diff --git a/__pycache__/parameters.cpython-38.pyc b/__pycache__/parameters.cpython-38.pyc
index eb82bf4d..e053f30a 100644
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diff --git a/__pycache__/stock_prediction.cpython-38.pyc b/__pycache__/stock_prediction.cpython-38.pyc
index b9da786b..8f43779d 100644
Binary files a/__pycache__/stock_prediction.cpython-38.pyc and b/__pycache__/stock_prediction.cpython-38.pyc differ
diff --git a/csv-results/2023-10-22_AMZN-sh-1-sc-1-sbd-0-huber_loss-adam-LSTM-seq-50-step-1-layers-2-units-256.csv b/csv-results/2023-10-22_AMZN-sh-1-sc-1-sbd-0-huber_loss-adam-LSTM-seq-50-step-1-layers-2-units-256.csv
new file mode 100644
index 00000000..c74ca732
--- /dev/null
+++ b/csv-results/2023-10-22_AMZN-sh-1-sc-1-sbd-0-huber_loss-adam-LSTM-seq-50-step-1-layers-2-units-256.csv
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+2022-06-07,122.01000213623047,124.0999984741211,120.62999725341797,123.0,123.0,85156700,AMZN,122.66848,121.18000030517578,0.0,1.8199996948242188
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+2022-06-24,112.37999725341797,116.70999908447266,111.43000030517578,116.45999908447266,116.45999908447266,69867600,AMZN,115.48568,113.22000122070314,0.0,3.239997863769517
+2022-06-27,117.08999633789062,117.9800033569336,112.69999694824219,113.22000122070312,113.22000122070312,62133200,AMZN,114.61174,107.4000015258789,-5.819999694824219,0.0
+2022-07-14,110.23999786376953,111.18000030517578,107.58000183105469,110.62999725341797,110.62999725341797,51163100,AMZN,109.55177,113.55000305175781,0.0,-2.9200057983398438
+2022-07-20,118.62000274658203,123.4800033569336,118.31999969482422,122.7699966430664,122.7699966430664,71268300,AMZN,122.09128,124.62999725341797,0.0,-1.8600006103515625
+2022-07-25,122.69999694824219,123.63999938964844,120.02999877929688,121.13999938964844,121.13999938964844,50221300,AMZN,121.78539,114.80999755859376,-6.330001831054673,0.0
+2022-08-03,136.2100067138672,140.49000549316406,136.0500030517578,139.52000427246094,139.52000427246094,71827800,AMZN,139.5805,142.57000732421875,3.0500030517578125,0.0
+2022-08-16,143.91000366210938,146.57000732421875,142.0,144.77999877929688,144.77999877929688,59102900,AMZN,144.5422,142.10000610351562,0.0,2.67999267578125
+2022-08-17,142.69000244140625,143.3800048828125,140.77999877929688,142.10000610351562,142.10000610351562,48149800,AMZN,142.81984,142.3000030517578,0.1999969482421875,0.0
+2022-08-18,141.32000732421875,142.77000427246094,140.3800048828125,142.3000030517578,142.3000030517578,37458700,AMZN,142.04619,138.22999572753906,0.0,4.07000732421875
+2022-08-23,133.41000366210938,134.99000549316406,132.9499969482422,133.6199951171875,133.6199951171875,36252100,AMZN,133.78201,133.8000030517578,0.1800079345703125,0.0
+2022-08-24,132.75,135.47000122070312,132.10000610351562,133.8000030517578,133.8000030517578,38627000,AMZN,133.2795,137.27999877929688,0.0,-3.4799957275390625
+2022-09-01,126.0,128.02000427246094,123.66000366210938,127.81999969482422,127.81999969482422,56636100,AMZN,126.76867,127.51000213623047,0.0,0.30999755859375
+2022-09-14,127.36000061035156,128.83999633789062,126.33000183105469,128.5500030517578,128.5500030517578,45316800,AMZN,128.23384,126.27999877929689,0.0,2.2700042724609233
+2022-10-06,120.7699966430664,121.52999877929688,119.5,120.30000305175781,120.30000305175781,42253800,AMZN,120.612854,114.55999755859375,-5.7400054931640625,0.0
+2022-10-11,112.70999908447266,115.4800033569336,110.38999938964844,112.20999908447266,112.20999908447266,56432200,AMZN,112.18389,112.9000015258789,0.0,-0.69000244140625
+2022-10-14,114.0999984741211,114.95999908447266,106.5999984741211,106.9000015258789,106.9000015258789,67737300,AMZN,108.11543,113.79000091552736,6.889999389648452,0.0
+2022-10-17,110.11000061035156,114.19000244140625,110.08999633789062,113.79000091552734,113.79000091552734,62782000,AMZN,112.64112,116.36000061035156,0.0,-2.5699996948242188
+2022-10-31,103.55999755859375,104.87000274658203,100.73999786376953,102.44000244140625,102.44000244140625,99251400,AMZN,101.21368,96.79000091552734,0.0,5.650001525878906
