{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Display graphics inline with the notebook\n", "%matplotlib inline\n", "\n", "# Standard Python modules\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.dates as mdates\n", "import pandas as pd\n", "import os\n", "import datetime\n", "\n", "# Module to enhance matplotlib plotting\n", "import seaborn\n", "seaborn.set()\n", "\n", "# Modules to display images and data tables\n", "from IPython.display import Image\n", "from IPython.core.display import display\n", "\n", "# Data Directory\n", "dir = './data/'\n", "\n", "# Styles\n", "from IPython.core.display import HTML\n", "HTML(open(\"styles/custom.css\", \"r\").read())" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ozsBYUBFshQtGOJZEZQpgVdswaE4fNHo5cdP6SlY3FnKoY5zHd7Tz8HNtJFMi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yYjg/ZniYsntkf3mVUeqqfdFo/HFsJqNAlxFs3Elp6BZ/ESWoxUz1PtFDeWjJG0vqnEZLNjDQbo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\n/x+W0AvBulU+kAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "I = pd.read_pickle(dir+'RLInflows.pkl')['1971':]\n", "O = pd.read_pickle(dir+'RR.pkl')['1971':]\n", "H = pd.read_pickle(dir+'RL.pkl')['1971':]\n", "A = 95700*10000/(24*3600)\n", "\n", "plt.subplot(2,1,1)\n", "I['1971'].plot()\n", "plt.hold(True)\n", "O['1971'].plot()\n", "(A*H['1971'].diff()).plot()\n", "(I['1971']-O['1971']).plot()\n", "plt.hold(False)\n", "\n", "plt.subplot(2,1,2)\n", "\n", "\n", "Hp = (((I-O)).cumsum())/A\n", "(Hp['1971']+H.ix[0]).plot()\n", "plt.hold(True)\n", "H['1971'].plot()\n", "plt.hold(False)\n", "\n" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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6Mk809ieWE51vCoVUQqlpDgzDQBx31z6pC6HUW9zCEH3gCAb9RG+ebR9n7nE1aY12NYnW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\n1aDXGxp06fHYdEH9WkpTNaJg0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w8fprKykmPHjnLs2FG2bv2RTz9d3U5nI9+/Rx55kvvu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\nhwyxKY8AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "threedee = plt.figure().gca(projection='3d')\n", "\n", "threedee.scatter(H['1971':'1999'],I['1971':'1999'],O['1971':'1999'])" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }