diff --git "a/price_forecasting_ml/data/crude_oil/Silver(CMX).csv" "b/price_forecasting_ml/data/crude_oil/Silver(CMX).csv"
new file mode 100644--- /dev/null
+++ "b/price_forecasting_ml/data/crude_oil/Silver(CMX).csv"
@@ -0,0 +1,2530 @@
+Date,Close/Last,Volume,Open,High,Low
+08/22/2024,29.471,27214,30.045,30.135,29.215
+08/21/2024,29.971,13518,29.91,30.205,29.66
+08/20/2024,29.953,18365,29.905,30.46,29.68
+08/19/2024,29.732,14133,29.505,29.95,29.20
+08/16/2024,29.264,9398,28.835,29.505,28.505
+08/15/2024,28.828,13603,27.99,28.985,27.94
+08/14/2024,27.339,64493,27.935,28.175,27.23
+08/13/2024,27.786,55178,28.035,28.135,27.51
+08/12/2024,28.008,61104,27.55,28.105,27.28
+08/09/2024,27.588,58718,27.64,27.84,27.325
+08/08/2024,27.606,68548,26.695,27.69,26.505
+08/07/2024,26.944,62888,27.085,27.365,26.665
+08/06/2024,27.216,62464,27.365,27.67,26.70
+08/05/2024,27.207,123609,28.675,28.815,26.595
+08/02/2024,28.392,97008,28.62,29.355,28.06
+08/01/2024,28.477,77238,29.165,29.29,28.335
+07/31/2024,28.938,60352,28.54,29.185,28.39
+07/30/2024,28.525,53683,28.03,28.56,27.765
+07/29/2024,27.866,62629,28.06,28.335,27.45
+07/26/2024,28.02,58766,27.99,28.22,27.75
+07/25/2024,27.975,113718,29.075,29.08,27.555
+07/24/2024,29.316,53992,29.42,29.63,29.065
+07/23/2024,29.331,53201,29.315,29.48,28.825
+07/22/2024,29.321,59767,29.425,29.615,28.93
+07/19/2024,29.299,75794,30.02,30.03,29.06
+07/18/2024,30.224,69115,30.505,30.80,29.94
+07/17/2024,30.377,95213,31.495,31.655,30.255
+07/16/2024,31.458,68887,30.93,31.635,30.72
+07/15/2024,30.936,57563,31.10,31.325,30.76
+07/12/2024,31.162,69791,31.725,31.725,30.62
+07/11/2024,31.671,78459,31.07,32.015,31.07
+07/10/2024,31.014,49717,31.085,31.445,30.915
+07/09/2024,31.056,54299,31.02,31.435,30.785
+07/08/2024,30.913,65481,31.475,31.67,30.71
+07/05/2024,31.689,97705,30.82,31.79,30.45
+07/03/2024,30.842,72543,29.815,30.975,29.77
+07/02/2024,29.658,50390,29.765,30.125,29.49
+07/01/2024,29.613,44971,29.445,29.79,29.25
+06/28/2024,29.56,50007,29.285,29.955,29.07
+06/27/2024,29.285,62229,29.08,29.575,28.99
+06/26/2024,29.256,55883,29.28,29.415,28.90
+06/25/2024,29.193,49209,29.92,30.015,29.18
+06/24/2024,29.849,24175,29.90,30.08,29.69
+06/21/2024,29.942,31441,31.16,31.225,29.83
+06/20/2024,31.148,37743,29.925,31.17,29.73
+06/18/2024,29.564,70488,29.53,29.76,28.985
+06/17/2024,29.391,51128,29.64,29.65,29.09
+06/14/2024,29.472,74083,29.03,29.65,28.905
+06/13/2024,29.066,112507,29.80,29.83,28.73
+06/12/2024,30.267,105348,29.385,30.355,29.28
+06/11/2024,29.231,82192,29.95,29.985,29.135
