diff --git "a/price_forecasting_ml/data/crude_oil/GoldMiners(GDX).csv" "b/price_forecasting_ml/data/crude_oil/GoldMiners(GDX).csv"
new file mode 100644--- /dev/null
+++ "b/price_forecasting_ml/data/crude_oil/GoldMiners(GDX).csv"
@@ -0,0 +1,2517 @@
+Date,Close/Last,Volume,Open,High,Low
+08/22/2024,38.78,19744090,39.22,39.22,38.54
+08/21/2024,39.77,13915640,39.40,39.925,39.10
+08/20/2024,39.50,21548570,39.655,39.97,39.175
+08/19/2024,39.22,21162560,38.22,39.25,38.16
+08/16/2024,38.49,25966140,37.88,38.49,37.66
+08/15/2024,37.29,14414800,37.15,37.50,36.645
+08/14/2024,37.11,11565010,37.10,37.20,36.565
+08/13/2024,37.38,13088430,36.80,37.50,36.75
+08/12/2024,36.90,23084600,36.15,37.11,36.06
+08/09/2024,35.84,9773638,35.84,35.89,35.2096
+08/08/2024,35.55,16675730,35.19,35.755,34.74
+08/07/2024,34.71,17663250,36.10,36.25,34.58
+08/06/2024,35.63,14294650,35.15,36.04,34.92
+08/05/2024,35.34,28615560,34.30,35.59,33.87
+08/02/2024,36.48,27344530,37.76,38.06,36.095
+08/01/2024,37.27,18198580,37.95,38.211,36.79
+07/31/2024,37.93,26227540,37.64,38.00,37.395
+07/30/2024,36.95,12735860,36.87,37.03,36.3823
+07/29/2024,36.64,10107080,36.60,36.6989,36.06
+07/26/2024,36.48,15901440,36.52,36.7601,36.31
+07/25/2024,36.19,31714340,36.255,36.558,35.90
+07/24/2024,37.23,20726900,37.82,38.38,37.20
+07/23/2024,37.45,8238432,37.42,37.56,37.155
+07/22/2024,37.45,15249180,37.31,37.58,36.97
+07/19/2024,37.39,22858610,36.86,37.7101,36.79
+07/18/2024,37.87,17062470,38.69,38.69,37.64
+07/17/2024,38.44,23583030,39.16,39.41,38.38
+07/16/2024,39.28,24694040,38.27,39.3221,38.10
+07/15/2024,37.95,20302980,38.20,38.58,37.69
+07/12/2024,38.17,16263320,37.65,38.31,37.65
+07/11/2024,38.09,27458970,37.93,38.15,37.035
+07/10/2024,37.05,20498400,36.54,37.1666,36.525
+07/09/2024,36.11,8219010,36.13,36.37,35.83
+07/08/2024,36.10,16419160,35.86,36.155,35.51
+07/05/2024,36.27,22021880,35.88,36.535,35.86
+07/03/2024,35.28,21553210,34.55,35.56,34.52
+07/02/2024,34.02,12882980,33.86,34.35,33.65
+07/01/2024,33.89,9041001,34.09,34.42,33.81
+06/28/2024,33.93,15818740,34.50,34.60,33.7301
+06/27/2024,34.23,11931010,34.20,34.43,34.16
+06/26/2024,33.82,13325500,33.35,33.90,33.28
+06/25/2024,33.84,11287470,34.07,34.10,33.81
+06/24/2024,34.25,18740040,34.28,34.575,34.12
+06/21/2024,33.99,25321300,34.41,34.47,33.795
+06/20/2024,34.55,20772960,34.067,34.79,33.87
+06/18/2024,33.70,15535110,33.18,33.84,33.07
+06/17/2024,33.20,13690870,33.21,33.35,32.835
+06/14/2024,33.41,17444690,33.53,33.54,32.96
+06/13/2024,33.15,23431280,33.83,34.06,32.955
+06/12/2024,34.00,24768990,34.50,34.80,33.8562
+06/11/2024,33.75,15358000,33.80,33.80,33.335
+06/10/2024,34.03,17131420,33.71,34.09,33.4501
+06/07/2024,33.54,50927690,34.74,34.81,33.49
+06/06/2024,36.01,28039600,34.96,36.03,34.78
+06/05/2024,34.79,17602580,34.43,34.87,34.08
+06/04/2024,34.18,32853970,34.96,34.96,33.9502
+06/03/2024,35.51,18190780,35.42,35.59,35.13
+05/31/2024,35.30,15716550,35.80,35.95,35.00
+05/30/2024,35.56,16137550,35.31,35.845,35.19
