2023-06-01 · +30d
lstm_s1 · in-sample — the model trained on this date · 248 tokens predicted
These numbers are in-sample. The model was trained on this date, so predicted-vs-actual agreement here is not evidence of skill.
rank IC
+0.2939
230 of 248 tokens assessed
long-short decile
+19.14%
realised beta-adjusted alpha
direction hit
90.4%
in alpha space · 77.4% on raw price
BTC over horizon
+14.01%
the unhedgeable market factor
Predicted vs actual (248 rows, sorted by pred)
| token | name | chain | anchor px | pred px ▾ | pred Δ | actual px | actual Δ | alpha err | hit | β90d | vol 30d | target |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LEO | LEO Token | Ethereum | 3.5201 | 3.583 | +1.79% | 4.1779 | +18.69% | 0.1464 | ✓ | 0.05 | 98k | 2023-07-01 |
| TRX | TRON | Tron | 0.074737 | 0.075853 | +1.49% | 0.077303 | +3.43% | 0.0644 | ✗ | 0.64 | 242k | 2023-07-01 |
| OPTIM | Optimism | 1.386 | 1.3964 | +0.75% | 1.345 | -2.96% | 0.2110 | ✗ | 1.32 | 2.4M | 2023-07-01 | |
| CELL | Cellframe | Ethereum | 0.1851 | 0.186208 | +0.60% | 0.1729 | -6.59% | 0.1962 | ✗ | 0.93 | 33k | 2023-07-01 |
| CVC | Civic | Ethereum | 0.0837 | 0.084004 | +0.36% | 0.0852 | +1.79% | 0.1109 | ✗ | 0.95 | 33k | 2023-07-01 |
| POND | Marlin | Ethereum | 0.009022 | 0.009054 | +0.36% | 0.007879 | -12.67% | 0.2507 | ✗ | 0.85 | 1,939 | 2023-07-01 |
| SHIB | Shiba Inu | Ethereum | 0.00000848 | 0.000008453 | -0.31% | 0.00000765 | -9.79% | 0.1934 | ✓ | 0.71 | 148k | 2023-07-01 |
| GT | Gate | Ethereum | 4.1652 | 4.1517 | -0.32% | 4.335 | +4.08% | 0.0468 | ✓ | 0.69 | 341k | 2023-07-01 |
| CVX | Convex Finance | Ethereum | 4.204 | 4.177 | -0.64% | 3.732 | -11.23% | 0.2529 | ✓ | 1.07 | 26k | 2023-07-01 |
| PHA | PHALA | Ethereum | 0.1304 | 0.129504 | -0.69% | 0.1035 | -20.63% | 0.3244 | ✓ | 0.76 | 9,993 | 2023-07-01 |
| PORTO | FC Porto | Binance Smart Chain | 2.3165 | 2.2978 | -0.81% | 1.8833 | -18.70% | 0.2691 | ✓ | 0.54 | 932k | 2023-07-01 |
| TWT | Trust Wallet | Binance Smart Chain | 1.0685 | 1.0599 | -0.81% | 0.8769 | -17.93% | 0.2693 | ✓ | 0.61 | 1.5M | 2023-07-01 |
| WBTC | Wrapped Bitcoin | Ethereum | 26,870.20 | 26,640.47 | -0.85% | 30,571.30 | +13.77% | 0.0048 | ✓ | 1.01 | 3,458 | 2023-07-01 |
| ETC | Ethereum Classic | native | 17.83 | 17.6698 | -0.90% | 20.88 | +17.11% | 0.0516 | ✗ | 0.88 | 820k | 2023-07-01 |
| ONG | Ontology Gas | native | 0.24102 | 0.238443 | -1.07% | – | pending | – | – | 1.00 | 25 | 2023-07-01 |
| XMR | Monero | Monero | 146.47 | 144.8815 | -1.08% | 167.12 | +14.10% | 0.0766 | ✗ | 0.50 | 647k | 2023-07-01 |
| KCS | KuCoin | native | 7.304 | 7.2152 | -1.22% | 6.668 | -8.71% | 0.1506 | ✓ | 0.55 | 572k | 2023-07-01 |
| NEAR | NEAR Protocol | NEAR | 1.546 | 1.5272 | -1.22% | 1.484 | -4.01% | 0.1691 | ✓ | 1.07 | 304k | 2023-07-01 |
| DKA | dKargo | Ethereum | 0.03028 | 0.02987 | -1.35% | 0.02793 | -7.76% | 0.1668 | ✓ | 0.76 | 7,467 | 2023-07-01 |
| DOGE | Dogecoin | Dogecoin | 0.071412 | 0.070422 | -1.39% | 0.068548 | -4.01% | 0.1309 | ✓ | 0.79 | 2.2M | 2023-07-01 |
| CTK | Shentu | Osmosis | 0.719 | 0.709013 | -1.39% | 0.628 | -12.66% | 0.2004 | ✓ | 0.60 | 547k | 2023-07-01 |
| CBK | Cobak | Ethereum | 0.54823 | 0.539995 | -1.50% | 0.56016 | +2.18% | 0.0497 | ✓ | 0.66 | 7,521 | 2023-07-01 |
| SANTOS | Santos FC Fan Token | Binance Smart Chain | 4.096 | 4.0328 | -1.54% | 3.099 | -24.34% | 0.3466 | ✓ | 0.63 | 1.4M | 2023-07-01 |
| DIA | DIA | Ethereum | 0.29094 | 0.286413 | -1.56% | 0.24924 | -14.33% | 0.2576 | ✓ | 0.90 | 12k | 2023-07-01 |
| ZEC | Zcash | Zcash | 31.53 | 31.0329 | -1.58% | 34.04 | +7.96% | 0.0411 | ✓ | 1.02 | 432k | 2023-07-01 |
| ELON | Dogelon Mars | Ethereum | 2.07e-7 | 2.04e-7 | -1.68% | – | pending | – | – | 1.00 | 1,419 | 2023-07-01 |