+06/10/2024,29.874,64169,29.25,29.935,29.23
+06/07/2024,29.44,132316,31.47,31.67,29.22
+06/06/2024,31.367,92485,30.145,31.47,30.065
+06/05/2024,30.073,68305,29.645,30.185,29.525
+06/04/2024,29.617,107378,30.89,31.04,29.505
+06/03/2024,30.784,82792,30.625,30.965,29.94
+05/31/2024,30.44,109663,31.345,31.945,30.345
+05/30/2024,31.534,95591,32.17,32.28,31.18
+05/29/2024,32.373,85054,32.31,32.515,31.78
+05/28/2024,32.137,140560,30.565,32.45,30.555
+05/24/2024,30.499,53989,30.33,30.835,30.235
+05/23/2024,30.455,105037,31.015,31.185,30.265
+05/22/2024,31.496,91006,32.225,32.44,30.965
+05/21/2024,32.078,107066,32.055,32.72,31.28
+05/20/2024,32.426,156596,31.85,32.75,31.18
+05/17/2024,31.259,128224,29.825,31.85,29.70
+05/16/2024,29.876,88482,29.90,30.105,29.555
+05/15/2024,29.729,109926,28.855,29.99,28.675
+05/14/2024,28.702,68399,28.42,28.985,28.31
+05/13/2024,28.443,54157,28.42,28.615,28.185
+05/10/2024,28.506,76262,28.58,29.00,28.27
+05/09/2024,28.365,76788,27.56,28.58,27.515
+05/08/2024,27.601,50284,27.475,27.725,27.24
+05/07/2024,27.544,45666,27.715,27.77,27.39
+05/06/2024,27.614,66084,26.81,27.73,26.655
+05/03/2024,26.69,65050,26.94,27.14,26.345
+05/02/2024,26.829,62532,26.905,27.065,26.255
+05/01/2024,26.748,63886,26.55,27.25,26.52
+04/30/2024,26.654,84375,27.455,27.455,26.515
+04/29/2024,27.66,60034,27.50,27.735,27.225
+04/26/2024,27.535,58012,27.785,28.025,27.37
+04/25/2024,27.633,47122,27.50,27.89,27.28
+04/24/2024,27.622,32738,27.615,27.795,27.34
+04/23/2024,27.638,41150,27.50,27.695,26.99
+04/22/2024,27.521,37851,29.06,29.07,27.43
+04/19/2024,29.128,20975,28.575,29.29,28.405
+04/18/2024,28.38,70874,28.285,28.735,28.21
+04/17/2024,28.40,100995,28.195,28.895,28.145
+04/16/2024,28.376,105347,28.95,29.10,28.03
+04/15/2024,28.717,118203,28.20,28.98,27.665
+04/12/2024,28.33,188827,28.535,29.905,27.945
+04/11/2024,28.25,86711,28.045,28.60,27.84
+04/10/2024,28.052,153200,28.27,28.655,27.64
+04/09/2024,27.984,121187,27.97,28.44,27.725
+04/08/2024,27.807,127046,27.555,28.195,26.97
+04/05/2024,27.503,116261,27.06,27.615,26.40
+04/04/2024,27.247,101416,27.305,27.455,26.785
+04/03/2024,27.06,134805,26.265,27.325,26.235
+04/02/2024,25.923,130287,25.235,26.295,25.195
+04/01/2024,25.073,94571,25.14,25.51,24.855
+03/28/2024,24.916,71451,24.77,25.13,24.505
+03/27/2024,24.752,55164,24.595,24.79,24.445
+03/26/2024,24.623,66819,24.845,25.055,24.515
+03/25/2024,24.891,38617,24.85,25.05,24.72
+03/22/2024,24.843,55996,24.92,25.11,24.58
+03/21/2024,25.007,102916,25.79,25.975,24.82
+03/20/2024,25.104,67269,25.09,25.835,24.93
+03/19/2024,25.135,48367,25.25,25.36,24.92
