Hashtag

A sign suggesting the use of a #TimeToAct hashtag at a 2014 conference

A hashtag is a type of label or metadata tag used on social network and microblogging services which makes it easier for users to find messages with a specific theme or content. Users create and use hashtags by placing the hash character (or pound sign) # (also known as number sign or octothorpe) in front of a word or unspaced phrase, either in the main text of a message or at the end. Searching for that hashtag will yield each message that has been tagged with it. A hashtag archive is consequently collected into a single stream under the same hashtag.[1]

For example, on the photo-sharing service Instagram, the hashtag #bluesky allows users to find images that have been tagged as containing the blue sky. #cannes2014 is a popular tag for images from the 2014 Cannes Film Festival. Hashtags can be used to collect public opinion on events and ideas at the local, corporate, or world level. For example, searching Twitter for #worldcup2014 returns many tweets with said hashtag from individuals around the globe about the 2014 FIFA World Cup.

Because of its widespread use, hashtag was added to the Oxford English Dictionary in June 2014.[2][3] The term hashtag can also refer to the hash symbol itself when used in the context of a hashtag.[4]

Origin and use

The pound sign or hash symbol was often used in information technology to highlight a special meaning. (It should be noted that the words "Pound Sign" in the UK refer specifically to currency "₤" - extended ASCII character 156 - and not weight.) In 1970 for example, the number sign was used to denote immediate address mode in the assembly language of the PDP-11[5] when placed next to a symbol or a number. In 1978, Brian Kernighan and Dennis Ritchie used # in the C programming language for special keywords that had to be processed first by the C preprocessor.[6] Since before the invention of the hashtag, the pound sign has been called the "hash symbol" in some countries outside of North America.[7][8]

The pound sign appeared and was used by people within IRC networks to label groups and topics.[9] Channels or topics that are available across an entire IRC network are prefixed with a hash symbol # (as opposed to those local to a server, which use an ampersand '&').[10]

The use of the pound sign in IRC inspired[11] Chris Messina to propose a similar system to be used on Twitter to tag topics of interest on the microblogging network.[12] He posted the first hashtag on Twitter:

How do you feel about using # (pound) for groups. As in #barcamp [msg]?
— Chris Messina, ("factoryjoe"), August 23, 2007[13]

Messina’s suggestion to use the hashtag was not adopted by Twitter, but the practice took off after hashtags were widely used in tweets relating to the 2007 San Diego forest fires in Southern California.[14][15]

According to Messina, he suggested use of the hashtag to make it easy for "lay" users to search for content and find specific relevant updates; they are for people who do not have the technological knowledge to navigate the site. Therefore, the hashtag “was created organically by Twitter users as a way to categorize messages." [16]

Internationally, the hashtag became a practice of writing style for Twitter posts during the 2009–2010 Iranian election protests; Twitter users inside and outside Iran used both English- and Persian-language hashtags in communications during the events.[17]

The first published use of the term "hash tag" was in a blog post by Stowe Boyd, "Hash Tags = Twitter Groupings,"[18] on August 26, 2007, according to lexicographer Ben Zimmer, chair of the American Dialect Society's New Words Committee.

Beginning July 2, 2009,[19] Twitter began to hyperlink all hashtags in tweets to Twitter search results for the hashtagged word (and for the standard spelling of commonly misspelled words). In 2010, Twitter introduced "Trending Topics" on the Twitter front page, displaying hashtags that are rapidly becoming popular. Twitter has an algorithm to tackle attempts to spam the trending list and ensure that hashtags trend naturally.[20]

Although the hashtag started out most popularly on Twitter as the main social media platform for this use, the use has extended to other social media sites including Instagram, Facebook, Flickr, Tumblr, and Google+.[21]

In China, microblogs Sina Weibo and Tencent Weibo use a double-hashtag #HashName# format, since the lack of spacing between Chinese characters necessitates a closing tag. In contrast, when using Chinese characters (and orthographies with similar spacing conventions) on Twitter, users must insert spacing before and after the hashtagged element (e.g. '我 #爱 你' instead of '我#爱你')[22] or insert a zero-width non-joiner character before and after the hashtagged element, to retain a linguistically natural appearance, such as '我#爱你'.[23]

Style

On microblogging or social networking sites, hashtags can be inserted anywhere within a sentence, either preceding it, following it as a postscript, or being included as a word within the sentence (e.g. "It is #sunny today").

