From 543c1970f305be044cbf66faa47625beb434bef5 Mon Sep 17 00:00:00 2001 From: edtechre Date: Sat, 21 Sep 2024 13:29:35 -0700 Subject: [PATCH] Update 2. Backtesting a Strategy.ipynb --- .../notebooks/2. Backtesting a Strategy.ipynb | 277 ++++++++++-------- 1 file changed, 158 insertions(+), 119 deletions(-) diff --git a/docs/source/notebooks/2. Backtesting a Strategy.ipynb b/docs/source/notebooks/2. Backtesting a Strategy.ipynb index daf426e..f2c374a 100644 --- a/docs/source/notebooks/2. Backtesting a Strategy.ipynb +++ b/docs/source/notebooks/2. Backtesting a Strategy.ipynb @@ -19,7 +19,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 1, @@ -226,8 +226,20 @@ "text": [ "Backtesting: 2017-03-01 00:00:00 to 2022-03-01 00:00:00\n", "\n", - "Loading bar data...\n", - "[*********************100%***********************] 3 of 3 completed\n", + "Loading bar data...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[*********************100%***********************] 3 of 3 completed" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "Loaded bar data: 0:00:01 \n", "\n", "Test split: 2017-03-01 00:00:00 to 2022-02-28 00:00:00\n" @@ -237,7 +249,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "100% (1259 of 1259) |####################| Elapsed Time: 0:00:00 Time: 0:00:00\n" + "\n", + "\u001b[38;2;0;255;0m100%\u001b[39m \u001b[38;2;0;255;0m(1259 of 1259)\u001b[39m |####################| Elapsed Time: 0:00:00 Time: 0:00:000:00\n" ] }, { @@ -270,7 +283,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 9, @@ -279,7 +292,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -418,46 +431,46 @@ " \n", " MSFT\n", " 2022-02-22\n", - " 575\n", + " 583\n", " 0\n", " 287.72\n", - " 165439.00\n", - " 165439.00\n", + " 167740.76\n", + " 167740.76\n", " 0.00\n", - " -1357.00\n", + " -1375.88\n", " \n", " \n", " AAPL\n", " 2022-02-22\n", - " 991\n", + " 1005\n", " 0\n", " 164.32\n", - " 162841.13\n", - " 162841.13\n", + " 165141.61\n", + " 165141.61\n", " 0.00\n", - " -4003.63\n", + " -4060.19\n", " \n", " \n", " MSFT\n", " 2022-02-23\n", - " 575\n", + " 583\n", " 0\n", " 280.27\n", - " 161155.24\n", - " 161155.24\n", + " 163397.40\n", + " 163397.40\n", " 0.00\n", - " -5640.76\n", + " -5719.24\n", " \n", " \n", " AAPL\n", " 2022-02-23\n", - " 991\n", + " 1005\n", " 0\n", " 160.07\n", - " 158629.38\n", - " 158629.38\n", + " 160870.36\n", + " 160870.36\n", " 0.00\n", - " -8215.38\n", + " -8331.44\n", " \n", " \n", " TSLA\n", @@ -484,10 +497,10 @@ " 2017-03-14 1937 0 64.41 124762.18 124762.18 \n", "TSLA 2017-03-15 0 100 17.05 0.00 1718.00 \n", "... ... ... ... ... ... \n", - "MSFT 2022-02-22 575 0 287.72 165439.00 165439.00 \n", - "AAPL 2022-02-22 991 0 164.32 162841.13 162841.13 \n", - "MSFT 2022-02-23 575 0 280.27 161155.24 161155.24 \n", - "AAPL 