+05/29/2024,35.19,19201650,35.67,35.91,35.17
+05/28/2024,36.10,19222040,36.03,36.23,35.7101
+05/24/2024,35.26,12299750,35.26,35.50,35.135
+05/23/2024,34.75,32337670,35.40,35.65,34.66
+05/22/2024,35.45,37395590,36.45,36.56,35.29
+05/21/2024,36.93,17236070,37.02,37.22,36.73
+05/20/2024,37.24,24774500,36.95,37.47,36.5201
+05/17/2024,36.87,38752320,36.21,36.89,36.00
+05/16/2024,35.66,19420390,35.67,35.89,35.33
+05/15/2024,35.91,24490480,35.80,36.11,35.06
+05/14/2024,35.40,14664210,35.18,35.46,35.04
+05/13/2024,34.95,17445500,35.11,35.4475,34.67
+05/10/2024,35.25,20642310,35.75,35.88,35.23
+05/09/2024,35.36,30258980,34.44,35.43,34.44
+05/08/2024,34.16,17701560,33.84,34.47,33.74
+05/07/2024,34.17,10059750,34.10,34.265,33.915
+05/06/2024,34.21,21579810,34.155,34.4698,34.10
+05/03/2024,33.44,23408090,33.72,33.89,33.145
+05/02/2024,33.58,22145450,33.15,33.815,32.9301
+05/01/2024,33.32,30054850,33.40,34.20,33.10
+04/30/2024,33.13,41599940,33.83,33.99,33.10
+04/29/2024,34.77,17947770,34.64,34.96,34.07
+04/26/2024,34.58,21754270,34.70,34.95,34.29
+04/25/2024,34.33,46561640,33.15,34.50,32.95
+04/24/2024,33.12,17527570,32.87,33.2061,32.79
+04/23/2024,33.05,24960520,32.31,33.1489,32.20
+04/22/2024,32.53,41107740,32.60,33.19,32.43
+04/19/2024,34.07,19785070,33.70,34.31,33.70
+04/18/2024,33.75,18486450,34.03,34.09,33.455
+04/17/2024,33.55,27931620,33.32,33.9499,33.11
+04/16/2024,33.03,32547280,33.05,33.26,32.43
+04/15/2024,33.53,34573810,34.06,34.14,33.00
+04/12/2024,33.76,71512870,35.06,35.745,33.44
+04/11/2024,34.45,22445100,34.12,34.49,33.54
+04/10/2024,33.68,33130340,33.295,34.06,32.98
+04/09/2024,34.18,29048220,34.23,34.59,33.92
+04/08/2024,33.60,24472070,34.15,34.27,33.30
+04/05/2024,33.84,41886590,33.00,33.99,32.79
+04/04/2024,32.78,29952350,33.14,33.31,32.73
+04/03/2024,33.14,30509290,32.39,33.24,32.33
+04/02/2024,32.44,34459220,32.235,32.49,31.95
+04/01/2024,32.03,27020590,32.31,32.43,31.71
+03/28/2024,31.62,28716260,31.41,31.7797,31.11
+03/27/2024,30.96,26953080,30.04,30.97,30.02
+03/26/2024,29.85,13428600,30.46,30.4708,29.82
+03/25/2024,29.83,17643340,29.825,30.3899,29.82
+03/22/2024,29.60,21654900,29.77,30.045,29.59
+03/21/2024,29.96,34092050,30.538,30.84,29.96
+03/20/2024,30.26,35671390,28.961,30.52,28.91
+03/19/2024,29.06,28698860,29.51,29.53,29.02
+03/18/2024,29.74,25774490,29.85,29.925,29.655
+03/15/2024,29.89,22359860,29.79,30.08,29.61
+03/14/2024,29.89,22337700,29.96,30.09,29.71
+03/13/2024,30.29,24676600,29.78,30.485,29.725
+03/12/2024,29.58,25334160,29.55,29.62,29.20
+03/11/2024,30.13,28313990,29.60,30.34,29.45
+03/08/2024,29.64,32729210,29.82,30.00,29.44
+03/07/2024,29.61,25808820,29.50,29.72,29.34
+03/06/2024,29.16,28673010,29.05,29.54,29.01
+03/05/2024,28.66,33710240,28.98,29.15,28.63
+03/04/2024,28.51,49404910,27.80,28.58,27.68
+03/01/2024,27.33,41346790,26.71,27.45,26.30
+02/29/2024,26.36,28381710,26.33,26.69,26.28
+02/28/2024,25.78,20071360,25.92,25.94,25.67
+02/27/2024,26.03,20494060,26.27,26.36,26.01
+02/26/2024,26.25,20293200,26.36,26.36,26.02