The quantity of hashtags used in a post or tweet is just as important as the types of hashtags used. It is currently considered acceptable to tag a post once when contributing to a specific conversation. Two hashtags are considered acceptable when adding a location to the conversation. Three hashtags are seen by some as the "absolute maximum", and any contribution exceeding this risks "raising the ire of the community."[24]

As well as frustrating other users, the misuse of hashtags can lead to account suspensions. Twitter warns that adding hashtags to unrelated tweets, or repeated use of the same hashtag without adding to a conversation, could cause an account to be filtered from search, or even suspended.[25]

Jimmy Fallon and Justin Timberlake performed a sketch parodying the often misused and misunderstood usage of hashtags on Late Night with Jimmy Fallon in September 2013.[26]

Function

Search bar in the header of a social networking site, searching for most recent posts containing the hashtag #science

Hashtags are mostly used in unmoderated, ad hoc discussion forums; any combination of characters led by a hash symbol is a hashtag, and any hashtag, if promoted by enough individuals, can "trend" and attract more individual users to discussion. On Twitter, when a hashtag becomes extremely popular, it will appear in the "Trending Topics" area of a user's homepage. The trending topics can be organized by geographic area or by all of Twitter. Hashtags are neither registered nor controlled by any one user or group of users. They cannot be "retired" from public usage, meaning that any given hashtag can theoretically be used in perpetuity. They do not contain any set definitions, meaning that a single hashtag can be used for any number of purposes, as chosen by those who make use of them.

Hashtags intended for discussion of a particular event tend to use an obscure wording to avoid being caught up with generic conversations on similar subjects, such as a cake festival using #cakefestival rather than simply #cake. However, this can also make it difficult for topics to become "trending topics" because people often use different spelling or words to refer to the same topic. In order for topics to trend, there has to be a consensus, whether silent or stated, that the hashtag refers to that specific topic.

Hashtags also function as beacons in order for users to find and "follow" (subscribe) or "list" (organize into public contact lists) other users of similar interest.

In recent years, broadcasters such as Channel 4 have employed the hashtag during the airing of programmes such as First Dates and The Undateables. Research has shown that audience numbers go up when individuals can be interactive - by tweeting while viewing a programme on TV.

Hashtags can be used on the social network Instagram, by posting a picture and hashtagging it with its subject. As an example, a photo of oneself and a friend posted to the social network can be hashtagged #bffl or #friends. Instagram has banned certain hashtags, some because they are too generic, such as #photography #iPhone #iphoneography, and therefore do not fulfill a purpose. They have also blocked hashtags that can be linked to illegal activities, such as drug use.[27] The ban against certain hashtags has a consequential role in the way that particular subaltern communities are built and maintained on Instagram. Despite Instagram's content policies, users are finding creative ways of maintaining their practices and ultimately circumventing censorship.[28]

Hashtags are also used informally to express context around a given message, with no intent to categorize the message for later searching, sharing, or other reasons. One of the functions of the hashtag is to serve as a reflexive meta-commentary, which contributes to the idea of how written communication in new media can be paralleled to how pragmatic methodology is applied to speech.[29]

This can help express contextual cues or offer more depth to the information or message that appears with the hashtag. "My arms are getting darker by the minute. #toomuchfaketan". Another function of the hashtag can be used to express personal feelings and emotions. For example, with "It's Monday!! #excited #sarcasm" in which the adjectives are directly indicating the emotions of the speaker. It can also be used as a disclaimer of the information that the hashtag accompanies, as in, "BREAKING: US GDP growth is back! #kidding". In this case, the hashtag provides an essential piece of information in which the meaning of the utterance is changed entirely by the disclaimer hashtag. This may also be conveyed with #sarcasm, as in the previous example. Self-mockery is another informal function of the hashtag used by writers, as in this tweet: "Feeling great about myself till I met an old friend who now races at the Master's level. Yup, there's today's #lessoninhumility," where the informality of the hashtag provides commentary on the tweet itself.[30]

Other uses

The feature has been added to other, non-short-message-oriented services, such as the user comment systems on YouTube and Gawker Media. In the case of the latter, hashtags for blog comments and directly submitted comments are used to maintain a more constant rate of user activity even when paid employees are not logged into the website.[31][32] Real-time search aggregators such as the former Google Real-Time Search also support hashtags in syndicated posts, meaning that hashtags inserted into Twitter posts can be hyperlinked to incoming posts falling under that same hashtag; this has further enabled a view of the "river" of Twitter posts that can result from search terms or hashtags.

