This table includes platform data for Facebook participants in the Deactivation experiment. Each row of the dataset corresponds to data from a participant’s Facebook user account. Each column contains a value, or set of values, that aggregates log data for this specific participant over a certain period of time.

As of April 2024, Facebook had an addressable ad audience reach 131.1 percent in Libya, followed by the United Arab Emirates with 120.5 percent and Mongolia with 116 percent. Additionally, the Philippines and Qatar had addressable ad audiences of 114.5 percent and 111.7 percent.

As of April 2024, it was found that men between the ages of 25 and 34 years made up Facebook largest audience, accounting for 18.4 percent of global users. Additionally, Facebook's second largest audience base could be found with men aged 18 to 24 years.

              Facebook connects the world

              Founded in 2004 and going public in 2012, Facebook is one of the biggest internet companies in the world with influence that goes beyond social media. It is widely considered as one of the Big Four tech companies, along with Google, Apple, and Amazon (all together known under the acronym GAFA). Facebook is the most popular social network worldwide and the company also owns three other billion-user properties: mobile messaging apps WhatsApp and Facebook Messenger,
              as well as photo-sharing app Instagram. Facebook usersThe vast majority of Facebook users connect to the social network via mobile devices. This is unsurprising, as Facebook has many users in mobile-first online markets. Currently, India ranks first in terms of Facebook audience size with 378 million users. The United States, Brazil, and Indonesia also all have more than 100 million Facebook users each.

App Reviews

https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F1842206%2Fd4a6033b6bd31af45d5175d02e697934%2FAPPLEAPPS2.png?generation=1700357122842963&alt=media" alt="">

1. uber-request-a-ride-us- 73787 rows
2. waze-navigation-live-traffic-us- 26260 rows
3. facebook-us- 24200 rows
4. spotify-music-and-podcasts-us- 15580 rows
5. netflix-us- 11760 rows
6. pinterest-us- 10860 rows
7. X-us- 8160 rows
8. tiktok-us- 2542 rows
9. tinder-dating-chat-friends-us- 1060 rows
10. instagram-us- 300 rows

These reviews are from Apple App Store

Usage

This dataset should paint a good picture on what is the public's perception of the apps over the years. Using this dataset, we can do the following

1. Extract sentiments and trends
2. Identify which version of an app had the most positive feedback, the worst.
3. Use topic modelling to identify the pain points of the application.

(AND MANY MORE!)

Note

Images generated using Bing Image Generator

TOOLVERIFIER: Generalization to New Tools via Self-Verification

This repository contains the ToolSelect dataset which was used to fine-tune Llama-2 70B for tool selection.

  Data

ToolSelect data is synthetic training data generated for tool selection task using Llama-2 70B and Llama-2-Chat-70B. It consists of 555 samples corresponding to 173 tools. Each training sample is composed of a user instruction, a candidate set of tools that includes the ground truth tool, and a… See the full description on the dataset page: https://huggingface.co/datasets/facebook/toolverifier.

vivekath0/FB-user-engagement-data dataset hosted on Hugging Face and contributed by the HF Datasets community

According to a global survey conducted in February 2024, almost 40 percent of Facebook users paid attention to news from mainstram news outlets and mainstream journalists on the social network. Additionally, 39 percent reported paying attention to personalities, such as celebrities and influencers. Around one in four Facebook users paid attention to politicians and politican activists on the network.

Cristiano Ronaldo has one of the most popular Instagram accounts as of April 2024.

              The Portuguese footballer is the most-followed person on the photo sharing app platform with 628 million followers. Instagram's own account was ranked first with roughly 672 million followers.

              How popular is Instagram?

              Instagram is a photo-sharing social networking service that enables users to take pictures and edit them with filters. The platform allows users to post and share their images online and directly with their friends and followers on the social network. The cross-platform app reached one billion monthly active users in mid-2018. In 2020, there were over 114 million Instagram users in the United States and experts project this figure to surpass 127 million users in 2023.

              Who uses Instagram?

              Instagram audiences are predominantly young – recent data states that almost 60 percent of U.S. Instagram users are aged 34 years or younger. Fall 2020 data reveals that Instagram is also one of the most popular social media for teens and one of the social networks with the biggest reach among teens in the United States.