+03/18/2024,25.265,47368,25.40,25.535,25.15
+03/15/2024,25.381,72751,25.03,25.66,25.00
+03/14/2024,25.06,71049,25.225,25.37,24.95
+03/13/2024,25.156,75011,24.335,25.25,24.275
+03/12/2024,24.394,73496,24.675,24.90,24.22
+03/11/2024,24.715,47000,24.58,24.74,24.445
+03/08/2024,24.549,83512,24.545,24.86,24.38
+03/07/2024,24.578,80308,24.40,24.735,24.225
+03/06/2024,24.493,80598,23.895,24.535,23.785
+03/05/2024,23.984,95129,24.125,24.455,23.845
+03/04/2024,23.991,83748,23.37,24.16,23.23
+03/01/2024,23.364,69132,22.885,23.485,22.71
+02/29/2024,22.885,55427,22.675,23.00,22.50
+02/28/2024,22.636,43137,22.67,22.735,22.47
+02/27/2024,22.757,45339,22.735,22.93,22.625
+02/26/2024,22.735,42603,23.18,23.18,22.675
+02/23/2024,23.189,30167,23.005,23.24,22.80
+02/22/2024,23.003,20738,23.155,23.415,22.975
+02/21/2024,22.874,56480,23.035,23.22,22.79
+02/20/2024,23.136,96977,23.465,23.51,22.955
+02/16/2024,23.475,75535,22.98,23.56,22.84
+02/15/2024,22.951,94270,22.425,23.09,22.40
+02/14/2024,22.387,79424,22.17,22.515,21.975
+02/13/2024,22.154,90471,22.74,23.05,22.03
+02/12/2024,22.767,73387,22.63,23.15,22.575
+02/09/2024,22.594,47051,22.645,22.795,22.42
+02/08/2024,22.636,65811,22.285,22.705,22.195
+02/07/2024,22.36,55486,22.505,22.535,22.275
+02/06/2024,22.478,42414,22.43,22.575,22.34
+02/05/2024,22.422,53406,22.84,22.84,22.325
+02/02/2024,22.796,88374,23.285,23.355,22.485
+02/01/2024,23.236,83589,23.055,23.365,22.605
+01/31/2024,23.169,65884,23.29,23.445,22.895
+01/30/2024,23.225,52017,23.32,23.43,23.055
+01/29/2024,23.251,59186,22.92,23.34,22.88
+01/26/2024,22.872,43458,23.025,23.10,22.81
+01/25/2024,22.927,55563,22.80,23.155,22.765
+01/24/2024,22.889,75733,22.57,23.09,22.465
+01/23/2024,22.462,48175,22.20,22.58,22.165
+01/22/2024,22.296,72128,22.745,22.78,22.04
+01/19/2024,22.711,40328,22.885,22.98,22.595
+01/18/2024,22.807,45111,22.715,22.90,22.52
+01/17/2024,22.669,50602,23.095,23.11,22.66
+01/16/2024,23.093,60349,23.35,23.50,23.015
+01/12/2024,23.329,70306,22.92,23.72,22.915
+01/11/2024,22.705,78484,23.085,23.40,22.63
+01/10/2024,23.066,41065,23.16,23.29,22.935
+01/09/2024,23.091,41534,23.315,23.565,23.08
+01/08/2024,23.31,45241,23.38,23.41,23.02
+01/05/2024,23.315,60321,23.205,23.715,22.97
+01/04/2024,23.187,50503,23.19,23.26,22.88
+01/03/2024,23.157,82186,23.885,23.95,23.045
+01/02/2024,23.953,45478,24.045,24.335,23.875
+12/29/2023,24.086,45455,24.225,24.235,23.76
+12/28/2023,24.372,35081,24.55,24.74,24.185
+12/27/2023,24.641,42321,24.505,24.73,24.22
+12/26/2023,24.396,27003,24.495,24.70,24.34
