Historical 10-Year 30-Day Period [May 1 - May 31] Return Rankings
AnomalyBase is a platform that analyzes the seasonality (anomalies) of a wide range of financial markets, including stocks, forex, cryptocurrencies, futures, indices, and ETFs.
On this page, we present the historical performance trends for the 30-day period (May 1 – May 31) based on data from the past 10 years (5 years for cryptocurrencies).
You can quickly identify which assets tended to be strong or weak in this period by looking at the average return and the win/loss count.
Use these statistical patterns as a reference when considering your investment strategies.
US Stocks (10 Years)
| Rank | Symbol | Avg Return (%) | Wins | Losses |
|---|---|---|---|---|
| 1 | Nvidia | 18.16 | 9 | 1 |
| 2 | Celsius Holdings | 16.97 | 9 | 1 |
| 3 | Advanced Micro Devices | 13.53 | 8 | 2 |
| 4 | Enviri Corporation | 12.56 | 8 | 2 |
| 5 | Ultra Clean Holdings, Inc. | 11.21 | 10 | 0 |
| 6 | Agilysys, Inc. | 11.10 | 8 | 2 |
| 7 | RadNet, Inc. | 10.06 | 8 | 2 |
| 8 | Micron Technology | 9.94 | 8 | 2 |
| 9 | Gogo, Inc. | 9.86 | 8 | 2 |
| 10 | Trupanion | 9.53 | 8 | 2 |
Major US Stocks Symbols
European Stocks (10 Years)
| Rank | Symbol | Avg Return (%) | Wins | Losses |
|---|---|---|---|---|
| 1 | Stillfront Group AB (publ) | 16.48 | 9 | 1 |
| 2 | Bavarian Nordic A/S | 13.72 | 8 | 2 |
| 3 | Rockwool A/S | 9.66 | 8 | 2 |
| 4 | Vaisala Oyj | 8.24 | 9 | 1 |
| 5 | Eckert & Ziegler SE | 8.24 | 8 | 2 |
| 6 | Ibersol, S.G.P.S., S.A. | 8.00 | 8 | 2 |
| 7 | Intermediate Capital Group plc | 7.94 | 9 | 1 |
| 8 | Logitech International S.A. | 7.94 | 8 | 2 |
| 9 | Votum S.A. | 7.93 | 8 | 2 |
| 10 | Alstom SA | 7.78 | 9 | 1 |
Major European Stocks Symbols
Japanese Stocks (10 Years)
| Rank | Symbol | Avg Return (%) | Wins | Losses |
|---|---|---|---|---|
| 1 | WisdomTree Energy | 999.99 | 8 | 2 |
| 2 | Remixpoint, Inc. | 40.75 | 9 | 1 |
| 3 | Fuva Brain Limited | 31.84 | 9 | 1 |
| 4 | J Trust Co., Ltd. | 18.36 | 8 | 2 |
| 5 | ZIGExN Co., Ltd. | 17.56 | 9 | 1 |
| 6 | KeyHolder, Inc. | 15.93 | 8 | 2 |
| 7 | enish,inc. | 15.57 | 9 | 1 |
| 8 | DLE Inc. | 15.56 | 9 | 1 |
| 9 | GiG Works Inc. | 14.53 | 9 | 1 |
| 10 | Kotobuki Spirits Co., Ltd. | 13.27 | 10 | 0 |
Major Japanese Stocks Symbols
Asian Stocks (ex Japan) (10 Years)
| Rank | Symbol | Avg Return (%) | Wins | Losses |
|---|---|---|---|---|
| 1 | VT | 13.66 | 7 | 3 |
| 2 | ASPEED Technology Inc. | 12.52 | 8 | 2 |
| 3 | TOPGLOV | 11.16 | 7 | 3 |
| 4 | Oneness Biotech Co., Ltd. | 10.74 | 2 | 8 |
