1616205606
What is GoSwapp (GOFI) | What is GoSwapp token | What is GOFI token
GoSwapp is the first ever defi app to bring the Uniswap trading experience to mobile phones. Live Pancakeswap and Uniswap charts and tracking tools now available on web browser and mobile App.
GoSwapp gives users the ability to track the performance of their favorite tokens and manage their trades from anywhere in the world. Explore the newly listed Uniswap tokens and and track the token metrics, price graphs, and transactions in an easy to understand and useful UI interface.
Multi Chain Support
View charts for Ethereum as well BSC tokens on GoSwapp
Stay Connected Everywhere
All you need is an internet connection and GoSwapp to stay connected to the world of Defi
Non-Custodial
For ease, connect any Web3 supported wallet of your choice and always stay in control of your funds.
Community Oriented
GoSwapp has been designed keeping Defi traders in mind and gives emphasis to user suggestions above anything else.
Features -
- Price Alerts : Set price alerts for your favorite tokens and get notified in real time when the token hits your preferred price target.
- New Tokens Alerts : Get mobile notifications as soon as a new token gets listet on Uniswap, or explore the hot pairs list to see which of the recently listed tokens have the most trading volume.
- Price Charts : Always keep an eye on the performance of Uniswap tokens by looking at their price graphs with all the advanced technical indicators.
- Advanced Token Metrics : Get detailed info about Uniswap tokens including listing price, liquidity added (pooled eth and tokens), daily volume, total volume, Tx count,contract address, number of token holders, etc.
- Uniswap and Multiswapp : Connect your favorite wallet and trade directly on Uniswap. Also set upto 5 pairs on Multiswapp if you want trade multiple tokens simultaneously.
- Easy Porfolio Management : See all the assets (with live prices) and transactions of any Eth address.S
- Non-Custodial : You are always in control of your funds. Just connect to a Web3 wallet of your choice like Metamask, Trust wallet, Coinbase wallet, etc and enjoy ease of use your favorite wallet by confirming transactions from your wallet.
How it works
Connect Wallet
Connect any Web3 compatible wallet with goswapp.
No Registrations
Goswapp doesn’t require you to do KYC or to create an account.
Stay Lite
Taking only 11 mb of storage space, Goswapp is very light on your device.
Worldwide Reach
Stay connected to the world of defi with just an internet connection and goswapp application.
GOFI Holder Benefits
Tier 1 : Hold 50 GOFI
- Profit Sharing : None
- 1 Free Limit order Execution/24hr
- GoPad Allocation : 15%
- Multichain Portfolio Tracking
- Save 15 favs & chart indicators
- Charts auto updates every 20sec
- Whale Alerts
- Track Your Positions
- New Listing Alerts
- No Ads
Tier 2: Hold 100 GOFI
- Profit Sharing : 12%
- 5 Free Limit order Execution/24hr
- GoPad Allocation : 40%
- Multichain Portfolio Tracking
- Save Unlimited favs & chart indicators
- Live Charts
- Whale Alerts
- Track your positions
- Custom New Listing Alerts
- No Ads
Tier 3: Hold 200 GOFI
- Profit Sharing : 18%
- Unlimited Free Limit orders
- GoPad Allocation : 45%
- Multichain Portfolio Tracking
- Save Unlimited favs & chart indicators
- Live Charts
- Whale Alerts
- Track your positions
- Custom New Listing Alerts
- No Ads
- Try Beta Features First
Token Utility
Profit Sharing
30% of all profit generated on goswapp platform will be distributed in ETH,BNB,GOFI among all GOFI holders according to their tier levels.
10% of total profit will be used to market buy GOFI tokens and will be burned forever.
GoPad
Vote to choose which projects get launched.
Access to exclusive GoPad deals for GOFI token holders.
Invest with confidence with Go Assured
GasBack
GOFI holders will be able to claim a portion of their gas Expenditure.
The amount claimable will depend on the tier, total gas used by the user and total gas used by all other users in a certain time period
So early adopters will receive the max benefit.
Liquidity Mining
30% of total supply is reserved for liquidity mining.
Users will be able to earn GOFI tokens by adding liquidity on pancakeswap on top of earning the trading fees
Premium Features
GOFI holders will gain access to premium features and will be the first ones to get to try new features.
