What is Method Finance (MTHD) | What is Method Fi token | What is MTHD token

In this article, we’ll discuss information about the Method Finance project and MTHD token

When you boil yield farming down to its core it really comes down to a very simple need: How can I ensure that I am getting the best return on my assets?

More often than not this usually relies on discovering protocols that are paying out high APY for providing liquidity, and if possible, further increasing these returns through additional incentive payouts via Liquidity Provider (LP) tokens (hence the term liquidity mining).

Problem 1: Liquidity Providers (LP) finding the protocols with high APY

While the concept seems simple on the surface, the liquidity mining process is actually more difficult than it sounds. For starters, the discovery of liquidity mining opportunities is opaque at best, with Liquidity Seekers (LS) often struggling to match with anyone outside a small group of Liquidity Providers (LP) who are in the know and actively scouring online channels for opportunities.

Problem 2: Liquidity Providers (LP) having confidence in the protocols once found

Once a project delivering high APY is found, there is the issue of security. It’s an open secret that there is a price to pay when dabbling in liquidity mining, and that price is normally a risk. We often hear the phrase, “don’t risk more than you are willing to lose” for this reason. Any experienced yield farmer has at least one scar from losing deposited funds either by way of a rug pull by the creators, or a vulnerability in the protocol’s smart contact. However, we believe that it doesn’t have to be this way.

Problem 3: Liquidity Seekers (LS) ensuring that rewards are going to trustworthy actors

Lastly, there comes the issue of LS trust in the LP, as in how can the protocol offering rewards actually trust that the actor providing liquidity has been properly vetted and has the right motivations. Existing solutions like whitelisting, have been leveraged by protocols like Float to ensure that the ones receiving rewards tokens are active in the DeFi ecosystem and have good intentions. However, any heuristic of this nature is not dynamic and will likely be skirted by bad actors over time.

Our Solution: Introducing Method NFT

So the solution to liquidity mining is…CryptoKitties?

Not CryptoKitties per se, but the technology behind them. If you’ve been paying attention, you’ve probably picked up on the fact that Non-Fungible Tokens (NFTs) have been gaining massive adoption in recent weeks.

They are applicable to far more use cases than just art and music, especially within the DeFi ecosystem. In the case of Method Finance, we saw an opportunity to leverage NFTs to solve the current problems that will enable even more adoption within the space and fundamentally shift the way we prove our loyalty to protocols through liquidity mining.

We are announcing the launch of our **Method NFT **by leveraging ERC-721 contracts (the same standard used by the popular CryptoKitties).

Through our Method NFT, Liquidity Providers can stake liquidity to their NFT, which then proves they are providing liquidity and should earn rewards, without needing to stake directly into a protocol’s smart contract. This makes it a win-win for legitimate providers and protocols, while increasing confidence in the DeFi ecosystem.

Furthermore, our tools provide other benefits such as the ability to:

  • Liquidity mine across multiple protocols simultaneously
  • Signal liquidity availability to interested parties in a rapid manner
  • Provide a rich history for liquidity seekers

Details of the Balancer LBP

Our Method token (MTHD) will provide benefits to community members and those who hold the Method NFT SmartVault™, while bootstrapping the project and setting it up for long term success.

The LBP will be a fair and equitable launch. There is no private sale, pre-mine, or anything of the like. We want to make sure the community has the same right to involvement as everyone else. And we’ll lock up the liquidity, so rest assured that the funds are safe.

The purpose of the liquidity bootstrapping event:

  1. Create a way to distribute Method tokens to the community
  2. Give back to the community through the Method NFT reward tiers
  3. Create decentralized governance and allow the community to decide on important steps forward
  4. Set up Method for long term success to achieve our ambitious roadmap (high level roadmap to be released)

Get your Method NFT while they last

The Method NFT Reward Tiers

You may be wondering, “what’s with the Method NFT tiers?” Well, we’ve decided to create an innovative new rewards program based on the built in tokenomics.

