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 2 – Jun 1) 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.
| Rank | Symbol | Avg Return (%) | Wins | Losses |
|---|---|---|---|---|
| 1 | Nvidia | 16.39 | 8 | 2 |
| 2 | Celsius Holdings | 16.13 | 8 | 2 |
| 3 | Enviri Corporation | 13.27 | 8 | 2 |
| 4 | Advanced Micro Devices | 12.98 | 8 | 2 |
| 5 | Agilysys, Inc. | 10.89 | 9 | 1 |
| 6 | Gogo, Inc. | 9.59 | 8 | 2 |
| 7 | Ultra Clean Holdings, Inc. | 9.31 | 8 | 2 |
| 8 | Take-Two Interactive | 9.23 | 10 | 0 |
| 9 | RadNet, Inc. | 8.58 | 8 | 2 |
| 10 | Micron Technology | 7.98 | 8 | 2 |
| Rank | Symbol | Avg Return (%) | Wins | Losses |
|---|---|---|---|---|
| 1 | Future plc | 16.28 | 7 | 3 |
| 2 | KMC Properties ASA | 15.15 | 2 | 8 |
| 3 | Stillfront Group AB (publ) | 14.06 | 9 | 1 |
| 4 | XANO Industri AB (publ) | 13.23 | 7 | 3 |
| 5 | Bavarian Nordic A/S | 12.69 | 8 | 2 |
| 6 | Sinch AB (publ) | 10.02 | 8 | 2 |
| 7 | Voltalia SA | 9.75 | 8 | 2 |
| 8 | Rockwool A/S | 9.00 | 8 | 2 |
| 9 | Ibersol, S.G.P.S., S.A. | 8.85 | 8 | 2 |
| 10 | SP Group A/S | 8.48 | 9 | 1 |
| Rank | Symbol | Avg Return (%) | Wins | Losses |
|---|---|---|---|---|
| 1 | Remixpoint, Inc. | 40.49 | 9 | 1 |
| 2 | Fuva Brain Limited | 28.87 | 9 | 1 |
| 3 | ZIGExN Co., Ltd. | 18.97 | 9 | 1 |
| 4 | J Trust Co., Ltd. | 18.58 | 8 | 2 |
| 5 | Nippon Avionics Co., Ltd. | 15.02 | 8 | 2 |
| 6 | Dexerials Corporation | 14.60 | 8 | 2 |
| 7 | DLE Inc. | 14.53 | 8 | 2 |
| 8 | GiG Works Inc. | 14.44 | 9 | 1 |
| 9 | Kotobuki Spirits Co., Ltd. | 14.25 | 10 | 0 |
| 10 | Rakus Co., Ltd. | 13.55 | 9 | 1 |
| Rank | Symbol | Avg Return (%) | Wins | Losses |
|---|---|---|---|---|
| 1 | VT | 11.79 | 7 | 3 |
| 2 | TOPGLOV | 11.00 | 7 | 3 |
| 3 | Accton Technology Corporation | 10.92 | 7 | 3 |
| 4 | ASPEED Technology Inc. | 10.77 | 8 | 2 |
| 5 | Oneness Biotech Co., Ltd. | 10.44 | 2 | 8 |
| 6 | HYUNDAI MERC MAR | 9.72 | 7 | 3 |
| 7 | SHANDONG XINHUA PH | 9.58 | 2 | 8 |
| 8 | PHARMARESEARCH | 9.17 | 7 | 3 |
| 9 | ISC CO., LTD. | 9.11 | 7 | 3 |
| 10 | Micro-Star International Co., Ltd. | 8.62 | 7 | 3 |
| Rank | Symbol | Avg Return (%) | Wins | Losses |
|---|---|---|---|---|
| 1 | NASDAQ-100 Index | 2.85 | 7 | 3 |
| 2 | NASDAQ Composite Index | 2.61 | 7 | 3 |
| 3 | Nikkei 225 | 2.22 | 8 | 2 |
| 4 | S&P 500 Index | 1.57 | 8 | 2 |
| 5 | DAX Performance Index | 1.44 | 7 | 3 |
| 6 | Nifty 50 Index | 1.38 | 7 | 3 |
| 7 | Russell 2000 Index | 1.24 | 7 | 3 |
| 8 | Taiwan Weighted Index | 1.21 | 7 | 3 |
| 9 | All Ordinaries Index | 1.09 | 6 | 4 |
| 10 | IBEX 35 Index | 1.04 | 7 | 3 |
| Rank | Symbol | Avg Return (%) | Wins | Losses |
|---|---|---|---|---|
| 1 | Direxion Daily Technology Bull 3X Shares | 9.98 | 7 | 3 |
| 2 | ProShares UltraPro QQQ | 8.45 | 7 | 3 |
| 3 | ProShares Ultra Bloomberg Crude Oil | 8.24 | 5 | 5 |
| 4 | VanEck Semiconductor ETF | 6.52 | 9 | 1 |
| 5 | iShares Semiconductor ETF | 6.18 | 9 | 1 |
| 6 | SPDR S&P Semiconductor ETF | 5.97 | 9 | 1 |
| 7 | ProShares Ultra QQQ | 5.68 | 7 | 3 |
| 8 | Invesco Solar ETF | 5.33 | 8 | 2 |
| 9 | United States Brent Oil Fund, LP | 5.26 | 7 | 3 |
| 10 | ProShares Short VIX Short-Term Futures ETF | 4.60 | 9 | 1 |
| Rank | Symbol | Avg Return (%) | Wins | Losses |
|---|---|---|---|---|
| 1 | SuperRare | 73.94 | 1 | 4 |
| 2 | Shiba Inu | 61.17 | 2 | 3 |
| 3 | Livepeer | 20.25 | 2 | 3 |
| 4 | Polygon | 15.49 | 1 | 4 |
| 5 | Ethereum Classic | 10.04 | 2 | 3 |
| 6 | Akash Network | 9.89 | 2 | 3 |
| 7 | Binance ETH | 4.65 | 3 | 2 |
| 8 | Ethereum | 4.64 | 3 | 2 |
| 9 | Lido Staked Ether | 4.60 | 3 | 2 |
| 10 | JasmyCoin | 3.84 | 1 | 4 |
| Rank | Symbol | Avg Return (%) | Wins | Losses |
|---|---|---|---|---|
| 1 | E-mini Crude Oil Futures (NYMEX) | 8.60 | 6 | 4 |
| 2 | Crude Oil Futures (NYMEX) | 8.59 | 6 | 4 |
| 3 | WisdomTree International High D | 6.13 | 9 | 1 |
| 4 | RBOB Gasoline Futures (NYMEX) | 5.60 | 8 | 2 |
| 5 | Lean Hogs Futures (CME) | 5.56 | 8 | 2 |
| 6 | Orange Juice Futures (ICE US) | 5.00 | 8 | 2 |
| 7 | Brent Crude Oil Futures (ICE) | 4.96 | 6 | 4 |
| 8 | E-mini Natural Gas Futures (NYMEX) | 4.35 | 6 | 4 |
| 9 | Natural Gas Futures (NYMEX) | 4.32 | 6 | 4 |
| 10 | Silver Futures (COMEX) | 3.22 | 6 | 4 |