DISTRIBUTIONS OF TOKENS
Token Ticker : GoFi
Total Supply : **** 1,000,000
- 40% Liquidity Mining/GasBack
- 25% Token Sale
- 15% Liquidity & Exchanges
- 5% Referrals/Airdrop/
- Community Rewards
- 5% Legal/Advisors
- 3.75% Marketing
- 3.75% Team
- 2.5% Reserve
Would you like to earn TOKEN right now! ☞ CLICK HERE
How and Where to Buy GoSwapp (GOFI)?
GOFI 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 GOFI
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)
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 GOFI is an altcoin we need to transfer our coins to an exchange that GOFI can be traded. Below is a list of exchanges that offers to trade GOFI 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 GOFI from the exchange: PancakeSwap
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 GOFI 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 GOFI
☞ Website ☞ Website 2 ☞ Explorer ☞ Social Channel ☞ Social Channel 2 ☞ Social Channel 3 ☞ Coinmarketcap
🔺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
I hope this post will help you. If you liked this, please sharing it with others. Thank you!
#blockchain #bitcoin #goswapp #gofi
What is GEEK
Buddha Community
1616205606
What is GoSwapp (GOFI) | What is GoSwapp token | What is GOFI token
GoSwapp is the first ever defi app to bring the Uniswap trading experience to mobile phones. Live Pancakeswap and Uniswap charts and tracking tools now available on web browser and mobile App.
GoSwapp gives users the ability to track the performance of their favorite tokens and manage their trades from anywhere in the world. Explore the newly listed Uniswap tokens and and track the token metrics, price graphs, and transactions in an easy to understand and useful UI interface.
Multi Chain Support
View charts for Ethereum as well BSC tokens on GoSwapp
Stay Connected Everywhere
All you need is an internet connection and GoSwapp to stay connected to the world of Defi
Non-Custodial
For ease, connect any Web3 supported wallet of your choice and always stay in control of your funds.
Community Oriented
GoSwapp has been designed keeping Defi traders in mind and gives emphasis to user suggestions above anything else.
Features -
- Price Alerts : Set price alerts for your favorite tokens and get notified in real time when the token hits your preferred price target.
- New Tokens Alerts : Get mobile notifications as soon as a new token gets listet on Uniswap, or explore the hot pairs list to see which of the recently listed tokens have the most trading volume.
- Price Charts : Always keep an eye on the performance of Uniswap tokens by looking at their price graphs with all the advanced technical indicators.
- Advanced Token Metrics : Get detailed info about Uniswap tokens including listing price, liquidity added (pooled eth and tokens), daily volume, total volume, Tx count,contract address, number of token holders, etc.
- Uniswap and Multiswapp : Connect your favorite wallet and trade directly on Uniswap. Also set upto 5 pairs on Multiswapp if you want trade multiple tokens simultaneously.
- Easy Porfolio Management : See all the assets (with live prices) and transactions of any Eth address.S
- Non-Custodial : You are always in control of your funds. Just connect to a Web3 wallet of your choice like Metamask, Trust wallet, Coinbase wallet, etc and enjoy ease of use your favorite wallet by confirming transactions from your wallet.
How it works
Connect Wallet
Connect any Web3 compatible wallet with goswapp.
No Registrations
Goswapp doesn’t require you to do KYC or to create an account.
Stay Lite
Taking only 11 mb of storage space, Goswapp is very light on your device.
Worldwide Reach
Stay connected to the world of defi with just an internet connection and goswapp application.
GOFI Holder Benefits
Tier 1 : Hold 50 GOFI
- Profit Sharing : None
- 1 Free Limit order Execution/24hr
- GoPad Allocation : 15%
- Multichain Portfolio Tracking
- Save 15 favs & chart indicators
- Charts auto updates every 20sec
- Whale Alerts
- Track Your Positions
- New Listing Alerts
- No Ads
Tier 2: Hold 100 GOFI
- Profit Sharing : 12%
- 5 Free Limit order Execution/24hr
- GoPad Allocation : 40%
- Multichain Portfolio Tracking
- Save Unlimited favs & chart indicators
- Live Charts
- Whale Alerts
- Track your positions
- Custom New Listing Alerts
- No Ads
Tier 3: Hold 200 GOFI
- Profit Sharing : 18%
- Unlimited Free Limit orders
- GoPad Allocation : 45%
- Multichain Portfolio Tracking
- Save Unlimited favs & chart indicators
- Live Charts
- Whale Alerts
- Track your positions
- Custom New Listing Alerts
- No Ads
- Try Beta Features First
Token Utility
Profit Sharing
30% of all profit generated on goswapp platform will be distributed in ETH,BNB,GOFI among all GOFI holders according to their tier levels.
