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Google Trends returns data with different granularity depending on the historical time interval queried: daily search volumes are returned for queries under 90 days and weekly search volumes for queries of length over 90 days. However it is possible to reconstruct daily data for long time intervals using a combination of daily and weekly data and the method described and validated by [4]: Daily data is retrieved in buckets of under 90 days, and weekly data is also retrieved for the complete time interval of interest. Then using the daily data, the percentage change of each day in a week from the first day of the week is calculated; these percentage changes are then applied to the weekly data to build a daily time series over a longer period.
Although this test successfully detects single isolated bubbles, Phillips, Shi, and Yu [24] acknowledge it may suffer from reduced discriminatory power when applied to time series with multiple occurrences of bubbles. To overcome this weakness, a further enhancement was proposed, as a new method, called a generalized supremum ADF (GSADF) test. This test allows both the start and end points of data subsets to vary, which in turn enables the identification of multiple bubble regimes in one observed time series. The GSADF test is defined by .

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The first cryptocurrency was bitcoin. The bitcoin domain was registered in 2008, but the first transaction took place in 2009. It was developed by someone called ‘Satoshi Nakamoto’. However, there is speculation that Nakamoto is a pseudonym as the bitcoin creator is notoriously secretive, and no one knows whether ‘he’ is a person or a group.

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Now the country’s central bank, People’s Bank of China, has effectively banned digital coins after announcing all transactions of cryptocurrencies are illegal.

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After the flash crash, Bitcoin's level on Binance U.S. "almost immediately snapped back to where it had been," according to a Bloomberg report.

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The NYDFS is known for being especially rigorous in its approach to cryptocurrency businesses compared to other state regulators, requiring an exacting review of capital requirements and policies regarding money laundering, fraud, capitalization, consumer protection, and cybersecurity. It's an unpopular approach among many in the crypto industry, some of whom have even opted to pull business out of New York rather than bear the high cost of compliance.

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    “One of our institutional traders indicated to us that they had a bug in their trading algorithm, which appears to have caused the sell-off,” Binance.US said in the statement. “We are continuing to look into the event, but understand from the trader that they have now fixed their bug and that the issue appears to have been resolved.”

    Meanwhile, even the most enthusiastic bitcoin evangelists are realizing that a retooling is in order. Michael J. Casey, a senior adviser for blockchain research at MIT’s Digital Currency Initiative, recently wrote about how the crypto-winter has arrived, but it may lead to better things down the line:
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    Crypto is driven by the fast money. Recently, the biggest bank in Australia has announced that it would offer crypto trading to its customers. Singaporean authorities have also talked positive about the cryptocurrency. Also Read - Shiba Inu Coin Price Surges To All-Time High, Cryptocurrency Bitcoin Drops. Here's Why

    The co-founder of Reddit to partner on $100 million investment to build social media on the solana blockchain
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    BERLIN, El Salvador (AP) — At a geothermal power plant near El Salvador’s Tecapa volcano, 300 computers whir inside a trailer as they make complex mathematical calculations day and night verifying transactions for the cryptocurrency bitcoin.
    Professor Prasad said buyers need to be aware when buying cryptocurrencies as there is almost no regulatory oversight.

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    NFTs can be anything digital, and are commonly being used as a way to buy and sell digital art.

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    Responding to regulatory pressure, Binance has curbed some services on cryptocurrency bets, highly leveraged positions and trading with tokens linked to shares, and has pledged to beef up its compliance staffing.

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This cryptocurrency is also available and is traded on Coinbase – one of the world’s largest crypto exchange platforms. This accessibility is another reason why it’s an appealing investment option.

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The price of Bitcoin rapidly plunged about 87% on Binance's U.S. exchange Thursday morning, sinking to as low as $8,200 from around $65,000. The price did nothing like that on other venues, and on Binance the level almost immediately snapped back to where it had been.

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While fluctuations are expected, Noble says this swing is a bit out of the ordinary. “I thought the market was maturing and these things would be less frequent and severe. Boy was I wrong,” he says.

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