ts timestamp[us]date 2020-01-01 00:00:00 2026-10-27 08:33:00 | open float64 3.81k 126k | high float64 3.9k 126k | low float64 3.78k 126k | close float64 3.81k 126k | volume float64 0 5.88k | quote_volume float64 0 260M | trades int64 0 213k | taker_buy_volume float64 0 3.54k | taker_buy_quote_volume float64 0 148M |
|---|---|---|---|---|---|---|---|---|---|
2020-01-01T00:00:00 | 7,195.24 | 7,196.25 | 7,183.14 | 7,186.68 | 51.642812 | 371,233.518355 | 493 | 19.59823 | 140,888.414283 |
2020-01-01T00:01:00 | 7,187.67 | 7,188.06 | 7,182.2 | 7,184.03 | 7.248148 | 52,080.127788 | 135 | 2.031772 | 14,599.211924 |
2020-01-01T00:02:00 | 7,184.41 | 7,184.71 | 7,180.26 | 7,182.43 | 11.681677 | 83,903.741635 | 202 | 5.479244 | 39,357.081776 |
2020-01-01T00:03:00 | 7,183.83 | 7,188.94 | 7,182.49 | 7,185.94 | 10.025391 | 72,033.226649 | 136 | 3.294966 | 23,680.571924 |
2020-01-01T00:04:00 | 7,185.54 | 7,185.54 | 7,178.64 | 7,179.78 | 14.911105 | 107,066.521825 | 161 | 2.369033 | 17,012.015138 |
2020-01-01T00:05:00 | 7,179.76 | 7,182.51 | 7,178.2 | 7,179.99 | 12.463243 | 89,484.363535 | 143 | 3.652785 | 26,225.069623 |
2020-01-01T00:06:00 | 7,180 | 7,182 | 7,179.99 | 7,182 | 3.573774 | 25,662.34791 | 72 | 1.678855 | 12,055.511055 |
2020-01-01T00:07:00 | 7,181.7 | 7,183.77 | 7,180.91 | 7,183.66 | 14.470782 | 103,928.870431 | 147 | 7.166713 | 51,474.22382 |
2020-01-01T00:08:00 | 7,183.9 | 7,187.74 | 7,183.45 | 7,187.68 | 12.842443 | 92,277.914467 | 134 | 4.996467 | 35,903.397936 |
2020-01-01T00:09:00 | 7,187.68 | 7,191.77 | 7,186.02 | 7,191.07 | 16.014983 | 115,127.764021 | 135 | 7.271693 | 52,277.415767 |
2020-01-01T00:10:00 | 7,193.15 | 7,193.53 | 7,186.25 | 7,187.36 | 12.60237 | 90,624.186725 | 135 | 6.353845 | 45,690.584225 |
2020-01-01T00:11:00 | 7,187.36 | 7,191.08 | 7,186.82 | 7,188.71 | 10.263525 | 73,783.009187 | 152 | 5.343899 | 38,415.315497 |
2020-01-01T00:12:00 | 7,189.52 | 7,189.52 | 7,187 | 7,187.02 | 2.860413 | 20,559.630931 | 52 | 1.354125 | 9,733.106859 |
2020-01-01T00:13:00 | 7,187.02 | 7,187.02 | 7,181.61 | 7,182.08 | 13.230393 | 95,047.061837 | 205 | 3.379781 | 24,281.826105 |
2020-01-01T00:14:00 | 7,181.6 | 7,182.1 | 7,180.24 | 7,180.97 | 9.111809 | 65,432.614338 | 150 | 2.990633 | 21,475.788997 |
2020-01-01T00:15:00 | 7,180.97 | 7,186.4 | 7,180.96 | 7,183.06 | 7.507226 | 53,924.758537 | 123 | 2.872966 | 20,637.86908 |
2020-01-01T00:16:00 | 7,183.62 | 7,183.77 | 7,180.22 | 7,181.29 | 5.447348 | 39,120.128855 | 96 | 2.385302 | 17,131.128959 |
2020-01-01T00:17:00 | 7,181.05 | 7,181.27 | 7,180 | 7,180.23 | 5.977674 | 42,924.379468 | 89 | 3.659326 | 26,277.907062 |
