YouTube starting to publish lists of its most-subscribed channels in April 2006. The dataset used in this analysis was gotten from Kaggle and it includes various metrics such as subscribers, video views, channel types, country-wise statistics, and more. csv: This is the dataset containing all the information about YouTube channels, including attributes like subscribers, uploads, category, Country, and more. This project examines the "Top 5000 YouTube Channels" dataset from Kaggle, leveraging Python's Pandas library for data processing and analysis, and Seaborn for visualization. Explore and run machine learning code with Kaggle Notebooks | Using data from Most Subscribed YouTube Channels Jul 1, 2024 · Discover an automated solution for connecting YouTube Analytics to Power BI. Free Data Science Practice Project: Pandas Data Wrangling Practices Using YouTube Trending Videos Dataset, part of our Data Wrangling with Pandas Skill Track. Learn Data Analysis with Python in this comprehensive tutorial for beginners, with exercises included!NOTE: Check description for updated Notebook links. Data Exploration: We'll dive into the world of YouTube data, analyzing channel statistics, video performance, audience demographics, and more. Also there are multiple files that have been generated using webscrapping. Want to practically learn data analysis? Explore and run machine learning code with Kaggle Notebooks | Using data from multiple data sources YouTube is an American online video sharing and social media platform headquartered in San Bruno, California. Top 100 YouTube Channels (Updated Monthly) - ytRank. There are total 37352 rows and 16 columns. Join us to compete, collaborate, learn, and do your data science work. YouTube-8M is a large-scale labeled video dataset that consists of millions of YouTube video IDs, with high-quality machine-generated annotations from a diverse vocabulary of 3,800+ visual entities. If you find this dataset helpful, don't forget to leave a upvote 🌟 ️. It captures essential metrics such as subscriber count, total video views, number of videos, content category, and the year the channel was started. com Discover the latest ranking of the top 100 YouTube channels, updated every month. This repository includes trend analysis on user behavior, video statistics, channel Youtube Channel Dataset and Downloader for PyTorch - rickyHong/YouTubeDataset Kaggle is the world's largest community of data scientists. Column4: Category of the video of String data type. These algorithms include linear regression, correlation analysis, k-means cluster analysis, and social network analysis. It includes a variety of metrics such as subscriber counts, video views, upload frequency, country of origin, and potential earnings. Dataset Link: YouTube Dataset - All Data Science/Analyst Channels About This dataset provides an in-depth look at YouTube video analytics, capturing key metrics related to video performance, audience engagement, revenue generation, and viewer behavior. It includes information such as channel names, video titles, publication dates, views, like counts, and comment counts. YouTube-8M is a large-scale labeled video dataset that consists of millions of YouTube video IDs, with high-quality machine-generated annotations from a diverse vocabulary of 3,800+ visual Channels were picked randomly to extract data. Dataset was extracted using the Bright Data API. Over time YouTube videos may be deleted or taken down from public viewing by the uploading user. The dataset includes metrics such as video title, channel name, publish time, views, likes, dislikes, comment count, and category information. You will learn to implement basic data science topics like - exploratory Top YouTube Channels to Master Data Science: A Curated Collection The table contains data on various YouTube channels, including subscriber counts and links. Data includes the video title, channel title, publish time, tags, views, likes and The video is a tutorial on how to create a dashboard to display YouTube channel statistics using YouTube feeds without requiring API keys or permissions. YouTube Video and Channel Analytics: Statistics and Features Detailed insights into engagement, revenue, and viewer metrics for YouTube video This dataset includes several months (and counting) of data on daily trending YouTube videos. csv at main · Dizzyyluu/Youtube_statistics Dec 13, 2024 · This project aims to analyze the content of YouTube channels to gain insights into various aspects such as video engagement, trends, audience demographics, and content performance. This dataset goes hand in hand with another dataset (containing YouTube video annotations) that I created, namely YouTubers Saying Things. Manually curated, this data is invaluable for understanding the most influential creators of the year. 4 days ago · This dataset presents a large-scale compilation of Indonesian stand-up comedy video transcripts collected from Kompas TV’s official YouTube channel. ly/BIYT-Subscribe CHAUPAL - Late night study sessions in Hindi + English language. There would not be a data visualization without some data! ## About the Dataset For