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Reinforcement Learning trading model on custom dataset using gym anytrading environment
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dptrup69
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May 19, 2024
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,252 @@ | ||
| Date,Open,High,Low,Close,Volume | ||
| 03/12/2021,"275.00","295.50","262.27","264.50","25,845,900" | ||
| 03/11/2021,"241.64","281.50","232.60","260.00","28,312,490" | ||
| 03/10/2021,"269.43","348.50","172.00","265.00","71,570,570" | ||
| 03/09/2021,"217.71","249.85","208.51","246.90","39,099,328" | ||
| 03/08/2021,"154.89","210.87","146.10","194.50","63,565,621" | ||
| 03/05/2021,"128.17","151.53","127.50","137.74","30,733,670" | ||
| 03/04/2021,"125.00","147.87","115.30","132.35","32,606,891" | ||
| 03/03/2021,"122.51","127.75","113.12","124.18","19,273,881" | ||
| 03/02/2021,"116.93","133.20","112.20","118.18","33,783,039" | ||
| 03/01/2021,"104.54","133.99","99.97","120.40","49,793,969" | ||
| 02/26/2021,"117.46","142.90","86.00","101.74","92,194,148" | ||
| 02/25/2021,"169.56","184.68","101.00","108.73","150,308,797" | ||
| 02/24/2021,"44.70","91.71","44.70","91.71","83,111,742" | ||
| 02/23/2021,"44.97","46.23","40.00","44.97","7,565,215" | ||
| 02/22/2021,"46.69","48.51","42.40","46.00","19,476,020" | ||
| 02/19/2021,"41.28","43.89","38.50","40.59","14,828,240" | ||
| 02/18/2021,"48.49","48.87","40.65","40.69","23,990,561" | ||
| 02/17/2021,"49.77","51.19","44.56","45.94","9,260,795" | ||
| 02/16/2021,"52.66","53.50","49.04","49.51","8,175,030" | ||
| 02/12/2021,"50.75","55.24","48.05","52.40","14,573,260" | ||
| 02/11/2021,"50.01","55.32","48.22","51.10","13,056,730" | ||
| 02/10/2021,"50.77","62.83","46.55","51.20","36,455,039" | ||
| 02/09/2021,"56.61","57.00","46.52","50.31","26,843,080" | ||
| 02/08/2021,"72.41","72.66","58.02","60.00","25,687,279" | ||
| 02/05/2021,"54.04","95.00","51.09","63.77","81,345,008" | ||
| 02/04/2021,"91.19","91.50","53.33","53.50","62,427,281" | ||
| 02/03/2021,"112.01","113.40","85.25","92.41","42,698,512" | ||
| 02/02/2021,"140.76","158.00","74.22","90.00","78,183,070" | ||
| 02/01/2021,"316.56","322.00","212.00","225.00","37,382,152" | ||
| 01/29/2021,"379.71","413.98","250.00","325.00","50,566,059" | ||
| 01/28/2021,"265.00","483.00","112.25","193.60","58,815,809" | ||
| 01/27/2021,"354.83","380.00","249.00","347.51","93,396,672" | ||
| 01/26/2021,"88.56","150.00","80.20","147.98","178,588,000" | ||
| 01/25/2021,"96.73","159.18","61.13","76.79","177,874,000" | ||
| 01/22/2021,"42.59","76.76","42.32","65.01","197,157,906" | ||
| 01/21/2021,"39.23","44.75","37.00","43.03","57,079,754" | ||
| 01/20/2021,"37.37","41.19","36.06","39.12","33,471,789" | ||
| 01/19/2021,"41.55","45.52","36.64","39.36","74,721,922" | ||
| 01/15/2021,"38.49","40.75","34.01","35.50","46,866,359" | ||
