What is Misoswap Finance (MISO) | What is Misoswap Finance token | What is MISO token

In this article, we’ll discuss information about the Misoswap Finance project and MISO token

Miso - a combination of the best DeFi solutions in perfect proportion

Who doesn’t love a good miso soup? This dish, however, is quite simple: you “just” need to add the best ingredients in the right ratio. Moreover, the choice of ingredients is the virtually unlimited. The difficult part is to choose the right set of products and their ideal proportions. DeFi and yield farming work the same way - you need to combine different tools and allocate funds correctly. And with the Miso project, this will be much easier to do than ever before.

The name Miso was not chosen by chance: at the heart of our project lies reliable, proven and perfectly optimized PancakeSwap tokenomics (with our unique improvements, of course), which is complemented by a wide range of DeFi products and optional solutions. Roughly speaking, in our project, everyone can be a “chef”, making up their own recipe for success, simply adding their favorite products to a proven base.

Miso Base

Miso is both a decentralized cryptocurrency exchange and a yield farming platform, deployed on the Binance Smart Chain blockchain. This blockchain was created by Binance - one of the largest cryptocurrency exchanges on the market. Binance Smart Chain is based on Ethereum, the most popular blockchain in the world of DeFi, but the Binance team has significantly improved it. Binance Smart Chain is faster than its progenitor, has cheaper transactions , and higher throughput and scaling potential. In addition, BSC is supported by a team of professionals who have huge financial and human resources at their disposal. Thanks to them, Binance managed to create the most technically advanced blockchain to date.

The Miso Masterchief contract is a fork of PancakeSwap - one of the most successful and optimized DeFi projects. In fact, his Masterchief contract became the basis for most DeFi platforms in the BSC ecosystem - well-established tokenomics and optimized code provide fork developers with an excellent basis for starting their project. However, no matter how good the PancakeSwap code is, it has a critical vulnerability that most forks repeat - the so-called Migrator code. And in Miso, this vulnerability is eliminated completely.

The Migrator code problem

The migrator code is a fragment of the Masterchief contract of the PancakeSwap protocol, which allows the contract owner to withdraw all funds locked in it at any time to any address in the Binance Smart Chain blockchain. In the PancakeSwap project itself, it is used to administer the development team’s funds, but the situation in forks is much worse.

Scammers quickly realized the opportunities provided by the Migrator code - with its help, you can simply steal all the funds invested by farmers in the project. So scam projects using Migrator code began to proliferate in appalling numbers.

The Miso team does not consider even the very possibility of such fraud acceptable, so in our fork of the PansakeSwap contract, the Migrator code is completely removed. Even the theoretical possibility of theft of farmers’ funds is eliminated.

However, the improvements to the base contract made by the Miso team are not limited to eliminating vulnerabilities alone.

Fair launch

The DeFi industry today suffers greatly from the actions of so-called whales - large investors who buy huge amounts of tokens at the start of projects. Due to this, in the first days and even hours after the launch of the farms, whales accumulate even more tokens (while there are relatively few farmers, the reward for each of them is very large), and then dump the tokens. Whales make a lot of money, the token rate falls and ordinary farmers are forced to count losses.

The fair launch mechanism implemented in Miso does not limit the possibility of buying tokens, but manages the payment of rewards in the first days after the launch of farms - the distribution of rewards is configured so that not only whales, but also ordinary farmers who have blocked small amounts will benefit from a high initial yield. Two weeks after the launch, the distribution mechanism will return to the standard mode.

Burning tokens

Protection against aggressive actions of whales is not the only measure taken by the Miso team to protect the Miso token exchange rate. From possible market disasters, the interests of farmers are protected by a special burning mechanism, which does not allow an excessive number of tokens to appear on the market. How does it work?

In the event that the Miso exchange rate declines, the Miso Masterchief contract buys Miso tokens daily on decentralized exchanges and burns them. This eliminates the oversupply and creates a shortage of tokens. But how does the contract get the funds?

To buy back tokens for burning, funds collected as a fee for placing tokens in pools and farms are used. Exactly half of the fees collected is spent on ensuring the burning of tokens.

The second half is used for marketing purposes (20%), which increases the demand for Miso and contributes to its price growth, as well as in yield farming (30%), the profit from which is distributed among all participants of farms and pools on the Miso platform.

If the Miso exchange rate has not decreased over the past day, then the funds allocated for this purpose are redirected to yield farming.

