diff --git "a/price_forecasting_ml/data/crude_oil/gasoline_nmx.csv" "b/price_forecasting_ml/data/crude_oil/gasoline_nmx.csv"
new file mode 100644--- /dev/null
+++ "b/price_forecasting_ml/data/crude_oil/gasoline_nmx.csv"
@@ -0,0 +1,2530 @@
+Date,Close/Last,Volume,Open,High,Low
+08/05/2024,2.3336,73501,2.3297,2.3598,2.2581
+08/02/2024,2.3176,71860,2.4102,2.3333,2.3145
+08/01/2024,2.398,72826,2.462,2.4691,2.3941
+07/31/2024,2.4425,83744,2.3567,2.4626,2.4399
+07/30/2024,2.3443,69521,2.3737,2.378,2.3316
+07/29/2024,2.3723,73611,2.4193,2.3759,2.3703
+07/26/2024,2.417,68592,2.4333,2.4427,2.3907
+07/25/2024,2.4295,67075,2.4065,2.4349,2.3685
+07/24/2024,2.4129,75016,2.3971,2.4279,2.3851
+07/23/2024,2.3757,66380,2.4244,2.4312,2.3745
+07/22/2024,2.4288,76428,2.4184,2.4313,2.3822
+07/19/2024,2.4142,59502,2.4725,2.4865,2.412
+07/18/2024,2.478,59833,2.4739,2.4868,2.447
+07/17/2024,2.4669,58253,2.4378,2.4736,2.4647
+07/16/2024,2.4457,65745,2.4662,2.449,2.4382
+07/15/2024,2.4646,56767,2.4771,2.4696,2.4628
+07/12/2024,2.4843,46715,2.4927,2.4849,2.4776
+07/11/2024,2.5178,39346,2.51,2.5286,2.4914
+07/10/2024,2.5034,66924,2.533,2.5334,2.4921
+07/09/2024,2.5274,66759,2.5342,2.5366,2.522
+07/08/2024,2.5379,61564,2.564,2.539,2.5305
+07/05/2024,2.5591,65318,2.5846,2.6217,2.5566
+07/03/2024,2.6013,64773,2.5755,2.6029,2.5398
+07/02/2024,2.5734,66235,2.5731,2.615,2.5682
+07/01/2024,2.5783,75407,2.5099,2.5801,2.509
+06/28/2024,2.5015,62501,2.5296,2.5532,2.4966
+06/27/2024,2.5268,74523,2.5209,2.5624,2.5139
+06/26/2024,2.5245,84639,2.4859,2.5371,2.4812
+06/25/2024,2.4978,65746,2.5011,2.5185,2.4803
+06/24/2024,2.495,53842,2.4884,2.5058,2.47
+06/21/2024,2.4966,68050,2.4848,2.5218,2.476
+06/20/2024,2.4851,77608,2.4751,2.50,2.4852
+06/18/2024,2.4652,50589,2.4354,2.4758,2.4158
+06/17/2024,2.4301,50270,2.3939,2.4354,2.3707
+06/14/2024,2.3877,54319,2.3941,2.4319,2.3868
+06/13/2024,2.402,58857,2.3823,2.4091,2.3558
+06/12/2024,2.3944,50474,2.4272,2.4517,2.3883
+06/11/2024,2.4089,42812,2.4265,2.4296,2.3869
+06/10/2024,2.4109,45667,2.3767,2.4275,2.3722
+06/07/2024,2.3826,44341,2.4032,2.415,2.3741
+06/06/2024,2.3975,40268,2.3649,2.4032,2.3553
+06/05/2024,2.3536,48943,2.3291,2.3646,2.3262
+06/04/2024,2.3495,67839,2.3318,2.357,2.2985
+06/03/2024,2.3356,58922,2.4201,2.44,2.33
+05/31/2024,2.4174,52443,2.397,2.4343,2.3878
+05/30/2024,2.4035,70266,2.4587,2.4091,2.397
