What is Realy Metaverse (REAL) | What is Realy token | REAL token

In this article, we'll discuss information about the Realy Metaverse project and REAL token. What is Realy Metaverse (REAL) | What is Realy token | REAL token?

What is REALY?

REALY is a decentralized NFT marketplace for Street Culture and New Luxury. By leveraging its extensive experience in New Luxury and Street Fashion, REALY aims to hit the Crypto Non-Fungible Token (NFT) community and bring real-world assets on-chain.

REALY securely uploads items on-chain by implanting and bounding NFC chips (encrypted with its exclusive algorithm) in the fashion items, granting them a globally unique ID with the NFT technology. Since each NFT represents a physical custodial product, this integration provides an authentication solution to luxury collectibles on the one hand. It forms an interactive Luxury-Crypto community, on the other through the innovative features of DeFi such as lend-mining and liquidity mining.

Why is the NFT market worth investing in and attention?

From CryptoPunks and Crypto Kitties to the recent auction at Christie’s that ended up in a close to 70 million USD deal for a masterpiece NFT produced by Beeple, blockchain technology has finally broken out from the crypto space. Countless artists, musicians, luxury brands, sports competitions, games, and other prominent players in the traditional world have entered the arena, further helping NFT to expand. In the same month, an NFT of Jack Dorsey’s tweet (Twitter CEO) was sold for 2.5 million. These are just some examples of how hot the NFT market is right now. The NFT market has gained global attention even outside the crypto market, making headlines in traditional media including Reuters, Nasdaq, New York Times, Fortune, Bloomberg, etc.

What unique technology/benefit does REALY bring to the NFT market?

NFT technology gives a unique on-chain ID (in the open and decentralized network) to digital contents (such as photos or videos), allowing the content to be traded and transferred without the issue of authenticity. Some NFTs come with smart contracts technology that gives their owners real-world perks such as lifelong VIP services. REALY brings all these benefits into the real-life fast-growing street fashion market of $35.8 billion (in 2019) with its three killer functions.

  1. REALY Solutions — a one-stop shop for authenticating physical assets with its exclusively NFT encrypted NFC chips. REALY Solution authenticated luxury items can be traded and transferred without issues of authenticity.
  2. REALY Apps — provide marketplaces for fans of brands to trade and interact with other users, including the brand artists and celebrities, and showcase their collections anytime and anywhere.
  3. REALY Vault — a farm of the REAL token that can be used to trade and obtain other NFTs, including some with VIP rights (such as access to celebrity/KOL spaces) for fans.

Product design

1. NFC technology

Real is a product designed with NFT technology and a perfect combination of centralization and decentralization. REALY uses NFC chips technology to cast physical assets into a unique NFT, which gives non-crypto users an easy way to get into the crypto world without even noticing.

2. A combination of centralization and decentralization; low user barriers for non-crypto users

Are NFTs only valid for crypto art? Obviously not. We believe that if FTs (homogeneous token) are the digital world’s currencies, then NFTs are the items. More importantly, the future virtual world is neither purely virtual nor purely physical. It will be an integration and seamless connection of virtual and physical items. This is the future of REALY.

Centralized experience in a decentralized manner. You don’t even REALYze you’re in blockchain!

3. Buy and sell. Anytime and anywhere

As REALY has applied the NFT technology to physical assets, the platform’s transactions are nearly free[1]. Users may use or buy REALY anytime and anywhere, without any restrictions seen on traditional platforms or channels.

4. Team up with many brands that cater to everyone’s taste

REALY has officially established partnerships with the following Artists and brands:

Mars Space Station

  • Maccott Station
  • Revenge
  • Shine
  • Innersect

All the Artists and brands mentioned above have already covered various styles like rock, popular, hip-pop, and even two-D culture, which can nearly represent all the latest fashion taste.

Breaking through the “Metaverse Island’’-REALY Constructs a Metaverse Product in a “Hyper-real’’ Form

According to Zuckerberg, “In Metaverse, you will be able to do almost anything. You can gather with friends and family, work, study, shop, create and gain a brand new experience that is unimaginable in the current understanding of computers and mobile phones. In the future, you will be instantly transmitted in the form of a hologram, you can arrive at the office without commuting, attend a concert with friends or return to your parents’ home. You will spend more time on meaningful things.

