What is Yellow Road (ROAD) | What is Yellow Road token | What is ROAD token

In this article, we’ll discuss information about the Yellow Road project and ROAD token

The DeFi (Decentralized Finance) space has become bigger and as part of its growth the industry needs smarter solutions for new projects to raise funds, based a quality community, engage with the participants and enjoy a smooth and successful launch.

BSC’s demand has raised significantly mainly in light of the scalability, low fees, trusted leader (CZ) and a key player in the crypto industry. No doubt BSC has the potential to be a real competitor to Ethereum and we are about to see a huge flow of existent projects from other chains and especially new projects to be built on BSC.

The average crypto user and new projects suffer challenges in new investment opportunities and establishing a project with smart go-to-market strategy, and this is where Yellow Road comes to you.

Yellow Road is creating a cutting edge, user friendly and fair opportunity IDO platform for any participant in the crypto industry. A truly easy to use platform, built by the top brains entrepreneurs, developers, designers and marketing specialists with proven capabilities in Business to Customers (B2C) market. Each project reviewed by our team and must past our due diligence procedures in order to provide a secure and compliant environment.

In the business side, Yellow Road, has partnered with key industry players in order to bring the perfect go-to-market strategy solution for new projects with fully accompany in fund raising, top influencers supporters, well known advisors, marketing and most important – based a quality contributors community which support you in every social media, engagements tasks, initiatives and more.

The platform includes unique and secure features such as quick listings, fast TGE algorithm to all participants, smart contract swaps, private pools secure by password, subscription and whitelist for new projects and IDO application page.

Why Does Yellow Road Chose Binance Smart Chain (BSC) As Their Blockchain Infrastructure?

Binance becomes with a great solution in two main technologies together:

  • Fast block times
  • • Cheap transaction costs
  • • Backed by the top player in the crypto industry (CZ)

Both solutions remove the barriers in the market and open the gate to hundreds of thousands users whom willing to trade, invest and use Dapps in fast, scalable and low fees.

In addition, developer can also enjoy the EVM-compatible programmability and native cross-chain communication which will bring more developers to the network and build the future of Dapps on BSC.

The blockchain backed, supported and maintained by CZ, the leading Crypto figure which gives the confidence to developers and entrepreneurs to keep building. BSC is EVM compatible and include all Ethereum awesome tools, features and capabilities with a cheaper and faster transactions.

Benefits of Yellow Road to Crypto Projects

Open and Fair Fundraising

In the earlier models of raising funds for crypto projects, it has been observed that private investors buy a large chunk of tokens at a low price when the sale goes live. They resell these tokens to the public, gaining profit. With Initial Dex Offerings (IDOs), projects don’t have to take the permission of an intermediary like a centralized exchange to begin the process of fundraising. Besides, anyone can participate in or organize the event.

Immediate Liquidity

Liquidity in the world of cryptos is the ability to buy or sell seamlessly and quickly. In simpler words, how quickly investors can get their hands on the cash. Tokens in Yellow Road’s IDO platform get access to immediate liquidity, thereby offering investors a way to benefit from the token price.

Build Engagement Communities

Yellow Road enables investors to engage with each other. Users can discuss projects, potential risks, and anything essential to investment. By giving an online network, Yellow Road sets a prime example of what it means to create an exceptional community experience, in which investors can’t wait to participate.

Moving Forward

The IDO model addresses some major concerns seen in traditional IEO or ICO fundraising models. However, since the industry has just started, it leaves many exploitable loopholes. Yellow Road intends to address these concerns using a people-backed platform, which allows creators to list their projects to efficiently raise funds and a way to build a more engaging and dedicated community.

Yellow Road Announces $ROAD IDO & Pancakeswap Listing on 10th April

Yellow Road has grown massively in recent weeks. Today, we are excited to announce that time for the $ROAD IDO on Poolz, public sale, and $ROAD’s PancakeSwap listing.

