{'hyper_parameters': {'neurons': array([ 10,  30,  50, 100, 150, 200]), 'model_specific_hyper_parameters': [['Adam', 0.01, 16], ['Adagrad', 0.01, 8], ['Adagrad', 0.01, 4], ['Adagrad', 0.01, 16], ['Adagrad', 0.01, 16], ['Adagrad', 0.001, 4]], 'epochs': 100, 'time_step': 5, 'num_replicates': 30, 'test_split': 0.2}, 'best_model': {'neurons': np.int64(10), 'replicate': np.int64(0), 'rmse': np.float64(165.4621304645817), 'mape': np.float64(1.2652685060705835), 'R': np.float64(0.984882195306242), 'elapsed_time': np.float64(17.65803337097168), 'train_predictions': array([ 702.4061 ,  704.117  ,  710.17914, ..., 7672.621  , 7488.6523 ,
       7478.2246 ], dtype=float32), 'test_predictions': array([ 7578.9014,  7658.956 ,  7692.2065,  7771.9927,  7798.1123,
        7852.1255,  7863.2246,  7915.462 ,  7939.8506,  7950.111 ,
        7958.556 ,  7936.064 ,  7931.163 ,  7979.1313,  7997.51  ,
        8188.3916,  8285.501 ,  8316.353 ,  8331.405 ,  8466.667 ,
        8524.9375,  8612.094 ,  8642.551 ,  8756.14  ,  8813.458 ,
        8909.071 ,  8974.295 ,  8937.701 ,  8934.722 ,  9030.744 ,
        9062.946 ,  9085.705 ,  9139.123 ,  9132.035 ,  9130.949 ,
        9172.559 ,  9182.944 ,  9080.339 ,  9018.891 ,  9015.108 ,
        9011.635 ,  8884.47  ,  8831.366 ,  8732.3545,  8872.016 ,
        8960.133 ,  8983.631 ,  8947.703 ,  8875.669 ,  8832.179 ,
        8817.855 ,  8746.227 ,  8820.69  ,  8863.046 ,  8950.626 ,
        8961.815 ,  8967.2295,  8832.779 ,  8781.112 ,  8925.964 ,
        8972.187 ,  9000.189 ,  8983.508 ,  8930.953 ,  8977.979 ,
        9346.252 ,  9493.002 ,  9562.745 ,  9525.921 ,  9446.522 ,
        9428.78  ,  9502.461 ,  9575.79  ,  9578.727 ,  9587.03  ,
        9649.855 ,  9752.012 ,  9875.731 ,  9900.4375, 10099.654 ,
       10156.873 , 10163.102 , 10176.108 , 10171.225 , 10172.479 ,
       10146.413 , 10061.51  , 10089.697 , 10090.672 , 10188.998 ,
       10373.399 , 10536.524 , 10641.029 , 10658.077 , 10638.645 ,
       10540.898 , 10505.876 , 10518.707 , 10418.859 , 10369.496 ,
       10358.913 , 10341.016 , 10267.09  , 10183.209 , 10143.611 ,
       10026.693 ,  9944.496 ,  9941.855 ,  9979.979 , 10149.873 ,
       10203.57  , 10416.836 , 10484.719 , 10512.635 , 10516.965 ,
       10378.797 , 10428.024 , 10440.834 , 10301.714 , 10336.379 ,
       10438.816 , 10561.708 , 10601.221 , 10606.997 , 10607.402 ,
       10546.218 , 10658.172 , 10774.949 , 10816.    , 10839.28  ,
       10834.688 , 10853.857 , 10880.596 , 10832.631 , 10784.211 ,
       10642.754 , 10615.915 , 10526.284 , 10499.192 , 10468.18  ,
       10527.152 , 10376.022 ,  9945.447 ,  9875.182 ,  9865.454 ,
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        9735.639 ,  9707.171 ,  9612.801 ,  9506.018 ,  9507.568 ,
        9568.178 ,  9569.964 ,  9636.422 ,  9682.144 ,  9786.555 ,
        9799.341 ,  9815.019 ,  9853.178 ,  9819.708 ,  9759.087 ,
        9730.461 ,  9640.296 ,  9421.131 ,  9063.145 ,  8933.253 ,
        8969.207 ,  8958.956 ,  8991.246 ,  9003.586 ,  8938.805 ,
        8926.216 ,  8810.393 ,  8829.902 ,  8902.219 ,  8924.286 ,
        8850.753 ,  8784.318 ,  8801.646 ,  8764.851 ,  8837.9375,
        8857.482 ,  8882.514 ,  8884.609 ,  8837.689 ,  8843.234 ,
        8724.131 ,  8683.479 ,  8835.227 ,  8884.732 ,  9087.896 ,
        9154.502 ,  9199.575 ,  9226.08  ,  9285.846 ,  9300.388 ,
        9316.181 ,  9248.196 ,  9133.794 ,  9288.629 ,  9488.12  ,
        9567.709 ,  9577.971 ,  9584.1   ,  9622.924 ,  9638.331 ,
        9622.705 ,  9667.168 ,  9773.777 ,  9815.003 ,  9934.383 ,
       10034.978 , 10003.695 ,  9987.959 ,  9979.174 ,  9981.272 ,
        9928.002 ,  9917.844 ,  9830.982 ,  9783.258 ,  9720.492 ,
        9668.351 ,  9652.987 ,  9771.514 ,  9840.872 ,  9859.631 ,
        9827.107 ,  9816.236 ,  9851.785 ,  9891.34  ,  9906.572 ,
        9875.13  ,  9824.385 ,  9838.246 ,  9807.742 ,  9736.321 ,
        9696.8125,  9678.602 ,  9757.259 ,  9799.369 ,  9884.133 ,
        9909.912 ,  9938.98  ,  9942.785 ,  9950.693 ,  9932.118 ,
        9949.222 ,  9941.091 ,  9934.508 ,  9923.655 ,  9778.807 ,
        9763.275 ,  9735.41  ,  9758.178 ,  9804.804 ,  9800.564 ,
        9794.796 ,  9778.464 ,  9803.297 ,  9809.576 ,  9790.768 ,