Along with Facebook’s name change to “Meta”, which is derived from “Metaverse”, the entry of traditional business giants inspired people’s unlimited imagination of the metaverse. According to Zuckerberg’s theoretical conception, the term metaverse was given greater theoretical material.

REALY, like its name, starts from the “real” and enters the virtual world to create a new meta-universe ecological world “virtual is the future and the future has come”.

If you think of REALY’s Metaverse as a huge decentralized virtual world, then there will be different ecological themes in REALY’s world.

For example, game-themed GameFi, social-themed SocialFi, financial-economic system Defi, trading market Marketplace, encrypted asset NFT and other different forms of expression can all get a new experience in the REALY meta-universe.

The Dream of the capitalism “Meta Universe”

The Metaverse track itself has trillions of market potential, including AI, blockchain, communications, AR, VR, and many other emerging technologies, which are interconnected in the context of technological development, and leading VCs and investment institutions have entered the market.

Since the first Metaverse IPO was listed, foreign companies such as Facebook, Epic Games, and Nvidia have deployed Mertaverse and many Chinese companies, including Tencent, have also begun to deploy on it too.

“Generally speaking, the benchmark of a good MEtaverse project is based on how much financing they get the seed round and the background of their venture capital. Those capable VCs are playing an influential role in the Metaverse field.”

Learn about REALY Metaverse — perfect integration of virtual and reality

REALY Metaverse is the first Metaverse project based on Solana that has “Metaverse virtual life + wearable tool NFT + pet NFT + 3A game screen + well-known IP cooperation”. In Realy Metaverse, every user can breed pets, participate in the construction of Metaverse, interact with street fashion and enjoy the dividend from the ecosystem. Besides, the user is also able to enjoy fashion, architecture, virtual concerts, virtual performances, art exhibitions, museums, etc. Also, the user is able to develop the entire ecosystem.

REALY Metaverse was developed through Unreal Engine and cooperated with Japanese developers to create a virtual Metaverse world with a screen comparable to 3A games.

REALY Metaverse focuses on street culture and will bring familiar names (including fashion brands, graffiti artists, fashion toy brands, musicians, rappers, skateboard brands, etc. REALY is going to combine the Metaverse technology and NFT to accomplish a perfect merge between virtual and reality.

REALY Metaverse will be a city in the sky, full of nature, architecture, streets, art, stadiums, etc. Users can experience street culture immersive and realize their craziest imagination. The REAL token will serve as the basic layer of the infrastructure, enabling all levels of cryptocurrency activities.

In REALY Metaverse, users will have the opportunity to get cryptocurrency and experience the street culture. In addition, REAL users will be able to earn income by hosting virtual events, renting income from real estate, concert royalty sharing, and participating in Metaverse, etc. In order to let users feel immersed, REALY Metaverse uses the leading Unreal 3D authoring engine to create real-time motion sensing reflecting concerts and events.

REALY builds a complete Metaverse value chain

REALY Metaverse has gradually built various upper-level applications starting from the underlying technology. At the same time, it has built an ecological chain with Metaverse values ​​under the guidance of NFT assets.

In the REALY Metaverse economic system, it will base on a virtual asset economic system to derive different economic outputs and create an ecosystem related to property rights, virtual real estate assets, and rarity create a closed-loop ecology of its own Metaverse system.

The underlying infrastructure and technical facilities

REALY Metaverse uses the independent game engine “Unreal Engine 4” to develop a hyper-realistic visual virtual world, which means that thousands of games and applications have been running on the “stack” of its tools and software. Base on this technology it is able to simplify the transaction process and allow REALY Metaverse easier to share assets, integrate experiences and share information.

Unreal Engine now contributes various traditional media experiences. For example, Disney’s “The Mandalorian” was filmed and fully rendered in Unreal Engine. The director Jon Favreau was able to truly enter his digital environment and position the characters and the audience is also free to enjoy the digital environment as well.

In addition to movies and TV, Unreal Engine is also increasingly used in live events: For example, Unreal Engine provides support for Fox Sports’ NASCAR scenes, which also provides the bottom layer for applications such as Realy Metaverse virtual avatars and concerts.

