Crypto Like

Crypto Like

1616122833

What is Tutti Frutti (TFF) | What is Tutti Frutti token | What is TFF token

About Tutti Frutti Finance

Tutti Frutti Finance is the first low-inflation community distributed yield-generation platform built on Binance Smart Chain where the focus is on providing transparent, reliable and innovative ways for supporters to earn passive income while enjoying a nice fruity cocktail on the side!”

Platform features

First and foremost Tutti Frutti Finance will be a yield-generation platform where users will be able to earn passive income in one of many ways explained below:

  • staking,
  • liquidity providing “farming”,
  • single-asset vaults with underlying strategies,
  • a BNB retirement fund (more info soon!),
  • helping as a community supporter

minimum guaranteed reward period of 3 years is ensured for the participants of the platform! On project launch you will be able to join:

— TFF staking pool

— TFF/BNB and TFF/BUSD liquidity farms on JulSwap

Vaults will start one week after launch and the retirement fund will start a few weeks after launch!

Staking & farming

The yield-generation platform provided by Tutti Frutti Finance will have a few unique properties attached to itself to help project supporters & long-term holders. We’ll give a brief overview of the benefits below:

— unstaking from the staking pool prematurely (prior to 7 days after a deposit has been made) will incur a 20% withdrawal fee. Half of the fee will go to the project treasury, a quarter will be burned and the remaining amount will be distributed between token holders.

— claiming rewards at any time will set off a 24 hour locking period during which the account will not receive any new rewards and will be unable to withdraw their deposit. The claim request can be cancelled at any time and must be confirmed after the 24 hour locking period has passed.

More information about the vaults platform will be shared about two weeks after the platform launch.

Retirement fund

As a special feature of the platform and as a sign of gratitude for the community which will form Tutti Frutti Finance, a special BNB retirement fund will be set up for our supporters!

All participants that will join the staking pool will have the chance to join this special farm which will pay out 10% of the entire revenue generated by our platform! The only entry barrier is that you agree to have your staking amount locked for a period between 1–3 months. Tutti Frutti Finance is all about the community, so let‘s all earn together!

More information about the retirement fund will be shared approximately one month after the launch of the platform as the initial revenue must be first generated.

Community contests

The funds collected by the project treasury will be used in part for several community activities to give rewards to loyal and creative members!

Design contests, meme competitions, tutorial video submissions and more will be financed by the project treasury to reward active community supporters and creators! Tutti Frutti Finance is one big berry family!

Go banana and create your favorite fruity designs… we‘ll make sure to share it with the entire community.

Roadmap

Although we might be berry playful with our platform design, be sure we have very juicy ideas for the future of Tutti Frutti Finance!

Our initial plans will include but are not limited to:

**Q2 2021 **— Platform launch on BSC

Q2 2021 — Retirement fund launch

Q2 2021 — BNB and BUSD vault launch

Q3 2021 — Ethereum integration via token bridge

**Q3 2021 **— Community governance and supporter forum

Q4 2021 — Polkadot & Cardano integration

Q4 2021 — Mobile application with cross-chain support

Development team

We are experienced solidity engineers & full-stack developers with a track record in decentralized finance projects.

We‘ve successfully launched the Vox Finance and StaysBASE projects prior to Tutti Fruity Finance and we‘re happy to be expanding more into the Binance Smart Chain community with amazing advisors and partners!

If you‘d like to learn more about Luka, Jure & Patrick, make sure to visit our website!

Tokenomics

Jerry the Strawberry, our project mascot has decided that the following token economy model will be used for the $TFF ecosystem:

Total supply: 950,000,000 TFF

— 30 % rewards for 3+ year period

— 30 % for foundation

— 20 % for marketing

— 10 % for ecosystem (exchanges, partnerships)

— 10 % for community airdrop

What is the most important fact to note is that TFF will have absolutely no funding rounds — the project will be completely fairly distributed between holders of the following coins in a predefined ratio which we will share in the next couple of days:

  • VOX(b),
  • SBS,
  • JUL(b),
  • JulD

More information about the specific rules for each of the token holders will be released before the airdrop takes place at a random snapshot on the blockchain in the following two weeks.

Tutti Frutti Finance (TFF) Farming Tutorial

Farming

To start farming on Tutti Frutti, you need to join one of the available farms on our website at  https://tuttifrutti.finance/farms. At this moment we only have one strawberry farm available — the TFF-BNB SLP farm.

