Bitcoin Whitepaper

Bitcoin whitepaper: A Peer-to-Peer Electronic Cash System



Abstract




A purely peer-to-peer version of electronic cash would allow online payments to be sent directly from one party to another without going through a financial institution. Digital signatures provide part of the solution, but the main benefits are lost if a trusted third party is still required to prevent double-spending.

We propose a solution to the double-spending problem using a peer-to-peer network. The network timestamps transactions by hashing them into an ongoing chain of hash-based proof-of-work, forming a record that cannot be changed without redoing the proof-of-work. The longest chain not only serves as proof of the sequence of events witnessed, but proof that it came from the largest pool of CPU power. As long as a majority of CPU power is controlled by nodes that are not cooperating to attack the network, they'll generate the longest chain and outpace attackers.

The network itself requires minimal structure. Messages are broadcast on a best effort basis, and nodes can leave and rejoin the network at will, accepting the longest proof-of-work chain as proof of what happened while they were gone.



Introduction


Commerce on the Internet has come to rely almost exclusively on financial institutions serving as trusted third parties to process electronic payments. While the system works well enough for most transactions, it still suffers from the inherent weaknesses of the trust based model. Completely non-reversible transactions are not really possible, since financial institutions cannot avoid mediating disputes.

The cost of mediation increases transaction costs, limiting the minimum practical transaction size and cutting off the possibility for small casual transactions, and there is a broader cost in the loss of ability to make non-reversible payments for nonreversible services. With the possibility of reversal, the need for trust spreads. Merchants must be wary of their customers, hassling them for more information than they would otherwise need. A certain percentage of fraud is accepted as unavoidable.

These costs and payment uncertainties can be avoided in person by using physical currency, but no mechanism exists to make payments over a communications channel without a trusted party. What is needed is an electronic payment system based on cryptographic proof instead of trust, allowing any two willing parties to transact directly with each other without the need for a trusted third party.

Transactions that are computationally impractical to reverse would protect sellers from fraud, and routine escrow mechanisms could easily be implemented to protect buyers. In this paper, we propose a solution to the double-spending problem using a peer-to-peer distributed timestamp server to generate computational proof of the chronological order of transactions. The system is secure as long as honest nodes collectively control more CPU power than any cooperating group of attacker nodes.



Transactions



We define an electronic coin as a chain of digital signatures. Each owner transfers the coin to the
next by digitally signing a hash of the previous transaction and the public key of the next owner
and adding these to the end of the coin. A payee can verify the signatures to verify the chain of
ownership.

The problem of course is the payee can't verify that one of the owners did not double-spend the coin. A common solution is to introduce a trusted central authority, or mint, that checks every transaction for double spending.

After each transaction, the coin must be returned to the mint to issue a new coin, and only coins issued directly from the mint are trusted not to be double-spent. The problem with this solution is that the fate of the entire money system depends on the company running the mint, with every transaction having to go through them, just like a bank. We need a way for the payee to know that the previous owners did not sign any earlier transactions.

For our purposes, the earliest transaction is the one that counts, so we don't care about later attempts to double-spend. The only way to confirm the absence of a transaction is to be aware of all transactions. In the mint based model, the mint was aware of all transactions and decided which arrived first. To accomplish this without a trusted party, transactions must be publicly announced [1], and we need a system for participants to agree on a single history of the order in which they were received.

The payee needs proof that at the time of each transaction, the majority of nodes agreed it was the first received



Timestamp Server



The solution we propose begins with a timestamp server. A timestamp server works by taking a
hash of a block of items to be timestamped and widely publishing the hash, such as in a newspaper or Usenet post [2-5]. The timestamp proves that the data must have existed at the time, obviously, in order to get into the hash. Each timestamp includes the previous timestamp in its hash, forming a chain, with each additional timestamp reinforcing the ones before it.



Proof-of-Work



To implement a distributed timestamp server on a peer-to-peer basis, we will need to use a proofof-work system similar to Adam Back's Hashcash [6], rather than newspaper or Usenet posts. The proof-of-work involves scanning for a value that when hashed, such as with SHA-256, the hash begins with a number of zero bits. The average work required is exponential in the number of zero bits required and can be verified by executing a single hash. For our timestamp network, we implement the proof-of-work by incrementing a nonce in the block until a value is found that gives the block's hash the required zero bits. Once the CPU effort has been expended to make it satisfy the proof-of-work, the block cannot be changed without redoing the work. As later blocks are chained after it, the work to change the block would include redoing all the blocks after it.