We’re excited to announce that some rewards to the community will be based on the NFT tiers that have been released. As a reminder the tiers are below:

  • The Method Platinum NFTs will be limited to the first 100 minted
  • The Method Gold NFT will be limited to the first 101–1,000 minted
  • The Method Mint NFT will be limited to the first 1,001–5,000 minted

While the Black Method NFT can still be used for staking purposes, to earn rewards from Method liquidity mining, as well as earn rewards from other protocol’s programs, they will not have any additional Method token related benefits.

Hero

The Method NFT Rewards Tiers Details

We have the following Method NFT tiers:

  • The Method Platinum NFTs will be limited to the first 100 minted
  • The Method Gold NFTs will be limited to the first 101–1,000 minted
  • The Method Mint NFTs will be limited to the first 1,001–5,000 minted
  • The Method Black NFTs will be unlimited but not part of the reward tier program

The Method NFT Airdrop Details

We want to provide more information on the fixed inflation for the token and how that’s going to reward the community of Method NFT holders. Let’s start with the level of inflation. We will be setting a continuous inflation rate of a fixed 5% per year. This comes out to ~100,000 tokens per week. While 50% of these tokens will be distributed to the community of Method NFT holders, the other 50% will be distributed to the treasury for the long term success of the protocol.

Next let’s analyze how those additional tokens will be distributed to the tiers. We will distribute an even amount per tier, which equates to a larger marginal amount per Method NFT in the higher tiers. Let’s take a look at what that equates to in tangible amounts:

Platinum tier:

  • 100,000 / 2 = 50,000 X 33% = 16,667 / 100 = 166 MTHD tokens per week
  • 5.2M / 2 = 2.6M X 33% = 866,667 / 100 = 8,667 MTHD tokens per year

Gold tier:

  • 100,000 / 2 = 50,000 X 33% = 16,667 / 900 = 18.5 MTHD tokens per week
  • 5.2M / 2 = 2.6M X 33% = 866,667 / 900 = 963 MTHD tokens per year

Mint tier:

  • 100,000 / 2 = 50,000 X 33% = 16,667 / 4000 = 4.17 MTHD tokens per week
  • 5.2M / 2 = 2.6M X 33% = 866,667 / 4000 = 217 MTHD tokens per year

*Note: We will base the distribution of tokens to each tier based on the total amount of NFTs minted in each tier.

A Note on Airdrop Redemption

While we are extremely excited about the rewards system we have laid out above for our early adopters, we want to make sure that we are creating a system that also enables the long term success of Method Finance and our community as a whole.

With this idea in mind, we have created some simple rules for redeeming rewards. If a NFT holder would like to redeem their rewards, they must be staking at least an equal amount of MTHD to their NFT SmartVault. We believe this rule helps maintain a fair and successful system for all our members to ensure the long term value and success of the MTHD token.

The Method NFT Liquidity Mining Details

Additionally, there will be a liquidity mining program for those who would like to provide a MTHD / ETH pair to Uniswap and stake their LP tokens to their Method NFT. We think this is a great way to showcase the technology, while continuing to reward community members. Similarly with the airdrop, there will also be multipliers for those who stake against one of the Method NFTs in the reward tier.

  • Platinum tier: 2.5X multiplier
  • **Gold tier: **2X multiplier
  • **Mint tier: **1.5X multiplier

There will be no extra staking beyond the initial amount in order to claim the rewards from the liquidity mining program.

A Note on Rewards / Roadmap

As the community grows, it is up to our community to define through decentralized governance, the benefits of the different Method NFT reward tiers and how we will progress beyond the ones listed in this article. While we will lay out our proposed roadmap in the coming days for additional uses of the token, we are excited for the community to continue proposing new, innovative ways for the MTHD token’s use that will propel the DeFi ecosystem forward.

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

How and Where to Buy MTHD?

MTHD is now live on the Ethereum mainnet. The token address for MTHD is 0x84ba4aecfde39d69686a841bab434c32d179a169. 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 ETH in your wallet to cover the transaction fees.

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

We will use Binance Exchange here as it is one of the largest crypto exchanges that accept fiat deposits.

