The global number of Facebook users was forecast to continuously increase between 2023 and 2027 by in total 391 million users (+14.36 percent). After the fourth consecutive increasing year, the Facebook user base is estimated to reach 3.1 billion users and therefore a new peak in 2027. Notably, the number of Facebook users was continuously increasing over the past years. User figures, shown here regarding the platform Facebook, have been estimated by taking into account company filings or press material, secondary research, app downloads and traffic data. They refer to the average monthly active users over the period and count multiple accounts by persons only once.The shown data are an excerpt of Statista's Key Market Indicators (KMI). The KMI are a collection of primary and secondary indicators on the macro-economic, demographic and technological environment in up to 150 countries and regions worldwide. All indicators are sourced from international and national statistical offices, trade associations and the trade press and they are processed to generate comparable data sets (see supplementary notes under details for more information).

This dataset contains information about posts made on Famous Cosmetic Brand's Facebook page from 1st of January to 31th of December of 2014. Each row represents a single post and includes the following attributes:

1. Page total likes: The total number of likes for the page at the time of the post. Example: 139441
2. Type: The type of post (e.g., photo, status, video, link). Example: Photo
3. Category: A categorical variable representing the content category of the post (the specific meaning of the categories is not defined in the provided data). Example: 2
4. Post Month: The month the post was published (likely represented numerically, e.g., 12 for December). Example: 12
5. Post Weekday: The day of the week the post was published (likely represented numerically, e.g., 1 for Monday). Example: 4
6. Post Hour: The hour of the day the post was published (likely in 24-hour format). Example: 3
7. Paid: A binary variable indicating whether the post was a paid advertisement (1 for yes, 0 for no). Example: 0
8. Lifetime Post Total Reach: The total number of unique people who saw the post during its lifetime. Example: 2752
9. Lifetime Post Total Impressions: The total number of times the post was displayed, regardless of whether it was clicked or seen. Example: 5091
10. Lifetime Engaged Users: The number of unique people who engaged with the post (e.g., liked, commented, shared, clicked). Example: 178
11. Lifetime Post Consumers: The number of unique people who clicked anywhere in the post. Example: 109
12. Lifetime Post Consumptions: The total number of clicks anywhere in the post. Example: 159
13. Lifetime Post Impressions by people who have liked your Page: The number of times the post was shown to people who liked the page. Example: 3078
14. Lifetime Post reach by people who like your Page: The number of people who like the page that saw the post. Example: 1640
15. Lifetime People who have liked your Page and engaged with your post: The number of people who liked the page that engaged with the post. Example: 119
16. comment: Number of comments on the post. Example: 4
17. like: Number of likes on the post. Example: 79
18. share: Number of shares of the post. Example: 17
19. Total Interactions: Total number of interactions with the post (likely sum of comments, likes, and shares). Example: 100

Citation: (Moro et al., 2016) S. Moro, P. Rita and B. Vala. Predicting social media performance metrics and evaluation of the impact on brand building: A data mining approach. Journal of Business Research, Elsevier, In press. Available at: http://dx.doi.org/10.1016/j.jbusres.2016.02.010

Which county has the most Facebook users?

              There are more than 378 million Facebook users in India alone, making it the leading country in terms of Facebook audience size. To put this into context, if India’s Facebook audience were a country then it would be ranked third in terms of largest population worldwide. Apart from India, there are several other markets with more than 100 million Facebook users each: The United States, Indonesia, and Brazil with 193.8 million, 119.05 million, and 112.55 million Facebook users respectively.

              Facebook – the most used social media

              Meta, the company that was previously called Facebook, owns four of the most popular social media platforms worldwide, WhatsApp, Facebook Messenger, Facebook, and Instagram. As of the third quarter of 2021, there were around 3,5 billion cumulative monthly users of the company’s products worldwide. With around 2.9 billion monthly active users, Facebook is the most popular social media worldwide. With an audience of this scale, it is no surprise that the vast majority of Facebook’s revenue is generated through advertising.