+05/29/2024,2.4599,65186,2.5141,2.5251,2.4525
+05/28/2024,2.5018,73994,2.4776,2.516,2.4715
+05/24/2024,2.4696,52510,2.4627,2.4864,2.4371
+05/23/2024,2.4565,66723,2.4584,2.5034,2.444
+05/22/2024,2.4587,66917,2.4914,2.4971,2.4521
+05/21/2024,2.4982,57077,2.5291,2.5339,2.478
+05/20/2024,2.5279,63159,2.5587,2.5675,2.5131
+05/17/2024,2.5586,64037,2.529,2.5636,2.525
+05/16/2024,2.5238,65622,2.4899,2.529,2.4893
+05/15/2024,2.4861,62495,2.4625,2.4932,2.4324
+05/14/2024,2.4515,61925,2.4999,2.4774,2.4426
+05/13/2024,2.5105,47715,2.51,2.5313,2.4913
+05/10/2024,2.4997,52003,2.5493,2.568,2.4961
+05/09/2024,2.5418,44625,2.5426,2.5655,2.53
+05/08/2024,2.5318,64993,2.5387,2.5419,2.4826
+05/07/2024,2.5434,68647,2.5867,2.595,2.5283
+05/06/2024,2.5882,50995,2.5513,2.5929,2.5708
+05/03/2024,2.5551,69139,2.5989,2.6234,2.5481
+05/02/2024,2.5965,64654,2.5754,2.6057,2.588
+05/01/2024,2.5774,81448,2.6803,2.6834,2.5739
+04/30/2024,2.6912,70866,2.7368,2.7411,2.6629
+04/29/2024,2.7309,59321,2.7419,2.7608,2.722
+04/26/2024,2.744,58909,2.7449,2.7562,2.7257
+04/25/2024,2.7333,65794,2.7095,2.744,2.6861
+04/24/2024,2.7087,66169,2.7048,2.7164,2.6873
+04/23/2024,2.7011,77066,2.6667,2.7052,2.6243
+04/22/2024,2.663,61889,2.6828,2.6877,2.6407
+04/19/2024,2.6834,74317,2.6795,2.7566,2.653
+04/18/2024,2.6846,72542,2.7031,2.7136,2.6635
+04/17/2024,2.6992,82958,2.7888,2.7918,2.6938
+04/16/2024,2.7855,7007,2.7948,2.8052,2.7782
+04/15/2024,2.7839,36382,2.81,2.7955,2.7523
+04/12/2024,2.8029,42663,2.7873,2.8516,2.7837
+04/11/2024,2.7741,40822,2.7855,2.8067,2.7503
+04/10/2024,2.7816,53677,2.7538,2.7902,2.7704
+04/09/2024,2.7556,55388,2.7505,2.7766,2.7392
+04/08/2024,2.7486,57127,2.7645,2.7845,2.724
+04/05/2024,2.7886,56569,2.8021,2.8172,2.7716
+04/04/2024,2.7942,43490,2.7634,2.8062,2.7393
+04/03/2024,2.7609,60816,2.773,2.791,2.7581
+04/02/2024,2.7589,54877,2.7211,2.7743,2.7083
+04/01/2024,2.71,43792,2.7208,2.7285,2.682
+03/28/2024,2.7206,66627,2.6789,2.7263,2.6678
+03/27/2024,2.6719,65037,2.6804,2.6943,2.6576
+03/26/2024,2.6853,65068,2.7267,2.7356,2.6756
+03/25/2024,2.7284,56731,2.7166,2.7467,2.7033
+03/22/2024,2.717,65311,2.7047,2.7317,2.6896
+03/21/2024,2.7122,53793,2.7204,2.733,2.6854
+03/20/2024,2.7193,66773,2.7343,2.738,2.6961
+03/19/2024,2.7489,56701,2.7301,2.7549,2.7225
+03/18/2024,2.7454,60117,2.697,2.754,2.6948
+03/15/2024,2.7068,63689,2.6496,2.7095,2.669