              Celebrity influencers on Instagram
              Many celebrities and athletes are brand spokespeople and generate additional income with social media advertising and sponsored content. Unsurprisingly, Ronaldo ranked first again, as the average media value of one of his Instagram posts was 985,441 U.S. dollars.

https://logos-world.net/wp-content/uploads/2020/04/Facebook-Logo.png" alt="Facebook">

Facebook is an American online social media and social networking service owned by Facebook, Inc.

Founded in 2004 by Mark Zuckerberg with fellow Harvard College students and roommates Eduardo Saverin, Andrew McCollum, Dustin Moskovitz, and Chris Hughes, its name comes from the face book directories often given to American university students. Membership was initially limited to Harvard students, gradually expanding to other North American universities and, since 2006, anyone over 13 years old. As of 2020, Facebook claimed 2.8 billion monthly active users, and ranked seventh in global internet usage. It was the most downloaded mobile app of the 2010s.

Dataset Summary

We introduce Multi-IF, a new benchmark designed to assess LLMs' proficiency in following multi-turn and multilingual instructions. Multi-IF, which utilizes a hybrid framework combining LLM and human annotators, expands upon the IFEval by incorporating multi-turn sequences and translating the English prompts into another 7 languages, resulting in a dataset of 4501 multilingual conversations, where each has three turns. Our evaluation of 14 state-of-the-art LLMs on… See the full description on the dataset page: https://huggingface.co/datasets/facebook/Multi-IF.

Message Content Rephrasing Dataset

Introduced by Einolghozati et al. in Sound Natural: Content Rephrasing in Dialog Systems https://aclanthology.org/2020.emnlp-main.414/ We introduce a new task of rephrasing for amore natural virtual assistant. Currently, vir-tual assistants work in the paradigm of intent-slot tagging and the slot values are directlypassed as-is to the execution engine. However,this setup fails in some scenarios such as mes-saging when the query given by the user… See the full description on the dataset page: https://huggingface.co/datasets/facebook/content_rephrasing.

Data you can expect: - Metadata (country, region, city, coordinates, address, categories, description, operating hours, and more) - Contacts (phone contacts, email, website) - Social profiles (LinkedIn, Twitter, Instagram, Facebook) - Reviews (reviews and ratings on different sites) - Menus (categories, items, prices, descriptions and photos) - Other info (awards, Michelin stars, executive chef, popular dishes, average meal price, and more) - Photos (ambience, food, menu photos)

Let us know if you have a specific request, and we'll try to fulfil it.

How we deliver data: - We transform it to fit your system's data schema, (ease the pain and cost of having data engineers from your side) - We are completely flexible on the delivery format and method.

Unlock the full potential of your social media outreach with our comprehensive Global Social Media Database, meticulously designed to meet your strategic needs. Covering major regions across the globe—APAC, Europe, Africa, North America, South America, and LATAM—this dynamic resource spans 16 diverse industries, making it a powerful catalyst for your marketing and social engagement strategies.

Global Geographical Coverage: Our database is designed to offer extensive coverage, enabling you to engage audiences across:

1. APAC (Asia-Pacific): China, India, Japan, South Korea, Australia, and more.
2. Europe: United Kingdom, Germany, France, Italy, Spain, and others.
3. Africa: South Africa, Nigeria, Kenya, Egypt, and more.
4. North America: United States, Canada, Mexico.
5. South America: Brazil, Argentina, Chile, Colombia, and more.
6. LATAM (Latin America): Brazil, Argentina, Peru, Venezuela, and other nations.

This widespread reach ensures that your campaigns resonate across both developed and emerging markets.

Industries Covered: Our data spans the following key industries:

1. Technology
2. Healthcare
3. Finance
4. Manufacturing
5. Education
6. Hospitality
7. Real Estate
8. Energy
9. Agriculture
10. Transportation
11. Media
12. Telecommunications
13. Automotive
14. Pharmaceutical
15. Aerospace

16. Retail

    Employee Size & Revenue: We recognize the importance of targeted outreach, which is why our database also includes employee size and revenue data for each company, ensuring that you can filter and approach organizations based on their scale and financial capacity. Whether you're targeting small businesses or multinational corporations, we’ve got you covered with customized insights to optimize your campaigns.

