diff --git "a/data/validation/kraken_trades.csv" "b/data/validation/kraken_trades.csv"
--- "a/data/validation/kraken_trades.csv"
+++ "b/data/validation/kraken_trades.csv"
@@ -1,1801 +1,1801 @@
 timestamp,pair,price,volume,bid,ask,low,high,vwap,trades
-2024-12-18 03:54:46,XXBTZUSD,104838.2,401.74419659,104830.0,104830.1,104599.9,106489.3,105218.76908,8073
-2024-12-18 03:54:46,XETHZUSD,3850.54,2825.12307389,3850.53,3850.54,3837.79,3903.21,3866.83531,3103
-2024-12-18 03:54:46,XXRPZUSD,2.53229,4593259.93386647,2.53228,2.53229,2.52406,2.59,2.55794785,7868
-2024-12-18 03:54:47,ADAUSD,1.039626,2078370.02735981,1.03976,1.039761,1.03393,1.060144,1.044882,2072
-2024-12-18 03:54:47,XDGUSD,0.3902321,6032322.91339479,0.390232,0.3902321,0.388868,0.3960553,0.391388908,2278
-2024-12-18 03:54:47,SOLUSD,217.83,39872.30494796,217.75,217.77,217.13,225.89,221.09923,6439
-2024-12-18 03:54:47,DOTUSD,8.3843,87539.40368822,8.3817,8.3844,8.354,8.5382,8.43244,1590
-2024-12-18 03:54:47,MATICUSD,0.5548,280082.25799223,0.556,0.5564,0.5543,0.5674,0.561508,200
-2024-12-18 03:54:47,LTCUSD,124.84,7963.5058691,124.76,124.84,122.93,129.04,126.55718,2925
-2024-12-18 03:54:49,XXBTZUSD,104838.2,401.74419659,104830.0,104830.1,104599.9,106489.3,105218.76908,8073
-2024-12-18 03:54:49,XETHZUSD,3850.54,2825.12307389,3850.53,3850.54,3837.79,3903.21,3866.83531,3103
-2024-12-18 03:54:50,XXRPZUSD,2.53229,4593259.93386647,2.53228,2.53229,2.52406,2.59,2.55794785,7868
-2024-12-18 03:54:50,ADAUSD,1.039626,2078370.02735981,1.03976,1.039761,1.03393,1.060144,1.044882,2072
-2024-12-18 03:54:50,XDGUSD,0.3902321,6032322.91339479,0.390232,0.3902321,0.388868,0.3960553,0.391388908,2278
-2024-12-18 03:54:50,SOLUSD,217.83,39872.30494796,217.73,217.76,217.13,225.89,221.09923,6439
-2024-12-18 03:54:50,DOTUSD,8.3843,87539.40368822,8.3807,8.3838,8.354,8.5382,8.43244,1590
-2024-12-18 03:54:50,MATICUSD,0.5548,280082.25799223,0.5559,0.5564,0.5543,0.5674,0.561508,200
-2024-12-18 03:54:50,LTCUSD,124.84,7963.5058691,124.78,124.83,122.93,129.04,126.55718,2925
-2024-12-18 03:54:52,XXBTZUSD,104838.2,401.74419659,104830.0,104830.1,104599.9,106489.3,105218.76908,8073
-2024-12-18 03:54:52,XETHZUSD,3851.28,2827.12307389,3850.91,3850.92,3837.79,3903.21,3866.82428,3109
-2024-12-18 03:54:53,XXRPZUSD,2.53229,4593259.93386647,2.53228,2.53229,2.52406,2.59,2.55794785,7868
-2024-12-18 03:54:53,ADAUSD,1.039626,2078370.02735981,1.03976,1.039761,1.03393,1.060144,1.044882,2072
-2024-12-18 03:54:53,XDGUSD,0.3902321,6032322.91339479,0.390232,0.3902321,0.388868,0.3960553,0.391388908,2278
-2024-12-18 03:54:53,SOLUSD,217.78,39875.97837986,217.75,217.78,217.13,225.89,221.09892,6440
-2024-12-18 03:54:53,DOTUSD,8.3843,87539.40368822,8.3765,8.3819,8.354,8.5382,8.43244,1590
