diff --git "a/price_forecasting_ml/data/crude_oil/dollar_index.csv" "b/price_forecasting_ml/data/crude_oil/dollar_index.csv"
deleted file mode 100644--- "a/price_forecasting_ml/data/crude_oil/dollar_index.csv"
+++ /dev/null
@@ -1,3041 +0,0 @@
-Date,Open,High,Low,Close,Adj Close,Volume
-2014-08-08,81.529999,81.599998,81.260002,81.389999,81.389999,0
-2014-08-10,null,null,null,null,null,null
-2014-08-11,81.400002,81.489998,81.400002,81.470001,81.470001,0
-2014-08-12,81.470001,81.680000,81.470001,81.500000,81.500000,0
-2014-08-13,81.510002,81.680000,81.360001,81.599998,81.599998,0
-2014-08-14,81.599998,81.690002,81.410004,81.589996,81.589996,0
-2014-08-15,81.599998,81.620003,81.379997,81.419998,81.419998,0
-2014-08-17,null,null,null,null,null,null
-2014-08-18,81.419998,81.610001,81.379997,81.580002,81.580002,0
-2014-08-19,81.589996,81.900002,81.580002,81.879997,81.879997,0
-2014-08-20,81.870003,82.279999,81.870003,82.250000,82.250000,0
-2014-08-21,82.239998,82.360001,82.099998,82.150002,82.150002,0
-2014-08-22,82.160004,82.459999,82.059998,82.339996,82.339996,0
-2014-08-24,null,null,null,null,null,null
-2014-08-25,82.459999,82.610001,82.449997,82.550003,82.550003,0
-2014-08-26,82.589996,82.699997,82.430000,82.650002,82.650002,0
-2014-08-27,82.669998,82.730003,82.400002,82.430000,82.430000,0
-2014-08-28,82.470001,82.589996,82.320000,82.480003,82.480003,0
-2014-08-29,82.480003,82.750000,82.419998,82.750000,82.750000,0
-2014-08-31,null,null,null,null,null,null
-2014-09-02,82.760002,83.040001,82.750000,82.989998,82.989998,0
-2014-09-03,82.970001,83.059998,82.830002,82.870003,82.870003,0
-2014-09-04,82.839996,83.870003,82.839996,83.820000,83.820000,0
-2014-09-05,83.839996,83.940002,83.559998,83.760002,83.760002,0
-2014-09-07,null,null,null,null,null,null
-2014-09-08,83.800003,84.349998,83.800003,84.230003,84.230003,0
-2014-09-09,84.309998,84.519997,84.040001,84.279999,84.279999,0
-2014-09-10,84.139999,84.419998,84.050003,84.250000,84.250000,0
-2014-09-11,84.209999,84.339996,84.070000,84.300003,84.300003,0
-2014-09-12,84.260002,84.410004,84.080002,84.239998,84.239998,0
-2014-09-14,null,null,null,null,null,null
-2014-09-15,84.180000,84.410004,84.150002,84.260002,84.260002,0
-2014-09-16,84.239998,84.370003,83.860001,84.070000,84.070000,0
-2014-09-17,84.099998,84.709999,83.940002,84.699997,84.699997,0
-2014-09-18,84.739998,84.739998,84.220001,84.320000,84.320000,0
-2014-09-19,84.279999,84.800003,84.230003,84.800003,84.800003,0
-2014-09-21,null,null,null,null,null,null
-2014-09-22,84.809998,84.860001,84.519997,84.669998,84.669998,0
-2014-09-23,84.690002,84.760002,84.370003,84.660004,84.660004,0
-2014-09-24,84.709999,85.089996,84.599998,85.050003,85.050003,0
-2014-09-25,85.099998,85.489998,85.050003,85.199997,85.199997,0
-2014-09-26,85.139999,85.690002,85.110001,85.639999,85.639999,0
-2014-09-28,null,null,null,null,null,null
-2014-09-29,85.620003,85.800003,85.459999,85.589996,85.589996,0