+02/23/2024,26.66,27368360,26.25,26.76,26.01
+02/22/2024,26.16,27627550,26.70,26.74,26.055
+02/21/2024,26.82,21676280,27.00,27.00,26.435
+02/20/2024,26.99,16047540,27.18,27.24,26.87
+02/16/2024,26.86,19619150,26.60,27.16,26.52
+02/15/2024,26.77,26932030,26.35,27.06,26.335
+02/14/2024,26.01,26125920,25.97,26.10,25.685
+02/13/2024,25.89,48888970,26.62,26.63,25.6801
+02/12/2024,27.29,17511300,26.92,27.41,26.85
+02/09/2024,26.97,20973730,27.17,27.19,26.77
+02/08/2024,27.30,12609480,27.30,27.45,27.17
+02/07/2024,27.46,13055860,27.65,27.75,27.382
+02/06/2024,27.72,11292710,27.485,27.77,27.37
+02/05/2024,27.36,22148910,27.46,27.665,27.23
+02/02/2024,28.02,37211290,28.211,28.24,27.69
+02/01/2024,29.03,34102000,28.29,29.1399,28.25
+01/31/2024,27.94,28238930,28.26,28.77,27.87
+01/30/2024,28.15,15319890,28.54,28.59,27.975
+01/29/2024,28.36,16190840,28.40,28.40,27.865
+01/26/2024,28.07,14246480,28.24,28.46,28.025
+01/25/2024,28.25,17608000,28.14,28.355,27.99
+01/24/2024,27.70,27261780,28.85,29.04,27.685
+01/23/2024,28.23,17398140,27.82,28.25,27.71
+01/22/2024,27.60,11064320,27.33,27.7255,27.2313
+01/19/2024,27.69,20568550,27.81,27.81,27.329
+01/18/2024,27.59,18315060,27.79,27.79,27.41
+01/17/2024,27.51,37527450,27.95,27.97,27.435
+01/16/2024,28.39,31802270,29.21,29.22,28.33
+01/12/2024,29.70,29232840,29.72,30.2205,29.555
+01/11/2024,28.89,22435150,29.14,29.30,28.52
+01/10/2024,29.11,19691900,29.14,29.34,28.91
+01/09/2024,29.17,20971230,29.77,29.77,29.07
+01/08/2024,29.70,14185490,29.291,29.87,29.219
+01/05/2024,29.77,19585770,29.8099,30.36,29.5123
+01/04/2024,29.77,17862250,29.85,29.96,29.4386
+01/03/2024,29.76,33470550,29.91,30.06,29.525
+01/02/2024,30.56,21612250,31.04,31.24,30.50
+12/29/2023,31.01,19129740,31.00,31.16,30.68
+12/28/2023,31.17,27291680,31.83,31.97,31.15
+12/27/2023,31.98,18337520,31.85,32.286,31.79
+12/26/2023,31.67,10339450,31.69,31.90,31.47
+12/22/2023,31.56,22684410,32.00,32.35,31.56
+12/21/2023,31.35,19965930,31.30,31.5605,31.175
+12/20/2023,30.78,20212480,31.63,31.68,30.77
+12/19/2023,31.55,33525940,30.90,31.85,30.82
+12/18/2023,30.73,20872460,30.72,30.83,30.41
+12/15/2023,30.95,21266030,31.11,31.345,30.89
+12/14/2023,31.31,36945270,31.18,31.93,31.04
+12/13/2023,30.70,44140120,28.87,30.70,28.67
+12/12/2023,28.86,25652720,29.65,29.65,28.72
+12/11/2023,29.55,18238440,29.34,29.625,29.08
+12/08/2023,29.68,27561000,29.6802,30.1099,29.36
+12/07/2023,30.32,18814970,30.62,30.63,29.985
+12/06/2023,30.42,16836980,30.84,30.965,30.41
+12/05/2023,30.48,28217670,30.69,30.95,30.17
+12/04/2023,31.02,45796130,31.12,31.30,30.7425
+12/01/2023,31.81,33532970,31.24,31.91,31.12
+11/30/2023,31.32,18194320,31.065,31.33,30.86
+11/29/2023,31.20,21026400,31.22,31.385,30.95
+11/28/2023,31.22,41105020,30.15,31.23,30.055
+11/27/2023,29.79,19761620,29.71,29.95,29.46
+11/24/2023,29.32,8156754,29.255,29.52,29.18
+11/22/2023,29.25,12388120,29.24,29.395,29.0135
+11/21/2023,29.21,28990820,28.95,29.60,28.95
+11/20/2023,28.51,15318320,28.14,28.54,27.97