Upper layer application

With the support of the underlying technology, Realy Metaverse has also produced many different types and different levels of product applications, which complete the value ecology of Real and carry innovative value. For example, the following scenarios and applications:

· Role: “Second Life” in REALY World.

· Fashion: Create your own 3D image and create fashionable clothing.

· City: tradable and interactive consumption.

· Social: communicate with friends and broaden social circle.

· Music venues: DJs and musicians able to perform their shows.

· Art: Create and visit the Museum of the Ministry of Art

· Community: DAO, virtual community

· Immersion: Experience of the metaverse

· Civilization: Build an ecological civilization

· Diversity: Provide a rich content experience

Different types of assets

REALY Metaverse has different types of asset circulation, which together support the internal circulation of value within the ecology, such as the built-in token economy, land economy, taxation, incentives, and NFT asset circulation.

REALY element

REALY gathers different applications and elements to build different styles and experiences in the Metaverse world and draws a more colorful virtual world through different elements.

Avatar: the necessary element to construct the Metaverse

People can live in REALY’s Metaverse in the form of Avatar (virtual avatar) and create an “always-online second life”.

As the basic element of constructing the REALY Metaverse, users can create their own Avatars. Avatars have a richer and more diverse image, almost similar to real people, and respond to more scene changes, which can satisfy consumers’ love and other different emotional sustenance.

City

The REALY metaverse city contains a variety of tradable and interactive scenarios, creating brand-new e-commerce, marketing, and social channels.

Users can get income through different games in accordance with its rules. For example, the land system allows users to rent out to earn rental income. You can also find your favorite brands, IPs, and works of art here, for entertainment, users can visit virtual concerts, art museums, and make new friends here.

REALY’s Metaverse will start from urban planning and adopt the Japanese “metabolism” school theory as its core guiding ideology to build a 3D virtual city that not only conforms to the urban planning theory, but also has the logic of commercial value, and pays more attention to user experience. Among them, land, shops, residences, etc. will all become the core virtual real estate, and users can build and operate independently.

“Second Life”

REALY Metaverse uses Avatar to create exclusive hyper-real 3D avatars and wear digital fashion clothing. In this immersive virtual world, users can collect, trade, display, and share NFTs with friends in the virtual social world. In a virtual world, users can perform social, creative, entertainment, and other activities.

Users are also able to feed virtual pets, watch virtual concerts, browse virtual facilities and daily necessities in the REALY Metaverse. Enjoying the second life will never go offline under the blessing of Avatar.

Trend culture

This year REALY has made a further iteration and added fashionable cultural elements to the Metaverse world. REALY will bring street-level brands, IPs, stars, KOLs, etc. to this virtual city. All of these will also be cast as NFTs. At the same time, the virtual and physical objects are connected to use virtual and real-world life.

REALY has also signed contracts with some global stars and artists to help them create their own virtual images, launching exclusive virtual concerts and exclusive NFTs for them. Also, Realy will introduce cooperation with well-known brands to increase fan attraction for artists and brands.

NFT assets

REALY had sold Bearache NFT assets in September. It is based on the ERC721 NFT issued by Ethereum. There are a total of 10,000, including more than 30 sets of different design styles, and more than 150 different design elements.

Bearache is also a VIP member of REALY Metaverse. Users who hold Bearache will have numerous exclusive membership rights, including a limited number of NFT priority purchase rights.

Later on, Bearache will be upgraded to a 3D version and it will become a virtual pet in the Metaverse. It is the first, limited, and only virtual pet NFT. It is also a symbol of Metaverse identity.

Immersive plus buildable, breaking the isolated island of Metaverse

There are currently two types of Metaverse products in the market. One is immersive products, such as UX upgrades and 3D models to emphasize the upgrade of sensory experience (such as Decentraland, CryptoVoxels). This type of Metaverse product focuses on the development of virtual reality technology.

The other is buildable products, free to build products (such as DeFi Lego and Loot), without a graphical interface, focusing on interoperability and development experience.

REALY Metaverse combines the immersive and buildable attributes through its own products and characteristics, breaking with traditional Metaverse products.

Economic model/value chain

Release method

The $REAL token is released in the form of a gentle release of inflation and is mainly used to reward various behaviors and activities in the Metaverse.

The center of releasing $REAL is the entire REALY WORLD vault. The release speed of the vault is determined by the developers. However, we will change to the form of DAO at a certain time.

The vault releases a certain amount of $REAL every day, part of them will releases after the users accomplish the daily tasks. Players are able to obtain the token after they complete the task.

Another part of $REAL is injected into the city’s DAO. This will create competition when the player creates multiple cities.

City DAO

  • The 3 main functions of City DAO are:

1. Players propose the basic values of the city, such as the city tax (City Tax) of operating a shop in the city;

2. Decide on the allocation of $REAL between landholders and users who stake $REAL;

3. Determine the special events and related budgets to be launched by the city.

  • The voting rights of City DAO can be obtained in the following ways:

1. Stake $REAL in CITY DAO;

2. Holding the lands in the city.

  • The land

The land is a special type of NFT and the amount of land in each city is limited. Holding these lands have the following advantages:

  1. Holding the lands will automatically get the right to vote in the city;
  2. The land can be leased to users to establish STOREFRONT, and the rent is determined by market supply and demand;
  3. The land will receive a small portion of $REAL as the passive income every day.
  • STOREFRONT

STOREFRONT is a store opened by the leaseholders, with the following characteristics:
1. The transactions generated in STOREFRONT need to pay City Tax in the city, and at the same time pay World Tax in the World Treasury;
2. It’s better to set up some of NPC’s STOREFRONT, which sells various basic items, and the token is $REAL.

  • Transaction and collection market

The NFT of the entire game borrows the concept of “manufacturing”. For example, selling a designer’s clothes can be partly sold in the official NFT store, and the other part is to let players collect materials to make them by themselves. Players need to buy materials in different cities and then synthesize clothes. The operator announces the formula, the last step of manufacturing interacts with the chain and randomly generates various clothes, and there is a certain chance to synthesize rare clothes.

The game can sell pets, sell various dyes, and clothes.

  • Treasury & Repurchase

The replenishment of the World Treasury is mainly in two forms:

1. The secondary market in each city will collect a part of the world tax and add it to the treasury;

2. The official NFT is sold, and the sold $REAL is added to the vault, and the sold $SOL or $USDC is used to repurchase $ REAL to add to the vault.

What are the token details?

  • Name: REAL
  • Total Supply: 100,000,000 REAL
  • Total Allocated: 500,000 REAL (0.5% of the total supply)
  • Cap Per User: 500 REAL
  • Price: 1 REAL = $1 (exchange rate between BIT and REAL will be confirmed when the subscription period starts)
  • Format: Multiple subscriptions supported
  • Committed Token: BIT only

How and Where to Buy REAL token?

REAL has been listed on a number of crypto exchanges, unlike other main cryptocurrencies, it cannot be directly purchased with fiats money. However, You can still easily buy this coin by first buying Bitcoin, ETH, USDT, BNB from any large exchanges and then transfer to the exchange that offers to trade this coin, in this guide article we will walk you through in detail the steps to buy REAL token

You will have to first buy one of the major cryptocurrencies, usually either Bitcoin (BTC), Ethereum (ETH), Tether (USDT), Binance (BNB)…

We will use Binance Exchange here as it is one of the largest crypto exchanges that accept fiat deposits.

Once you finished the KYC process. You will be asked to add a payment method. Here you can either choose to provide a credit/debit card or use a bank transfer, and buy one of the major cryptocurrencies, usually either Bitcoin (BTC), Ethereum (ETH), Tether (USDT), Binance (BNB)…

☞ SIGN UP ON BINANCE

Step by Step Guide : What is Binance | How to Create an account on Binance (Updated 2021)

Once finished you will then need to make a BTC/ETH/USDT/BNB deposit to the exchange from Binance depending on the available market pairs. After the deposit is confirmed you may then purchase REAL from the exchange.

The top exchange for trading in REAL token is currently:  Bybit Launchpad

Top exchanges for token-coin trading. Follow instructions and make unlimited money

BinanceBittrexPoloniexBitfinexHuobiMXCProBITGate.ioCoinbase

🔺DISCLAIMER: The Information in the post isn’t financial advice, is intended FOR GENERAL INFORMATION PURPOSES ONLY. Trading Cryptocurrency is VERY risky. Make sure you understand these risks and that you are responsible for what you do with your money.