Additional ingredients

The Miso foundation, as you can see, is exceptionally strong and reliable. However, the main thing in any DeFi platform is the toolset for making a profit. And there are a lot of tools in Miso - everyone can find something to their taste:

  • Yield farms
  • Miso liquidity pools of Miso paired with a variety of popular stablecoins
  • Pools that provide liquidity to partner decentralized exchanges
  • Pools that provide liquidity to lending protocols
  • Multiple yield aggregators using different strategies, including Miso platform options and partners
  • Decentralized Cryptocurrency Exchange
  • NFT-marketplace
  • Partner farms that allow users to earn both Miso and partner tokens at the same time

Such a variety of tools will allow each user to assemble their ideal Miso - the ideal investment portfolio that best suits their needs and their risk tolerance.

Fair Launch

The DeFi industry today suffers greatly from the actions of so-called whales - large investors who buy huge amounts of tokens at the start of projects. Due to this, in the first days and even hours after the launch of the farms, whales accumulate even more tokens (while there are relatively few farmers, the reward for each of them is very large), and then dump the tokens. Whales make a lot of money, the token rate falls and ordinary farmers are forced to count losses.

The fair launch mechanism implemented in Miso does not limit the possibility of buying tokens, but manages the payment of rewards in the first days after the launch of farms - the distribution of rewards is configured so that not only whales, but also ordinary farmers who have blocked small amounts will benefit from a high initial yield. Two weeks after the launch, the distribution mechanism will return to the standard mode.

Miso Token

General

Name : Miso Token

Ticker : Miso

Contract address : 0xE87e500AB4939E08ae9c9cd2F2815D7FE877df25

Chain : BSC - Binance smart chain

Format : BEP20

Supply : Unlimited (burn mechanism in place and maximum mint per block fixed by the Masterchef)

Emission rate

3 Miso per block --> 3 sec per block on BSC --> 86400 Miso per day

9% of the emission rate send to the dev’s address to fund the team

Initial minted token : 110 000 Miso

Burning tokens

Protection against aggressive actions of whales is not the only measure taken by the Miso team to protect the Miso token exchange rate. From possible market disasters, the interests of farmers are protected by a special burning mechanism, which does not allow an excessive number of tokens to appear on the market. How does it work?

In the event that the Miso exchange rate declines, the Miso Masterchief contract buys Miso Swap tokens daily on decentralized exchanges and burns them. This eliminates the oversupply and creates a shortage of tokens. But how does the contract get the funds?

To buy back tokens for burning, funds collected as a fee for placing tokens in pools and farms are used. Exactly half of the fees collected is spent on ensuring the burning of tokens.

The second half is used for marketing purposes (20%), which increases the demand for Miso and contributes to its price growth, as well as in yield farming (30%), the profit from which is distributed among all participants of farms and pools on the Miso platform.

If the Miso exchange rate has not decreased over the past day, then the funds allocated for this purpose are redirected to yield farming.

Burning Tokens

Protection against aggressive actions of whales is not the only measure taken by the Miso team to protect the Miso token exchange rate. From possible market disasters, the interests of farmers are protected by a special burning mechanism, which does not allow an excessive number of tokens to appear on the market. How does it work?

In the event that the Miso exchange rate declines, the Miso Masterchief contract buys Miso tokens daily on decentralized exchanges and burns them. This eliminates the oversupply and creates a shortage of tokens. But how does the contract get the funds?

To buy back tokens for burning, funds collected as a fee for placing tokens in pools and farms are used. Exactly half of the fees collected is spent on ensuring the burning of tokens.

The second half is used for marketing purposes (20%), which increases the demand for Miso and contributes to its price growth, as well as in yield farming (30%), the profit from which is distributed among all participants of farms and pools on the Miso platform.

If the Miso exchange rate has not decreased over the past day, then the funds allocated for this purpose are redirected to yield farming.

How and Where to Buy MISO ?

MISO token is now live on the Binance mainnet. The token address for MISO is 0xE87e500AB4939E08ae9c9cd2F2815D7FE877df25. Be cautious not to purchase any other token with a smart contract different from this one (as this can be easily faked). We strongly advise to be vigilant and stay safe throughout the launch. Don’t let the excitement get the best of you.

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

Join To Get BNB (Binance Coin)! ☞ CLICK HERE

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

Transfer $BNB to your new Metamask wallet from your existing wallet

Next step

Connect Metamask Wallet to Pancakeswap Decentralized Exchange and Buy, Swap MISO token

Contract: 0xE87e500AB4939E08ae9c9cd2F2815D7FE877df25

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

The top exchange for trading in MISO token is currently Pancakeswap v2

Find more information MISO

WebsiteExplorerSocial ChannelSocial Channel 2DocumentationCoinmarketcap

🔺DISCLAIMER: The Information in the post isn’t financial advice, is intended FOR GENERAL INFORMATION PURPOSES ONLY. Trading Cryptocurrency is VERY risky. Make sure you understand these risks and that you are responsible for what you do with your money.

