What is TeraBlock (TBC) | What is TeraBlock token | What is TBC token

In this article, we’ll discuss information about the TeraBlock project and TBC token

TeraBlock (Trading) - Machine Learning driven, personalised automated cryptocurrency portfolio trade automation to help you easily manage your assets.

We started TeraBlock in the wake of crypto-assets evolution, to be the simplest machine learning based trading platform to help people make the most out of trading crypto-assets.

Shivam Tandon, Founder & CEO

Innovating Cryptocurrency  Portfolio Management

100% Portfolio Trade Automation

  • TeraBlock is the most advanced portfolio trade automation tool in the market! Designed to protect your funds against market volatility. Our machine learning driven algorithms consistently learn and improves on executing successful trades.

Gain Confidence in a New Asset Class

  • Being new to digital assets can be intimidating in a market where big price swings and extreme volatility can downgrade your entire portfolio in minutes. Our technology is designed to manage your portfolio with the help of trade automation while managing risk and giving your funds an opportunity to grow.

Simplest way to Buy Crypto

  • TeraBlock is a fully automated machine learning-driven trade automation platform designed to help you buy and easily manage your crypto portfolio. Our machine-learning driven strategies know exactly when to enter the market so you don’t have to worry about spending days or weeks to find an optimum entry.

Let us do the work for you

  • Are you rebalancing your portfolio to maintain your risk level? Seeking Protection against market volatility? Wanting stringent risk-management tools with real-time position management? Terrablock is optimized for an easier, automated trading experience.

How it works

We take sophisticated trading strategies and make them simple to use with personalized automated trading.

1. Buy Crypto

  • Simple and user-friendly interface.
  • Use a bank debit or credit card to buy cryptocurrency.
  • Instantly get your crypto credited to your account.
  • Competitive asset prices and fees.
  • Start automating your trades with the help of Machine Learning driven trading algorithms within minutes.

Index Trade Automation

We offer four pre-defined indexes based on total market cap, asset performance, project overview and statistical data. With just one click, users can view the previous real time and historic trading data.

Once an index is selected and confirmed by a user then Terablock begins to work. It will buy all the assets as directed by the user and will continuously monitor the market. As soon as market starts a correction our intelligent trading engine will exit the pair in the base currency of the index and will wait for the market trend to change for it to buy in. Our engine users low frequency trading and only trades when there is a change in market conditions.

Users have an option to create their own index and choose $ USD or BTC maximisation.

  • Simple to use one click setup.
  • Pre-defined indexes or create your own.
  • Create your own index.
  • $ USD or BTC maximisation.
  • Real time and historic performance data.
  • 24/7 market monitoring.

2. Automated Portfolio Trading

This product is suitable for experienced users who have a basic knowledge of trading. Users can simply drag and drop cryptocurrencies listed on the exchange to create their portfolio. Once the portfolio is created users can select an existing trading strategy or create a set of trading rules to buy and sell for profit or stop loss. Simply with a click of a button they can view the past performance of the portfolio based on the options selected.

Once the portfolio is created our Machine Learning based trading algorithms manage the entire portfolio without the user’s intervention. Users can choose $ USD or BTC maximisation.

  • Fully automated portfolio trading.
  • User-defined portfolios.
  • Real time and historic performance data.
  • $ USD or BTC maximisation.
  • Simple to use drag and drop setup.
  • 24/7 market monitoring.

3. Our technology manages your trading

Here’s where our technology gets to work. We’ll trade your portfolio based on your preferred risk level. As your investments produce profits, we reinvest them for you to avoid cash drag.

Easily Buy Crypto: Instantly buy and sell crypto with bank card - Visa and MasterCard.

Trade Automation: Simplest platform to start trading cryptocurrencies with no prior experience.

Secured Wallets: Most trusted and secure Binance powered cryptocurrency wallets.

Simple Fees Structure: No extra subscription or management fees, only pay standard exchange trading fees.

Secure: TeraBlock ecosystem powered by Binance’s superior security, and technology.

Insured: TeraBlock user funds are insured against theft.

Easy Access: TeraBlock application available available across all platforms - web and mobile.

One Stop Solution: TeraBlock is the simplest one-stop solution for all crypto related needs.