        9796.047 ,  9766.373 ,  9769.432 ,  9618.752 ,  9577.507 ,
        9536.364 ,  9553.695 ,  9647.0625,  9679.207 ,  9782.668 ,
        9809.687 , 10054.927 , 10224.951 , 10279.128 , 10263.012 ,
       10314.726 , 10365.9375, 10496.482 , 10562.957 , 10632.829 ,
       10639.693 ,  9965.867 ,  9814.561 ,  9222.767 ,  9265.993 ,
        9528.521 ,  9592.391 ,  9568.016 ,  9558.609 ,  9533.898 ,
        9478.492 ,  9301.187 ,  9251.574 ,  9239.929 ,  9273.818 ,
        9291.132 ,  9327.025 ,  9397.72  ,  9375.053 ,  9306.898 ,
        9346.237 ,  9334.928 ,  9328.86  ,  9336.699 ,  9418.041 ,
        9414.736 ,  9373.276 ,  9258.643 ,  9184.863 ,  9216.758 ,
        9206.932 ,  9162.921 ,  9153.488 ,  9275.23  ,  9320.656 ,
        9599.767 ,  9657.444 ,  9674.168 ,  9611.8125,  9631.495 ,
        9573.395 ,  9505.761 ,  9506.546 ,  9381.056 ,  9364.184 ,
        9284.626 ,  9266.587 ,  9236.969 ,  9181.283 ,  9085.474 ,
        9226.228 ,  9424.004 ,  9486.401 ,  9600.045 ,  9626.061 ,
        9526.016 ,  9400.112 ,  9413.715 ,  9409.176 ,  9286.102 ,
        9236.504 ,  9236.419 ,  9233.246 ,  9371.722 ,  9404.998 ,
        9390.959 ,  9415.652 ,  9827.5625, 10009.291 , 10146.627 ,
       10193.832 , 10192.36  , 10132.85  , 10090.421 , 10133.073 ,
       10264.125 , 10307.161 , 10259.768 , 10235.359 , 10338.921 ,
       10366.075 , 10485.735 , 10521.254 , 10556.229 , 10580.067 ,
       10589.656 , 10589.758 , 10541.126 , 10559.241 , 10620.68  ,
       10607.375 , 10743.406 , 10779.67  , 10796.962 , 10804.175 ,
       10822.188 , 10825.878 , 10829.233 , 10827.387 , 10781.7295,
       10772.214 , 10790.213 , 10788.191 , 10916.156 , 11008.974 ,
       11085.4   , 11126.297 , 11174.153 , 11140.652 , 11131.35  ,
       11121.381 , 11073.641 , 10883.334 , 10791.71  , 10768.012 ,
       10679.634 , 10534.405 , 10545.285 , 10555.71  , 10436.622 ,
       10407.242 , 10758.357 , 10905.018 , 10989.528 , 10996.953 ,
       11102.809 , 11189.42  , 11150.494 , 11141.098 , 11158.339 ,
       11091.095 , 10993.945 , 10961.81  , 11032.273 , 11016.164 ,
       10875.695 , 10807.459 , 10798.48  , 10803.119 , 10726.978 ,
       10689.645 , 10612.58  , 10477.218 , 10486.152 , 10458.973 ,
       10410.518 , 10522.573 , 10560.858 , 10582.676 , 10652.836 ,
       10820.066 , 10836.387 , 10850.152 , 10838.851 , 10868.176 ,
       10899.203 , 10859.025 , 10869.836 , 10883.141 , 10824.549 ,
       10770.888 , 10645.679 , 10616.032 , 10609.155 , 10608.729 ,
       10650.095 , 10659.841 , 10791.865 , 10814.959 , 10841.296 ,
       10859.367 , 10856.96  , 10855.778 , 10858.553 , 10859.273 ,
       11009.25  , 11048.17  , 11014.631 , 10980.59  , 11021.256 ,
       11085.938 , 11114.781 , 11126.806 , 11173.48  , 11183.222 ,
       11227.756 , 11219.28  , 11208.256 , 11218.208 , 11223.951 ,
       11219.838 , 11218.209 , 11220.184 , 11212.506 , 11198.986 ,
       11152.011 ], dtype=float32), 'loss': [0.0033145910128951073, 0.00037996756145730615, 0.00026193473604507744, 0.00019389357476029545, 0.00016790328663773835, 0.00016641448019072413, 0.00022866656945552677, 0.00015047065971884876, 0.00010890694829868153, 0.00019598848302848637, 0.00010497882612980902, 0.0001530777517473325, 0.00012539277668111026, 0.00012875731044914573, 0.00010042861686088145, 0.0001201521372422576, 0.000118937277875375, 0.00011576546967262402, 9.728202712722123e-05, 0.00015692882880102843, 7.60645343689248e-05, 9.58570308284834e-05, 8.516803063685074e-05, 0.00011494808131828904, 7.459878543158993e-05, 8.565574535168707e-05, 0.00011376198381185532, 9.13549738470465e-05, 9.149325342150405e-05, 8.40920620248653e-05]}, 'scores': {'neurons':      0
0   10
1   30
2   50
3  100
4  150
5  200, 'rmse':            0           1           2           3           4           5   \
0  165.462130  276.351185  230.572204  203.686336  238.696948  231.752497   
1  309.878306  298.773180  268.074339  318.837250  276.392558  293.495639   
2  259.551610  216.506055  247.403160  241.857638  249.728932  243.516696   
3  240.166811  227.129121  313.458230  259.849575  285.976449  292.559166   
4  263.390593  255.729163  274.509789  246.110001  261.114902  297.842754   
5  506.052112  445.910319  447.512325  514.264785  435.128935  469.612378   

