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Datasets:
Abraxasccs
/
kraken-market-data

Tasks:
Time Series Forecasting
Languages:
English
Size:
10K<n<100K
Tags:
finance
cryptocurrency
trading
market-data
parquet
kraken
License:
Dataset card Data Studio Files
xet
 Community
2
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ts
int64
pair
string
bids_json
string
asks_json
string
1,765,979,402,840
BTC/USD
[[87490.3,3.97315864],[87490.2,0.012],[87488.6,1.71450869],[87488.1,0.000051],[87485.6,1.313845],[87485.3,1.71457197],[87484.6,0.000051],[87484.1,0.019],[87484.0,0.05602742],[87478.7,0.05],[87477.1,0.1713638],[87477.0,1.71473456],[87475.8,1.576614],[87475.2,0.1181],[87472.6,1.59976238],[87470.2,5.71622868],[87468.4,0.2...
[[87490.4,0.00011431],[87504.3,0.001],[87517.2,1.313857],[87523.1,0.00744],[87523.2,0.02765891],[87523.4,1.576614],[87524.2,0.003],[87529.8,0.13577],[87529.9,0.00485737],[87530.0,0.25971127],[87530.7,0.1181],[87532.8,0.10109402],[87537.4,0.00907047],[87537.5,0.05718604],[87538.1,5.71180281],[87542.4,0.09253151],[87543....
1,765,979,402,840
BTC/EUR
[[74595.2,0.11426367],[74593.7,0.11426367],[74588.6,0.056236],[74588.4,0.14858709],[74583.0,0.08087],[74582.8,0.0237],[74575.5,0.02],[74575.4,0.0437],[74574.6,0.38868437],[74572.2,0.668347],[74571.3,0.07605452],[74569.3,0.21722153],[74568.2,0.79985797],[74568.1,0.2682112],[74568.0,0.06859753],[74559.2,0.79990064],[7455...
[[74595.3,0.00011431],[74601.2,0.1714175],[74608.7,0.028366],[74614.9,0.57128636],[74615.0,0.02632],[74615.1,0.0237],[74615.9,0.668353],[74616.2,0.02488145],[74622.1,0.1906858],[74622.2,0.5712305],[74622.5,0.08953],[74622.6,0.0237],[74624.7,0.26800777],[74633.4,0.57114505],[74633.9,0.11419683],[74634.0,0.0437],[74634.1...
1,765,979,402,840
ETH/USD
[[2939.75,2.16176456],[2939.69,0.00102],[2939.38,0.00374241],[2939.37,6.95374691],[2939.34,0.6159],[2939.26,0.03],[2939.08,0.548],[2938.98,37.399],[2938.96,0.6159],[2938.9,44.879],[2938.81,30.60914125],[2938.71,85.07130148],[2938.64,8.09828129],[2938.53,0.6159],[2938.48,5.0],[2938.39,2.30321447],[2938.32,85.08253354],[...
[[2939.76,0.00155479],[2939.77,37.399],[2939.9,12.726],[2940.47,0.006],[2940.55,1.87402415],[2940.56,44.879],[2940.57,5.0],[2940.59,0.6159],[2940.64,2.30321447],[2940.68,8.09828129],[2940.89,0.6159],[2941.15,0.06039359],[2941.26,1.70085179],[2941.28,0.066],[2941.31,0.17849189],[2941.37,0.6159],[2941.64,0.76983993],[294...
1,765,979,402,840
ETH/EUR
[[2505.99,0.00318393],[2505.98,0.35],[2505.62,4.42319835],[2505.6,6.46474222],[2505.56,6.464842],[2505.35,6.46538406],[2505.15,11.57056199],[2505.14,1.25237249],[2505.12,0.677],[2505.1,0.1107],[2505.05,1.002],[2504.98,2.08224906],[2504.94,2.53451362],[2504.89,2.99414345],[2504.73,19.13046909],[2504.7,6.796],[2504.67,0....
[[2506.0,19.673],[2506.15,5.10263182],[2506.21,8.50420277],[2506.35,8.50371944],[2506.73,5.36085],[2506.74,0.40139011],[2506.86,2.53451362],[2506.9,2.08224906],[2507.39,0.1107],[2507.45,0.00251334],[2507.46,22.439],[2507.47,2.9910627],[2507.61,19.12991714],[2507.62,4.2254784],[2507.66,0.1107],[2507.91,5.73652],[2507.92...
1,765,979,402,840
SOL/USD
[[128.84,16.14624979],[128.81,937.14622484],[128.8,664.94428267],[128.79,38.8620957],[128.78,419.04318885],[128.77,445.80745358],[128.76,557.11991066],[128.75,562.89470675],[128.74,396.62322114],[128.72,2010.84093358],[128.71,3.82767203],[128.7,164.7607203],[128.69,18.3937],[128.68,0.25],[128.67,436.00988818],[128.66,7...
[[128.85,846.06622875],[128.86,519.19435506],[128.87,424.87033687],[128.88,19.44954845],[128.89,940.47893087],[128.9,303.21252024],[128.91,430.94805765],[128.92,391.68120541],[128.93,515.542866],[128.94,441.5629429],[128.95,411.5629295],[128.96,1425.55388117],[128.97,97.13201355],[128.98,47.3887],[128.99,116.69729074],...
1,765,979,402,840
SOL/EUR
[[109.86,0.03640998],[109.85,0.03641329],[109.84,0.03641661],[109.83,0.03641992],[109.82,0.03642324],[109.81,219.93615285],[109.8,104.47844005],[109.79,128.10816158],[109.78,8.29712155],[109.77,89.34537434],[109.76,134.40429746],[109.75,526.94437091],[109.74,1.77064931],[109.73,516.27955643],[109.72,226.97493573],[109....
[[109.87,212.65381684],[109.88,261.3728136],[109.89,440.28824597],[109.9,299.21593438],[109.91,8.7447387],[109.92,189.87899188],[109.93,261.64868194],[109.94,273.558209],[109.95,155.08708284],[109.96,98.87787231],[109.98,195.52322617],[109.99,105.64936714],[110.0,100.38860708],[110.01,96.88289825],[110.02,1.7085],[110....
1,765,979,402,840
DOT/USD
[[1.8835,187.39999571],[1.8831,1327.56696356],[1.883,2012.65],[1.8827,5.0],[1.8823,80.1562],[1.8822,886.79334931],[1.8821,2072.61143617],[1.8819,80.1562],[1.8818,337.754522],[1.8817,8472.22357018],[1.8816,298.82051945],[1.8815,80.1562],[1.8814,4249.70394706],[1.8813,80.1562],[1.8812,1328.0],[1.8811,80.1562],[1.8809,207...