| ORCA | Orca | Solana | 0.6363 | 0.625229 | -1.74% | 0.575 | -9.63% | 0.1532 | ✓ | 0.53 | 33k | 2023-07-01 |
| CELR | Celer Network | Ethereum | 0.019771 | 0.019418 | -1.79% | 0.016785 | -15.10% | 0.3186 | ✓ | 1.32 | 2,838 | 2023-07-01 |
| BAT | Basic Attention | Ethereum | 0.21295 | 0.209093 | -1.81% | 0.20823 | -2.22% | 0.1509 | ✓ | 1.12 | 13k | 2023-07-01 |
| ENS | Ethereum Name Service | Ethereum | 9.98 | 9.7854 | -1.95% | 9.46 | -5.21% | 0.1659 | ✓ | 1.01 | 74k | 2023-07-01 |
| DGB | DigiByte | native | 0.007634 | 0.007483 | -1.97% | – | pending | – | – | 1.00 | 230 | 2023-07-01 |
| WAXP | WAX | Ethereum | 0.052676 | 0.051568 | -2.10% | – | pending | – | – | 1.00 | 187 | 2023-07-01 |
| SWFTC | SWFTCOIN | Ethereum | 0.00112 | 0.001096 | -2.10% | 0.00144 | +28.57% | 0.2360 | ✗ | 0.28 | 187k | 2023-07-01 |
| SC | Siacoin | native | 0.00311 | 0.003045 | -2.11% | 0.0033 | +6.11% | 0.0474 | ✓ | 0.98 | 16k | 2023-07-01 |
| API3 | Api3 | Ethereum | 1.232 | 1.2054 | -2.16% | 1.064 | -13.64% | 0.2823 | ✓ | 1.20 | 62k | 2023-07-01 |
| TLM | Alien Worlds | Ethereum | 0.01522 | 0.01489 | -2.17% | 0.01182 | -22.34% | 0.3716 | ✓ | 1.07 | 692 | 2023-07-01 |
| RVN | Ravencoin | native | 0.020844 | 0.02039 | -2.18% | – | pending | – | – | 1.00 | 90 | 2023-07-01 |
| FLR | Flare | Flare | 0.02311 | 0.022601 | -2.20% | 0.01466 | -36.56% | 0.5032 | ✓ | 0.54 | 191k | 2023-07-01 |
| FET | Artificial Superintelligence Alliance | Ethereum | 0.262 | 0.256228 | -2.20% | 0.2372 | -9.47% | 0.2575 | ✓ | 1.38 | 150k | 2023-07-01 |
| LSK | Lisk | Ethereum | 0.809585 | 0.791455 | -2.24% | 0.82638 | +2.07% | 0.0716 | ✓ | 0.88 | 16k | 2023-07-01 |
| GLM | Golem | Ethereum | 0.2032 | 0.198641 | -2.24% | 0.1879 | -7.53% | 0.1691 | ✓ | 0.87 | 7,170 | 2023-07-01 |
| LTC | Litecoin | Litecoin | 94.23 | 92.0613 | -2.30% | 107.12 | +13.68% | 0.0196 | ✓ | 1.01 | 15.4M | 2023-07-01 |
| STORJ | Storj | Ethereum | 0.29535 | 0.288358 | -2.37% | 0.32016 | +8.40% | 0.0382 | ✓ | 1.09 | 60k | 2023-07-01 |
| FIDA | Bonfida | Solana | 0.333 | 0.324817 | -2.46% | 0.237 | -28.83% | 0.4283 | ✓ | 0.86 | 1,726 | 2023-07-01 |
| NMR | Numeraire | Ethereum | 14.35 | 13.9959 | -2.47% | 13.56 | -5.51% | 0.1353 | ✓ | 0.79 | 78k | 2023-07-01 |
| CITY | Manchester City Fan Token | Solana | 5.12 | 4.9931 | -2.48% | 3.04 | -40.62% | 0.5412 | ✓ | 0.34 | 1.9M | 2023-07-01 |
| SUSHI | Sushi | Ethereum | 0.8345 | 0.813681 | -2.49% | 0.6903 | -17.28% | 0.3027 | ✓ | 1.05 | 558k | 2023-07-01 |
| BOBA | Boba Network | Ethereum | 0.1619 | 0.157723 | -2.58% | 0.1323 | -18.28% | 0.3007 | ✓ | 0.95 | 16k | 2023-07-01 |
| BONE | Bone ShibaSwap | Ethereum | 0.8098 | 0.788825 | -2.59% | – | pending | – | – | 1.00 | 424 | 2023-07-01 |
| BCHSV | Bitcoin Cash SV | 32.318 | 31.4697 | -2.62% | 48.752 | +50.85% | 0.3420 | ✗ | 0.73 | 325k | 2023-07-01 | |
| DNT | district0x | Ethereum | 0.0282 | 0.027437 | -2.71% | 0.0266 | -5.67% | 0.0683 | ✓ | 0.28 | 54k | 2023-07-01 |
| INDEX | The Index | Robinhood | 1.53 | 1.4885 | -2.71% | 1.35 | -11.76% | 0.1444 | ✓ | 0.36 | 14k | 2023-07-01 |
| LUNA | Terra | Terra 2 | 0.0000846 | 0.000082286 | -2.74% | 0.00008948 | +5.77% | 0.0131 | ✓ | 0.74 | 137k | 2023-07-01 |
| XVG | Verge | native | 0.001906 | 0.001854 | -2.75% | 0.002382 | +24.97% | 0.1377 | ✗ | 0.86 | 349k | 2023-07-01 |
| GRT | The Graph | Ethereum | 0.1282 | 0.124665 | -2.76% | 0.1054 | -17.78% | 0.3366 | ✓ | 1.29 | 2.5M | 2023-07-01 |
| TFUEL | Theta Fuel | native | 0.041271 | 0.040123 | -2.78% | – | pending | – | – | 1.00 | 26 | 2023-07-01 |
| FORT | Forta | Ethereum | 0.1489 | 0.144746 | -2.79% | 0.1355 | -9.00% | 0.0951 | ✓ | 0.22 | 379k | 2023-07-01 |
| ASM | Assemble AI | Ethereum | 0.00919 | 0.008928 | -2.85% | 0.00908 | -1.20% | 0.0609 | ✓ | 0.59 | 27k | 2023-07-01 |