           6           7           8           9   ...          20  \
0  229.649589  219.390649  268.701399  238.341102  ...  242.528561   
1  268.776411  345.045757  347.939085  246.761314  ...  333.317313   
2  205.884920  269.714503  260.696366  241.023049  ...  231.788303   
3  280.767724  276.182063  278.405169  250.530600  ...  254.217579   
4  252.205742  232.965392  279.888481  235.033890  ...  235.490616   
5  497.911972  409.425887  409.473006  460.156760  ...  498.990989   

           21          22          23          24          25          26  \
0  182.416724  264.264400  289.128385  257.586731  206.305359  177.530213   
1  344.272593  244.721995  333.490690  321.703133  335.455771  321.277703   
2  252.065705  228.848558  254.698748  249.166361  212.794592  225.872999   
3  256.705601  279.798485  276.533088  236.094128  282.292427  296.579123   
4  251.643161  245.473650  242.761881  230.664859  248.583921  269.800718   
5  407.751863  448.423552  493.775031  391.585878  493.302215  466.339091   

           27          28          29  
0  227.243328  218.342918  362.114960  
1  334.776255  365.456953  334.252314  
2  253.748074  209.553299  209.348739  
3  238.602555  326.738129  288.472985  
4  262.563718  281.414002  299.981834  
5  454.289333  428.438868  419.833249  

[6 rows x 30 columns], 'mape':          0         1         2         3         4         5         6   \
0  1.265269  2.276874  1.882082  1.645259  1.982296  1.928331  1.788321   
1  2.533788  2.480344  2.184071  2.630105  2.273007  2.390223  2.197273   
2  2.097583  1.702427  2.001189  1.914810  2.004626  1.958652  1.581181   
3  1.903623  1.782249  2.555878  2.121849  2.350059  2.388219  2.283212   
4  2.115163  2.047763  2.220307  1.969909  2.094942  2.439549  2.016620   
5  4.177755  3.681109  3.690729  4.208818  3.606766  3.856945  4.101331   