The proof-of-work also solves the problem of determining representation in majority decision making. If the majority were based on one-IP-address-one-vote, it could be subverted by anyone able to allocate many IPs. Proof-of-work is essentially one-CPU-one-vote. The majority decision is represented by the longest chain, which has the greatest proof-of-work effort invested in it. If a majority of CPU power is controlled by honest nodes, the honest chain will grow the fastest and outpace any competing chains. To modify a past block, an attacker would have to redo the proof-of-work of the block and all blocks after it and then catch up with and surpass the work of the honest nodes.

We will show later that the probability of a slower attacker catching up diminishes exponentially as subsequent blocks are added. To compensate for increasing hardware speed and varying interest in running nodes over time, the proof-of-work difficulty is determined by a moving average targeting an average number of blocks per hour. If they're generated too fast, the difficulty increases.



Network



The steps to run the network are as follows:

  1. New transactions are broadcast to all nodes.
  2. Each node collects new transactions into a block.
  3. Each node works on finding a difficult proof-of-work for its block.
  4. When a node finds a proof-of-work, it broadcasts the block to all nodes.
  5. Nodes accept the block only if all transactions in it are valid and not already spent.

Nodes express their acceptance of the block by working on creating the next block in the chain, using the hash of the accepted block as the previous hash.

Nodes always consider the longest chain to be the correct one and will keep working on extending it. If two nodes broadcast different versions of the next block simultaneously, some nodes may receive one or the other first. In that case, they work on the first one they received, but save the other branch in case it becomes longer.

The tie will be broken when the next proofof-work is found and one branch becomes longer; the nodes that were working on the other branch will then switch to the longer one. New transaction broadcasts do not necessarily need to reach all nodes. As long as they reach many nodes, they will get into a block before long. Block broadcasts are also tolerant of dropped messages. If a node does not receive a block, it will request it when it receives the next block and realizes it missed one.



Incentive



By convention, the first transaction in a block is a special transaction that starts a new coin owned by the creator of the block. This adds an incentive for nodes to support the network, and provides a way to initially distribute coins into circulation, since there is no central authority to issue them. The steady addition of a constant of amount of new coins is analogous to gold miners expending resources to add gold to circulation. In our case, it is CPU time and electricity that is expended. The incentive can also be funded with transaction fees.

If the output value of a transaction is less than its input value, the difference is a transaction fee that is added to the incentive value of the block containing the transaction. Once a predetermined number of coins have entered circulation, the incentive can transition entirely to transaction fees and be completely inflation free. The incentive may help encourage nodes to stay honest.

If a greedy attacker is able to assemble more CPU power than all the honest nodes, he would have to choose between using it to defraud people by stealing back his payments, or using it to generate new coins.

He ought to find it more profitable to play by the rules, such rules that favour him with more new coins than everyone else combined, than to undermine the system and the validity of his own wealth.



Reclaiming Disk Space



Once the latest transaction in a coin is buried under enough blocks, the spent transactions before it can be discarded to save disk space. To facilitate this without breaking the block's hash, transactions are hashed in a Merkle Tree [7][2][5], with only the root included in the block's hash. Old blocks can then be compacted by stubbing off branches of the tree. The interior hashes do not need to be stored. A block header with no transactions would be about 80 bytes. If we suppose blocks are generated every 10 minutes, 80 bytes * 6 * 24 * 365=4.2MB per year.

With computer systems typically selling with 2GB of RAM as of 2008, and Moore's Law predicting current growth of 1.2GB per year, storage should not be a problem even if the block headers must be kept in memory.



Simplified Payment Verification



It is possible to verify payments without running a full network node. A user only needs to keep a copy of the block headers of the longest proof-of-work chain, which he can get by querying network nodes until he's convinced he has the longest chain, and obtain the Merkle branch linking the transaction to the block it's timestamped in.

He can't check the transaction for himself, but by linking it to a place in the chain, he can see that a network node has accepted it, and blocks added after it further confirm the network has accepted it. As such, the verification is reliable as long as honest nodes control the network, but is more vulnerable if the network is overpowered by an attacker.