    Key Database Attributes: Our comprehensive social media data offers the following key attributes:

17. Total Contacts: 120M+

18. Social Platforms: LinkedIn, Facebook, YouTube, TwitterX

19. Direct Dials: Verified

20. Email Addresses: Verified

21. Live Profile Links: Provided on request

    What Sets Us Apart:

    1. Verified Direct Dials & Emails:
       Accuracy is our priority. Each contact in our database comes with verified direct dials and email addresses, ensuring you reach the right people, reducing wasted outreach efforts, and maximizing engagement.

    2. Free Lead Replacement:
       Understanding that social media data is ever-changing, we offer cost-free lead replacements, maintaining the quality and relevance of your contacts over time, with no added costs.

    3. Sourcing Excellence:
       Our data isn't merely aggregated. We use precise sourcing strategies, leveraging both publication sites and a dedicated contact discovery team, guaranteeing the authenticity and relevance of our database.

    4. Live Profile Links:
       Want to explore a profile in real-time? We provide live links to social media profiles across LinkedIn, Facebook, YouTube, and TwitterX, allowing seamless interaction and profile verification.

    5. Global Reach:
       Our reach extends across continents, from the vibrant tech hubs of APAC to thriving business sectors in North America, making our database indispensable for engaging diverse and global audiences.

    6. Industry-Specific Targeting:
       Our data is structured for industry-specific targeting. Whether you are engaging with healthcare, finance, or manufacturing professionals, we provide nuanced insights tailored to your needs, ensuring strategic precision.

    7. Strategic Asset:
       Our database isn't just a collection of contacts—it's a strategic asset. With 250M+ verified contacts, direct dials, and email addresses, it empowers you to align your social media strategy with your overall sales and marketing goals, enabling meaningful interactions that can translate into successful business engagements.

    Amplify Your Social Media Presence: Use our Global Social Media Data to drive meaningful connections and enhance your social media presence. With our data, you’ll have the ability to reach the right people, at the right time, on the right platforms. Whether you're exploring new territories, scaling your operations, or targeting niche industries, our data will empower you to make an impactful difference in your social media outreach.

Let us be your trusted partner as you navigate the intricate world of global social engagement strategies!