-2024-12-18 03:54:53,MATICUSD,0.5548,280082.25799223,0.5555,0.5563,0.5543,0.5674,0.561508,200
-2024-12-18 03:54:53,LTCUSD,124.84,7963.5058691,124.64,124.72,122.93,129.04,126.55718,2925
-2024-12-18 03:54:55,XXBTZUSD,104838.2,401.74419659,104820.1,104820.2,104599.9,106489.3,105218.76908,8073
-2024-12-18 03:54:55,XETHZUSD,3851.28,2827.12307389,3850.91,3850.92,3837.79,3903.21,3866.82428,3109
-2024-12-18 03:54:55,XXRPZUSD,2.53228,4594813.60881552,2.53,2.53001,2.52406,2.59,2.55793917,7869
-2024-12-18 03:54:56,ADAUSD,1.039626,2078370.02735981,1.039501,1.039754,1.03393,1.060144,1.044882,2072
-2024-12-18 03:54:56,XDGUSD,0.3902321,6032322.91339479,0.390232,0.3902321,0.388868,0.3960553,0.391388908,2278
-2024-12-18 03:54:56,SOLUSD,217.78,39875.97837986,217.78,217.79,217.13,225.89,221.09892,6440
-2024-12-18 03:54:56,DOTUSD,8.3843,87539.40368822,8.3783,8.3813,8.354,8.5382,8.43244,1590
-2024-12-18 03:54:56,MATICUSD,0.5548,280082.25799223,0.5556,0.5563,0.5543,0.5674,0.561508,200
-2024-12-18 03:54:56,LTCUSD,124.84,7963.5058691,124.66,124.73,122.93,129.04,126.55718,2925
-2024-12-18 03:54:58,XXBTZUSD,104838.2,401.74419659,104820.1,104820.2,104599.9,106489.3,105218.76908,8073
-2024-12-18 03:54:58,XETHZUSD,3851.28,2827.12307389,3850.91,3850.95,3837.79,3903.21,3866.82428,3109
-2024-12-18 03:54:59,XXRPZUSD,2.53228,4594813.60881552,2.53002,2.5302,2.52406,2.59,2.55793917,7869
-2024-12-18 03:54:59,ADAUSD,1.039626,2078370.02735981,1.039101,1.039752,1.03393,1.060144,1.044882,2072
-2024-12-18 03:54:59,XDGUSD,0.3902321,6032322.91339479,0.390232,0.3902321,0.388868,0.3960553,0.391388908,2278
-2024-12-18 03:54:59,SOLUSD,217.78,39875.97837986,217.8,217.81,217.13,225.89,221.09892,6440
-2024-12-18 03:54:59,DOTUSD,8.3843,87539.40368822,8.3783,8.3813,8.354,8.5382,8.43244,1590
-2024-12-18 03:55:00,MATICUSD,0.5548,280082.25799223,0.5558,0.5562,0.5543,0.5674,0.561508,200
-2024-12-18 03:55:00,LTCUSD,124.84,7963.5058691,124.67,124.71,122.93,129.04,126.55718,2925
-2024-12-18 03:55:02,XXBTZUSD,104820.2,401.74871405,104820.1,104820.2,104599.9,106489.3,105218.7646,8075
-2024-12-18 03:55:02,XETHZUSD,3851.28,2827.12307389,3850.93,3850.95,3837.79,3903.21,3866.82428,3109
-2024-12-18 03:55:02,XXRPZUSD,2.53228,4594813.60881552,2.53062,2.53063,2.52406,2.59,2.55793917,7869
-2024-12-18 03:55:02,ADAUSD,1.039752,2079370.02735981,1.039103,1.03975,1.03393,1.060144,1.044879,2073
-2024-12-18 03:55:02,XDGUSD,0.3902321,6032322.91339479,0.390232,0.3902321,0.388868,0.3960553,0.391388908,2278
-2024-12-18 03:55:02,SOLUSD,217.87,39876.89669566,217.81,217.84,217.13,225.89,221.09885,6448
-2024-12-18 03:55:02,DOTUSD,8.3843,87539.40368822,8.3795,8.3813,8.354,8.5382,8.43244,1590
-2024-12-18 03:55:03,MATICUSD,0.5548,280082.25799223,0.5558,0.5562,0.5543,0.5674,0.561508,200