Uses

Broadcast media

The use of hashtags has extended to television‍—‌a concept that began rising in prominence in the early 2010s. Broadcasters may display a hashtag as an on-screen bug, encouraging viewers to participate in a backchannel of discussion via social media prior to, during, or after the program. Television commercials have sometimes contained hashtags for similar purposes.[33] Hashtag bugs appear on either corner of the screen, or they may appear at the end of an advertisement.[34]

While personalities associated with broadcasts, such as hosts and correspondents, also promote their corporate or personal Twitter usernames in order to receive mentions and replies to posts, usage of related or "branded" hashtags alongside Twitter usernames (e.g., #edshow as well as @edshow) is increasingly encouraged as a microblogging style in order to "trend" the hashtag (and, hence, the discussion topic) in Twitter and other search engines. Broadcasters also make use of such a style in order to index select posts for live broadcast. Chloe Sladden, Twitter's director of media partnerships, identified two types of television-formatted usage of hashtags: hashtags which identify a series being broadcast (i.e. #SunnyFX) and instantaneous, "temporary" hashtags issued by television personalities to gauge topical responses from viewers during broadcasts.[35] Some have speculated that hashtags might take the place of (or co-exist with) the Nielsen television ratings system.[36]

An example of trending "temporary" hashtags garnering viewers during broadcasts is observed on The Tonight Show with Jimmy Fallon, a variety talk show on NBC. Every Wednesday, Fallon hosts a segment on his show called "Tonight Show Hashtags," which engages viewers by inviting them via Twitter to post humorous stories based on a specific hashtag topic, such as #WhydidIsaythat, #Worstfirstdate, to #Onetimeinclass, reflecting on funny experiences in daily life. By using hashtags, Fallon creates a sense of community and solidarity among his viewers and draws a wider range of viewers through an online platform while they watch a classic, non-interactive television program. Because of its popularity, the "Tonight Show Hashtags" are usually the 'most tweeted hashtag' on Twitter, which promotes the show. By engaging viewers with a lighthearted subject and simple hashtags, Fallon can gauge topical responses from viewers during broadcasts and also use the hashtags to brand his show.

The increased usage of hashtags as brand promotion devices has been compared to the promotion of branded "keywords" by AOL in the late 1990s and early 2000s, as such keywords were also promoted at the end of television commercials and series episodes.[37]

The late-night television comedy game show @midnight with Chris Hardwick on Comedy Central features a daily game entitled "Hashtag Wars," in which three comedians compete against one another to come up with phrases based on a given hashtag theme.

Some hashtags have become famous worldwide. For instance the slogan "Je suis Charlie," which was first used on Twitter as the hashtag #jesuischarlie and #iamcharlie to indicate solidarity with Charlie Hebdo offices attacked in Paris, spread to the internet at large.

Purchasing

Since February 2013 Twitter and American Express have collaborated to enable users to pay for discounted goods online by tweeting a special hashtag.[38] American Express members can sync their card with Twitter and pay for offers by tweeting; American Express tweets a response to the member that confirms the purchase.[39]

Event promotion

Stencil graffiti promoting the hashtag #OccupyForRights

Organized real-world events have used hashtags and ad hoc lists for discussion and promotion among participants. Hashtags are used as beacons by event participants in order to find each other, both on Twitter and, in many cases, during actual physical events.

Companies and advocacy organizations have taken advantage of hashtag-based discussions for promotion of their products, services or campaigns.

Political protests and campaigns in the early 2010s, such as #OccupyWallStreet and #LibyaFeb17, have been organized around hashtags or have made extensive usage of hashtags for the promotion of discussion.

Consumer complaints

Hashtags are often used by consumers on social media platforms in order to complain about the customer service experience with large companies. The term "bashtag" has been created to describe situations in which a user refers to a corporate social media hashtag in order to criticise the company or to tell others about poor customer service. For example, in January 2012, McDonald's created the #McDStories hashtag so that customers could share positive experiences about the restaurant chain. But, the marketing effort was cancelled after two hours when McDonald's received numerous complaint tweets rather than the positive stories they were anticipating.[40]

Sentiment analysis

The use of hashtags also reveals what feelings or sentiment an author attaches to a statement. This can range from the obvious, where a hashtag directly describes the state of mind, to the less obvious. For example, words in hashtags are the strongest predictor of whether or not a statement is sarcastic.[41]—a difficult AI problem.[42]

Sports

The YouTuber Spencer FC used the hashtag for the name and crest of his YouTube-based association football team, Hashtag United.