🔥 If you’re a beginner. I believe the article below will be useful to you ☞ What You Should Know Before Investing in Cryptocurrency - For Beginner

⭐ ⭐ ⭐The project is of interest to the community. Join to Get free ‘GEEK coin’ (GEEKCASH coin)!

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

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

#blockchain #bitcoin #miso #misoswap finance

What is GEEK

Buddha Community

What is Misoswap Finance (MISO) | What is Misoswap Finance token | What is MISO token

What is Misoswap Finance (MISO) | What is Misoswap Finance token | What is MISO token

In this article, we’ll discuss information about the Misoswap Finance project and MISO token

Miso - a combination of the best DeFi solutions in perfect proportion

Who doesn’t love a good miso soup? This dish, however, is quite simple: you “just” need to add the best ingredients in the right ratio. Moreover, the choice of ingredients is the virtually unlimited. The difficult part is to choose the right set of products and their ideal proportions. DeFi and yield farming work the same way - you need to combine different tools and allocate funds correctly. And with the Miso project, this will be much easier to do than ever before.

The name Miso was not chosen by chance: at the heart of our project lies reliable, proven and perfectly optimized PancakeSwap tokenomics (with our unique improvements, of course), which is complemented by a wide range of DeFi products and optional solutions. Roughly speaking, in our project, everyone can be a “chef”, making up their own recipe for success, simply adding their favorite products to a proven base.

Miso Base

Miso is both a decentralized cryptocurrency exchange and a yield farming platform, deployed on the Binance Smart Chain blockchain. This blockchain was created by Binance - one of the largest cryptocurrency exchanges on the market. Binance Smart Chain is based on Ethereum, the most popular blockchain in the world of DeFi, but the Binance team has significantly improved it. Binance Smart Chain is faster than its progenitor, has cheaper transactions , and higher throughput and scaling potential. In addition, BSC is supported by a team of professionals who have huge financial and human resources at their disposal. Thanks to them, Binance managed to create the most technically advanced blockchain to date.

The Miso Masterchief contract is a fork of PancakeSwap - one of the most successful and optimized DeFi projects. In fact, his Masterchief contract became the basis for most DeFi platforms in the BSC ecosystem - well-established tokenomics and optimized code provide fork developers with an excellent basis for starting their project. However, no matter how good the PancakeSwap code is, it has a critical vulnerability that most forks repeat - the so-called Migrator code. And in Miso, this vulnerability is eliminated completely.

The Migrator code problem

The migrator code is a fragment of the Masterchief contract of the PancakeSwap protocol, which allows the contract owner to withdraw all funds locked in it at any time to any address in the Binance Smart Chain blockchain. In the PancakeSwap project itself, it is used to administer the development team’s funds, but the situation in forks is much worse.

Scammers quickly realized the opportunities provided by the Migrator code - with its help, you can simply steal all the funds invested by farmers in the project. So scam projects using Migrator code began to proliferate in appalling numbers.

The Miso team does not consider even the very possibility of such fraud acceptable, so in our fork of the PansakeSwap contract, the Migrator code is completely removed. Even the theoretical possibility of theft of farmers’ funds is eliminated.

However, the improvements to the base contract made by the Miso team are not limited to eliminating vulnerabilities alone.

Fair launch

The DeFi industry today suffers greatly from the actions of so-called whales - large investors who buy huge amounts of tokens at the start of projects. Due to this, in the first days and even hours after the launch of the farms, whales accumulate even more tokens (while there are relatively few farmers, the reward for each of them is very large), and then dump the tokens. Whales make a lot of money, the token rate falls and ordinary farmers are forced to count losses.

The fair launch mechanism implemented in Miso does not limit the possibility of buying tokens, but manages the payment of rewards in the first days after the launch of farms - the distribution of rewards is configured so that not only whales, but also ordinary farmers who have blocked small amounts will benefit from a high initial yield. Two weeks after the launch, the distribution mechanism will return to the standard mode.

Burning tokens

Protection against aggressive actions of whales is not the only measure taken by the Miso team to protect the Miso token exchange rate. From possible market disasters, the interests of farmers are protected by a special burning mechanism, which does not allow an excessive number of tokens to appear on the market. How does it work?