| 01/14/2021,"38.09","43.06","33.05","39.91","93,717,406" | ||
| 01/13/2021,"20.42","38.65","20.03","31.40","144,501,703" | ||
| 01/12/2021,"19.96","20.40","19.32","19.95","7,060,665" | ||
| 01/11/2021,"19.41","20.65","19.01","19.94","14,927,610" | ||
| 01/08/2021,"18.18","18.30","17.08","17.69","6,481,960" | ||
| 01/07/2021,"18.47","19.45","18.02","18.08","6,129,276" | ||
| 01/06/2021,"17.34","18.98","17.33","18.36","6,056,248" | ||
| 01/05/2021,"17.35","18.08","17.23","17.37","4,961,457" | ||
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| 12/30/2020,"19.38","20.00","18.85","19.26","5,934,391" | ||
| 12/29/2020,"20.82","21.07","18.56","19.38","9,241,441" | ||
| 12/28/2020,"21.31","21.97","20.35","20.99","8,965,858" | ||
| 12/24/2020,"21.01","21.48","19.95","20.15","6,262,174" | ||
| 12/23/2020,"20.17","22.35","19.13","20.57","25,830,260" | ||
| 12/22/2020,"16.22","20.04","16.15","19.46","30,687,721" | ||
| 12/21/2020,"15.81","16.35","15.28","15.53","9,876,128" | ||
| 12/18/2020,"15.78","16.30","15.18","15.63","16,618,779" | ||
| 12/17/2020,"13.96","14.98","13.59","14.83","8,194,902" | ||
| 12/16/2020,"13.96","14.31","13.58","13.85","5,865,123" | ||
| 12/15/2020,"12.78","14.02","12.48","13.85","8,192,856" | ||
| 12/14/2020,"13.34","13.43","12.14","12.72","10,007,090" | ||
| 12/11/2020,"13.91","14.00","13.02","13.31","7,496,868" | ||
| 12/10/2020,"13.12","14.41","13.05","14.12","7,558,922" | ||
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| 12/08/2020,"16.37","17.21","15.93","16.94","16,120,160" | ||
| 12/07/2020,"17.00","17.50","16.22","16.35","7,386,258" | ||
| 12/04/2020,"16.30","17.29","16.26","16.90","8,972,672" | ||
| 12/03/2020,"16.48","16.64","15.87","16.12","6,294,965" | ||
| 12/02/2020,"15.70","16.68","15.38","16.58","7,883,380" | ||
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| 11/30/2020,"18.17","19.42","16.56","16.56","31,983,500" | ||
| 11/27/2020,"15.29","16.74","14.88","16.08","12,504,200" | ||
| 11/25/2020,"13.60","15.25","13.42","14.75","8,860,092" | ||
| 11/24/2020,"14.23","14.26","13.30","13.67","7,186,710" | ||
| 11/23/2020,"12.90","14.12","12.67","13.90","9,607,973" | ||
| 11/20/2020,"12.55","13.46","12.54","12.71","8,402,347" | ||
| 11/19/2020,"11.60","12.79","11.45","12.46","11,787,610" | ||
| 11/18/2020,"11.80","12.04","11.56","11.57","3,169,222" | ||
| 11/17/2020,"11.65","11.92","11.23","11.63","6,678,176" | ||
| 11/16/2020,"11.16","12.66","10.72","12.06","9,774,824" | ||
| 11/13/2020,"11.36","11.55","11.00","11.01","3,546,171" | ||
| 11/12/2020,"11.74","11.87","10.97","11.13","4,355,892" | ||
| 11/11/2020,"11.50","11.95","11.21","11.75","4,882,569" | ||
| 11/10/2020,"11.50","11.66","10.83","11.10","3,825,963" | ||
| 11/09/2020,"12.76","12.93","11.25","11.49","6,244,865" | ||
| 11/06/2020,"11.52","12.17","11.32","11.86","5,518,243" | ||
| 11/05/2020,"11.27","11.84","11.06","11.45","4,705,245" | ||
| 11/04/2020,"11.76","11.77","10.61","10.91","5,807,871" | ||