During the April 2011 Canadian party leader debate, Jack Layton, then-leader of the New Democratic Party, referred to Conservative Prime Minister Stephen Harper's crime policies as "a hashtag fail" (presumably #fail).[43][44]

The term "hashtag rap", coined by Kanye West,[45] was developed in the 2010s to describe a style of rapping which, according to Rizoh of the Houston Press, uses "three main ingredients: a metaphor, a pause, and a one-word punch line, often placed at the end of a rhyme".[46] Rappers Nicki Minaj, Big Sean, Drake, and Lil Wayne are credited with the popularization of hashtag rap, while the style has been criticized by Ludacris, The Lonely Island,[47] and various music writers.[48]

On September 13, 2013, a hashtag, #TwitterIPO, appeared in the headline of a New York Times front page article regarding Twitter's initial public offering.[49]

Bird's Eye foods released in 2014 a shaped mashed potato food that included forms of @-symbols and hashtags, called "Mashtags".[50]

In May 2014, Twitter users began using the hashtag #YesAllWomen to raise awareness about personal experiences of sexism and violence against women.[51]

In September 2014, in response to the "blame the victim" public reactions to videotaped footage of NFL player Ray Rice assaulting his then-fiancée Janay Palmer in the elevator of an Atlantic City casino, Beverly Gooden shared on Twitter her own story of domestic abuse, using the hashtag #WhyIStayed, and encouraged others to share theirs.[52][53]

Hashtags have been used verbally to make a humorous point in informal conversations,[54] such as "I’m hashtag confused!"[30] In August 2012, British journalist Tom Meltzer reported in The Guardian about a new hand gesture that mimicked the hashtag, sometimes called the "finger hashtag", in which both hands form a peace sign, and then the fingers are crossed to form the symbol of a hashtag.[55] The emerging gesture was reported about in Wired by Nimrod Kamer,[56] and during 2013, it was seen on TV as used by Jimmy Fallon, and on The Colbert Report, among other programs.[57] Writing in 2015, Paola Maria Caleff considered this usage a fad, but noted that people talking the way that they write was a consequence of computer-mediated communication.[30]

Adaptations

In 2010, Twitter introduced "hashflags" during the 2010 World Cup in South Africa.[58] They reintroduced the feature on June 10, 2014, in time for the 2014 World Cup in Brazil,[59][60] and then again on April 10, 2015, with UK political party logos for the 2015 UK General Election.[61] When a user tweets a hashtag consisting of the three letter country code of any of the 32 countries represented in the tournament, Twitter automatically embeds a flag emoticon for that country.

In July 2012, Twitter adapted the hashtag style to make company ticker symbols preceded by the dollar sign clickable (as in $AAPL), a method that Twitter dubbed the "cashtag".[62][63] This is intended to allow users to search posts discussing companies and their stocks.

In February 2016, Bernd Schneider used hashtags for the process modeling method: the CPW Method and the CPW Process method.[64]

