{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "base_folder = 'D:/REPOS/LeanVersions/LeanSTP/Tests/TestData/'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The tests passes the with this data." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "spy = pd.read_csv(base_folder + 'spy_with_macd.txt', index_col=0, parse_dates=True, dayfirst=True)\n", "# Estimate the MACD\n", "spy['PandasMACD'] = (spy.Close.ewm(span=12,adjust=False).mean() -\n", " spy.Close.ewm(span=26,adjust=False).mean())\n", "\n", "spy['PandasSignal'] = spy.MACD.ewm(span=9,adjust=False).mean()\n", "spy['PandasHistogram'] = spy.MACD - spy.Signal" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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OpenHighLowCloseMACDSignalHistogramVolumePandasMACDPandasSignalPandasHistogram
Date
2016-03-10199.90201.07197.38199.54NaNNaNNaN156800300.00.000000NaNNaN
2016-03-11201.25202.81199.52202.76NaNNaNNaN137945600.00.256866NaNNaN
2016-03-14202.20203.04201.77202.50NaNNaNNaN73546500.00.434446NaNNaN
2016-03-15201.32202.53201.05202.17NaNNaNNaN93119900.00.542301NaNNaN
2016-03-16201.62203.82201.55203.34NaNNaNNaN129225400.00.713955NaNNaN
\n", "
" ], "text/plain": [ " Open High Low Close MACD Signal Histogram \\\n", "Date \n", "2016-03-10 199.90 201.07 197.38 199.54 NaN NaN NaN \n", "2016-03-11 201.25 202.81 199.52 202.76 NaN NaN NaN \n", "2016-03-14 202.20 203.04 201.77 202.50 NaN NaN NaN \n", "2016-03-15 201.32 202.53 201.05 202.17 NaN NaN NaN \n", "2016-03-16 201.62 203.82 201.55 203.34 NaN NaN NaN \n", "\n", " Volume PandasMACD PandasSignal PandasHistogram \n", "Date \n", "2016-03-10 156800300.0 0.000000 NaN NaN \n", "2016-03-11 137945600.0 0.256866 NaN NaN \n", "2016-03-14 73546500.0 0.434446 NaN NaN \n", "2016-03-15 93119900.0 0.542301 NaN NaN \n", "2016-03-16 129225400.0 0.713955 NaN NaN " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "spy.