{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "#import alpha_vantage as av\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pylab\n",
    "sns.set(font_scale=3)\n",
    "pylab.rcParams['figure.figsize'] = (12, 8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Library created, but couldn't enable sharding: no such command: 'enablesharding', bad cmd: '{ enablesharding: \"arctic\" }'. This is OK if you're not 'admin'\n",
      "Library created, but couldn't enable sharding: no such command: 'enablesharding', bad cmd: '{ enablesharding: \"arctic\" }'. This is OK if you're not 'admin'\n"
     ]
    }
   ],
   "source": [
    "from pandas.compat import StringIO\n",
    "from arctic import Arctic\n",
    "from pymongo import MongoClient\n",
    "\n",
    "\n",
    "store = Arctic('localhost')\n",
    "store.initialize_library('FUTURES')\n",
    "library_futures = store['FUTURES']\n",
    "store.initialize_library('ETF')\n",
    "library_etf = store['ETF']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "sp=library_futures.read('S&P 500').data.Price"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Defining Crisis\n",
    "\n",
    "I am currently using three months as a crisis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x114bc4160>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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40XO2tL59+xrtqseHAgAAAG2VKXtpwsPDFRBQ+RujoZB89uxZo92tW7cWrasp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Zs0aWLi3pgWx4XA2kJQy7jgHv8i4u+//4avr69qZycpSPosLCwsVD9d45vgmBA4JgRmITALgVkI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\nC38iIiIioiKAhT8RERERURHw/wDDgVZqsaYnrAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114bc04e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "spm=sp.resample(rule='m').last()\n",
    "spm.pct_change(3).sort_values().head(10).plot(kind='bar',colormap='jet')"
   ]
  },
  {
   "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}