2020-01-01T00:18:00 | 7,180 | 7,180.22 | 7,177.35 | 7,179.16 | 4.531595 | 32,532.206716 | 116 | 1.219144 | 8,752.895659 |
2020-01-01T00:19:00 | 7,178.45 | 7,179.99 | 7,177.35 | 7,178.29 | 8.729086 | 62,661.081847 | 152 | 2.82652 | 20,291.632516 |
2020-01-01T00:20:00 | 7,177.71 | 7,178.79 | 7,176.26 | 7,176.34 | 14.166251 | 101,672.323617 | 160 | 7.519024 | 53,965.502006 |
2020-01-01T00:21:00 | 7,176.31 | 7,182.46 | 7,176.2 | 7,182.27 | 11.361086 | 81,555.405994 | 193 | 5.372305 | 38,570.312288 |
2020-01-01T00:22:00 | 7,181.06 | 7,182.16 | 7,179.73 | 7,180.77 | 5.108469 | 36,680.585918 | 62 | 1.964958 | 14,109.467759 |
2020-01-01T00:23:00 | 7,180.16 | 7,180.8 | 7,179.43 | 7,179.98 | 6.340001 | 45,522.188071 | 130 | 3.863821 | 27,743.596709 |
2020-01-01T00:24:00 | 7,179.48 | 7,180.9 | 7,175.47 | 7,176.96 | 12.05159 | 86,497.390281 | 165 | 4.099636 | 29,429.002393 |
2020-01-01T00:25:00 | 7,177.59 | 7,184.53 | 7,176.92 | 7,182.55 | 12.926262 | 92,823.457177 | 163 | 8.278898 | 59,447.958849 |
2020-01-01T00:26:00 | 7,182.53 | 7,185.56 | 7,178.96 | 7,180.44 | 4.567109 | 32,804.168378 | 110 | 2.073288 | 14,893.623951 |
2020-01-01T00:27:00 | 7,179.77 | 7,180.27 | 7,176.11 | 7,178.72 | 16.02172 | 115,006.618205 | 176 | 4.936269 | 35,433.799608 |
2020-01-01T00:28:00 | 7,179.47 | 7,181.87 | 7,177.12 | 7,177.12 | 9.730368 | 69,866.329789 | 129 | 5.482733 | 39,369.53326 |
2020-01-01T00:29:00 | 7,178.18 | 7,179.38 | 7,177.25 | 7,178.45 | 3.776869 | 27,111.724224 | 84 | 1.83492 | 13,172.241348 |
2020-01-01T00:30:00 | 7,178.19 | 7,184.49 | 7,177.54 | 7,183.49 | 9.104586 | 65,367.317788 | 138 | 7.506176 | 53,889.364567 |
2020-01-01T00:31:00 | 7,183.49 | 7,185.44 | 7,180.57 | 7,181.78 | 8.135362 | 58,436.157245 | 160 | 4.46955 | 32,106.152809 |
2020-01-01T00:32:00 | 7,181.68 | 7,185.36 | 7,181.05 | 7,183.69 | 4.763099 | 34,216.35604 | 105 | 2.549058 | 18,312.832388 |
2020-01-01T00:33:00 | 7,184.09 | 7,184.3 | 7,178.46 | 7,181.06 | 8.279206 | 59,445.102525 | 107 | 1.716573 | 12,327.695093 |
2020-01-01T00:34:00 | 7,180.6 | 7,181.88 | 7,180.39 | 7,180.68 | 4.827577 | 34,665.971404 | 125 | 2.898184 | 20,811.663608 |
2020-01-01T00:35:00 | 7,180.96 | 7,181.75 | 7,178.78 | 7,179.7 | 3.903137 | 28,025.930853 | 85 | 1.800938 | 12,930.801554 |
2020-01-01T00:36:00 | 7,179.9 | 7,182.53 | 7,179.67 | 7,181.71 | 3.600528 | 25,856.037042 | 98 | 2.135452 | 15,335.651601 |
2020-01-01T00:37:00 | 7,180.54 | 7,182.1 | 7,180.15 | 7,181.97 | 4.203752 | 30,187.304586 | 111 | 2.039953 | 14,649.664721 |
2020-01-01T00:38:00 | 7,181.97 | 7,182.14 | 7,180.37 | 7,180.74 | 7.126477 | 51,177.116916 | 121 | 3.129896 | 22,478.148239 |
2020-01-01T00:39:00 | 7,181.49 | 7,181.79 | 7,176.23 | 7,177.53 | 6.029602 | 43,286.746993 | 100 | 1.29444 | 9,294.873376 |