🔥 If you’re a beginner. I believe the article below will be useful to you ☞ What You Should Know Before Investing in Cryptocurrency - For Beginner

⭐ ⭐ ⭐The project is of interest to the community ☞ **-----https://geekcash.org-----**⭐ ⭐ ⭐

Find more information REAL token ☞ Website

I hope this post will help you. Don't forget to leave a like, comment and sharing it with others. Thank you!

#bitcoin #cryptocurrency 

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What is Realy Metaverse (REAL) | What is Realy token | REAL token
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WordsCounted: A Ruby Natural Language Processor

WordsCounted

We are all in the gutter, but some of us are looking at the stars.

-- Oscar Wilde

WordsCounted is a Ruby NLP (natural language processor). WordsCounted lets you implement powerful tokensation strategies with a very flexible tokeniser class.

Features

  • Out of the box, get the following data from any string or readable file, or URL:
    • Token count and unique token count
    • Token densities, frequencies, and lengths
    • Char count and average chars per token
    • The longest tokens and their lengths
    • The most frequent tokens and their frequencies.
  • A flexible way to exclude tokens from the tokeniser. You can pass a string, regexp, symbol, lambda, or an array of any combination of those types for powerful tokenisation strategies.
  • Pass your own regexp rules to the tokeniser if you prefer. The default regexp filters special characters but keeps hyphens and apostrophes. It also plays nicely with diacritics (UTF and unicode characters): Bayrūt is treated as ["Bayrūt"] and not ["Bayr", "ū", "t"], for example.
  • Opens and reads files. Pass in a file path or a url instead of a string.

Installation

Add this line to your application's Gemfile:

gem 'words_counted'

And then execute:

$ bundle

Or install it yourself as:

$ gem install words_counted

Usage

Pass in a string or a file path, and an optional filter and/or regexp.

counter = WordsCounted.count(
  "We are all in the gutter, but some of us are looking at the stars."
)

# Using a file
counter = WordsCounted.from_file("path/or/url/to/my/file.txt")

.count and .from_file are convenience methods that take an input, tokenise it, and return an instance of WordsCounted::Counter initialized with the tokens. The WordsCounted::Tokeniser and WordsCounted::Counter classes can be used alone, however.

API

WordsCounted

WordsCounted.count(input, options = {})

Tokenises input and initializes a WordsCounted::Counter object with the resulting tokens.

counter = WordsCounted.count("Hello Beirut!")

Accepts two options: exclude and regexp. See Excluding tokens from the analyser and Passing in a custom regexp respectively.

WordsCounted.from_file(path, options = {})

Reads and tokenises a file, and initializes a WordsCounted::Counter object with the resulting tokens.

counter = WordsCounted.from_file("hello_beirut.txt")

Accepts the same options as .count.

Tokeniser

The tokeniser allows you to tokenise text in a variety of ways. You can pass in your own rules for tokenisation, and apply a powerful filter with any combination of rules as long as they can boil down into a lambda.

Out of the box the tokeniser includes only alpha chars. Hyphenated tokens and tokens with apostrophes are considered a single token.

#tokenise([pattern: TOKEN_REGEXP, exclude: nil])

tokeniser = WordsCounted::Tokeniser.new("Hello Beirut!").tokenise

# With `exclude`
tokeniser = WordsCounted::Tokeniser.new("Hello Beirut!").tokenise(exclude: "hello")

# With `pattern`
tokeniser = WordsCounted::Tokeniser.new("I <3 Beirut!").tokenise(pattern: /[a-z]/i)

See Excluding tokens from the analyser and Passing in a custom regexp for more information.

Counter

The WordsCounted::Counter class allows you to collect various statistics from an array of tokens.

