What is PUSH Protocol (PUSH) | What is PUSH Protocol token | What is PUSH token

PUSH is the next-generation, PoS based, Decentralized Governance Protocol. It is ultra-fast, secure, and reliable, based on Binance Smart Chain. Digital currency should be part of everyone, with huge staking rewards and real flexibility. PUSH Protocol unlocks the real value of the stake. The Stacking reward of PUSH is much higher than any other assets. (148% APY).

Choose A Wallet:

To send and receive PUSH, the first thing you need is a wallet. Visit our Downloads page and choose the best wallet for you. You can use any wallet, which supports Binance Smart Chain (Bep20) tokens.

Learn More About PUSH Stacking

1. Get Some PUSH

Before listing, PUSH can only be claimed from airdrop or you can participate in the initial coin holder program. Grab a limited amount of PUSH, before its original value.

2. Hold In Any BSC Wallet

Just deposit and hold any amount, in any BEP20 wallet, and yield PUSH up to 148% APY. The stacking reward will be automatically paid, every 15 days.

3. No Central Control, No Lock

Hold PUSH with no lock period. No central authority controls your stacking. The reward will be added to the address automatically.

Swap Your Tokens Of Multiple Blockchains

1. Major Blockchain Supported

PUSH Swap will support multiple blockchains tokens, in one decentralized swap. Just switch your network and connect your wallet and swap it. On the initial launch, ERC20, and BEP20 tokens will be supported.

2. Easy To Use, User Friendly

Basic to advanced structure option. Tradingview charts for detailed technical analysis. User-friendly and easy-to-use platform. Many problems, one solution.

3. Fast And Secure

BSC (Binance Smart chain) and Ethereum are the fastest blockchains, which confirm the transaction in a few seconds and minutes respectively. The swap will be completed in few seconds. Many decentralized wallets will be supported in Push Swap.

Hold BNB And Get Tickets.

Become Initial PUSH Holder

1. Choose Assets To Hold:

Select an asset with your own choice to maximize your ticket’s value. Different assets give different ticket’s value. Currently, two assets are supported. (Read more below).

2. Hold In Any BSC Wallet

Deposit and hold in any BEP20 wallet for up to 10 days, to eligible for a ticket. Ticket value is based on the amount of the token, you are holding. More days you hold, more ticket’s value.

3. Get Ticket

Enter Your BEP20 address below and then start holding for up to 10 days. Your given address will be registered for the ticket in the database.

4. Spend Tickets

Registered tickets will be used to purchase PUSH initially before listing. Only a limited amount of PUSH, proportionally to ticket value can be purchased.

4. Ticket Value

The ticket value is in Percentage % form. A specific percent of coin holding can only to used to purchase PUSH initially, this is Ticket Value. Different assets, different percentages.

Two Assets are  Supported

1. Hold BNB

BNB is Binance Coin. Hold it and get a ticket value of 10% of holding. This 10% of the holding amount is only eligible for PUSH initial purchase.

2. Hold BSC-USDT

USDT is a stable coin. Hold it and get a ticket value of 4% of holding. This 4% of the holding amount is only eligible for PUSH initial purchase.

Instructions:

» Recommended and maximum holding period is 10 days. (Less holding period will decrease the eligible percentage for purchase.).

» Maximum value of the ticket is 10% and 4% for BNB and USDT respectively.

» That specific amount of percentage will be used to purchase PUSH initially.

» Must submit your BSC wallet address (below) to register in the database before holding.

» Initial PUSH purchase will be starting on 1st April.

» Any question? Ask us on Twitter or join the Telegram group.

Get Some Coins:

**PUSH **is not officially listed on any crypto exchanger. PUSH will be listed in the 1st month of the 2nd quarter, 2021. Stay tuned. Still, want to get PUSH? Join free Airdrop (read more below), or become the initial coin holder.

Hold and Stack

Deposit and hold, any amount, in any BEP20 wallet, and yield PUSH up to 148% APY. The stacking reward will be automatically paid, every 15 days.

