Submission #1
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Submission #1
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PanPip
reviewed
May 24, 2021
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Hi Yu-An,
This is a good submission. I can see that you've improved your skills from the last skill set challenge in February. Will set up an interview.
- A nice touch that you've added a writeup file.
- A good amount of docstrings and inline comments. Some of themcan be a bit more detailed though.
- Some parts of the implementation can be simplified.
- Good split of code into classes.
- Detailed performance comparison output.
- Glad to see that Bokeh was used for interactive plots.
- Great job on adding functionality unit tests for your methods.
- Notebook is good but can be refined by replacing function descriptions with results discussion.
- Some code duplication is present.
- In some places, descriptions could be more fluent.
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| def get_adj_close(tickers, start_y, start_m, start_d, end_y, end_m, end_d): | ||
| """Get adjusted close data from Yahoo Finance | ||
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| Parameters | ||
| ---------- | ||
| tickers : str, list of str | ||
| List of tickers to download | ||
| start_y, start_m, start_d : int | ||
| start year, start month, start day | ||
| end_y, end_m, end_d : int | ||
| end year, end month, end day |
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It's good to see docstrings.
They can be adjusted a bit to fit our code style.
| dates = generate_date(start_date, end_date, step, ignore_weekends) | ||
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| # Generate white noise | ||
| white_noise = np.random.normal(0, std, size = len(dates)) |
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This could be a bit simpler with
np.random.normal(mean, std, size = len(dates))
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| start_date = datetime.datetime.strptime(start_date, '%Y%m%d').date() | ||
| end_date = datetime.datetime.strptime(end_date, '%Y%m%d').date() | ||
| number_of_days = ((end_date - start_date).days + 1) | ||
| dates = [start_date + datetime.timedelta(days = i) for i in range(number_of_days)] |
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This works. Alternatively pd.date_range() can be used.
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| def ar_1_return_generater(mean: float, std: float, rho: float, r0: float, start_date: str, end_date: str, step:int = 1, ignore_weekends: bool = True): | ||
| """Generate Series contains returns through the process described in Kaminski, Kathryn M., and Andrew W. Lo. (2013) equation 14. |