-2014-09-30,85.610001,86.220001,85.489998,85.940002,85.940002,0
-2014-10-01,85.910004,86.180000,85.779999,85.970001,85.970001,0
-2014-10-02,85.860001,85.900002,85.449997,85.599998,85.599998,0
-2014-10-03,85.629997,86.750000,85.629997,86.690002,86.690002,0
-2014-10-05,null,null,null,null,null,null
-2014-10-06,86.639999,86.680000,85.639999,85.709999,85.709999,0
-2014-10-07,85.779999,86.099998,85.550003,85.669998,85.669998,0
-2014-10-08,85.589996,85.919998,85.199997,85.300003,85.300003,0
-2014-10-09,85.269997,85.669998,84.940002,85.519997,85.519997,0
-2014-10-10,85.550003,85.980003,85.400002,85.910004,85.910004,0
-2014-10-12,null,null,null,null,null,null
-2014-10-13,85.820000,85.820000,85.410004,85.430000,85.430000,0
-2014-10-14,85.260002,85.879997,85.250000,85.820000,85.820000,0
-2014-10-15,85.900002,86.010002,84.470001,85.150002,85.150002,0
-2014-10-16,84.910004,85.430000,84.739998,85.000000,85.000000,0
-2014-10-17,84.910004,85.250000,84.760002,85.190002,85.190002,0
-2014-10-19,null,null,null,null,null,null
-2014-10-20,85.209999,85.379997,84.910004,84.949997,84.949997,0
-2014-10-21,85.019997,85.330002,84.739998,85.309998,85.309998,0
-2014-10-22,85.400002,85.790001,85.230003,85.739998,85.739998,0
-2014-10-23,85.739998,85.940002,85.660004,85.839996,85.839996,0
-2014-10-24,85.830002,85.910004,85.540001,85.730003,85.730003,0
-2014-10-26,null,null,null,null,null,null
-2014-10-27,85.690002,85.709999,85.410004,85.500000,85.500000,0
-2014-10-28,85.570000,85.680000,85.239998,85.410004,85.410004,0
-2014-10-29,85.400002,86.050003,85.190002,85.949997,85.949997,0
-2014-10-30,85.980003,86.489998,85.980003,86.150002,86.150002,0
-2014-10-31,86.180000,87.129997,86.150002,86.879997,86.879997,0
-2014-11-02,null,null,null,null,null,null
-2014-11-03,87.080002,87.410004,87.019997,87.309998,87.309998,0
-2014-11-04,87.250000,87.300003,86.879997,86.980003,86.980003,0
-2014-11-05,87.019997,87.610001,86.940002,87.440002,87.440002,0
-2014-11-06,87.410004,88.150002,87.129997,88.010002,88.010002,0
-2014-11-07,88.050003,88.190002,87.470001,87.639999,87.639999,0
-2014-11-09,null,null,null,null,null,null
-2014-11-10,87.559998,87.830002,87.220001,87.809998,87.809998,0
-2014-11-11,87.800003,88.059998,87.370003,87.529999,87.529999,0
-2014-11-12,87.620003,87.900002,87.400002,87.820000,87.820000,0
-2014-11-13,87.809998,87.879997,87.620003,87.669998,87.669998,0
-2014-11-14,87.830002,88.269997,87.400002,87.529999,87.529999,0
-2014-11-16,null,null,null,null,null,null
-2014-11-17,87.540001,87.970001,87.180000,87.930000,87.930000,0
-2014-11-18,87.930000,87.970001,87.510002,87.580002,87.580002,0
-2014-11-19,87.680000,87.779999,87.349998,87.650002,87.650002,0
-2014-11-20,87.680000,87.940002,87.489998,87.589996,87.589996,0
-2014-11-21,87.629997,88.389999,87.449997,88.309998,88.309998,0
-2014-11-23,null,null,null,null,null,null
-2014-11-24,88.279999,88.440002,88.070000,88.150002,88.150002,0