this tutorial, we will use the "Most Subscribed YouTube Channels" dataset from Kaggle. It offers a comparative view of live and mediated engagements, which includes information pertinent to the user's interaction of audio-story based YouTube contents. Sep 8, 2023 · 0 The YouTube API Did you know that YouTube had an API? And did you know that this API can be used to get all the data you need for a cool data science project? Well, now you do. SQL is one of the most important skills to have for data people. Data Sep 7, 2023 · Access to YouTube data, including videos, playlists, and channels, refers to the ability to programmatically obtain information and content from the popular video-sharing platform, YouTube. Content The collection comprises 22,709,724 original and automatically translated transcripts from 3,156,703 videos (721,136 individual channels). YouTube-india-data-analysis This dataset contains the youtube data for country india and Data is provided in between 2017 and 2018. Trend Analysis: Stay updated with the latest YouTube trends and insights to enhance content strategies. Aug 1, 2024 · To use this dataset, load it into any data analysis tool such as R, Python, or Excel. The analysis in this paper is performed on a smaller sample (YT-100K) of YT-30M. youtube_visualization. With comprehensive details on top creators' subscriber counts, video views, upload frequency, country of origin, earnings, and more, this treasure trove of information is a must-explore for aspiring content creators, data enthusiasts, and anyone Jun 13, 2023 · Looking for Datasets for a project? Here are some great options that I've used for a lot of my personal projects. About this dataset This dataset contains YouTube video and channel metadata to analyze the statistical relation between videos and form a topic tree. In this project, we focus on the comprehensive analysis of a dataset related to YouTube channels. Column3: Interval between day of establishment of Youtube and the date of uploading of the video of integer data type. Kaggle is the world's largest community of data scientists. Jun 18, 2021 · Download Citation | On Jun 18, 2021, Xintong Zhang and others published The Statistical Analysis based on YouTube Channel Dataset | Find, read and cite all the research you need on ResearchGate Dataset of all videos uploaded on Mr Beast Youtube Channel The dataset used in this analysis is named "Global Youtube Statistics. It includes information such as: Channel name Category Channel type Number of subscribers Number of video views Country 📌 Source: Assumed to be a structured CSV file with encoding handled using latin1. csv: Main Explore the YouTube Trending Video Dataset, updated daily with data from multiple countries. YT-30M (YT-100K) contains 32236173 (108694) comments posted by YouTube channel A comprehensive dataset of YouTube channels focusing on data science六 六 Kaggle is the world's largest community of data scientists. The dataset contains 91 unique YouTube channels, and 10 categories, these categories are assigned by me manually to these channels. Using NLP for analyzing YouTube comments offers advantages: The data generated by users in the form of comments is vast and NLP tools handle large datasets efficiently, making it possible to analyze comments at scale. Curated by: Shivendra Singh License: [none] Dataset Sources Repository Sep 23, 2022 · Abstract YouTube, one of the largest online video-sharing platforms today, has provided a place for content creators to share information and earn extra income. 8 million words, 6,124 sentences, and 17,394 annotated audience laughter events. Table 1 shows sample multilingual comments from our collected dataset for 5 different languages. The file is called most_subscribed_youtube_channels Dataset for analyzing Ken Jee's YouTube Channel. Learn how to set up YouTube Analytics Power BI integration in several clicks. It has been manually curated to provide a snapshot of the leadi Feb 20, 2023 · For this dataset, I discovered several ‘0 values’ in video views and counts variable, as well as several null values in the category variable. pt model weights used. https:// Once you have checked this, pull up the Plotly Express docs page. Quickly gather all the metadata about a video, playlist, or channel from the YouTube API. The dataset accompanies the paper: "A YouTube dataset with user-level usage data: Baseline characteristics and key insights" Authors: Shruti Lall, Mohit Agarwal, Raghupathy Sivakumar Dataset for data analaysisSomething went wrong and this page crashed! If the issue persists, it's likely a problem on our side. The dataset includes key data points such as video titles, views, upload dates, likes, and more. Channels are mostly in English. It's a beginner Friendly project where the Data is cleaned, filtered and manipulated to gain insights from the dataset. The dataset contains global statistics of various YouTube channels. com In this project, I have analyzed the dataset related to trending videos on YouTube, analyzed attributes such as Engagement Metrics: Views, Likes, Dislikes, Comments, and videoId, viewCount, durationSec by solving 20 analysis questions using advanced SQL queries. It has been manually curated to provide a snapshot of the leading channels as of December 2024. 