-2024-12-18 03:55:03,LTCUSD,124.84,7963.5058691,124.6,124.66,122.93,129.04,126.55718,2925
-2024-12-18 03:55:05,XXBTZUSD,104796.7,401.77826104,104810.0,104810.1,104599.9,106489.3,105218.73434,8081
-2024-12-18 03:55:05,XETHZUSD,3851.28,2827.12307389,3850.94,3850.95,3837.79,3903.21,3866.82428,3109
-2024-12-18 03:55:05,XXRPZUSD,2.53228,4594813.60881552,2.53062,2.53063,2.52406,2.59,2.55793917,7869
-2024-12-18 03:55:05,ADAUSD,1.039752,2079370.02735981,1.039106,1.039749,1.03393,1.060144,1.044879,2073
-2024-12-18 03:55:05,XDGUSD,0.3902321,6032322.91339479,0.390232,0.3902321,0.388868,0.3960553,0.391388908,2278
-2024-12-18 03:55:06,SOLUSD,217.87,39876.89669566,217.84,217.88,217.13,225.89,221.09885,6448
-2024-12-18 03:55:06,DOTUSD,8.3843,87539.40368822,8.3787,8.3813,8.354,8.5382,8.43244,1590
-2024-12-18 03:55:06,MATICUSD,0.5548,280082.25799223,0.5558,0.5562,0.5543,0.5674,0.561508,200
-2024-12-18 03:55:06,LTCUSD,124.84,7963.5058691,124.58,124.64,122.93,129.04,126.55718,2925
-2024-12-18 03:55:08,XXBTZUSD,104810.1,401.94558913,104810.0,104810.1,104599.9,106489.3,105218.56423,8083
-2024-12-18 03:55:08,XETHZUSD,3851.28,2827.12307389,3850.94,3850.95,3837.79,3903.21,3866.82428,3109
-2024-12-18 03:55:08,XXRPZUSD,2.53228,4594813.60881552,2.53062,2.53063,2.52406,2.59,2.55793917,7869
-2024-12-18 03:55:09,ADAUSD,1.039752,2079370.02735981,1.039418,1.039747,1.03393,1.060144,1.044879,2073
-2024-12-18 03:55:09,XDGUSD,0.3902321,6034089.70961978,0.3902515,0.3902516,0.388868,0.3960553,0.391388569,2279
-2024-12-18 03:55:09,SOLUSD,217.84,39876.91968566,217.88,217.89,217.13,225.89,221.09884,6449
-2024-12-18 03:55:09,DOTUSD,8.3816,87540.40368822,8.3824,8.3844,8.354,8.5382,8.43244,1591
-2024-12-18 03:55:09,MATICUSD,0.5548,280082.25799223,0.5559,0.5563,0.5543,0.5674,0.561508,200
-2024-12-18 03:55:09,LTCUSD,124.84,7963.5058691,124.64,124.69,122.93,129.04,126.55718,2925
-2024-12-18 03:55:11,XXBTZUSD,104820.1,401.97359178,104820.0,104820.1,104599.9,106489.3,105218.5375,8088
-2024-12-18 03:55:11,XETHZUSD,3851.28,2827.12307389,3851.28,3851.29,3837.79,3903.21,3866.82428,3109
-2024-12-18 03:55:12,XXRPZUSD,2.53228,4594813.60881552,2.53052,2.53063,2.52406,2.59,2.55793917,7869
-2024-12-18 03:55:12,ADAUSD,1.039752,2079370.02735981,1.03942,1.039744,1.03393,1.060144,1.044879,2073
-2024-12-18 03:55:12,XDGUSD,0.3902321,6034089.70961978,0.3902515,0.3902516,0.388868,0.3960553,0.391388569,2279
-2024-12-18 03:55:12,SOLUSD,217.84,39876.91968566,217.88,217.89,217.13,225.89,221.09884,6449
-2024-12-18 03:55:12,DOTUSD,8.3816,87540.40368822,8.3799,8.3841,8.354,8.5382,8.43244,1591
-2024-12-18 03:55:12,MATICUSD,0.5548,280082.25799223,0.5559,0.5564,0.5543,0.5674,0.561508,200