              Facebook usage by device
              As of July 2021, it was found that 98.5 percent of active users accessed their Facebook account from mobile devices. In fact, almost 81.8 percent of Facebook audiences worldwide access the platform only via mobile phone. Facebook is not only available through mobile browser as the company has published several mobile apps for users to access their products and services. As of the third quarter 2021, the four core Meta products were leading the ranking of most downloaded mobile apps worldwide, with WhatsApp amassing approximately six billion downloads.

Do you need a data science project in finance domain?

Do you want to work on freshly collected dataset?

Do you need a newly created dataset to work on so that your project can help you get a job?

Do you also need an example on how to perform exploratory data analysis on time series data?

Then look no where. This is because you are at the right place and at the right time.

This dataset was collected using pandas_datareader library. Data source is stooq. This dataset consist of the stock price of Meta/Facebook from January, 2019 till April, 2023. This data can be used to perform time series analysis on any stock price such as open, close, high or low.

I have also created a notebook showing how you can perform exploratory data analysis on time series data.

TASK: 1. Determine moving average. 2. Determine weighted moving average. 3. Determine cumulative moving average. 4. Determine exponential moving average.

Facebook received 73,390 user data requests from federal agencies and courts in the United States during the second half of 2023. The social network produced some user data in 88.84 percent of requests from U.S. federal authorities. The United States accounts for the largest share of Facebook user data requests worldwide.

How many people use social media?

              Social media usage is one of the most popular online activities. In 2024, over five billion people were using social media worldwide, a number projected to increase to over six billion in 2028.

              Who uses social media?
              Social networking is one of the most popular digital activities worldwide and it is no surprise that social networking penetration across all regions is constantly increasing. As of January 2023, the global social media usage rate stood at 59 percent. This figure is anticipated to grow as lesser developed digital markets catch up with other regions
              when it comes to infrastructure development and the availability of cheap mobile devices. In fact, most of social media’s global growth is driven by the increasing usage of mobile devices. Mobile-first market Eastern Asia topped the global ranking of mobile social networking penetration, followed by established digital powerhouses such as the Americas and Northern Europe.

              How much time do people spend on social media?
              Social media is an integral part of daily internet usage. On average, internet users spend 151 minutes per day on social media and messaging apps, an increase of 40 minutes since 2015. On average, internet users in Latin America had the highest average time spent per day on social media.

              What are the most popular social media platforms?
              Market leader Facebook was the first social network to surpass one billion registered accounts and currently boasts approximately 2.9 billion monthly active users, making it the most popular social network worldwide. In June 2023, the top social media apps in the Apple App Store included mobile messaging apps WhatsApp and Telegram Messenger, as well as the ever-popular app version of Facebook.

Employee-Reviews Description Context Over 67k employee reviews for Google, Amazon, Facebook, Apple, and Microsoft

Content This dataset contains employee reviews separated into the following categories:

Index: index Company: Company name Location : This dataset is global, as such it may include the country's name in parenthesis [i.e "Toronto, ON(Canada)"]. However, if the location is in the USA then it will only include the city and state[i.e "Los Angeles, CA" ] Date Posted: in the following format MM DD, YYYY Job-Title: This string will also include whether the reviewer is a 'Current' or 'Former' Employee at the time of the review Summary: Short summary of employee review Pros: Pros Cons: Cons Overall Rating: 1-5 Work/Life Balance Rating: 1-5 Culture and Values Rating: 1-5 Career Opportunities Rating: 1-5 Comp & Benefits Rating: 1-5 Senior Management Rating: 1-5 Helpful Review Count: A count of how many people found the review to be helpful Link to Review : This will provide you with a direct link to the page that contains the review. However it is likely that this link will be outdated NOTE: 'none' is placed in all cells where no data value was found.