Trade, Convert & OTC Portal

Seamlessly exchange between your favorite digital assets

Terablock makes trading incredibly efficient. With Binance’s deep liquidity and order books, you can trade between assets with near-instant speeds without the worry of slippage or spreads.

Users can easily convert their assets on the portal without having to worry about order books and trading fees.

  • Simple to use user interface.
  • Better prices for making large crypto block trades.
  • Lock in prices the moment quote is accepted.
  • Protection against the risk of excessive slippage while making large transactions.
  • Price shown is an all-inclusive price with no hidden charges.

TeraBlock (TBC) token

TeraBlock exchange raises $2.4M to develop crypto newbie-friendly interface here

How and Where to Buy TeraBlock (TBC)?

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.

Binance is a popular cryptocurrency exchange which was started in China but then moved their headquarters to the crypto-friendly Island of Malta in the EU. Binance is popular for its crypto to crypto exchange services. Binance exploded onto the scene in the mania of 2017 and has since gone on to become the top crypto exchange in the world.

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)

Next step - Transfer your cryptos to an Altcoin Exchange

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 TeraBlock token from the exchange: BSCPAD

https://bscpad.wufoo.com/forms/r1p1bhvl05c25yd/

✅ Staking Eligibility Deadline: Tuesday May 11th, 5 AM UTC
✅ Allocation Round: Tuesday May 11th, 8 AM UTC
✅ FCFS Round: Tuesday May 11th, 1 PM UTC
✅ Pancakeswap Launch: Tuesday May 11th, Time TBA

Read more: What is Pancakeswap | Beginner’s Guide on How to Use Pancakeswap

Contract: 0xa1ed0364d53394209d61ae8bfdb8ff50484d8c91

Find more information TBC

WebsiteWhitepaperSocial ChannelSocial Channel 2Message Board

🔺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. Join to Get free ‘GEEK coin’ (GEEKCASH coin)!

☞ **-----CLICK HERE-----**⭐ ⭐ ⭐

Thank for visiting and reading this article! Please don’t forget to leave a like, comment and share!

#blockchain #bitcoin #tbc #terablock

What is GEEK

Buddha Community

What is TeraBlock (TBC) | What is TeraBlock token | What is TBC token

What is TeraBlock (TBC) | What is TeraBlock token | What is TBC token

In this article, we’ll discuss information about the TeraBlock project and TBC token

TeraBlock (Trading) - Machine Learning driven, personalised automated cryptocurrency portfolio trade automation to help you easily manage your assets.

We started TeraBlock in the wake of crypto-assets evolution, to be the simplest machine learning based trading platform to help people make the most out of trading crypto-assets.

Shivam Tandon, Founder & CEO

Innovating Cryptocurrency  Portfolio Management

100% Portfolio Trade Automation

  • TeraBlock is the most advanced portfolio trade automation tool in the market! Designed to protect your funds against market volatility. Our machine learning driven algorithms consistently learn and improves on executing successful trades.

Gain Confidence in a New Asset Class

  • Being new to digital assets can be intimidating in a market where big price swings and extreme volatility can downgrade your entire portfolio in minutes. Our technology is designed to manage your portfolio with the help of trade automation while managing risk and giving your funds an opportunity to grow.

Simplest way to Buy Crypto

  • TeraBlock is a fully automated machine learning-driven trade automation platform designed to help you buy and easily manage your crypto portfolio. Our machine-learning driven strategies know exactly when to enter the market so you don’t have to worry about spending days or weeks to find an optimum entry.

Let us do the work for you

  • Are you rebalancing your portfolio to maintain your risk level? Seeking Protection against market volatility? Wanting stringent risk-management tools with real-time position management? Terrablock is optimized for an easier, automated trading experience.

How it works

We take sophisticated trading strategies and make them simple to use with personalized automated trading.

1. Buy Crypto

  • Simple and user-friendly interface.
  • Use a bank debit or credit card to buy cryptocurrency.
  • Instantly get your crypto credited to your account.
  • Competitive asset prices and fees.
  • Start automating your trades with the help of Machine Learning driven trading algorithms within minutes.

Index Trade Automation

We offer four pre-defined indexes based on total market cap, asset performance, project overview and statistical data. With just one click, users can view the previous real time and historic trading data.

