diff --git "a/price_forecasting_ml/data/crude_oil/ng_nmx.csv" "b/price_forecasting_ml/data/crude_oil/ng_nmx.csv"
new file mode 100644--- /dev/null
+++ "b/price_forecasting_ml/data/crude_oil/ng_nmx.csv"
@@ -0,0 +1,2530 @@
+Date,Close/Last,Volume,Open,High,Low
+08/05/2024,1.942,133548,1.95,1.974,1.882
+08/02/2024,1.967,139841,1.985,2.023,1.92
+08/01/2024,1.968,200378,2.046,2.126,1.965
+07/31/2024,2.036,149932,2.12,2.149,2.023
+07/30/2024,2.126,145885,2.065,2.135,1.991
+07/29/2024,1.907,3466,2.016,2.056,1.856
+07/26/2024,2.006,43150,2.052,2.084,1.994
+07/25/2024,2.041,43540,2.126,2.155,2.035
+07/24/2024,2.117,60124,2.153,2.17,2.102
+07/23/2024,2.187,101886,2.245,2.265,2.123
+07/22/2024,2.251,136869,2.104,2.27,2.09
+07/19/2024,2.128,96794,2.089,2.143,2.057
+07/18/2024,2.125,143006,2.047,2.134,2.024
+07/17/2024,2.035,193517,2.181,2.208,2.015
+07/16/2024,2.188,120740,2.17,2.218,2.149
+07/15/2024,2.158,177756,2.273,2.285,2.147
+07/12/2024,2.329,120501,2.267,2.35,2.249
+07/11/2024,2.268,114135,2.326,2.343,2.261
+07/10/2024,2.329,135648,2.346,2.385,2.292
+07/09/2024,2.344,144767,2.373,2.448,2.331
+07/08/2024,2.366,151825,2.27,2.39,2.268
+07/05/2024,2.319,149303,2.421,2.44,2.315
+07/03/2024,2.418,121781,2.466,2.48,2.41
+07/02/2024,2.435,149042,2.476,2.484,2.415
+07/01/2024,2.478,171612,2.576,2.602,2.471
+06/28/2024,2.601,143712,2.702,2.765,2.594
+06/27/2024,2.685,135924,2.734,2.784,2.673
+06/26/2024,2.628,1559,2.737,2.746,2.613
+06/25/2024,2.756,58540,2.816,2.844,2.699
+06/24/2024,2.811,43327,2.67,2.834,2.635
+06/21/2024,2.705,75786,2.725,2.77,2.672
+06/20/2024,2.741,176172,2.903,2.948,2.723
+06/18/2024,2.909,138102,2.772,2.916,2.772
+06/17/2024,2.788,133930,2.846,2.848,2.759
+06/14/2024,2.881,138507,2.921,3.00,2.87
+06/13/2024,2.959,180293,3.028,3.091,2.898
+06/12/2024,3.045,189009,3.13,3.132,2.995
+06/11/2024,3.129,200816,2.985,3.159,2.966
+06/10/2024,2.906,236721,2.98,3.096,2.862
+06/07/2024,2.918,178128,2.814,2.967,2.791
+06/06/2024,2.821,174954,2.762,2.877,2.724
+06/05/2024,2.757,188623,2.617,2.787,2.605
+06/04/2024,2.586,205603,2.772,2.829,2.573
+06/03/2024,2.756,213955,2.645,2.799,2.628
+05/31/2024,2.587,124893,2.57,2.624,2.518
+05/30/2024,2.572,152087,2.662,2.682,2.562
+05/29/2024,2.493,2512,2.594,2.669,2.417
+05/28/2024,2.59,59517,2.503,2.621,2.475
+05/24/2024,2.52,48907,2.676,2.709,2.493
+05/23/2024,2.657,110796,2.799,2.924,2.64
+05/22/2024,2.842,168918,2.665,2.851,2.609
+05/21/2024,2.671,160134,2.733,2.798,2.64
+05/20/2024,2.751,191048,2.659,2.756,2.625
+05/17/2024,2.626,161597,2.487,2.654,2.485
+05/16/2024,2.495,209899,2.405,2.575,2.389
+05/15/2024,2.416,164802,2.343,2.424,2.313
+05/14/2024,2.344,142270,2.362,2.397,2.306
+05/13/2024,2.381,153587,2.25,2.384,2.214
+05/10/2024,2.252,132733,2.307,2.344,2.242
+05/09/2024,2.301,195903,2.186,2.316,2.153
+05/08/2024,2.187,138146,2.219,2.274,2.167
+05/07/2024,2.207,135646,2.206,2.23,2.142
+05/06/2024,2.195,183955,2.17,2.262,2.133
+05/03/2024,2.142,197601,2.031,2.16,2.012
