SPY_returns.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import yfinance as yf\n",
    "import yahoofinancials\n",
    "import datetime\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Input Start and End Date\n",
    "start = datetime.datetime(1980,4,26)\n",
    "end = datetime.datetime(2021,7,31)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# download historical prices\n",
    "stock = yf.download('SPY',start=start, end=end, progress=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = stock.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7178"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1993-01-29</td>\n",
       "      <td>43.96875</td>\n",
       "      <td>43.96875</td>\n",
       "      <td>43.75000</td>\n",
       "      <td>43.93750</td>\n",
       "      <td>25.799770</td>\n",
       "      <td>1003200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1993-02-01</td>\n",
       "      <td>43.96875</td>\n",
       "      <td>44.25000</td>\n",
       "      <td>43.96875</td>\n",
       "      <td>44.25000</td>\n",
       "      <td>25.983273</td>\n",
       "      <td>480500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1993-02-02</td>\n",
       "      <td>44.21875</td>\n",
       "      <td>44.37500</td>\n",
       "      <td>44.12500</td>\n",
       "      <td>44.34375</td>\n",
       "      <td>26.038315</td>\n",
       "      <td>201300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1993-02-03</td>\n",
       "      <td>44.40625</td>\n",
       "      <td>44.84375</td>\n",
       "      <td>44.37500</td>\n",
       "      <td>44.81250</td>\n",
       "      <td>26.313566</td>\n",
       "      <td>529400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1993-02-04</td>\n",
       "      <td>44.96875</td>\n",
       "      <td>45.09375</td>\n",
       "      <td>44.46875</td>\n",
       "      <td>45.00000</td>\n",
       "      <td>26.423655</td>\n",
       "      <td>531500</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Date      Open      High       Low     Close  Adj Close   Volume\n",
       "0 1993-01-29  43.96875  43.96875  43.75000  43.93750  25.799770  1003200\n",
       "1 1993-02-01  43.96875  44.25000  43.96875  44.25000  25.983273   480500\n",
       "2 1993-02-02  44.21875  44.37500  44.12500  44.34375  26.038315   201300\n",
       "3 1993-02-03  44.40625  44.84375  44.37500  44.81250  26.313566   529400\n",
       "4 1993-02-04  44.96875  45.09375  44.46875  45.00000  26.423655   531500"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1584x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot SPY index time series\n",
    "\n",
    "ax = df.plot(x = 'Date',y = 'Close', linewidth = 5, color = 'darkgreen')\n",
    "size = plt.gcf()\n",
    "ax.get_legend().remove()\n",
    "size.set_size_inches(22,8)\n",
    "#ax.set_xticks(np.arange(len(x)))\n",
    "plt.xticks(rotation=90)\n",
    "\n",
    "start, end = ax.get_xlim()\n",
    "#ax.xaxis.set_ticks(np.arange(start, end, 10))\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "\n",
    "plt.ylabel('Price in $')\n",
    "plt.xlabel('Year')\n",
    "\n",
    "#ax.set_xticks(np.arange(len(df.Date))) \n",
    "#ax.set_xticklabels(df.Date) \n",
    "\n",
    "#_ = plt.plot()\n",
    "\n",
    "plt.title('SPDR S&P 500 ETF Trust')\n",
    "\n",