-2014-11-25,88.199997,88.330002,87.820000,87.919998,87.919998,0
-2014-11-26,87.849998,88.040001,87.519997,87.610001,87.610001,0
-2014-11-28,88.070000,88.389999,87.940002,88.360001,88.360001,0
-2014-11-30,null,null,null,null,null,null
-2014-12-01,88.230003,88.449997,87.779999,87.949997,87.949997,0
-2014-12-02,87.980003,88.669998,87.949997,88.650002,88.650002,0
-2014-12-03,88.599998,89.010002,88.580002,88.959999,88.959999,0
-2014-12-04,88.940002,89.120003,88.209999,88.699997,88.699997,0
-2014-12-05,88.580002,89.470001,88.580002,89.330002,89.330002,0
-2014-12-07,null,null,null,null,null,null
-2014-12-08,89.400002,89.550003,88.910004,89.040001,89.040001,0
-2014-12-09,89.180000,89.269997,88.160004,88.690002,88.690002,0
-2014-12-10,88.650002,88.809998,88.190002,88.269997,88.269997,0
-2014-12-11,87.949997,88.790001,87.910004,88.660004,88.660004,0
-2014-12-12,88.589996,88.639999,88.110001,88.360001,88.360001,0
-2014-12-14,null,null,null,null,null,null
-2014-12-15,88.209999,88.629997,88.169998,88.459999,88.459999,0
-2014-12-16,88.440002,88.510002,87.629997,88.129997,88.129997,0
-2014-12-17,88.019997,89.139999,87.900002,89.129997,89.129997,0
-2014-12-18,89.129997,89.400002,88.919998,89.239998,89.239998,0
-2014-12-19,89.239998,89.650002,89.180000,89.599998,89.599998,0
-2014-12-21,null,null,null,null,null,null
-2014-12-22,89.629997,89.790001,89.370003,89.769997,89.769997,0
-2014-12-23,89.769997,90.160004,89.629997,90.059998,90.059998,0
-2014-12-24,90.040001,90.080002,89.809998,89.970001,89.970001,0
-2014-12-26,89.870003,90.080002,89.779999,90.029999,90.029999,0
-2014-12-28,null,null,null,null,null,null
-2014-12-29,89.980003,90.269997,89.790001,90.190002,90.190002,0
-2014-12-30,90.190002,90.330002,89.809998,89.989998,89.989998,0
-2014-12-31,89.930000,90.300003,89.860001,90.269997,90.269997,0
-2015-01-02,90.360001,91.160004,90.330002,91.080002,91.080002,0
-2015-01-04,null,null,null,null,null,null
-2015-01-05,91.129997,91.779999,91.129997,91.379997,91.379997,0
-2015-01-06,91.379997,91.809998,91.120003,91.500000,91.500000,0
-2015-01-07,91.750000,92.269997,91.650002,91.889999,91.889999,0
-2015-01-08,91.940002,92.529999,91.940002,92.370003,92.370003,0
-2015-01-09,92.309998,92.500000,91.900002,91.940002,91.940002,0
-2015-01-11,null,null,null,null,null,null
-2015-01-12,91.879997,92.339996,91.730003,91.980003,91.980003,0
-2015-01-13,92.029999,92.430000,91.809998,92.309998,92.309998,0
-2015-01-14,92.230003,92.419998,91.610001,92.160004,92.160004,0
-2015-01-15,92.160004,92.750000,91.510002,92.349998,92.349998,0
-2015-01-16,92.099998,93.260002,92.080002,92.519997,92.519997,0
-2015-01-18,null,null,null,null,null,null
-2015-01-20,92.660004,93.099998,92.550003,93.050003,93.050003,0
-2015-01-21,93.070000,93.089996,92.150002,92.900002,92.900002,0
-2015-01-22,92.889999,94.500000,92.480003,94.239998,94.239998,14290000
-2015-01-23,94.209999,95.480003,94.110001,95.000000,95.000000,0