References

  1. ↑ Chang, Hsia-Ching; Iyer, Hemalata. "Trends in Twitter Hashtag Applications: Design Features for Value-Added Dimensions to Future Library Catalogues". Library Trends. 61 (1): 248–258. doi:10.1353/lib.2012.0024. ISSN 1559-0682.
  2. ↑ "'Hashtag' added to the OED – but # isn't a hash, pound, nor number sign". The Register. June 13, 2014.
  3. ↑ "New words notes June 2014". Oxford English Dictionary. June 2014.
  4. ↑ "Oxford English Dictionary – Hash". Oxford English Dictionary. June 2014.
  5. ↑ "PDP-11 assembly language". Programmer209.wordpress.com. August 3, 2011. Retrieved August 25, 2014.
  6. ↑ B.W.Kernighan & d.Ritchie (1978). The C Programming Language. Prentice Hall. pp. 86 and 207. ISBN 0-13-110163-3.
  7. ↑ Bourke, Jane (2004). Communication Techonology Resource Book. Ready-Ed Publications. p. 19. ISBN 978-1-86397-585-8. Retrieved November 7, 2014.
  8. ↑ Hargraves, Orin (2003). Mighty fine words and smashing expressions : making sense of transatlantic English. Oxford [u.a.]: Oxford Univ. Press. pp. 33, 260. ISBN 978-0-19-515704-8.
  9. ↑ "Channel Scope". Section 2.2. RFC 2811
  10. ↑ Oikarinen, Jarkko; Reed, Darren (May 1993). "Channels". Internet Relay Chat Protocol. IETF. sec. 1.3. RFC 1459. https://tools.ietf.org/html/rfc1459#section-1.3. Retrieved June 3, 2014.
  11. ↑ "#OriginStory". Carnegie Mellon University. August 29, 2014.
  12. ↑ Parker, Ashley (June 10, 2011). "Twitter's Secret Handshake". The New York Times. Retrieved July 26, 2011.
  13. ↑ Chris Messina ("factoryjoe") (August 23, 2007). "Twitter post".
  14. ↑ What is hashtag?", Mashable, 8 October 2013
  15. ↑ https://factoryjoe.com/2007/10/22/twitter-hashtags-for-emergency-coordination-and-disaster-relief/
  16. ↑ Scott, Kate (2015-05-01). "The pragmatics of hashtags: Inference and conversational style on Twitter". Journal of Pragmatics. 81: 8–20. doi:10.1016/j.pragma.2015.03.015.
  17. ↑ "The story of the hashtag began with Iranians". Deutsche Welle Persian. 2009. Retrieved March 12, 2015.
  18. ↑ "Stowe Boyd, Hash Tags = Twitter Groupings". Stoweboyd.com. Retrieved September 19, 2013.
  19. ↑ "Twitter Makes Hashtags More #Useful". Retrieved December 27, 2015.
  20. ↑ "The Secret of Twitter's Trending Hashtags With Insight and Tips". AllISayIs.com. Retrieved December 3, 2014.
  21. ↑ Mashable, By Christina Warren. "Facebook finally gets #hashtags - CNN.com". CNN. Retrieved 2016-05-16.
  22. ↑ Martin, Rick (July 13, 2011). "Twitter Rolls Out Hashtag Support for Japanese, Korean, Chinese, and Russian". Tech in Asia. Retrieved March 5, 2015.
  23. ↑ International services team (April 5, 2012). "Right-to-left languages on Twitter". Twitter. Retrieved March 5, 2015.
  24. ↑ "What is a (#) Hashtag?". Hashtags.org. Retrieved February 22, 2014.
  25. ↑ "The Twitter Rules". Twitter, Inc. Retrieved February 22, 2014.
  26. ↑ The Tonight Show Starring Jimmy Fallon (September 24, 2013). ""#Hashtag" with Jimmy Fallon & Justin Timberlake (Late Night with Jimmy Fallon)". YouTube. Retrieved August 25, 2014.
  27. ↑ "Instagram banned hashtags". BBC.co.uk. November 7, 2013. Retrieved November 25, 2013.
  28. ↑ Olszanowski, M. (2014). "Feminist Self-Imaging and Instagram: Tactics of Circumventing Sensorship". Visual Communication Quarterly, 21(1), 83-95. Retrieved February 8, 2015, from http://www.tandfonline.com/doi/abs/10.1080/15551393.2014.928154#.VNgGT7DF-7FF-7F
  29. ↑ Wilkström, Peter (2014). "#srynotfunny: Communicative Functions of Hashtags on Twitter" (PDF). SKY Journal of Linguistics. Retrieved May 15, 2016.
  30. 1 2 3 Caleffi, Paola-Maria. "The 'hashtag': A new word or a new rule?" (PDF). Skase Journal of Theoretical Linguistics.
  31. ↑ Gabriel Snyder (October 15, 2009). "Anarchy in the Machine: Welcome to Gawker's Open Forums". Gawker.
  32. ↑ Zachary M. Seward (October 15, 2009). "Got a #tip? Gawker Media opens tag pages to masses, expecting "chaos"". Nieman Journalism Lab.
