Crypto Like

Crypto Like

1622529278

What is CreamPYE (PYE) | What is CreamPYE token | What is PYE token

In this article, we’ll discuss information about the CreamPYE project and PYE token

What is CreamPYE?

A common misconception developers have is the ability to balance what it will take to build a self sustainable ecosystem for a token project to survive long term while generating enough resources to process what it takes to reach its full potential while becoming respected as a leader in their space. CreamPYE is built to balance all aspects of its protocol and achieve sustainable long term growth through development of our road map with strategically developed tokenomics and the right team in place from day one.

Static Rewards

Static Rewards allow the ability for all holders of PYE to participate on the upside of earning while they allow the project to develop and reach its potential. Each holder is rewarded based on their percentage of tokens held and proportionate to the transactions executed.

Manual Burns

Manual Burns allow for true mitigation of possible offsets later in the development of the project. This really benefits the holders of PYE and allows the project to process burns as we achieve initiatives on our roadmap. All burns are transparent and are available for all to see and we will announce our strategy as we continue to develop at each phase of the CreamPYE project.

Automatic Liquidity Pool (LP)

Automatic Liquidity staking is the one of the most valuable functions of the CreamPYE protocol. As transactions happen on both the buy or sell side we are able to take a percentage of the tokens and stake them as liquidity for the exchange of PYE tokens. This will mitigate many issues other tokens experience such as price fluctuations, whales selling and causing excessive price drops and provide for confidence in the long term viability of the project as there will continue to be a foundation for the exchange pairs of PYE.

Fee Structure

CreamPYE processes with a 10% fee on every transaction. That fee is allocated as follows:

Existing PYE Holders –  50% of the fee (5% of the transaction) is distributed to every wallet that holds CreamPYE on a percentage basis. The more CreamPYE you hold the more you will receive!

Liquidity Pool Generation –  24.5% of the fee (2.45% of the transaction) collected in CreamPYE is sold into BNB. That BNB is married up with the remaining 24.5% of CreamPYE and deposited back into the PancakeSwap liquidity pool.

Charity Donation Transparency – .1% of all transactions are sent to a charity wallet for future donations to impact communities around the world!

The idea is to build a committed community who are in it for the long haul. PYE stability grows with automatic liquidity generation on every transaction. This allows prices to have the least amount of slippage, less attractive to bots playing the arbitrage game and builds confidence in the long term viability of our communities project.

Transparency

We believe our supporters and users are our most valuable asset. We are open to any and all creative ideas and concepts to add to our road map. We want everyone to have a voice and feel like part of the team! We will add the best ideas to the voting protocol and let the community decide.

Growth Driven

The CreamPYE protocol was created with growth in mind along with a focus on long term sustainability. The project plans to develop best in class tech for each of the platforms in the CreamPYE eco-system providing many future catalysts for holders to look forward to.

Community Focused

We are 100% Community obsessed! We strive to build a best in class community with active members who are part of the evolution of CreamPYE. Join our movement and help donate to charities in communities worldwide! Together we can help stop world hunger and make sure everyone has access to healthy resources.

PYESwap CEXDEX

CreamPYE will develop and launch PYESwap CEXDEX exchange and offer a best in class experience for users and developers. With the added touch of Marketplace Mining on PYESwap, users will have the ability to earn PYE Rewards each month for engaging with the exchange.

Marketplace Mining

Marketplace Mining is a function which will allow users who adopt the tech CreamPYE develops to earn rewards for their engagement. 50 Trillion PYE will be set aside for Marketplace mining which will be distributed over a four year period after each platform is released. Everyone will have a chance to participate.

PYE NFT Marketplace

Development of a full featured NFT Marketplace where engagement and experience will be the focus for all users. Providing creators and buyers more utility than what currently exists today for NFT’s. Current beta names we have secured the .com addresses for are PYESlice, PYEPiece and PYEShare. The community will vote on the final name and proposed names will be accepted prior to voting. Marketplace Mining will also be available to the buyers and sellers of the platform giving engaged users ability to earn PYE Rewards.

Tokenomics

CreamPYE was built with the idea of creating long term value while giving back to communities worldwide. We want to foster development in the culinary industry by providing donations to institutions who develop jobs for the food industry.

  • 1,000,000,000,000,000 Total minted PYE tokens
  • Fair Launch – 300 Trillion Team Tokens Burned before launch
  • Marketplace Mining Rewards – 100 Trillion Retained in Rewards Wallet for future deployment to PYE Platform users. Rewards will be distributed over a five year timeframe.
  • PancakeSwap Initial Pool – 600 Trillion staked with liquidity on PanCakeSwap DEX exchange.