Acknowledgements This data was scraped from Glassdoor

3 Inspiration To inspire people to create ML models to search for meaningful trends within this dataset

This dataset contains simulated data for social media users' demographics, behaviors, and perceptions related to political content. It includes features such as age, gender, education level, occupation, social media usage frequency, exposure to political content, and perceptions of accuracy and relevance.

the features included in the "Social Media Political Content Analysis Dataset":

1. Age: Age of the user.
2. Gender: Gender identity of the user.
3. Education Level: Highest level of education attained by the user.
4. Occupation: Current occupation of the user.
5. Political Affiliation: Political leaning or affiliation of the user (e.g., Liberal, Conservative, Independent).
6. Geographic Location: Country or region where the user is located (e.g., USA, UK, Canada, Australia).
7. Social Media Usage Frequency: Frequency of social media usage by the user (e.g., 0-1 hour, 1-2 hours, 2-4 hours, 4+ hours).
8. Preferred Social Media: Social media platform preferred by the user (e.g., Facebook, Twitter, Instagram).
9. Political Content Exposure: Frequency of exposure to political content on social media (e.g., Once a day, Few times a week, Rarely, Several times a day).
10. Types of Political Content: Types of political content consumed by the user (e.g., News articles, Opinion pieces, Memes).
11. Sources of Political Content: Sources from which the user obtains political content (e.g., Mainstream media, Political parties, Independent bloggers).
12. Recency of Exposure: Recency of the user's exposure to political content (e.g., Within the last hour, Within the last 24 hours, Within the last week, Longer than a week ago).
13. Interactions Frequency: Frequency of user interactions with political content on social media (e.g., Once a day, Few times a week, Rarely, Several times a day).
14. Political Content Topics: Topics of political content that interest the user (e.g., Economy, Healthcare, Immigration, Environment).
15. Perception of Accuracy: User's perception of the accuracy of political content on social media (e.g., Very accurate, Somewhat accurate, Not accurate).
16. Awareness of Algorithms: Whether the user is aware of algorithms that determine their social media feed (e.g., Yes, No).
17. Perception of Relevance: User's perception of the relevance of political content on social media (e.g., Very relevant, Somewhat relevant, Not relevant).
18. Personal Impact: User's perception of the personal impact of political content on social media (e.g., Strong impact, Moderate impact, No impact).
19. Trust in Social Media: User's level of trust in social media as a source of political information (e.g., Trust a lot, Trust somewhat, Do not trust).
20. Concerns about Algorithms: User's level of concern about algorithms shaping their social media experience (e.g., Very concerned, Somewhat concerned, Not concerned).
21. Overall Quality of Discourse: User's perception of the overall quality of political discourse on social media (e.g., High quality, Moderate quality, Low quality).
22. Views on Influence: User's perception of the influence of political content on social media (e.g., Very influential, Somewhat influential, Not influential).
23. Suggestions for Improvement: User's suggestions for improving the quality or experience of political content on social media (e.g., Increase transparency, Provide more diverse sources, Improve fact-checking, Enhance user controls).

NOTE: We plan to no longer update this dataset after May 22 2022.

These data sets are intended to inform researchers and public health experts about how populations are responding to physical distancing measures. In particular, there are two metrics, Change in Movement and Stay Put, that provide a slightly different perspective on movement trends. Change in Movement looks at how much people are moving around and compares it with a baseline period that predates most social distancing measures, while Stay Put looks at the fraction of the population that appear to stay within a small area during an entire day.

Full details, including the privacy protections in this data, are available here: https://research.fb.com/blog/2020/06/protecting-privacy-in-facebook-mobility-data-during-the-covid-19-response/

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.

The number of Facebook users in India was forecast to continuously increase between 2024 and 2028 by in total **** million users (+*** percent). After the ninth consecutive increasing year, the Facebook user base is estimated to reach ****** million users and therefore a new peak in 2028. Notably, the number of Facebook users of was continuously increasing over the past years.User figures, shown here regarding the platform facebook, have been estimated by taking into account company filings or press material, secondary research, app downloads and traffic data. They refer to the average monthly active users over the period and count multiple accounts by persons only once.The shown data are an excerpt of Statista's Key Market Indicators (KMI). The KMI are a collection of primary and secondary indicators on the macro-economic, demographic and technological environment in up to *** countries and regions worldwide. All indicators are sourced from international and national statistical offices, trade associations and the trade press and they are processed to generate comparable data sets (see supplementary notes under details for more information).Find more key insights for the number of Facebook users in countries like Nepal and Pakistan.