| 11/03/2020,"10.75","11.86","10.63","11.57","7,454,472" | ||
| 11/02/2020,"10.82","11.09","10.50","10.75","5,227,011" | ||
| 10/30/2020,"11.64","11.64","10.36","10.47","11,562,370" | ||
| 10/29/2020,"11.88","12.25","11.68","11.73","4,165,843" | ||
| 10/28/2020,"12.27","13.05","11.78","11.82","6,388,580" | ||
| 10/27/2020,"13.71","13.71","12.36","12.69","7,231,006" | ||
| 10/26/2020,"14.93","15.45","13.26","13.45","13,376,270" | ||
| 10/23/2020,"15.05","15.38","14.55","15.00","6,507,324" | ||
| 10/22/2020,"14.20","15.87","14.19","14.91","16,212,230" | ||
| 10/21/2020,"13.90","14.42","13.80","14.10","5,361,928" | ||
| 10/20/2020,"14.03","14.14","13.67","13.86","6,603,951" | ||
| 10/19/2020,"13.44","14.50","13.38","13.91","13,169,070" | ||
| 10/16/2020,"13.77","13.90","13.08","13.31","11,651,580" | ||
| 10/15/2020,"11.99","15.10","11.99","13.83","39,894,820" | ||
| 10/14/2020,"12.67","12.68","12.05","12.25","10,776,760" | ||
| 10/13/2020,"11.73","12.42","11.65","11.88","10,179,710" | ||
| 10/12/2020,"11.66","12.77","11.40","11.80","23,655,699" | ||
| 10/09/2020,"12.83","14.80","11.90","12.02","77,152,781" | ||
| 10/08/2020,"9.54","13.64","9.19","13.49","76,453,562" | ||
| 10/07/2020,"9.23","9.56","9.17","9.36","3,308,644" | ||
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| 10/05/2020,"9.44","9.59","9.25","9.46","2,804,969" | ||
| 10/02/2020,"9.38","9.78","9.30","9.39","4,340,484" | ||
| 10/01/2020,"10.09","10.25","9.69","9.77","4,554,055" | ||
| 09/30/2020,"10.25","10.76","10.06","10.20","6,079,033" | ||
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| 09/28/2020,"10.16","10.26","9.55","10.09","6,764,323" | ||
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| 09/17/2020,"8.57","9.77","8.41","9.20","17,026,721" | ||
| 09/16/2020,"7.03","9.04","7.03","8.68","19,346,510" | ||
| 09/15/2020,"6.86","7.26","6.69","7.09","5,743,489" | ||
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| 09/09/2020,"7.96","7.99","7.31","7.35","9,068,082" | ||
| 09/08/2020,"7.55","8.28","7.48","7.70","9,816,620" | ||
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| 09/03/2020,"7.88","8.45","7.24","7.82","14,344,500" | ||
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| 09/01/2020,"7.30","7.82","6.77","7.65","23,211,051" | ||
| 08/31/2020,"5.77","7.15","5.69","6.68","37,976,000" | ||
| 08/28/2020,"5.30","5.57","5.22","5.39","4,236,926" | ||
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| 08/25/2020,"4.88","5.25","4.88","4.98","2,998,678" | ||
| 08/24/2020,"5.10","5.13","4.56","4.87","4,585,366" | ||
| 08/21/2020,"4.60","5.60","4.60","5.03","10,642,590" | ||
| 08/20/2020,"4.62","4.68","4.51","4.61","2,441,184" | ||
| 08/19/2020,"4.80","4.84","4.64","4.72","2,612,583" | ||
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| 08/17/2020,"4.78","4.78","4.56","4.63","2,370,970" | ||
| 08/14/2020,"4.60","4.83","4.55","4.75","3,474,692" | ||
