What is Giveglobal (GIVE) | What is Giveglobal token | What is GIVE token

In this article, we’ll discuss information about the Giveglobal project and GIVE token

Giveglobal (GIVE) - a global decentralized initiative to give back to those in need via the power of crypto currency.

Don’t just take… GIVE

**a global decentralized initiative to give back to those in need via the power of crypto currency. **

GIVE is arranged in a way that we not only perpetuate the crypto currency of the future, but we are constantly giving back with direct donations from the GIVE community.

(coming soon)

GIVE****​ Staking Portal

The overall function of GIVE is that a portion of the trading fees will be withdrawn weekly via a governance vote and donated to the Charity that the community chooses.

We feel this is very important and needed as many popular tokens achieve billions of dollars in volume (sometimes in a day) but none of this goes back to people in need.

Don’t Just Take… GIVE

Rule #1 in crypto has always been to “Take Profits” when they come your way and your investments yield returns — and that is all fine and good — there is nothing wrong with taking what you have earned, but we believe that those who take shall also give.

Now we are introducing Rule #2…. GIVE!

So that’s why we have launched $GIVE — a global decentralized initiative to give back to those in need via the power of crypto currency.

“Giving is not just about making a donation, it is about making a difference.”

- Kathy Calvin, CEO of United Nations Foundation

Giving in Action

The overall function of $GIVE is that a portion of the trading fees will be withdrawn weekly via a governance vote and donated to the Charity that the community chooses.

_We feel this is very important and needed as many popular tokens achieve billions of dollars in volume (sometimes in a day) but none of this goes back to people in need. _Until now…

$GIVE Tokenmonics

888,888,888 GIVE are minted and deployed in a fair launch on Uniswap with an ETH pair.

No Presale / No Dev Premine / No Team Tokens / No Whales

The ETH used for the deploy has been donated by those that support this charitable giving initiative. The initial LP deployment is coded with a timelock so that once a week, a limited amount of LP can be pulled according to the fees accumulated (so typically the core liquidity won’t change)

This will be an equal amount of ETH and GIVE. The GIVE pulled from the LP will be immediately burned to 0x000000… whereas the ETH will be earmarked to give weekly to a charity as selected via governance.

Please note: We all know that “bots” are a major problem in the crypto industry, if you follow our deployer address you can see that we deployed the same contract multiple times to “rug the bots” and have used all the extra collected eth to add to the initial LP deployment to increase the amount of givings. So to the bots, thank you for your donation. The end result is that GIVE is a 100% fair launch that has has full and wide community distribution.

Stake To Vote in the GIVE Community DAO

At the center of our mission stands the important decision making process of proposing and voting on which charities will receive the support of the $GIVE community each week. Though the entire protocol is designed to be as decentralized and autonomous as possible, this important aspect of the process requires genuine human input — and rightfully so! All holders of $GIVE have the ability to stake their tokens and cast votes for which charity is next to receive our community’s support.

This process is where the real heartwork takes place and our collective power truly comes alive — we encourage everyone to Stake and Vote. (coming soon)

Our first GIVE recipient: Tunapanda

To kick things off, the GIVE dev team has proposed the non-profit organization Tunapanda to be the first charity to receive our support.

Tunapanda is a Swahili word meaning ‘we are growing’ and is the name of a non-profit social enterprise that runs intensive multi-month technology, design, and business training courses in extreme low-income environments of East Africa. With a mission to create environments and experiences that train lifelong learners, earners, and problem-solvers, Tunapanda’s graduates and beneficiaries go on to become successful professionals, freelancers, and entrepreneurs — while engaging in creative self-expression that gives them and their communities a greater voice. https://tunapanda.org/

How and Where to Buy GIVE token ?

GIVE token is now live on the Ethereum mainnet. The token address for GIVE is 0xba8e5a4c64c1be42230910f7b39a6388f3d4297c. 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.

Just be sure you have enough ETH in your wallet to cover the transaction fees.

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 Uniswap 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 $ETH to your new Metamask wallet from your existing wallet

Next step

Connect Metamask wallet to Uniswap Decentralized Exchange and Buy, Swap GIVE token

Contract: 0xba8e5a4c64c1be42230910f7b39a6388f3d4297c

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

The top exchange for trading in GIVE token is currently Uniswap v2

Find more information GIVE

WebsiteExplorerSocial ChannelSocial Channel 2Coinmarketcap

🔺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)!