| BCH | Bitcoin Cash | Bitcoin Cash | 113.39 | 110.094 | -2.91% | 291.31 | +156.91% | 0.8687 | ✗ | 0.80 | 1.8M | 2023-07-01 |
| LDO | Lido DAO | Ethereum | 2.083 | 2.0222 | -2.92% | 2.136 | +2.54% | 0.0965 | ✓ | 1.15 | 2.6M | 2023-07-01 |
| FLOW | Flow | native | 0.72 | 0.698968 | -2.92% | 0.705 | -2.08% | 0.1300 | ✓ | 1.06 | 182k | 2023-07-01 |
| SLP | Smooth Love Potion | Ethereum | 0.002146 | 0.002083 | -2.94% | – | pending | – | – | 1.00 | 22 | 2023-07-01 |
| AURORA | Aurora | Ethereum | 0.107 | 0.103848 | -2.95% | 0.085 | -20.56% | 0.3142 | ✓ | 0.87 | 35k | 2023-07-01 |
| CRV | Curve DAO | Ethereum | 0.8126 | 0.788545 | -2.96% | 0.7785 | -4.20% | 0.1464 | ✓ | 1.02 | 1.6M | 2023-07-01 |
| TRAC | OriginTrail | Ethereum | 0.2595 | 0.251808 | -2.96% | 0.2447 | -5.70% | 0.1652 | ✓ | 1.04 | 84k | 2023-07-01 |
| PRO | Propy | Ethereum | 0.3274 | 0.317597 | -2.99% | 0.2757 | -15.79% | 0.1837 | ✓ | 0.32 | 15k | 2023-07-01 |
| ATM | Atletico Madrid Fan Token | Solana | 2.687 | 2.6063 | -3.00% | 2.443 | -9.08% | 0.1329 | ✓ | 0.52 | 554k | 2023-07-01 |
| DASH | Dash | Dash | 41.9 | 40.6156 | -3.07% | 38.1 | -9.07% | 0.2189 | ✓ | 1.18 | 89k | 2023-07-01 |
| ZEN | Horizen | Base | 8.06 | 7.8124 | -3.07% | 8.21 | +1.86% | 0.1085 | ✓ | 1.21 | 41k | 2023-07-01 |
| MANA | Decentraland | Ethereum | 0.47275 | 0.458161 | -3.09% | 0.41962 | -11.24% | 0.2280 | ✓ | 1.07 | 102k | 2023-07-01 |
| FIS | Stafi | Ethereum | 0.3412 | 0.330552 | -3.12% | 0.3096 | -9.26% | 0.2246 | ✓ | 1.21 | 1,514 | 2023-07-01 |
| QUICK | Quickswap | Ethereum | 55.929 | 54.1697 | -3.15% | 52.837 | -5.53% | 0.1560 | ✓ | 1.00 | 13 | 2023-07-01 |
| VRA | Verasity | Ethereum | 0.004894 | 0.00474 | -3.16% | – | pending | – | – | 1.00 | 2,514 | 2023-07-01 |
| JOE | JOE | Arbitrum | 0.43805 | 0.424145 | -3.17% | – | pending | – | – | 1.00 | 284 | 2023-07-01 |
| TRB | Tellor Tributes | Ethereum | 11.49 | 11.125 | -3.18% | 11.06 | -3.74% | 0.1551 | ✓ | 1.14 | 37k | 2023-07-01 |
| IOST | IOST | Binance Smart Chain | 0.009117 | 0.008824 | -3.21% | – | pending | – | – | 1.00 | 9 | 2023-07-01 |
| XYO | XYO Network | Ethereum | 0.00401 | 0.003881 | -3.22% | 0.00374 | -6.73% | 0.1220 | ✓ | 0.65 | 126k | 2023-07-01 |
| AERGO | Aergo [OLD] | Ethereum | 0.1124 | 0.10877 | -3.23% | 0.1035 | -7.92% | 0.1761 | ✓ | 0.96 | 23k | 2023-07-01 |
| AAVE | Aave | Ethereum | 62.67 | 60.6263 | -3.26% | 68.18 | +8.79% | 0.0123 | ✓ | 0.99 | 980k | 2023-07-01 |
| SYN | Synapse | Ethereum | 0.6452 | 0.623791 | -3.32% | 0.71 | +10.04% | 0.0264 | ✓ | 1.19 | 20k | 2023-07-01 |
| OXT | Orchid Protocol | Ethereum | 0.0651 | 0.062936 | -3.32% | 0.0521 | -19.97% | 0.2754 | ✓ | 0.66 | 38k | 2023-07-01 |
| NANO | nanopay | Base | 0.776308 | 0.750361 | -3.34% | 0.733922 | -5.46% | 0.1336 | ✓ | 0.85 | 35k | 2023-07-01 |
| MAGIC | Treasure | Ethereum | 0.9369 | 0.904985 | -3.41% | 0.8626 | -7.93% | 0.2628 | ✓ | 1.64 | 604k | 2023-07-01 |
| ADA | Cardano | Cardano | 0.3645 | 0.352055 | -3.41% | 0.2925 | -19.75% | 0.2943 | ✓ | 0.83 | 9.8M | 2023-07-01 |
| BAR | FC Barcelona Fan Token | Solana | 3.17 | 3.0609 | -3.44% | 2.38 | -24.92% | 0.2940 | ✓ | 0.32 | 826k | 2023-07-01 |
| NEXO | NEXO | Ethereum | 0.668 | 0.64496 | -3.45% | 0.643 | -3.74% | 0.0751 | ✓ | 0.55 | 543k | 2023-07-01 |
| DUSK | DUSK | Ethereum | 0.1449 | 0.13985 | -3.49% | 0.1243 | -14.22% | 0.2875 | ✓ | 1.29 | 1.0M | 2023-07-01 |
| MBL | MovieBloc | Ontology | 0.00264 | 0.002547 | -3.51% | – | pending | – | – | 1.00 | 88 | 2023-07-01 |
| SUPER | SuperVerse | Ethereum | 0.14301 | 0.137976 | -3.52% | 0.11317 | -20.87% | 0.3400 | ✓ | 1.08 | 221k | 2023-07-01 |
| BFC | Bifrost | Ethereum | 0.05116 | 0.049358 | -3.52% | 0.04681 | -8.50% | 0.1058 | ✓ | 0.40 | 9,062 | 2023-07-01 |
| ASR | AS Roma Fan Token | Solana | 2.6 | 2.5081 | -3.54% | 2.434 | -6.38% | 0.0866 | ✓ | 0.43 | 1.3M | 2023-07-01 |