         7         8         9   ...        20        21        22        23  \
0  1.765001  2.159882  1.901341  ...  1.996897  1.411685  2.142175  2.432004   
1  2.773356  2.886338  1.947398  ...  2.735589  2.843292  1.986132  2.721407   
2  2.183322  2.125913  1.940782  ...  1.849934  2.037537  1.825285  2.061554   
3  2.240431  2.278840  2.019920  ...  2.058691  2.068005  2.278646  2.231517   
4  1.830453  2.268997  1.863298  ...  1.864819  2.017321  1.957753  1.931218   
5  3.377933  3.391688  3.784976  ...  4.107253  3.350703  3.702747  4.078597   

         24        25        26        27        28        29  
0  2.132735  1.613608  1.417528  1.790889  1.755513  3.050370  
1  2.739269  2.718430  2.621350  2.743824  3.063901  2.780473  
2  2.011889  1.657252  1.782071  2.049304  1.626679  1.629016  
3  1.879854  2.313165  2.417612  1.883117  2.678701  2.350987  
4  1.817982  1.985237  2.169240  2.111653  2.295037  2.438682  
5  3.239940  4.062023  3.845496  3.736394  3.536015  3.476313  

[6 rows x 30 columns], 'R':          0         1         2         3         4         5         6   \
0  0.984882  0.976864  0.982369  0.976448  0.980014  0.977169  0.977335   
1  0.958706  0.970760  0.967941  0.959723  0.968519  0.962479  0.969809   
2  0.969923  0.974426  0.970987  0.969471  0.967449  0.973482  0.972890   
3  0.967090  0.966819  0.951412  0.965951  0.961008  0.957024  0.960659   
4  0.960050  0.961727  0.960141  0.965741  0.960051  0.955056  0.963207   
5  0.897288  0.912273  0.913739  0.886644  0.919708  0.902729  0.897502   

         7         8         9   ...        20        21        22        23  \
0  0.984794  0.976829  0.980059  ...  0.980832  0.982622  0.976381  0.979098   
1  0.948878  0.953691  0.974937  ...  0.951850  0.950949  0.971612  0.951346   
2  0.967329  0.970582  0.970405  ...  0.971390  0.968422  0.972174  0.968286   
3  0.961516  0.959432  0.966603  ...  0.966137  0.964759  0.960439  0.956314   
4  0.965948  0.958028  0.966440  ...  0.966688  0.963222  0.963586  0.965259   
5  0.921323  0.927510  0.907666  ...  0.894415  0.922081  0.916966  0.899794   

         24        25        26        27        28        29  
0  0.979283  0.973673  0.985672  0.978763  0.981244  0.975670  
1  0.969350  0.954023  0.958218  0.955069  0.949072  0.965717  
2  0.970406  0.974151  0.972495  0.970509  0.975094  0.974910  
3  0.968486  0.960688  0.954466  0.964620  0.951211  0.957273  
4  0.968020  0.963353  0.958203  0.961367  0.958675  0.953528  
5  0.931307  0.894720  0.905782  0.909304  0.917397  0.923132  

[6 rows x 30 columns], 'elapsed_time':            0           1           2           3           4           5   \
0   17.658033    7.881132   13.295414    8.833580    8.620142    8.122520   
1   86.203994   86.656118   69.346619   87.345367   86.885452   86.835593   
2  125.535024  167.915751  129.126498  100.849019  162.505918  165.709484   
3   44.935337   45.345949   45.516901   44.647694   44.947775   46.348909   
4   44.850187   45.074754   45.162992   45.090987   44.787299   45.208885   
5  171.252011  167.032138  169.008215  168.576451  168.924170  166.764016   

           6           7           8           9   ...          20  \
0   14.686049   18.177769    8.632988   11.477654  ...   12.144503   
1   86.925927   86.616877   87.015387   87.192263  ...   87.466397   
2  134.117779  162.399921  163.995441  136.569219  ...  101.579062   
3   47.094832   45.208070   44.665207   45.324281  ...   48.416651   
4   45.435685   45.093519   44.706216   45.314892  ...   46.240599   
5  167.375785  167.179857  171.925152  165.887617  ...  173.444405   

           21          22          23          24          25          26  \
0   12.687427    6.995348    7.678130   14.834599    6.757148   19.839623   
1   87.138857   88.603543   88.078742   89.639965   87.705513   87.679098   
2  164.949513  154.505184  126.501969  119.787613  126.261349  164.736249   
3   44.970609   44.593375   44.957924   44.517657   44.918049   45.199106   
4   45.730414   45.921290   45.435441   45.183173   45.022919   45.432116   
5  172.625128  175.662428  171.019199  172.319736  172.691894  173.044972   