[[1.8838,80.1562],[1.8839,68.326688],[1.884,144.0801217],[1.8843,80.1562],[1.8844,1326.73980691],[1.8845,80.1562],[1.8849,5280.1362],[1.885,1989.38992042],[1.8853,80.1562],[1.8854,4358.21],[1.8856,451.1913997],[1.8859,7960.90627817],[1.886,2651.25208886],[1.8861,2653.0],[1.8862,80.1562],[1.8863,2509.35042949],[1.8865,3...
1,765,979,402,840
DOT/EUR
[[1.6053,1346.96046628],[1.6051,445.9507],[1.605,435.85564611],[1.6049,19.3007],[1.6048,1721.24530975],[1.6047,19.3007],[1.6046,1936.76400947],[1.6045,1328.3360308],[1.6044,19.3007],[1.6043,156.19218334],[1.6042,2326.66460437],[1.6041,1617.15439337],[1.604,19.3007],[1.6039,343.589583],[1.6038,758.02503591],[1.6036,1348...
[[1.6064,1326.77019249],[1.6068,291.19249],[1.6069,19.3007],[1.6071,446.1607],[1.6072,213.33380585],[1.6073,2124.75476421],[1.6074,19.3007],[1.6076,814.77537313],[1.6079,2681.3007],[1.608,4848.87720759],[1.6081,1344.77966591],[1.6082,2203.48200614],[1.6083,809.94819716],[1.6086,19.3007],[1.6087,3444.91177237],[1.6092,1...
1,765,979,432,842
BTC/USD
[[87402.3,0.0032],[87400.3,0.000051],[87398.7,0.05],[87396.8,0.000051],[87381.6,0.003],[87381.4,0.01647263],[87377.3,0.016488],[87373.9,1.314801],[87373.5,0.1181],[87364.8,1.60170727],[87364.7,0.45914639],[87364.4,0.55535416],[87364.0,0.34097964],[87363.8,0.07761955],[87362.8,0.1],[87360.8,0.003],[87360.6,1.577676],[87...
[[87402.4,3.32077588],[87402.5,1.71619804],[87402.6,1.577676],[87404.3,1.71616424],[87409.1,1.71606846],[87417.8,2.57417917],[87417.9,0.1181],[87418.3,0.1],[87421.4,0.02769133],[87422.5,0.28725979],[87422.9,0.08661955],[87423.0,0.42629324],[87425.4,0.22],[87427.9,0.01060302],[87429.3,0.11442523],[87431.1,0.11442523],[8...
1,765,979,432,842
BTC/EUR
[[74495.7,0.02],[74495.5,0.02],[74491.6,0.02],[74491.1,0.0437],[74490.2,0.02],[74490.0,0.01266663],[74487.3,0.08515774],[74482.0,0.38916768],[74479.2,0.01978939],[74479.1,0.07605452],[74477.5,0.005027],[74477.4,0.02492782],[74476.2,0.0237],[74475.8,0.2685436],[74473.1,0.80089277],[74471.9,0.38922051],[74471.7,0.2175061...
[[74510.4,0.17162628],[74512.9,0.5720686],[74513.1,1.14437806],[74514.6,0.11442523],[74515.8,0.01234],[74523.3,0.0237],[74524.0,0.07605452],[74525.3,0.02333],[74528.6,0.57194799],[74530.8,0.0237],[74531.4,0.26834327],[74532.6,0.02682117],[74532.7,0.02317458],[74536.4,0.19015691],[74536.5,0.89173],[74538.0,0.80099866],[...
1,765,979,432,842
ETH/USD
[[2935.61,0.00374721],[2935.6,0.96],[2935.59,0.6],[2935.58,0.6],[2935.57,1.2159],[2935.56,0.6],[2935.55,3.05390651],[2935.52,0.34057973],[2935.48,0.00102],[2935.42,3.328],[2935.38,37.429],[2935.34,17.03376238],[2935.31,0.68129507],[2935.27,1.70323768],[2935.26,17.03422346],[2935.25,0.61692],[2935.12,0.03],[2935.08,44.9...
[[2935.97,0.00155449],[2935.98,0.302],[2936.04,0.005],[2936.16,37.429],[2936.33,17.02805958],[2936.42,17.02759243],[2936.47,85.136235],[2936.6,44.915],[2936.77,1.70085179],[2936.78,0.6159],[2936.79,8.09585766],[2936.83,30.65058409],[2936.84,85.12550905],[2936.87,5.6180625],[2937.07,85.11904353],[2937.25,3.08695423],[29...
1,765,979,432,843
ETH/EUR
[[2502.79,0.35319691],[2502.63,6.47239005],[2502.54,0.34057973],[2502.53,0.1107],[2502.48,0.34057973],[2502.41,6.47298345],[2502.33,6.47317078],[2502.23,11.58403938],[2502.07,0.1107],[2501.87,11.58568989],[2501.84,2.53451362],[2501.81,0.1107],[2501.69,19.15724953],[2501.64,0.58851889],[2501.63,0.66545615],[2501.55,0.11...
[[2502.8,21.53],[2502.98,0.2],[2502.99,0.2],[2503.1,5.1088461],[2503.16,0.00251134],[2503.17,8.514517],[2503.28,0.2],[2503.35,2.08224906],[2503.36,17.02770386],[2503.53,0.1107],[2503.58,17.02620756],[2503.59,22.454],[2503.9,0.79762236],[2503.91,19.15944669],[2503.92,0.1107],[2504.02,2.99518374],[2504.07,0.66480772],[25...
1,765,979,432,843
SOL/USD
[[128.71,25.12195722],[128.7,388.48407692],[128.69,13.4687],[128.68,656.27152303],[128.67,558.3160229],[128.66,451.2457287],[128.65,392.11008476],[128.64,12.18054745],[128.63,272.47849546],[128.62,2015.47458267],[128.61,524.12451074],[128.59,280.20660902],[128.58,57.184907],[128.57,436.33074212],[128.56,435.81368991],[...
[[128.73,0.08538184],[128.74,23.56331217],[128.75,892.86184143],[128.76,388.33165351],[128.77,302.53908464],[128.78,546.64281626],[128.8,937.84235],[128.81,28.68674872],[128.82,622.35647058],[128.83,1176.92478579],[128.84,446.219],[128.85,401.5831038],[128.86,602.43906923],[128.88,395.52363847],[128.89,68.003645],[128....
1,765,979,432,843
SOL/EUR
[[109.79,0.03643319],[109.78,0.03643651],[109.77,0.03643983],[109.76,0.03644315],[109.75,0.03644647],[109.74,0.06214931],[109.73,89.47429255],[109.72,123.98927633],[109.71,108.84148682],[109.7,163.51293206],[109.69,190.23081712],[109.68,248.79956458],[109.67,149.4689362],[109.66,330.54943656],[109.65,172.83832852],[109...