2020-01-01T00:40:00 | 7,177.14 | 7,181.43 | 7,176.34 | 7,181.39 | 9.754098 | 70,016.302731 | 105 | 6.522361 | 46,814.328902 |
2020-01-01T00:41:00 | 7,180.8 | 7,181.28 | 7,179.77 | 7,180.27 | 1.963247 | 14,096.783105 | 67 | 1.346081 | 9,665.3249 |
2020-01-01T00:42:00 | 7,180.26 | 7,181.24 | 7,179.34 | 7,180.53 | 3.599525 | 25,844.59528 | 87 | 1.845447 | 13,250.575344 |
2020-01-01T00:43:00 | 7,180.26 | 7,182.45 | 7,179.35 | 7,180.3 | 3.089785 | 22,187.270543 | 78 | 1.362448 | 9,783.602203 |
2020-01-01T00:44:00 | 7,179.97 | 7,180.33 | 7,178.93 | 7,179.56 | 5.107477 | 36,670.159754 | 93 | 3.205817 | 23,016.641765 |
2020-01-01T00:45:00 | 7,179.35 | 7,181.49 | 7,179.35 | 7,180.21 | 3.53121 | 25,354.182835 | 80 | 1.219928 | 8,758.866951 |
2020-01-01T00:46:00 | 7,179.85 | 7,181.41 | 7,179.83 | 7,181.4 | 2.964129 | 21,284.403534 | 64 | 1.962588 | 14,092.664704 |
2020-01-01T00:47:00 | 7,181.4 | 7,182.14 | 7,180.96 | 7,182.12 | 3.437529 | 24,686.654755 | 65 | 2.744219 | 19,707.71862 |
2020-01-01T00:48:00 | 7,181.71 | 7,182.09 | 7,181.46 | 7,182.09 | 6.81127 | 48,916.477947 | 93 | 5.849812 | 42,011.430431 |
2020-01-01T00:49:00 | 7,182.09 | 7,182.99 | 7,181.97 | 7,182.94 | 4.614712 | 33,145.768747 | 86 | 1.463206 | 10,509.434753 |
2020-01-01T00:50:00 | 7,182.94 | 7,183.98 | 7,181.07 | 7,183.92 | 5.43596 | 39,046.469086 | 81 | 4.754449 | 34,151.036831 |
2020-01-01T00:51:00 | 7,183.14 | 7,183.72 | 7,181.2 | 7,182.62 | 5.172591 | 37,154.487329 | 108 | 3.596823 | 25,836.196604 |
2020-01-01T00:52:00 | 7,181.74 | 7,181.74 | 7,176.59 | 7,177.79 | 13.282361 | 95,350.481871 | 184 | 2.969051 | 21,314.511054 |
2020-01-01T00:53:00 | 7,177.1 | 7,180.89 | 7,175.51 | 7,179.27 | 10.664724 | 76,551.434936 | 183 | 4.575583 | 32,847.529103 |
2020-01-01T00:54:00 | 7,179.39 | 7,182.23 | 7,177.07 | 7,179.03 | 8.355335 | 59,989.26351 | 183 | 4.526642 | 32,503.592606 |
2020-01-01T00:55:00 | 7,178.65 | 7,181.75 | 7,175.46 | 7,181.74 | 9.341553 | 67,052.980862 | 176 | 3.759722 | 26,990.832289 |
2020-01-01T00:56:00 | 7,180.68 | 7,181.11 | 7,176.17 | 7,176.72 | 7.916981 | 56,835.31112 | 73 | 1.427826 | 10,251.143565 |
2020-01-01T00:57:00 | 7,176.25 | 7,180.01 | 7,175.48 | 7,179.04 | 5.814251 | 41,730.964548 | 100 | 4.408629 | 31,643.320105 |
2020-01-01T00:58:00 | 7,178.75 | 7,179.43 | 7,176.71 | 7,177.95 | 4.664373 | 33,478.964812 | 90 | 1.761925 | 12,646.875388 |
2020-01-01T00:59:00 | 7,177.23 | 7,177.86 | 7,176.21 | 7,177.02 | 5.134942 | 36,851.934075 | 94 | 1.959198 | 14,060.709199 |
2020-01-01T01:00:00 | 7,176.47 | 7,179.37 | 7,175.75 | 7,177.41 | 4.469249 | 32,076.133045 | 119 | 2.468895 | 17,720.78715 |