+2022-11-01,103.98999786376953,104.58000183105469,96.05999755859375,96.79000091552734,96.79000091552734,153370000,AMZN,97.53689,92.12000274658203,-4.6699981689453125,0.0
+2022-11-09,89.47000122070312,89.4800033569336,85.87000274658203,86.13999938964844,86.13999938964844,90796200,AMZN,87.467415,96.62999725341798,10.489997863769545,0.0
+2022-11-17,95.37000274658203,96.97000122070312,94.02999877929688,94.8499984741211,94.8499984741211,82617900,AMZN,94.715324,94.13999938964844,0.0,0.7099990844726562
+2022-12-07,88.33999633789062,89.88999938964844,87.4800033569336,88.45999908447266,88.45999908447266,68086900,AMZN,88.17848,90.3499984741211,0.0,-1.8899993896484375
+2022-12-15,89.88999938964844,89.97000122070312,87.47000122070312,88.44999694824219,88.44999694824219,84802900,AMZN,88.239494,87.86000061035156,0.0,0.589996337890625
+2022-12-22,85.5199966430664,85.68000030517578,82.25,83.79000091552734,83.79000091552734,81431300,AMZN,83.800125,85.25,1.4599990844726562,0.0
+2023-01-11,90.93000030517578,95.26000213623047,90.93000030517578,95.08999633789062,95.08999633789062,103126200,AMZN,94.10433,95.2699966430664,0.0,-0.18000030517578125
+2023-01-12,96.93000030517578,97.19000244140625,93.5,95.2699966430664,95.2699966430664,85254800,AMZN,95.2271,98.12000274658203,0.0,-2.850006103515625
+2023-01-17,98.68000030517578,98.88999938964844,95.7300033569336,96.05000305175781,96.05000305175781,72755000,AMZN,96.255775,95.45999908447266,-0.5900039672851562,0.0
+2023-01-23,97.55999755859375,97.77999877929688,95.86000061035156,97.5199966430664,97.5199966430664,76501100,AMZN,96.86869,96.31999969482422,0.0,1.1999969482421875
+2023-01-30,101.08999633789062,101.73999786376953,99.01000213623047,100.55000305175781,100.55000305175781,70691900,AMZN,100.642494,103.12999725341795,2.579994201660142,0.0
+2023-01-31,101.16000366210938,103.3499984741211,101.13999938964844,103.12999725341797,103.12999725341797,66527300,AMZN,102.50772,105.1500015258789,0.0,-2.0200042724609375
+2023-02-02,110.25,114.0,108.87999725341797,112.91000366210938,112.91000366210938,158154200,AMZN,112.4679,103.38999938964842,0.0,9.520004272460952
+2023-02-06,102.93000030517578,103.94999694824219,100.6500015258789,102.18000030517578,102.18000030517578,81945200,AMZN,101.447495,102.11000061035155,0.0,0.06999969482423296
+2023-02-24,93.52999877929688,94.13999938964844,92.31999969482422,93.5,93.5,57053800,AMZN,93.43177,93.76000213623047,0.0,-0.26000213623046875
+2023-02-28,93.13999938964844,94.69000244140625,92.91999816894531,94.2300033569336,94.2300033569336,43959300,AMZN,94.440796,92.16999816894531,-2.0600051879882812,0.0
+2023-03-01,93.87000274658203,94.68000030517578,91.58999633789062,92.16999816894531,92.16999816894531,52299500,AMZN,93.06224,92.12999725341797,-0.04000091552734375,0.0
+2023-03-08,93.5999984741211,94.16999816894531,92.18000030517578,93.91999816894531,93.91999816894531,44899100,AMZN,93.548065,92.25,0.0,1.6699981689453125
+2023-03-29,98.69000244140625,100.41999816894531,98.55999755859375,100.25,100.25,49783300,AMZN,99.97707,102.0,0.0,-1.75
+2023-04-14,102.06999969482422,103.19999694824219,101.11000061035156,102.51000213623047,102.51000213623047,51450500,AMZN,102.816734,102.73999786376953,0.2299957275390625,0.0
+2023-04-18,103.94999694824219,104.19999694824219,101.5199966430664,102.30000305175781,102.30000305175781,39790500,AMZN,102.82496,104.30000305175781,2.0,0.0
+2023-04-20,103.52999877929688,105.25,103.20999908447266,103.80999755859375,103.80999755859375,57696900,AMZN,104.28708,106.95999908447266,3.1500015258789062,0.0
+2023-05-17,114.88999938964844,115.83000183105469,114.22000122070312,115.5,115.5,65655200,AMZN,115.55218,118.15000152587892,2.6500015258789205,0.0
+2023-05-22,116.7699966430664,116.7699966430664,114.25,115.01000213623047,115.01000213623047,70741100,AMZN,115.24072,114.98999786376953,-0.0200042724609375,0.0
+2023-05-31,121.44999694824219,122.04000091552734,119.16999816894531,120.58000183105469,120.58000183105469,72800800,AMZN,120.90942,122.7699966430664,2.1899948120117188,0.0
+2023-06-01,120.69000244140625,123.48999786376953,119.93000030517578,122.7699966430664,122.7699966430664,54375100,AMZN,122.49442,124.25,0.0,-1.4800033569335938