Current Transaction Fees

  • 5% of transactions will be distributed to all holders of PYE based upon percentage of holdings
  • 4.9% of transactions will be put automatically into Liquidity Pool Generation where 60% will be extracted and go through our Charity Burn process weekly.
  • 0.1% of transactions will go into a dedicated charity wallet ( 0xE243141F4dA244784174E1AD92642CC415C69071) to be distributed to our exclusive partner charity only.

Charity Burn

Of the extracted BNB:

  • 60% – Donated to Charity (Charities will be presented and voted upon by the PYE Community)
  • 20% – Marketing
  • 20% – Business and Operating Fund

Of the Extracted PYE Tokens:

  • 60% – Burned Tokens
  • 40% – Community Giveaways

How and Where to Buy PYE token?

PYE token is now live on the Binance mainnet. The token address for PYE is 0xaad87f47cdea777faf87e7602e91e3a6afbe4d57. Be cautious not to purchase any other token with a smart contract different from this one (as this can be easily faked). We strongly advise to be vigilant and stay safe throughout the launch. Don’t let the excitement get the best of you.

Join To Get BNB (Binance Coin)! ☞ CLICK HERE

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)

Next step

You need a wallet address to Connect to Pancakeswap Decentralized Exchange, we use Metamask wallet

If you don’t have a Metamask wallet, read this article and follow the steps

☞What is Metamask wallet | How to Create a wallet and Use

Transfer $BNB to your new Metamask wallet from your existing wallet

Next step

Connect Metamask Wallet to Pancakeswap Decentralized Exchange and Buy, Swap PYE token

Contract: 0xaad87f47cdea777faf87e7602e91e3a6afbe4d57

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

The top exchange for trading in PYE token is currently PancakeSwap (V2), ProBit Exchange, and PancakeSwap

Find more information PYE

☞ Website ☞ Explorer ☞ Social Channel ☞ Social Channel 2 ☞ Social Channel 3 ☞ Social Channel 4 ☞ Coinmarketcap

🔺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-----**⭐ ⭐ ⭐

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

#blockchain #bitcoin #pye #creampye

What is GEEK

Buddha Community

What is CreamPYE (PYE) | What is CreamPYE token | What is PYE token
Crypto Like

Crypto Like

1622529278

What is CreamPYE (PYE) | What is CreamPYE token | What is PYE token

In this article, we’ll discuss information about the CreamPYE project and PYE token

What is CreamPYE?

A common misconception developers have is the ability to balance what it will take to build a self sustainable ecosystem for a token project to survive long term while generating enough resources to process what it takes to reach its full potential while becoming respected as a leader in their space. CreamPYE is built to balance all aspects of its protocol and achieve sustainable long term growth through development of our road map with strategically developed tokenomics and the right team in place from day one.

Static Rewards

Static Rewards allow the ability for all holders of PYE to participate on the upside of earning while they allow the project to develop and reach its potential. Each holder is rewarded based on their percentage of tokens held and proportionate to the transactions executed.

Manual Burns

Manual Burns allow for true mitigation of possible offsets later in the development of the project. This really benefits the holders of PYE and allows the project to process burns as we achieve initiatives on our roadmap. All burns are transparent and are available for all to see and we will announce our strategy as we continue to develop at each phase of the CreamPYE project.

Automatic Liquidity Pool (LP)

Automatic Liquidity staking is the one of the most valuable functions of the CreamPYE protocol. As transactions happen on both the buy or sell side we are able to take a percentage of the tokens and stake them as liquidity for the exchange of PYE tokens. This will mitigate many issues other tokens experience such as price fluctuations, whales selling and causing excessive price drops and provide for confidence in the long term viability of the project as there will continue to be a foundation for the exchange pairs of PYE.

Fee Structure

CreamPYE processes with a 10% fee on every transaction. That fee is allocated as follows:

Existing PYE Holders –  50% of the fee (5% of the transaction) is distributed to every wallet that holds CreamPYE on a percentage basis. The more CreamPYE you hold the more you will receive!

Liquidity Pool Generation –  24.5% of the fee (2.45% of the transaction) collected in CreamPYE is sold into BNB. That BNB is married up with the remaining 24.5% of CreamPYE and deposited back into the PancakeSwap liquidity pool.

Charity Donation Transparency – .1% of all transactions are sent to a charity wallet for future donations to impact communities around the world!

The idea is to build a committed community who are in it for the long haul. PYE stability grows with automatic liquidity generation on every transaction. This allows prices to have the least amount of slippage, less attractive to bots playing the arbitrage game and builds confidence in the long term viability of our communities project.