| ATOM | Cosmos Hub | Cosmos | 10.336 | 9.9673 | -3.57% | 9.565 | -7.46% | 0.1369 | ✓ | 0.73 | 2.7M | 2023-07-01 |
| POWR | Powerledger | Ethereum | 0.1509 | 0.145507 | -3.57% | 0.1491 | -1.19% | 0.0953 | ✓ | 0.91 | 8,964 | 2023-07-01 |
| XEC | eCash | native | 0.00002417 | 0.000023296 | -3.62% | 0.00003681 | +52.30% | 0.3452 | ✗ | 0.86 | 637k | 2023-07-01 |
| DOT | Polkadot | Polkadot | 5.207 | 5.0181 | -3.63% | 5.348 | +2.71% | 0.0570 | ✓ | 0.92 | 2.8M | 2023-07-01 |
| QNT | Quant | Ethereum | 115.76 | 111.5583 | -3.63% | 111.78 | -3.44% | 0.0885 | ✓ | 0.69 | 1.3M | 2023-07-01 |
| XLM | Stellar | Stellar | 0.091219 | 0.087868 | -3.67% | 0.107362 | +17.70% | 0.1187 | ✗ | 0.62 | 4.0M | 2023-07-01 |
| XEM | NEM | native | 0.032833 | 0.031619 | -3.70% | 0.030159 | -8.14% | 0.1747 | ✓ | 0.97 | 25k | 2023-07-01 |
| SUI | Sui | Sui | 0.9467 | 0.911634 | -3.70% | 0.6888 | -27.24% | 0.4114 | ✓ | 1.00 | 242k | 2023-07-01 |
| SOL | Solana | Solana | 20.51 | 19.7473 | -3.72% | 18.7 | -8.82% | 0.1941 | ✓ | 1.06 | 17.7M | 2023-07-01 |
| MED | Medibloc | Osmosis | 0.012804 | 0.012327 | -3.72% | 0.01127 | -11.98% | 0.1551 | ✓ | 0.50 | 7,636 | 2023-07-01 |
| BTC | Bitcoin | Bitcoin | 26,828.42 | 25,826.20 | -3.74% | 30,587.21 | +14.01% | 0.0381 | ✗ | 1.00 | 301.2M | 2023-07-01 |
| BORA | BORA | Klay Token | 0.15229 | 0.146447 | -3.84% | 0.14159 | -7.03% | 0.1314 | ✓ | 0.75 | 9,282 | 2023-07-01 |
| ADX | heyAura | Ethereum | 0.17011 | 0.163517 | -3.88% | 0.14231 | -16.34% | 0.2715 | ✓ | 1.01 | 680 | 2023-07-01 |
| IMX | Immutable | Ethereum | 0.7455 | 0.716553 | -3.88% | 0.7416 | -0.52% | 0.1810 | ✓ | 1.64 | 1.3M | 2023-07-01 |
| KSM | Kusama | Hydration | 26.29 | 25.2692 | -3.88% | 26.24 | -0.19% | 0.1010 | ✓ | 1.06 | 87k | 2023-07-01 |
| ORBS | Orbs | Ethereum | 0.02459 | 0.023627 | -3.92% | 0.02442 | -0.69% | 0.0605 | ✓ | 0.71 | 2,165 | 2023-07-01 |
| ASTR | Astar | Ethereum | 0.0494 | 0.047464 | -3.92% | 0.0442 | -10.53% | 0.2249 | ✓ | 1.17 | 14k | 2023-07-01 |
| JUV | Juventus Fan Token | Solana | 2.406 | 2.3116 | -3.92% | 2.234 | -7.15% | 0.1086 | ✓ | 0.57 | 1.1M | 2023-07-01 |
| METIS | Metis | Ethereum | 21.78 | 20.9253 | -3.92% | 20.81 | -4.45% | 0.1584 | ✓ | 1.17 | 47k | 2023-07-01 |
| QTUM | Qtum | Qtum | 2.5862 | 2.4845 | -3.93% | 2.9937 | +15.76% | 0.0433 | ✗ | 1.09 | 12k | 2023-07-01 |
| HBAR | Hedera | Hedera | 0.05024 | 0.048233 | -3.99% | 0.05076 | +1.04% | 0.0843 | ✓ | 1.03 | 927k | 2023-07-01 |
| NAKA | Nakamoto Games | Polygon | 0.22516 | 0.216167 | -3.99% | 0.44459 | +97.46% | 0.5522 | ✗ | 1.29 | 768k | 2023-07-01 |
| PUNDIX | Pundi X | Ethereum | 0.3793 | 0.364114 | -4.00% | 0.3802 | +0.24% | 0.0724 | ✓ | 0.88 | 1,960 | 2023-07-01 |
| MINA | Mina Protocol | native | 0.532 | 0.510676 | -4.01% | 0.495 | -6.95% | 0.2164 | ✓ | 1.41 | 91k | 2023-07-01 |
| GMX | GMX | Arbitrum | 53.76 | 51.6049 | -4.01% | 57.94 | +7.78% | 0.0476 | ✓ | 1.25 | 59k | 2023-07-01 |
| CWEB | Coinweb | Ethereum | 0.02725 | 0.026156 | -4.01% | 0.023858 | -12.45% | 0.1300 | ✓ | 0.29 | 17k | 2023-07-01 |
| XCH | Chia | native | 33.559 | 32.2069 | -4.03% | – | pending | – | – | 1.00 | 35 | 2023-07-01 |
| AMP | Amp | Ethereum | 0.00255 | 0.002445 | -4.12% | 0.00206 | -19.22% | 0.2617 | ✓ | 0.69 | 352k | 2023-07-01 |
| IOTA | IOTA | IOTA | 0.1997 | 0.191424 | -4.14% | 0.1864 | -6.66% | 0.1473 | ✓ | 0.92 | 1.8M | 2023-07-01 |
| C98 | Coin98 | Ethereum | 0.1892 | 0.181353 | -4.15% | 0.1607 | -15.06% | 0.3104 | ✓ | 1.45 | 13k | 2023-07-01 |
| MTL | Metal DAO | Metal L2 | 0.981 | 0.940282 | -4.15% | 1.28 | +30.48% | 0.1675 | ✗ | 1.07 | 1.8M | 2023-07-01 |
| RUNE | THORChain | THORChain | 1.137 | 1.0897 | -4.16% | 1.062 | -6.60% | 0.1720 | ✓ | 1.12 | 31k | 2023-07-01 |