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| 08/12/2020,"4.40","4.63","4.36","4.52","3,057,594" | ||
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| 08/10/2020,"4.20","4.57","4.18","4.33","4,561,772" | ||
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| 07/30/2020,"4.00","4.23","3.97","4.10","2,398,485" | ||
| 07/29/2020,"3.94","4.18","3.92","4.06","2,879,626" | ||
| 07/28/2020,"3.96","4.05","3.92","3.94","4,555,392" | ||
| 07/27/2020,"4.02","4.12","3.95","4.01","2,472,696" | ||
| 07/24/2020,"4.06","4.23","4.01","4.03","2,216,295" | ||
| 07/23/2020,"4.09","4.31","4.06","4.11","3,237,550" | ||
| 07/22/2020,"4.02","4.12","3.92","4.11","2,523,547" | ||
| 07/21/2020,"3.90","4.09","3.88","4.01","3,341,012" | ||
| 07/20/2020,"3.95","4.06","3.77","3.85","3,401,088" | ||
| 07/17/2020,"4.16","4.23","3.94","3.96","3,066,549" | ||
| 07/16/2020,"4.19","4.20","4.09","4.17","1,330,461" | ||
| 07/15/2020,"4.13","4.29","4.13","4.19","1,474,126" | ||
| 07/14/2020,"4.22","4.31","4.07","4.08","2,261,589" | ||
| 07/13/2020,"4.35","4.55","4.26","4.26","4,216,265" | ||
| 07/10/2020,"4.20","4.38","4.18","4.34","1,410,828" | ||
| 07/09/2020,"4.27","4.32","4.13","4.21","1,992,621" | ||
| 07/08/2020,"4.10","4.29","4.03","4.26","2,052,829" | ||
| 07/07/2020,"4.20","4.25","4.06","4.09","2,456,970" | ||
| 07/06/2020,"4.31","4.34","4.19","4.24","2,140,879" | ||
| 07/02/2020,"4.49","4.51","4.29","4.29","1,887,751" | ||
| 07/01/2020,"4.31","4.50","4.31","4.44","2,304,101" | ||
| 06/30/2020,"4.33","4.51","4.20","4.34","3,889,029" | ||
| 06/29/2020,"4.35","4.52","4.30","4.38","2,131,330" | ||
| 06/26/2020,"4.48","4.50","4.27","4.35","3,801,155" | ||
| 06/25/2020,"4.33","4.54","4.30","4.46","2,450,936" | ||
| 06/24/2020,"4.83","4.84","4.38","4.41","2,976,209" | ||
| 06/23/2020,"4.95","4.99","4.80","4.83","3,205,372" | ||
| 06/22/2020,"4.79","4.95","4.72","4.87","3,178,966" | ||
| 06/19/2020,"4.95","5.08","4.69","4.88","7,365,867" | ||
| 06/18/2020,"4.67","4.95","4.65","4.95","3,423,827" | ||
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| 06/16/2020,"4.95","4.95","4.51","4.64","3,123,535" | ||
| 06/15/2020,"4.50","4.77","4.42","4.69","3,910,385" | ||
| 06/12/2020,"4.60","4.78","4.39","4.72","4,378,192" | ||
| 06/11/2020,"4.64","4.90","4.18","4.37","6,235,993" | ||
| 06/10/2020,"4.78","5.53","4.68","5.07","10,606,370" | ||
| 06/09/2020,"5.00","5.00","4.55","4.96","8,073,448" | ||
| 06/08/2020,"4.28","5.14","4.27","5.01","10,133,660" | ||
| 06/05/2020,"4.29","4.41","4.09","4.14","6,274,428" | ||
| 06/04/2020,"4.44","4.72","4.37","4.47","3,514,299" | ||
| 06/03/2020,"4.24","4.52","4.20","4.44","3,037,424" | ||
| 06/02/2020,"4.27","4.31","4.06","4.18","2,369,780" | ||
| 06/01/2020,"4.12","4.36","4.02","4.13","2,618,424" | ||
| 05/29/2020,"4.33","4.42","4.05","4.06","3,973,540" | ||
| 05/28/2020,"4.75","4.76","4.30","4.33","2,184,367" | ||
| 05/27/2020,"4.57","4.71","4.36","4.69","3,146,603" | ||