Products

Stacking

No coin lockup. Just hold and start staking in the world’s most secure and reliable decentralized wallets.

PUSH Swap

A Multi-Blockchain-based All-in-One Swap System. BSC, ERC-20, and many more blockchains Swap in One Platform.

BlockChain

Binance Smart Chain

This dual-chain architecture will empower its users to build their decentralized apps and digital assets on one blockchain and take advantage of the fast trading to exchange on the other.

Why Choose PUSH?

Low Fees

PUSH is a peer-to-peer digital currency that enables instant, near-zero cost payments to anyone in the world. A few cents trasaction fees.

Fast And Scalabe

Block time is approx 5 seconds. Transfer your funds within a few seconds, anywhere in the world.

Secure Network

The world’s secure blockchain network, Binance Smart Chain, enables people to send and receive very securely.

**Supply And **Distribution

Total Supply: 1,980,700,000 PUSH

Distributions:

Contract Address: 0x7e92315491a687430d3ca20e8f6417252d8cb4f3

Symbol: PUSH

Name: Push Protocol

Decimal: 18

Frequently Asked Questions - (FAQs)

1. What Is The Main Purpose Of PUSH?

PUSH is the Stacking optimizer. Allow people to get stacking rewards more than any normal cryptocurrency. 148% APY only? As PUSH stacking is decentralized, just depend on holding, therefore, it is very decent return for our investors.

2. What Is The Main Highlight Of PUSH Swap?

PUSH Swap is a multi-blockchain-based Swap. One initial launch, ERC-20 And BEP20 tokens will be supported. We will try our best to implement more blockchains in one swap.

3. Why We Are Giving Free PUSH?

We are nothing without you. It is necessary to develop a community of PUSH and distribute as much as rewards among them, for the circulation of PUSH.

4. When You Will Receive Your Free PUSH?

Free PUSH will be distributed before listing. By the way, we are not talking about decentralized listing. Once, PUSH lists to any centralized exchange, tokens will be distributed before it.

5. What Is The Worth Of 100 Free PUSH?

It will depend on market demand or market price. at the time of distribution. But our initial listing price is approximately $0.2. (0.0008 BNB, as per $250 per BNB).

Would you like to earn PUSH right now! ☞ CLICK HERE

How and Where to Buy PUSH?

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

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)

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 PUSH is an altcoin we need to transfer our coins to an exchange that PUSH can be traded. Below is a list of exchanges that offers to trade PUSH 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 deposit to the exchange from Binance depending on the available market pairs. After the deposit is confirmed you may then purchase PUSH from the exchange: https://pushprotocol.com/initial-coin-holder

Apart from the exchange(s) above, there are a few popular crypto exchanges where they have decent daily trading volumes and a huge user base. This will ensure you will be able to sell your coins at any time and the fees will usually be lower. It is suggested that you also register on these exchanges since once PUSH gets listed there it will attract a large amount of trading volumes from the users there, that means you will be having some great trading opportunities!

Top exchanges for token-coin trading. Follow instructions and make unlimited money
https://www.binance.com
https://www.bittrex.com
https://www.poloniex.com
https://www.bitfinex.com
https://www.huobi.com
https://www.mxc.ai
https://www.probit.com
https://www.gate.io
https://www.coinbase.com

Find more information PUSH

WebsiteExplorerWhitepaperSocial ChannelSocial Channel 2

🔺DISCLAIMER: Trading Cryptocurrency is VERY risky. Make sure that you understand these risks if you are a beginner. The Information in the post is my OPINION and not financial advice. You are responsible for what you do with your funds

Learn about Cryptocurrency in this article ☞ What You Should Know Before Investing in Cryptocurrency - For Beginner

Thank for visiting and reading this article! I’m highly appreciate your actions! Please share if you liked it!