Once an index is selected and confirmed by a user then Terablock begins to work. It will buy all the assets as directed by the user and will continuously monitor the market. As soon as market starts a correction our intelligent trading engine will exit the pair in the base currency of the index and will wait for the market trend to change for it to buy in. Our engine users low frequency trading and only trades when there is a change in market conditions.

Users have an option to create their own index and choose $ USD or BTC maximisation.

  • Simple to use one click setup.
  • Pre-defined indexes or create your own.
  • Create your own index.
  • $ USD or BTC maximisation.
  • Real time and historic performance data.
  • 24/7 market monitoring.

2. Automated Portfolio Trading

This product is suitable for experienced users who have a basic knowledge of trading. Users can simply drag and drop cryptocurrencies listed on the exchange to create their portfolio. Once the portfolio is created users can select an existing trading strategy or create a set of trading rules to buy and sell for profit or stop loss. Simply with a click of a button they can view the past performance of the portfolio based on the options selected.

Once the portfolio is created our Machine Learning based trading algorithms manage the entire portfolio without the user’s intervention. Users can choose $ USD or BTC maximisation.

  • Fully automated portfolio trading.
  • User-defined portfolios.
  • Real time and historic performance data.
  • $ USD or BTC maximisation.
  • Simple to use drag and drop setup.
  • 24/7 market monitoring.

3. Our technology manages your trading

Here’s where our technology gets to work. We’ll trade your portfolio based on your preferred risk level. As your investments produce profits, we reinvest them for you to avoid cash drag.

Easily Buy Crypto: Instantly buy and sell crypto with bank card - Visa and MasterCard.

Trade Automation: Simplest platform to start trading cryptocurrencies with no prior experience.

Secured Wallets: Most trusted and secure Binance powered cryptocurrency wallets.

Simple Fees Structure: No extra subscription or management fees, only pay standard exchange trading fees.

Secure: TeraBlock ecosystem powered by Binance’s superior security, and technology.

Insured: TeraBlock user funds are insured against theft.

Easy Access: TeraBlock application available available across all platforms - web and mobile.

One Stop Solution: TeraBlock is the simplest one-stop solution for all crypto related needs.

Trade, Convert & OTC Portal

Seamlessly exchange between your favorite digital assets

Terablock makes trading incredibly efficient. With Binance’s deep liquidity and order books, you can trade between assets with near-instant speeds without the worry of slippage or spreads.

Users can easily convert their assets on the portal without having to worry about order books and trading fees.

  • Simple to use user interface.
  • Better prices for making large crypto block trades.
  • Lock in prices the moment quote is accepted.
  • Protection against the risk of excessive slippage while making large transactions.
  • Price shown is an all-inclusive price with no hidden charges.

TeraBlock (TBC) token

TeraBlock exchange raises $2.4M to develop crypto newbie-friendly interface here

How and Where to Buy TeraBlock (TBC)?

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.

Binance is a popular cryptocurrency exchange which was started in China but then moved their headquarters to the crypto-friendly Island of Malta in the EU. Binance is popular for its crypto to crypto exchange services. Binance exploded onto the scene in the mania of 2017 and has since gone on to become the top crypto exchange in the world.

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)

Next step - Transfer your cryptos to an Altcoin Exchange

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 TeraBlock token from the exchange: BSCPAD

https://bscpad.wufoo.com/forms/r1p1bhvl05c25yd/

✅ Staking Eligibility Deadline: Tuesday May 11th, 5 AM UTC
✅ Allocation Round: Tuesday May 11th, 8 AM UTC
✅ FCFS Round: Tuesday May 11th, 1 PM UTC
✅ Pancakeswap Launch: Tuesday May 11th, Time TBA

Read more: What is Pancakeswap | Beginner’s Guide on How to Use Pancakeswap

Contract: 0xa1ed0364d53394209d61ae8bfdb8ff50484d8c91

Find more information TBC

WebsiteWhitepaperSocial ChannelSocial Channel 2Message Board

🔺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. Join to Get free ‘GEEK coin’ (GEEKCASH coin)!

☞ **-----CLICK HERE-----**⭐ ⭐ ⭐

Thank for visiting and reading this article! Please don’t forget to leave a like, comment and share!

#blockchain #bitcoin #tbc #terablock

Royce  Reinger

Royce Reinger

1658068560

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 

aaron silva

aaron silva

1622197808

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