2020-01-01T01:01:00 | 7,176.92 | 7,180.66 | 7,175.71 | 7,180.54 | 2.620298 | 18,807.17024 | 100 | 1.372361 | 9,850.795726 |
2020-01-01T01:02:00 | 7,180.39 | 7,185.86 | 7,179.5 | 7,185.45 | 6.383418 | 45,846.817651 | 134 | 5.097218 | 36,607.97228 |
2020-01-01T01:03:00 | 7,185.42 | 7,185.42 | 7,180.18 | 7,184.21 | 11.933607 | 85,716.901275 | 162 | 2.359858 | 16,953.443657 |
2020-01-01T01:04:00 | 7,182.62 | 7,185.12 | 7,181.7 | 7,183.29 | 4.756504 | 34,164.546905 | 81 | 2.309653 | 16,590.517255 |
2020-01-01T01:05:00 | 7,183.55 | 7,185.7 | 7,182.82 | 7,184.99 | 8.112425 | 58,283.84729 | 111 | 7.296243 | 52,420.252673 |
2020-01-01T01:06:00 | 7,184.65 | 7,189.23 | 7,183.73 | 7,189.23 | 4.170778 | 29,969.739622 | 92 | 3.436039 | 24,690.519164 |
2020-01-01T01:07:00 | 7,189.12 | 7,191.99 | 7,189.12 | 7,190.9 | 6.889389 | 49,539.491526 | 86 | 3.810127 | 27,395.809053 |
2020-01-01T01:08:00 | 7,190.89 | 7,192.88 | 7,189.53 | 7,192.31 | 15.554154 | 111,846.852007 | 142 | 13.37209 | 96,156.281415 |
2020-01-01T01:09:00 | 7,192.31 | 7,194.04 | 7,189.36 | 7,189.62 | 10.076581 | 72,470.021301 | 133 | 3.278719 | 23,584.36975 |
2020-01-01T01:10:00 | 7,189.63 | 7,190.68 | 7,188.81 | 7,189.46 | 3.203671 | 23,032.9356 | 81 | 0.603786 | 4,340.998004 |
2020-01-01T01:11:00 | 7,189.28 | 7,193.43 | 7,188.62 | 7,192.7 | 4.830064 | 34,734.891785 | 96 | 1.914913 | 13,772.806587 |
2020-01-01T01:12:00 | 7,192.7 | 7,193.43 | 7,192.7 | 7,193.43 | 6.710885 | 48,272.641006 | 95 | 5.317143 | 38,247.060664 |
2020-01-01T01:13:00 | 7,193.23 | 7,194.04 | 7,192.19 | 7,192.96 | 9.157349 | 65,872.642501 | 110 | 2.822872 | 20,306.340173 |
2020-01-01T01:14:00 | 7,193.33 | 7,193.33 | 7,190.71 | 7,190.86 | 4.65215 | 33,454.472288 | 46 | 0.791461 | 5,692.544833 |
2020-01-01T01:15:00 | 7,190.46 | 7,191.21 | 7,189.23 | 7,191.2 | 7.022299 | 50,489.906749 | 82 | 1.879148 | 13,511.896676 |
2020-01-01T01:16:00 | 7,191.63 | 7,194.01 | 7,190.72 | 7,193.83 | 4.611172 | 33,165.607395 | 92 | 2.442126 | 17,566.31755 |
2020-01-01T01:17:00 | 7,191.53 | 7,192.59 | 7,191.34 | 7,191.47 | 4.787679 | 34,430.771842 | 114 | 1.200668 | 8,635.053221 |
2020-01-01T01:18:00 | 7,191.64 | 7,191.89 | 7,191.36 | 7,191.75 | 3.71754 | 26,735.610695 | 73 | 1.90047 | 13,667.902272 |
2020-01-01T01:19:00 | 7,191.46 | 7,194.27 | 7,191.46 | 7,194.06 | 4.077388 | 29,325.781676 | 88 | 1.787833 | 12,859.01734 |
2020-01-01T01:20:00 | 7,193.02 | 7,195 | 7,193.01 | 7,193.89 | 4.864039 | 34,990.545782 | 88 | 3.789269 | 27,258.215069 |
2020-01-01T01:21:00 | 7,194.93 | 7,194.93 | 7,193.19 | 7,193.99 | 6.80698 | 48,969.592726 | 107 | 2.193776 | 15,782.401873 |
2020-01-01T01:22:00 | 7,194.52 | 7,198 | 7,192.34 | 7,193.53 | 13.053045 | 93,930.837023 | 181 | 7.694269 | 55,369.966402 |