+05/02/2024,2.035,143150,1.931,2.05,1.927
+05/01/2024,1.932,128497,1.954,1.97,1.913
+04/30/2024,1.991,140670,2.05,2.092,1.951
+04/29/2024,2.03,149879,1.923,2.056,1.916
+04/26/2024,1.614,3280,1.622,1.628,1.482
+04/25/2024,1.638,53102,1.644,1.675,1.583
+04/24/2024,1.653,55521,1.836,1.84,1.634
+04/23/2024,1.812,65647,1.798,1.848,1.745
+04/22/2024,1.791,98441,1.765,1.80,1.721
+04/19/2024,1.752,138745,1.741,1.806,1.724
+04/18/2024,1.757,148136,1.722,1.78,1.713
+04/17/2024,1.712,126398,1.68,1.724,1.66
+04/16/2024,1.732,198201,1.695,1.802,1.649
+04/15/2024,1.691,145633,1.772,1.792,1.678
+04/12/2024,1.77,136934,1.767,1.785,1.731
+04/11/2024,1.764,197063,1.874,1.892,1.754
+04/10/2024,1.885,142646,1.888,1.943,1.867
+04/09/2024,1.872,175301,1.847,1.924,1.838
+04/08/2024,1.844,175098,1.77,1.85,1.746
+04/05/2024,1.785,144150,1.779,1.823,1.755
+04/04/2024,1.774,165535,1.844,1.853,1.769
+04/03/2024,1.841,123203,1.852,1.906,1.836
+04/02/2024,1.862,159336,1.837,1.881,1.778
+04/01/2024,1.837,152524,1.755,1.853,1.706
+03/28/2024,1.763,135278,1.717,1.786,1.686
+03/27/2024,1.718,129942,1.789,1.789,1.704
+03/26/2024,1.575,3371,1.608,1.647,1.481
+03/25/2024,1.615,56919,1.664,1.675,1.589
+03/22/2024,1.659,36237,1.684,1.712,1.647
+03/21/2024,1.683,67147,1.699,1.713,1.651
+03/20/2024,1.699,101079,1.75,1.765,1.686
+03/19/2024,1.744,110687,1.717,1.769,1.701
+03/18/2024,1.703,128551,1.689,1.762,1.684
+03/15/2024,1.655,137507,1.757,1.774,1.646
+03/14/2024,1.741,145899,1.668,1.767,1.643
+03/13/2024,1.658,151262,1.713,1.717,1.651
+03/12/2024,1.714,177303,1.758,1.823,1.691
+03/11/2024,1.759,138099,1.805,1.841,1.746
+03/08/2024,1.805,127482,1.796,1.837,1.755
+03/07/2024,1.818,158271,1.929,1.955,1.782
+03/06/2024,1.929,97166,1.95,1.983,1.921
+03/05/2024,1.957,135677,1.928,2.009,1.89
+03/04/2024,1.916,175883,1.873,1.989,1.87
+03/01/2024,1.835,96476,1.852,1.888,1.81
+02/29/2024,1.86,136204,1.868,1.918,1.829
+02/28/2024,1.885,137668,1.817,1.906,1.782
+02/27/2024,1.615,3637,1.625,1.72,1.511
+02/26/2024,1.659,76273,1.66,1.73,1.594
+02/23/2024,1.603,43961,1.722,1.722,1.581
+02/22/2024,1.732,75873,1.784,1.784,1.661
+02/21/2024,1.773,156989,1.719,1.792,1.677
+02/20/2024,1.576,181172,1.533,1.709,1.522
+02/16/2024,1.609,147937,1.589,1.637,1.575
+02/15/2024,1.581,162798,1.611,1.669,1.573
+02/14/2024,1.609,185262,1.669,1.685,1.59
+02/13/2024,1.689,228527,1.754,1.786,1.654
+02/12/2024,1.768,203139,1.805,1.863,1.732
+02/09/2024,1.847,197972,1.885,1.885,1.817
+02/08/2024,1.917,187430,1.97,1.993,1.867
+02/07/2024,1.967,155307,2.003,2.04,1.956
+02/06/2024,2.009,126731,2.068,2.102,1.997
+02/05/2024,2.082,122046,2.11,2.127,2.041
+02/02/2024,2.079,113371,2.054,2.10,2.021
+02/01/2024,2.05,144658,2.134,2.168,2.033
+01/31/2024,2.10,129449,2.09,2.158,2.037
+01/30/2024,2.077,128097,2.06,2.119,2.046
+01/29/2024,2.49,3257,2.68,2.76,2.411
+01/26/2024,2.712,52166,2.607,2.804,2.424
+01/25/2024,2.571,41814,2.683,2.884,2.526
+01/24/2024,2.641,59171,2.498,2.696,2.495
+01/23/2024,2.45,61508,2.437,2.494,2.325