While network nodes can verify transactions for themselves, the simplified method can be fooled by an attacker's fabricated transactions for as long as the attacker can continue to overpower the network.

One strategy to protect against this would be to accept alerts from network nodes when they detect an invalid block, prompting the user's software to download the full block and alerted transactions to confirm the inconsistency. Businesses that receive frequent payments will probably still want to run their own nodes for more independent security and quicker verification.



Combining and Splitting Value



Although it would be possible to handle coins individually, it would be unwieldy to make a separate transaction for every cent in a transfer. To allow value to be split and combined, transactions contain multiple inputs and outputs.

Normally there will be either a single input from a larger previous transaction or multiple inputs combining smaller amounts, and at most two outputs: one for the payment, and one returning the change, if any, back to the sender. It should be noted that fan-out, where a transaction depends on several transactions, and those transactions depend on many more, is not a problem here.

There is never the need to extract a complete standalone copy of a transaction's history.



Privacy



The traditional banking model achieves a level of privacy by limiting access to information to the parties involved and the trusted third party. The necessity to announce all transactions publicly precludes this method, but privacy can still be maintained by breaking the flow of information in another place: by keeping public keys anonymous.

The public can see that someone is sending an amount to someone else, but without information linking the transaction to anyone. This is similar to the level of information released by stock exchanges, where the time and size of individual trades, the "tape", is made public, but without telling who the parties were. As an additional firewall, a new key pair should be used for each transaction to keep them from being linked to a common owner. Some linking is still unavoidable with multi-input transactions, which necessarily reveal that their inputs were owned by the same owner.

The risk is that if the owner of a key is revealed, linking could reveal other transactions that belonged to the same owner.



Calculations



We consider the scenario of an attacker trying to generate an alternate chain faster than the honest chain. Even if this is accomplished, it does not throw the system open to arbitrary changes, such as creating value out of thin air or taking money that never belonged to the attacker.

Nodes are not going to accept an invalid transaction as payment, and honest nodes will never accept a block containing them. An attacker can only try to change one of his own transactions to take back money he recently spent. The race between the honest chain and an attacker chain can be characterized as a Binomial Random Walk.

The success event is the honest chain being extended by one block, increasing its lead by +1, and the failure event is the attacker's chain being extended by one block, reducing the gap by -1. The probability of an attacker catching up from a given deficit is analogous to a Gambler's Ruin problem. Suppose a gambler with unlimited credit starts at a deficit and plays potentially an infinite number of trials to try to reach breakeven.

We can calculate the probability he ever reaches breakeven, or that an attacker ever catches up with the honest chain, as follows [8]:

  • p = probability an honest node finds the next block
  • q = probability the attacker finds the next block
  • qz = probability the attacker will ever catch up from z blocks behind


Given our assumption that p > q, the probability drops exponentially as the number of blocks the attacker has to catch up with increases. With the odds against him, if he doesn't make a lucky lunge forward early on, his chances become vanishingly small as he falls further behind.

We now consider how long the recipient of a new transaction needs to wait before being sufficiently certain the sender can't change the transaction. We assume the sender is an attacker who wants to make the recipient believe he paid him for a while, then switch it to pay back to himself after some time has passed. The receiver will be alerted when that happens, but the sender hopes it will be too late. The receiver generates a new key pair and gives the public key to the sender shortly before signing.

This prevents the sender from preparing a chain of blocks ahead of time by working on it continuously until he is lucky enough to get far enough ahead, then executing the transaction at that moment. Once the transaction is sent, the dishonest sender starts working in secret on a parallel chain containing an alternate version of his transaction.

The recipient waits until the transaction has been added to a block and z blocks have been linked after it. He doesn't know the exact amount of progress the attacker has made, but assuming the honest blocks took the average expected time per block, the attacker's potential progress will be a Poisson distribution with expected value.

To get the probability the attacker could still catch up now, we multiply the Poisson density for
each amount of progress he could have made by the probability he could catch up from that point. Rearranging to avoid summing the infinite tail of the distribution.

Converting to C code...