2020-01-01T01:23:00 | 7,193.25 | 7,194.81 | 7,192.27 | 7,194.81 | 3.531562 | 25,401.549571 | 58 | 0.808253 | 5,813.77815 |
2020-01-01T01:24:00 | 7,194.4 | 7,194.74 | 7,190.79 | 7,192.39 | 5.851949 | 42,089.835822 | 112 | 1.013196 | 7,287.233993 |
2020-01-01T01:25:00 | 7,193.01 | 7,205 | 7,191.98 | 7,205 | 101.522244 | 730,971.616175 | 420 | 85.011012 | 612,061.471623 |
2020-01-01T01:26:00 | 7,204.82 | 7,206.51 | 7,201.82 | 7,202.33 | 9.687896 | 69,790.893933 | 129 | 5.610397 | 40,419.79797 |
2020-01-01T01:27:00 | 7,202.86 | 7,217 | 7,202.57 | 7,216.97 | 50.479178 | 364,101.608024 | 525 | 37.238687 | 268,605.793927 |
2020-01-01T01:28:00 | 7,215.84 | 7,216.23 | 7,207.2 | 7,212.24 | 18.382665 | 132,571.691234 | 252 | 7.824307 | 56,435.624482 |
2020-01-01T01:29:00 | 7,212.23 | 7,215.99 | 7,210.41 | 7,212.1 | 13.147416 | 94,832.549292 | 151 | 5.757987 | 41,530.793185 |
2020-01-01T01:30:00 | 7,212.1 | 7,222.1 | 7,211.32 | 7,222.1 | 119.046258 | 859,474.835748 | 474 | 115.076338 | 830,834.339014 |
2020-01-01T01:31:00 | 7,222.1 | 7,230 | 7,218.93 | 7,221.62 | 80.338607 | 580,414.76826 | 691 | 44.697204 | 322,928.779799 |
2020-01-01T01:32:00 | 7,221.93 | 7,227.94 | 7,213.24 | 7,218.65 | 34.402065 | 248,406.134483 | 339 | 16.359951 | 118,131.771062 |
2020-01-01T01:33:00 | 7,219.45 | 7,221.39 | 7,211.4 | 7,216.01 | 20.579217 | 148,480.005273 | 161 | 13.871164 | 100,066.914055 |
2020-01-01T01:34:00 | 7,215.56 | 7,219.66 | 7,215.38 | 7,218.83 | 19.101923 | 137,861.302461 | 172 | 14.414846 | 104,035.67138 |
2020-01-01T01:35:00 | 7,219.11 | 7,219.37 | 7,211.61 | 7,211.61 | 9.956354 | 71,854.151103 | 109 | 3.248184 | 23,445.511155 |
2020-01-01T01:36:00 | 7,213.45 | 7,217.66 | 7,210.53 | 7,213.38 | 5.803542 | 41,868.100585 | 103 | 3.298797 | 23,797.30931 |
2020-01-01T01:37:00 | 7,213.9 | 7,215.17 | 7,212.1 | 7,212.39 | 7.684605 | 55,430.488812 | 101 | 2.383354 | 17,194.148752 |
2020-01-01T01:38:00 | 7,212.84 | 7,221.95 | 7,212.37 | 7,220.97 | 21.668126 | 156,384.798365 | 223 | 10.486847 | 75,695.360932 |
2020-01-01T01:39:00 | 7,221 | 7,221.41 | 7,215.49 | 7,216 | 15.865139 | 114,535.734164 | 160 | 6.495736 | 46,896.311479 |
Solana SOL/USDT: Binance Vision 1m + 1s, deduplicated and gap-audited
A single, replay-ready extract of Binance's public SPOT and USDT-M perpetual
history for SOL, plus BTC/ETH spot context and a derived 1-second order-flow
imbalance table. Everything is downloaded from data.binance.vision (no key, no
account), normalized to one schema, deduplicated on timestamp, and documented
with the same coverage/gap audit used in the accompanying research.
Non-commercial only. See License and attribution.