[[109.8,514.48548867],[109.81,247.90714271],[109.82,127.56182471],[109.83,351.0270017],[109.84,212.2992154],[109.85,386.74647086],[109.86,8.7447387],[109.87,291.15184392],[109.88,99.42953908],[109.89,105.72006116],[109.9,194.258],[109.91,314.8785321],[109.92,100.06191675],[109.93,5.19957602],[109.94,99.979504],[109.96,...
1,765,979,432,843
DOT/USD
[[1.8808,4.78519778],[1.8804,23.2870459],[1.8801,80.1562],[1.8799,80.1562],[1.8798,5883.11],[1.8797,5467.91425221],[1.8795,357.67794679],[1.8794,314.8899287],[1.8793,80.1562],[1.8792,1591.80010378],[1.8791,103.45946412],[1.879,1203.38825631],[1.8789,2076.00483483],[1.8787,80.1562],[1.8786,578.28679357],[1.8785,2741.833...
[[1.8815,80.1562],[1.8816,59.0719],[1.8817,1328.58585321],[1.8818,80.1562],[1.8819,259.80216295],[1.882,1992.5611052],[1.8821,80.1562],[1.8822,665.58498171],[1.8824,4681.0],[1.8826,80.1562],[1.8827,371.0351997],[1.8828,5199.98],[1.8829,7972.67634741],[1.883,2655.37222586],[1.8833,2512.51724127],[1.8834,6474.34],[1.8836...
1,765,979,432,843
DOT/EUR
[[1.6029,19.3007],[1.6028,427.41],[1.6027,1329.80927713],[1.6025,19.3007],[1.6024,435.85564611],[1.6023,798.70197806],[1.6022,44.3007],[1.6021,2514.34343547],[1.602,1956.06470947],[1.6018,973.84450864],[1.6017,1330.64579168],[1.6016,19.3007],[1.6015,330.210745],[1.6014,2326.66460437],[1.6012,19.3007],[1.601,19.3007],[1...
[[1.6045,64.5032599],[1.6046,1328.25852999],[1.6047,19.3007],[1.6048,798.70197806],[1.6049,3130.54510893],[1.605,337.447523],[1.6052,19.3007],[1.6054,1346.92341072],[1.6055,3985.1534511],[1.6056,3559.4745098],[1.6058,953.61353608],[1.606,19.3007],[1.6062,7525.69061238],[1.6063,2124.1150678],[1.6067,19.3007],[1.6068,246...
1,765,981,155,802
BTC/USD
[[87799.9,8.09769293],[87797.3,1.75973421],[87797.1,0.000051],[87793.9,1.70854587],[87793.6,0.000051],[87791.1,0.1181],[87790.6,1.70861045],[87790.3,1.59400884],[87790.2,0.29247536],[87790.1,0.000051],[87787.5,0.28570246],[87787.3,1.571515],[87786.9,0.019],[87786.6,0.000051],[87785.5,0.3612784],[87783.1,0.000051],[8778...
[[87800.0,1.1841256],[87800.5,0.000051],[87804.0,0.000051],[87804.7,0.01893303],[87806.3,0.003],[87807.5,0.000051],[87809.4,0.00034251],[87810.3,0.025045],[87811.1,0.000051],[87811.5,1.0],[87814.6,0.000051],[87815.2,0.0187515],[87818.5,0.00570836],[87818.6,0.00037867],[87820.4,0.05693809],[87821.0,0.05124059],[87821.5,...
1,765,981,155,802
BTC/EUR
[[74838.4,0.17083474],[74838.3,0.026402],[74838.1,0.02],[74838.0,0.02],[74837.8,0.07612],[74834.0,0.11402593],[74833.9,0.158416],[74830.7,0.10171],[74826.1,0.02669161],[74826.0,0.85431487],[74825.9,0.0237],[74825.8,0.81704501],[74825.6,0.02],[74825.5,0.02],[74825.4,0.02],[74825.3,0.97096024],[74825.2,1.02497037],[74824...
[[74840.0,0.02600338],[74853.6,0.006032],[74854.5,0.666185],[74855.0,0.0237],[74857.6,0.17079094],[74857.7,0.11387011],[74859.2,0.11387011],[74860.0,0.0200374],[74860.6,0.02003724],[74866.4,0.0017],[74866.5,0.18340087],[74866.6,0.66215766],[74866.7,0.0237],[74868.8,0.56921864],[74870.7,0.79703498],[74870.8,0.28460138],...
1,765,981,155,802
ETH/USD
[[2945.7,9.68408648],[2945.69,1.69739486],[2945.66,0.00102],[2945.65,5.60645857],[2945.61,8.48719502],[2945.55,82.144],[2945.54,0.00102],[2945.51,5.0],[2945.45,16.97532629],[2945.42,0.00102],[2945.41,16.97553996],[2945.4,0.6159],[2945.35,16.97588161],[2945.3,0.00102],[2945.23,0.26],[2945.22,30.54601884],[2945.21,84.883...
[[2945.71,0.04346906],[2945.76,0.00102],[2946.33,0.00127507],[2946.34,1.69702239],[2946.39,1.87402415],[2946.4,2.71517784],[2946.52,16.96921316],[2946.56,0.028],[2946.57,37.338],[2946.59,44.805],[2946.61,1.87402415],[2946.64,16.96849546],[2946.69,5.77480592],[2946.74,84.83969245],[2946.77,0.03],[2946.89,2.30321447],[29...
1,765,981,155,802
ETH/EUR
[[2510.88,0.0032003],[2510.87,0.38],[2510.85,5.09189449],[2510.76,8.48679396],[2510.72,8.48692968],[2510.62,0.1107],[2510.56,8.48745573],[2510.4,3.39496178],[2510.39,3.169],[2510.38,16.97617868],[2510.37,16.97622445],[2510.13,0.39483537],[2510.1,0.1107],[2510.08,2.08224906],[2510.07,4.73],[2510.05,8.48967635],[2509.9,1...
[[2510.89,3.17134502],[2511.16,0.00255675],[2511.17,16.802],[2511.24,0.26903366],[2511.34,0.2],[2511.35,0.2],[2511.37,8.48477128],[2511.54,0.79632416],[2511.58,22.404],[2511.66,0.1107],[2511.69,16.96829703],[2511.76,2.08224906],[2511.8,0.028],[2511.82,16.96647395],[2511.84,2.98585897],[2511.9,2.57106258],[2511.99,0.797...
1,765,981,155,802
SOL/USD
[[129.68,438.65450889],[129.67,1226.11395242],[129.66,282.23573011],[129.65,651.65973086],[129.64,79.12393583],[129.63,1206.81660082],[129.62,417.95031149],[129.61,22.54425148],[129.6,626.75847233],[129.59,1194.99673965],[129.58,843.25078152],[129.57,268.37028721],[129.56,59.11938],[129.55,36.5422685],[129.54,390.29873...