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These lines are a bit too long. Please consider using 100-120 as a maximum line length for better readability.
| """Generate Series contains returns through the process described in Kaminski, Kathryn M., and Andrew W. Lo. (2013) equation 14. | ||
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| Method: | ||
| rt = µ + ρ(rt-1 - µ) + et, et ∼ White Noise(0, σ^2), |
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Nice use of greek letters. I wonder if they will render properly in the documentation.
| "- Verify propositions described in the paper.\n", | ||
| "- Compare stop-loss strategies with various parameters.\n", | ||
| "\n", | ||
| "## Methodology\n", |
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It's good that you've added a short methodology description here.
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| "# Get data from local pkl file\n", | ||
| "daily_return = pd.read_pickle(\"S&P500_Daily_Return.pkl\")" |
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Maybe using a simple .csv instead of .pkl here would make it more versatile.
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| def add_custom_policy(self, policy: Callable): | ||
| """Add a custom policy to the object |
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This is an interesting addition to the functionality 👍
| "(function(root) {\n", | ||
| " function embed_document(root) {\n", | ||
| " \n", | ||
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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1510]},\"ma_policy\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1510]},\"simple_stop_loss_policy\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1510]},\"strategy_return\":{\"__ndarray__\":\"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There was a problem hiding this comment.
There are quite some code duplications in this part. This can be improved.
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| " \n", | ||
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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1510]},\"ma_policy\":{\"__ndarray__\":\"y9mfTIH77z/K8Co/n2fvP+puqHkbHO8/drfr4/5+7z8iPQAfMQfwP6BILvFOzO8/6S38D+6M7z8Payt9AXbvP2zO6et1Re8/pl8XgDH87j870qqvBmTvP2pjS1kbde8/Gb+cuQKe7z+cXXg3AwvwPyY9L20T6e8/b+F/cGf87z+mSIyNE5DvP+XZ6G+xKO8/fUyr7Why7z/V8LcpRg3vP481C4K2b+8/HhPfpyHk7z99Cy7SHcXvP9EYMecfxe8/FEk0/CHF7z8gl+qOiqDvP/kCiKGMoO8/fgolA2il7z/tgvUcHvPvP85bIOSOCvA/XXHM5PUQ8D86LKztZhHwPyoQjq9PDvA/qvB+oAkn8D/MNZ+XmCbwP8ANyAJMMvA/0jbKu8Mu8D9LLy1a6CnwPzjBW2npKfA/62SKeOop8D9jGrmH6ynwP6Hh55bsKfA/pboWpu0p8