+2023-06-13,128.1199951171875,128.41000366210938,125.18000030517578,126.66000366210938,126.66000366210938,50564800,AMZN,126.875404,126.41999816894533,-0.2400054931640483,0.0
+2023-07-07,128.58999633789062,130.97000122070312,128.1300048828125,129.77999877929688,129.77999877929688,41928700,AMZN,129.60168,127.12999725341797,0.0,2.6500015258789062
+2023-07-13,134.0399932861328,134.6699981689453,132.7100067138672,134.3000030517578,134.3000030517578,61170900,AMZN,134.25522,134.67999267578125,0.0,-0.3799896240234375
+2023-07-26,126.51000213623047,129.0800018310547,126.11000061035156,128.14999389648438,128.14999389648438,53910100,AMZN,127.79441,128.25,0.0,-0.100006103515625
+2023-07-31,133.1999969482422,133.8699951171875,132.3800048828125,133.67999267578125,133.67999267578125,41901500,AMZN,133.75175,131.69000244140625,-1.989990234375,0.0
+2023-08-01,133.5500030517578,133.69000244140625,131.6199951171875,131.69000244140625,131.69000244140625,42098500,AMZN,132.6515,128.2100067138672,-3.4799957275390625,0.0
+2023-08-03,127.4800033569336,129.83999633789062,126.41000366210938,128.91000366210938,128.91000366210938,88585200,AMZN,128.36902,139.57000732421875,0.0,-10.660003662109375
+2023-08-07,140.99000549316406,142.5399932861328,138.9499969482422,142.22000122070312,142.22000122070312,71213100,AMZN,142.53842,139.94000244140625,-2.279998779296875,0.0
+2023-08-09,139.97000122070312,140.32000732421875,137.10000610351562,137.85000610351562,137.85000610351562,50017300,AMZN,138.92915,138.55999755859375,0.709991455078125,0.0
+2023-08-10,139.07000732421875,140.41000366210938,137.49000549316406,138.55999755859375,138.55999755859375,58928400,AMZN,139.43216,138.41000366210938,-0.149993896484375,0.0
+2023-08-11,137.39999389648438,139.3300018310547,137.0,138.41000366210938,138.41000366210938,42832100,AMZN,139.17517,140.57000732421875,2.160003662109375,0.0
+2023-08-15,140.0500030517578,141.27999877929688,137.22999572753906,137.6699981689453,137.6699981689453,42781500,AMZN,138.60075,135.07000732421875,-2.5999908447265625,0.0
+2023-08-29,133.3800048828125,135.13999938964844,133.25,134.91000366210938,134.91000366210938,38646100,AMZN,134.59415,135.07000732421875,0.0,-0.160003662109375
+2023-09-01,139.4600067138672,139.9600067138672,136.8800048828125,138.1199951171875,138.1199951171875,40948300,AMZN,138.64346,137.27000427246094,-0.8499908447265625,0.0
+2023-09-07,133.89999389648438,138.02999877929688,133.16000366210938,137.85000610351562,137.85000610351562,48498900,AMZN,136.7286,138.22999572753906,0.0,-0.3799896240234375
+2023-09-14,145.0800018310547,145.86000061035156,142.9499969482422,144.72000122070312,144.72000122070312,64033600,AMZN,144.7763,140.38999938964844,-4.3300018310546875,0.0
+2023-09-15,142.69000244140625,143.57000732421875,140.08999633789062,140.38999938964844,140.38999938964844,102861700,AMZN,141.53848,139.97999572753906,-0.410003662109375,0.0
+2023-10-04,126.05999755859375,127.36000061035156,125.68000030517578,127.0,127.0,44203900,AMZN,126.890434,125.95999908447266,0.0,1.0400009155273438
+2023-10-06,124.16000366210938,128.4499969482422,124.12999725341797,127.95999908447266,127.95999908447266,46795900,AMZN,127.13335,128.25999450683594,0.0,-0.29999542236328125
+2023-10-13,132.97999572753906,133.30999755859375,128.9499969482422,129.7899932861328,129.7899932861328,45786600,AMZN,130.95004,132.5500030517578,2.760009765625,0.0
diff --git a/data.json b/data.json
index 50b8f67a..564b4111 100644
--- a/data.json
+++ b/data.json
@@ -2,13 +2,13 @@
     {
         "Ticker": "AMZN",
         "Future price after": "1 day",
-        "Predicted price for 2023-10-22": "125.93$",
-        "Mean absolute error": 0.6896428617679083,
+        "Predicted price for 2023-10-23": "125.93$",
+        "Mean absolute error": 0.689642948614066,
         "Accuracy score": 0.5049205147615443,
         "Total buy profit": 39.8290951028467,
         "Total sell profit": -27.85057039558883,
         "Total profit": 11.978524707257872,
         "Profit per trade": 0.009067770406705429,
-        "Generated": "2023-10-21 20:11:24.862425+08:00"
+        "Generated": "2023-10-22 20:10:36.843107+08:00"
     }
 ]
\ No newline at end of file