[[129.69,0.06582694],[129.7,114.913],[129.71,10.40273348],[129.72,269.97870891],[129.73,848.5210968],[129.74,400.47542703],[129.75,520.94517531],[129.76,474.0073334],[129.77,91.438794],[129.78,947.59449637],[129.79,73.19418863],[129.8,35.90959332],[129.81,1549.76418951],[129.82,616.45887058],[129.83,23.69660284],[129.8...
1,765,981,155,802
SOL/EUR
[[110.51,316.3863174],[110.5,302.58009514],[110.49,244.09876645],[110.48,317.01933159],[110.47,157.80296975],[110.46,1.7085],[110.45,115.7755496],[110.44,221.59069361],[110.43,163.31747628],[110.42,98.44106176],[110.41,13.20915898],[110.4,101.37968453],[110.39,194.77433553],[110.38,34.33870755],[110.37,393.40651511],[1...
[[110.52,0.33795789],[110.53,0.09828907],[110.54,0.06204883],[110.55,0.31523631],[110.56,1.85533798],[110.57,217.90602861],[110.58,110.99291753],[110.59,109.97119898],[110.6,205.16748505],[110.61,246.6013623],[110.62,184.12910742],[110.63,154.4501765],[110.64,168.40081458],[110.65,385.39327777],[110.66,296.06950927],[1...
1,765,981,155,802
DOT/USD
[[1.8956,80.1562],[1.8955,12.59126362],[1.8954,1322.08230352],[1.8953,5427.82],[1.8952,80.1562],[1.8951,1549.75730852],[1.8949,70.0],[1.8947,80.1562],[1.8946,665.58498171],[1.8945,2059.57029342],[1.8944,16.05082],[1.8943,1467.04431684],[1.8942,275.39023594],[1.8941,2639.6936868],[1.894,3879.6062],[1.8939,345.703763],[1...
[[1.8962,95.98103727],[1.8964,1318.30984829],[1.8966,80.1562],[1.8968,395.605661],[1.8969,396.01869208],[1.897,1881.64733545],[1.8972,3595.6462],[1.8974,80.1562],[1.8975,52.90246606],[1.8977,2056.23250289],[1.8978,2789.70137453],[1.8979,11172.10497601],[1.898,2231.9405358],[1.8981,3933.8105526],[1.8983,601.48775657],[1...
1,765,981,155,802
DOT/EUR
[[1.6162,76.36726098],[1.6156,1338.20443781],[1.6155,416.8],[1.6154,44.3007],[1.6149,19.3007],[1.6148,2767.64642961],[1.6147,19.3007],[1.6146,1936.76400947],[1.6145,19.3007],[1.6144,1319.88813268],[1.6143,19.3007],[1.6142,409.14894],[1.6141,2301.90209382],[1.614,4317.99385733],[1.6139,4544.406752],[1.6138,19.3007],[1.6...
[[1.6167,1318.01395173],[1.6168,758.52857182],[1.617,19.3007],[1.6171,1317.76583624],[1.6172,881.85286863],[1.6174,1226.68734818],[1.6175,435.85564611],[1.6176,321.172019],[1.6177,1317.35191561],[1.6178,19.3007],[1.6179,2641.0],[1.618,3973.19384439],[1.6182,897.4745098],[1.6183,1635.32236202],[1.6186,19.3007],[1.6187,2...
1,765,982,432,683
BTC/USD
[[87541.1,9.79972836],[87538.8,1.71352571],[87537.2,0.000051],[87536.5,1.71356985],[87533.7,0.000051],[87532.3,0.1181],[87531.5,1.576775],[87530.8,0.07761955],[87530.4,1.7136896],[87530.2,0.000051],[87528.7,0.26880773],[87526.8,0.013],[87526.7,0.000051],[87524.5,0.42151094],[87523.8,0.525618],[87523.5,0.1181],[87522.6,...
[[87541.2,0.00044146],[87544.2,0.000051],[87547.7,0.000051],[87549.5,0.00033466],[87551.2,0.000051],[87554.7,0.000051],[87556.9,0.01059851],[87558.2,0.000051],[87560.5,0.003],[87561.9,0.00043943],[87571.6,0.02283845],[87571.7,0.03551],[87571.8,0.0513864],[87574.3,0.09796],[87574.6,0.02764258],[87576.0,0.05706507],[8757...
1,765,982,432,683
BTC/EUR
[[74598.6,0.103615],[74591.5,0.17132115],[74588.1,0.02101979],[74585.2,0.05497],[74585.1,0.668415],[74584.4,0.0237],[74582.9,0.57113672],[74581.4,0.02011225],[74573.5,0.1145],[74573.2,0.01925483],[74573.0,0.00188126],[74572.9,0.57121355],[74571.3,0.0237],[74568.2,0.28562468],[74566.9,0.08515774],[74566.0,0.891238],[745...
[[74598.7,0.00011424],[74606.9,0.01235398],[74608.7,0.03683],[74608.8,0.00452074],[74608.9,0.08515774],[74609.0,0.02],[74611.8,0.05411],[74613.7,0.0237],[74613.8,0.26804692],[74621.8,0.02010136],[74622.1,0.02486489],[74622.5,0.1906858],[74622.6,0.57083324],[74623.8,0.57082451],[74626.2,0.002135],[74627.0,0.0237],[74629...
1,765,982,432,683
ETH/USD
[[2930.17,0.00375417],[2930.15,11.865],[2930.1,0.00102],[2929.99,5.0],[2929.96,37.552],[2929.78,0.6159],[2929.69,45.062],[2929.67,17.06674655],[2929.51,0.7730345],[2929.49,5.80128703],[2929.45,0.18989087],[2929.26,85.34568265],[2929.22,2.30321447],[2929.2,1.13925543],[2929.19,0.6159],[2929.18,0.11290546],[2929.17,0.25]...
[[2930.18,3.12500316],[2930.48,0.6159],[2930.56,0.00102867],[2930.62,0.00214055],[2930.63,0.645],[2930.68,0.3],[2930.69,0.34126548],[2930.7,0.7065],[2930.75,37.552],[2930.77,85.3018814],[2930.82,0.066],[2930.86,0.6159],[2931.12,85.29177412],[2931.14,1.02349256],[2931.16,9.76328604],[2931.19,0.05626883],[2931.37,0.6159]...
1,765,982,432,683
ETH/EUR
[[2496.25,0.00357961],[2496.24,8.53224251],[2496.23,0.36],[2496.06,17.0656569],[2495.8,0.57008607],[2495.76,2.452],[2495.74,17.17855666],[2495.57,16.898],[2495.49,0.66670209],[2495.48,0.1107],[2495.47,5.36085],[2495.29,3.418],[2495.28,2.53451362],[2495.15,19.19613137],[2495.14,3.91810157],[2494.94,22.535],[2494.9,68.29...
[[2496.6,0.00339819],[2496.61,8.53099089],[2496.62,1.09980487],[2496.77,3.301],[2496.84,8.53021231],[2496.87,0.45204586],[2496.92,0.34123986],[2496.97,16.9],[2497.16,17.05824423],[2497.21,17.05787409],[2497.22,5.11371],[2497.23,0.85305017],[2497.28,2.53451362],[2497.36,0.85305017],[2497.38,8.36399729],[2497.5,0.064],[2...