| CBETH | Coinbase Wrapped Staked ETH | Ethereum | 1,929.60 | 1,849.31 | -4.16% | 1,999.32 | +3.61% | 0.0361 | ✓ | 0.87 | 956k | 2023-07-01 |
| REQ | Request | Ethereum | 0.08785 | 0.084171 | -4.19% | – | pending | – | – | 1.00 | 25 | 2023-07-01 |
| OG | OG Fan Token | Solana | 5.404 | 5.177 | -4.20% | 4.356 | -19.39% | 0.2117 | ✓ | 0.30 | 5.9M | 2023-07-01 |
| RLC | iExec RLC | Ethereum | 1.5161 | 1.4522 | -4.21% | 1.3535 | -10.72% | 0.2101 | ✓ | 1.07 | 179k | 2023-07-01 |
| SKL | SKALE | Ethereum | 0.033 | 0.031593 | -4.26% | 0.0281 | -14.85% | 0.2804 | ✓ | 1.24 | 244k | 2023-07-01 |
| ARPA | ARPA | Ethereum | 0.0655 | 0.062681 | -4.30% | 0.0556 | -15.11% | 0.2131 | ✓ | 0.71 | 388k | 2023-07-01 |
| YGG | Yield Guild Games | Ethereum | 0.187 | 0.178842 | -4.36% | 0.157 | -16.04% | 0.2854 | ✓ | 1.18 | 3,567 | 2023-07-01 |
| AIOZ | AIOZ Network | Ethereum | 0.0165 | 0.01577 | -4.43% | 0.0146 | -11.52% | 0.1840 | ✓ | 0.82 | 32k | 2023-07-01 |
| WOO | WOO | Ethereum | 0.2242 | 0.214211 | -4.46% | 0.2491 | +11.11% | 0.0233 | ✓ | 1.33 | 20k | 2023-07-01 |
| 1INCH | 1INCH | Ethereum | 0.369 | 0.352464 | -4.48% | 0.333 | -9.76% | 0.1889 | ✓ | 1.01 | 60k | 2023-07-01 |
| CRO | Cronos | Ethereum | 0.05859 | 0.055956 | -4.50% | – | pending | – | – | 1.00 | 4,882 | 2023-07-01 |
| SNX | Synthetix | Ethereum | 2.325 | 2.22 | -4.52% | 2.294 | -1.33% | 0.1678 | ✓ | 1.53 | 444k | 2023-07-01 |
| XPR | XPR Network | Ethereum | 0.001006 | 0.000960505 | -4.52% | 0.000989 | -1.69% | 0.0765 | ✓ | 0.81 | 538k | 2023-07-01 |
| OGN | Origin Token | Ethereum | 0.09669 | 0.092312 | -4.53% | 0.08194 | -15.25% | 0.2731 | ✓ | 1.17 | 45k | 2023-07-01 |
| PROM | Prom | Ethereum | 4.23 | 4.0385 | -4.53% | 4.02 | -4.96% | 0.0950 | ✓ | 0.69 | 160k | 2023-07-01 |
| ANKR | Ankr Network | Ethereum | 0.02512 | 0.023975 | -4.56% | 0.02359 | -6.09% | 0.1813 | ✓ | 1.26 | 19k | 2023-07-01 |
| BTT | BitTorrent | Ethereum | 5.90e-7 | 5.63e-7 | -4.57% | 4.70e-7 | -20.34% | 0.2268 | ✓ | 0.35 | 5,440 | 2023-07-01 |
| AXL | Axelar | Ethereum | 0.4483 | 0.427767 | -4.58% | 0.39 | -13.00% | 0.1524 | ✓ | 0.46 | 45k | 2023-07-01 |
| STX | Stacks | native | 0.5975 | 0.569997 | -4.60% | 0.6992 | +17.02% | 0.0273 | ✓ | 1.77 | 1.3M | 2023-07-01 |
| ETH | Ethereum | Ethereum | 1,862.43 | 1,776.33 | -4.62% | 1,924.14 | +3.31% | 0.0329 | ✓ | 0.86 | 158.6M | 2023-07-01 |
| POR | Portugal National Team Fan Token | Solana | 0.7924 | 0.755163 | -4.70% | 0.6606 | -16.63% | 0.1997 | ✓ | 0.50 | 10k | 2023-07-01 |
| CHZ | Chiliz | Ethereum | 0.1 | 0.095296 | -4.70% | 0.0799 | -20.10% | 0.2811 | ✓ | 0.80 | 168k | 2023-07-01 |
| ALICE | My Neighbor Alice | Ethereum | 1.272 | 1.212 | -4.71% | 1.139 | -10.46% | 0.2114 | ✓ | 1.14 | 6,083 | 2023-07-01 |
| ARB | Arbitrum | Ethereum | 1.1468 | 1.0924 | -4.74% | 1.1519 | +0.44% | 0.1463 | ✓ | 1.52 | 3.4M | 2023-07-01 |
| PEOPLE | ConstitutionDAO | Ethereum | 0.01741 | 0.016584 | -4.74% | 0.01371 | -21.25% | 0.3322 | ✓ | 1.08 | 2.3M | 2023-07-01 |
| CKB | Nervos Network | native | 0.003582 | 0.00341 | -4.79% | – | pending | – | – | 1.00 | 1,031 | 2023-07-01 |
| AGI | Delysium | Ethereum | 0.124469 | 0.118482 | -4.81% | 0.058793 | -52.76% | 0.8858 | ✓ | 1.41 | 73k | 2023-07-01 |
| BICO | Biconomy | Ethereum | 0.2766 | 0.263242 | -4.83% | 0.247 | -10.70% | 0.1897 | ✓ | 0.96 | 27k | 2023-07-01 |
| AGLD | Adventure Gold | Ethereum | 0.4547 | 0.432584 | -4.86% | 0.5842 | +28.48% | 0.1388 | ✗ | 1.23 | 64k | 2023-07-01 |
| LINK | Chainlink | Ethereum | 6.348 | 6.0381 | -4.88% | 6.505 | +2.47% | 0.0523 | ✓ | 0.97 | 5.0M | 2023-07-01 |
| PSG | Paris Saint-Germain Fan Token | Solana | 3.99 | 3.7945 | -4.90% | 3.38 | -15.29% | 0.1668 | ✓ | 0.39 | 527k | 2023-07-01 |