2022-02-23 991 0 160.07 158629.38 158629.38 \n", + "MSFT 2022-02-22 583 0 287.72 167740.76 167740.76 \n", + "AAPL 2022-02-22 1005 0 164.32 165141.61 165141.61 \n", + "MSFT 2022-02-23 583 0 280.27 163397.40 163397.40 \n", + "AAPL 2022-02-23 1005 0 160.07 160870.36 160870.36 \n", "TSLA 2022-02-28 0 100 290.14 0.00 28193.00 \n", "\n", " margin unrealized_pnl \n", @@ -498,10 +511,10 @@ " 2017-03-14 0.00 116.23 \n", "TSLA 2017-03-15 1704.87 13.13 \n", "... ... ... \n", - "MSFT 2022-02-22 0.00 -1357.00 \n", - "AAPL 2022-02-22 0.00 -4003.63 \n", - "MSFT 2022-02-23 0.00 -5640.76 \n", - "AAPL 2022-02-23 0.00 -8215.38 \n", + "MSFT 2022-02-22 0.00 -1375.88 \n", + "AAPL 2022-02-22 0.00 -4060.19 \n", + "MSFT 2022-02-23 0.00 -5719.24 \n", + "AAPL 2022-02-23 0.00 -8331.44 \n", "TSLA 2022-02-28 29014.33 -821.33 \n", "\n", "[938 rows x 7 columns]" @@ -556,6 +569,8 @@ " bars\n", " pnl_per_bar\n", " stop\n", + " mae\n", + " mfe\n", " \n", " \n", " id\n", @@ -572,6 +587,8 @@ " \n", " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -590,6 +607,8 @@ " 3\n", " 468.48\n", " bar\n", + " -0.33\n", + " 0.83\n", " \n", " \n", " 2\n", @@ -606,6 +625,8 @@ " 3\n", " 393.86\n", " bar\n", + " -0.20\n", + " 0.61\n", " \n", " \n", " 3\n", @@ -622,6 +643,8 @@ " 2\n", " -18.50\n", " bar\n", + " -0.54\n", + " 0.23\n", " \n", " \n", " 4\n", @@ -638,6 +661,8 @@ " 2\n", " -41.00\n", " bar\n", + " -1.03\n", + " 0.36\n", " \n", " \n", " 5\n", @@ -654,6 +679,8 @@ " 2\n", " 5.50\n", " bar\n", + " -0.35\n", + " 0.37\n", " \n", " \n", " ...\n", @@ -670,6 +697,8 @@ " ...\n", " ...\n", " ...\n", + " ...\n", + " ...\n", " \n", " \n", " 384\n", @@ -679,13 +708,15 @@ " 2022-02-16\n", " 170.56\n", " 171.69\n", - " 970\n", - " 1096.10\n", + " 984\n", + " 1111.92\n", " 0.66\n", - " 170660.61\n", + " 180139.06\n", " 3\n", - " 365.37\n", + " 370.64\n", " bar\n", + " -4.00\n", + " 2.52\n", " \n", " \n", " 385\n", @@ -695,13 +726,15 @@ " 2022-02-16\n", " 299.26\n", " 297.27\n", - " 552\n", - " -1098.48\n", + " 560\n", + " -1114.40\n", " -0.66\n", - " 169562.13\n", + " 179024.66\n", " 3\n", - " -366.16\n", + " -371.47\n", " bar\n", + " -7.91\n", + " 5.03\n", " \n", " \n", " 386\n", @@ -714,10 +747,12 @@ " 100\n", " 1720.00\n", " 5.98\n", - " 171282.13\n", + " 180744.66\n", " 2\n", " 860.00\n", " bar\n", + " -4.20\n", + " 17.20\n", " \n", " \n", " 387\n", @@ -727,13 +762,15 @@ " 2022-02-24\n", " 168.36\n", " 157.43\n", - " 991\n", - " -10831.63\n", + " 1005\n", + " -10984.65\n", " -6.49\n", - " 160450.50\n", + " 169760.01\n", " 3\n", - " -3610.54\n", + " -3661.55\n", " bar\n", + " -10.93\n", + " 2.18\n", " \n", " \n", " 388\n", @@ -743,17 +780,19 @@ " 2022-02-24\n", " 290.08\n", " 283.34\n", - " 575\n", - " -3875.50\n", + " 583\n", + " -3929.42\n", " -2.32\n", - " 156575.00\n", + " 165830.59\n", " 3\n", - " -1291.83\n", + " -1309.81\n", " bar\n", + " -9.98\n", + " 3.78\n", " \n", " \n", "\n", - "