D9upUW17inwP/2hdMTvKfA/UrCj0/Ap8D9t0NLi8SnwP00CAvLyKfA/80UxAfQp8D9fm2AQ9SnwP5ACkB/2KfA/h3u/Lvcp8D+NtEIIHhfwP7MGNhYfF/A/fD8nG/0O8D+FrKCQ0e/vP22cX9I+eO8/tbt6Fedk7z9+qSa+XXfvP4J59Axm2e8/N5vvpi6S7z+bw7SVm3XvP4ThgaWdde8/BCJPtZ917z8bhRzFoXXvP8kK6tSjde8/D7O35KV17z/eUjcjzaHvPwejd8QBfe8/cNvRJZeM7z8LX6Sz87DvP6ZVFc5aru8/dS/lVklR7z/nYndDcZrvP8SVFU/rkO8/AU9kk0+47z81mty/Fs3vP6JoZdUYze8/Blru6hrN7z9ibncAHc3vP7ZSGMtkq+8/nNFr3mar7z9Uc7/xaKvvP7N3/fW8wu8/DZ7YCr/C7z9T57MfwcLvP4VTjzTDwu8/o+JqScXC7z+slEZex8LvP6FpInPJwu8/gmH+h8vC7z9PfNqczcLvP4pH31/Wy+8/9xZTddjL7z+geRywRcnvP7okJlqyw+8//saaFEnb7z/0KoFN/MfvP3VFQBx+cO8/KIGUodW87z9AQMwjZrPvPylEIx44ge8/5jCzLjqB7z9HQEM/PIHvP0xy008+ge8/9cZjYECB7z9BPvRwQoHvPzHYhIFEge8/xZQVkkaB7z/9c6aiSIHvP9l1N7NKge8/WZrIw0yB7z994VnUToHvP0RL6+RQge8/5z9+rjyO7z/Jk+i/Po7vP76HpTxwau8/p95fQFyT7z9UC+sAVJnvP2Uuj7uAXu8/zIpYmTRG7z8uxzAZgETvP4EC5MmMnO4/RoB3y46c7j+0HwvNkJzuP8rgns6SnO4/iMMy0JSc7j/vx8bRlpzuP/7tWtOYnO4/tjXv1Jqc7j8Wn4PWnJzuPx4qGNienO4/z9as2aCc7j+aSeFyIpruP+hVOePk2O4/H3mtSovf7j8hD1ZLs+PuPxOqZUaHxO4/P9+OqmW27j/FM7bW7InuP6HG3sngOO4/89iOj/0L7j93CKmH/wvuPwRZw38BDO4/m8rddwMM7j87XfhvBQzuP+UQE2gHDO4/mOUtYAkM7j9U20hYCwzuPxryY1ANDO4/6Sl/SA8M7j/CgppAEQzuP7E0UnStxu0/UlGwyhDQ7T9xId2+EtDtP1cSCrMU0O0/0siFuNb67T+h7p1W2eTtP0qsp2ksqO0/HzU3Wy6o7T+P3sZMMKjtP5uoVj4yqO0/Q5PmLzSo7T+GnnYhNqjtP2XKBhM4qO0/4BaXBDqo7T/3gyf2O6jtP6kRuOc9qO0/979I2T+o7T/hjtnKQajtP2d+arxDqO0/UEZCCf9m7j+BSFJ3Cv/tP01QOCfjKO4/SX8HXSBM7j9RxW/dDS/uP4iGaTH2j+4//ynsQVvT7j+AkgSnvMHuP5rANjwdQe4/QDmf3DJp7j/z9cqlUwTuPwaSZJ1VBO4/Gk/+lFcE7j8vLZiMWQTuP0UsMoRbBO4/XEzMe10E7j90jWZzXwTuP43vAGthBO4/p3KbYmME7j/CFjZaZQTuP97b0FFnBO4/eQD/uQVD7j/TeH6P+4juP8dyDam7je4/hMZeFhOV7j9/HPLe12PuPynAZS60Pu4/5ihcrXa17j9WWAe0TtnuPwbfqrEx3e4/3HehYtTS7j95hyq5B6LuP5X2GbsJou4/X4cJvQui7j/XOfm+DaLuP/4N6cAPou4/0wPZwhGi7j86S4j+ep3uP21lKwB9ne4/SaHOAX+d7j8carpnRbTuPxlxP/xAnO4/9E/k2syU7j/9WVzIqJDuP9BZKMmqkO4/Pnv0yayQ7j9IvsDKrpDuP+0ijcuwkO4/LalZzLKQ7j8JUSbNtJDuP4Aa8822kO4/kgXAzriQ7j9AEo3PupDuP4lAWtC8kO4/bZAn0b6Q7j/tAfXRwJDuPwiVwtLCkO4/6U8/sHyZ7j/OmZR5E3nuP1t9KYR0w+4/jnJBO0Jz7j+Co7m6+QXuP/DobrL7Be4/JlJuIYXX7T/hMhgWh9ftP2w0wgqJ1+0/x1Zs/4rX7T/ymRb0jNftP+z9wOiO1+0/toJr3ZDX7T9QKBbSktftP7ruwMaU1+0/e66xWDRP7T9UkGxENk/tP2eSJzA4T+0/tLTiGzpP7T89NJBJwELtP2NMnCzZMe0/bJH1a4iB7T/h3ZvlAUztPxbbrPcmAe0/Bj1K3igB7T/avufEKgHtPyIaz3Jzo+w/ulpXfW3z6z+ogkdSb/PrP1LJNydx8+s/ty4o/HLz6z/YshjRdPPrP7RVCaZ28+s/TBf6enjz6z+f9+pPevPrP6722yR88+s/eBTN+X3z6z/+UL7Of/PrP3OmNOYuh+s/0q9Z0Xbn6z/7miWBcZnrP5yJu/Rgvus/J5f4dm9r7D/PdcAE8mjsP5iZidrN5es/CNb3rYwQ7D8VbPQvwRvsPw9C5aXNkus/XEncc8Qz6z/qTpCxLjTrP43m93kwNOs/JP0oMKPZ6j81faHypNnqP8saGrWm2eo/59WSd6jZ6j9ePVvisr3qP68B/6K0veo/Z+OiY7a96j9bwk9mG2fqP1hLLR4thuo/J8OeeILY6j+MBsowlsjqPwxH0gb+kuo/NJ0HQZwy6z9NHstkEVLrP0buklGkbes/yCStwyqE6z93riYW/onrP8ztLeT/ies/aEs1sgGK6z9MxzyAA4rrP3hhRE4Fius/6xlMHAeK6z8keKabfH7rP4uu7Gh+fus/LQMzNoB+6z8KdnkDgn7rPyIHwNCDfus/dbYGnoV+6z+NqRs0/0/rP4XnVf4AUOs/s+xcnSpU6z/bHt1nLFTrPw9vXTIuVOs/KMkhc2FD6z/ZXIg8Y0PrP4QO7wVlQ+s/Kd5Vz2ZD6z/Iy7yYaEPrP2HXI2JqQ+s/9ACLK2xD6z+BSPL0bUPrPwiuWb5vQ+s/iTHBh3FD6z8E0yhRc0PrP3iSkBp1Q+s/5m/443ZD6z+ilB90d1nrP+4KPRlvYOs/M2GC3ak66z8zYYLdqTrrP/4MoPSPLus/zcgpfNQ46z+uoKmmIUfrP+AhT3AjR+s/EMH0OSVH6z8+fpoDJ0frP2pZQM0oR+s/lFLmlipH6z+8aYxgLEfrP+OeMiouR+s/CPLY8y9H6z8rY3+9MUfrP0zyJYczR+s/a5/MUDVH6z+IanMaN0frP6NTGuQ4R+s/IGLl0+EF6z9v+kMHvQfrP8xcvHX67+o//EjIJ2ob6z9oT+8mIhLrP34bON35a+s/98JHqftr6z+ERNGq023rPyeR05AQjOs/Y+xbH8p+6z/j3vLEK43rP629+gmPous/zfinK4qN6z8VykYWT7HrP2PTfx9fvOs/ujMRZprT6z8Pkqz3A8rrP/fx5ckFyus/bHAfnAfK6z9vDVluCcrrPwDJkkALyus/H6PMEg3K6z/MmwblDsrrPwezQLcQyus/0Oh6iRLK6z8nPbVbFMrrPwyw7y0Wyus/f0EqABjK6z+A8WTSGcrrPw/An6Qbyus/LK3adh3K6z8Ax3W8PyvsPy403fhOOuw/5mF4aFoG7D/NuyE2pjHsP6W0AqQhLew/kp5jMm6Y7D+1B5Z6aLLsP8abgi9+5+w/6299bL3m7D8+Rhfxxg/tPxIM1An9Be0/VhbdOfEZ7T+/X6mbaRLtP/hlfddIMe0/QHk7RgwV7T/7mKEsjjbtP8n4FZs5Iu0/Vznegzsi7T/umaZsPSLtP40ab1U/Iu0/Nbs3PkEi7T/lewAnQyLtP51cyQ9FIu0/Xl2S+EYi7T8nflvhSCLtP/m+JMpKIu0/0x/uskwi7T+2oLebTiLtP6FBgYRQIu0/lQJLbVIi7T8iU4ptmxvtP5VPvmw+Me0/gpwo7tEK7T/tdqZtnxjtP4wtCO1oKe0/Uy9ubZce7T8UevlVmR7tP9nkhD6bHu0/o28QJ50e7T9xGpwPnx7tP0PlJ/igHu0/GtCz4KIe7T/12j/JpB7tP9UFzLGmHu0/uVBYmqge7T+iu+SCqh7tP49GcWusHu0/H6TmIE0e7T9YEG0JTx7tP7dCrfD4a+w/UNKDzfpr7D8mrDmGJwPsP7ytMVwpA+w/H84pMisD7D9ODSIILQPsP0prGt4uA+w/E+gStDAD7D+pgwuKMgPsPww+BGA0A+w/Oxf9NTYD7D+9kglaC8nrP5CnMiwNyes/kyRR6Dzs6z8L+6AWnKvrP59QoIUb4es/Jt/5kd/P6z8L+6AWnKvrP7ioPsDYyus/J9/5kd/P6z83hpVk4c/rP9xLMTfjz+s/qKae/Ox16z/CO1XJ7nXrPw3vC5bwdes/isDCYvJ16z84sHkv9HXrPxi+MPz1des/KernyPd16z9sNJ+V+XXrP+CcVmL7des/hiMOL/116z9dyMX7/nXrP+aIrOgQaOs/+4d2tCJV6z9C1NpPa0DrPzkr77/GQOs/wkW7BGoO6z/xN6nKaw7rP+BHl5BtDus/j3WFVm8O6z/9wHMccQ7rPysqYuJyDus/GbFQqHQO6z83JdQ53x/rPxvZy1fZD+s/JK/Z6RIV6z+Dx5ylaUvrP2zLiiItPus/qhEuyQ1i6z+PjwQTYVLrP+p/TB9Th+s/A0Y9zuiU6z8J9M+wvZjrPzYiFYvdsus//StoQ8aR6z8U8ljyW5/rP/cRk7ijjus/DUjohqWO6z9wnD1Vp47rPx8PkyOpjus/G6Do8aqO6z9kTz7ArI7rP/kclI6ujus/zZ7LFk256z/2XlJEHrHrP12bUMeC4Os/3Zkmmoal6z/0E1kM2cLrP5DxyWTetOs/Q0ltLzbE6z+4gMY11N/rP3NuXHC2y+s/k0eyQrjL6z9DPwgVusvrP4NVXue7y+s/U4q0ub3L6z+y3QqMv8vrP6FPYV7By+s/IOC3MMPL6z8vjw4DxcvrP85cZdXGy+s//Ui8p8jL6z+8UxN6ysvrPwp9akzMy+s/we0hY9rf6z9Xrck23N/rP7Hg0Xk38Os/MjwlHQDX6z8TGA3orObrP6HEH5sYzOs/uQx8bRrM6z8gmgMlbrnrP/G4JvZvues/BPRJ39T26z8JKVKrEu/rPyXOUubw4+s//PCiLcC36z8q4qn+wbfrP9LxsM/Dt+s/9B+4oMW36z9gElF8o+jrP8Y8RQrV2+s/V92jUCvc6z9Bbf0Cm+XrP2CvBdec5es/LBAOq57l6z8C699eVAzsP7wnDTgHKew/W4zOorxO7D8Wx2vsukjsP9EC0X0TVOw/6N2Uwx9/7D878YGfyHjsP0pA1AzKfew/MmhonsyG7D9Ty32depLsPxmPNOh0fuw/7TtBxnZ+7D8WCE6keH7sP5PzWoJ6fuw/ZP5nYHx+7D+KKHU+fn7sPwRyghyAfuw/0tqP+oF+7D/1Yp3Yg37sP2wKq7aFfuw/ONG4lId+7D9Yt8ZyiX7sP8y81FCLfuw/leHiLo1+7D+yJfEMj37sPySJ/+qQfuw/6gsOyZJ+7D8FrhynlH7sP3RvK4WWfuw/OFA6Y5h+7D9QUElBmn7sP71vWB+cfuw/fq5n/Z1+7D+UDHfbn37sP/6Jhrmhfuw/vSaWl6N+7D/dRWie82jsPzUFp+5Nfew/ysyDzfZ17D/E+YwyTXrsP9Gfemigcew/FHsPkphR7D8fHSIPjSLsPyreKOeOIuw/t/XenQ8N7D/fK310EQ3sP96AG0sTDew/wnBc0xH26z+563ioE/brPyG0wZqvH+w/Nr5BjCIb7D9k+lN6/CDsPzyveP9hEew/6YZ4OZYj7D9wE534LybsPyq5gRNpHew/34G4wNwl7D8W+mW/JELsP2RFuBcrQew/hFT4gVc67D9UOo5bWTrsPy4/JDVbOuw/EWO6Dl067D/+pVDoXjrsP/QH58FgOuw/9Ih9m2I67D/9KBR1ZDrsPxDoqk5mOuw/LMZBKGg67D9Sw9gBajrsP4Hfb9trOuw/uhoHtW067D9wNFid0TjsPyaWv6mzMuw/Vk7VgrUy7D/dpSvyB2zsPz6/kP4uhOw/FWGu8Qd/7D96k+XGhWfsP6XKt0gMdew/YmuTIZd47D9LYzImpG3sP0XyJAOmbew/gaAX4Kdt7D8ae99AXGTsP82R4spBVuw/Yc5MpkNW7D8dKreBRVbsPwGlIV1HVuw/DT+MOElW7D9C+PYTS1bsP5/QYe9MVuw/JMjMyk5W7D/R3jemUFbsP6YUo4FSVuw/o2kOXVRW7D/J3Xk4VlbsPxdx5RNYVuw/jSNR71lW7D8r9bzKW1bsP/LlKKZdVuw/4fWUgV9W7D/4JAFdYVbsPzdzbThjVuw/c6s7L39i7D8fqN4HmITsPxrM9kujg+w/LTyWO3aH7D/2bLDn+a7sPwb1X68psuw/5uQAIMqr7D/dLDGo4KnsPzeNbga5u+w/OIFmmgq87D8WfQ93WbXsP+vA6Nu+rOw/8wb+vMCs7D+DbBOewqzsP5rxKH/ErOw/OJY+YMas7D9dWlRByKzsPwo+aiLKrOw/PkGAA8ys7D/5Y5bkzazsPzymrMXPrOw/BgjDptGs7D9XidmH06zsPy8q8GjVrOw/j+oGStes7D92yh0r2azsP+TJNAzbrOw/2uhL7dys7D9XJ2PO3qzsP1yFeq/grOw/6AKSkOKs7D9JNM4i+r3sP0Xeo7FMvuw/V6bfk06+7D8Ejht2UL7sP0uVV1hSvuw/wIbI+ITI7D8son5YnpPsP0Z2lVTLrOw/o9+Kldar7D/okyveO6PsP5dMjHpP8ew/syCjdnwK7T+z88nd/Q3tP1W3rTVxC+0/yqge1qMV7T8GxRO+pRXtPz0BCaanFe0/S5IRRjIY7T/5G86ZLgTtP6N20z3FBe0/SxCgfYX27D9tF4tjh/bsP2c+dkmJ9uw/OoVhL4v27D/l60wVjfbsP2hyOPuO9uw/xBgk4ZD27D/43g/HkvbsPwXF+6yU9uw/GiSmx+Lt7D8cTcpsxuHsPyv3yrBW9ew/PWeODdQA7T8YXuOu9fXsP3gyRRP3/uw/O6HL9OYI7T8TDJtkLg7tPyoFE0wwDu0/Mx6LMzIO7T8vVwMbNA7tPx2wewI2Du0//ij06TcO7T/RwWzROQ7tP5Z65bg7Du0/TlNeoD0O7T/4S9eHPw7tP5VkUG9BDu0/JJ3JVkMO7T+m9UI+RQ7tP8LELro3J+0/oshKozkn7T+YDT0ITiLtP+I8kMXpLu0/KrjE8NkT7T+l2j0jZBHtP1Ou6wpmEe0/TK0+9OL/7D8x08ba5P/sP/gYT8Hm/+w/on7Xp+j/7D8vBGCO6v/sP56p6HTs/+w/8G5xW+7/7D8lVPpB8P/sPzxZgyjy/+w/RiyL6xlL7T++7nSDiUbtP1z+gZFCiO0/MUubF3B47T8i0G5HT2/tP1Ont7s6VO0/KhG/M8BV7T/pHZnqe23tP6tHYZOPlu0/UHvQm2Gt7T+H60TvxLrtP6pwDOLGuu0/fRbU1Mi67T8A3ZvHyrrtPzPEY7rMuu0/Fswrrc667T+y9gFOk7btP7bqwUFLxu0/Zthm9HrE7T8HStHnfMTtP2PcO9t+xO0/eo+mzoDE7T9MYxHCgsTtP0yWRzgO++0/3KZFLxD77T9j2EMmEvvtP+EqQh0U++0/xSuWBRQJ7j89blq3WhruP28LCJVwDu4/4Lczd7xG7j/L2xGJX3nuP3t92LuQXu4/IL5/0buo7j/Xt76roJvuP2A32tESv+4/bwpVSh3/7j8IpD27FxDvP3VizfHQDO8/50wZ/GMQ7z/AITxFbmzvPwEOpescN+8/3q5Z9x437z8Ocg4DITfvP5BXww4jN+8/ZF94GiU37z+LiS0mJzfvPwTW4jEpN+8/z0SYPSs37z/t1U1JLTfvP12JA1UvN+8/IF+5YDE37z81V29sMzfvP5xxJXg1N+8/Vq7bgzc37z9iDZKPOTfvP5qjwSw8Be8/85KnV83d7j/7cLpoDOjuPz+o/xMcZu8/32I3oJHD7z/cJ2VrCV7vP88tFdyvDO8/k9TiQd+Y7j+Z0YoJjMHuP32zprCFHO8/dvQoVrQw7z/lEHJhtjDvPxm0TR2KV+8/YNVqowHj7z/lWmO6A+PvP3oDXNEF4+8/Hs9U6Afj7z/RvU3/CePvPwLVBoEs7O8/oxzf3kt97z+vEyTzJ4vvP9i2WgQqi+8/r3yRFSyL7z81ZcgmLovvP2pw/zcwi+8/TZ42STKL7z/f7m1aNIvvPyBipWs2i+8/EPjcfDiL7z+vsBSOOovvP/yLTJ88i+8/+ImEsD6L7z+jqrzBQIvvP1FNb09Ys+8/IRmLJBUa8D8FHNTKjgTwPweBG9w9JvA/IhmLJBUa8D/dh3VWGDzwP/6ob4x1aPA/ZoV8wpRr8D/K0kS1P1TwP0m4fPDBMPA/simIv0Mw8D9AaIcmzPDvP/BNZz7O8O8/vlZHVtDw7z+rgidu0vDvP7bRB4bU8O8/4EPondbw7z8o2ci12PDvP4+Rqc3a8O8/FG2K5dzw7z+4a2v93vDvP3qNTBXh8O8/HCg1nPAf8D+5FHcFeEbwP1WrwQJCU/A/15RbUzNV8D/HNxt9YjjwP15thFLeSfA/7+sUlE5G8D83uYo78jvwPyp6i7YwW/A/GwHw0ohP8D9fUSlFB1vwP2n/j1cIW/A/b7/2aQlb8D9xkV18ClvwP251xI4LW/A/Z2sroQxb8D9cc5KzDVvwP0yN+cUOW/A/OLlg2A9b8D8g98fqEFvwPwRHL/0RW/A/OrQT4oNn8D+Xo3NzGW3wPyQBjyyGcvA/ESkPNh9l8D+OwLz3pm/wP/9ioT46avA/O6EqoJxh8D/Ywv+ynWHwP3j21MWeYfA/Gzyq2J9h8D/Bk3/roGHwP2r9VP6hYfA/FnkqEaNh8D/FBgAkpGHwP3em1TalYfA/K1irSaZh8D/iG4Fcp2HwP5zxVm+oYfA/Wdksgqlh8D8Z0wKVqmHwP5MS4Nl5h/A/iKS/KrKW8D/TXNF6nXfwPzIuxsa+nfA/Fqo9ERyh8D9OnK6/bJ3wP6CZGzuRrvA/p46vAYq38D8DR4mbW6fwP5q6JzGNovA/ATHp3maq8D9fiYP2Z6rwPxD0HQ5pqvA/hxuo1HOg8D+nh5vrdKDwPw8GjwJ2oPA/v5aCGXeg8D+4OXYweKDwP/nuaUd5oPA/grZdXnqg8D9TkFF1e6DwP2jAsKykrvA/qmT5T8Gs8D9TOLtnwqzwP1IefX/DrPA/phY/l8Ss8D+SRsp5/sfwP52+XgvVp/A/2SaB3mHK8D9CCjT4YsrwPyEA5xFkyvA/dgiaK2XK8D9BI01FZsrwP4JQAF9nyvA/OZCzeGjK8D9blWnoYuzwPxvyw2xu7vA/EBLwdrYF8T/18gwqGPTwPxn6Tm9A9PA/wqovuNvs8D+lk9dtD+HwP5ZKsT4p1PA/cNAF6NLL8D/HHyWfN9PwPxk9bLk40/A/6myz0znT8D87r/rtOtPwPwwEQgg80/A/XWuJIj3T8D8u5dA8PtPwP39xGFc/0/A/UBBgcUDT8D8O3o3zPM/wP5tTVzYJwfA/WSGFuAW98D/WRdymNbDwPw8CfJsYvPA/tZEAKo+88D/lYGl/iMvwP5PdJK3oyPA/WYaS+mDL8D/JIVYUYsvwP7DPGS5jy/A/D5DdR2TL8D/lYqFhZcvwPzJIZXtmy/A/9j8plWfL8D8ySu2uaMvwP+Vmschpy/A/D5Z14mrL8D+w1zn8a8vwP8kr/hVty/A/WZLCL27L8D9gC4dJb8vwP96WS2Nwy/A/1DQQfXHL8D9B5dSWcsvwP+aJzyS/f/A/Cex1Gmdo8D/FmYX7mKbwPwEf4BKapvA/jE3os/jT8D+3mYZGZrrwP/gsGx4o0vA/shUg5WDt8D8Mfyf5GErxP0diIXUDQvE/YhdkHvQW8T+FcSuNH8XwP29AT0U0vfA/v18pcNaf8D8nCDaoN8zwPwajWKNv1/A/YbT3woOO8D9fLr7YhI7wP5G6hO6FjvA/91hLBIeO8D+SCRIaiI7wP2HM2C+JjvA/ZKGfRYqO8D+ciGZbi47wPyfLBiJPqPA/pgRQp9zg8D9WBdF021TwPwnY3p+JTvA/6DkrxvLa7z9/5BwhgervP9AZe+xy7O8/6+s3yc0K8D/tQ7FwWAnwP3SIvX1ZCfA/nd7JiloJ8D9oRtaXWwnwP9W/4qRcCfA/5ErvsV0J8D+V5/u+XgnwP+iVCMxfCfA/3VUV2WAJ8D90JyLmYQnwP6wKL/NiCfA/hv87AGQJ8D8H+T7Rqg3wPzmroz9LV+8/A3Bi3O4x8D9lHx0Nx1LwPz9z5pHzefA/9u7AuZ+N8D8DKsF6rZzwPzzqCZ03nvA/o20M7GKE8D/QQoo+zLTwP6CZxM0Pv/A/2QGoaJDf8D9aWNqINhnxP6FBX0YG3vA/sK9bYQfe8D9LMFh8CN7wP3HDVJcJ3vA/I2lRsgre8D9hIU7NC97wPyrsSugM3vA/f8lHAw7e8D9guUQeD97wP827QTkQ3vA/xdA+VBHe8D8EbNgseNjwP6D/X0dOr/A/3scpIZO08D9zzG45lLTwP2Evi0iL6/A/DGnUXrL58D+BGqF7s/nwP6HebZi0+fA/a7U6tbX58D+1NEtQgQLxP9atq22CAvE/qzkMi4MC8T/lvMRIhgjxP6UYsh5wBfE/VNmYEX0D8T810gkvfgPxP8vdekx/A/E/r7cIaqXz8D/45W+GpvPwP+Um16Kn8/A/dXo+v6jz8D+p4KXbqfPwP4BZDfiq8/A/++R0FKzz8D8Zg9wwrfPwP9szRE2u8/A/QPeraa/z8D9JzROGsPPwP2iPchvO9PA/cq1ls7zn8D8000rHgBjxPxyh8Z9bxPA/fHYHrCvB8D+8IC0zC+HwP+e+Ye9pyvA/oykVCWvK8D/VpsgibMrwP302fDxtyvA/m9gvVm7K8D8vjeNvb8rwPzlUl4lwyvA/ui1Lo3HK8D9yBBbkr83wP10RQ0Oat/A/FvVqK0bG8D8yHfnhCcXwP61u7J8S4vA/60is+krf8D+tbuyfEuLwP5bDpC+S1/A/Muw0SpPX8D+ybC5JRtvwP8e3/GNH2/A/ZRXLfkjb8D+LhZmZSdvwPzoIaLRK2/A/cp02z0vb8D8yRQXqTNvwP3v/0wRO2/A/TcyiH0/b8D+oq3E6UNvwP8ovmXepyfA/DJC1yNaB8D9ZYKfd14HwP81CmfLYgfA/ZzeLB9qB8D8nPn0c24HwPw5XbzHcgfA/G4JhRt2B8D9Pv1Nb3oHwP6kORnDfgfA/KXA4heCB8D/Q4yqa4YHwP61+/v3hdPA/2eg2JYBB8D+TVecx1ErwPz07PkPVSvA/py0Ki70u8D+ThxymKTrwP86yh7khAvA/l/AaxiIC8D/6P67SIwLwP3CgcNm7JfA/3CtZ6Lwl8D+uVSg4H0/wP0j5et07YvA/rgFvt1Rh8D/8nGB6zlnwP2JRm9Mca/A/bycIj3Jm8D+1wshUGmjwP2Z/ZJALlPA/K3s5Jq2d8D9RAVTWTsbwPxc8AMz8v/A/VxZn9N668D/cvBUN4LrwP8Z1xCXhuvA/FUFzPuK68D/JHiJX47rwP+IO0W/kuvA/YBGAiOW68D9DJi+h5rrwP4tN3rnnuvA/OYeN0ui68D9M0zzr6brwP8Qx7APruvA/TjBWMPvE8D/9pfM5ONjwP6mHThOz2fA/Yj745MnL8D8DusL+ysvwPxxIjRjMy/A/rehXMs3L8D+1myJMzsvwPzVh7WXPy/A/LTm4f9DL8D+cI4OZ0cvwP4MgTrPSy/A/4i8ZzdPL8D+4UeTm1MvwPwaGrwDWy/A/zMx6GtfL8D8KJkY02MvwP7+REU7Zy/A/7A/dZ9rL8D+RoKiB28vwP65DdJvcy/A/Qvk/td3L8D9OwQvP3svwP9Kb1+jfy/A/zoijAuHL8D9BiG8c4svwPyyaOzbjy/A/VIVWd83/8D/KTTL3eN7wPx1nPv19AfE/dPFPbUMA8T9ZHoxDcpDwPyhk7/JKv/A/UpLgt2Wu8D8B1TJ+gMzwP0/mISd9A/E/HGc+/X0B8T9dLKgkJujwP8F2TkAn6PA/bl6WRuQf8T/u27yjOyPxP63rnNeCJfE/7X1WrnIk8T8iVfcdlUPxP13yygPsUvE/nhGeSglQ8T8js10TXkLxP16ZF1R0TfE/3kXxKzBQ8T9e3Upp4k/xPwGMvYvjT/E/rU0wruRP8T9iIqPQ5U/xPyAKFvPmT/E/5wSJFehP8T+3Evw36U/xP5Azb1rqT/E/cmfifOtP8T9drlWf7E/xP1EIycHtT/E/TnU85O5P8T9U9a8G8E/xP2OIIynxT/E/ey6XS/JP8T+c5wpu80/xP8azfpD0T/E/4DxWBApL8T/Sn5700nbxPzAxw3aab/E/u/Bvz9B88T/aWC/zTWnxPxsxp41qh/E/HxCPPdJ48T/zi9pB4YXxP5T6tb8ZjfE/dLhNTYmf8T8+oV8ECrnxP80/9Ayot/E/6O8zNqm38T9+s3NfqrfxP4+Ks4irt/E/IrT/+e3J8T+A9T2B6MTxP4v5W6vpxPE/IBF61erE8T8AIEmnItDxP1cUksRXx/E/AfHY7ljH8T+iQjp3tcjxP0EKmKG2yPE/E+R1jaTp8T/cNfy5penxP1ebguam6fE/hBQJE6jp8T9joY8/qenxP/RBFmyq6fE/N/acmKvp8T8sviPFrOnxP9OZqvGt6fE/j+vOQ6nY8T/1VThvqtjxP/vToZqr2PE/oGULxqzY8T/kCnXxrdjxP8jD3hyv2PE/6fArxmDK8T/k8CGyT8XxPzG4RtxQxfE/CJNrBlLF8T9pgZAwU8XxP1SDtVpUxfE/M8baaVrG8T8ER5xJpcbxPwW7G8o32fE/ILNiqUDt8T/IxoajRfTxPzCHZxNr9PE/lAsFD9cM8j+2yN//0AvyPwxBPIU58vE/lCDWK3z98T85WKlZff3xP6ajfId+/fE/2gJQtX/98T/WdSPjgP3xP5r89hCC/fE/JpfKPoP98T96RZ5shP3xP5UHcpqF/fE/eN1FyIb98T9T6PRA4AfyP+cFfmBBLvI/iniDkUIu8j8YRMLNFiXyP15X/ompJfI/gg45hhsr8j+unUTmsQHyP5p2XhSzAfI/U2N4QrQB8j/YY5JwtQHyPyp4rJ62AfI/SKDGzLcB8j8z3OD6uAHyP+or+yi6AfI/bY8VV7sB8j+9BjCFvAHyP9mRSrO9AfI/u1QIgg8k8j/WYXLkJCzyP96NyT4RSvI/wKkTkhpF8j+XaS68nkzyP5Y/mc+QQPI/dtjBsdRW8j9BlTk3i0PyP47A+NJ3E/I/jMg8AnkT8j9q5IAxehPyPygUxWB7E/I/xlcJkHwT8j9Er02/fRPyP6Iaku5+E/I/4JnWHYAT8j/+LBtNgRPyP/zTX3yCE/I/2o6kq4MT8j+YXenahBPyPzZALgqGE/I/tDZzOYcT8j8SQbhoiBPyP1Bf/ZeJE/I/MH6a3xcZ8D/x9q7tGBnwP2aBw/sZGfA/jh3YCRsZ8D9py+wXHBnwP/eKASYdGfA/OFwWNB4Z8D8tPytCHxnwP5ENhV/iCfE/egBYtOqH8D++sBqKWRHxP5XDAEUy0PA/Rf7U0G4O8D8jeEXAcm3wP2qQAF+JMPA/6ltNMPdG8T+XLinzi0vxPwDtSBkC4PE/16w+Ib4l8j/HTbVRvyXyPzh0YAa8rvI/XGzRP72u8j9xlJZRqMXyP6knO+ekR/M/pGJw3rHw8j9Fq2dkY13yPw3gg5hkXfI/BimgzGVd8j8whrwAZ13yP4z32DRoXfI/GX31aGld8j/XFhKdal3yP8bELtFrXfI/54ZLBW1d8j85XWg5bl3yP7xHhW1vXfI/hUUqDo498j8eZzBAjz3yP1OEWwy+ivI/+4e+XbuL8j83QeSUvIvyP9cOCsy9i/I/3PAvA7+L8j9F51U6wIvyP64j1adTHPM/HJ/k3hzq8j8gyzkcHuryP8UYumDQyPI/h5vgm9HI8j/wMgfX0sjyP8MZn6xgEPM/CQJYfWQH8z+p2R/BHh3zP3WnIinjMPM/cjNbuZBZ8z9DaPTNZpvzP2TR0hRVjvM/02ls/ZIO9D949sssp0z0P090WHjvJfQ/yo4O4S4J9D+N+DMxMAn0P1d4WYExCfQ/KQ5/0TIJ9D8DuqQhNAn0P+R7ynE1CfQ/zVPwwTYJ9D+9QRYSOAn0P7VFPGI5CfQ/tV9isjoJ9D+8j4gCPAn0P8vVrlI9CfQ/gl/uGFqP8z9XzBdhW4/zP65OQalcj/M/huZq8V2P8z9gvaF/76rzP0F+OVi/+PM/YzLSpA7E8z/Y1QPtt+rzPxaRL4auzfM/BektqWQB9D+ctkLBBdXzP5rfMhLtFvQ/K8Wc6BFG9D/zQCzMGjX0P0zdysccRPQ/4K2vRglu9D91IHGdCm70P2oWO6fUi/Q/go1FIf9M9D/yr9x1AE30P7Toc8oBTfQ/yTcLHwNN9D8wnaJzBE30P+kYOsgFTfQ/9KrRHAdN9D9RU2lxCE30PwESAcYJTfQ/A+eYGgtN9D9X0jBvDE30PxkoA5HSUPQ/3MmG3GNg9D/EdmXaTTX0P+wePCF7ffQ/9IRFi+Nz9D+HSK7MC3T0P01DD+K2hPQ/lESGRwmQ9D/jE6TDLXr0Pz8+MRsvevQ/H3++cjB69D+D1kvKMXr0P2tE2SEzevQ/18hmeTR69D/GY/TQNXr0PzkVgig3evQ/ILUsHihn9D/lprfxUJj0P0gnDRuN5PQ/TRN3xXcs9D9TAo7nagL0P1/qQTdsAvQ/bOj1hm0C9D95/KnWbgL0P4YmXiZwAvQ/k2YSdnEC9D+gvMbFcgL0P60oexV0AvQ/u6ovZXUC9D/JQuS0dgL0P9fwmAR4AvQ/5bRNVHkC9D9OwRiht4vzP3kzBem4i/M/0k/je5rc8z8hg0ulETH0P/j6cKDcFPQ/AsjpaNI79D+t9bASBF30Pxqu6FCdK/Q/KKo9wheH9D+yXIf9cTz0P18voUWtlvQ/2Fmk6kXF9D9a45PuzfT0P7rU1NUjS/U/ebm+vpsn9T/FLAu2egX1P4mTlB3v/vQ/7EZZUan79D+3MLZEAKr0PzauZZ8BqvQ//5nXyOqf9D9h6d0i7J/0P3FP5Hztn/Q/Lszq1u6f9D+YX/Ew8J/0P7AJ+Irxn/Q/dcr+5PKf9D/ooQU/9J/0PwiQDJn1n/Q/1ZQT8/af9D9QsBpN+J/0P3jiIaf5n/Q/V7qddeme9D+AoqA4I+H0P4xZAhlk2fQ/b1YdBgkB9T//D1GpyMz0PxipcamaFvU/Y7n4neRZ9T/HHQbbkzz1P7YthoQc+/Q/gKheWb4R9T/0W05Z1ez0P+anSwniDPU/8xt2auMM9T8lp6DL5Az1P3xJyyzmDPU/+AL2jecM9T+Z0yDv6Az1P1+7S1DqDPU/Srp2sesM9T9b0KES7Qz1PyXClNTEAfU/0ON+s58R9T8oC5eYLeH0P1RA5PYu4fQ/dYwxVTDh9D+L736zMeH0P5ZpzBEz4fQ/q6nRrabp9D8DBq0MqOn0P1l5iGup6fQ/rgNkyqrp9D8BpT8prOn0P1JdG4it6fQ/oiz35q7p9D/wEtNFsOn0P2z4jR1x3/Q/aYo4Pxfn9D8=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1510]},\"simple_stop_loss_policy\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1510]},\"strategy_return\":{\"__ndarray__\":\"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The notebook is good.
A bit more descriptions could be added, as I feel like there is more to tell about the plots and the results that you've obtained.
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