+12/22/2023,24.565,47671,24.705,24.895,24.37
+12/21/2023,24.585,45075,24.46,24.79,24.43
+12/20/2023,24.631,45871,24.36,24.75,24.245
+12/19/2023,24.321,36943,24.08,24.475,24.04
+12/18/2023,24.107,41128,24.125,24.355,23.955
+12/15/2023,24.154,55983,24.475,24.59,24.05
+12/14/2023,24.386,93478,24.095,24.525,24.06
+12/13/2023,22.921,77775,23.075,24.125,22.785
+12/12/2023,23.016,54186,23.125,23.45,22.975
+12/11/2023,23.058,54773,23.30,23.40,23.015
+12/08/2023,23.276,83188,24.14,24.225,23.245
+12/07/2023,24.059,56304,24.23,24.35,23.905
+12/06/2023,24.228,57163,24.53,24.715,24.21
+12/05/2023,24.546,73616,24.915,25.02,24.32
+12/04/2023,24.907,110364,25.945,25.73,24.785
+12/01/2023,25.857,68016,25.695,25.94,25.48
+11/30/2023,25.66,49428,25.41,25.70,25.325
+11/29/2023,25.443,65823,25.43,25.68,25.245
+11/28/2023,25.302,62437,25.065,25.445,24.94
+11/27/2023,25.038,53321,24.75,25.29,24.68
+11/24/2023,24.692,30813,24.02,24.75,23.96
+11/22/2023,24.033,23588,24.145,24.355,23.935
+11/21/2023,24.221,22761,23.825,24.43,23.82
+11/20/2023,23.959,15706,24.11,24.21,23.65
+11/17/2023,23.775,52717,23.825,23.805,23.76
+11/16/2023,23.933,81399,23.51,23.83,23.80
+11/15/2023,23.538,70517,23.16,23.71,23.095
+11/14/2023,23.132,75657,22.37,23.255,22.15
+11/13/2023,22.358,59134,22.31,22.405,21.925
+11/10/2023,22.281,58708,22.705,22.80,22.23
+11/09/2023,22.905,69618,22.625,23.07,22.415
+11/08/2023,22.728,62026,22.705,22.935,22.375
+11/07/2023,22.589,73393,23.125,23.17,22.505
+11/06/2023,23.234,40317,23.335,23.245,23.085
+11/03/2023,23.285,75137,22.875,23.415,22.675
+11/02/2023,22.846,43235,23.05,23.24,22.755
+11/01/2023,22.79,52760,22.955,23.13,22.645
+10/31/2023,22.952,53422,23.455,23.465,22.84
+10/30/2023,23.396,57268,23.245,23.75,23.175
+10/27/2023,22.887,45217,22.935,23.255,22.775
+10/26/2023,22.908,58346,23.005,23.275,22.565
+10/25/2023,23.007,52904,23.06,23.16,22.69
+10/24/2023,23.116,46430,23.095,23.16,22.90
+10/23/2023,23.21,50916,23.235,23.30,23.065
+10/20/2023,23.53,78838,23.19,23.88,23.015
+10/19/2023,23.031,57408,23.015,23.23,22.785
+10/18/2023,23.099,65240,22.975,23.49,22.84
+10/17/2023,23.024,47657,22.78,23.18,22.535
+10/16/2023,22.765,35125,22.91,22.91,22.635
+10/13/2023,22.895,74419,21.985,22.99,21.96
+10/12/2023,21.959,49432,22.205,22.39,21.88
+10/11/2023,22.133,43371,22.015,22.275,21.955
+10/10/2023,21.953,42606,22.03,22.11,21.775
+10/09/2023,21.924,57208,21.94,22.18,21.705
+10/06/2023,21.723,82069,21.12,21.78,20.94
+10/05/2023,21.019,56587,21.18,21.455,20.855
+10/04/2023,21.146,65061,21.375,21.57,20.85
+10/03/2023,21.377,77913,21.31,21.595,20.87