+11/17/2023,28.43,14434920,28.69,28.86,28.38
+11/16/2023,28.61,34034660,28.25,29.07,28.19
+11/15/2023,28.19,16306740,28.36,28.505,27.9999
+11/14/2023,28.33,31498080,27.75,28.52,27.68
+11/13/2023,27.04,13324210,27.14,27.385,27.02
+11/10/2023,27.25,19081420,27.35,27.40,27.015
+11/09/2023,27.59,19587010,27.78,28.245,27.41
+11/08/2023,27.69,25654010,28.33,28.435,27.53
+11/07/2023,28.59,42312950,28.77,28.84,28.11
+11/06/2023,29.15,26550930,29.37,29.545,29.11
+11/03/2023,29.47,44113850,28.54,29.81,28.50
+11/02/2023,28.26,15682810,28.41,28.41,27.90
+11/01/2023,28.11,29754940,28.10,28.33,27.605
+10/31/2023,28.01,30992640,28.62,28.845,27.79
+10/30/2023,28.77,21899320,29.25,29.36,28.70
+10/27/2023,29.20,31547350,28.64,29.215,28.32
+10/26/2023,28.52,37274030,28.71,28.88,28.09
+10/25/2023,28.78,21062710,29.11,29.51,28.76
+10/24/2023,29.26,13488310,28.91,29.38,28.88
+10/23/2023,29.24,16690180,29.26,29.53,28.71
+10/20/2023,29.48,29715290,29.60,30.16,29.47
+10/19/2023,29.51,24517130,29.45,29.585,29.00
+10/18/2023,29.45,23181120,29.98,30.07,29.27
+10/17/2023,29.53,17619990,28.985,29.57,28.83
+10/16/2023,29.00,16394460,28.86,29.19,28.64
+10/13/2023,28.95,34511790,28.69,29.105,28.47
+10/12/2023,27.74,22359660,28.32,28.42,27.59
+10/11/2023,28.32,22283540,28.22,28.34,27.95
+10/10/2023,27.81,18948770,27.67,27.87,27.482
+10/09/2023,27.54,23042880,27.362,27.60,27.26
+10/06/2023,26.89,25572490,26.36,27.10,26.26
+10/05/2023,26.32,15613200,25.89,26.33,25.88
+10/04/2023,25.91,17971600,26.13,26.17,25.62
+10/03/2023,26.07,25713130,25.91,26.28,25.68
+10/02/2023,25.99,28436820,26.555,26.56,25.885
+09/29/2023,26.91,23094770,27.458,27.59,26.66
+09/28/2023,27.05,28477320,26.87,27.0812,26.62
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+09/25/2023,28.51,16134990,28.771,28.79,28.26
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+09/20/2023,29.71,21914090,29.46,30.13,29.44
+09/19/2023,29.40,13154300,29.84,29.86,29.31
+09/18/2023,29.75,11023980,29.64,29.86,29.36
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+08/25/2023,28.40,15352010,28.62,28.85,28.015
+08/24/2023,28.68,17080670,28.65,28.9699,28.28
+08/23/2023,28.74,30561310,28.26,28.9512,28.20
+08/22/2023,27.95,13734400,27.82,27.96,27.5288
+08/21/2023,27.71,18225620,27.61,27.745,27.275
+08/18/2023,27.45,18334540,27.63,27.63,27.30
+08/17/2023,27.61,16121480,27.89,27.975,27.45
+08/16/2023,27.83,13524230,28.20,28.24,27.82
+08/15/2023,28.21,20289810,28.84,28.86,28.13
+08/14/2023,28.95,12180350,29.11,29.13,28.50
+08/11/2023,29.46,10361030,29.01,29.50,28.95
+08/10/2023,29.17,16827460,29.40,29.605,28.985
+08/09/2023,29.13,9574663,29.16,29.3614,28.925
+08/08/2023,29.08,15440710,28.95,29.215,28.67
+08/07/2023,29.33,11421040,29.52,29.56,29.06
+08/04/2023,29.56,17468650,29.57,29.81,29.36
+08/03/2023,29.28,15669120,29.36,29.57,29.07
+08/02/2023,29.28,23963810,30.12,30.18,29.20
+08/01/2023,30.23,23907280,30.72,30.87,30.19
+07/31/2023,31.41,19192660,30.97,31.745,30.93
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