+01/22/2024,2.419,107697,2.38,2.47,2.311
+01/19/2024,2.519,122744,2.712,2.712,2.514
+01/18/2024,2.697,140927,2.876,2.96,2.666
+01/17/2024,2.87,135826,2.843,2.958,2.756
+01/16/2024,2.90,212873,3.113,3.189,2.822
+01/12/2024,3.313,240825,3.118,3.377,3.102
+01/11/2024,3.097,221150,3.029,3.231,2.945
+01/10/2024,3.039,243997,3.167,3.226,2.956
+01/09/2024,3.19,332415,2.943,3.392,2.884
+01/08/2024,2.98,214799,2.95,3.012,2.694
+01/05/2024,2.893,180622,2.845,2.906,2.681
+01/04/2024,2.821,198251,2.688,2.863,2.681
+01/03/2024,2.668,159463,2.575,2.719,2.537
+01/02/2024,2.568,126107,2.605,2.675,2.524
+12/29/2023,2.514,84654,2.539,2.561,2.489
+12/28/2023,2.557,111666,2.455,2.576,2.412
+12/27/2023,2.619,3600,2.58,2.722,2.562
+12/26/2023,2.55,39365,2.545,2.581,2.454
+12/22/2023,2.61,39974,2.584,2.62,2.528
+12/21/2023,2.572,77452,2.427,2.604,2.408
+12/20/2023,2.447,120110,2.557,2.59,2.41
+12/19/2023,2.492,156635,2.519,2.565,2.385
+12/18/2023,2.503,132292,2.503,2.597,2.488
+12/15/2023,2.491,166119,2.408,2.544,2.38
+12/14/2023,2.392,140708,2.353,2.422,2.328
+12/13/2023,2.335,211486,2.278,2.385,2.235
+12/12/2023,2.311,188576,2.438,2.461,2.276
+12/11/2023,2.431,291551,2.49,2.49,2.294
+12/08/2023,2.581,154274,2.559,2.61,2.538
+12/07/2023,2.585,209010,2.569,2.621,2.489
+12/06/2023,2.569,200485,2.699,2.757,2.541
+12/05/2023,2.71,112192,2.699,2.786,2.675
+12/04/2023,2.694,146503,2.728,2.752,2.649
+12/01/2023,2.814,124989,2.809,2.844,2.754
+11/30/2023,2.802,134638,2.799,2.855,2.761
+11/29/2023,2.804,136799,2.792,2.87,2.76
+11/28/2023,2.706,3570,2.79,2.815,2.669
+11/27/2023,2.794,51649,2.778,2.82,2.709
+11/24/2023,2.855,28008,2.897,2.951,2.798
+11/22/2023,2.897,54887,2.867,2.922,2.819
+11/21/2023,2.846,91046,2.886,2.921,2.841
+11/20/2023,2.882,102008,2.957,2.958,2.864
+11/17/2023,2.96,146388,3.055,2.98,2.95
+11/16/2023,3.062,168252,3.151,3.055,3.049
+11/15/2023,3.19,141344,3.106,3.275,3.07
+11/14/2023,3.106,133426,3.233,3.264,3.086
+11/13/2023,3.197,155629,3.064,3.246,3.061
+11/10/2023,3.033,101277,3.038,3.077,2.989
+11/09/2023,3.041,131547,3.122,3.162,3.022
+11/08/2023,3.106,162421,3.176,3.188,3.058
+11/07/2023,3.14,171421,3.273,3.295,3.099
+11/06/2023,3.264,175499,3.373,3.287,3.249
+11/03/2023,3.515,105204,3.51,3.576,3.452
+11/02/2023,3.472,112948,3.506,3.52,3.401
+11/01/2023,3.494,145264,3.60,3.608,3.428
+10/31/2023,3.575,228538,3.33,3.63,3.318
+10/30/2023,3.352,114753,3.40,3.382,3.321
+10/27/2023,3.164,3779,3.251,3.401,3.136
+10/26/2023,3.214,63250,3.028,3.279,2.977
+10/25/2023,3.01,28656,2.975,3.034,2.954
+10/24/2023,2.971,56775,2.918,2.997,2.876
+10/23/2023,2.926,84085,2.905,2.951,2.898
+10/20/2023,2.899,123295,2.959,2.977,2.88
+10/19/2023,2.957,131568,3.072,3.092,2.943
+10/18/2023,3.056,107675,3.061,3.158,3.037
+10/17/2023,3.079,121737,3.124,3.137,3.024
+10/16/2023,3.109,149580,3.185,3.185,3.053
+10/13/2023,3.236,124989,3.346,3.348,3.203
+10/12/2023,3.344,139303,3.385,3.428,3.299
+10/11/2023,3.377,185670,3.405,3.454,3.225