+03/14/2024,2.6926,49765,2.6496,2.6947,2.6464
+03/13/2024,2.6534,65424,2.5938,2.658,2.5828
+03/12/2024,2.5864,41888,2.5817,2.6028,2.5495
+03/11/2024,2.5805,45723,2.5247,2.5899,2.5105
+03/08/2024,2.5272,40605,2.5638,2.5767,2.5152
+03/07/2024,2.5548,31893,2.5483,2.5834,2.5247
+03/06/2024,2.5539,39493,2.5359,2.5891,2.5303
+03/05/2024,2.5328,37602,2.5865,2.5925,2.5192
+03/04/2024,2.5857,31825,2.6145,2.6244,2.5744
+03/01/2024,2.6144,35642,2.5802,2.638,2.5737
+02/29/2024,2.581,44099,2.5352,2.595,2.5305
+02/28/2024,2.5512,52368,2.5905,2.6029,2.5337
+02/27/2024,2.5944,40369,2.5634,2.5983,2.5595
+02/26/2024,2.5572,52425,2.507,2.5808,2.4904
+02/23/2024,2.5093,53285,2.5542,2.5575,2.5011
+02/22/2024,2.5675,49882,2.5367,2.5683,2.493
+02/21/2024,2.5308,47679,2.5285,2.5412,2.5013
+02/20/2024,2.5086,72816,2.5687,2.5696,2.5051
+02/16/2024,2.5783,58261,2.5564,2.5794,2.5234
+02/15/2024,2.5652,65700,2.5502,2.5868,2.5069
+02/14/2024,2.5522,63531,2.6273,2.6338,2.5452
+02/13/2024,2.3946,38319,2.3672,2.4134,2.3581
+02/12/2024,2.3673,45456,2.332,2.3738,2.3164
+02/09/2024,2.3395,45073,2.3397,2.3615,2.3245
+02/08/2024,2.342,50032,2.2742,2.345,2.2627
+02/07/2024,2.263,45436,2.216,2.2729,2.2106
+02/06/2024,2.2173,41653,2.2061,2.226,2.198
+02/05/2024,2.2092,42474,2.1506,2.2116,2.1365
+02/02/2024,2.1475,48690,2.1949,2.214,2.1212
+02/01/2024,2.1948,57038,2.2273,2.2281,2.1881
+01/31/2024,2.2312,51532,2.294,2.3017,2.2178
+01/30/2024,2.2968,54921,2.2727,2.3012,2.2591
+01/29/2024,2.3361,757,2.3401,2.3514,2.3338
+01/26/2024,2.3258,53753,2.2921,2.334,2.2555
+01/25/2024,2.291,56709,2.2463,2.2933,2.2396
+01/24/2024,2.2389,57031,2.2254,2.2715,2.2143
+01/23/2024,2.2333,54720,2.2608,2.2715,2.2049
+01/22/2024,2.2608,58671,2.1994,2.2652,2.1733
+01/19/2024,2.1852,38508,2.2043,2.2188,2.177
+01/18/2024,2.2055,48809,2.1621,2.2078,2.1364
+01/17/2024,2.1585,46770,2.1456,2.1645,2.103
+01/16/2024,2.1481,72482,2.1384,2.2127,2.1312
+01/12/2024,2.1439,51075,2.1617,2.2191,2.1404
+01/11/2024,2.1143,36325,2.0701,2.1393,2.0641
+01/10/2024,2.0673,44659,2.0828,2.1362,2.0557
+01/09/2024,2.0768,41650,2.0361,2.095,2.026
+01/08/2024,2.0278,57477,2.1127,2.1157,2.0072
+01/05/2024,2.1055,42718,2.1114,2.142,2.1007
+01/04/2024,2.1101,53538,2.1559,2.1734,2.0857
+01/03/2024,2.1581,37836,2.0978,2.168,2.067
+01/02/2024,2.0949,41472,2.109,2.1717,2.0796
+12/29/2023,2.1063,41894,2.112,2.1453,2.095
+12/28/2023,2.0997,42426,2.1555,2.1705,2.0974