Once you finished the KYC process. You will be asked to add a payment method. Here you can either choose to provide a credit/debit card or use a bank transfer, and buy one of the major cryptocurrencies, usually either Bitcoin (BTC), Ethereum (ETH), Tether (USDT), Binance (BNB)…

SIGN UP ON BINANCE

Step by Step Guide : What is Binance | How to Create an account on Binance (Updated 2021)

Next step

You need a wallet address to Connect to Uniswap Decentralized Exchange, we use Metamask wallet

If you don’t have a Metamask wallet, read this article and follow the steps

What is Metamask wallet | How to Create a wallet and Use

Next step

Connect Metamask wallet to Uniswap Decentralized Exchange and Buy MTHD token

Contract: 0x84ba4aecfde39d69686a841bab434c32d179a169

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

The top exchange for trading in MTHD token is currently Uniswap (V2), Balancer and 1inch Exchange

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 MTHD 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 MTHD

WebsiteExplorerExplorer 2Social ChannelSocial Channel 2Social Channel 3Message BoardCoinmarketcap

🔺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

If you are a beginner, learn about Cryptocurrency in this article ☞ What You Should Know Before Investing in Cryptocurrency - For Beginner

Don’t hesitate to let me know if you intend to give a little extra bonus to this article. I highly appreciate your actions!

Wallet address:

BTC : 1FnYrvnEmov2w9fovbDQ4vX8U2dhrEc29c
USDT : 0xfee027e0acfa386809eca0276dab286900d75ad7
DOGE : DSsLMmGTwCnJ48toEyYmEF4gr2VXTa5LiZ

Thank for visiting and reading this article! Please don’t forget to leave a like, comment and share!

#bitcoin #crypto #mthd #method finance

What is GEEK

Buddha Community

What is Method Finance (MTHD) | What is Method Fi token | What is MTHD token

What is Method Finance (MTHD) | What is Method Fi token | What is MTHD token

In this article, we’ll discuss information about the Method Finance project and MTHD token

When you boil yield farming down to its core it really comes down to a very simple need: How can I ensure that I am getting the best return on my assets?

More often than not this usually relies on discovering protocols that are paying out high APY for providing liquidity, and if possible, further increasing these returns through additional incentive payouts via Liquidity Provider (LP) tokens (hence the term liquidity mining).

Problem 1: Liquidity Providers (LP) finding the protocols with high APY

While the concept seems simple on the surface, the liquidity mining process is actually more difficult than it sounds. For starters, the discovery of liquidity mining opportunities is opaque at best, with Liquidity Seekers (LS) often struggling to match with anyone outside a small group of Liquidity Providers (LP) who are in the know and actively scouring online channels for opportunities.

Problem 2: Liquidity Providers (LP) having confidence in the protocols once found

Once a project delivering high APY is found, there is the issue of security. It’s an open secret that there is a price to pay when dabbling in liquidity mining, and that price is normally a risk. We often hear the phrase, “don’t risk more than you are willing to lose” for this reason. Any experienced yield farmer has at least one scar from losing deposited funds either by way of a rug pull by the creators, or a vulnerability in the protocol’s smart contact. However, we believe that it doesn’t have to be this way.

Problem 3: Liquidity Seekers (LS) ensuring that rewards are going to trustworthy actors

Lastly, there comes the issue of LS trust in the LP, as in how can the protocol offering rewards actually trust that the actor providing liquidity has been properly vetted and has the right motivations. Existing solutions like whitelisting, have been leveraged by protocols like Float to ensure that the ones receiving rewards tokens are active in the DeFi ecosystem and have good intentions. However, any heuristic of this nature is not dynamic and will likely be skirted by bad actors over time.

Our Solution: Introducing Method NFT

So the solution to liquidity mining is…CryptoKitties?

Not CryptoKitties per se, but the technology behind them. If you’ve been paying attention, you’ve probably picked up on the fact that Non-Fungible Tokens (NFTs) have been gaining massive adoption in recent weeks.