    "plt.savefig(fname = 'SPY.jpeg', bbox_inches = 'tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['perc_change_1day'] = (df.Close.shift(-1) - df.Close)/df.Close\n",
    "df['perc_change_15day'] = (df.Close.shift(-15) - df.Close)/df.Close\n",
    "df['perc_change_30day'] = (df.Close.shift(-30) - df.Close)/df.Close\n",
    "df['perc_change_60day'] = (df.Close.shift(-60) - df.Close)/df.Close\n",
    "df['perc_change_180day'] = (df.Close.shift(-180) - df.Close)/df.Close\n",
    "df['perc_change_365day'] = (df.Close.shift(-365) - df.Close)/df.Close\n",
    "df['perc_change_730day'] = (df.Close.shift(-730) - df.Close)/df.Close\n",
    "df['perc_change_1095day'] = (df.Close.shift(-1095) - df.Close)/df.Close\n",
    "df['perc_change_1460day'] = (df.Close.shift(-1460) - df.Close)/df.Close\n",
    "df['perc_change_1825day'] = (df.Close.shift(-1825) - df.Close)/df.Close"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Perc change in a day "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1584x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df.sort_values('perc_change_1day').plot(y = 'perc_change_1day', x = 'Date')\n",
    "plt.ylabel('Percentage Change in 1 day')\n",
    "size = plt.gcf()\n",
    "size.set_size_inches(22,8)\n",
    "\n",
    "ax.get_legend().remove()\n",
    "\n",
    "vals = ax.get_yticks()\n",
    "ax.set_yticklabels(['{:,.2%}'.format(x) for x in vals])\n",
    "\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "plt.savefig(fname = 'perc_change_1_day.jpeg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>prev_close</th>\n",
       "      <th>perc_change_1day</th>\n",
       "      <th>perc_change_15day</th>\n",
       "      <th>perc_change_30day</th>\n",
       "      <th>perc_change_60day</th>\n",
       "      <th>perc_change_180day</th>\n",
       "      <th>perc_change_365day</th>\n",
       "      <th>perc_change_730day</th>\n",
       "      <th>perc_change_1095day</th>\n",
       "      <th>perc_change_1460day</th>\n",
       "      <th>perc_change_1825day</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1993-01-29</td>\n",
       "      <td>43.96875</td>\n",
       "      <td>43.96875</td>\n",
       "      <td>43.75000</td>\n",
       "      <td>43.93750</td>\n",
       "      <td>25.799770</td>\n",
       "      <td>1003200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.007112</td>\n",
       "      <td>-0.004979</td>\n",
       "      <td>0.031294</td>\n",
       "      <td>-0.001422</td>\n",
       "      <td>0.071124</td>\n",
       "      <td>0.019915</td>\n",
       "      <td>0.394381</td>\n",
       "      <td>0.938122</td>\n",
       "      <td>1.578947</td>\n",
       "      <td>2.273115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1993-02-01</td>\n",
       "      <td>43.96875</td>\n",
       "      <td>44.25000</td>\n",
       "      <td>43.96875</td>\n",
       "      <td>44.25000</td>\n",
       "      <td>25.983273</td>\n",
       "      <td>480500</td>\n",
       "      <td>43.93750</td>\n",
       "      <td>0.002119</td>\n",
       "      <td>-0.012712</td>\n",
       "      <td>0.024011</td>\n",
       "      <td>-0.010593</td>\n",
       "      <td>0.060734</td>\n",
       "      <td>0.014477</td>\n",
       "      <td>0.371116</td>\n",
       "      <td>0.915960</td>\n",
       "      <td>1.553672</td>\n",
       "      <td>2.214689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1993-02-02</td>\n",
       "      <td>44.21875</td>\n",