Call Now For \💻⭐dial 1(855)-996–0045 Frequently Asked Questions (Q&A) Q1: how to contact F A C E B O O K support? A: Reconciliation discrepancies can occur due to data entry errors, ⭐💻⭐dial 1(855)-996–0045missing transactions, bank errors, or issues with the company file. Review ⭐💻⭐dial 1(855)-996–0045 reconciliation report and verify transaction details to identify the cause. Q2: How do I review the reconciliation report in F A C E B O O K? A: Go tFor assistance with F A C E B O O K, call ⭐ 💻⭐dial 1(855)-996–0045 Support is available around the clock to help with tax calculations, compliance issues, and payroll features. Call Now For 💻⭐dial 1(855)-996–0045Frequently Asked Questions (Q&A) Q1: how to contact F A C E B O O K support? A: Reconciliation discrepancies can occur due to data entry errors, ⭐💻⭐dial 1(855)-996–0045 missing transactions, bank errors, or issues with the company file. Review ⭐💻⭐dial 1(855)-996–0045 Q2: How do I review the reconciliation report in F A C E B O O K? A: Go to the Reports menu, select Banking > ⭐💻⭐dial 1(855)-996–0045 Reconciliation Discrepancy, and review the report for discrepancies. Q3: What should I do if I find missing transactions? A: Add the missing transactions in F A C E B O O K and ensure there are no duplicates ⭐\💻⭐dial 1(855)-996–0045 Compare your bank statement with the transactions in F A C E B O O K to identify any omissions. Q4: How do I verify uncleared transactions? A: Go to the Banking menu, select Reconcile, and review the list of ⭐💻⭐dial 1(855)-996–0045 uncleared transactions. Ensure they are included in the reconciliation process. Q5: Can bank errors cause reconciliation discrepancies? A: Yes, errors in the bank statement, such as incorrect deposits or withdrawals ⭐💻⭐dial 1(855)-996–0045 can cause discrepancies. Contact your bank to verify the accuracy of the statement. Q6: How do I check the opening balance in F A C E B O O K? A: Go to the Lists menu, select Chart of Accounts, and review the opening balance for the account you ⭐💻⭐dial 1(855)-996–0045 are reconciling. Ensure it matches the bank statement. Q7: What should I do if the company file is damaged? A: Use the Rebuild Data tool to fix issues caused by a damaged ⭐💻⭐dial 1(855)-996–0045 company file. Go to File > Utilities > Rebuild Data and follow the prompts. Q8: How do I use the F A C E B O O K Reconciliation Discrepancy Tool? A: Download the F A C E B O O K Tool Hub, go to the Company File Issues tab ⭐💻⭐dial 1(855)-996–0045 and select Reconciliation Discrepancy Tool. Follow the prompts to diagnose and fix discrepancies. Q9: Can unapplied payments or credits affect reconciliation? A: Yes, payments or credits that are not applied correctly can affect reconciliation. Review each customer’s account ⭐\💻⭐dial 1(855)-996–0045 in the Customer Center and ensure payments and credits are applied correctly. Q10: What if none of the solutions work? A: If none of the solutions work, contact F A C E B O O K support ⭐ or 💻⭐dial 1(855)-996–0045 for professional assistance. They can help diagnose and resolve complex issues.o the Reports menu, select Banking > ⭐💻⭐dial 1(855)-996–0045 Reconciliation Discrepancy, and review the report for discrepancies. Q3: What should I do if I find missing transactions? A: Add the missing transactions in F A C E B O O K and ensure there are no duplicates ⭐💻⭐dial 1(855)-996–0045 Compare your bank statement with the transactions in F A C E B O O K to identify any omissions. Q4: How do I verify uncleared transactions? A: Go to the Banking menu, select Reconcile, and review the list of ⭐💻⭐dial 1(855)-996–0045 uncleared transactions. Ensure they are included in the reconciliation process. Q10: What if none of the solutions work? A: If none of the solutions work, contact F A C E B O O K support 💻⭐dial 1(855)-996–0045 assistance. They can help diagnose and resolve complex issues.

Dataset Information

This dataset consists of images collected from publicly available sources such as YouTube, Instagram, Facebook, and e-commerce product sites. Please note that all images are collected from public profiles, and no private data is included.

  Important Notes:

The images have not been manually reviewed and are collected using an AI algorithm. The dataset was automatically gathered using specific algorithms designed for this purpose. The dataset was… See the full description on the dataset page: https://huggingface.co/datasets/Aihometr/UniVerse.

Instagram’s most popular post

              As of April 2024, the most popular post on Instagram was Lionel Messi and his teammates after winning the 2022 FIFA World Cup with Argentina, posted by the account @leomessi. Messi's post, which racked up over 61 million likes within a day, knocked off the reigning post, which was 'Photo of an Egg'. Originally posted in January 2021, 'Photo of an Egg' surpassed the world’s most popular Instagram post at that time, which was a photo by Kylie Jenner’s daughter totaling 18 million likes.
              After several cryptic posts published by the account, World Record Egg revealed itself to be a part of a mental health campaign aimed at the pressures of social media use.

              Instagram’s most popular accounts

              As of April 2024, the official Instagram account @instagram had the most followers of any account on the platform, with 672 million followers. Portuguese footballer Cristiano Ronaldo (@cristiano) was the most followed individual with 628 million followers, while Selena Gomez (@selenagomez) was the most followed woman on the platform with 429 million. Additionally, Inter Miami CF striker Lionel Messi (@leomessi) had a total of 502 million. Celebrities such as The Rock, Kylie Jenner, and Ariana Grande all had over 380 million followers each.

              Instagram influencers

              In the United States, the leading content category of Instagram influencers was lifestyle, with 15.25 percent of influencers creating lifestyle content in 2021. Music ranked in second place with 10.96 percent, followed by family with 8.24 percent. Having a large audience can be very lucrative: Instagram influencers in the United States, Canada and the United Kingdom with over 90,000 followers made around 1,221 US dollars per post.