  33. ↑ Michael Schneider (April 21, 2011). "New to Your TV Screen: Twitter Hashtags". TV Guide.
  34. ↑ Todd Wasserman (Dec 3, 2012). "McDonald's Releases First TV Ad With Twitter Hashtag". Mashable.
  35. ↑ Gregory Ferenstein (April 15, 2011). "Twitter TV Hashtag Tips From Twitter's Own Expert". Fast Company.
  36. ↑ "Twitter Chatter Correlates With TV Ratings, But Is That Good Or Bad News For Nielsen?". International Business Times. March 22, 2013. Retrieved September 19, 2013.
  37. ↑ Ryan Lawler (June 10, 2012). "Twitter's Hashtag Pages Could Be The New AOL Keywords — But Better". Techcrunch.
  38. ↑ Heather, Kelly (February 12, 2013). "Twitter and Amex let you pay with a hashtag". CNN. Retrieved November 25, 2013.
  39. ↑ "Sync with Twitter". Amex Sync. Retrieved November 25, 2013.
  40. ↑ Akwagyiram, Alexis (May 17, 2012). "Are Twitter and Facebook changing the way we complain?". BBC News. Retrieved June 12, 2012.
  41. ↑ Maynard (2014). "Who cares about sarcastic tweets? Investigating the impact of sarcasm on sentiment analysis". Proceedings of the Conference on Language Resources and Evaluation.
  42. ↑ http://www.huffingtonpost.com/entry/power-yourself-with-viral-marketing-become-a-hashtag_us_57bf13e6e4b06384eb3e7f1d?dxrywr9zcw30rizfr
  43. ↑ Anna Mehler Paperny (April 13, 2011). "Jack Layton's debatable 'hashtag' #fail". The Globe and Mail.
  44. ↑ "Canadians atwitter throughout debate". CBC News. April 13, 2011.
  45. ↑ Zach Baron (November 3, 2010). "The Ten Best Quotes From Kanye West's Epic Hot 97 Interview With Funkmaster Flex". The Village Voice.
  46. ↑ Rizoh (July 7, 2011). "A Brief History Of Hashtag Rap". Houston Press.
  47. ↑ David Mendez (May 22, 2013). "The Lonely Island Puts Hashtag Rap In Its Place (Looking at You, Drake)". Tucson Weekly.
  48. ↑ Jeremiah Tucker (December 17, 2010). "Jeremiah Tucker: Hashtag rap is 2010's lamest trend". Joplin Globe.
  49. ↑ "Twitter / nickbilton: My first byline on A1 of the …". Retrieved September 14, 2013.
  50. ↑ "Birds Eye launches Mashtags – social media potato shapes". The Grocer.
  51. ↑ Medina, Jennifer (May 27, 2014). "Campus Killings Set Off Anguished Conversation About the Treatment of Women". The New York Times. Retrieved September 23, 2014.
  52. ↑ Gooden, Beverly (September 10, 2014). "WhyIStayed: Woman behind Ray Rice-inspired hashtag writes to past self, other abuse victims". Today.
  53. ↑ Lopate, Leonard & Gooden, Beverly (September 10, 2014). "#WhyIStayed". The Leonard Lopate Show.
  54. ↑
  55. ↑ Tom Meltzer (August 1, 2012). "How to say 'hashtag' with your fingers". The Guardian. Retrieved March 20, 2014.
  56. ↑ Nimrod Kamer (March 2013). "Finger-Hashtags". Wired. Retrieved March 20, 2014.
  57. ↑ Nimrod Kamer (February 26, 2014). "I invented finger hashtags—and I regret nothing". The Daily Dot. Retrieved March 20, 2014.
  58. ↑ "Twitter Supports World Cup Fever with Hashflags". Ryanseacrest.com. June 11, 2010. Archived from the original on November 29, 2010. Retrieved August 5, 2015.
  59. ↑ "What are Hashflags?". Howto.digidefen.se. June 10, 2014. Retrieved August 25, 2014.
  60. ↑ Ben Woods (June 10, 2014). "Twitter brings back hashflags just in time for World Cup 2014 kick-off". Thenextweb.com. Retrieved August 25, 2014.
  61. ↑ "Twitter just launched election hashflags". BBC News. Retrieved April 15, 2015.
  62. ↑ Kim, Erin (July 31, 2012). "Twitter unveils 'cashtags' to track stock symbols – Jul. 31, 2012". Money.cnn.com. Retrieved November 12, 2013.
  63. ↑ "Twitter makes stock symbol $ 'cashtag' links official, following # and @". The Verge. July 30, 2012. Retrieved November 12, 2013.
  64. ↑ Bernd Schneider (February 17, 2016). "How to represent the logical layers from the different categories with Hashtag #Notation with the CPW Process method?" (PDF). CPW Method. February 17, 2016. IC Informatica Consulting.
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