1,765,982,432,683
SOL/USD
[[128.57,159.895],[128.56,779.40118633],[128.55,397.21826778],[128.54,472.09268803],[128.53,1007.55624535],[128.52,397.30864767],[128.51,34.89492287],[128.5,459.6466911],[128.49,625.90319714],[128.48,1174.67038459],[128.47,0.10372099],[128.46,647.66883543],[128.45,262.0952315],[128.44,397.77809847],[128.43,121.71844094...
[[128.58,0.08555809],[128.6,467.12396663],[128.62,397.95671448],[128.63,199.98694482],[128.64,704.17878583],[128.65,34.44954845],[128.66,983.13124874],[128.67,78.48970055],[128.68,630.18681383],[128.69,82.16855301],[128.7,1279.08955817],[128.71,663.70671103],[128.72,28.99474333],[128.73,63.31260519],[128.74,610.1234163...
1,765,982,432,683
SOL/EUR
[[109.53,97.27115736],[109.52,293.16572172],[109.51,131.20482206],[109.5,6.0],[109.49,262.98055611],[109.48,194.54183361],[109.47,236.57487423],[109.46,97.28372309],[109.45,6.71236609],[109.44,377.71153361],[109.43,351.94988479],[109.42,97.36121686],[109.41,0.03655973],[109.4,254.65342229],[109.39,46.21400591],[109.38,...
[[109.54,0.08564951],[109.55,26.657],[109.56,351.67646236],[109.57,176.66480632],[109.58,3.2185],[109.59,110.86218872],[109.6,30.51929294],[109.61,117.10943186],[109.62,239.52575077],[109.63,254.57061976],[109.64,25.59005888],[109.65,384.5030929],[109.66,416.86870354],[109.67,0.03653635],[109.68,6.96945619],[109.69,97....
1,765,982,432,683
DOT/USD
[[1.8836,1327.24569972],[1.8834,3.154058],[1.883,150.1562],[1.8829,690.7897811],[1.8826,80.1562],[1.8824,297.724547],[1.8823,3951.23067],[1.8822,5757.7162],[1.882,130.21878887],[1.8819,80.1562],[1.8817,314.8899287],[1.8816,400.35033953],[1.8815,6030.37120585],[1.8812,2737.9667156],[1.8808,80.1562],[1.8805,2074.30669189...
[[1.8837,4.36385508],[1.8846,80.1562],[1.8848,5.0],[1.8849,6934.19571166],[1.885,361.49376006],[1.8851,478.40115011],[1.8852,5.0],[1.8853,80.1562],[1.8854,1988.96785827],[1.8855,83.98729125],[1.8857,80.1562],[1.8858,5.30993039],[1.8859,12078.39931558],[1.8861,2651.09807473],[1.8862,80.1562],[1.8863,521.33155657],[1.886...
1,765,982,432,683
DOT/EUR
[[1.6046,19.3007],[1.6045,1327.42466174],[1.6044,19.3007],[1.6042,89.3007],[1.6041,1327.75566969],[1.604,19.3007],[1.6039,706.85873933],[1.6037,398.24495011],[1.6036,3226.72644865],[1.6035,1328.25249127],[1.6034,361.508341],[1.6032,3578.00997877],[1.6031,797.21147331],[1.603,19.3007],[1.6029,3984.48316705],[1.6027,3336...
[[1.6058,19.3007],[1.6059,1326.2958761],[1.606,277.16873933],[1.6061,417.54565011],[1.6063,448.9007],[1.6064,1936.76400947],[1.6065,1985.92289723],[1.6066,916.48015559],[1.6067,510.39217193],[1.6068,7.61278914],[1.6069,1382.6709315],[1.607,2653.65290102],[1.6071,949.16965677],[1.6072,4247.49],[1.6073,19.3007],[1.6074,1...
1,765,982,462,718
BTC/USD
[[87593.5,5.37259254],[87593.3,0.418299],[87589.9,0.000051],[87589.8,0.00090211],[87586.1,1.313046],[87584.7,0.1181],[87575.9,0.1181],[87573.1,1.575687],[87569.5,0.01017477],[87567.1,0.1181],[87563.1,0.0382592],[87562.6,0.29097975],[87560.5,0.002996],[87560.4,0.1714],[87558.0,0.587251],[87556.9,0.10224],[87554.7,0.0276...
[[87593.6,0.00011416],[87617.6,0.04865292],[87622.2,1.313046],[87626.9,1.575687],[87633.9,0.00040441],[87635.1,0.02762389],[87635.2,0.1181],[87636.5,0.003],[87638.7,0.11410941],[87641.3,0.05718604],[87645.0,2.5675384],[87645.1,0.16944342],[87647.0,0.01016577],[87653.1,0.00029924],[87653.9,0.1181],[87655.2,0.003],[87655...
1,765,982,462,718
BTC/EUR
[[74637.1,0.1831867],[74634.8,0.00035524],[74634.7,0.003629],[74629.6,0.0237],[74624.8,0.667954],[74619.5,0.0237],[74613.9,0.00090211],[74611.4,0.18],[74610.5,0.01925483],[74610.4,0.01705],[74608.8,0.08515774],[74607.1,0.0237],[74606.6,0.28546075],[74606.5,0.890634],[74606.1,0.26807459],[74605.8,0.82383697],[74605.7,0....
[[74637.2,0.00011416],[74637.3,0.038],[74642.7,0.01276393],[74643.9,0.26793884],[74653.4,0.17116055],[74653.6,0.08515774],[74660.3,0.002091],[74661.3,0.00400245],[74663.7,0.18],[74663.9,0.1906858],[74664.0,0.28522688],[74665.4,0.57044351],[74667.6,0.02484974],[74667.7,0.26785343],[74668.7,0.667954],[74670.9,0.0237],[74...
1,765,982,462,718
ETH/USD
[[2933.0,0.00375055],[2932.99,1.70474114],[2932.86,2.42914155],[2932.85,3.04504155],[2932.84,8.738],[2932.82,5.11321428],[2932.59,8.12497279],[2932.52,0.6204449],[2932.5,37.529],[2932.41,90.25383081],[2932.24,45.035],[2932.19,0.6159],[2932.15,0.00102],[2932.09,85.26316817],[2931.9,0.7724196],[2931.89,0.6159],[2931.78,8...
[[2933.38,0.00209509],[2933.39,2.11777682],[2933.69,0.03],[2933.83,0.6159],[2933.85,0.28],[2933.96,45.035],[2934.19,1.124],[2934.37,0.6159],[2934.49,1.70085179],[2934.51,30.67885711],[2934.52,56.292],[2934.63,85.18983167],[2934.67,0.6159],[2934.69,0.01703],[2934.72,0.03],[2934.88,5.0],[2934.89,0.68221898],[2934.9,1.683...