#blockchain #bitcoin #crypto #push protocol #push

What is GEEK

Buddha Community

What is PUSH Protocol (PUSH) | What is PUSH Protocol token | What is PUSH token

What is PUSH Protocol (PUSH) | What is PUSH Protocol token | What is PUSH token

PUSH is the next-generation, PoS based, Decentralized Governance Protocol. It is ultra-fast, secure, and reliable, based on Binance Smart Chain. Digital currency should be part of everyone, with huge staking rewards and real flexibility. PUSH Protocol unlocks the real value of the stake. The Stacking reward of PUSH is much higher than any other assets. (148% APY).

Choose A Wallet:

To send and receive PUSH, the first thing you need is a wallet. Visit our Downloads page and choose the best wallet for you. You can use any wallet, which supports Binance Smart Chain (Bep20) tokens.

Learn More About PUSH Stacking

1. Get Some PUSH

Before listing, PUSH can only be claimed from airdrop or you can participate in the initial coin holder program. Grab a limited amount of PUSH, before its original value.

2. Hold In Any BSC Wallet

Just deposit and hold any amount, in any BEP20 wallet, and yield PUSH up to 148% APY. The stacking reward will be automatically paid, every 15 days.

3. No Central Control, No Lock

Hold PUSH with no lock period. No central authority controls your stacking. The reward will be added to the address automatically.

Swap Your Tokens Of Multiple Blockchains

1. Major Blockchain Supported

PUSH Swap will support multiple blockchains tokens, in one decentralized swap. Just switch your network and connect your wallet and swap it. On the initial launch, ERC20, and BEP20 tokens will be supported.

2. Easy To Use, User Friendly

Basic to advanced structure option. Tradingview charts for detailed technical analysis. User-friendly and easy-to-use platform. Many problems, one solution.

3. Fast And Secure

BSC (Binance Smart chain) and Ethereum are the fastest blockchains, which confirm the transaction in a few seconds and minutes respectively. The swap will be completed in few seconds. Many decentralized wallets will be supported in Push Swap.

Hold BNB And Get Tickets.

Become Initial PUSH Holder

1. Choose Assets To Hold:

Select an asset with your own choice to maximize your ticket’s value. Different assets give different ticket’s value. Currently, two assets are supported. (Read more below).

2. Hold In Any BSC Wallet

Deposit and hold in any BEP20 wallet for up to 10 days, to eligible for a ticket. Ticket value is based on the amount of the token, you are holding. More days you hold, more ticket’s value.

3. Get Ticket

Enter Your BEP20 address below and then start holding for up to 10 days. Your given address will be registered for the ticket in the database.

4. Spend Tickets

Registered tickets will be used to purchase PUSH initially before listing. Only a limited amount of PUSH, proportionally to ticket value can be purchased.

4. Ticket Value

The ticket value is in Percentage % form. A specific percent of coin holding can only to used to purchase PUSH initially, this is Ticket Value. Different assets, different percentages.

Two Assets are  Supported

1. Hold BNB

BNB is Binance Coin. Hold it and get a ticket value of 10% of holding. This 10% of the holding amount is only eligible for PUSH initial purchase.

2. Hold BSC-USDT

USDT is a stable coin. Hold it and get a ticket value of 4% of holding. This 4% of the holding amount is only eligible for PUSH initial purchase.

Instructions:

» Recommended and maximum holding period is 10 days. (Less holding period will decrease the eligible percentage for purchase.).

» Maximum value of the ticket is 10% and 4% for BNB and USDT respectively.

» That specific amount of percentage will be used to purchase PUSH initially.

» Must submit your BSC wallet address (below) to register in the database before holding.

» Initial PUSH purchase will be starting on 1st April.

» Any question? Ask us on Twitter or join the Telegram group.

Get Some Coins:

**PUSH **is not officially listed on any crypto exchanger. PUSH will be listed in the 1st month of the 2nd quarter, 2021. Stay tuned. Still, want to get PUSH? Join free Airdrop (read more below), or become the initial coin holder.