#include <math.h> double AttackerSuccessProbability(double q, int z) { double p=1.0 - q; double lambda=z * (q / p); double sum=1.0; int i, k; for (k = 0; k <= z; k++) { double poisson=exp(-lambda); for (i = 1; i <= k; i++) poisson *= lambda / i; sum -= poisson * (1 - pow(q / p, z - k)); } return sum; }


Running some results, we can see the probability drop off exponentially with z.

q=0.1 z=0 P=1.0000000 z=1 P=0.2045873 z=2 P=0.0509779 z=3 P=0.0131722 z=4 P=0.0034552 z=5 P=0.0009137 z=6 P=0.0002428 z=7 P=0.0000647 z=8 P=0.0000173 z=9 P=0.0000046 z=10 P=0.0000012 q=0.3 z=0 P=1.0000000 z=5 P=0.1773523 z=10 P=0.0416605 z=15 P=0.0101008 z=20 P=0.0024804 z=25 P=0.0006132 z=30 P=0.0001522 z=35 P=0.0000379 z=40 P=0.0000095 z=45 P=0.0000024 z=50 P=0.0000006


Solving for P less than 0.1%...

P < 0.001 q=0.10 z=5 q=0.15 z=8 q=0.20 z=11 q=0.25 z=15 q=0.30 z=24 q=0.35 z=41 q=0.40 z=89 q=0.45 z=340




Conclusion



We have proposed a system for electronic transactions without relying on trust. We started with the usual framework of coins made from digital signatures, which provides strong control of ownership, but is incomplete without a way to prevent double-spending.

To solve this, we proposed a peer-to-peer network using proof-of-work to record a public history of transactions that quickly becomes computationally impractical for an attacker to change if honest nodes control a majority of CPU power. The network is robust in its unstructured simplicity. Nodes work all at once with little coordination.

They do not need to be identified, since messages are not routed to any particular place and only need to be delivered on a best effort basis. Nodes can leave and rejoin the network at will, accepting the proof-of-work chain as proof of what happened while they were gone. They vote with their CPU power, expressing their acceptance of valid blocks by working on extending them and rejecting invalid blocks by refusing to work on them. Any needed rules and incentives can be enforced with this consensus mechanism.



References


  1. W. Dai, "b-money," http://www.weidai.com/bmoney.txt, 1998.
  2. H. Massias, X.S. Avila, and J.-J. Quisquater, "Design of a secure timestamping service with minimal
    trust requirements," In 20th Symposium on Information Theory in the Benelux, May 1999.
  3. S. Haber, W.S. Stornetta, "How to time-stamp a digital document," In Journal of Cryptology, vol 3, no
    2, pages 99-111, 1991.
  4. D. Bayer, S. Haber, W.S. Stornetta, "Improving the efficiency and reliability of digital time-stamping,"
    In Sequences II: Methods in Communication, Security and Computer Science, pages 329-334, 1993.
  5. S. Haber, W.S. Stornetta, "Secure names for bit-strings," In Proceedings of the 4th ACM Conference
    on Computer and Communications Security, pages 28-35, April 1997.
  6. A. Back, "Hashcash - a denial of service counter-measure,"
    http://www.hashcash.org/papers/hashcash.pdf, 2002.
  7. R.C. Merkle, "Protocols for public key cryptosystems," In Proc. 1980 Symposium on Security and
    Privacy, IEEE Computer Society, pages 122-133, April 1980.
  8. W. Feller, "An introduction to probability theory and its applications," 1957.


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What is Bitcoin?


Bitcoin is a decentralized digital currency that was created in 2009 by an unknown person or group of people using the pseudonym Satoshi Nakamoto. It operates on a technology called blockchain, which is a public ledger that records all Bitcoin transactions.



How does Bitcoin work?


Bitcoin works through a network of computers that maintain the blockchain. When a transaction is made, it is verified by these computers and then added to a block in the blockchain. This ensures the transparency and security of Bitcoin transactions.



How can I obtain Bitcoin?


There are several ways to obtain Bitcoin. You can buy it from online exchanges using traditional currency, mine it by participating in the Bitcoin network's computational process, or receive it as payment for goods and services.



What is a Bitcoin wallet?


A Bitcoin wallet is a digital wallet that allows you to store, send, and receive Bitcoin. It consists of a pair of cryptographic keys: a public key, which is used to receive Bitcoin, and a private key, which is used to sign transactions and access your Bitcoin.



How secure is Bitcoin?


Bitcoin is considered to be secure due to its cryptographic nature and the decentralized nature of its network. However, it's important to take precautions to secure your Bitcoin wallet, such as using strong passwords and enabling two-factor authentication.