1,765,982,462,718
ETH/EUR
[[2498.32,0.68434725],[2498.22,5.11498393],[2498.15,8.52519423],[2498.09,8.52541074],[2498.07,0.1107],[2498.0,17.05141311],[2497.95,8.52589008],[2497.81,4.876],[2497.7,0.41411046],[2497.67,0.1107],[2497.62,0.66605537],[2497.61,16.888],[2497.46,19.1750716],[2497.45,2.53451362],[2497.44,3.00307514],[2497.42,0.1107],[2497...
[[2498.33,0.00640428],[2498.98,16.887],[2499.12,0.00335571],[2499.13,5.11287218],[2499.2,0.38952955],[2499.28,8.52095398],[2499.33,3.11150421],[2499.45,0.00640141],[2499.55,22.516],[2499.57,0.41326399],[2499.58,0.1107],[2499.62,0.41326399],[2499.96,0.068],[2500.07,0.1107],[2500.18,0.79762236],[2500.21,1.02480313],[2500...
1,765,982,462,718
SOL/USD
[[128.75,133.51894666],[128.74,339.68347277],[128.73,40.79908464],[128.72,181.52168914],[128.7,466.87110456],[128.69,3.85833596],[128.68,388.53791227],[128.67,0.92155961],[128.66,446.8796432],[128.65,480.02416466],[128.64,169.55480802],[128.63,658.79003414],[128.62,6.36760485],[128.6,21.23080003],[128.58,430.86642667],...
[[128.76,0.08546174],[128.77,0.30580493],[128.78,0.00776518],[128.79,8.27646457],[128.8,0.00776397],[128.81,1.51776337],[128.82,76.98835073],[128.83,23.81889299],[128.84,8.56275804],[128.85,39.23602569],[128.86,268.85689422],[128.87,41.10038272],[128.88,6.90198944],[128.89,551.6201747],[128.9,388.01369818],[128.91,419....
1,765,982,462,718
SOL/EUR
[[109.69,97.12350531],[109.68,97.07765343],[109.67,292.77875427],[109.66,37.69940218],[109.65,194.21693772],[109.64,46.3295],[109.63,408.52975676],[109.62,19.45846466],[109.61,157.1633273],[109.59,264.43787823],[109.58,0.25],[109.57,157.1505],[109.56,139.21302799],[109.55,66.99805059],[109.54,252.80094189],[109.53,194....
[[109.7,0.03652634],[109.72,1.79405304],[109.73,581.29144093],[109.74,1.74501301],[109.75,99.83841159],[109.76,284.62333267],[109.77,224.81349373],[109.78,195.74846068],[109.79,192.70974813],[109.8,1.74499302],[109.81,0.03648969],[109.82,465.64340361],[109.83,442.28394718],[109.84,207.03908765],[109.85,1.77076344],[109...
1,765,982,462,718
DOT/USD
[[1.8858,80.1562],[1.8855,1573.8],[1.8854,80.1562],[1.8852,1326.11924464],[1.8848,80.1562],[1.8846,5280.1362],[1.8845,5810.37775006],[1.8843,976.82832758],[1.8841,2653.71999704],[1.884,4363.96881424],[1.8837,1990.76286032],[1.8834,80.1562],[1.8831,2735.35215533],[1.8829,1991.60868872],[1.8828,80.1562],[1.8826,783.29928...
[[1.8868,80.1562],[1.8869,690.7897811],[1.8872,80.1562],[1.8873,1986.96550627],[1.8874,80.1562],[1.8875,98.708372],[1.8876,1404.58934261],[1.8879,1584.26903913],[1.8881,8036.98562819],[1.8882,3820.61],[1.8883,2066.0694553],[1.8885,305.6462],[1.8886,314.8899287],[1.8887,80.1562],[1.8888,2647.25867287],[1.8889,80.1562],[...
1,765,982,462,718
DOT/EUR
[[1.6064,19.3007],[1.6062,1325.87287366],[1.6061,19.3007],[1.606,429.49],[1.6059,65.53976404],[1.6058,19.3007],[1.6056,1326.35769576],[1.6055,25.0],[1.6054,910.57999716],[1.6053,2335.00895958],[1.6052,19.3007],[1.6051,788.58280202],[1.605,19.3007],[1.6049,1326.93478714],[1.6047,1327.04001746],[1.6045,19.3007],[1.6043,1...
[[1.608,19.3007],[1.6081,794.6819555],[1.6082,19.3007],[1.6083,429.57],[1.6084,277.16873933],[1.6085,120.595779],[1.6086,72.06747583],[1.6087,1956.06470947],[1.6088,2650.50842758],[1.6089,19.3007],[1.6091,2012.16117983],[1.6092,794.15564974],[1.6093,19.3007],[1.6094,1323.36940475],[1.6095,19.3007],[1.6096,929.86895677]...
1,765,982,492,723
BTC/USD
[[87521.9,0.002996],[87519.7,0.000051],[87502.4,0.002996],[87494.2,0.000051],[87491.0,0.000927],[87486.8,1.313568],[87486.7,0.1181],[87485.4,0.000051],[87484.4,0.02767151],[87482.8,0.002996],[87482.0,0.00571546],[87480.8,0.1],[87478.7,0.05],[87477.2,0.00090211],[87476.7,0.118151],[87472.3,1.59982652],[87472.2,1.576282]...
[[87522.0,13.77129571],[87523.6,1.71382492],[87526.7,1.71376277],[87526.8,0.18],[87530.3,0.32094923],[87531.7,1.79128634],[87538.7,5.71176368],[87541.1,1.59982652],[87541.2,0.18],[87541.3,0.2335836],[87544.8,0.01031471],[87545.3,0.28493845],[87548.2,5.71114026],[87550.1,0.1181],[87551.1,0.11089564],[87555.6,0.009],[875...
1,765,982,492,723
BTC/EUR
[[74539.7,0.28936716],[74539.6,0.00261556],[74538.7,0.668206],[74533.5,0.571454],[74531.8,0.0237],[74531.6,0.26834255],[74528.0,0.01925483],[74525.2,0.890721],[74522.3,0.57154304],[74521.3,0.0237],[74516.6,0.79991326],[74516.5,0.28579366],[74516.2,0.28579367],[74513.4,0.1145],[74510.5,0.02490213],[74510.3,0.0237],[7450...
[[74539.8,0.00011424],[74555.1,0.08515774],[74555.2,0.17138671],[74565.4,0.00146714],[74565.5,0.28560483],[74567.9,0.26821192],[74575.3,0.028149],[74575.4,0.1906858],[74576.5,0.08515774],[74577.1,0.79989281],[74577.2,0.57112003],[74581.1,0.1022208],[74581.8,0.00769],[74582.1,0.2855412],[74582.6,0.28553951],[74588.1,0.0...