☞ **-----https://geekcash.org-----**⭐ ⭐ ⭐

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

#blockchain #bitcoin #give #giveglobal

What is GEEK

Buddha Community

What is Giveglobal (GIVE) | What is Giveglobal token | What is GIVE token

What is Giveglobal (GIVE) | What is Giveglobal token | What is GIVE token

In this article, we’ll discuss information about the Giveglobal project and GIVE token

Giveglobal (GIVE) - a global decentralized initiative to give back to those in need via the power of crypto currency.

Don’t just take… GIVE

**a global decentralized initiative to give back to those in need via the power of crypto currency. **

GIVE is arranged in a way that we not only perpetuate the crypto currency of the future, but we are constantly giving back with direct donations from the GIVE community.

(coming soon)

GIVE****​ Staking Portal

The overall function of GIVE is that a portion of the trading fees will be withdrawn weekly via a governance vote and donated to the Charity that the community chooses.

We feel this is very important and needed as many popular tokens achieve billions of dollars in volume (sometimes in a day) but none of this goes back to people in need.

Don’t Just Take… GIVE

Rule #1 in crypto has always been to “Take Profits” when they come your way and your investments yield returns — and that is all fine and good — there is nothing wrong with taking what you have earned, but we believe that those who take shall also give.

Now we are introducing Rule #2…. GIVE!

So that’s why we have launched $GIVE — a global decentralized initiative to give back to those in need via the power of crypto currency.

“Giving is not just about making a donation, it is about making a difference.”

- Kathy Calvin, CEO of United Nations Foundation

Giving in Action

The overall function of $GIVE is that a portion of the trading fees will be withdrawn weekly via a governance vote and donated to the Charity that the community chooses.

_We feel this is very important and needed as many popular tokens achieve billions of dollars in volume (sometimes in a day) but none of this goes back to people in need. _Until now…

$GIVE Tokenmonics

888,888,888 GIVE are minted and deployed in a fair launch on Uniswap with an ETH pair.

No Presale / No Dev Premine / No Team Tokens / No Whales

The ETH used for the deploy has been donated by those that support this charitable giving initiative. The initial LP deployment is coded with a timelock so that once a week, a limited amount of LP can be pulled according to the fees accumulated (so typically the core liquidity won’t change)

This will be an equal amount of ETH and GIVE. The GIVE pulled from the LP will be immediately burned to 0x000000… whereas the ETH will be earmarked to give weekly to a charity as selected via governance.

Please note: We all know that “bots” are a major problem in the crypto industry, if you follow our deployer address you can see that we deployed the same contract multiple times to “rug the bots” and have used all the extra collected eth to add to the initial LP deployment to increase the amount of givings. So to the bots, thank you for your donation. The end result is that GIVE is a 100% fair launch that has has full and wide community distribution.

Stake To Vote in the GIVE Community DAO

At the center of our mission stands the important decision making process of proposing and voting on which charities will receive the support of the $GIVE community each week. Though the entire protocol is designed to be as decentralized and autonomous as possible, this important aspect of the process requires genuine human input — and rightfully so! All holders of $GIVE have the ability to stake their tokens and cast votes for which charity is next to receive our community’s support.

This process is where the real heartwork takes place and our collective power truly comes alive — we encourage everyone to Stake and Vote. (coming soon)

Our first GIVE recipient: Tunapanda

To kick things off, the GIVE dev team has proposed the non-profit organization Tunapanda to be the first charity to receive our support.

Tunapanda is a Swahili word meaning ‘we are growing’ and is the name of a non-profit social enterprise that runs intensive multi-month technology, design, and business training courses in extreme low-income environments of East Africa. With a mission to create environments and experiences that train lifelong learners, earners, and problem-solvers, Tunapanda’s graduates and beneficiaries go on to become successful professionals, freelancers, and entrepreneurs — while engaging in creative self-expression that gives them and their communities a greater voice. https://tunapanda.org/

How and Where to Buy GIVE token ?

GIVE token is now live on the Ethereum mainnet. The token address for GIVE is 0xba8e5a4c64c1be42230910f7b39a6388f3d4297c. 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.

Just be sure you have enough ETH in your wallet to cover the transaction fees.

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 Uniswap 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 $ETH to your new Metamask wallet from your existing wallet

Next step

Connect Metamask wallet to Uniswap Decentralized Exchange and Buy, Swap GIVE token

Contract: 0xba8e5a4c64c1be42230910f7b39a6388f3d4297c

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

The top exchange for trading in GIVE token is currently Uniswap v2

Find more information GIVE

WebsiteExplorerSocial ChannelSocial Channel 2Coinmarketcap

🔺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)!