They are applicable to far more use cases than just art and music, especially within the DeFi ecosystem. In the case of Method Finance, we saw an opportunity to leverage NFTs to solve the current problems that will enable even more adoption within the space and fundamentally shift the way we prove our loyalty to protocols through liquidity mining.

We are announcing the launch of our **Method NFT **by leveraging ERC-721 contracts (the same standard used by the popular CryptoKitties).

Through our Method NFT, Liquidity Providers can stake liquidity to their NFT, which then proves they are providing liquidity and should earn rewards, without needing to stake directly into a protocol’s smart contract. This makes it a win-win for legitimate providers and protocols, while increasing confidence in the DeFi ecosystem.

Furthermore, our tools provide other benefits such as the ability to:

  • Liquidity mine across multiple protocols simultaneously
  • Signal liquidity availability to interested parties in a rapid manner
  • Provide a rich history for liquidity seekers

Details of the Balancer LBP

Our Method token (MTHD) will provide benefits to community members and those who hold the Method NFT SmartVault™, while bootstrapping the project and setting it up for long term success.

The LBP will be a fair and equitable launch. There is no private sale, pre-mine, or anything of the like. We want to make sure the community has the same right to involvement as everyone else. And we’ll lock up the liquidity, so rest assured that the funds are safe.

The purpose of the liquidity bootstrapping event:

  1. Create a way to distribute Method tokens to the community
  2. Give back to the community through the Method NFT reward tiers
  3. Create decentralized governance and allow the community to decide on important steps forward
  4. Set up Method for long term success to achieve our ambitious roadmap (high level roadmap to be released)

Get your Method NFT while they last

The Method NFT Reward Tiers

You may be wondering, “what’s with the Method NFT tiers?” Well, we’ve decided to create an innovative new rewards program based on the built in tokenomics.

We’re excited to announce that some rewards to the community will be based on the NFT tiers that have been released. As a reminder the tiers are below:

  • The Method Platinum NFTs will be limited to the first 100 minted
  • The Method Gold NFT will be limited to the first 101–1,000 minted
  • The Method Mint NFT will be limited to the first 1,001–5,000 minted

While the Black Method NFT can still be used for staking purposes, to earn rewards from Method liquidity mining, as well as earn rewards from other protocol’s programs, they will not have any additional Method token related benefits.

Hero

The Method NFT Rewards Tiers Details

We have the following Method NFT tiers:

  • The Method Platinum NFTs will be limited to the first 100 minted
  • The Method Gold NFTs will be limited to the first 101–1,000 minted
  • The Method Mint NFTs will be limited to the first 1,001–5,000 minted
  • The Method Black NFTs will be unlimited but not part of the reward tier program

The Method NFT Airdrop Details

We want to provide more information on the fixed inflation for the token and how that’s going to reward the community of Method NFT holders. Let’s start with the level of inflation. We will be setting a continuous inflation rate of a fixed 5% per year. This comes out to ~100,000 tokens per week. While 50% of these tokens will be distributed to the community of Method NFT holders, the other 50% will be distributed to the treasury for the long term success of the protocol.

Next let’s analyze how those additional tokens will be distributed to the tiers. We will distribute an even amount per tier, which equates to a larger marginal amount per Method NFT in the higher tiers. Let’s take a look at what that equates to in tangible amounts:

Platinum tier:

  • 100,000 / 2 = 50,000 X 33% = 16,667 / 100 = 166 MTHD tokens per week
  • 5.2M / 2 = 2.6M X 33% = 866,667 / 100 = 8,667 MTHD tokens per year

Gold tier:

  • 100,000 / 2 = 50,000 X 33% = 16,667 / 900 = 18.5 MTHD tokens per week
  • 5.2M / 2 = 2.6M X 33% = 866,667 / 900 = 963 MTHD tokens per year

Mint tier:

  • 100,000 / 2 = 50,000 X 33% = 16,667 / 4000 = 4.17 MTHD tokens per week
  • 5.2M / 2 = 2.6M X 33% = 866,667 / 4000 = 217 MTHD tokens per year

*Note: We will base the distribution of tokens to each tier based on the total amount of NFTs minted in each tier.