All these events are scheduled back-to-back for April 10th, 2021. Below are the timings for each of these:

12:00–13:00 UTC:

Yellow Road Community Round on Poolz platform- see the requirements: https://yellowroadapp.medium.com/announcing-public-sale-for-the-yellow-road-community-7bf202e35145

13:00 UTC — 14:30:

IDO on Poolz platform — see the requirements: https://yellowroadapp.medium.com/poolz-announces-yellow-roads-ido-and-road-whitelist-d5ee86eebd8d

Estimated Listing Time 14:30 UTC:

Pancakeswap listing 🔥

Direct link to the Whitelist form- Link

Please note, the Whitelist will be close on 9th at 14:00 UTC.

Poolz and Yellow Road Community rounds will be managed on Poolz platform.

We have already shared all other details for the IDO and public sale in our previous announcements. If you haven’t checked it out yet, you can do so on our Medium page.

If you have any questions or queries about our IDO, feel free to drop them in our Telegram channel.

We look forward to your participation in the $ROAD token sale.

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

How and Where to Buy Road (ROAD)?

ROAD is now live on the Binance mainnet. Just be sure you have enough BNB 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 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

Next step

Connect Metamask Wallet to Pancakeswap Decentralized Exchange and Buy ROAD token

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

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 ROAD 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

Find more information ROAD

WebsiteSocial ChannelSocial Channel 2Social Channel 3Coinmarketcap

🔺DISCLAIMER: The Information in the post is my OPINION and not 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 ⭐ ⭐ ⭐

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

#blockchain #bitcoin #road #yellow road

What is GEEK

Buddha Community

What is Yellow Road (ROAD) | What is Yellow Road token | What is ROAD token

What is Yellow Road (ROAD) | What is Yellow Road token | What is ROAD token

In this article, we’ll discuss information about the Yellow Road project and ROAD token

The DeFi (Decentralized Finance) space has become bigger and as part of its growth the industry needs smarter solutions for new projects to raise funds, based a quality community, engage with the participants and enjoy a smooth and successful launch.

BSC’s demand has raised significantly mainly in light of the scalability, low fees, trusted leader (CZ) and a key player in the crypto industry. No doubt BSC has the potential to be a real competitor to Ethereum and we are about to see a huge flow of existent projects from other chains and especially new projects to be built on BSC.

The average crypto user and new projects suffer challenges in new investment opportunities and establishing a project with smart go-to-market strategy, and this is where Yellow Road comes to you.

Yellow Road is creating a cutting edge, user friendly and fair opportunity IDO platform for any participant in the crypto industry. A truly easy to use platform, built by the top brains entrepreneurs, developers, designers and marketing specialists with proven capabilities in Business to Customers (B2C) market. Each project reviewed by our team and must past our due diligence procedures in order to provide a secure and compliant environment.

In the business side, Yellow Road, has partnered with key industry players in order to bring the perfect go-to-market strategy solution for new projects with fully accompany in fund raising, top influencers supporters, well known advisors, marketing and most important – based a quality contributors community which support you in every social media, engagements tasks, initiatives and more.

The platform includes unique and secure features such as quick listings, fast TGE algorithm to all participants, smart contract swaps, private pools secure by password, subscription and whitelist for new projects and IDO application page.

Why Does Yellow Road Chose Binance Smart Chain (BSC) As Their Blockchain Infrastructure?

Binance becomes with a great solution in two main technologies together:

  • Fast block times
  • • Cheap transaction costs
  • • Backed by the top player in the crypto industry (CZ)

Both solutions remove the barriers in the market and open the gate to hundreds of thousands users whom willing to trade, invest and use Dapps in fast, scalable and low fees.

In addition, developer can also enjoy the EVM-compatible programmability and native cross-chain communication which will bring more developers to the network and build the future of Dapps on BSC.

The blockchain backed, supported and maintained by CZ, the leading Crypto figure which gives the confidence to developers and entrepreneurs to keep building. BSC is EVM compatible and include all Ethereum awesome tools, features and capabilities with a cheaper and faster transactions.