1,765,982,492,723
ETH/USD
[[2929.87,0.00454749],[2929.75,0.00102],[2929.5,0.03],[2928.88,0.00375583],[2928.87,2.42914155],[2928.86,5.0],[2928.64,45.043],[2928.63,37.536],[2928.47,18.59535489],[2928.43,0.03],[2928.38,0.6159],[2928.37,0.77334966],[2928.36,1.13925543],[2928.34,0.00102],[2928.28,0.41224076],[2928.15,1.5732],[2928.06,8.12497279],[29...
[[2929.88,124.74556112],[2929.98,0.744],[2930.09,0.00102],[2930.21,0.6159],[2930.24,1.2115124],[2930.44,5.0],[2930.51,0.6159],[2930.54,0.42065511],[2930.71,3.79816578],[2930.72,1.02363924],[2930.76,0.23877786],[2930.81,0.6159],[2930.87,1.213],[2930.93,56.304],[2930.96,0.16547479],[2930.99,0.064],[2931.0,85.29536987],[2...
1,765,982,492,723
ETH/EUR
[[2495.18,0.0035515],[2495.17,0.28504678],[2495.15,8.53504889],[2495.13,8.53510129],[2494.98,0.57008607],[2494.97,17.07129479],[2494.93,0.1107],[2494.75,3.00631325],[2494.71,0.66691054],[2494.63,0.1107],[2494.58,16.891],[2494.45,1.272],[2494.38,0.1107],[2494.14,19.20189366],[2494.13,0.1107],[2494.08,0.44881197],[2493.9...
[[2495.62,0.00335473],[2495.63,16.891],[2495.64,2.058],[2495.93,0.1107],[2496.15,19.20221875],[2496.16,3.00461508],[2496.28,22.521],[2496.3,0.1107],[2496.55,5.36085],[2496.63,2.53451362],[2496.69,0.1107],[2496.71,3.418],[2496.74,1.71],[2496.75,0.79762236],[2496.78,0.43775614],[2496.83,1.21317385],[2496.94,0.1107],[2496...
1,765,982,492,724
SOL/USD
[[128.65,958.62973482],[128.64,1171.93087441],[128.63,13.17437458],[128.62,8.34743015],[128.61,388.76558594],[128.6,397.07050488],[128.59,3.90468818],[128.58,904.09389224],[128.57,420.76321677],[128.56,10.125],[128.55,110.64078514],[128.54,106.966691],[128.53,691.60193518],[128.52,461.92910553],[128.51,8.2687],[128.49,...
[[128.66,0.08545886],[128.68,8.2687],[128.69,388.53661068],[128.7,785.29348425],[128.71,17.995],[128.72,396.70872486],[128.74,403.39311251],[128.75,1010.54257139],[128.76,271.40867753],[128.77,409.94271994],[128.78,490.24615625],[128.79,1175.67036265],[128.8,15.97355913],[128.81,208.63174539],[128.82,716.93314244],[128...
1,765,982,492,724
SOL/EUR
[[109.61,97.19478009],[109.6,277.25951872],[109.59,98.86121406],[109.58,197.6423215],[109.57,1.7085],[109.56,97.18894056],[109.55,261.38208209],[109.54,219.67984917],[109.53,6.80948857],[109.52,135.02745984],[109.51,155.366],[109.5,196.46646803],[109.49,0.03653302],[109.48,200.08953606],[109.47,7.85598589],[109.46,199....
[[109.62,35.35370016],[109.63,97.13291674],[109.64,293.06587572],[109.65,97.11017237],[109.66,155.366],[109.67,98.80192938],[109.68,81.01120557],[109.69,277.38320084],[109.7,45.9379747],[109.71,97.06318891],[109.72,197.44098029],[109.73,124.38219221],[109.74,133.52585242],[109.75,168.41097786],[109.76,351.01084971],[10...
1,765,982,492,724
DOT/USD
[[1.8829,80.1562],[1.8828,1327.75648502],[1.8824,80.1562],[1.8823,70.0],[1.8822,5280.1362],[1.8821,710.77883311],[1.882,80.1562],[1.8818,2823.2954877],[1.8817,3818.92],[1.8814,80.1562],[1.8813,2889.97463116],[1.8812,3477.34620143],[1.8808,80.1562],[1.8806,464.98270691],[1.8804,5.0],[1.8801,80.1562],[1.88,3730.02206654]...
[[1.8843,80.1562],[1.8844,3583.44],[1.8847,80.1562],[1.8848,1326.42443656],[1.8849,762.8825791],[1.885,477.91065289],[1.8851,1504.11283913],[1.8852,85.46360916],[1.8853,2115.33155657],[1.8854,5480.164239],[1.8855,1988.86237072],[1.8856,1409.1562],[1.8857,7962.45377609],[1.8858,85.15170591],[1.8859,547.11077879],[1.886,...
1,765,982,492,724
DOT/EUR
[[1.6052,63.55103347],[1.604,1213.1792877],[1.6038,398.68314202],[1.6037,1618.18],[1.6036,89.3007],[1.6032,19.3007],[1.6031,1328.31939934],[1.603,2249.58527085],[1.6029,891.27929716],[1.6028,3284.69153525],[1.6025,2677.00926889],[1.6024,1328.96297094],[1.6023,1345.14887629],[1.6021,19.3007],[1.6019,1832.43585196],[1.60...
[[1.6053,296.46943933],[1.6055,429.32],[1.6056,815.19289282],[1.6057,1326.2368494],[1.6058,19.3007],[1.606,1433.77099788],[1.6061,2342.12763685],[1.6062,6261.16965677],[1.6063,3985.03716589],[1.6064,19.3007],[1.6065,1325.61020744],[1.6066,19.3007],[1.6068,1405.57611414],[1.6069,795.28895867],[1.607,19.3007],[1.6074,19....
1,765,982,552,758
BTC/USD
[[87422.9,5.02682355],[87421.4,0.000051],[87420.1,0.011],[87420.0,1.71585349],[87418.5,1.60099513],[87418.4,1.71588515],[87417.8,0.000051],[87416.5,1.315425],[87414.4,0.0382592],[87414.3,0.000051],[87414.1,0.1181],[87410.8,0.000051],[87410.5,1.71603973],[87407.4,0.0001],[87407.3,0.000051],[87407.2,5.72035099],[87405.3,...
[[87423.0,0.00011441],[87423.2,0.00015221],[87423.6,0.003],[87424.8,0.000051],[87428.3,0.000051],[87431.8,0.000051],[87443.4,0.003],[87444.3,0.001021],[87449.3,0.02768222],[87450.2,1.69286896],[87450.8,1.315425],[87452.0,0.11435828],[87454.3,0.08418],[87458.0,0.009],[87458.1,0.1181],[87458.8,0.07761955],[87460.0,0.0162...
End of preview.