Subway Restaurant Locations in the United States

Analyzing the Location of Subway Stores in the United States

About this dataset

Did you know that more than half of all Subway locations are in the United States? With such a large presence here, it's no wonder that Americans love their sandwiches!

This dataset is perfect for anyone wanting to know where their nearest Subway is, or for researchers wanting to understand more about the distribution of Subway stores across the United States. The data includes the store name, street address, city, state, and ZIP code, and the store's latitude and longitude coordinates. There is also contact information such as phone numbers and email addresses, and social media links for Subway's Facebook, Twitter, Instagram, and Pinterest pages

How to use the dataset

This dataset is perfect for anyone wanting to know where their nearest Subway is, or for researchers wanting to know more about the distribution of Subway stores across the United States.

The data includes the store name, street address, city, state, and ZIP code, and the store's latitude and longitude coordinates. There is also contact information such as phone numbers and email addresses, and social media links for Subway's Facebook, Twitter, Instagram, and Pinterest pages.

How to use the dataset:

This dataset can be used to find out the nearest Subway store from a given location. Market researchers can also use it to understand the geographic distribution of fast-food franchises and how this varies by country.

Research Ideas

• Use the dataset to plan the expansion of the Subway franchise into new markets.
• Use the dataset to understand the geographic distribution of fast food franchises and how this varies by country.
• Use the dataset to investigate whether there are any patterns in the location of Subway stores that might be indicative of socio-economic factors such as income or educational level

Data Source

License

License: Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0) - You are free to: - Share - copy and redistribute the material in any medium or format for non-commercial purposes only. - Adapt - remix, transform, and build upon the material for non-commercial purposes only. - You must: - Give appropriate credit - Provide a link to the license, and indicate if changes were made. - ShareAlike - You must distribute your contributions under the same license as the original. - You may not: - Use the material for commercial purposes.

Columns

File: subway.csv | Column name | Description | |:-------------------|:-----------------------------------------------------------| | name | The name of the Subway store. (String) | | url | The URL of the Subway store's website. (String) | | street_address | The street address of the Subway store. (String) | | city | The city in which the Subway store is located. (String) | | state | The state in which the Subway store is located. (String) | | zip_code | The ZIP code of the Subway store. (String) | | country | The country in which the Subway store is located. (String) | | phone_number_1 | The first phone number of the Subway store. (String) | | phone_number_2 | The second phone number of the Subway store. (String) | | fax_1 | The first fax number of the Subway store. (String) | | fax_2 | The second fax number of the Subway store. (String) | | email_1 | The first email address of the Subway store. (String) | | email_2 | The second email address of the Subway store. (String) | | open_hours | The hours of operation for the Subway store. (String) | | latitude | The latitude coordinate of the Subway store. (Float) | | longitude | The longitude coordinate of the Subway store. (Float) | | facebook | The URL of the Subway store's Facebook page. (String) | | twitter | The URL of the Subway store's Twitter page. (String) | | instagram | The URL of the Subway store's Instagram page. (String) |

Here is presented the dataset for the article "Establishment and rapid spread of social wasps (Hymenoptera: Vespinae) in Greenland". All observations of social wasps (Vespinae) in Greenland between 2016-2024 that could be verified by photos or videos are included in the dataset. The data comes from the collection at the Natural History Museum of Denmark, the main author's (V. Gårdman) private collection and observations sent to Greenland Institute of Natural Resources either by mail or via facebook. No information about the people who recorded their observations nor their pictures are given. The findings used in the article from iNaturalist are also not given, as they do not comply with CC0. These findings can instead be found on iNaturalist.

This is the End of Day(EOD) stock price dataset. It has 16 stocks EOD price data from different stock exchanges.