Benefits of Yellow Road to Crypto Projects

Open and Fair Fundraising

In the earlier models of raising funds for crypto projects, it has been observed that private investors buy a large chunk of tokens at a low price when the sale goes live. They resell these tokens to the public, gaining profit. With Initial Dex Offerings (IDOs), projects don’t have to take the permission of an intermediary like a centralized exchange to begin the process of fundraising. Besides, anyone can participate in or organize the event.

Immediate Liquidity

Liquidity in the world of cryptos is the ability to buy or sell seamlessly and quickly. In simpler words, how quickly investors can get their hands on the cash. Tokens in Yellow Road’s IDO platform get access to immediate liquidity, thereby offering investors a way to benefit from the token price.

Build Engagement Communities

Yellow Road enables investors to engage with each other. Users can discuss projects, potential risks, and anything essential to investment. By giving an online network, Yellow Road sets a prime example of what it means to create an exceptional community experience, in which investors can’t wait to participate.

Moving Forward

The IDO model addresses some major concerns seen in traditional IEO or ICO fundraising models. However, since the industry has just started, it leaves many exploitable loopholes. Yellow Road intends to address these concerns using a people-backed platform, which allows creators to list their projects to efficiently raise funds and a way to build a more engaging and dedicated community.

Yellow Road Announces $ROAD IDO & Pancakeswap Listing on 10th April

Yellow Road has grown massively in recent weeks. Today, we are excited to announce that time for the $ROAD IDO on Poolz, public sale, and $ROAD’s PancakeSwap listing.

All these events are scheduled back-to-back for April 10th, 2021. Below are the timings for each of these:

12:00–13:00 UTC:

Yellow Road Community Round on Poolz platform- see the requirements: https://yellowroadapp.medium.com/announcing-public-sale-for-the-yellow-road-community-7bf202e35145

13:00 UTC — 14:30:

IDO on Poolz platform — see the requirements: https://yellowroadapp.medium.com/poolz-announces-yellow-roads-ido-and-road-whitelist-d5ee86eebd8d

Estimated Listing Time 14:30 UTC:

Pancakeswap listing 🔥

Direct link to the Whitelist form- Link

Please note, the Whitelist will be close on 9th at 14:00 UTC.

Poolz and Yellow Road Community rounds will be managed on Poolz platform.

We have already shared all other details for the IDO and public sale in our previous announcements. If you haven’t checked it out yet, you can do so on our Medium page.

If you have any questions or queries about our IDO, feel free to drop them in our Telegram channel.

We look forward to your participation in the $ROAD token sale.

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

How and Where to Buy Road (ROAD)?

ROAD is now live on the Binance mainnet. Just be sure you have enough BNB 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 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

Next step

Connect Metamask Wallet to Pancakeswap Decentralized Exchange and Buy ROAD token

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

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 ROAD 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

Find more information ROAD

WebsiteSocial ChannelSocial Channel 2Social Channel 3Coinmarketcap

🔺DISCLAIMER: The Information in the post is my OPINION and not 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 ⭐ ⭐ ⭐

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

#blockchain #bitcoin #road #yellow road

What is Yellow Road (ROAD) | What is Yellow Road token | What is ROAD token

In this article, we’ll discuss information about the Yellow Road project and ROAD token

The DeFi (Decentralized Finance) space has become bigger and as part of its growth the industry needs smarter solutions for new projects to raise funds, based a quality community, engage with the participants and enjoy a smooth and successful launch.

BSC’s demand has raised significantly mainly in light of the scalability, low fees, trusted leader (CZ) and a key player in the crypto industry. No doubt BSC has the potential to be a real competitor to Ethereum and we are about to see a huge flow of existent projects from other chains and especially new projects to be built on BSC.

The average crypto user and new projects suffer challenges in new investment opportunities and establishing a project with smart go-to-market strategy, and this is where Yellow Road comes to you.

Yellow Road is creating a cutting edge, user friendly and fair opportunity IDO platform for any participant in the crypto industry. A truly easy to use platform, built by the top brains entrepreneurs, developers, designers and marketing specialists with proven capabilities in Business to Customers (B2C) market. Each project reviewed by our team and must past our due diligence procedures in order to provide a secure and compliant environment.