| ENJ | Enjin Coin | Ethereum | 0.33 | 0.313796 | -4.91% | 0.317 | -3.94% | 0.1360 | ✓ | 1.11 | 9,401 | 2023-07-01 |
| GTC | Gitcoin | Ethereum | 1.35 | 1.2834 | -4.93% | 1.14 | -15.56% | 0.2753 | ✓ | 1.20 | 50k | 2023-07-01 |
| KNC | Kyber Network Crystal | Ethereum | 0.6082 | 0.578194 | -4.93% | 0.5689 | -6.46% | 0.1681 | ✓ | 1.16 | 50k | 2023-07-01 |
| POKT | Pocket Network | Ethereum | 0.0282 | 0.026804 | -4.95% | 0.0315 | +11.70% | 0.0874 | ✗ | 0.56 | 93k | 2023-07-01 |
| BNT | Bancor Network | Ethereum | 0.4096 | 0.389228 | -4.97% | 0.3939 | -3.83% | 0.1115 | ✓ | 0.94 | 33k | 2023-07-01 |
| HOT | Holo | Ethereum | 0.001593 | 0.001512 | -5.04% | 0.001392 | -12.59% | 0.2140 | ✓ | 1.00 | 28 | 2023-07-01 |
| JASMY | JasmyCoin | Ethereum | 0.00456 | 0.004329 | -5.08% | 0.0042 | -7.89% | 0.2114 | ✓ | 1.38 | 2.4M | 2023-07-01 |
| AUCTION | Bounce | Ethereum | 4.74 | 4.4989 | -5.09% | 3.97 | -16.24% | 0.2407 | ✓ | 0.88 | 17k | 2023-07-01 |
| RARE | SuperRare | Ethereum | 0.0918 | 0.087124 | -5.09% | 0.0697 | -24.07% | 0.3356 | ✓ | 0.86 | 13k | 2023-07-01 |
| FIL | Filecoin | Filecoin | 4.698 | 4.4585 | -5.10% | 4.108 | -12.56% | 0.2552 | ✓ | 1.32 | 1.6M | 2023-07-01 |
| CHR | Chromia | Ethereum | 0.1533 | 0.145472 | -5.11% | 0.1317 | -14.09% | 0.2385 | ✓ | 1.06 | 252 | 2023-07-01 |
| PYR | Vulcan Forged | Ethereum | 3.373 | 3.2007 | -5.11% | 3.228 | -4.30% | 0.1052 | ✓ | 0.87 | 127k | 2023-07-01 |
| PNG | Pangolin | Avalanche | 0.02931 | 0.027784 | -5.21% | 0.0256 | -12.66% | 0.2414 | ✓ | 1.22 | 36k | 2023-07-01 |
| T | Threshold Network | Ethereum | 0.02499 | 0.023684 | -5.22% | 0.02348 | -6.04% | 0.1387 | ✓ | 0.99 | 33k | 2023-07-01 |
| UOS | Ultra | Ethereum | 0.19371 | 0.183585 | -5.23% | 0.1904 | -1.71% | 0.0478 | ✓ | 0.64 | 171k | 2023-07-01 |
| UNI | Uniswap | Ethereum | 4.982 | 4.721 | -5.24% | 5.587 | +12.14% | 0.0530 | ✓ | 0.88 | 1.1M | 2023-07-01 |
| TKO | Tokocrypto | Binance Smart Chain | 0.2923 | 0.276934 | -5.26% | 0.2599 | -11.08% | 0.1848 | ✓ | 0.93 | 596k | 2023-07-01 |
| LRC | Loopring | Ethereum | 0.273 | 0.258528 | -5.30% | 0.2378 | -12.89% | 0.2543 | ✓ | 1.30 | 11k | 2023-07-01 |
| LAZIO | Lazio Fan Token | Binance Smart Chain | 2.4124 | 2.2844 | -5.31% | 2.0375 | -15.54% | 0.1943 | ✓ | 0.61 | 931k | 2023-07-01 |
| AVAX | Avalanche | Avalanche | 14.1 | 13.3518 | -5.31% | 13 | -7.80% | 0.1675 | ✓ | 1.07 | 4.6M | 2023-07-01 |
| NCT | PolySwarm | Ethereum | 0.00868 | 0.008219 | -5.31% | 0.01032 | +18.89% | 0.1803 | ✗ | 0.36 | 39k | 2023-07-01 |
| EGLD | MultiversX | native | 36.9 | 34.9235 | -5.36% | 35.44 | -3.96% | 0.0807 | ✓ | 0.73 | 53k | 2023-07-01 |
| XYM | Symbol | native | 0.028655 | 0.027111 | -5.39% | 0.029498 | +2.94% | 0.0195 | ✓ | 0.49 | 14k | 2023-07-01 |
| GMT | GMT | Ethereum | 0.2575 | 0.24361 | -5.39% | 0.2325 | -9.71% | 0.2016 | ✓ | 1.18 | 88k | 2023-07-01 |
| HIVE | Hive | native | 0.3396 | 0.321276 | -5.40% | 0.3356 | -1.18% | 0.0780 | ✓ | 0.93 | 250k | 2023-07-01 |
| APE | ApeCoin | Ethereum | 3.07 | 2.9038 | -5.41% | 2.266 | -26.19% | 0.3642 | ✓ | 0.89 | 1.2M | 2023-07-01 |
| COMP | Compound | Ethereum | 35.38 | 33.4639 | -5.42% | 52.56 | +48.56% | 0.3157 | ✗ | 1.04 | 385 | 2023-07-01 |
| BEL | Bella Protocol | Ethereum | 0.7741 | 0.731986 | -5.44% | 0.6845 | -11.57% | 0.2018 | ✓ | 1.03 | 3.9M | 2023-07-01 |
| ACH | Alchemy Pay | Ethereum | 0.029525 | 0.027916 | -5.45% | 0.020239 | -31.45% | 0.5248 | ✓ | 1.55 | 1.7M | 2023-07-01 |
| NUM | Numbers Protocol | Ethereum | 0.041485 | 0.039212 | -5.48% | – | pending | – | – | 1.00 | 110 | 2023-07-01 |
| SUN | Sun Token | Tron | 0.005861 | 0.005539 | -5.50% | 0.005612 | -4.26% | 0.0618 | ✓ | 0.57 | 272 | 2023-07-01 |
| MOVR | Moonriver | Base | 6.3078 | 5.9593 | -5.52% | 5.7125 | -9.44% | 0.1704 | ✓ | 0.98 | 11k | 2023-07-01 |
