{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "- [fibonacci retracement](https://en.wikipedia.org/wiki/Fibonacci_retracement)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import pandas_datareader\n", "from datetime import datetime\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "intc = pandas_datareader.DataReader('INTC', 'yahoo',\n", " datetime(2000, 1, 1),\n", " datetime.now())\n", "\n", "\n", "amd = pandas_datareader.DataReader('AMD', 'yahoo', \n", " datetime(2000, 1, 1),\n", " datetime.now())\n", "\n", "nvda = pandas_datareader.DataReader('NVDA', 'yahoo', \n", " datetime(2000, 1, 1),\n", " datetime.now())" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "qcom = pandas_datareader.DataReader('QCOM', 'yahoo', \n", " datetime(2000, 1, 1),\n", " datetime.now())\n", "\n", "avgo = pandas_datareader.DataReader('AVGO', 'yahoo', \n", " datetime(2000, 1, 1),\n", " datetime.now())" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "snp = pandas_datareader.DataReader('^GSPC', 'yahoo', \n", " datetime(2000, 1, 1),\n", " datetime.now())" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# sep07 = datetime(2007, 8, 15)\n", "# # intc.loc['2015-02-12']\n", "# intc.loc[sep07]" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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3IhMaFEXhmWc+5u23V5CamsqFFyYQGWng97//PUlJSSxbtoz777+foUOHMmzY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atjKP6GhctFCDEfFTN8lZRykxDiBdTQ+fnAaiGEHhXudDIwAzUwpF7ToekYKh3hoEHTEb46hoxQ\nP1H6+ISdjyeFpWc6GfjY83k06lXpOYI4WEfToekIdw2ajvDVMVR/IRfQx5OixzPgw/M5CxUjmu6Z\nl4saIhyr6dB0hEJHOGjQdISvjqH6Gxa5XKSULillk2dSoMo/1UkVK3otqhSVUUrZqOnQdIRCRzho\n0HSEr46hYtimzxVCvILKZ30W6pVqq6ZD0xFOOsJBg6YjfHUEg2Fn0D3ZCo2o4hBGVKzoXk2HpiNc\ndISDBk1H+OoIJsPOoHsRQtwArJNSbtd0aDrCUUc4aNB0hK+OYDCcDXpYlH/SdGg6wlmDpiN8dQSD\nYWvQNTQ0NDQCGRZRLhoaGhoavaMZdA0NDY0RgmbQNTQ0NEYImkHX0NDQGCFoBl1DQ0NjhKAZdA0N\nDY0Rwv8HGi7ud6syOzcAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t0 = datetime(2005, 6, 1)\n", "t1 = datetime(2008, 6, 1)\n", "\n", "plt.plot(intc.loc[t0:t1].index, intc.loc[t0:t1].Close, c='c', label='INTC')\n", "plt.plot(amd.loc[t0:t1].index, amd.loc[t0:t1].Close, c='m', label='AMD')\n", "plt.plot(nvda.loc[t0:t1].index, nvda.loc[t0:t1].Close, c='y', label='NVDA')\n", "plt.plot(qcom.loc[t0:t1].index, qcom.loc[t0:t1].Close, c='b', label='QCOM')\n", "plt.plot(avgo.loc[t0:t1].index, avgo.loc[t0:t1].Close, c='r', label='AVGO')\n", "\n", "plt.legend()\n", "plt.xticks(rotation=45)\n", "plt.grid(True)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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ft8e3ZJKWtptq1a4p0rk6dFgGQNWq1+DnV75uqBXvl9JoNBdOcjK8+ioEB0vq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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t0 = datetime(2014, 6, 1)\n", "t1 = datetime(2018, 6, 1)\n", "\n", "plt.plot(intc.loc[t0:t1].index, intc.loc[t0:t1].Close, c='c', label='INTC')\n", "plt.plot(amd.loc[t0:t1].index, amd.loc[t0:t1].Close, c='m', label='AMD')\n", "plt.plot(nvda.loc[t0:t1].index, nvda.loc[t0:t1].Close, c='y', label='NVDA')\n", "plt.plot(qcom.loc[t0:t1].index, qcom.loc[t0:t1].Close, c='b', label='QCOM')\n", "plt.plot(avgo.loc[t0:t1].index, avgo.loc[t0:t1].Close, c='r', label='AVGO')\n", "\n", "plt.legend()\n", "plt.xticks(rotation=45)\n", "plt.grid(True)" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [ { "data": { "image/png": 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HW+UfNmZOu26bgP8m5N7M5l4JH/wBPnkhPtmyBF3toCi9hernYP613nG+k1ohptKPYjkX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\nu4uwWputxXPy83C6z7/vRuy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kE2o15vFyY+Zda8yHdxqzb3XY6Tlz5ngHD+O91v+Ptz/v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\nAw9tstgzvqv8AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(snp.loc[t0:t1].index, snp.loc[t0:t1].Close.apply(lambda x: x/snp.Close.mean()),\n", " c='orange', label='^GSPC')\n", "\n", "plt.legend()\n", "plt.xticks(rotation=45)\n", "plt.grid(True)" ] }, { "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 }