1. Youtube. After the removal, the resulting dataset of ‘Most Subscribed YouTube Channels’ comprised 971 rows. It contains data collected from various YouTube channels worldwide. Dec 4, 2024 · This paper introduces two large-scale multilingual comment datasets, YT-30M (and YT-100K) from YouTube. Human-verified labels on about 237K segments on 1000 classes are collected from the validation set of the YouTube-8M dataset. This dataset includes several months (and counting) of data on daily trending Dec 25, 2024 · About Dataset "Top 100 YouTube Channels in 2024" This dataset highlights the top 100 YouTube channels of 2024, featuring key metrics such as subscriber counts, total views, and video volume. Sep 20, 2022 · From the supervised dataset, we constructed a multimodal model to infer the degree of engagement based on the content of a YouTube video such as title, audio, thumbnails, video, and tags. It includes key metrics such such as subscribers, total views, and video count. csv". This data consists of features retrieved using YouTube's API. In total, this represents nearly 45 billion words The dataset used in this project is sourced from Kaggle and comprises data scraped from various YouTube channels dedicated to data science and analytics. Column5: Length of the video of integer data type. This Specifically, I want to see what drives views and am looking for a public dataset or a way to collect data on YouTuBe videos. Kaggle's platform is the fastest way to get started on a new data Welcome To Our YouTube Channel DATA SETS. Links:1. Finally, download the dataset used for this tutorial from down below. This is a tutorial series to start your first journey in the field of data science, data analysis and machine learning. Jul 23, 2025 · YouTube comments analysis helps in understanding the emotional responses of viewers towards the video content. These records were subsequently removed from the dataset. Analyze YouTube channels for performance, engagement, and growth potential with real-time data insights. A collection of YouTube giants, this dataset offers a perfect avenue to analyze and gain valuable insights from the luminaries of the platform. YouTube-8M Segments was released in June 2019 with segment-level annotations. Kaggle's platform is the fastest way to get started on a new data Jun 18, 2018 · Data ingestion from YouTube Channel transfers When you transfer data from a YouTube Channel into BigQuery, the data is loaded into BigQuery tables that are partitioned by date. Nov 3, 2024 · This dataset offers a comprehensive analysis of MrBeast's YouTube channel for 2024, detailing key metrics such as video views, likes, comments, and engagement rates. The dataset includes detailed information on 995 channels, distributed across 28 different columns, Sep 10, 2023 · YouTube Statistics Data Project in Excel Hello everyone! I have been working on a data project to showcase what I have been learning in Microsoft Excel. This analysis performed on various YouTube datasets and includes observable trends. Gain insights into video titles, URLs, creators, video lengths, likes, views, and audience interactions. It includes insights into subscriber counts, total views, total videos, engagement statistics, and more. It is intended for analysis of viewer engagement and optimization of content strategies on the YouTube platform. csv. YouTube has more than one billion monthly users who collectively watch more than one billion hours of videos each day Jan 8, 2012 · 192 YouTube Channel Views Count This project compiles and analyzes data from 192 YouTube channels, totaling approximately 166,411 videos. ipynb: Building a machine learning model to predict subscriber growth based on video views, video count, and channel age. Data, Stats, Facts and Comparisons For requests: ttok5469@gmail. YouTube Channel Analysis This project is an analysis of the top 5000 YouTube channels, as provided in the dataset from Kaggle. It was launched on February 14, 2005, by Steve Chen, Chad Hurley, and Jawed Karim. Top-100-YouTube-Channel This dataset showcases the top 100 YouTube channels in 2024, including key metrics such as subscribers, total views, and video count. The dataset is particularly useful for analyzing patterns and trends in YouTube videos, such as the best times to publish for maximum engagement, the most popular categories, and identifying top-performing channels. This dataset can be used to analyze trends in video popularity, track the performance of channels, and understand audience engagement across different countries. 