+10/10/2023,3.382,135565,3.371,3.449,3.336
+10/09/2023,3.376,177976,3.35,3.471,3.322
+10/06/2023,3.338,212839,3.183,3.364,3.166
+10/05/2023,3.166,203604,2.988,3.205,2.965
+10/04/2023,2.962,140484,2.94,3.055,2.935
+10/03/2023,2.949,117064,2.842,2.966,2.82
+10/02/2023,2.84,111213,2.958,2.958,2.835
+09/29/2023,2.929,104596,2.949,2.997,2.855
+09/28/2023,2.945,115644,2.891,2.981,2.868
+09/27/2023,2.764,1670,2.656,2.781,2.64
+09/26/2023,2.656,43230,2.638,2.667,2.552
+09/25/2023,2.639,32471,2.657,2.671,2.606
+09/22/2023,2.637,41462,2.624,2.683,2.602
+09/21/2023,2.61,91748,2.732,2.759,2.595
+09/20/2023,2.733,125988,2.819,2.824,2.693
+09/19/2023,2.848,145254,2.729,2.872,2.71
+09/18/2023,2.728,113785,2.624,2.745,2.60
+09/15/2023,2.644,110311,2.704,2.736,2.637
+09/14/2023,2.708,138941,2.715,2.823,2.697
+09/13/2023,2.68,170859,2.747,2.777,2.64
+09/12/2023,2.743,190741,2.62,2.782,2.604
+09/11/2023,2.608,101987,2.61,2.63,2.596
+09/08/2023,2.605,92561,2.579,2.659,2.572
+09/07/2023,2.579,126673,2.516,2.614,2.50
+09/06/2023,2.51,112053,2.584,2.614,2.503
+09/05/2023,2.582,170559,2.70,2.708,2.566
+09/01/2023,2.765,120340,2.765,2.86,2.735
+08/31/2023,2.768,169268,2.803,2.865,2.708
+08/30/2023,2.796,137835,2.68,2.813,2.647
+08/29/2023,2.556,2246,2.579,2.599,2.515
+08/28/2023,2.579,44555,2.635,2.695,2.544
+08/25/2023,2.54,28159,2.517,2.555,2.468
+08/24/2023,2.519,68641,2.484,2.565,2.425
+08/23/2023,2.497,87516,2.56,2.59,2.473
+08/22/2023,2.56,100697,2.618,2.636,2.54
+08/21/2023,2.632,94919,2.56,2.66,2.555
+08/18/2023,2.551,110901,2.623,2.636,2.524
+08/17/2023,2.621,105266,2.605,2.67,2.575
+08/16/2023,2.592,127876,2.664,2.674,2.568
+08/15/2023,2.659,144955,2.81,2.863,2.647
+08/14/2023,2.795,88641,2.776,2.827,2.749
+08/11/2023,2.77,138629,2.78,2.833,2.701
+08/10/2023,2.763,196554,2.974,2.998,2.747
+08/09/2023,2.959,271910,2.797,3.018,2.782
+08/08/2023,2.777,156747,2.735,2.801,2.692
+08/07/2023,2.725,176651,2.579,2.754,2.571
+08/04/2023,2.577,95381,2.556,2.619,2.529
+08/03/2023,2.565,126780,2.484,2.586,2.474
+08/02/2023,2.477,132028,2.578,2.581,2.457
+08/01/2023,2.56,122314,2.644,2.675,2.531
+07/31/2023,2.634,88115,2.659,2.693,2.605
+07/28/2023,2.638,126339,2.602,2.685,2.564
+07/27/2023,2.492,2365,2.627,2.65,2.463
+07/26/2023,2.665,30201,2.72,2.739,2.625
+07/25/2023,2.73,32171,2.703,2.754,2.656
+07/24/2023,2.685,47753,2.721,2.767,2.664
+07/21/2023,2.713,89570,2.744,2.786,2.687
+07/20/2023,2.757,157256,2.629,2.789,2.617
+07/19/2023,2.603,98920,2.62,2.657,2.584
+07/18/2023,2.629,121874,2.537,2.647,2.529
+07/17/2023,2.512,97498,2.548,2.58,2.484
+07/14/2023,2.539,117092,2.558,2.606,2.492
+07/13/2023,2.545,129773,2.659,2.666,2.539
+07/12/2023,2.632,138496,2.739,2.75,2.618
+07/11/2023,2.731,120464,2.667,2.748,2.63
+07/10/2023,2.669,116428,2.57,2.692,2.57
+07/07/2023,2.582,99655,2.635,2.675,2.536
+07/06/2023,2.609,105639,2.652,2.687,2.586
+07/05/2023,2.657,119509,2.699,2.793,2.648
+07/03/2023,2.709,74368,2.729,2.746,2.67
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