Hold and Stack

Deposit and hold, any amount, in any BEP20 wallet, and yield PUSH up to 148% APY. The stacking reward will be automatically paid, every 15 days.

Products

Stacking

No coin lockup. Just hold and start staking in the world’s most secure and reliable decentralized wallets.

PUSH Swap

A Multi-Blockchain-based All-in-One Swap System. BSC, ERC-20, and many more blockchains Swap in One Platform.

BlockChain

Binance Smart Chain

This dual-chain architecture will empower its users to build their decentralized apps and digital assets on one blockchain and take advantage of the fast trading to exchange on the other.

Why Choose PUSH?

Low Fees

PUSH is a peer-to-peer digital currency that enables instant, near-zero cost payments to anyone in the world. A few cents trasaction fees.

Fast And Scalabe

Block time is approx 5 seconds. Transfer your funds within a few seconds, anywhere in the world.

Secure Network

The world’s secure blockchain network, Binance Smart Chain, enables people to send and receive very securely.

**Supply And **Distribution

Total Supply: 1,980,700,000 PUSH

Distributions:

Contract Address: 0x7e92315491a687430d3ca20e8f6417252d8cb4f3

Symbol: PUSH

Name: Push Protocol

Decimal: 18

Frequently Asked Questions - (FAQs)

1. What Is The Main Purpose Of PUSH?

PUSH is the Stacking optimizer. Allow people to get stacking rewards more than any normal cryptocurrency. 148% APY only? As PUSH stacking is decentralized, just depend on holding, therefore, it is very decent return for our investors.

2. What Is The Main Highlight Of PUSH Swap?

PUSH Swap is a multi-blockchain-based Swap. One initial launch, ERC-20 And BEP20 tokens will be supported. We will try our best to implement more blockchains in one swap.

3. Why We Are Giving Free PUSH?

We are nothing without you. It is necessary to develop a community of PUSH and distribute as much as rewards among them, for the circulation of PUSH.

4. When You Will Receive Your Free PUSH?

Free PUSH will be distributed before listing. By the way, we are not talking about decentralized listing. Once, PUSH lists to any centralized exchange, tokens will be distributed before it.

5. What Is The Worth Of 100 Free PUSH?

It will depend on market demand or market price. at the time of distribution. But our initial listing price is approximately $0.2. (0.0008 BNB, as per $250 per BNB).

Would you like to earn PUSH right now! ☞ CLICK HERE

How and Where to Buy PUSH?

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

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)

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 PUSH is an altcoin we need to transfer our coins to an exchange that PUSH can be traded. Below is a list of exchanges that offers to trade PUSH 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 deposit to the exchange from Binance depending on the available market pairs. After the deposit is confirmed you may then purchase PUSH from the exchange: https://pushprotocol.com/initial-coin-holder

Apart from the exchange(s) above, there are a few popular crypto exchanges where they have decent daily trading volumes and a huge user base. This will ensure you will be able to sell your coins at any time and the fees will usually be lower. It is suggested that you also register on these exchanges since once PUSH gets listed there it will attract a large amount of trading volumes from the users there, that means you will be having some great trading opportunities!

Top exchanges for token-coin trading. Follow instructions and make unlimited money
https://www.binance.com
https://www.bittrex.com
https://www.poloniex.com
https://www.bitfinex.com
https://www.huobi.com
https://www.mxc.ai
https://www.probit.com
https://www.gate.io
https://www.coinbase.com

Find more information PUSH

WebsiteExplorerWhitepaperSocial ChannelSocial Channel 2

🔺DISCLAIMER: Trading Cryptocurrency is VERY risky. Make sure that you understand these risks if you are a beginner. The Information in the post is my OPINION and not financial advice. You are responsible for what you do with your funds

Learn about Cryptocurrency in this article ☞ What You Should Know Before Investing in Cryptocurrency - For Beginner

Thank for visiting and reading this article! I’m highly appreciate your actions! Please share if you liked it!

#blockchain #bitcoin #crypto #push protocol #push

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

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