+10/02/2023,21.421,93210,22.41,22.41,21.215
+09/29/2023,22.45,109554,22.84,23.805,22.325
+09/28/2023,22.741,65852,22.80,22.955,22.61
+09/27/2023,22.724,64671,23.10,23.12,22.64
+09/26/2023,23.196,51307,23.39,23.39,23.10
+09/25/2023,23.385,54792,23.81,23.925,23.29
+09/22/2023,23.844,51520,23.675,24.05,23.665
+09/21/2023,23.687,72422,23.52,23.745,23.06
+09/20/2023,23.836,56524,23.48,23.88,23.325
+09/19/2023,23.456,39112,23.53,23.705,23.365
+09/18/2023,23.498,45368,23.32,23.54,23.235
+09/15/2023,23.386,65790,22.93,23.585,22.91
+09/14/2023,22.994,81585,23.14,23.265,22.555
+09/13/2023,23.181,48150,23.375,23.39,23.025
+09/12/2023,23.402,40133,23.39,23.48,23.11
+09/11/2023,23.383,41244,23.195,23.40,23.345
+09/08/2023,23.174,51199,23.26,23.455,23.13
+09/07/2023,23.24,49499,23.50,23.50,23.13
+09/06/2023,23.503,65610,23.88,23.935,23.315
+09/05/2023,23.873,89314,24.565,24.655,23.815
+09/01/2023,24.562,60053,24.82,25.22,24.52
+08/31/2023,24.812,45630,25.02,25.06,24.745
+08/30/2023,25.104,63636,25.135,25.425,24.92
+08/29/2023,25.139,48857,24.62,25.195,24.555
+08/28/2023,24.605,32274,24.62,24.75,24.45
+08/25/2023,24.583,31825,24.53,24.785,24.31
+08/24/2023,24.575,37411,24.70,24.74,24.45
+08/23/2023,24.71,30462,23.795,24.75,23.79
+08/22/2023,23.763,18265,23.71,23.83,23.59
+08/21/2023,23.659,16519,23.13,23.70,23.04
+08/18/2023,23.06,8268,23.08,23.24,23.00
+08/17/2023,23.042,11441,22.80,23.385,22.725
+08/16/2023,22.856,10802,22.905,23.17,22.77
+08/15/2023,22.656,60396,22.65,22.77,22.265
+08/14/2023,22.708,51908,22.74,22.82,22.41
+08/11/2023,22.743,48043,22.76,22.91,22.61
+08/10/2023,22.821,71226,22.73,23.06,22.665
+08/09/2023,22.731,60561,22.82,22.99,22.68
+08/08/2023,22.807,73338,23.20,23.255,22.72
+08/07/2023,23.232,55345,23.72,23.775,23.145
+08/04/2023,23.716,56747,23.71,23.895,23.275
+08/03/2023,23.697,58992,23.835,23.94,23.41
+08/02/2023,23.872,71917,24.48,24.63,23.76
+08/01/2023,24.326,51464,24.90,24.905,24.255
+07/31/2023,24.972,44254,24.475,24.985,24.32
+07/28/2023,24.495,38405,24.265,24.545,24.24
+07/27/2023,24.367,81985,25.075,25.325,24.18
+07/26/2023,24.97,56413,24.87,25.21,24.675
+07/25/2023,24.824,48131,24.525,24.91,24.45
+07/24/2023,24.581,53203,24.79,24.89,24.425
+07/21/2023,24.855,36128,24.95,25.11,24.765
+07/20/2023,24.962,53695,25.345,25.475,24.895
+07/19/2023,25.387,40806,25.275,25.46,25.145
+07/18/2023,25.256,59656,25.06,25.405,24.975
+07/17/2023,25.018,43197,25.155,25.155,24.815
+07/14/2023,25.194,69262,25.105,25.255,24.91
+07/13/2023,24.949,85219,24.33,25.11,24.31
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