| 5 | DONGJIN SEMICHEM CO., LTD. | 10.20 | 7 | 3 |
| 6 | 3SBIO | 9.99 | 7 | 3 |
| 7 | ISC CO., LTD. | 8.89 | 7 | 3 |
| 8 | Micro-Star International Co., Ltd. | 8.71 | 8 | 2 |
| 9 | HYUNDAI MERC MAR | 8.61 | 7 | 3 |
| 10 | LS ELECTRIC | 8.41 | 8 | 2 |
Major Asian Stocks (ex Japan) Symbols
Indices (10 Years)
| Rank | Symbol | Avg Return (%) | Wins | Losses |
|---|---|---|---|---|
| 1 | NASDAQ-100 Index | 3.51 | 7 | 3 |
| 2 | NASDAQ Composite Index | 3.27 | 7 | 3 |
| 3 | DAX Performance Index | 2.43 | 8 | 2 |
| 4 | Nikkei 225 | 2.20 | 7 | 3 |
| 5 | S&P 500 Index | 2.01 | 9 | 1 |
| 6 | Russell 2000 Index | 2.00 | 7 | 3 |
| 7 | IBEX 35 Index | 1.54 | 7 | 3 |
| 8 | Dow Jones Transportation Average | 1.51 | 6 | 4 |
| 9 | Taiwan Weighted Index | 1.31 | 7 | 3 |
| 10 | Nifty 50 Index | 1.26 | 6 | 4 |
Major Indices Symbols
ETFs (10 Years)
| Rank | Symbol | Avg Return (%) | Wins | Losses |
|---|---|---|---|---|
| 1 | Direxion Daily Technology Bull 3X Shares | 12.06 | 7 | 3 |
| 2 | ProShares UltraPro QQQ | 10.26 | 7 | 3 |
| 3 | ProShares Ultra Bloomberg Crude Oil | 8.98 | 8 | 2 |
| 4 | VanEck Semiconductor ETF | 7.93 | 9 | 1 |
| 5 | iShares Semiconductor ETF | 7.66 | 9 | 1 |
| 6 | SPDR S&P Semiconductor ETF | 7.58 | 9 | 1 |
| 7 | ProShares Ultra QQQ | 6.95 | 7 | 3 |
| 8 | Invesco Solar ETF | 6.39 | 7 | 3 |
| 9 | ProShares UltraPro S&P500 | 5.76 | 8 | 2 |
| 10 | Direxion Daily S&P500 Bull 3X Shares | 5.74 | 8 | 2 |
Major ETFs Symbols
Cryptocurrencies (5 Years)
| Rank | Symbol | Avg Return (%) | Wins | Losses |
|---|---|---|---|---|
| 1 | Shiba Inu | 51.52 | 2 | 3 |
| 2 | SuperRare | 48.65 | 1 | 4 |
| 3 | Tellor | 28.52 | 2 | 3 |
| 4 | Livepeer | 25.48 | 2 | 3 |
| 5 | Polygon | 18.26 | 2 | 3 |
| 6 | Akash Network | 11.76 | 2 | 3 |
| 7 | Ethereum Classic | 10.12 | 3 | 2 |
| 8 | Stacks | 5.26 | 2 | 3 |
| 9 | cVault.finance | 4.44 | 3 | 2 |
| 10 | Ethereum | 3.85 | 3 | 2 |
Major Cryptocurrencies Symbols
Futures (10 Years)
| Rank | Symbol | Avg Return (%) | Wins | Losses |
|---|---|---|---|---|
| 1 | Crude Oil Futures (NYMEX) | 8.62 | 7 | 3 |
| 2 | E-mini Crude Oil Futures (NYMEX) | 8.62 | 7 | 3 |
| 3 | WisdomTree International High D | 6.80 | 9 | 1 |
| 4 | Orange Juice Futures (ICE US) | 6.03 | 9 | 1 |
| 5 | Lean Hogs Futures (CME) | 5.47 | 8 | 2 |
| 6 | RBOB Gasoline Futures (NYMEX) | 5.34 | 7 | 3 |
| 7 | Natural Gas Futures (NYMEX) | 5.04 | 5 | 5 |
| 8 | E-mini Natural Gas Futures (NYMEX) | 5.02 | 5 | 5 |
| 9 | Brent Crude Oil Futures (ICE) | 3.89 | 7 | 3 |
| 10 | Silver Futures (COMEX) | 3.77 | 6 | 4 |