10% of total profit will be used to market buy GOFI tokens and will be burned forever.
GoPad
Vote to choose which projects get launched.
Access to exclusive GoPad deals for GOFI token holders.
Invest with confidence with Go Assured
GasBack
GOFI holders will be able to claim a portion of their gas Expenditure.
The amount claimable will depend on the tier, total gas used by the user and total gas used by all other users in a certain time period
So early adopters will receive the max benefit.
Liquidity Mining
30% of total supply is reserved for liquidity mining.
Users will be able to earn GOFI tokens by adding liquidity on pancakeswap on top of earning the trading fees
Premium Features
GOFI holders will gain access to premium features and will be the first ones to get to try new features.
DISTRIBUTIONS OF TOKENS
Token Ticker : GoFi
Total Supply : **** 1,000,000
- 40% Liquidity Mining/GasBack
- 25% Token Sale
- 15% Liquidity & Exchanges
- 5% Referrals/Airdrop/
- Community Rewards
- 5% Legal/Advisors
- 3.75% Marketing
- 3.75% Team
- 2.5% Reserve
Would you like to earn TOKEN right now! ☞ CLICK HERE
How and Where to Buy GoSwapp (GOFI)?
GOFI 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 GOFI
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)
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 GOFI is an altcoin we need to transfer our coins to an exchange that GOFI can be traded. Below is a list of exchanges that offers to trade GOFI 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 GOFI from the exchange: PancakeSwap
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 GOFI 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 GOFI
☞ Website ☞ Website 2 ☞ Explorer ☞ Social Channel ☞ Social Channel 2 ☞ Social Channel 3 ☞ Coinmarketcap
🔺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
I hope this post will help you. If you liked this, please sharing it with others. Thank you!
#blockchain #bitcoin #goswapp #gofi
1659601560
Words Counted: A Ruby Natural Language Processor.
WordsCounted
We are all in the gutter, but some of us are looking at the stars.
-- Oscar Wilde
WordsCounted is a Ruby NLP (natural language processor). WordsCounted lets you implement powerful tokensation strategies with a very flexible tokeniser class.
Are you using WordsCounted to do something interesting? Please tell me about it.
Demo
Visit this website for one example of what you can do with WordsCounted.
Features
- Out of the box, get the following data from any string or readable file, or URL:
- Token count and unique token count
- Token densities, frequencies, and lengths
- Char count and average chars per token
- The longest tokens and their lengths
- The most frequent tokens and their frequencies.
- A flexible way to exclude tokens from the tokeniser. You can pass a string, regexp, symbol, lambda, or an array of any combination of those types for powerful tokenisation strategies.
- Pass your own regexp rules to the tokeniser if you prefer. The default regexp filters special characters but keeps hyphens and apostrophes. It also plays nicely with diacritics (UTF and unicode characters): Bayrūt is treated as
["Bayrūt"]and not["Bayr", "ū", "t"], for example. - Opens and reads files. Pass in a file path or a url instead of a string.
Installation
Add this line to your application's Gemfile:
gem 'words_counted'
And then execute:
$ bundle
Or install it yourself as:
$ gem install words_counted
Usage
Pass in a string or a file path, and an optional filter and/or regexp.
counter = WordsCounted.count(
"We are all in the gutter, but some of us are looking at the stars."
)
# Using a file
counter = WordsCounted.from_file("path/or/url/to/my/file.txt")
.count and .from_file are convenience methods that take an input, tokenise it, and return an instance of WordsCounted::Counter initialized with the tokens. The WordsCounted::Tokeniser and WordsCounted::Counter classes can be used alone, however.