🔬 COVID-19 Open Research Dataset Analysis Welcome to our channel dedicated to exploring and analyzing the COVID-19 Open Research Dataset (CORD-19). Each region’s data is in a separate file. The YouTube transcriptions dataset contains technical tutorials (currently from James Briggs, Daniel Bourke, and AI Coffee Break) transcribed using OpenAI's Whisper (large). csv in this Github repository. Column2: uploader of the video of string data type. By This table provides information on the 50 most-subscribed YouTube channels, including their names, brand channels, number of subscribers, primary language, category, and country. To the best of our knowledge, YT-30M is the largest publicly available YouTube dataset for academic research. We demonstrate extracting information such as video titles, views, thumbnails Sri Lankan YouTube Channel Data (2025) – Detailed Channel Data Apr 6, 2019 · With Top 5000 Youtube channels data, I try to perform exploratory data analysis and visualizations using Python which can help reveal some possible correlations and insights about factors powering Feb 1, 2025 · The dataset contains user engagement and language-related information from two audio story-producing channels on YouTube. A total of 3,934 videos were processed, capturing over 2. Jul 16, 2024 · The dataset, called YouTube Subtitles, contains video transcripts from educational and online learning channels like Khan Academy, MIT, and Harvard. The dataset includes detailed information on 995 channels, distributed across 28 different columns, 📲 Curious about a career in Data Analytics? Book a call with a program advisor: https://bit. Sep 24, 2024 · This dataset provides comprehensive information about the top 100 YouTube channels based on subscriber count. Access our extensive YouTube datasets, encompassing detailed information on videos, user comments, and channel profiles. Apr 16, 2024 · Whether you‘re analyzing competitor channels, building a dataset for machine learning, or researching content trends, this guide will equip you with the tools and knowledge to scrape YouTube data at scale. 📺 YouTube-Commons 📺 YouTube-Commons is a collection of audio transcripts of 2,063,066 videos shared on YouTube under a CC-By license. Each entry includes the video title, URL, the number of laughter instances, the original transcript, and a 16K+ channels with channels descriptions and videos titles and descriptions Description This both the original . It offers valuable insights into the most popular content creators on the platform, their performance metrics, and channel details. Note that each item in the dataset contains just a short chunk of text. Track trends, analyze competitors and A/B tests, find outlier videos, and create thumbnails that convert—all powered by real-time YouTube data and in one platform The document lists the top 100 YouTube channels ranked by subscriber count, including details such as the number of uploads, views, and country of origin. . In order to be able to make requests to the YouTube API we need to follow these The YouTube Channel Scraper automation simplifies the process of extracting detailed data about YouTube channels, helping marketers, researchers, and growth hackers build datasets for analysis. Anticipating whether a video will This dataset showcases the top 100 YouTube channels in 2024, including key metrics such as subscribers, total views, and video count. But some other smaller channels like @kofuzi or bigger channels with niche topics like @TheCottageFairy are not. The table partition that the data is loaded into corresponds to the date from the data source. kaggle. This dataset is ideal for analyzing trends in entertainment content, audience engagement, and the Decode video frames at 30 frames per second and always employ accurate_seek options to ensure accurately retrieving the frames. Additionally, it uses machine learning to predict subscribers and classify high-growth channels. If you schedule multiple transfers for the same date, BigQuery Data Transfer Service overwrites the partition for that About Dataset Dataset Description: Column1: Video id of 11 characters. ” Proof News also found material from YouTube About This project analyzes the YouTube Trending Video Statistics dataset from Kaggle, which contains trending video data across multiple countries. The final output includes an interactive dashboard created with Streamlit for user-friendly data exploration. ipynb: Data visualization and exploration of the top 1000 YouTube channels. Introduction The 192 YouTube Channel Views Count project aims to provide insights and analytics on video performance across 192 different YouTube channels. Use vidIQ to track their stats and gain AI-powered insights to help boost your own channel's growth. With 9 direct features, 13 more indirect features, it has all that you need to build a deep understanding of how videos are related – including information like total views per unit time, channel views, likes/subscribers ratio, comments/views A collection of YouTube giants. Each row represents roughly a sentence-length chunk of text alongside the video URL and timestamp. This dataset provides an up-to-date list of channels sorted by subscriber count, offering insights into the most popular creators and trending content on the platform. com/2. Known for his extravagant challenges and philanthropic efforts, MrBeast has become one of YouTube's most influential creators. Access accurate and reliable YouTube video data. Video titles, thumbnail links, country codes, views, added subs, etc. ovh dtxj spfle mzlk lepe faymn exhzupd sst ptqv qebrb