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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
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float64
3.78k
126k
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float64
3.81k
126k
volume
float64
0
5.88k
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float64
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260M
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int64
0
213k
taker_buy_volume
float64
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3.54k
taker_buy_quote_volume
float64
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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
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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.parquet records 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_1m is derived from spot_1s only; 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_1s is 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.
  • funding is 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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