Can I remain anonymous while using Bitcoin?


Bitcoin transactions are pseudonymous, which means that they are linked to addresses rather than personal information. However, it is possible to trace and analyze transactions on the blockchain. If you want to enhance your privacy, you can use techniques like coin mixing and using multiple addresses.




The legality of Bitcoin varies from country to country. In many countries, Bitcoin is legal and regulated, while in some others, it may be restricted or even banned. It's important to research and understand the legal status of Bitcoin in your jurisdiction before engaging in any Bitcoin-related activities.



What are the risks associated with Bitcoin?


Bitcoin, like any investment or financial tool, carries risks. The price of Bitcoin can be volatile, which means it can experience significant price fluctuations. Additionally, there are risks associated with the security of your Bitcoin wallet, potential scams, and regulatory changes.



Can I lose my Bitcoin?


If you lose access to your Bitcoin wallet or private keys, it may be difficult or even impossible to recover your Bitcoin. It's crucial to keep backups of your wallet and securely store your private keys to avoid losing your Bitcoin.



Is Bitcoin the only cryptocurrency?


No, Bitcoin was the first cryptocurrency, but there are now thousands of different cryptocurrencies available. Some other popular cryptocurrencies include Ethereum, Ripple, Litecoin, and Bitcoin Cash. Each cryptocurrency operates on its own technology and has its own unique features.



Can I spend Bitcoin?


Yes, you can spend Bitcoin at merchants and businesses that accept it as a form of payment. The number of businesses accepting Bitcoin is growing, although it's not as widely accepted as traditional fiat currencies yet. Additionally, there are Bitcoin debit cards available that allow you to load Bitcoin and spend it like a regular debit card.



Is Bitcoin a good investment?


The decision to invest in Bitcoin or any other cryptocurrency is a personal one and should be based on thorough research and understanding of the risks involved. Bitcoin has shown significant price appreciation in the past, but it's important to remember that the cryptocurrency market can be highly volatile.



What is Bitcoin real purpose?


The real purpose of Bitcoin, as outlined in its original whitepaper by Satoshi Nakamoto, is to serve as a decentralized, peer-to-peer electronic cash system. Bitcoin was created as an alternative to traditional fiat currencies, with the intention of enabling secure, borderless, and censorship-resistant transactions.

Bitcoin's purpose is to provide individuals with control over their own money without the need for intermediaries such as banks or governments. It aims to empower individuals by allowing them to transact directly with each other, eliminating the need for trusted third parties and reducing transaction fees.

Additionally, Bitcoin was designed to address some of the shortcomings of traditional financial systems, such as inflation and the potential for arbitrary seizure of funds. By utilizing cryptographic technology and a decentralized network, Bitcoin aims to provide a secure and immutable store of value.

Furthermore, Bitcoin has become a symbol of financial sovereignty and a catalyst for innovation in the broader cryptocurrency and blockchain space. Its purpose extends beyond just being a digital currency, as it has inspired the development of various applications and decentralized technologies that leverage its underlying blockchain technology.



Where can I find more information about Bitcoin?


There are many resources available online to learn more about Bitcoin. You can explore Bitcoin-specific websites, join online communities and forums, read books on the subject, and follow reputable news sources that cover cryptocurrency and blockchain technology.



How much will I get if I invest $100 in Bitcoin?



Here's a summary of how a $100 investment in Bitcoin would have grown since 2010:

  • In 2010: If you had invested $100 in Bitcoin, you would have been able to purchase approximately 1,900 Bitcoins at an average price of $0.05 per Bitcoin.
  • In 2011: The price of Bitcoin started to rise, reaching an average of $2.22 per Bitcoin. Your initial $100 investment would have been worth around $4,218.
  • In 2012: Bitcoin experienced further growth, with an average price of $6.15 per Bitcoin. Your investment would have been valued at approximately $11,685.
  • In 2013: Bitcoin saw a significant surge in price, reaching an average of $125 per Bitcoin. Your $100 investment would have been worth around $237,895.
  • In 2014: The price of Bitcoin experienced a decline, averaging around $529 per Bitcoin. Your investment would have been valued at approximately $1,004,843.
  • In 2015: Bitcoin's price remained relatively stable, with an average of $267 per Bitcoin. Your investment would have been worth around $507,300.
  • In 2016: Bitcoin started to show signs of recovery, with an average price of $614 per Bitcoin. Your investment would have been valued at approximately $1,167,730.
  • In 2017: Bitcoin reached new all-time highs, with an average price of around $3,882 per Bitcoin. Your $100 investment would have been worth approximately $7,375,172.
  • In 2018: The price of Bitcoin experienced a significant decline, averaging around $7,006 per Bitcoin. Your investment would have been valued at approximately $13,311,571.
  • In 2019: Bitcoin's price fluctuated, with an average of $9,152 per Bitcoin. Your investment would have been worth around $17,388,064.
  • In 2020: Bitcoin once again saw a surge in price, averaging around $11,179 per Bitcoin. Your $100 investment would have been valued at approximately $21,240,320.
  • In 2021: Bitcoin reached new all-time highs, with an average price of around $58,369 per Bitcoin. Your investment would have been worth approximately $110,900,949.




What if you invested $1 dollar in Bitcoin 10 years ago?


If you had invested $1 in Bitcoin 10 years ago, in 2011, when the price of Bitcoin was around $2.22, your $1 investment would have been able to purchase approximately 0.45 Bitcoins.

As of the current date, with the price of Bitcoin fluctuating around $35,000 (this figure may not reflect the latest market price), your 0.45 Bitcoins would be valued at approximately $15,750.

It's important to note that the above calculation is based on historical data and does not take into account transaction fees, taxes, or any other expenses associated with buying or selling Bitcoin. Additionally, the cryptocurrency market is highly volatile, and the price of Bitcoin can experience significant fluctuations.

Investments should be made based on thorough research and understanding of the risks involved, and it's always recommended to seek advice from a qualified financial professional before making any investment decisions.


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Sybil resistance is a term used in the context of decentralized systems and refers to the ability of a network to prevent a single entity from creating multiple identities or accounts in order to gain control or influence over the network.

It is a security mechanism that ensures that each participant in the network is unique and identifiable, preventing malicious actors from manipulating the system and skewing the results.

Sybil resistance is achieved through various techniques, such as proof-of-work, proof-of-stake, and identity verification, and is an important aspect of maintaining the integrity and reliability of decentralized systems..

What is Sybil resistance

Sybil resistance refers to the ability of a system to prevent the creation of multiple fake identities or nodes by a single entity.

It is a critical feature in systems that rely on the participation of multiple nodes, such as peer-to-peer networks, blockchain networks, and social networks.

Sybil attacks involve creating multiple identities to manipulate the network or gain control over it.

Sybil resistance mechanisms aim to prevent these attacks by identifying and blocking fake identities..

What is bitcoin

Bitcoin is a decentralized digital currency that allows peer-to-peer transactions without the need for intermediaries like banks or governments.

It was created in 2009 by an unknown person or group using the pseudonym satoshi nakamoto.

Bitcoin transactions are recorded on a public ledger called the blockchain, which is maintained by a network of computers around the world.

The supply of bitcoin is limited to 21 million, and new bitcoins are created through a process called mining, where powerful computers solve complex mathematical problems.

Bitcoin is known for its volatility and has been subject to major price swings over the years..

In which country bitcoin was used the most?

It is difficult to determine which country uses bitcoin the most, as bitcoin is a decentralized digital currency that can be used by anyone with internet access.

However, some countries, such as the united states, japan, south korea, and china, have a significant number of bitcoin users and a thriving bitcoin industry..

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Lightning is a sudden and powerful electrical discharge that occurs during a thunderstorm.

It is caused by the buildup of electrical charges in the atmosphere, typically between clouds or between a cloud and the ground.

Lightning can take on various forms, including cloud-to-ground, cloud-to-cloud, and intra-cloud.

It is often accompanied by thunder, which is the sound produced by the rapid heating and cooling of the air around the lightning bolt.

Lightning can be dangerous and destructive, causing fires, power outages, and even injuries or fatalities..

What is bitcoin

Bitcoin is a digital currency that was created in 2009 by an unknown person using the name satoshi nakamoto.

Transactions are made with no middle men – meaning, no banks! bitcoin can be used to book hotels on expedia, shop for furniture on overstock and buy xbox games.

But much of the hype is about getting rich by trading it.

The price of bitcoin skyrocketed into the thousands in 2017..

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