388 rows × 13 columns

\n", + "

388 rows × 15 columns

\n", "" ], "text/plain": [ @@ -765,27 +804,27 @@ "4 short TSLA 2017-03-27 2017-03-29 17.68 18.50 100 -82.00 \n", "5 short TSLA 2017-04-04 2017-04-06 19.98 19.87 100 11.00 \n", ".. ... ... ... ... ... ... ... ... \n", - "384 long AAPL 2022-02-11 2022-02-16 170.56 171.69 970 1096.10 \n", - "385 long MSFT 2022-02-11 2022-02-16 299.26 297.27 552 -1098.48 \n", + "384 long AAPL 2022-02-11 2022-02-16 170.56 171.69 984 1111.92 \n", + "385 long MSFT 2022-02-11 2022-02-16 299.26 297.27 560 -1114.40 \n", "386 short TSLA 2022-02-16 2022-02-18 304.61 287.41 100 1720.00 \n", - "387 long AAPL 2022-02-18 2022-02-24 168.36 157.43 991 -10831.63 \n", - "388 long MSFT 2022-02-18 2022-02-24 290.08 283.34 575 -3875.50 \n", + "387 long AAPL 2022-02-18 2022-02-24 168.36 157.43 1005 -10984.65 \n", + "388 long MSFT 2022-02-18 2022-02-24 290.08 283.34 583 -3929.42 \n", "\n", - " return_pct agg_pnl bars pnl_per_bar stop \n", - "id \n", - "1 1.13 1405.44 3 468.48 bar \n", - "2 0.95 2587.01 3 393.86 bar \n", - "3 -2.11 2550.01 2 -18.50 bar \n", - "4 -4.43 2468.01 2 -41.00 bar \n", - "5 0.55 2479.01 2 5.50 bar \n", - ".. ... ... ... ... ... \n", - "384 0.66 170660.61 3 365.37 bar \n", - "385 -0.66 169562.13 3 -366.16 bar \n", - "386 5.98 171282.13 2 860.00 bar \n", - "387 -6.49 160450.50 3 -3610.54 bar \n", - "388 -2.32 156575.00 3 -1291.83 bar \n", + " return_pct agg_pnl bars pnl_per_bar stop mae mfe \n", + "id \n", + "1 1.13 1405.44 3 468.48 bar -0.33 0.83 \n", + "2 0.95 2587.01 3 393.86 bar -0.20 0.61 \n", + "3 -2.11 2550.01 2 -18.50 bar -0.54 0.23 \n", + "4 -4.43 2468.01 2 -41.00 bar -1.03 0.36 \n", + "5 0.55 2479.01 2 5.50 bar -0.35 0.37 \n", + ".. ... ... ... ... ... ... ... \n", + "384 0.66 180139.06 3 370.64 bar -4.00 2.52 \n", + "385 -0.66 179024.66 3 -371.47 bar -7.91 5.03 \n", + "386 5.98 180744.66 2 860.00 bar -4.20 17.20 \n", + "387 -6.49 169760.01 3 -3661.55 bar -10.93 2.18 \n", + "388 -2.32 165830.59 3 -1309.81 bar -9.98 3.78 \n", "\n", - "[388 rows x 13 columns]" + "[388 rows x 15 columns]" ] }, "execution_count": 11, @@ -909,7 +948,7 @@ " buy\n", " AAPL\n", " 2022-02-18\n", - " 991\n", + " 1005\n", " 168.87\n", " 168.36\n", " 0.0\n", @@ -919,7 +958,7 @@ " buy\n", " MSFT\n", " 2022-02-18\n", - " 575\n", + " 583\n", " 290.72\n", " 290.08\n", " 0.0\n", @@ -929,7 +968,7 @@ " sell\n", " AAPL\n", " 2022-02-24\n", - " 991\n", + " 1005\n", " NaN\n", " 157.43\n", " 0.0\n", @@ -939,7 +978,7 @@ " sell\n", " MSFT\n", " 2022-02-24\n", - " 575\n", + " 583\n", " NaN\n", " 283.34\n", " 0.0\n", @@ -968,10 +1007,10 @@ "4 sell TSLA 2017-03-15 100 NaN 17.18 0.0\n", "5 sell MSFT 2017-03-17 1937 NaN 64.96 0.0\n", ".. ... ... ... ... ... ... ...