In the event that the Miso exchange rate declines, the Miso Masterchief contract buys Miso tokens daily on decentralized exchanges and burns them. This eliminates the oversupply and creates a shortage of tokens. But how does the contract get the funds?

To buy back tokens for burning, funds collected as a fee for placing tokens in pools and farms are used. Exactly half of the fees collected is spent on ensuring the burning of tokens.

The second half is used for marketing purposes (20%), which increases the demand for Miso and contributes to its price growth, as well as in yield farming (30%), the profit from which is distributed among all participants of farms and pools on the Miso platform.

If the Miso exchange rate has not decreased over the past day, then the funds allocated for this purpose are redirected to yield farming.

Additional ingredients

The Miso foundation, as you can see, is exceptionally strong and reliable. However, the main thing in any DeFi platform is the toolset for making a profit. And there are a lot of tools in Miso - everyone can find something to their taste:

  • Yield farms
  • Miso liquidity pools of Miso paired with a variety of popular stablecoins
  • Pools that provide liquidity to partner decentralized exchanges
  • Pools that provide liquidity to lending protocols
  • Multiple yield aggregators using different strategies, including Miso platform options and partners
  • Decentralized Cryptocurrency Exchange
  • NFT-marketplace
  • Partner farms that allow users to earn both Miso and partner tokens at the same time

Such a variety of tools will allow each user to assemble their ideal Miso - the ideal investment portfolio that best suits their needs and their risk tolerance.

Fair Launch

The DeFi industry today suffers greatly from the actions of so-called whales - large investors who buy huge amounts of tokens at the start of projects. Due to this, in the first days and even hours after the launch of the farms, whales accumulate even more tokens (while there are relatively few farmers, the reward for each of them is very large), and then dump the tokens. Whales make a lot of money, the token rate falls and ordinary farmers are forced to count losses.

The fair launch mechanism implemented in Miso does not limit the possibility of buying tokens, but manages the payment of rewards in the first days after the launch of farms - the distribution of rewards is configured so that not only whales, but also ordinary farmers who have blocked small amounts will benefit from a high initial yield. Two weeks after the launch, the distribution mechanism will return to the standard mode.

Miso Token

General

Name : Miso Token

Ticker : Miso

Contract address : 0xE87e500AB4939E08ae9c9cd2F2815D7FE877df25

Chain : BSC - Binance smart chain

Format : BEP20

Supply : Unlimited (burn mechanism in place and maximum mint per block fixed by the Masterchef)

Emission rate

3 Miso per block --> 3 sec per block on BSC --> 86400 Miso per day

9% of the emission rate send to the dev’s address to fund the team

Initial minted token : 110 000 Miso

Burning tokens

Protection against aggressive actions of whales is not the only measure taken by the Miso team to protect the Miso token exchange rate. From possible market disasters, the interests of farmers are protected by a special burning mechanism, which does not allow an excessive number of tokens to appear on the market. How does it work?

In the event that the Miso exchange rate declines, the Miso Masterchief contract buys Miso Swap tokens daily on decentralized exchanges and burns them. This eliminates the oversupply and creates a shortage of tokens. But how does the contract get the funds?

To buy back tokens for burning, funds collected as a fee for placing tokens in pools and farms are used. Exactly half of the fees collected is spent on ensuring the burning of tokens.

The second half is used for marketing purposes (20%), which increases the demand for Miso and contributes to its price growth, as well as in yield farming (30%), the profit from which is distributed among all participants of farms and pools on the Miso platform.

If the Miso exchange rate has not decreased over the past day, then the funds allocated for this purpose are redirected to yield farming.

Burning Tokens

Protection against aggressive actions of whales is not the only measure taken by the Miso team to protect the Miso token exchange rate. From possible market disasters, the interests of farmers are protected by a special burning mechanism, which does not allow an excessive number of tokens to appear on the market. How does it work?

In the event that the Miso exchange rate declines, the Miso Masterchief contract buys Miso tokens daily on decentralized exchanges and burns them. This eliminates the oversupply and creates a shortage of tokens. But how does the contract get the funds?

To buy back tokens for burning, funds collected as a fee for placing tokens in pools and farms are used. Exactly half of the fees collected is spent on ensuring the burning of tokens.

The second half is used for marketing purposes (20%), which increases the demand for Miso and contributes to its price growth, as well as in yield farming (30%), the profit from which is distributed among all participants of farms and pools on the Miso platform.