IMPORTANT: Before you can start farming in the liquidity farms, you need to acquire both the quote tokens (in this case BNB) and the base tokens (in this case TFF).

If you need to buy TFF tokens, you can use the following direct link to JulSwap:  https://julswap.com/#/swap?inputCurrency=BNB&outputCurrency=0x2d69c55baEcefC6ec815239DA0a985747B50Db6E

To join this farm or any other similar farm, please follow the following steps.

  • Figure out the DEX on which you need to provide liquidity. SLP are JulSwap liquidity pair tokens, CAKE are Pancakeswap liquidity pair tokens. In our case, the TFF-BNB SLP farm requires you to deposited JulSwap liquidity pair tokens.
  • Navigate to the DEX platform of your choice. In our case, we need to go to the JulSwap interface available at https://julswap.com/#/swap.

Homepage of the JulSwap DEX platform where you have to arrive.

  • Once the website opens, navigate to the “Add Liquidity” section of the website.

If using JulSwap, you need to click on “Pool” and the following website will appear:

The liquidity overview interface.

  • Click on “Add Liquidity to continue.

  • Once you are at this page, please click on “Select a token” and search for the TFF token. If it does not appear, please input the official token contract address: 0x2d69c55baecefc6ec815239da0a985747b50db6e

Click on the TFF token once it appears in the search results.

  • This will bring you to the interface which allows you to add liquidity to the selected liquidity pair on JulSwap/another decentralized exchange.

The adding liquidity interface on JulSwap.

  • Select the amount of tokens you would like to deposit into the liquidity pool. The ratio between these two tokens is pre-set and must always be followed. In our case, we select the amount of BNB and TFF tokens we would like to deposit.

An example of the amounts of TFF & BNB to add in the liquidity pool.

  • Once you are satisfied with the deposit amounts, click on “Approve TFF” if needed and wait for the transaction to confirm. The only thing left to do is to supply your tokens to the liquidity pool by clicking the “Supply” button!

Click on “Supply” to complete this step!

  • Once your transaction confirms, you should see your current liquidity pool position underneath the interface window as such (with different numbers, of course):

Example of the liquidity position.

  • That’s all you need to do on JulSwap! Now you can browse over to  https://tuttifrutti.finance/farms and start earning! Once on the farms page, select the farm you would like to join.

Select the farm you would like to join, for example the “TFF/BNB” farm.

  • This will bring you to the farm dashboard which looks like this:

You should see your LP position (amount of LP tokens) under the “Balance” section.

  • First, you must approve the farm contract to receive your LP tokens by clicking the “Approve” button. Once the transaction confirms, you will have the following options under the “Balance” section:

  • Input the amount of LP tokens you would like to deposit, or simply click on “Deposit All” to deposit all of your tokens. Confirm the transaction and you’re done!

Your rewards will start to accumulate.

Congratulations! You’re now earning the tasty & delicious TFF tokens that will start appearing under your “Rewards” section!

Each claim requires a 24 hour withdrawal period during which you will not be able to earn more TFF tokens, so make sure to only claim your rewards when you really want them!

Staking

The staking procedure is similar to the farming tutorial, but even more simple! All you need to do to start staking is to buy TFF tokens at one of our centralized / decentralized exchanges.

Right now we offer:

After that, you need to browse over to  https://tuttifrutti.finance/staking.

The staking dashboard on Tutti Frutti Finance.

From here, the process is the same as above for our farms:

  1. Click on “Approve” to allow the staking contract to receive your TFF tokens.
  2. After the approval is confirmed, input the amount of TFF tokens you would like to stake and click on either “Deposit” or “Deposit All”.
  3. Once your transaction is confirmed, you will start to earn rewards in the form of TFF tokens!

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

How and Where to Buy Tutti Frutti (TFF)?

TFF 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 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 TFF

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 TFF is an altcoin we need to transfer our coins to an exchange that TFF can be traded. Below is a list of exchanges that offers to trade TFF 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 TFF from the exchange: PancakeSwap, and JulSwap

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 TFF 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 TFF

WebsiteExplorerWhitepaperSource CodeSocial ChannelSocial Channel 2Coinmarketcap

🔺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!