#token_count

Returns the token count of a given string.

counter.token_count #=> 15

#token_frequency

Returns a sorted (unstable) two-dimensional array where each element is a token and its frequency. The array is sorted by frequency in descending order.

counter.token_frequency

[
  ["the", 2],
  ["are", 2],
  ["we",  1],
  # ...
  ["all", 1]
]

#most_frequent_tokens

Returns a hash where each key-value pair is a token and its frequency.

counter.most_frequent_tokens

{ "are" => 2, "the" => 2 }

#token_lengths

Returns a sorted (unstable) two-dimentional array where each element contains a token and its length. The array is sorted by length in descending order.

counter.token_lengths

[
  ["looking", 7],
  ["gutter",  6],
  ["stars",   5],
  # ...
  ["in",      2]
]

#longest_tokens

Returns a hash where each key-value pair is a token and its length.

counter.longest_tokens

{ "looking" => 7 }

#token_density([ precision: 2 ])

Returns a sorted (unstable) two-dimentional array where each element contains a token and its density as a float, rounded to a precision of two. The array is sorted by density in descending order. It accepts a precision argument, which must be a float.

counter.token_density

[
  ["are",     0.13],
  ["the",     0.13],
  ["but",     0.07 ],
  # ...
  ["we",      0.07 ]
]

#char_count

Returns the char count of tokens.

counter.char_count #=> 76

#average_chars_per_token([ precision: 2 ])

Returns the average char count per token rounded to two decimal places. Accepts a precision argument which defaults to two. Precision must be a float.

counter.average_chars_per_token #=> 4

#uniq_token_count

Returns the number of unique tokens.

counter.uniq_token_count #=> 13

Excluding tokens from the tokeniser

You can exclude anything you want from the input by passing the exclude option. The exclude option accepts a variety of filters and is extremely flexible.

  1. A space-delimited string. The filter will normalise the string.
  2. A regular expression.
  3. A lambda.
  4. A symbol that names a predicate method. For example :odd?.
  5. An array of any combination of the above.
tokeniser =
  WordsCounted::Tokeniser.new(
    "Magnificent! That was magnificent, Trevor."
  )

# Using a string
tokeniser.tokenise(exclude: "was magnificent")
# => ["that", "trevor"]

# Using a regular expression
tokeniser.tokenise(exclude: /trevor/)
# => ["magnificent", "that", "was", "magnificent"]

# Using a lambda
tokeniser.tokenise(exclude: ->(t) { t.length < 4 })
# => ["magnificent", "that", "magnificent", "trevor"]

# Using symbol
tokeniser = WordsCounted::Tokeniser.new("Hello! محمد")
tokeniser.tokenise(exclude: :ascii_only?)
# => ["محمد"]

# Using an array
tokeniser = WordsCounted::Tokeniser.new(
  "Hello! اسماءنا هي محمد، كارولينا، سامي، وداني"
)
tokeniser.tokenise(
  exclude: [:ascii_only?, /محمد/, ->(t) { t.length > 6}, "و"]
)
# => ["هي", "سامي", "وداني"]

Passing in a custom regexp

The default regexp accounts for letters, hyphenated tokens, and apostrophes. This means twenty-one is treated as one token. So is Mohamad's.

/[\p{Alpha}\-']+/

You can pass your own criteria as a Ruby regular expression to split your string as desired.

For example, if you wanted to include numbers, you can override the regular expression:

counter = WordsCounted.count("Numbers 1, 2, and 3", pattern: /[\p{Alnum}\-']+/)
counter.tokens
#=> ["numbers", "1", "2", "and", "3"]

Opening and reading files

Use the from_file method to open files. from_file accepts the same options as .count. The file path can be a URL.

counter = WordsCounted.from_file("url/or/path/to/file.text")

Gotchas

A hyphen used in leu of an em or en dash will form part of the token. This affects the tokeniser algorithm.

counter = WordsCounted.count("How do you do?-you are well, I see.")
counter.token_frequency

[
  ["do",   2],
  ["how",  1],
  ["you",  1],
  ["-you", 1], # WTF, mate!
  ["are",  1],
  # ...
]

In this example -you and you are separate tokens. Also, the tokeniser does not include numbers by default. Remember that you can pass your own regular expression if the default behaviour does not fit your needs.

A note on case sensitivity

The program will normalise (downcase) all incoming strings for consistency and filters.

Roadmap

Ability to open URLs

def self.from_url
  # open url and send string here after removing html
end

Are you using WordsCounted to do something interesting? Please tell me about it.

Gem Version 

RubyDoc documentation.

Demo

Visit this website for one example of what you can do with WordsCounted.


Contributors

See contributors.