\n", - "773 buy AAPL 2022-02-18 991 168.87 168.36 0.0\n", - "774 buy MSFT 2022-02-18 575 290.72 290.08 0.0\n", - "775 sell AAPL 2022-02-24 991 NaN 157.43 0.0\n", - "776 sell MSFT 2022-02-24 575 NaN 283.34 0.0\n", + "773 buy AAPL 2022-02-18 1005 168.87 168.36 0.0\n", + "774 buy MSFT 2022-02-18 583 290.72 290.08 0.0\n", + "775 sell AAPL 2022-02-24 1005 NaN 157.43 0.0\n", + "776 sell MSFT 2022-02-24 583 NaN 283.34 0.0\n", "777 sell TSLA 2022-02-28 100 NaN 281.93 0.0\n", "\n", "[777 rows x 7 columns]" @@ -1039,12 +1078,12 @@ " \n", " 2\n", " end_market_value\n", - " 655753.670000\n", + " 665009.260000\n", " \n", " \n", " 3\n", " total_pnl\n", - " 156575.000000\n", + " 165830.590000\n", " \n", " \n", " 4\n", @@ -1054,17 +1093,17 @@ " \n", " 5\n", " total_return_pct\n", - " 31.315000\n", + " 33.166118\n", " \n", " \n", " 6\n", " total_profit\n", - " 383032.400000\n", + " 402053.210000\n", " \n", " \n", " 7\n", " total_loss\n", - " -226457.400000\n", + " -236222.620000\n", " \n", " \n", " 8\n", @@ -1074,12 +1113,12 @@ " \n", " 9\n", " max_drawdown\n", - " -30181.580000\n", + " -31619.460000\n", " \n", " \n", " 10\n", " max_drawdown_pct\n", - " -4.554816\n", + " -4.722785\n", " \n", " \n", " 11\n", @@ -1104,7 +1143,7 @@ " \n", " 15\n", " avg_pnl\n", - " 403.543814\n", + " 427.398428\n", " \n", " \n", " 16\n", @@ -1119,7 +1158,7 @@ " \n", " 18\n", " avg_profit\n", - " 1877.609804\n", + " 1970.849069\n", " \n", " \n", " 19\n", @@ -1134,7 +1173,7 @@ " \n", " 21\n", " avg_loss\n", - " -1230.746739\n", + " -1283.818587\n", " \n", " \n", " 22\n", @@ -1149,7 +1188,7 @@ " \n", " 24\n", " largest_win\n", - " 20797.970000\n", + " 20973.750000\n", " \n", " \n", " 25\n", @@ -1164,7 +1203,7 @@ " \n", " 27\n", " largest_loss\n", - " -10831.630000\n", + " -10984.650000\n", " \n", " \n", " 28\n", @@ -1189,37 +1228,37 @@ " \n", " 32\n", " sharpe\n", - " 0.054488\n", + " 0.055208\n", " \n", " \n", " 33\n", " sortino\n", - " 0.061320\n", + " 0.061908\n", " \n", " \n", " 34\n", " profit_factor\n", - " 1.312935\n", + " 1.317514\n", " \n", " \n", " 35\n", " ulcer_index\n", - " 0.627821\n", + " 0.659022\n", " \n", " \n", " 36\n", " upi\n", - " 0.035531\n", + " 0.035627\n", " \n", " \n", " 37\n", " equity_r2\n", - " 0.893202\n", + " 0.902314\n", " \n", " \n", " 38\n", " std_error\n", - " 63596.828230\n", + " 65830.655991\n", " \n", " \n", "\n", @@ -1229,43 +1268,43 @@ " name value\n", "0 trade_count 388.000000\n", "1 initial_market_value 500000.000000\n", - "2 end_market_value 655753.670000\n", - "3 total_pnl 156575.000000\n", + "2 end_market_value 665009.260000\n", + "3 total_pnl 165830.590000\n", "4 unrealized_pnl -821.330000\n", - "5 total_return_pct 31.315000\n", - "6 total_profit 383032.400000\n", - "7 total_loss -226457.400000\n", + "5 total_return_pct 33.166118\n", + "6 total_profit 402053.210000\n", + "7 total_loss -236222.620000\n", "8 total_fees 0.000000\n", - "9 max_drawdown -30181.580000\n", - "10 max_drawdown_pct -4.554816\n", + "9 max_drawdown -31619.460000\n", + "10 max_drawdown_pct -4.722785\n", "11 win_rate 52.577320\n", "12 loss_rate 47.422680\n", "13 winning_trades 204.000000\n", "14 losing_trades 184.000000\n", - "15 avg_pnl 403.543814\n", + "15 avg_pnl 427.398428\n", "16 avg_return_pct 0.279639\n", "17 avg_trade_bars 2.414948\n", - "18 avg_profit 1877.609804\n", + "18 avg_profit 1970.849069\n", "19 avg_profit_pct 3.168775\n", "20 avg_winning_trade_bars 2.465686\n", - "21 avg_loss -1230.746739\n", + "21 avg_loss -1283.818587\n", "22 avg_loss_pct -2.923533\n", "23 avg_losing_trade_bars 2.358696\n", - "24 largest_win 20797.970000\n", + "24 largest_win 20973.750000\n", "25 largest_win_pct 14.490000\n", "26 largest_win_bars 3.000000\n", - "27 largest_loss -10831.630000\n", + "27 largest_loss -10984.650000\n", "28 largest_loss_pct -6.490000\n", "29 largest_loss_bars 3.000000\n", "30 max_wins 7.000000\n", "31 max_losses 7.000000\n", - "32 sharpe 0.054488\n", - "33 sortino 0.061320\n", - "34 profit_factor 1.312935\n", - "35 ulcer_index 0.627821\n", - "36 upi 0.035531\n", - "37 equity_r2 0.893202\n", - "38 std_error 63596.828230" + "32 sharpe 0.055208\n", + "33 sortino 0.061908\n", + "34 profit_factor 1.317514\n", + "35 ulcer_index 0.659022\n", + "36 upi 0.035627\n", + "37 equity_r2 0.902314\n", + "38 std_error 65830.655991" ] }, "execution_count": 13, @@ -1308,7 +1347,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100% (238 of 238) |######################| Elapsed Time: 0:00:00 Time: 0:00:00\n" + "\u001b[38;2;0;255;0m100%\u001b[39m \u001b[38;2;0;255;0m(238 of 238)\u001b[39m |######################| Elapsed Time: 0:00:00 Time: 0:00:000:00\n" ] }, { @@ -1435,7 +1474,7 @@ " sell\n", " AAPL\n", " 2022-02-14\n", - " 599\n", + " 777\n", " NaN\n", " 168.07\n", " 0.0\n", @@ -1445,7 +1484,7 @@ " buy\n", " MSFT\n", " 2022-02-14\n", - " 373\n", + " 457\n", " 300.94\n", " 294.06\n", " 0.0\n", @@ -1465,7 +1504,7 @@ " buy\n", " AAPL\n", " 2022-02-28\n", - " 651\n", + " 811\n", " 168.87\n", " 163.92\n", " 0.0\n", @@ -1485,10 +1524,10 @@ "5 sell TSLA 2017-05-08 100 NaN 20.65 0.0\n", ".. ... ... ... ... ... ... ...\n", "178 sell TSLA 2022-02-07 100 NaN 308.41 0.0\n", - "179 sell AAPL 2022-02-14 599 NaN 168.07 0.0\n", - "180 buy MSFT 2022-02-14 373 300.94 294.06 0.0\n", + "179 sell AAPL 2022-02-14 777 NaN 168.07 0.0\n", + "180 buy MSFT 2022-02-14 457 300.94 294.06 0.0\n", "181 buy TSLA 2022-02-28 100 NaN 281.93 0.0\n", - "182 buy AAPL 2022-02-28 651 168.87 163.92 0.0\n", + "182 buy AAPL 2022-02-28 811 168.87 163.92 0.0\n", "\n", "[182 rows x 7 columns]" ]