#bitcoin #crypto #tutti frutti #tff

What is GEEK

Buddha Community

What is Tutti Frutti (TFF) | What is Tutti Frutti token | What is TFF token
Crypto Like

Crypto Like

1616122833

What is Tutti Frutti (TFF) | What is Tutti Frutti token | What is TFF token

About Tutti Frutti Finance

Tutti Frutti Finance is the first low-inflation community distributed yield-generation platform built on Binance Smart Chain where the focus is on providing transparent, reliable and innovative ways for supporters to earn passive income while enjoying a nice fruity cocktail on the side!”

Platform features

First and foremost Tutti Frutti Finance will be a yield-generation platform where users will be able to earn passive income in one of many ways explained below:

  • staking,
  • liquidity providing “farming”,
  • single-asset vaults with underlying strategies,
  • a BNB retirement fund (more info soon!),
  • helping as a community supporter

minimum guaranteed reward period of 3 years is ensured for the participants of the platform! On project launch you will be able to join:

— TFF staking pool

— TFF/BNB and TFF/BUSD liquidity farms on JulSwap

Vaults will start one week after launch and the retirement fund will start a few weeks after launch!

Staking & farming

The yield-generation platform provided by Tutti Frutti Finance will have a few unique properties attached to itself to help project supporters & long-term holders. We’ll give a brief overview of the benefits below:

— unstaking from the staking pool prematurely (prior to 7 days after a deposit has been made) will incur a 20% withdrawal fee. Half of the fee will go to the project treasury, a quarter will be burned and the remaining amount will be distributed between token holders.

— claiming rewards at any time will set off a 24 hour locking period during which the account will not receive any new rewards and will be unable to withdraw their deposit. The claim request can be cancelled at any time and must be confirmed after the 24 hour locking period has passed.

More information about the vaults platform will be shared about two weeks after the platform launch.

Retirement fund

As a special feature of the platform and as a sign of gratitude for the community which will form Tutti Frutti Finance, a special BNB retirement fund will be set up for our supporters!

All participants that will join the staking pool will have the chance to join this special farm which will pay out 10% of the entire revenue generated by our platform! The only entry barrier is that you agree to have your staking amount locked for a period between 1–3 months. Tutti Frutti Finance is all about the community, so let‘s all earn together!

More information about the retirement fund will be shared approximately one month after the launch of the platform as the initial revenue must be first generated.

Community contests

The funds collected by the project treasury will be used in part for several community activities to give rewards to loyal and creative members!

Design contests, meme competitions, tutorial video submissions and more will be financed by the project treasury to reward active community supporters and creators! Tutti Frutti Finance is one big berry family!

Go banana and create your favorite fruity designs… we‘ll make sure to share it with the entire community.

Roadmap

Although we might be berry playful with our platform design, be sure we have very juicy ideas for the future of Tutti Frutti Finance!

Our initial plans will include but are not limited to:

**Q2 2021 **— Platform launch on BSC

Q2 2021 — Retirement fund launch

Q2 2021 — BNB and BUSD vault launch

Q3 2021 — Ethereum integration via token bridge

**Q3 2021 **— Community governance and supporter forum

Q4 2021 — Polkadot & Cardano integration

Q4 2021 — Mobile application with cross-chain support

Development team

We are experienced solidity engineers & full-stack developers with a track record in decentralized finance projects.

We‘ve successfully launched the Vox Finance and StaysBASE projects prior to Tutti Fruity Finance and we‘re happy to be expanding more into the Binance Smart Chain community with amazing advisors and partners!

If you‘d like to learn more about Luka, Jure & Patrick, make sure to visit our website!

Tokenomics

Jerry the Strawberry, our project mascot has decided that the following token economy model will be used for the $TFF ecosystem:

Total supply: 950,000,000 TFF

— 30 % rewards for 3+ year period

— 30 % for foundation

— 20 % for marketing

— 10 % for ecosystem (exchanges, partnerships)

— 10 % for community airdrop

What is the most important fact to note is that TFF will have absolutely no funding rounds — the project will be completely fairly distributed between holders of the following coins in a predefined ratio which we will share in the next couple of days:

  • VOX(b),
  • SBS,
  • JUL(b),
  • JulD

More information about the specific rules for each of the token holders will be released before the airdrop takes place at a random snapshot on the blockchain in the following two weeks.

Tutti Frutti Finance (TFF) Farming Tutorial

Farming

To start farming on Tutti Frutti, you need to join one of the available farms on our website at  https://tuttifrutti.finance/farms. At this moment we only have one strawberry farm available — the TFF-BNB SLP farm.