Contributing

  1. Fork it
  2. Create your feature branch (git checkout -b my-new-feature)
  3. Commit your changes (git commit -am 'Add some feature')
  4. Push to the branch (git push origin my-new-feature)
  5. Create new Pull Request

Author: Abitdodgy
Source Code: https://github.com/abitdodgy/words_counted 
License: MIT license

#ruby #nlp 

Words Counted: A Ruby Natural Language Processor.

WordsCounted

We are all in the gutter, but some of us are looking at the stars.

-- Oscar Wilde

WordsCounted is a Ruby NLP (natural language processor). WordsCounted lets you implement powerful tokensation strategies with a very flexible tokeniser class.

Are you using WordsCounted to do something interesting? Please tell me about it.

 

Demo

Visit this website for one example of what you can do with WordsCounted.

Features

  • Out of the box, get the following data from any string or readable file, or URL:
    • Token count and unique token count
    • Token densities, frequencies, and lengths
    • Char count and average chars per token
    • The longest tokens and their lengths
    • The most frequent tokens and their frequencies.
  • A flexible way to exclude tokens from the tokeniser. You can pass a string, regexp, symbol, lambda, or an array of any combination of those types for powerful tokenisation strategies.
  • Pass your own regexp rules to the tokeniser if you prefer. The default regexp filters special characters but keeps hyphens and apostrophes. It also plays nicely with diacritics (UTF and unicode characters): Bayrūt is treated as ["Bayrūt"] and not ["Bayr", "ū", "t"], for example.
  • Opens and reads files. Pass in a file path or a url instead of a string.

Installation

Add this line to your application's Gemfile:

gem 'words_counted'

And then execute:

$ bundle

Or install it yourself as:

$ gem install words_counted

Usage

Pass in a string or a file path, and an optional filter and/or regexp.

counter = WordsCounted.count(
  "We are all in the gutter, but some of us are looking at the stars."
)

# Using a file
counter = WordsCounted.from_file("path/or/url/to/my/file.txt")

.count and .from_file are convenience methods that take an input, tokenise it, and return an instance of WordsCounted::Counter initialized with the tokens. The WordsCounted::Tokeniser and WordsCounted::Counter classes can be used alone, however.

API

WordsCounted

WordsCounted.count(input, options = {})

Tokenises input and initializes a WordsCounted::Counter object with the resulting tokens.

counter = WordsCounted.count("Hello Beirut!")

Accepts two options: exclude and regexp. See Excluding tokens from the analyser and Passing in a custom regexp respectively.

WordsCounted.from_file(path, options = {})

Reads and tokenises a file, and initializes a WordsCounted::Counter object with the resulting tokens.

counter = WordsCounted.from_file("hello_beirut.txt")

Accepts the same options as .count.

Tokeniser

The tokeniser allows you to tokenise text in a variety of ways. You can pass in your own rules for tokenisation, and apply a powerful filter with any combination of rules as long as they can boil down into a lambda.

Out of the box the tokeniser includes only alpha chars. Hyphenated tokens and tokens with apostrophes are considered a single token.

#tokenise([pattern: TOKEN_REGEXP, exclude: nil])

tokeniser = WordsCounted::Tokeniser.new("Hello Beirut!").tokenise

# With `exclude`
tokeniser = WordsCounted::Tokeniser.new("Hello Beirut!").tokenise(exclude: "hello")

# With `pattern`
tokeniser = WordsCounted::Tokeniser.new("I <3 Beirut!").tokenise(pattern: /[a-z]/i)

See Excluding tokens from the analyser and Passing in a custom regexp for more information.

Counter

The WordsCounted::Counter class allows you to collect various statistics from an array of tokens.

#token_count

Returns the token count of a given string.

counter.token_count #=> 15

#token_frequency

Returns a sorted (unstable) two-dimensional array where each element is a token and its frequency. The array is sorted by frequency in descending order.

counter.token_frequency

[
  ["the", 2],
  ["are", 2],
  ["we",  1],
  # ...
  ["all", 1]
]

#most_frequent_tokens

Returns a hash where each key-value pair is a token and its frequency.

counter.most_frequent_tokens

{ "are" => 2, "the" => 2 }

#token_lengths

Returns a sorted (unstable) two-dimentional array where each element contains a token and its length. The array is sorted by length in descending order.