+12/27/2023,2.1619,38248,2.167,2.2021,2.1526
+12/26/2023,2.1724,28390,2.1285,2.1974,2.1268
+12/22/2023,2.1415,40534,2.1749,2.2114,2.1182
+12/21/2023,2.1666,38681,2.19,2.2028,2.1406
+12/20/2023,2.2071,40573,2.2021,2.2233,2.1842
+12/19/2023,2.2065,41296,2.1819,2.2144,2.148
+12/18/2023,2.1675,41447,2.1458,2.2252,2.1139
+12/15/2023,2.1476,44653,2.1332,2.1669,2.111
+12/14/2023,2.1292,49489,2.0544,2.1401,2.0464
+12/13/2023,2.0249,40568,1.9871,2.041,1.9672
+12/12/2023,1.9797,45191,2.0545,2.0612,1.9702
+12/11/2023,2.0431,39708,2.0455,2.0734,2.0333
+12/08/2023,2.0498,40378,2.0101,2.0658,2.0058
+12/07/2023,2.0012,46759,2.0323,2.0519,1.998
+12/06/2023,2.0302,40011,2.1073,2.1193,2.0184
+12/05/2023,2.1103,35959,2.1468,2.1662,2.1074
+12/04/2023,2.1342,45432,2.1256,2.1518,2.1251
+12/01/2023,2.1211,40782,2.1615,2.1988,2.1162
+11/30/2023,2.1758,52906,2.2416,2.206,2.1507
+11/29/2023,2.2473,58640,2.202,2.2505,2.1607
+11/28/2023,2.1926,44990,2.159,2.2081,2.1448
+11/27/2023,2.1454,52839,2.1344,2.1742,2.1403
+11/24/2023,2.1366,38691,2.1899,2.2143,2.1276
+11/22/2023,2.1958,56414,2.2101,2.1979,2.1059
+11/21/2023,2.208,44451,2.1944,2.2112,2.1689
+11/20/2023,2.1972,48565,2.1487,2.2264,2.1344
+11/17/2023,2.1544,50284,2.075,2.1511,2.1483
+11/16/2023,2.076,50843,2.1796,2.0793,2.0763
+11/15/2023,2.1803,54974,2.1967,2.2092,2.1494
+11/14/2023,2.2006,43452,2.2179,2.2455,2.189
+11/13/2023,2.2093,38788,2.163,2.2162,2.1311
+11/10/2023,2.1895,35862,2.1642,2.2046,2.1537
+11/09/2023,2.1608,34194,2.1402,2.195,2.1224
+11/08/2023,2.1285,36806,2.1677,2.1775,2.122
+11/07/2023,2.1677,49673,2.2395,2.2505,2.157
+11/06/2023,2.2359,35950,2.2036,2.261,2.233
+11/03/2023,2.201,32601,2.2446,2.2586,2.1833
+11/02/2023,2.246,33243,2.1943,2.2504,2.1836
+11/01/2023,2.1855,37098,2.2275,2.285,2.1822
+10/31/2023,2.2173,39371,2.2233,2.2528,2.2073
+10/30/2023,2.2168,48580,2.2925,2.2918,2.2127
+10/27/2023,2.2952,37712,2.2477,2.3003,2.2393
+10/26/2023,2.2371,42992,2.2646,2.2707,2.2224
+10/25/2023,2.2688,45846,2.2581,2.2745,2.2515
+10/24/2023,2.2527,52336,2.3139,2.3113,2.2307
+10/23/2023,2.3116,40071,2.3534,2.3141,2.3103
+10/20/2023,2.3538,36635,2.3534,2.3796,2.3436
+10/19/2023,2.343,37643,2.3364,2.3612,2.296
+10/18/2023,2.3348,52751,2.2912,2.341,2.284
+10/17/2023,2.2725,42079,2.2701,2.2891,2.2466
+10/16/2023,2.2577,31557,2.253,2.2768,2.238
+10/13/2023,2.253,46167,2.1662,2.2566,2.1623