| QKC | QuarkChain | Ethereum | 0.008741 | 0.008255 | -5.56% | 0.00896 | +2.51% | 0.0264 | ✓ | 0.83 | 101k | 2023-07-01 |
| AVT | Aventus | Ethereum | 1.05 | 0.99161 | -5.56% | 0.98 | -6.67% | 0.0022 | ✓ | -0.11 | 25k | 2023-07-01 |
| DYDX | dYdX | Cosmos | 2.012 | 1.8993 | -5.60% | 2.102 | +4.47% | 0.0798 | ✓ | 1.38 | 51k | 2023-07-01 |
| STEEM | Steem | native | 0.1805 | 0.170311 | -5.65% | 0.1866 | +3.38% | 0.0222 | ✓ | 0.87 | 190k | 2023-07-01 |
| WAXL | Wrapped Axelar | native | 0.4483 | 0.422912 | -5.66% | 0.3899 | -13.03% | 0.1360 | ✓ | 0.42 | 46k | 2023-07-01 |
| METRONOME | METRONOME | 1.4203 | 1.3394 | -5.69% | 1.3532 | -4.73% | 0.0752 | ✓ | 0.65 | 7,290 | 2023-07-01 | |
| ICP | Internet Computer | Ethereum | 4.675 | 4.4056 | -5.76% | 4.223 | -9.67% | 0.1848 | ✓ | 1.09 | 2.3M | 2023-07-01 |
| LQTY | Liquity | Ethereum | 1.2186 | 1.148 | -5.79% | – | pending | – | – | 1.00 | 59 | 2023-07-01 |
| SAND | The Sandbox | Ethereum | 0.5537 | 0.521579 | -5.80% | 0.4635 | -16.29% | 0.2636 | ✓ | 1.11 | 366k | 2023-07-01 |
| GODS | Gods Unchained | Ethereum | 0.15841 | 0.149192 | -5.82% | 0.14319 | -9.61% | 0.1744 | ✓ | 1.02 | 26k | 2023-07-01 |
| XTZ | Tezos | Tezos | 0.8878 | 0.835931 | -5.84% | 0.8266 | -6.89% | 0.1310 | ✓ | 0.91 | 71k | 2023-07-01 |
| XCN | Onyxcoin | Ethereum | 0.00174 | 0.001638 | -5.85% | 0.00118 | -32.18% | 0.4664 | ✓ | 1.05 | 126k | 2023-07-01 |
| BTTC | BTTC | 5.90e-7 | 5.55e-7 | -5.86% | 4.80e-7 | -18.64% | 0.1984 | ✓ | 0.40 | 639k | 2023-07-01 | |
| GLMR | Moonbeam | Base | 0.273 | 0.256853 | -5.91% | 0.263 | -3.66% | 0.0942 | ✓ | 0.90 | 18k | 2023-07-01 |
| GNS | Syli | 4.866 | 4.5774 | -5.93% | 4.333 | -10.95% | 0.2086 | ✓ | 1.17 | 1.0M | 2023-07-01 | |
| ACM | AC Milan Fan Token | Solana | 2.258 | 2.1228 | -5.99% | 1.943 | -13.95% | 0.1519 | ✓ | 0.48 | 808k | 2023-07-01 |
| USTC | TerraClassicUSD | Terra | 0.013324 | 0.012523 | -6.01% | 0.01242 | -6.79% | 0.1087 | ✓ | 0.77 | 1.4M | 2023-07-01 |
| LCX | LCX | Ethereum | 0.0545 | 0.05117 | -6.11% | 0.068 | +24.77% | 0.1712 | ✗ | 0.86 | 140k | 2023-07-01 |
| BLUR | Blur | Ethereum | 0.4746 | 0.445391 | -6.15% | 0.3497 | -26.32% | 0.4670 | ✓ | 1.72 | 2.4M | 2023-07-01 |
| SPA | Sperax | Ethereum | 0.00761 | 0.007137 | -6.22% | 0.005599 | -26.43% | 0.3738 | ✓ | 1.00 | 301k | 2023-07-01 |
| RAD | Radworks | Ethereum | 1.81 | 1.6973 | -6.23% | 1.62 | -10.50% | 0.1524 | ✓ | 0.81 | 448k | 2023-07-01 |
| BAND | Band | Ethereum | 1.403 | 1.3144 | -6.31% | 1.29 | -8.05% | 0.1752 | ✓ | 1.19 | 64k | 2023-07-01 |
| GALA | GALA | Ethereum | 0.0298 | 0.027859 | -6.51% | 0.0255 | -14.43% | 0.2536 | ✓ | 1.26 | 712k | 2023-07-01 |
| LPT | Livepeer | Ethereum | 5.02 | 4.6895 | -6.58% | 4.74 | -5.58% | 0.1462 | ✓ | 1.20 | 57k | 2023-07-01 |
| BRISE | Bitgert | Ethereum | 2.75e-7 | 2.57e-7 | -6.63% | 2.50e-7 | -9.30% | 0.1255 | ✓ | 0.73 | 368k | 2023-07-01 |
| APT | Aptos | Aptos | 8.56 | 7.9913 | -6.64% | 7.4 | -13.55% | 0.2136 | ✓ | 1.04 | 789k | 2023-07-01 |
| DEXE | DeXe | Ethereum | 2.432 | 2.2693 | -6.69% | 2.084 | -14.31% | 0.1769 | ✓ | 0.70 | 147k | 2023-07-01 |
| SPELL | Spell | Ethereum | 0.0005796 | 0.000540674 | -6.72% | 0.000482 | -16.84% | 0.2553 | ✓ | 1.07 | 175k | 2023-07-01 |
| EWT | Energy Web Token | Ethereum | 2.877 | 2.6833 | -6.73% | 2.885 | +0.28% | 0.0110 | ✓ | 0.64 | 92k | 2023-07-01 |
| KAVA | Kava | Binance Smart Chain | 1.0013 | 0.933484 | -6.77% | 0.9532 | -4.80% | 0.0991 | ✓ | 0.91 | 350k | 2023-07-01 |
| MASK | Mask Network | Ethereum | 4.19 | 3.9038 | -6.83% | 3.52 | -15.99% | 0.3191 | ✓ | 1.64 | 354k | 2023-07-01 |
| ALPINE | Alpine F1 Team Fan Token | Binance Smart Chain | 2.3686 | 2.2066 | -6.84% | 1.9284 | -18.58% | 0.2286 | ✓ | 0.72 | 1.7M | 2023-07-01 |
| ALEPH | Aleph Cloud | Ethereum | 0.0834 | 0.077696 | -6.84% | 0.0766 | -8.15% | 0.0535 | ✓ | 0.30 | 14k | 2023-07-01 |