counter.token_lengths

[
  ["looking", 7],
  ["gutter",  6],
  ["stars",   5],
  # ...
  ["in",      2]
]

#longest_tokens

Returns a hash where each key-value pair is a token and its length.

counter.longest_tokens

{ "looking" => 7 }

#token_density([ precision: 2 ])

Returns a sorted (unstable) two-dimentional array where each element contains a token and its density as a float, rounded to a precision of two. The array is sorted by density in descending order. It accepts a precision argument, which must be a float.

counter.token_density

[
  ["are",     0.13],
  ["the",     0.13],
  ["but",     0.07 ],
  # ...
  ["we",      0.07 ]
]

#char_count

Returns the char count of tokens.

counter.char_count #=> 76

#average_chars_per_token([ precision: 2 ])

Returns the average char count per token rounded to two decimal places. Accepts a precision argument which defaults to two. Precision must be a float.

counter.average_chars_per_token #=> 4

#uniq_token_count

Returns the number of unique tokens.

counter.uniq_token_count #=> 13

Excluding tokens from the tokeniser

You can exclude anything you want from the input by passing the exclude option. The exclude option accepts a variety of filters and is extremely flexible.

  1. A space-delimited string. The filter will normalise the string.
  2. A regular expression.
  3. A lambda.
  4. A symbol that names a predicate method. For example :odd?.
  5. An array of any combination of the above.
tokeniser =
  WordsCounted::Tokeniser.new(
    "Magnificent! That was magnificent, Trevor."
  )

# Using a string
tokeniser.tokenise(exclude: "was magnificent")
# => ["that", "trevor"]

# Using a regular expression
tokeniser.tokenise(exclude: /trevor/)
# => ["magnificent", "that", "was", "magnificent"]

# Using a lambda
tokeniser.tokenise(exclude: ->(t) { t.length < 4 })
# => ["magnificent", "that", "magnificent", "trevor"]

# Using symbol
tokeniser = WordsCounted::Tokeniser.new("Hello! محمد")
tokeniser.tokenise(exclude: :ascii_only?)
# => ["محمد"]

# Using an array
tokeniser = WordsCounted::Tokeniser.new(
  "Hello! اسماءنا هي محمد، كارولينا، سامي، وداني"
)
tokeniser.tokenise(
  exclude: [:ascii_only?, /محمد/, ->(t) { t.length > 6}, "و"]
)
# => ["هي", "سامي", "وداني"]

Passing in a custom regexp

The default regexp accounts for letters, hyphenated tokens, and apostrophes. This means twenty-one is treated as one token. So is Mohamad's.

/[\p{Alpha}\-']+/

You can pass your own criteria as a Ruby regular expression to split your string as desired.

For example, if you wanted to include numbers, you can override the regular expression:

counter = WordsCounted.count("Numbers 1, 2, and 3", pattern: /[\p{Alnum}\-']+/)
counter.tokens
#=> ["numbers", "1", "2", "and", "3"]

Opening and reading files

Use the from_file method to open files. from_file accepts the same options as .count. The file path can be a URL.

counter = WordsCounted.from_file("url/or/path/to/file.text")

Gotchas

A hyphen used in leu of an em or en dash will form part of the token. This affects the tokeniser algorithm.

counter = WordsCounted.count("How do you do?-you are well, I see.")
counter.token_frequency

[
  ["do",   2],
  ["how",  1],
  ["you",  1],
  ["-you", 1], # WTF, mate!
  ["are",  1],
  # ...
]

In this example -you and you are separate tokens. Also, the tokeniser does not include numbers by default. Remember that you can pass your own regular expression if the default behaviour does not fit your needs.

A note on case sensitivity

The program will normalise (downcase) all incoming strings for consistency and filters.

Roadmap

Ability to open URLs

def self.from_url
  # open url and send string here after removing html
end

Contributors

See contributors.

Contributing

  1. Fork it
  2. Create your feature branch (git checkout -b my-new-feature)
  3. Commit your changes (git commit -am 'Add some feature')
  4. Push to the branch (git push origin my-new-feature)
  5. Create new Pull Request

Author: abitdodgy
Source code: https://github.com/abitdodgy/words_counted
License: MIT license

#ruby  #ruby-on-rails 

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1622197808

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