☞ **-----https://geekcash.org-----**⭐ ⭐ ⭐

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

#blockchain #bitcoin #give #giveglobal

What is GIVE Token (GIVE) | What is Givetoken (GIVE)

In this article, we’ll discuss information about the Givetoken project and GIVE token

GIVEToken (GIVE) is a community-driven, fair-launched DeFi project built on HECO Chain #HECO. Main functions occur during each trade:

  • Reflection
  • LP Acquisition
  • Burn.
  • Charity

GiveToken brings the most revolutionary mechanism to the HECO ecosystem:

  • Earn $HT just by holding $GIVE token
  • GIVE $HT for donate charity

Total Supply: 1 Quadrillion $GIVE (1,000,000,000,000,000)

  • 0.5% for creator & promotor
  • 4.5% for foundation & developer
  • 2% for marketing with referral program
  • 1% for marketing with airdrop & holding NUT program
  • 1% for operation & internal management
  • 1% for listing fee (MDEX)
  • 90% for the fair launch and locked

10% tax on transactions

  • 4.5% of every transaction contributes toward automatically generating further liquidity
  • 4.5% of every transaction is taken and re-distributed to all GIVE holders in $HT
  • 0.5% to the charity wallet, which donates on a weekly basis.
  • 0.5% used as a marketing fund, through the referral program from NUT DEX

Token address: 0xfD6643b3959F4114f39eFa2f4484703fAfc47f00

Tokenomics

With a charity wallet set aside from the initial supply, and an aggressive transaction tax distribution, $GIVE allows you to earn big as you hodl

NUT DEX give 900 HT to create the first locked liquidity.

  • NUT DEX use 900 HT to buy 90% GIVE total supply
  • Create a first LP: GIVE - HT with 900HT & 900,000,000,000,000 GIVE. After that NUT team will locked this LP, by remove owner of this LP

Anti Pump-Dump-Exit Whales

  • Transactions (sell/buy/transfer) that trade more than 0.01% of the total supply will be rejected.
  • If whales want to make a transfer (between 2 wallets) that is larger than 0.01% of the total supply, they can use the Disruptive Transfer feature: the transfer will be charged for 2 HT

Liquidity Locks

On 24 June, at the initial launch, we locked all LPs:

  • 90% for the fair launch and locked
  • NUT DEX use 900 HT to buy 90% GIVE total supply
  • Create a first LP: GIVE - HT with 900HT & 900,000,000,000,000 GIVE. After that NUT team will locked this LP, by remove owner of this LP

Earn HT

You collect HT by accessing the dashboard page at https://givetoken.co

4.5% of every transaction is taken and re-distributed to all GIVEToken holders in $HT.

You will have to wait for a specific duration called cycle (about 1 week) to collect your HT reward.

In this waiting duration, if you continue to add more than 2% (threshHoldTopUpRate) of your $ balance, the waiting duration will proportionally add up with the cycle.

(If you sell $GIVE it does not affect your cycle)

For example, on the first day of your cycle, you add up more 5% $GIVE , you have to wait: *5%7days = 8,4 hours more. That means you can collect HT after 7 days and 8,4 hours.

But if the threshHoldTopUpRate >= 100%, the waiting duration will add up max to 7 days.

For example, on the first day of your cycle, you add up more 100% $GIVE , you have to wait: 7 days more. That means you can collect HT after 14 days.

This will prevent cheaters who try to add more $GIVE at the end of each cycle.

Collect HT Tax

If you collect more than 1 HT, 20% of it will be used to buy back $GIVE at the market price and burn them immediately. This feature helps deflate the supply and increase the price of $GIVE for long-term $GIVE holders.

How and Where to Buy GIVE token?

GIVE 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 GIVE 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.

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

Since GIVE is an altcoin we need to transfer our coins to an exchange that GIVE can be traded. Below is a list of exchanges that offers to trade GIVE in various market pairs, head to their websites and register for an account.

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 GIVE from the exchange.

The top exchange for trading in GIVE token is currently Stellarterm and MDEX

Find more information GIVE

WebsiteExplorerSource CodeSocial ChannelSocial Channel 2Message BoardDocumentationCoinmarketcap

🔺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)!

☞ **-----https://geekcash.org-----**⭐ ⭐ ⭐

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

#blockchain #bitcoin #give #give token

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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