Kraken Market Data

Real-time and historical market data from Kraken exchange, optimized for ML/AI trading research.

🆕 Latest Update (January 2025)

  • Added PAXG (PAX Gold) - Tokenized gold data for Gold vs Bitcoin analysis
  • New pairs: PAXG/BTC, PAXG/USD, PAXG/EUR, PAXG/ETH
  • Historical OHLC data across multiple timeframes

Dataset Structure 

data/
├── crypto/
│   ├── ticker/     # Real-time price snapshots
│   ├── book/       # Order book depth (100 levels)
│   ├── ohlc/       # OHLC candlestick data
│   └── trade/      # Individual trade executions
├── ohlc_1m/        # 1-minute candles
├── ohlc_5m/        # 5-minute candles
├── ohlc_15m/       # 15-minute candles
├── ohlc_1h/        # 1-hour candles
├── ohlc_4h/        # 4-hour candles
└── ohlc_1d/        # Daily candles

Available Pairs

Cryptocurrencies

Pair Description Data Since
BTC/USD Bitcoin / US Dollar Feb 2024
BTC/EUR Bitcoin / Euro Feb 2024
ETH/USD Ethereum / US Dollar Feb 2024
ETH/EUR Ethereum / Euro Feb 2024
SOL/USD Solana / US Dollar Feb 2024
SOL/EUR Solana / Euro Feb 2024
DOT/USD Polkadot / US Dollar Feb 2024
DOT/EUR Polkadot / Euro Feb 2024
POL/USD Polygon / US Dollar Feb 2024
POL/EUR Polygon / Euro Feb 2024

PAX Gold (Tokenized Gold)

Pair Description Data Since
PAXG/BTC Gold / Bitcoin Feb 2024
PAXG/USD Gold / US Dollar Feb 2024
PAXG/EUR Gold / Euro Feb 2024
PAXG/ETH Gold / Ethereum Feb 2024

Note: PAXG represents 1 troy ounce of London Good Delivery gold stored in Brink's vaults.

Data Schema

OHLC Data (Parquet)

Column Type Description
timestamp datetime64 Candle open time (UTC)
open float64 Opening price
high float64 Highest price
low float64 Lowest price
close float64 Closing price
vwap float64 Volume-weighted average price
volume float64 Trading volume
count int64 Number of trades

Ticker Data (Parquet)

Column Type Description
ts int64 Timestamp (ms since epoch)
pair string Trading pair
bid float64 Best bid price
ask float64 Best ask price
last float64 Last trade price
volume_24h float64 24h volume
vwap_24h float64 24h VWAP

Order Book Data (Parquet)

Column Type Description
ts int64 Timestamp (ms since epoch)
pair string Trading pair
bids_json string Bid levels as JSON [[price, volume], ...]
asks_json string Ask levels as JSON [[price, volume], ...]

Usage Examples

Load OHLC Data with Pandas 

import pandas as pd
from datasets import load_dataset

# Load daily PAXG/BTC data
ds = load_dataset("Abraxasccs/kraken-market-data", data_files="data/ohlc_1d/PAXG_BTC*.parquet")
df = ds['train'].to_pandas()

# Calculate returns
df['returns'] = df['close'].pct_change()
print(df.tail())

Load Multiple Timeframes 

import pandas as pd

# Load from HuggingFace
base_url = "hf://datasets/Abraxasccs/kraken-market-data/data"

btc_1d = pd.read_parquet(f"{base_url}/ohlc_1d/BTC_USD_1d_history.parquet")
btc_4h = pd.read_parquet(f"{base_url}/ohlc_4h/BTC_USD_4h_history.parquet")

print(f"Daily candles: {len(btc_1d)}")
print(f"4H candles: {len(btc_4h)}")

Gold vs Bitcoin Analysis 

import pandas as pd

base_url = "hf://datasets/Abraxasccs/kraken-market-data/data"

# Load PAXG/BTC ratio
paxg_btc = pd.read_parquet(f"{base_url}/ohlc_1d/PAXG_BTC_1d_history.parquet")
paxg_btc.set_index('timestamp', inplace=True)

# Calculate z-score for mean reversion
mean = paxg_btc['close'].rolling(50).mean()
std = paxg_btc['close'].rolling(50).std()
paxg_btc['zscore'] = (paxg_btc['close'] - mean) / std

# Find extreme readings
overbought = paxg_btc[paxg_btc['zscore'] > 2]
oversold = paxg_btc[paxg_btc['zscore'] < -2]

Data Collection

  • Source: Kraken Exchange WebSocket API v2 & REST API
  • Update Frequency: Real-time (WebSocket) + Hourly (REST OHLC)
  • Storage: Apache Parquet format
  • Timezone: UTC

License

MIT License - Free for commercial and non-commercial use.

Citation 

@dataset{kraken_market_data_2025,
  author = {Lugo Munoz, German Gregorio},
  title = {Kraken Market Data},
  year = {2025},
  publisher = {HuggingFace},
  url = {https://huggingface.co/datasets/Abraxasccs/kraken-market-data}
}

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