Contents
| config | table | rows | granularity | history |
|---|---|---|---|---|
spot_1m |
Binance spot SOLUSDT klines |
3,264,064 | 1m OHLCV | 2020-08-11 β 2026-10-26 |
spot_1s |
Binance spot SOLUSDT klines |
195,835,725 | 1s OHLCV | 2020-08-11 β 2026-10-26 |
um_1m |
Binance UM perp SOLUSDT klines |
3,216,471 | 1m OHLCV | 2020-09-14 β 2026-10-26 |
um_mark_1m |
UM markPriceKlines |
3,217,584 | 1m | 2020-09-13 β 2026-10-26 |
um_index_1m |
UM indexPriceKlines |
3,235,590 | 1m | 2020-09-01 β 2026-10-26 |
funding |
UM fundingRate |
6,778 | 8h | 2020-09-13 β 2026-10-26 |
btc_1m |
Binance spot BTCUSDT klines |
3,585,229 | 1m OHLCV | 2020-01-01 β 2026-10-26 |
eth_1m |
Binance spot ETHUSDT klines |
3,585,231 | 1m OHLCV | 2020-01-01 β 2026-10-26 |
ofi_1m |
order-flow imbalance, derived from spot_1s |
3,264,068 | 1m | 2020-08-11 β 2026-10-26 |
Row counts and exact timestamp bounds are in metadata/coverage.json. File
hashes are in MANIFEST.sha256; per-file rows/bytes/schema in MANIFEST.json.
Schema
Kline tables (spot, perp, mark, index, BTC, ETH):
| column | type | notes |
|---|---|---|
ts |
TIMESTAMP (naive) | bar open time, UTC |
open, high, low, close |
DOUBLE | quote currency (USDT) |
volume |
DOUBLE | base units (SOL, BTC, ETH) |
quote_volume |
DOUBLE | quote units (USDT) |
trades |
BIGINT | trade count in the bar |
taker_buy_volume, taker_buy_quote_volume |
DOUBLE | aggressive-buy share |
funding: ts TIMESTAMP, interval_hours INTEGER, rate DOUBLE
(rate is the fraction charged per interval; 0.0001 = 1 bp).
ofi_1m: ts TIMESTAMP, ofi_active_secs BIGINT, ofi_last10 DOUBLE, ofi_min DOUBLE, ofi_range_bps DOUBLE, ofi_vwap DOUBLE, ofi_open DOUBLE, ofi_close DOUBLE β computed causally from spot_1s within each minute.
Processing
- Source archives are downloaded per month/day, checksum-verified, parsed, and
merged with a delete-then-insert range replacement, so re-running the
ingestion is idempotent and resumable.
metadata/ingest_log.parquetrecords every archive read (dataset, source key, SHA-256, rows, timestamp range). - Duplicates are removed on
ts; the audit found zero duplicates in every table. - Bulk files are inconsistently headered and mix millisecond and microsecond
timestamps; the parser detects both per file. The published files are
uniformly microsecond-resolution
TIMESTAMP. ofi_1mis derived fromspot_1sonly; no external data enters it.
Known quirks
- Timestamps are naive UTC. Do not call
.timestamp()on them in a non-UTC process; compare after attaching UTC. spot_1sis 39.6% zero-volume seconds. That is normal, not missing data.- Exchange outages remain: spot has no klines between 2021-04-25 04:01 and 08:44 UTC (confirmed against the REST API). The monthly archive is also occasionally truncated; holes were re-probed via REST and only genuinely unpublished ranges remain.
- Perp/mark/index tables start at their contract listing dates, not at the spot start.
fundingis an 8h series; joining it to bars requires a forward/as-of join.
Loading
from datasets import load_dataset
spot_1m = load_dataset("AJ-Gonzalez/solres-solana-binance", "spot_1m", split="train")
import duckdb
con = duckdb.connect()
con.sql("""
SELECT ts, close
FROM read_parquet('data/raw/spot_1m.parquet')
ORDER BY ts LIMIT 5
""")
For spot_1s, read the yearly shards together:
read_parquet('data/raw/spot_1s/*.parquet').
License and attribution
This dataset is distributed under Creative Commons
Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0).
It contains data from Binance Vision (data.binance.vision), used under the
Binance Vision Dataset Terms v1.0 (2026-08-26), which license the datasets under
CC BY-NC-SA 4.0. See NOTICE and LICENSE.
You must:
- attribute Binance Vision and this dataset;
- use it for non-commercial purposes only;
- license any redistributed derivative under the same CC BY-NC-SA 4.0 terms.
It may not be used for live proprietary trading execution, automated commercial order generation, or paid signal distribution. Binance does not sponsor, endorse, or approve this dataset.
Excluded data
This release intentionally contains only Binance Vision data. Series from Coinbase, GeckoTerminal, DefiLlama and Bybit were used in the accompanying research but are not redistributed here because their terms do not permit it.
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