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Market information on 2021-12-28 13:11:28

Market capitalization: $ 2320 billion (+ 7.3%) 🔺 (against $ 2307 billion yesterday morning).
Weighted average Bitcoin rate $49164 (-0.02447215 %) 🔺 with a capitalization of $ 930 billion and a dominance index of 40%
Top 30 coins at 2021-12-28 13:11:27
↘️-0.02 Bitcoin BTC $49164.3 $929857518684
↘️-0.07 Ethereum ETH $3914.83 $465571941158
↗️+0.15 Binance Coin BNB $552.68 $92187811431
↗️+0.01 Tether USDT $1 $78192196168
↘️-0.43 Solana SOL $191.19 $59138961828
↘️-0.02 Cardano ADA $1.51 $51582115751
↗️+0.04 XRP XRP $0.89 $42357788004
↘️-0.01 USD Coin USDC $1 $42190527853
↘️-0.89 Terra LUNA $89.97 $32629272233
↗️+0.16 Polkadot DOT $29.62 $29254389184
↘️-0.01 Avalanche AVAX $115.74 $28153637686
↗️+0.17 Dogecoin DOGE $0.18 $24101267611
↘️-0.17 Shiba Inu SHIB $0 $20274321206
↘️-0.72 Polygon MATIC $2.65 $18981821946
↗️+0.31 Crypto.com Coin CRO $0.6 $15139844263
↘️-0.1 Binance USD BUSD $1 $14635771929
↘️-0.11 Wrapped Bitcoin WBTC $49305.31 $12779436674
↗️+0.69 Uniswap UNI $18.33 $11519473977
↗️+0.11 Litecoin LTC $152.61 $10574559458
↘️-0.1 Chainlink LINK $22.37 $10448866927
↘️-0.05 TerraUSD UST $1 $10046294081
↘️-0.04 Algorand ALGO $1.57 $9996632683
↘️-0.02 Dai DAI $1 $9324732960
↘️-0.23 Bitcoin Cash BCH $453.81 $8595039085
↘️-0.24 NEAR Protocol NEAR $14.22 $8517003619
↘️-0.04 TRON TRX $0.08 $8091890306
↘️-0.09 Stellar XLM $0.29 $7166617720
↘️-0.68 Decentraland MANA $3.62 $6604411273
↘️-0.1 Cosmos ATOM $29.07 $6575396814
↘️-0.11 Axie Infinity AXS $104.88 $6388271334

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Limitations. In the current investigation, we resorted to publicly available data and provided a framework for the future analysis of cryptocurrency pump-and-dumps. However, several limitations merit attention. First, the accuracy of flagging an alleged pump-and-dump is dependent upon the parameters chosen and cannot be ascertained absent a ground truth of confirmed pump-and-dumps. Our analysis should be treated as a first attempt to place the topic in the academic literature. Second, the dataset only covers 20 days of data with hourly granularity. While this was sufficient for the scope of this paper, future research would want to attempt to collect more substantial quantities of data and at a smaller granularity (e.g., per minute). Third, as with any flagging system, there is a decision to be made how many false positives are acceptable (i.e., incorrectly flagged coins). Arguably, an exchange would want to avoid announcing a coin of being used for fraudulent activity if this were not the case. This compromise is particularly complex in real-time settings so an interesting alternative avenue for future research might be to move towards the identification of early warning signals that can highlight suspicious trading at a point in time where the costs of false positives are relatively low (e.g., in the rather lengthy, low-activity accumulation phase preceding a pump). It is important to recognise the presence of both false positives and false negatives in any P&D detection system. In order to minimise the likelihood of Type I errors (i.e., false positives), the parameters for the detection algorithm can be set stricter (e.g., larger price or volume increases) which in turn increases the likelihood of committing a Type II error (i.e., incorrectly missing a real pump-and-dump; false negative). Thus, a cost for both Type I and Type II errors needs to be determined, and a balance struck between the two. The only way to be entirely confident that a particular set of price and volume spikes is the result of a P&D group, is to cross reference those spikes with a group’s intent to manipulate. Thus, a desirable area for future research would be to create of a database of confirmed pumps. While labour intensive to do in a fully manual way, the creation of such a database could likely be achieved through a smart combination of automated and manual tasks (e.g., an automated filtering system with human review). Such a database could be used as a means of testing the accuracy of a detection algorithm, as well as allowing for the use of supervised machine learning methods. Future research. Two lines of research seem particularly interesting for an extension of cryptocurrency pump-and-dump identification. First, identifying vulnerable coins and understanding the characteristics of those coins that are repeatedly targeted in more detail would allow for efficient resource allocation of detection systems (e.g., those involving both automated systems and human judgment). Second, moving away from exchange trading data, the modus operandi of pump-and-dumps could be examined in more detail. A particularly promising path for future studies could be the linguistic analysis of the coordination of pump-and-dumps in online chat groups, on the one hand; and the means by which misinformation about specific coins is spread on, for example, social media, on the other hand. Conclusion. This paper has attempted to provide a first look into research for cryptocurrency pump-and-dump schemes. A historical basis for the phenomenon was described with literature from traditional economics and synthesised with the currently available information on cryptocurrency P&D schemes. We proposed a set of defining criteria that could help describe a crypto P&D and showed how an anomaly detection technique could be used to detect patterns of suspicious activity. Ultimately, it is the hope that the information presented in this paper will serve useful as a basis for further research into the detection of these fraudulent schemes. What is a Crypto Pump and Dump and How to Spot It? Safety rules were written with blood – this statement sounds familiar to every soldier around. We are not dealing with a risk to human lives. However, losing your expensive Bitcoins by making mistakes trading is definitely not a fun situation. Cryptocurrency is a prime target for pump and dump scams. It’s an easy way to get rich fast by inflating the price for those with buying power. However, for everyone else you will lose nine out of ten times. This is only one of many reasons why people are afraid to trust Bitcoin . 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