-2024-12-18 03:55:12,LTCUSD,124.84,7963.5058691,124.69,124.75,122.93,129.04,126.55718,2925
-2024-12-18 03:55:14,XXBTZUSD,104820.0,401.97814416,104820.0,104820.1,104599.9,106489.3,105218.53298,8089
-2024-12-18 03:55:14,XETHZUSD,3851.28,2828.67307389,3851.28,3851.29,3837.79,3903.21,3866.81576,3110
-2024-12-18 03:55:15,XXRPZUSD,2.53228,4594813.60881552,2.53062,2.53063,2.52406,2.59,2.55793917,7869
-2024-12-18 03:55:15,ADAUSD,1.039752,2079370.02735981,1.039422,1.039743,1.03393,1.060144,1.044879,2073
-2024-12-18 03:55:15,XDGUSD,0.3902321,6034089.70961978,0.3902515,0.3902516,0.388868,0.3960553,0.391388569,2279
-2024-12-18 03:55:15,SOLUSD,217.84,39876.91968566,217.88,217.89,217.13,225.89,221.09884,6449
-2024-12-18 03:55:15,DOTUSD,8.3816,87540.40368822,8.3808,8.3841,8.354,8.5382,8.43244,1591
-2024-12-18 03:55:15,MATICUSD,0.5548,280082.25799223,0.5558,0.5564,0.5543,0.5674,0.561508,200
-2024-12-18 03:55:16,LTCUSD,124.84,7963.5058691,124.79,124.84,122.93,129.04,126.55718,2925
-2024-12-18 03:55:18,XXBTZUSD,104820.0,401.97814416,104820.0,104820.1,104599.9,106489.3,105218.53298,8089
-2024-12-18 03:55:18,XETHZUSD,3851.28,2828.67307389,3851.28,3851.29,3837.79,3903.21,3866.81576,3110
-2024-12-18 03:55:18,XXRPZUSD,2.53228,4594813.60881552,2.53062,2.53063,2.52406,2.59,2.55793917,7869
-2024-12-18 03:55:18,ADAUSD,1.039752,2079370.02735981,1.03949,1.039741,1.03393,1.060144,1.044879,2073
-2024-12-18 03:55:18,XDGUSD,0.3902635,6034173.82183611,0.3903093,0.3903094,0.388868,0.3960553,0.391388553,2281
-2024-12-18 03:55:18,SOLUSD,217.84,39876.91968566,217.88,217.89,217.13,225.89,221.09884,6449
-2024-12-18 03:55:18,DOTUSD,8.3816,87540.40368822,8.3831,8.3844,8.354,8.5382,8.43244,1591
-2024-12-18 03:55:18,MATICUSD,0.5548,280082.25799223,0.5559,0.5564,0.5543,0.5674,0.561508,200
-2024-12-18 03:55:19,LTCUSD,124.84,7963.5058691,124.83,124.84,122.93,129.04,126.55718,2925
-2024-12-18 03:55:21,XXBTZUSD,104820.0,401.97814416,104820.0,104820.1,104599.9,106489.3,105218.53298,8089
-2024-12-18 03:55:21,XETHZUSD,3851.28,2828.67307389,3851.28,3851.29,3837.79,3903.21,3866.81576,3110
-2024-12-18 03:55:21,XXRPZUSD,2.53228,4594813.60881552,2.53062,2.53063,2.52406,2.59,2.55793917,7869
-2024-12-18 03:55:21,ADAUSD,1.039752,2079370.02735981,1.039493,1.039741,1.03393,1.060144,1.044879,2073
-2024-12-18 03:55:21,XDGUSD,0.3902635,6034173.82183611,0.3903093,0.3903094,0.388868,0.3960553,0.391388553,2281
-2024-12-18 03:55:21,SOLUSD,217.84,39876.91968566,217.88,217.89,217.13,225.89,221.09884,6449
-2024-12-18 03:55:21,DOTUSD,8.3875,87635.80451549,8.3826,8.387,8.354,8.5382,8.43239,1597
-2024-12-18 03:55:21,MATICUSD,0.5548,280082.25799223,0.556,0.5565,0.5543,0.5674,0.561508,200
-2024-12-18 03:55:22,LTCUSD,124.84,7963.5058691,124.81,124.84,122.93,129.04,126.55718,2925