           27          28          29  
0   10.921071   10.619561    9.189033  
1   88.665956   88.707302   87.968819  
2  166.919949  139.365175  159.315536  
3   47.174033   44.248419   44.976531  
4   45.195032   46.909585   45.221623  
5  175.620250  173.802073  174.648300  

[6 rows x 30 columns]}, 'avg_scores':    neurons        rmse      mape         R  elapsed_time
0       10  231.317175  1.866149  0.979654     11.330782
1       30  305.527549  2.501615  0.961423     86.588479
2       50  240.088247  1.920468  0.971267    144.618444
3      100  275.819393  2.236290  0.959881     45.214700
4      150  257.595191  2.066097  0.962164     45.595087
5      200  454.986233  3.752981  0.909949    170.649365, 'all_stds':    neurons       rmse      mape         R  elapsed_time
0       10  44.878246  0.417151  0.003025      3.543248
1       30  35.810887  0.320502  0.007999      4.247025
2       50  16.997342  0.162047  0.002127     22.598072
3      100  25.683268  0.229457  0.005543      0.913395
4      150  18.709628  0.171142  0.003635      0.691006
5      200  35.231709  0.283423  0.012528      3.443154, 'all_minimums':    neurons        rmse      mape         R  elapsed_time
0       10  165.462130  1.265269  0.973673      6.757148
1       30  239.474794  1.896062  0.948878     69.346619
2       50  205.884920  1.581181  0.967329     95.304142
3      100  227.129121  1.782249  0.947429     44.248419
4      150  227.434638  1.784392  0.953528     44.706216
5      200  391.585878  3.239940  0.886644    165.479824, 'all_maximums':    neurons        rmse      mape         R  elapsed_time
0       10  362.114960  3.050370  0.985672     19.839623
1       30  373.303883  3.157668  0.974937     89.639965
2       50  269.714503  2.183322  0.975094    167.915751
3      100  326.738129  2.678701  0.968486     48.416651
4      150  299.981834  2.439549  0.968020     47.406090
5      200  515.615442  4.239685  0.931307    176.950896, 'train_predictions': array([[[ 702.4061 ,  704.117  ,  710.17914, ..., 7672.621  ,
         7488.6523 , 7478.2246 ],
        [ 743.1279 ,  744.3269 ,  756.6799 , ..., 7625.95   ,
         7499.3726 , 7453.5024 ],
        [ 612.683  ,  612.3736 ,  615.5454 , ..., 7644.798  ,
         7507.7993 , 7476.957  ],
        ...,
        [ 743.9992 ,  742.8423 ,  747.6576 , ..., 7729.614  ,
         7567.678  , 7539.7266 ],
        [ 746.35516,  748.3045 ,  751.11896, ..., 7561.2    ,
         7405.3413 , 7387.62   ],
        [ 638.84094,  643.0511 ,  644.71515, ..., 7450.304  ,
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Date                                                                        
2016-01-04    725.751461  -10.682082  55.204477   13.144286  20.70  98.87   
2016-01-05    725.751461  -11.658441  41.781358   12.268571  19.34  99.40   
2016-01-06    725.751461  -11.883697  40.686275   12.313571  20.59  99.18   
2016-01-07    725.751461  -11.687032  36.471306   12.739286  24.99  98.22   
2016-01-08    725.751461  -12.104152  38.192047   12.892857  27.01  98.54   
...                  ...         ...        ...         ...    ...    ...   
2025-12-25  11293.150752  114.014327  68.946125  121.179286  13.47  97.94   
2025-12-26  11293.150752  106.409596  57.208254  112.651429  13.60  98.02   
2025-12-29  11221.144993   87.793929  44.680308  118.197857  14.20  98.04   
2025-12-30  11221.144993   77.734315  51.552260  117.310714  14.33  98.24   
2025-12-31  11237.692002   72.265566  51.641914  117.155000  14.95  98.32   

               EFFR  UNRATE  UMCSENT  
Date                                  
2016-01-04   2.9632    11.5     91.9  
2016-01-05   2.9844    11.5     91.9  
2016-01-06   3.0014    11.5     91.9  
2016-01-07   2.9983    11.5     91.9  
2016-01-08   3.0204    11.5     91.9  
...             ...     ...      ...  
2025-12-25  42.8512     7.8     83.5  
2025-12-26  42.8375     7.8     83.5  
2025-12-29  42.9358     7.8     83.5  
2025-12-30  42.9393     7.8     83.5  
2025-12-31  42.9587     7.8     83.5  

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