       "      <td>44.37500</td>\n",
       "      <td>44.12500</td>\n",
       "      <td>44.34375</td>\n",
       "      <td>26.038315</td>\n",
       "      <td>201300</td>\n",
       "      <td>44.25000</td>\n",
       "      <td>0.010571</td>\n",
       "      <td>-0.002114</td>\n",
       "      <td>0.015504</td>\n",
       "      <td>-0.008457</td>\n",
       "      <td>0.050740</td>\n",
       "      <td>0.023256</td>\n",
       "      <td>0.375264</td>\n",
       "      <td>0.905567</td>\n",
       "      <td>1.531360</td>\n",
       "      <td>2.341085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1993-02-03</td>\n",
       "      <td>44.40625</td>\n",
       "      <td>44.84375</td>\n",
       "      <td>44.37500</td>\n",
       "      <td>44.81250</td>\n",
       "      <td>26.313566</td>\n",
       "      <td>529400</td>\n",
       "      <td>44.34375</td>\n",
       "      <td>0.004184</td>\n",
       "      <td>-0.010460</td>\n",
       "      <td>0.011158</td>\n",
       "      <td>-0.017434</td>\n",
       "      <td>0.041144</td>\n",
       "      <td>0.012901</td>\n",
       "      <td>0.365760</td>\n",
       "      <td>0.883543</td>\n",
       "      <td>1.502092</td>\n",
       "      <td>2.268828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1993-02-04</td>\n",
       "      <td>44.96875</td>\n",
       "      <td>45.09375</td>\n",
       "      <td>44.46875</td>\n",
       "      <td>45.00000</td>\n",
       "      <td>26.423655</td>\n",
       "      <td>531500</td>\n",
       "      <td>44.81250</td>\n",
       "      <td>-0.000694</td>\n",
       "      <td>-0.013194</td>\n",
       "      <td>0.000694</td>\n",
       "      <td>-0.015278</td>\n",
       "      <td>0.035417</td>\n",
       "      <td>0.010417</td>\n",
       "      <td>0.366667</td>\n",
       "      <td>0.882639</td>\n",
       "      <td>1.515972</td>\n",
       "      <td>2.244444</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Date      Open      High       Low     Close  Adj Close   Volume  \\\n",
       "0 1993-01-29  43.96875  43.96875  43.75000  43.93750  25.799770  1003200   \n",
       "1 1993-02-01  43.96875  44.25000  43.96875  44.25000  25.983273   480500   \n",
       "2 1993-02-02  44.21875  44.37500  44.12500  44.34375  26.038315   201300   \n",
       "3 1993-02-03  44.40625  44.84375  44.37500  44.81250  26.313566   529400   \n",
       "4 1993-02-04  44.96875  45.09375  44.46875  45.00000  26.423655   531500   \n",
       "\n",
       "   prev_close  perc_change_1day  perc_change_15day  perc_change_30day  \\\n",
       "0         NaN          0.007112          -0.004979           0.031294   \n",
       "1    43.93750          0.002119          -0.012712           0.024011   \n",
       "2    44.25000          0.010571          -0.002114           0.015504   \n",
       "3    44.34375          0.004184          -0.010460           0.011158   \n",
       "4    44.81250         -0.000694          -0.013194           0.000694   \n",
       "\n",
       "   perc_change_60day  perc_change_180day  perc_change_365day  \\\n",
       "0          -0.001422            0.071124            0.019915   \n",
       "1          -0.010593            0.060734            0.014477   \n",
       "2          -0.008457            0.050740            0.023256   \n",
       "3          -0.017434            0.041144            0.012901   \n",