| ALGO | Algorand | Algorand | 0.1483 | 0.137972 | -6.96% | 0.128 | -13.69% | 0.2188 | ✓ | 1.10 | 2.0M | 2023-07-01 |
| AXS | Axie Infinity | Ethereum | 6.98 | 6.4917 | -7.00% | 6.49 | -7.02% | 0.1415 | ✓ | 1.08 | 179k | 2023-07-01 |
| GITCOIN | GITCOIN | 1.3533 | 1.258 | -7.04% | 1.1486 | -15.13% | 0.2452 | ✓ | 1.18 | 13k | 2023-07-01 | |
| ELA | Elastos | Ethereum | 1.671 | 1.5517 | -7.14% | 1.378 | -17.53% | 0.2002 | ✓ | 0.62 | 10k | 2023-07-01 |
| DODO | DODO | Ethereum | 0.128 | 0.118806 | -7.18% | 0.1014 | -20.78% | 0.3195 | ✓ | 1.23 | 1.2M | 2023-07-01 |
| HIGH | Highstreet | Ethereum | 2.015 | 1.8655 | -7.42% | 1.27 | -36.97% | 0.5717 | ✓ | 1.43 | 294k | 2023-07-01 |
| INJ | Injective | Ethereum | 7.307 | 6.7643 | -7.43% | 8.865 | +21.32% | 0.0674 | ✓ | 1.55 | 2.1M | 2023-07-01 |
| VSYS | V.SYSTEMS | native | 0.001376 | 0.001272 | -7.54% | 0.001131 | -17.81% | 0.2198 | ✓ | 0.78 | 9,290 | 2023-07-01 |
| ILV | Illuvium | Ethereum | 54.85 | 50.7046 | -7.56% | 46.54 | -15.15% | 0.2168 | ✓ | 1.00 | 85k | 2023-07-01 |
| CERE | Cere Network | Ethereum | 0.004268 | 0.003945 | -7.57% | 0.003339 | -21.77% | 0.2078 | ✓ | 0.31 | 56k | 2023-07-01 |
| LMWR | LimeWire | Ethereum | 0.1429 | 0.131866 | -7.72% | 0.077 | -46.12% | 0.6691 | ✓ | 1.00 | 89k | 2023-07-01 |
| YFI | yearn.finance | Ethereum | 6,453.22 | 5,948.35 | -7.82% | 6,641.84 | +2.92% | 0.0312 | ✓ | 1.08 | 821k | 2023-07-01 |
| COTI | COTI | Ethereum | 0.0689 | 0.063458 | -7.90% | 0.0533 | -22.64% | 0.3021 | ✓ | 0.97 | 95k | 2023-07-01 |
| OMG | OMG Network | Ethereum | 0.75109 | 0.691651 | -7.91% | 0.672391 | -10.48% | 0.2027 | ✓ | 1.33 | 47k | 2023-07-01 |
| UMA | UMA | Ethereum | 1.918 | 1.7646 | -8.00% | 1.636 | -14.70% | 0.1889 | ✓ | 0.86 | 253k | 2023-07-01 |
| HFT | Hashflow | Ethereum | 0.4505 | 0.413143 | -8.29% | 0.3826 | -15.07% | 0.1897 | ✓ | 0.86 | 442k | 2023-07-01 |
| RIF | Rootstock Infrastructure Framework | Ethereum | 0.1186 | 0.108683 | -8.36% | 0.0984 | -17.03% | 0.3334 | ✓ | 1.78 | 3.3M | 2023-07-01 |
| ZRX | 0x Protocol | Ethereum | 0.218902 | 0.200587 | -8.37% | 0.220136 | +0.56% | 0.0705 | ✓ | 1.25 | 176k | 2023-07-01 |
| AUDIO | Audius | Ethereum | 0.2373 | 0.217253 | -8.45% | 0.1843 | -22.33% | 0.3130 | ✓ | 1.13 | 38k | 2023-07-01 |
| ROSE | Oasis | Binance Smart Chain | 0.0528 | 0.048301 | -8.52% | 0.05156 | -2.35% | 0.1226 | ✓ | 1.43 | 182k | 2023-07-01 |
| IDEX | IDEX | Ethereum | 0.077 | 0.070334 | -8.66% | 0.05984 | -22.29% | 0.2973 | ✓ | 1.03 | 8,303 | 2023-07-01 |
| QI | BENQI | Avalanche | 0.007316 | 0.006641 | -9.22% | 0.006138 | -16.10% | 0.2299 | ✓ | 1.15 | 35k | 2023-07-01 |
| RPL | Rocket Pool | Ethereum | 48.77 | 44.1726 | -9.43% | 37.66 | -22.78% | 0.3106 | ✓ | 1.15 | 146k | 2023-07-01 |
| RDNT | Radiant Capital | Ethereum | 0.29998 | 0.271596 | -9.46% | 0.28991 | -3.36% | 0.1327 | ✓ | 1.51 | 839k | 2023-07-01 |
| NIM | Nimiq | native | 0.001552 | 0.0014 | -9.81% | 0.001169 | -24.70% | 0.2773 | ✓ | 0.74 | 21k | 2023-07-01 |
| CTSI | Cartesi | Ethereum | 0.1811 | 0.163191 | -9.89% | 0.1538 | -15.07% | 0.2401 | ✓ | 1.38 | 365k | 2023-07-01 |
| ID | SPACE ID | Ethereum | 0.45777 | 0.412216 | -9.95% | 0.2869 | -37.33% | 0.5796 | ✓ | 1.66 | 23.1M | 2023-07-01 |
| XVS | Venus | Ethereum | 4.87 | 4.3708 | -10.25% | 4.12 | -15.40% | 0.1778 | ✓ | 0.91 | 887k | 2023-07-01 |
| DIMO | DIMO | Ethereum | 0.1893 | 0.163411 | -13.68% | 0.11751 | -37.92% | 0.5470 | ✓ | 1.66 | 161k | 2023-07-01 |
Δ columns are percentage price moves; alpha err and the hit column are in beta-adjusted log-return space, which is what the model actually predicts. “pending” means the horizon has not matured yet. Rows are capped for readability — add
&limit=2000 to widen.