-2015-01-25,null,null,null,null,null,null
-2015-01-26,95.199997,95.330002,94.589996,94.800003,94.800003,0
-2015-01-27,94.930000,95.010002,93.699997,94.019997,94.019997,9000000
-2015-01-28,94.209999,94.690002,93.970001,94.470001,94.470001,0
-2015-01-29,94.620003,95.010002,94.330002,94.779999,94.779999,0
-2015-01-30,94.660004,94.919998,94.430000,94.800003,94.800003,0
-2015-02-01,null,null,null,null,null,null
-2015-02-02,94.839996,94.879997,94.370003,94.500000,94.500000,0
-2015-02-03,94.570000,94.699997,93.250000,93.599998,93.599998,0
-2015-02-04,93.739998,94.529999,93.610001,93.989998,93.989998,0
-2015-02-05,93.599998,94.760002,93.519997,94.699997,94.699997,0
-2015-02-06,93.599998,94.760002,93.519997,94.699997,94.699997,0
-2015-02-08,null,null,null,null,null,null
-2015-02-09,94.680000,94.879997,94.360001,94.449997,94.449997,0
-2015-02-10,94.519997,94.879997,94.400002,94.760002,94.760002,0
-2015-02-11,94.709999,95.120003,94.639999,94.989998,94.989998,0
-2015-02-12,94.889999,94.970001,93.980003,94.089996,94.089996,0
-2015-02-13,94.199997,94.309998,93.900002,94.199997,94.199997,0
-2015-02-15,null,null,null,null,null,null
-2015-02-17,94.400002,94.510002,93.800003,94.059998,94.059998,0
-2015-02-18,94.150002,94.529999,93.989998,94.199997,94.199997,0
-2015-02-19,94.089996,94.449997,93.839996,94.400002,94.400002,0
-2015-02-20,94.419998,94.790001,94.050003,94.250000,94.250000,0
-2015-02-22,null,null,null,null,null,null
-2015-02-23,94.320000,94.919998,94.279999,94.570000,94.570000,0
-2015-02-24,94.580002,94.989998,94.430000,94.489998,94.489998,0
-2015-02-25,94.410004,94.480003,94.129997,94.209999,94.209999,0
-2015-02-26,94.199997,95.360001,94.059998,95.290001,95.290001,0
-2015-02-27,95.180000,95.360001,94.910004,95.250000,95.250000,0
-2015-03-01,null,null,null,null,null,null
-2015-03-02,95.260002,95.510002,95.059998,95.459999,95.459999,0
-2015-03-03,95.489998,95.570000,95.099998,95.379997,95.379997,0
-2015-03-04,95.379997,96.059998,95.320000,95.970001,95.970001,0
-2015-03-05,95.970001,96.589996,95.839996,96.379997,96.379997,0
-2015-03-06,96.360001,97.730003,96.300003,97.620003,97.620003,0
-2015-03-08,null,null,null,null,null,null
-2015-03-09,97.720001,97.779999,97.290001,97.589996,97.589996,0
-2015-03-10,97.779999,98.809998,97.779999,98.620003,98.620003,0
-2015-03-11,98.650002,99.989998,98.489998,99.800003,99.800003,0
-2015-03-12,99.699997,100.059998,98.650002,99.150002,99.150002,0
-2015-03-13,99.190002,100.389999,99.190002,100.330002,100.330002,0
-2015-03-15,null,null,null,null,null,null
-2015-03-16,100.260002,100.269997,99.320000,99.599998,99.599998,0
-2015-03-17,99.669998,99.830002,99.230003,99.589996,99.589996,0
-2015-03-18,99.599998,99.800003,96.629997,98.550003,98.550003,0
-2015-03-19,97.800003,99.459999,97.209999,99.099998,99.099998,0
-2015-03-20,99.040001,99.120003,97.449997,97.910004,97.910004,0
-2015-03-22,null,null,null,null,null,null