API
WordsCounted
WordsCounted.count(input, options = {})
Tokenises input and initializes a WordsCounted::Counter object with the resulting tokens.
counter = WordsCounted.count("Hello Beirut!")
Accepts two options: exclude and regexp. See Excluding tokens from the analyser and Passing in a custom regexp respectively.
WordsCounted.from_file(path, options = {})
Reads and tokenises a file, and initializes a WordsCounted::Counter object with the resulting tokens.
counter = WordsCounted.from_file("hello_beirut.txt")
Accepts the same options as .count.
Tokeniser
The tokeniser allows you to tokenise text in a variety of ways. You can pass in your own rules for tokenisation, and apply a powerful filter with any combination of rules as long as they can boil down into a lambda.
Out of the box the tokeniser includes only alpha chars. Hyphenated tokens and tokens with apostrophes are considered a single token.
#tokenise([pattern: TOKEN_REGEXP, exclude: nil])
tokeniser = WordsCounted::Tokeniser.new("Hello Beirut!").tokenise
# With `exclude`
tokeniser = WordsCounted::Tokeniser.new("Hello Beirut!").tokenise(exclude: "hello")
# With `pattern`
tokeniser = WordsCounted::Tokeniser.new("I <3 Beirut!").tokenise(pattern: /[a-z]/i)
See Excluding tokens from the analyser and Passing in a custom regexp for more information.
Counter
The WordsCounted::Counter class allows you to collect various statistics from an array of tokens.
#token_count
Returns the token count of a given string.
counter.token_count #=> 15
#token_frequency
Returns a sorted (unstable) two-dimensional array where each element is a token and its frequency. The array is sorted by frequency in descending order.
counter.token_frequency
[
["the", 2],
["are", 2],
["we", 1],
# ...
["all", 1]
]
#most_frequent_tokens
Returns a hash where each key-value pair is a token and its frequency.
counter.most_frequent_tokens
{ "are" => 2, "the" => 2 }
#token_lengths
Returns a sorted (unstable) two-dimentional array where each element contains a token and its length. The array is sorted by length in descending order.
counter.token_lengths
[
["looking", 7],
["gutter", 6],
["stars", 5],
# ...
["in", 2]
]
#longest_tokens
Returns a hash where each key-value pair is a token and its length.
counter.longest_tokens
{ "looking" => 7 }
#token_density([ precision: 2 ])
Returns a sorted (unstable) two-dimentional array where each element contains a token and its density as a float, rounded to a precision of two. The array is sorted by density in descending order. It accepts a precision argument, which must be a float.
counter.token_density
[
["are", 0.13],
["the", 0.13],
["but", 0.07 ],
# ...
["we", 0.07 ]
]
#char_count
Returns the char count of tokens.
counter.char_count #=> 76
#average_chars_per_token([ precision: 2 ])
Returns the average char count per token rounded to two decimal places. Accepts a precision argument which defaults to two. Precision must be a float.
counter.average_chars_per_token #=> 4
#uniq_token_count
Returns the number of unique tokens.
counter.uniq_token_count #=> 13
Excluding tokens from the tokeniser
You can exclude anything you want from the input by passing the exclude option. The exclude option accepts a variety of filters and is extremely flexible.
- A space-delimited string. The filter will normalise the string.
- A regular expression.
- A lambda.
- A symbol that names a predicate method. For example
:odd?. - 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
- Fork it
- Create your feature branch (
git checkout -b my-new-feature) - Commit your changes (
git commit -am 'Add some feature') - Push to the branch (
git push origin my-new-feature) - Create new Pull Request
Author: abitdodgy
Source code: https://github.com/abitdodgy/words_counted
License: MIT license
#ruby #ruby-on-rails
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.
- A space-delimited string. The filter will normalise the string.
- A regular expression.
- A lambda.
- A symbol that names a predicate method. For example
:odd?. - 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.
Demo
Visit this website for one example of what you can do with WordsCounted.
Contributors
See contributors.
Contributing
- Fork it
- Create your feature branch (
git checkout -b my-new-feature) - Commit your changes (
git commit -am 'Add some feature') - Push to the branch (
git push origin my-new-feature) - Create new Pull Request
Author: Abitdodgy
Source Code: https://github.com/abitdodgy/words_counted
License: MIT license
1622197808
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