A Note on Airdrop Redemption

While we are extremely excited about the rewards system we have laid out above for our early adopters, we want to make sure that we are creating a system that also enables the long term success of Method Finance and our community as a whole.

With this idea in mind, we have created some simple rules for redeeming rewards. If a NFT holder would like to redeem their rewards, they must be staking at least an equal amount of MTHD to their NFT SmartVault. We believe this rule helps maintain a fair and successful system for all our members to ensure the long term value and success of the MTHD token.

The Method NFT Liquidity Mining Details

Additionally, there will be a liquidity mining program for those who would like to provide a MTHD / ETH pair to Uniswap and stake their LP tokens to their Method NFT. We think this is a great way to showcase the technology, while continuing to reward community members. Similarly with the airdrop, there will also be multipliers for those who stake against one of the Method NFTs in the reward tier.

  • Platinum tier: 2.5X multiplier
  • **Gold tier: **2X multiplier
  • **Mint tier: **1.5X multiplier

There will be no extra staking beyond the initial amount in order to claim the rewards from the liquidity mining program.

A Note on Rewards / Roadmap

As the community grows, it is up to our community to define through decentralized governance, the benefits of the different Method NFT reward tiers and how we will progress beyond the ones listed in this article. While we will lay out our proposed roadmap in the coming days for additional uses of the token, we are excited for the community to continue proposing new, innovative ways for the MTHD token’s use that will propel the DeFi ecosystem forward.

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

How and Where to Buy MTHD?

MTHD is now live on the Ethereum mainnet. The token address for MTHD is 0x84ba4aecfde39d69686a841bab434c32d179a169. 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 ETH in your wallet to cover the transaction fees.

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

We will use Binance Exchange here as it is one of the largest crypto exchanges that accept fiat deposits.

Once you finished the KYC process. You will be asked to add a payment method. Here you can either choose to provide a credit/debit card or use a bank transfer, and buy one of the major cryptocurrencies, usually either Bitcoin (BTC), Ethereum (ETH), Tether (USDT), Binance (BNB)…

SIGN UP ON BINANCE

Step by Step Guide : What is Binance | How to Create an account on Binance (Updated 2021)

Next step

You need a wallet address to Connect to Uniswap Decentralized Exchange, we use Metamask wallet

If you don’t have a Metamask wallet, read this article and follow the steps

What is Metamask wallet | How to Create a wallet and Use

Next step

Connect Metamask wallet to Uniswap Decentralized Exchange and Buy MTHD token

Contract: 0x84ba4aecfde39d69686a841bab434c32d179a169

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

The top exchange for trading in MTHD token is currently Uniswap (V2), Balancer and 1inch Exchange

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 MTHD 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 MTHD

WebsiteExplorerExplorer 2Social ChannelSocial Channel 2Social Channel 3Message BoardCoinmarketcap

🔺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

If you are a beginner, learn about Cryptocurrency in this article ☞ What You Should Know Before Investing in Cryptocurrency - For Beginner

Don’t hesitate to let me know if you intend to give a little extra bonus to this article. I highly appreciate your actions!

Wallet address:

BTC : 1FnYrvnEmov2w9fovbDQ4vX8U2dhrEc29c
USDT : 0xfee027e0acfa386809eca0276dab286900d75ad7
DOGE : DSsLMmGTwCnJ48toEyYmEF4gr2VXTa5LiZ

Thank for visiting and reading this article! Please don’t forget to leave a like, comment and share!

#bitcoin #crypto #mthd #method 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!

Angelina roda

Angelina roda

1624230000

How to Buy FEG Token - The EASIEST Method 2021. JUST IN A FEW MINUTES!!!

How to Buy FEG Token - The EASIEST Method 2021
In today’s video, I will be showing you guys how to buy the FEG token/coin using Trust Wallet and Pancakeswap. This will work for both iOS and Android devices!
📺 The video in this post was made by More LimSanity
The origin of the article: https://www.youtube.com/watch?v=LAVwpiEN6bg
🔺 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 #feg token #token #how to buy feg token #how to buy feg token - the easiest method 2021

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

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