IMPORTANT: Before you can start farming in the liquidity farms, you need to acquire both the quote tokens (in this case BNB) and the base tokens (in this case TFF).

If you need to buy TFF tokens, you can use the following direct link to JulSwap:  https://julswap.com/#/swap?inputCurrency=BNB&outputCurrency=0x2d69c55baEcefC6ec815239DA0a985747B50Db6E

To join this farm or any other similar farm, please follow the following steps.

  • Figure out the DEX on which you need to provide liquidity. SLP are JulSwap liquidity pair tokens, CAKE are Pancakeswap liquidity pair tokens. In our case, the TFF-BNB SLP farm requires you to deposited JulSwap liquidity pair tokens.
  • Navigate to the DEX platform of your choice. In our case, we need to go to the JulSwap interface available at https://julswap.com/#/swap.

Homepage of the JulSwap DEX platform where you have to arrive.

  • Once the website opens, navigate to the “Add Liquidity” section of the website.

If using JulSwap, you need to click on “Pool” and the following website will appear:

The liquidity overview interface.

  • Click on “Add Liquidity to continue.

  • Once you are at this page, please click on “Select a token” and search for the TFF token. If it does not appear, please input the official token contract address: 0x2d69c55baecefc6ec815239da0a985747b50db6e

Click on the TFF token once it appears in the search results.

  • This will bring you to the interface which allows you to add liquidity to the selected liquidity pair on JulSwap/another decentralized exchange.

The adding liquidity interface on JulSwap.

  • Select the amount of tokens you would like to deposit into the liquidity pool. The ratio between these two tokens is pre-set and must always be followed. In our case, we select the amount of BNB and TFF tokens we would like to deposit.

An example of the amounts of TFF & BNB to add in the liquidity pool.

  • Once you are satisfied with the deposit amounts, click on “Approve TFF” if needed and wait for the transaction to confirm. The only thing left to do is to supply your tokens to the liquidity pool by clicking the “Supply” button!

Click on “Supply” to complete this step!

  • Once your transaction confirms, you should see your current liquidity pool position underneath the interface window as such (with different numbers, of course):

Example of the liquidity position.

  • That’s all you need to do on JulSwap! Now you can browse over to  https://tuttifrutti.finance/farms and start earning! Once on the farms page, select the farm you would like to join.

Select the farm you would like to join, for example the “TFF/BNB” farm.

  • This will bring you to the farm dashboard which looks like this:

You should see your LP position (amount of LP tokens) under the “Balance” section.

  • First, you must approve the farm contract to receive your LP tokens by clicking the “Approve” button. Once the transaction confirms, you will have the following options under the “Balance” section:

  • Input the amount of LP tokens you would like to deposit, or simply click on “Deposit All” to deposit all of your tokens. Confirm the transaction and you’re done!

Your rewards will start to accumulate.

Congratulations! You’re now earning the tasty & delicious TFF tokens that will start appearing under your “Rewards” section!

Each claim requires a 24 hour withdrawal period during which you will not be able to earn more TFF tokens, so make sure to only claim your rewards when you really want them!

Staking

The staking procedure is similar to the farming tutorial, but even more simple! All you need to do to start staking is to buy TFF tokens at one of our centralized / decentralized exchanges.

Right now we offer:

After that, you need to browse over to  https://tuttifrutti.finance/staking.

The staking dashboard on Tutti Frutti Finance.

From here, the process is the same as above for our farms:

  1. Click on “Approve” to allow the staking contract to receive your TFF tokens.
  2. After the approval is confirmed, input the amount of TFF tokens you would like to stake and click on either “Deposit” or “Deposit All”.
  3. Once your transaction is confirmed, you will start to earn rewards in the form of TFF tokens!

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

How and Where to Buy Tutti Frutti (TFF)?

TFF 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 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 TFF

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 TFF is an altcoin we need to transfer our coins to an exchange that TFF can be traded. Below is a list of exchanges that offers to trade TFF 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 TFF from the exchange: PancakeSwap, and JulSwap

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 TFF 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 TFF

WebsiteExplorerWhitepaperSource CodeSocial ChannelSocial Channel 2Coinmarketcap

🔺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!

#bitcoin #crypto #tutti frutti #tff

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

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