       "4          -0.015278            0.035417            0.010417   \n",
       "\n",
       "   perc_change_730day  perc_change_1095day  perc_change_1460day  \\\n",
       "0            0.394381             0.938122             1.578947   \n",
       "1            0.371116             0.915960             1.553672   \n",
       "2            0.375264             0.905567             1.531360   \n",
       "3            0.365760             0.883543             1.502092   \n",
       "4            0.366667             0.882639             1.515972   \n",
       "\n",
       "   perc_change_1825day  \n",
       "0             2.273115  \n",
       "1             2.214689  \n",
       "2             2.341085  \n",
       "3             2.268828  \n",
       "4             2.244444  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#df['Date'] = pd.to_datetime(df['Date'], format= '%d/%b/%Y')\n",
    "df['Date'] = df['Date'].dt.strftime('%d-%b-%Y')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Worst days to buy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df.sort_values('perc_change_1day').head(10).plot(y = 'perc_change_1day', x = 'Date', kind = 'bar', color = 'darkred')\n",
    "size = plt.gcf()\n",
    "size.set_size_inches(20,8)\n",
    "\n",
    "plt.ylabel('Percentage Change in 1 Day')\n",
    "ax.get_legend().remove()\n",
    "\n",
    "vals = ax.get_yticks()\n",
    "ax.set_yticklabels(['{:,.2%}'.format(x) for x in vals])\n",
    "\n",
    "plt.title('Worst Case Scenario')\n",
    "\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "plt.savefig(fname = 'perc_change_1_day_top_worst.jpeg', bbox_inches = 'tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Best days to buy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df[df.perc_change_1day.notna()].sort_values('perc_change_1day').tail(10).plot(y = 'perc_change_1day', x = 'Date', kind = 'bar', color = 'darkred')\n",
    "size = plt.gcf()\n",
    "size.set_size_inches(20,8)\n",
    "\n",
    "plt.ylabel('Percentage Change in 1 Day')\n",
    "ax.get_legend().remove()\n",
    "\n",
    "vals = ax.get_yticks()\n",
    "ax.set_yticklabels(['{:,.2%}'.format(x) for x in vals])\n",
    "\n",
    "plt.title('Best Case Scenario')\n",
    "\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "plt.savefig(fname = 'perc_change_1_day_top_best.jpeg', bbox_inches = 'tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 1 day percentage change "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df.perc_change_1day.hist(bins=100,  color = 'darkgreen')\n",
    "size = plt.gcf()\n",
    "size.set_size_inches(20,8)\n",
    "\n",
    "vals = ax.get_xticks()\n",
    "ax.set_xticklabels(['{:,.0%}'.format(x) for x in vals])\n",
    "\n",
    "plt.xlabel('Percentage Change in 1 Day')\n",
    "plt.ylabel('Count of Days')\n",
    "\n",
    "plt.title('1 Day Percentage Change Histogram')\n",
    "plt.savefig(fname = 'perc_change_1_day_histogram.jpeg', bbox_inches = 'tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Probability of profits for 1 day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5357690698647329"
      ]
     },