List of companies and their Stock exchange symbols : GOOGL - ALPHABET INC (GOOGLE) CLASS A, AAPL - APPLE INC, AMZN - AMAZON COM INC, MSFT - MICROSOFT CORP, FB - FACEBOOK INC, WMT - WALMART INC, TSLA - TESLAA INC, BABA - ALIBABA GROUP HOLDINGS LTD., JPM - JPMORGAN CHASE & CO., JNJ - JONSON & JONSON, MA - MASTERCARD INCORPORATE, DIS - WALT DISNEY COMPANT(THE), NVDA - NVDIA CORP, PYPL - PAYPAL HOLDINGS INC, NFLX - NETFLIX INC, ABT - ABBOT LABORATORIES

Each Column of Feature Details : open: stock start price on that day high: stock high price on that day low: stock low price on that day
close: stock closing price on that day volume: No. of share traded on that day

The adjusted prices takes into account all the factors that may have affected the stock price after the market hours. The adjusted closing price is a better tool to analyze the historical returns of a stock. adj_high adj_low adj_close adj_open adj_volume

symbol: Unique identifier of company on stock exchange exchange: Exchange name on which Trade executed date: trading date

A global survey conducted in the third quarter of 2024 found that the main reason for using social media was to keep in touch with friends and family, with over 50.8 percent of social media users saying this was their main reason for using online networks. Overall, 39 percent of social media users said that filling spare time was their main reason for using social media platforms, whilst 34.5 percent of respondents said they used it to read news stories. Less than one in five users were on social platforms for the reason of following celebrities and influencers.

              The most popular social network

              Facebook dominates the social media landscape. The world's most popular social media platform turned 20 in February 2024, and it continues to lead the way in terms of user numbers. As of February 2025, the social network had over three billion global users. YouTube, Instagram, and WhatsApp follow, but none of these well-known brands can surpass Facebook’s audience size.
              Moreover, as of the final quarter of 2023, there were almost four billion Meta product users.

              Ever-evolving social media usage

              The utilization of social media remains largely gratuitous; however, companies have been encouraging users to become paid subscribers to reduce dependence on advertising profits. Meta Verified entices users by offering a blue verification badge and proactive account protection, among other things. X (formerly Twitter), Snapchat, and Reddit also offer users the chance to upgrade their social media accounts for a monthly free.

How much time do people spend on social media?

              As of 2024, the average daily social media usage of internet users worldwide amounted to 143 minutes per day, down from 151 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 three hours and 49 minutes on social media each day. In comparison, the daily time spent with social media in
              the U.S. was just two 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.

The global social media penetration rate in was forecast to continuously increase between 2024 and 2028 by in total 11.6 (+18.19 percent). After the ninth consecutive increasing year, the penetration rate is estimated to reach 75.31 and therefore a new peak in 2028. Notably, the social media penetration rate of was continuously increasing over the past years.

During a 2024 survey among marketers worldwide, around 86 percent reported using Facebook for marketing purposes. Instagram and LinkedIn followed, respectively mentioned by 79 and 65 percent of the respondents.

              The global social media marketing segment

              According to the same study, 59 percent of responding marketers intended to increase their organic use of YouTube for marketing purposes throughout that year. LinkedIn and Instagram followed with similar shares, rounding up the top three social media platforms attracting a planned growth in organic use among global marketers in 2024. Their main driver is increasing brand exposure and traffic, which led the ranking of benefits of social media marketing worldwide.

              Social media for B2B marketing

              Social media platform adoption rates among business-to-consumer (B2C) and business-to-business (B2B) marketers vary according to each subsegment's focus. While B2C professionals prioritize Facebook and Instagram – both run by Meta, Inc. – due to their popularity among online audiences, B2B marketers concentrate their endeavors on Microsoft-owned LinkedIn due to its goal to connect people and companies in a corporate context.

During the fourth quarter 2024, approximately 20.6 million TikTok accounts were removed from the platform due to suspicion of being operated by users under the age of 13. During the last measured period, around 185 million fake accounts were removed from fake accounts removed from TikTok.