-2015-03-23,97.800003,98.239998,96.830002,97.029999,97.029999,0
-2015-03-24,96.930000,97.379997,96.389999,97.190002,97.190002,0
-2015-03-25,97.220001,97.300003,96.540001,96.980003,96.980003,0
-2015-03-26,96.910004,97.550003,96.169998,97.440002,97.440002,0
-2015-03-27,97.379997,97.919998,96.989998,97.290001,97.290001,0
-2015-03-29,null,null,null,null,null,null
-2015-03-30,97.389999,98.070000,97.389999,97.980003,97.980003,0
-2015-03-31,97.919998,98.669998,97.830002,98.360001,98.360001,0
-2015-04-01,98.419998,98.639999,97.980003,98.190002,98.190002,0
-2015-04-02,98.180000,98.279999,97.330002,97.440002,97.440002,0
-2015-04-05,null,null,null,null,null,null
-2015-04-06,96.739998,97.239998,96.330002,97.110001,97.110001,0
-2015-04-07,97.059998,98.019997,96.930000,97.830002,97.830002,0
-2015-04-08,97.870003,98.199997,97.250000,98.070000,98.070000,0
-2015-04-09,98.050003,99.180000,98.040001,99.160004,99.160004,0
-2015-04-10,98.970001,99.690002,98.839996,99.389999,99.389999,0
-2015-04-12,null,null,null,null,null,null
-2015-04-13,99.349998,99.989998,99.230003,99.489998,99.489998,0
-2015-04-14,99.449997,99.699997,98.370003,98.760002,98.760002,0
-2015-04-15,98.779999,99.360001,98.220001,98.330002,98.330002,0
-2015-04-16,98.400002,98.720001,97.279999,97.419998,97.419998,0
-2015-04-17,97.629997,97.820000,97.000000,97.519997,97.519997,0
-2015-04-19,null,null,null,null,null,null
-2015-04-20,97.309998,98.070000,97.309998,97.940002,97.940002,0
-2015-04-21,97.940002,98.459999,97.639999,97.980003,97.980003,0
-2015-04-22,97.959999,98.120003,97.430000,98.019997,98.019997,0
-2015-04-23,98.050003,98.430000,97.150002,97.279999,97.279999,0
-2015-04-24,97.330002,97.559998,96.760002,96.919998,96.919998,0
-2015-04-26,null,null,null,null,null,null
-2015-04-27,96.900002,97.279999,96.470001,96.769997,96.769997,0
-2015-04-28,96.790001,96.930000,96.010002,96.089996,96.089996,0
-2015-04-29,96.129997,96.180000,94.680000,95.120003,95.120003,0
-2015-04-30,95.209999,95.449997,94.400002,94.599998,94.599998,0
-2015-05-01,94.830002,95.400002,94.500000,95.300003,95.300003,0
-2015-05-03,null,null,null,null,null,null
-2015-05-04,95.220001,95.639999,95.040001,95.480003,95.480003,0
-2015-05-05,95.440002,95.949997,94.879997,95.129997,95.129997,0
-2015-05-06,95.180000,95.220001,93.879997,94.129997,94.129997,0
-2015-05-07,94.129997,94.830002,93.889999,94.620003,94.620003,0
-2015-05-08,94.629997,95.070000,94.320000,94.790001,94.790001,0
-2015-05-10,null,null,null,null,null,null
-2015-05-11,94.800003,95.260002,94.800003,95.010002,95.010002,0
-2015-05-12,95.050003,95.160004,94.239998,94.529999,94.529999,0
-2015-05-13,94.559998,94.589996,93.459999,93.620003,93.620003,0
-2015-05-14,93.660004,93.760002,93.129997,93.360001,93.360001,0
-2015-05-15,93.400002,94.029999,93.139999,93.139999,93.139999,0
-2015-05-17,null,null,null,null,null,null
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\ No newline at end of file