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ffgrACy+8wIQJE1iwYAG333473/rWtwBYunQp3/72tzn77LMZO3Ysf/zjHwFwu90sXLiQ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\nx53rzJ1vsP0+L5YGH81zkjrt7ykRkdEUqTKZ7N6BTTBhvfwdYlNGEx2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deyDUtMZ165M7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VT5tQ/pKEys/Ehnv/yg0hlT/Nrc23bQk6Akf9bkquWs1mhpVWSiNVUBcOlDf6dhegKpf3qNfR9N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\nRGRc2Vse0kArzlwKx4AzcOZjio3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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "spy.get(['MACD', 'PandasMACD', 'Signal', 'PandasSignal']).plot(grid= True, figsize=(18, 10))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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zad++PQBffvklZcuWJSMjg8aNG9OjRw+8vLxIS0sjPDycMWPGMHz4cKZMmcIr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2CGl8zgucqVsWvykoODlE+KitMPpFvyAqxeELtGKmybVsO4H0On/umHukqSpOxTWkHrZB0bl05l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\nJEkHzMFBkjKltAIOP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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "spy.loc['2016-04',['MACD', 'PandasMACD', 'Signal', 'PandasSignal']].plot(grid= True, figsize=(18, 10))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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4O7+hVNsZv8P3krj/U7WOdz4pTj+OlkzCwE11u75oaWvjdct6GmVmKPc+pJLk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\nQz2mTjUO1ORVBA2jzDf+sE1lJX59842LFPCP/s4X4/Np77i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AAAAPI2hwyGDr\nRCkrGgAAAAAAHsas2CG0TgAAAAAAQNDgGFonAAAAAAAgaHAMrRMAAAAAABA0OGawdSJA0AAAAAAA\n8DBmxQ5JDLROlNA6AQAAAADwMIIGhyTStE4AAAAAAMCs2CGJJK0TAAAAAAAwK3ZIIkXrBAAAAAAA\nBA0OGWydKGFFAwAAAADAw5gVO+SlzSD5SAEAAAAA3sWs2CGJVFo+I/l9tE4AAAAAALyLoMEhiXSa\n1QwAAAAAAM9jZuyQRNISNAAAAAAAPI+ZsUMSqTQnTgAAAAAAPI+gwSFJWicAAAAAACBocEqc1gkA\nAAAAAAganELrBAAAAAAABA2OoXUCAAAAAACCBsfEk1YBggYAAAAAgMcxM3ZIIpVWKa0TAAAAAACP\nyypoMMbcYozZYoxJG2NaX/bax40x240xW40x12ZXZuGjdQIAAAAAACmQ5fWbJd0k6bsn/tAYM0/S\nbZLOl9QsaY0xZra1NpXl8wpWImkVYEUDAAAAAMDjsvoK3lr7vLV26xAvvVbSamttzFq7S9J2SUuz\neVahi6dY0QAAAAAAgFsz4xZJ+0749f6BnxWtZDqtUoIGAAAAAIDHDds6YYxZI2n8EC/dZa391eku\nG+Jn9jT3v1PSnZLU1NSktra24UoqSN09EQWT4VFXfygUGnU1Y+QYb+9grIsfY+wtjLf3MObewDh7\ngxfHedigwVp79Qjuu1/SpBN+PVHSwdPc/25Jd0tSa2urXbly5Qgel3+lT7dpQlONVq5cnO9Szklb\nW5tG62eOc8d4ewdjXfwYY29hvL2HMfcGxtkbvDjObq31v1/SbcaYoDFmmqRZkp506VkFIXO8Ja0T\nAAAAAABvy/Z4yxuNMfslrZD0gDHmYUmy1m6R9FNJz0l6SNJ7i/nECYlTJwAAAAAAkLI83tJae5+k\n+07z2uclfT6b+48myTSnTgAAAAAAwMzYIfEkQQMAAAAAAMyMHZJIWZXQOgEAAAAA8DiCBofQOgEA\nAAAAAEGDI6y1SqSsAgQNAAAAAACPY2bsgETKSpJKaZ0AAAAAAHgcQYMDkum0JNE6AQAAAADwPGbG\nDkgkMysaaJ0AAAAAAHgdM2MHxFOZFQ20TgAAAAAAvI6gwQG0TgAAAAAAkMHM2AG0TgAAAAAAkMHM\n2AGDrRMltE4AAAAAADyOoMEBg60TpaxoAAAAAAB4HDNjB9A6AQAAAABABjNjB9A6AQAAAABABkGD\nA5IpWicAAAAAAJAIGhyRSNE6AQAAAACARNDgiESa1gkAAAAAACSCBkckkoNBAx8nAAAAAMDbmBk7\nYLB1gqABAAAAAOB1zIwdkKR1AgAAAAAASQQNjojTOgEAAAAAgCSCBkfQOgEAAAAAQAYzYwcMtk4E\naJ0AAAAAAHgcQYMDWNEAAAAAAEAGM2MHJFMDKxp8rGgAAAAAAHgbQYMDkunMigY/QQMAAAAAwOMI\nGhyQStM6AQAAAACARNDgiMHWCRY0AAAAAAC8jqDBAcm0VYnfyBiSBgAAAACAtxE0OCCZtuzPAAAA\nAACACBockUxZBXx8lAAAAAAAMDt2QCqdVsDPigYAAAAAAAgaHJBIWwVonQAAAAAAgKDBCSlaJwAA\nAAAAkETQ4IhEOs1mkAAAAAAAiKDBEamB4y0BAAAAAPA6ggYHJFMcbwkAAAAAgETQ4IhkOs0eDQAA\nAAAAiKDBEam05XhLAAAAAABE0OCIRIrjLQEAAAAAkAgaHJFZ0cBHCQAAAAAAs2MHJFIcbwkAAAAA\ngETQ4IhUmtYJAAAAAAAkggZHJGmdAAAAAABAEkGDIzLHW7KiAQAAAAAAggYHJDl1AgAAAAAASQQN\njsi0ThA0AAAAAABA0OCAzGaQfJQAAAAAADA7dkAixR4NAAAAAABIBA2OSKWt/AQNAAAAAAAQNDiB\n4y0BAAAAAMhgduyAJK0TAAAAAABIyjJoMMbcYozZYoxJG2NaT/j5K4wxTxtjnh3465XZl1q4OHUC\nAAAAAICMQJbXb5Z0k6Tvvuzn7ZJeY609aIy5QNLDklqyfFbBSqYsKxoAAAAAAFCWQYO19nlJMsa8\n/OfrT/jlFkllxpigtTaWzfMKVWYzSLpQAAAAAADIxez4ZknrizVkkKRkOq0SWicAAAAAAJCx1p75\nDcaskTR+iJfustb+auA9bZI+aq1d97Jrz5d0v6RrrLU7TnP/OyXdKUlNTU0XrV69+lz/HvIqba3e\n9nBEN8ws0Q0zS/NdzjkLhUKqqqrKdxnIEcbbOxjr4scYewvj7T2MuTcwzt5QTOO8atWqp621rcO9\nb9jWCWvt1SMpwBgzUdJ9kt58upBh4P53S7pbklpbW+3KlStH8ri8iSfT0sO/1awZ07Vy5cx8l3PO\n2traNNo+c4wc4+0djHXxY4y9hfH2HsbcGxhnb/DiOLvSOmGMqZP0gKSPW2sfc+MZhSKZTkuS/GwG\nCQAAAABA1sdb3miM2S9phaQHjDEPD7z0PkkzJX3KGLNh4H+NWdZakJLpTOsJp04AAAAAAJD9qRP3\nKdMe8fKff07S57K592iRTBE0AAAAAAAwiDMZs3S8dcLPRwkAAAAAALPjLKUGWidKWNEAAAAAAABB\nQ7YGWyfYDBIAAAAAAIKGrA1uBllC6wQAAAAAAAQN2UqmON4SAAAAAIBBBA1Z4nhLAAAAAABeQtCQ\npcHNIAO0TgAAAAAAQNCQrcRA6wQrGgAAAAAAIGjI2ksrGggaAAAAAAAgaMhSguMtAQAAAAA4jqAh\nSymOtwQAAAAA4Dhmx1lKpDneEgAAAACAQQQNWUqlON4SAAAAAIBBBA1ZSg5uBunjowQAAAAAgNlx\nlpIDrROcOgEAAAAAAEFD1o4fb0nrBAAAAAAABA3ZSqRonQAAAAAAYBCz4yylBk+doHUCAAAAAACC\nhmwNbgZZQusEAAAAAAAEDdlKDrRO+AkaAAAAAAAgaMjW8eMt/XyUAAAAAAAwO85SMjVwvCUrGgAA\nAAAAIGjI1ksrGggaAAAAAAAgaPj/7d17dFTlvf/x9zchJEDCLda7FVFBLgmhgEYBDVI9tFyKUrVy\nt1aXUpVDfyqoSKmtXdhFVVhVqZ4iR39Y6k9FPXg7siQCCguhBxGBg1JQUGsVKyVAlCTf3x97T4zc\nkxlmMrM/r7VYZGb23vMMn2yeme88+3niVKXlLUVERERERERqNUl1A9JdbHlLXTkhIiIiIiKZbO/e\nvWzbto3KyspUNyWttGrVivXr16e6GfWSl5fHySefTE5OToP2V6EhTlU1Tk62YaZKg4iIiIiIZK5t\n27ZRUFBAu3bt9PmnHnbu3ElBQUGqm3HE3J3t27ezbds2TjvttAYdQ+P941RV41raUkREREREMl5l\nZSWFhYUqMmQ4M6OwsDCukSsqNMSpqtrJ0fwMIiIiIiISASoyREO8OesTcpyqamrI1ooTIiIiIiIi\nR11+fv63bs+ZM4cbbrgBgFmzZvHYY48ddN/y8nLefPPNo9o+CWiOhjhV1ThNdOmEiIiIiIhISl13\n3XWHfLy8vJz8/HzOO++8uJ+rurqa7OzsuI+TqTSiIU7V1a6lLUVERERERFJs6tSpTJ8+HYCZM2fS\nuXNniouL+clPfsKWLVuYNWsW9913HyUlJSxZsoQPPviA/v37U1xcTP/+/fnwww8B2LRpE6WlpfTq\n1YspU6bUjqIoLy+nX79+DB8+nKKiIgCGDh1Kjx496NKlCw8//HBtW/Lz85k4cSI9evRgyJAhrFix\ngrKyMtq3b8/zzz+f5H+Z5NOIhjjtranRZJAiIiIiIiJJsGfPHkpKSmpvf/HFFwwZMmS/7aZNm8bm\nzZvJzc3lyy+/pHXr1lx33XXk5+dz8803AzB48GBGjx7NmDFjmD17NjfddBPPPvss48ePZ/z48Vx5\n5ZXMmjXrW8ddsWIFa9eurV2NYfbs2bRt25Y9e/bQq1cvhg0bRmFhIbt27aKsrIx77rmHwYMHM3ny\nZF599VXWrVvHmDFjDtjmTKJCQ5yqw+UtRUREREREouJX//Uu6z7+V0KP2fnElvxycJdDbtOsWTNW\nr15de3vOnDmsXLlyv+2Ki4sZMWIEQ4cOZejQoQc81rJly3jmmWcAGDVqFLfeemvt/c8++ywAw4cP\nry1MAJx99tnfWvJx5syZzJ8/H4CtW7fy3nvvUVhYSNOmTRkwYEDwujp3pmXLluTk5FBUVMSWLVsO\n90+R9jTmP05V1VreUkREREREpDF54YUX+PnPf86qVavo0aMHVVVVh93nSFZaaNGiRe3P5eXlLFy4\nkGXLlvH222/TvXv32iUhc3Jyao+XlZVFbm5u7c9H0pZ0pxENcaqqqSEnW/UaERERERGJjsONPEil\nmpoatm7dSr9+/ejTpw9PPPEEFRUVFBQU8K9/fTMK47zzzmPevHmMGjWKuXPn0qdPHwBKS0t5+umn\nueKKK5g3b95Bn2fHjh20adOG5s2bs2HDBpYvX37UX1u60CfkOGlEg4iIiIiISONRXV3NyJEjKSoq\nonv37kyYMIHWrVszePBg5s+fXzsZ5MyZM3n00UcpLi7m8ccfZ8aMGQDcf//93HvvvZx99tl88skn\ntGrV6oDPM2DAAKqqqiguLubOO++ktLQ0mS+zUdOIhjhpeUsREREREZHkqKio+NbtsWPHMnbsWCBY\ndSJm6dKl++3boUMH1qxZ8637Xnvttf22O+mkk1i+fDlmxrx58+jZsycAZWVllJWV1W6Xm5vLSy+9\ndNh23n777RQUFBz0NWQiFRriVF3jNNGlEyIiIiIiIhlh1apV3HDDDbg7rVu3Zvbs2aluUtpRoSFO\ne6u1vKWIiIiIiEim6Nu3L2+//Xaqm5HW9FV8nLS8pYiIiIiIiMg3NKIhTh2PLyAvJzvVzRA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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "spy.get(['Histogram', 'PandasHistogram']).plot(grid= True, figsize=(18, 10))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# spy.to_csv('D:/REPOS/LeanVersions/LeanSTP/Tests/TestData/spy_macd.csv')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 2 }