-2024-12-18 03:55:24,XXBTZUSD,104820.0,401.97814416,104820.0,104820.1,104599.9,106489.3,105218.53298,8089
-2024-12-18 03:55:24,XETHZUSD,3851.28,2828.67307389,3851.28,3851.29,3837.79,3903.21,3866.81576,3110
-2024-12-18 03:55:24,XXRPZUSD,2.53218,4594931.64034792,2.53235,2.53257,2.52406,2.59,2.5579385,7871
-2024-12-18 03:55:24,ADAUSD,1.039494,2079380.02735981,1.039716,1.039761,1.03393,1.060144,1.044879,2074
-2024-12-18 03:55:24,XDGUSD,0.3903766,6034488.9052033,0.3903765,0.3903766,0.388868,0.3960553,0.391388499,2285
-2024-12-18 03:55:24,SOLUSD,217.84,39876.91968566,217.88,217.89,217.13,225.89,221.09884,6449
-2024-12-18 03:55:25,DOTUSD,8.3875,87635.80451549,8.3863,8.3875,8.354,8.5382,8.43239,1597
-2024-12-18 03:55:25,MATICUSD,0.5548,280082.25799223,0.556,0.5565,0.5543,0.5674,0.561508,200
-2024-12-18 03:55:25,LTCUSD,124.85,7964.43778332,124.86,124.87,122.93,129.04,126.55697,2927
-2024-12-18 03:55:27,XXBTZUSD,104820.1,401.9789088,104820.0,104820.1,104599.9,106489.3,105218.53223,8091
-2024-12-18 03:55:27,XETHZUSD,3851.28,2828.67307389,3851.28,3851.29,3837.79,3903.21,3866.81576,3110
-2024-12-18 03:55:27,XXRPZUSD,2.53218,4594931.64034792,2.53249,2.53268,2.52406,2.59,2.5579385,7871
-2024-12-18 03:55:27,ADAUSD,1.039494,2079380.02735981,1.039717,1.039761,1.03393,1.060144,1.044879,2074
-2024-12-18 03:55:27,XDGUSD,0.3903766,6034488.9052033,0.3903765,0.3903766,0.388868,0.3960553,0.391388499,2285
-2024-12-18 03:55:28,SOLUSD,217.84,39876.91968566,217.88,217.89,217.13,225.89,221.09884,6449
-2024-12-18 03:55:28,DOTUSD,8.3875,87635.80451549,8.3856,8.3875,8.354,8.5382,8.43239,1597
-2024-12-18 03:55:28,MATICUSD,0.5548,280082.25799223,0.5559,0.5564,0.5543,0.5674,0.561508,200
-2024-12-18 03:55:28,LTCUSD,124.91,7965.28793675,124.91,124.92,122.93,129.04,126.5568,2930
-2024-12-18 03:55:30,XXBTZUSD,104820.1,401.9789088,104820.0,104820.1,104599.9,106489.3,105218.53223,8091
-2024-12-18 03:55:30,XETHZUSD,3851.28,2828.67307389,3851.28,3851.29,3837.79,3903.21,3866.81576,3110
-2024-12-18 03:55:30,XXRPZUSD,2.53218,4594931.64034792,2.53266,2.53268,2.52406,2.59,2.5579385,7871
-2024-12-18 03:55:30,ADAUSD,1.039494,2079380.02735981,1.039723,1.039761,1.03393,1.060144,1.044879,2074
-2024-12-18 03:55:30,XDGUSD,0.3903766,6034624.02050662,0.3905173,0.3905174,0.388868,0.3960553,0.391388477,2286
-2024-12-18 03:55:31,SOLUSD,217.84,39876.91968566,217.88,217.89,217.13,225.89,221.09884,6449
-2024-12-18 03:55:31,DOTUSD,8.3875,87635.80451549,8.3874,8.3875,8.354,8.5382,8.43239,1597
-2024-12-18 03:55:31,MATICUSD,0.5548,280082.25799223,0.5562,0.5564,0.5543,0.5674,0.561508,200
-2024-12-18 03:55:31,LTCUSD,124.93,7965.47833047,124.94,124.95,122.93,129.04,126.55676,2932
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