+10/12/2023,2.165,42057,2.1961,2.2281,2.1527
+10/11/2023,2.2101,38468,2.2585,2.282,2.192
+10/10/2023,2.2584,33566,2.239,2.2647,2.2223
+10/09/2023,2.2381,34861,2.24,2.2788,2.22
+10/06/2023,2.1922,37695,2.1924,2.2227,2.1792
+10/05/2023,2.189,45338,2.2065,2.2222,2.1709
+10/04/2023,2.198,59041,2.3301,2.3457,2.194
+10/03/2023,2.3601,57173,2.4115,2.4145,2.3382
+10/02/2023,2.4122,44837,2.3946,2.437,2.3913
+09/29/2023,2.3995,56583,2.4745,2.4858,2.3925
+09/28/2023,2.4662,57414,2.5493,2.5743,2.4647
+09/27/2023,2.5501,56147,2.5271,2.5791,2.5215
+09/26/2023,2.5166,70300,2.497,2.53,2.4612
+09/25/2023,2.5034,58481,2.5224,2.5386,2.4814
+09/22/2023,2.5119,62649,2.5688,2.595,2.5104
+09/21/2023,2.5681,54221,2.5591,2.5975,2.5338
+09/20/2023,2.5707,57226,2.6062,2.626,2.56
+09/19/2023,2.605,64464,2.6326,2.6679,2.601
+09/18/2023,2.6415,51778,2.6522,2.6736,2.6258
+09/15/2023,2.6489,47263,2.6885,2.7021,2.6282
+09/14/2023,2.6794,63884,2.6653,2.6991,2.6595
+09/13/2023,2.663,62086,2.644,2.6688,2.6278
+09/12/2023,2.7279,39706,2.7275,2.7436,2.7041
+09/11/2023,2.7187,55295,2.6545,2.7291,2.6378
+09/08/2023,2.6537,56898,2.6251,2.7049,2.6122
+09/07/2023,2.623,45100,2.6297,2.657,2.593
+09/06/2023,2.6014,42297,2.5864,2.6381,2.557
+09/05/2023,2.581,57088,2.6061,2.6548,2.5721
+09/01/2023,2.5912,43612,2.5598,2.6094,2.5582
+08/31/2023,2.5659,61191,2.5703,2.603,2.5342
+08/30/2023,2.5671,57135,2.5471,2.5868,2.539
+08/29/2023,2.5565,56003,2.5581,2.587,2.5152
+08/28/2023,2.5669,53753,2.6425,2.6501,2.5488
+08/25/2023,2.645,86231,2.5674,2.6575,2.5631
+08/24/2023,2.581,62061,2.5565,2.5911,2.5272
+08/23/2023,2.5595,60426,2.5591,2.5677,2.5051
+08/22/2023,2.5725,48357,2.5659,2.5766,2.5438
+08/21/2023,2.5539,63919,2.5903,2.6403,2.5364
+08/18/2023,2.6001,68457,2.5859,2.6323,2.5687
+08/17/2023,2.6035,64888,2.6105,2.6561,2.5862
+08/16/2023,2.6214,65793,2.6155,2.6456,2.5841
+08/15/2023,2.8476,44353,2.9054,2.9318,2.8388
+08/14/2023,2.9062,45111,2.949,2.949,2.8848
+08/11/2023,2.9649,57540,2.9037,2.9859,2.8993
+08/10/2023,2.9047,50583,2.9316,2.9443,2.867
+08/09/2023,2.9284,65544,2.833,2.9399,2.8292
+08/08/2023,2.8451,52113,2.8325,2.8514,2.7359
+08/07/2023,2.8044,44313,2.7887,2.8302,2.7712
+08/04/2023,2.7831,38918,2.778,2.8199,2.7608
+08/03/2023,2.7647,59724,2.787,2.787,2.7131
+08/02/2023,2.7758,54924,2.9009,2.913,2.7664
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