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Sensors 2021, 21, 6319 10 of 16 0.2 0.0 −0.2 −0.4 0.2 0.0 −0.2 −0.4 0.3 0.0 −0.3 0.25 0.00 −0.25 −0.50 0.2 0.0 −0.2 −0.4 1.0 0.5 0.0 −0.5 50 40 30 20 10 0 40 30 20 10 0 100 75 50 25 Kurtosis: 20.381 Skewness: −1.654 0.2 0.0 −0.2 −0.4 0.2 0.0 −0.2 −0.4 0.3 0.0 −0.3 60000 40000 20000 4000 3000 2000 1000 0 600 400 200 2019 Apr 2019 Apr 2019 Apr 2019 Apr 2019 Apr 2019 Apr 2019 Oct 2020 Apr 2020 Oct 2021 Apr 2021 Apr 2021 Apr 2021 Apr 2021 Apr 2021 Apr −0.4 −0.2 Bitcoin (BTC) log−returns Kurtosis: 16.825 Skewness: −1.699 0.0 0.2 Q1Q2Q3Q4 Quartiles of Gold price Q1Q2Q3Q4 Quartiles of Gold price 2019 Apr 2019 Apr 2019 Apr 2019 Apr 2019 Apr 2019 Apr 2019 Oct 2020 Apr 2020 Oct 2021 Apr 2021 Apr 2021 Apr 2021 Apr 2021 Apr 2021 Apr Bitcoin (BTC) log−returns Bitcoin (BTC) closing price 2019 Oct 2020 Apr 2020 Oct −0.4 −0.2 0.0 0.2 2019 Oct 2020 Apr 2020 Oct Ethereum (ETH) log−returns Ethereum (ETH) log−returns Ethereum (ETH) closing price 2019 Oct 2020 Apr 2020 Oct −0.6 −0.3 0.0 0.3 Q1 Q2 Q3 Q4 Quartiles of Gold price Q1Q2Q3Q4 Quartiles of Gold price Q1Q2Q3Q4 Quartiles of Gold price Q1Q2Q3Q4 Quartiles of Gold price 2019 Oct 2020 Apr 2020 Oct Binance Coin (BNB) log−returns Binance Coin (BNB) log−returns Binance Coin (BNB) closing price 2019 Oct 2020 Apr 2020 Oct −0.50 −0.25 0.00 0.25 0.2 1.0 2019 Oct 2020 Apr 2020 Oct Cardano (ADA) log−returns Cardano (ADA) log−returns Cardano (ADA) closing price 2019 Oct 2020 Apr 2020 Oct −0.4 −0.2 0.0 0.4 2019 Oct 2020 Apr 2020 Oct Ripple (XRP) log−returns Ripple (XRP) log−returns Kurtosis: 72.717 Skewness: 5.509 0.5 Ripple (XRP) closing price 2019 Oct 2020 Apr 2020 Oct −0.5 0.0 2019 Oct 2020 Apr 2020 Oct Dogecoin (DOGE) log−returns Dogecoin (DOGE) log−returns Dogecoin (DOGE) closing price 400 300 200 100 0 −0.75 200 100 0 200 150 100 50 0 Kurtosis: 9.387 Skewness: −0.483 0.25 0.00 −0.25 −0.50 0.2 0.0 −0.2 −0.4 1.0 0.5 0.0 −0.5 2.0 1.5 1.0 0.5 0.0 1.5 1.0 0.5 0.6 0.4 0.2 0.0 Kurtosis: 16.527 Skewness: −0.127 00 Kurtosis: 12.571 Skewness: −0.764 Density Density Density Density Density Density Dogecoin (DOGE) Ripple (XRP) Cardano (ADA) Binance Coin (BNB) Ethereum (ETH) Bitcoin (BTC) Figure 4. Cryptocurrency daily returns and box-plots of these returns based on the quartiles of the gold prices. The vertical dotted line represents the threshold between the pre-COVID-19 period (left) and during the COVID-19 period (right) so that the shaded zone represents the period after the pandemic’s beginning to visualize its impact on the cryptocurrency return.PDF Image | Predicting Cryptocurrency Returns Based on the Gold Prices
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