In the business side, Yellow Road, has partnered with key industry players in order to bring the perfect go-to-market strategy solution for new projects with fully accompany in fund raising, top influencers supporters, well known advisors, marketing and most important – based a quality contributors community which support you in every social media, engagements tasks, initiatives and more.

The platform includes unique and secure features such as quick listings, fast TGE algorithm to all participants, smart contract swaps, private pools secure by password, subscription and whitelist for new projects and IDO application page.

Why Does Yellow Road Chose Binance Smart Chain (BSC) As Their Blockchain Infrastructure?

Binance becomes with a great solution in two main technologies together:

  • Fast block times
  • • Cheap transaction costs
  • • Backed by the top player in the crypto industry (CZ)

Both solutions remove the barriers in the market and open the gate to hundreds of thousands users whom willing to trade, invest and use Dapps in fast, scalable and low fees.

In addition, developer can also enjoy the EVM-compatible programmability and native cross-chain communication which will bring more developers to the network and build the future of Dapps on BSC.

The blockchain backed, supported and maintained by CZ, the leading Crypto figure which gives the confidence to developers and entrepreneurs to keep building. BSC is EVM compatible and include all Ethereum awesome tools, features and capabilities with a cheaper and faster transactions.

Benefits of Yellow Road to Crypto Projects

Open and Fair Fundraising

In the earlier models of raising funds for crypto projects, it has been observed that private investors buy a large chunk of tokens at a low price when the sale goes live. They resell these tokens to the public, gaining profit. With Initial Dex Offerings (IDOs), projects don’t have to take the permission of an intermediary like a centralized exchange to begin the process of fundraising. Besides, anyone can participate in or organize the event.

Immediate Liquidity

Liquidity in the world of cryptos is the ability to buy or sell seamlessly and quickly. In simpler words, how quickly investors can get their hands on the cash. Tokens in Yellow Road’s IDO platform get access to immediate liquidity, thereby offering investors a way to benefit from the token price.

Build Engagement Communities

Yellow Road enables investors to engage with each other. Users can discuss projects, potential risks, and anything essential to investment. By giving an online network, Yellow Road sets a prime example of what it means to create an exceptional community experience, in which investors can’t wait to participate.

Moving Forward

The IDO model addresses some major concerns seen in traditional IEO or ICO fundraising models. However, since the industry has just started, it leaves many exploitable loopholes. Yellow Road intends to address these concerns using a people-backed platform, which allows creators to list their projects to efficiently raise funds and a way to build a more engaging and dedicated community.

Yellow Road Announces $ROAD IDO & Pancakeswap Listing on 10th April

Yellow Road has grown massively in recent weeks. Today, we are excited to announce that time for the $ROAD IDO on Poolz, public sale, and $ROAD’s PancakeSwap listing.

All these events are scheduled back-to-back for April 10th, 2021. Below are the timings for each of these:

12:00–13:00 UTC:

Yellow Road Community Round on Poolz platform- see the requirements here.

13:00 UTC — 14:30:

IDO on Poolz platform — see the requirements here.

Estimated Listing Time 14:30 UTC:

Pancakeswap listing 🔥

Direct link to the Whitelist form- Link

Please note, the Whitelist will be close on 9th at 14:00 UTC.

Poolz and Yellow Road Community rounds will be managed on Poolz platform.

We have already shared all other details for the IDO and public sale in our previous announcements. If you haven’t checked it out yet, you can do so on our Medium page.

If you have any questions or queries about our IDO, feel free to drop them in our Telegram channel.

We look forward to your participation in the $ROAD token sale.

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

How and Where to Buy Yellow Road (ROAD) ?

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

Next step

Connect Metamask Wallet to Pancakeswap Decentralized Exchange and Buy ROAD token

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

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 ROAD 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

Find more information ROAD

WebsiteSocial ChannelSocial Channel 2Message BoardCoinmarketcap

🔺DISCLAIMER: The Information in the post is my OPINION and not 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 ⭐ ⭐ ⭐

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

#blockchain #bitcoin #road #yellow road

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 

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aaron silva

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