| 05/26/2020,"4.34","4.61","4.33","4.42","3,545,926" | ||
| 05/22/2020,"4.46","4.49","4.13","4.18","2,379,851" | ||
| 05/21/2020,"4.45","4.65","4.40","4.44","1,971,906" | ||
| 05/20/2020,"4.50","4.69","4.34","4.43","2,543,609" | ||
| 05/19/2020,"4.58","4.75","4.37","4.44","1,840,732" | ||
| 05/18/2020,"4.40","4.63","4.36","4.58","2,371,694" | ||
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| 05/14/2020,"4.15","4.19","3.96","4.13","2,004,868" | ||
| 05/13/2020,"4.54","4.54","4.07","4.21","2,882,877" | ||
| 05/12/2020,"4.78","4.92","4.46","4.54","2,639,157" | ||
| 05/11/2020,"4.92","4.96","4.75","4.76","1,699,158" | ||
| 05/08/2020,"4.88","5.19","4.82","4.98","2,353,661" | ||
| 05/07/2020,"4.83","4.94","4.65","4.87","2,501,195" | ||
| 05/06/2020,"5.40","5.40","4.90","4.93","3,369,640" | ||
| 05/05/2020,"5.55","5.63","5.35","5.39","2,105,919" | ||
| 05/04/2020,"5.84","5.93","5.40","5.48","4,068,105" | ||
| 05/01/2020,"5.65","6.18","5.45","6.05","4,005,598" | ||
| 04/30/2020,"5.87","5.98","5.64","5.73","2,173,530" | ||
| 04/29/2020,"5.83","6.09","5.45","6.04","3,370,045" | ||
| 04/28/2020,"5.92","6.04","5.06","5.64","5,200,189" | ||
| 04/27/2020,"4.85","5.99","4.81","5.82","7,275,138" | ||
| 04/24/2020,"4.78","4.85","4.66","4.77","2,236,544" | ||
| 04/23/2020,"4.75","4.89","4.58","4.70","2,265,853" | ||
| 04/22/2020,"5.14","5.17","4.83","4.89","2,678,133" | ||
| 04/21/2020,"5.23","5.30","4.76","4.78","4,142,050" | ||
| 04/20/2020,"4.85","5.90","4.78","5.61","6,085,011" | ||
| 04/17/2020,"5.22","5.28","4.43","4.88","5,653,188" | ||
| 04/16/2020,"5.12","5.44","4.88","5.03","3,371,921" | ||
| 04/15/2020,"5.66","5.67","4.90","5.27","7,499,854" | ||
| 04/14/2020,"5.21","6.47","5.14","5.95","13,506,630" | ||
| 04/13/2020,"4.25","4.76","4.16","4.74","6,844,501" | ||
| 04/09/2020,"3.60","4.25","3.49","3.89","5,908,916" | ||
| 04/08/2020,"3.23","3.67","3.20","3.41","2,884,528" | ||
| 04/07/2020,"3.39","3.44","3.10","3.27","2,836,859" | ||
| 04/06/2020,"2.86","3.20","2.83","3.09","3,331,070" | ||
| 04/03/2020,"2.85","2.94","2.57","2.80","3,830,761" | ||
| 04/02/2020,"3.26","3.35","2.85","2.85","4,064,339" | ||
| 04/01/2020,"3.45","3.49","3.12","3.25","4,568,695" | ||
| 03/31/2020,"3.63","3.80","3.50","3.50","2,304,132" | ||
| 03/30/2020,"4.22","4.27","3.65","3.65","3,350,571" | ||
| 03/27/2020,"4.94","5.09","4.15","4.22","7,024,763" | ||
| 03/26/2020,"4.24","4.71","4.24","4.41","6,210,979" | ||
| 03/25/2020,"4.15","4.49","4.04","4.17","3,592,059" | ||
| 03/24/2020,"3.95","4.21","3.89","4.16","6,805,659" | ||
| 03/23/2020,"3.58","3.86","3.50","3.81","6,009,784" | ||
| 03/20/2020,"4.08","4.08","3.65","3.76","7,722,194" | ||
| 03/19/2020,"3.71","4.20","3.55","4.19","5,039,539" | ||
| 03/18/2020,"4.10","4.25","3.50","3.77","3,651,709" | ||
| 03/17/2020,"4.40","4.65","4.11","4.23","3,562,210" | ||
| 03/16/2020,"3.93","4.57","3.90","4.37","4,866,696" |
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