If the Miso exchange rate has not decreased over the past day, then the funds allocated for this purpose are redirected to yield farming.

How and Where to Buy MISO ?

MISO token is now live on the Binance mainnet. The token address for MISO is 0xE87e500AB4939E08ae9c9cd2F2815D7FE877df25. Be cautious not to purchase any other token with a smart contract different from this one (as this can be easily faked). We strongly advise to be vigilant and stay safe throughout the launch. Don’t let the excitement get the best of you.

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

Join To Get BNB (Binance Coin)! ☞ CLICK HERE

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

Transfer $BNB to your new Metamask wallet from your existing wallet

Next step

Connect Metamask Wallet to Pancakeswap Decentralized Exchange and Buy, Swap MISO token

Contract: 0xE87e500AB4939E08ae9c9cd2F2815D7FE877df25

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

The top exchange for trading in MISO token is currently Pancakeswap v2

Find more information MISO

WebsiteExplorerSocial ChannelSocial Channel 2DocumentationCoinmarketcap

🔺DISCLAIMER: The Information in the post isn’t financial advice, is intended FOR GENERAL INFORMATION PURPOSES ONLY. Trading Cryptocurrency is VERY risky. Make sure you understand these risks and that you are responsible for what you do with your money.

🔥 If you’re a beginner. I believe the article below will be useful to you ☞ What You Should Know Before Investing in Cryptocurrency - For Beginner

⭐ ⭐ ⭐The project is of interest to the community. Join to Get free ‘GEEK coin’ (GEEKCASH coin)!

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

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

#blockchain #bitcoin #miso #misoswap finance

Angelina roda

Angelina roda

1624219980

How to Buy NFT Art Finance Token - The EASIEST METHOD! DO NOT MISS!!! JUST IN 4 MINUTES

NFT Art Finance is currently one of the most popular cryptocurrencies right now on the market, so in today’s video, I will be showing you guys how to easily buy NFT Art Finance on your phone using the Trust Wallet application.
📺 The video in this post was made by More LimSanity
The origin of the article: https://www.youtube.com/watch?v=sKE6Pc_w1IE
🔺 DISCLAIMER: The article is for information sharing. The content of this video is solely the opinions of the speaker who is not a licensed financial advisor or registered investment advisor. Not investment advice or legal advice.
Cryptocurrency trading is VERY risky. Make sure you understand these risks and that you are responsible for what you do with your money
🔥 If you’re a beginner. I believe the article below will be useful to you ☞ What You Should Know Before Investing in Cryptocurrency - For Beginner
⭐ ⭐ ⭐The project is of interest to the community. Join to Get free ‘GEEK coin’ (GEEKCASH coin)!
☞ **-----CLICK HERE-----**⭐ ⭐ ⭐
Thanks for visiting and watching! Please don’t forget to leave a like, comment and share!

#bitcoin #blockchain #nft art finance token #token #buy nft art finance #how to buy nft art finance token - the easiest method!

David mr

David mr

1624312800

SPORE FINANCE PREDICTION - WHAT IS SPORE FINANCE & SPORE FINANCE ANALYSIS - SPORE FINANCE

SPORE FINANCE PREDICTION - WHAT IS SPORE FINANCE & SPORE FINANCE ANALYSIS - SPORE FINANCE

In this video, I talk about spore finance coin and give my spore finance prediction. I talk about the latest spore finance analysis & spore finance crypto coin that recently has been hit pretty hard in the last 24 hours. I go over what is spore finance and how many holders are on this new crypto coin spore finance.
📺 The video in this post was made by Josh’s Finance
The origin of the article: https://www.youtube.com/watch?v=qbPQvdxCtEI
🔺 DISCLAIMER: The article is for information sharing. The content of this video is solely the opinions of the speaker who is not a licensed financial advisor or registered investment advisor. Not investment advice or legal advice.
Cryptocurrency trading is VERY risky. Make sure you understand these risks and that you are responsible for what you do with your money
🔥 If you’re a beginner. I believe the article below will be useful to you ☞ What You Should Know Before Investing in Cryptocurrency - For Beginner
⭐ ⭐ ⭐The project is of interest to the community. Join to Get free ‘GEEK coin’ (GEEKCASH coin)!
☞ **-----CLICK HERE-----**⭐ ⭐ ⭐
Thanks for visiting and watching! Please don’t forget to leave a like, comment and share!

#bitcoin #blockchain #spore finance #what is spore finance #spore finance prediction - what is spore finance & spore finance analysis - spore finance #spore finance prediction

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