              Instagram around the globe

              Instagram’s worldwide popularity continues to grow, and India is the leading country in terms of number of users, with over 362.9 million users as of January 2024. The United States had 169.65 million Instagram users and Brazil had 134.6 million users. The social media platform was also very popular in Indonesia and Turkey, with 100.9 and 57.1, respectively. As of January 2024, Instagram was the fourth most popular social network in the world, behind Facebook, YouTube and WhatsApp.

As of January 2024, Instagram was slightly more popular with men than women, with men accounting for 50.6 percent of the platform’s global users. Additionally, the social media app was most popular amongst younger audiences, with almost 32 percent of users aged between 18 and 24 years.

              Instagram’s Global Audience

              As of January 2024, Instagram was the fourth most popular social media platform globally, reaching two billion monthly active users (MAU). This number is projected to keep growing with no signs of slowing down, which is not a surprise as the global online social penetration rate across all regions is constantly increasing.
              As of January 2024, the country with the largest Instagram audience was India with 362.9 million users, followed by the United States with 169.7 million users.

              Who is winning over the generations?

              Even though Instagram’s audience is almost twice the size of TikTok’s on a global scale, TikTok has shown itself to be a fierce competitor, particularly amongst younger audiences. TikTok was the most downloaded mobile app globally in 2022, generating 672 million downloads. As of 2022, Generation Z in the United States spent more time on TikTok than on Instagram monthly.

As of April 2024, almost 32 percent of global Instagram audiences were aged between 18 and 24 years, and 30.6 percent of users were aged between 25 and 34 years. Overall, 16 percent of users belonged to the 35 to 44 year age group.

              Instagram users

              With roughly one billion monthly active users, Instagram belongs to the most popular social networks worldwide. The social photo sharing app is especially popular in India and in the United States, which have respectively 362.9 million and 169.7 million Instagram users each.

              Instagram features

              One of the most popular features of Instagram is Stories. Users can post photos and videos to their Stories stream and the content is live for others to view for 24 hours before it disappears. In January 2019, the company reported that there were 500 million daily active Instagram Stories users. Instagram Stories directly competes with Snapchat, another photo sharing app that initially became famous due to it’s “vanishing photos” feature.
              As of the second quarter of 2021, Snapchat had 293 million daily active users.

As of April 2024, around 16.5 percent of global active Instagram users were men between the ages of 18 and 24 years. More than half of the global Instagram population worldwide was aged 34 years or younger.

              Teens and social media

              As one of the biggest social networks worldwide, Instagram is especially popular with teenagers. As of fall 2020, the photo-sharing app ranked third in terms of preferred social network among teenagers in the United States, second to Snapchat and TikTok. Instagram was one of the most influential advertising channels among female Gen Z users when making purchasing decisions. Teens report feeling more confident, popular, and better about themselves when using social media, and less lonely, depressed and anxious.
              Social media can have negative effects on teens, which is also much more pronounced on those with low emotional well-being. It was found that 35 percent of teenagers with low social-emotional well-being reported to have experienced cyber bullying when using social media, while in comparison only five percent of teenagers with high social-emotional well-being stated the same. As such, social media can have a big impact on already fragile states of mind.

How much time do people spend on social media? As of 2025, the average daily social media usage of internet users worldwide amounted to 141 minutes per day, down from 143 minutes in the previous year. Currently, the country with the most time spent on social media per day is Brazil, with online users spending an average of 3 hours and 49 minutes on social media each day. In comparison, the daily time spent with social media in the U.S. was just 2 hours and 16 minutes. Global social media usageCurrently, the global social network penetration rate is 62.3 percent. Northern Europe had an 81.7 percent social media penetration rate, topping the ranking of global social media usage by region. Eastern and Middle Africa closed the ranking with 10.1 and 9.6 percent usage reach, respectively. People access social media for a variety of reasons. Users like to find funny or entertaining content and enjoy sharing photos and videos with friends, but mainly use social media to stay in touch with current events friends. Global impact of social mediaSocial media has a wide-reaching and significant impact on not only online activities but also offline behavior and life in general. During a global online user survey in February 2019, a significant share of respondents stated that social media had increased their access to information, ease of communication, and freedom of expression. On the flip side, respondents also felt that social media had worsened their personal privacy, increased a polarization in politics and heightened everyday distractions.