Transparency

We believe our supporters and users are our most valuable asset. We are open to any and all creative ideas and concepts to add to our road map. We want everyone to have a voice and feel like part of the team! We will add the best ideas to the voting protocol and let the community decide.

Growth Driven

The CreamPYE protocol was created with growth in mind along with a focus on long term sustainability. The project plans to develop best in class tech for each of the platforms in the CreamPYE eco-system providing many future catalysts for holders to look forward to.

Community Focused

We are 100% Community obsessed! We strive to build a best in class community with active members who are part of the evolution of CreamPYE. Join our movement and help donate to charities in communities worldwide! Together we can help stop world hunger and make sure everyone has access to healthy resources.

PYESwap CEXDEX

CreamPYE will develop and launch PYESwap CEXDEX exchange and offer a best in class experience for users and developers. With the added touch of Marketplace Mining on PYESwap, users will have the ability to earn PYE Rewards each month for engaging with the exchange.

Marketplace Mining

Marketplace Mining is a function which will allow users who adopt the tech CreamPYE develops to earn rewards for their engagement. 50 Trillion PYE will be set aside for Marketplace mining which will be distributed over a four year period after each platform is released. Everyone will have a chance to participate.

PYE NFT Marketplace

Development of a full featured NFT Marketplace where engagement and experience will be the focus for all users. Providing creators and buyers more utility than what currently exists today for NFT’s. Current beta names we have secured the .com addresses for are PYESlice, PYEPiece and PYEShare. The community will vote on the final name and proposed names will be accepted prior to voting. Marketplace Mining will also be available to the buyers and sellers of the platform giving engaged users ability to earn PYE Rewards.

Tokenomics

CreamPYE was built with the idea of creating long term value while giving back to communities worldwide. We want to foster development in the culinary industry by providing donations to institutions who develop jobs for the food industry.

  • 1,000,000,000,000,000 Total minted PYE tokens
  • Fair Launch – 300 Trillion Team Tokens Burned before launch
  • Marketplace Mining Rewards – 100 Trillion Retained in Rewards Wallet for future deployment to PYE Platform users. Rewards will be distributed over a five year timeframe.
  • PancakeSwap Initial Pool – 600 Trillion staked with liquidity on PanCakeSwap DEX exchange.

Current Transaction Fees

  • 5% of transactions will be distributed to all holders of PYE based upon percentage of holdings
  • 4.9% of transactions will be put automatically into Liquidity Pool Generation where 60% will be extracted and go through our Charity Burn process weekly.
  • 0.1% of transactions will go into a dedicated charity wallet ( 0xE243141F4dA244784174E1AD92642CC415C69071) to be distributed to our exclusive partner charity only.

Charity Burn

Of the extracted BNB:

  • 60% – Donated to Charity (Charities will be presented and voted upon by the PYE Community)
  • 20% – Marketing
  • 20% – Business and Operating Fund

Of the Extracted PYE Tokens:

  • 60% – Burned Tokens
  • 40% – Community Giveaways

How and Where to Buy PYE token?

PYE token is now live on the Binance mainnet. The token address for PYE is 0xaad87f47cdea777faf87e7602e91e3a6afbe4d57. Be cautious not to purchase any other token with a smart contract different from this one (as this can be easily faked). We strongly advise to be vigilant and stay safe throughout the launch. Don’t let the excitement get the best of you.

Join To Get BNB (Binance Coin)! ☞ CLICK HERE

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)

Next step

You need a wallet address to Connect to Pancakeswap Decentralized Exchange, we use Metamask wallet

If you don’t have a Metamask wallet, read this article and follow the steps

☞What is Metamask wallet | How to Create a wallet and Use

Transfer $BNB to your new Metamask wallet from your existing wallet

Next step

Connect Metamask Wallet to Pancakeswap Decentralized Exchange and Buy, Swap PYE token

Contract: 0xaad87f47cdea777faf87e7602e91e3a6afbe4d57

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

The top exchange for trading in PYE token is currently PancakeSwap (V2), ProBit Exchange, and PancakeSwap

Find more information PYE

☞ Website ☞ Explorer ☞ Social Channel ☞ Social Channel 2 ☞ Social Channel 3 ☞ Social Channel 4 ☞ Coinmarketcap

🔺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-----**⭐ ⭐ ⭐

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

#blockchain #bitcoin #pye #creampye

Mohammed Richards

Mohammed Richards

1659601560

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 

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 

aaron silva

aaron silva

1622197808

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