     "execution_count": 183,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df[df.perc_change_1day > 0])/len(df[df.perc_change_1day.notna()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABLsAAAIGCAYAAAC8go1qAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdeZgsZXn38e8P2QQUQfQoEMVo0ESDgqCoiOcoLoi7EpeXBFQOiQa3vERF8ypRE4wecSG4cDCoMWpwQ4mJC8ooKEgQcUFUUEGDOyAwrCL3+0dVh6btmemerecU38919VUzVU9V3VX9dMPc53nuSlUhSZIkSZIkdcFGkw5AkiRJkiRJWiwmuyRJkiRJktQZJrskSZIkSZLUGSa7JEmSJEmS1BkmuyRJkiRJktQZJrskSZIkSZLUGSa7JEkrSpLdkrw0yQlJfpSk2td95tjvwr62w14vHzOOI4Yc4+okP09yRpJjkjw8SRZ2xUtrhnsxneQbSf4hyTaTjlHLK8kjk7w3yQVtX7g2yUVJPpbkgCSbDbSfavvN6gmFvMHou1cHzdHuwmH3NMl7RtlfkiTNbuNJByBJ0oBXAU9cwP4fBaaHrP/WPI/3A+C09udNgG2BPwUeCDwfODvJn1fVd+Z5/OXSf1/+AHgQ8ArgWUkeUlU/nVhkK0CSKeBhwJqqmppsNEsjye2ADwD7tqu+B3wOuA64C/B44MnA65L8SVVdPZFAtSBtoux44L1VddBko5EkaTJMdkmSVprTaRJTXwPOokk03XWM/Q+rqgsXMZ7Thv3BmOSBwJuAhwCnJdmzqr6/iOddbDe7L0n+EPg8sBOwDnjWZMLSckiyOc37vRtwDrC2qs4aaLMN8GLgZcCmgMmu5Xc48HrgZ5MORJKkDZnJLknSilJV/9T/+0qdJVhVX22nIH0OWA28G3joJGMaR1X9MMkRwHuAJybZuKpumGxUWkKvpUl0fR/Yu6quHGxQVZcBr07ySZrRXlpmVfUzTHRJkrRg1uySJGme2uTQ84AC9krygP7tSfZJ8vYk30xyaVsb6YdJ3pnkrgNtk+R7bb2e+810ziTfbts8cBEu4ex2uQWw3cB57pjkn5J8p61VdmVbq+zgYXXK+us6tdf92faab3Y9STZK8udJTk5ySZLr2npRn0jylCHH3SzJC5KcnuTy9h6el+S1SW4zpH2v1toRSbZPcnxbZ6233wsH2u+UpGimMAKcMlDfbHXbbpM27n9P8v221lWv9tmrkmw5001OskeSTyX5TbvPV5I8pXfuJBfOsN9Y78Es59+app8C/M2wRFe/qvpaVV0zw7EelOTT7bVcneTLSR45Q9uR+3/fPv39aORztftO9D4vhsxQsyvJFklelOSsJL9q7+VPkpyS5PC+dlM0UxgBDhzoy+8ZOOaqJG9Ocn57vMva4z19lvi2TvKm9jN7bZq6ike28Q2t7ZYRvhuS3DvNZ/r0JD9Lcn37uf14kofMEEv/Z/2uSd6f5BdJrmqP86i+tk9IclqSK9rr/FCS7Ud5TyRJGyZHdkmSuuY5SW7f/nwh8KmlrKdVVd9N8nWaUTOPAM7s2/xOYHuaaZlfoJkadj/gL4H9kzy4qr7XHqeSvB14C/BX7etmkjwUuDfw9ar66iKEf9u+n6/vO8+uwH8Bq2ju4WdpEmJ7AuuBNcD/meGYzwAOAb4BfJqmPtiN7XE3B04EHt2e78vAL4AdaJJNdwU+1hfHNm0cDwQuBb5KM7VuD+DvgCcn2buqLh0Sx11opsL+DjgDuB3NyLu3Jtm6ql7btpsG3gs8pr3ezwA/7ztO7+dVwPuAXwPn0SQKt21j+3vgCUkeOpgkSvIY4BM07/03gXPb6/wI8OYZ7uFC34NBDwe2pLmH/zXiPsM8FngJTa2vk4F7Ag8G/ivJI6vqlIH2I/f/hZ5rhdznJZFkI5rP0kNp3sOvAFcCdwb+hKb+3pFt80/T/P/9Q7h5vUH6f06yM3AKzfvzY5rP5bY0o1RXJ1ldVc/r27eXND2VpmbhpcCn2nM9v92v5riUGb8baN7r59D0lbOAa2ne8ycBj09yQFV9aIbj7tTu85v2mv6Q5v37VJJ9gPsCR7VtPkdzv54O7JJk16pyFKMkdVFV+fLly5cvXyv2RfMHaAH3GbHd4OtGmql6tx7zvEe0+79nhLbHtW3fP7D+icBtB9ZtDLyubf/pgW1b0yRfrgRuM+Q8/9but3aM6+jdh52GbPundttP+tZtCVzUrn8RsFHfth1oEkgFPGfgWFN95zpohlje3m4/B7jrwLZbA48aWPfRtv37+u8HsHn7nhbwvhnetwLeBWzat+1p7fppYMsZ4l89Q+y3AfYDNh5YfzuaP9wLePnAti1pknlFM6Kqf9vjgRvabRcO2W/s92CWPvDatv3J8/wM9u7NjcCz+9YHOLrddsqQ/cbq//M910q5zwPxD/0M9LW7cFh/6+vXB/Wte1i77r8Z+B4DbgU8fGDdQczx3dUeq2i+uzbpW39fmoRuAc8Y2OeYdv2pwNZ96+9Ik6Tqfe4Gr2mqb9tM3w0PA/5gyPrH0yTGLwW2GNh2RN9x1w28f//Qrv8ecFn/PaL5zJ7Xbj9wPp8JX758+fK18l9OY5QkdcVJwJ/R/Kv+FsDOwP+lSRwdCPzLEp771+3y9v0rq+oTVXXFwLobqurvgJ8Cj0zfVLyquhx4P7AVcED/fkm2A54KXEHzRL15S7JjkpfRjKaAJonQ8xyaUVHHV9Vbq6o38oKquphmZAbAoTMc/jNV9Z4h57wTcDBN4uHJVXVR//aquqaqPtvX/k+Bp9D8sXpw9U29q6praUaT/AJ4ZpJth8RxEfDCqrq+b7+PAN+mSXLsMUP8Q1XVlVX1qRqoa1ZVvwFe0P761IHd9qdJBJxTVUcN7HcS8OEZTrfQ92BQb4rqr0ZsP5MPVVVvihxVVTSj2gAekmST/sbj9v8FnGul3Od+xw9MIbzZi/EeunHHdvnlGhg5WFW/q6ovjBNYkr2B3YFLgBdX1W/7jvcN4B/bX1/St8+WNEk0gBe031W9fX4JHDbCqYd+N7TH+GJV/WTI+t77tw3NKLthfgS8ov/9A95Ik8zaGfjn/nvUfmbf2f66eoS4JUkbIKcxSpI6oapeMLDqfOCoJF+gmVr4jCRHVdV/L8Hpe3V9fm8aT5raRPvR/NF1G5qRGND8N3gj4B7A1/t2OYZmmtfzgHf0rX82sBmwvqqumkeMP5qh/NDbaUZF9DymXX50WOOq+lqSaeC+STZvE0/9Pj7D+dcAmwCfq6ofjRBvL46T+hNWfXFcneQsmnu7O830s35fqOHTk74H3IdmCtjYkuxBcy13pUmqhpve/50HmvceWHDCDIf7IM3UrkELfQ9mMtc0s7l8ekgsv05yCU2idzsGiqvPo//P51wr7T5DM0X3glm2P40m6TqKr9NMx31ukvOBj1VTyH6+9m6XJ1bV9JDt76F50uz9k2zZft/sRtPfv19V5wzuUFWfSXIZTVJqJjN9NwD/O03ycTSjy7ah+b6A5vMKTR/61JBdpwa/I6rqN21f2Y5m6uKg3ntj3S5J6iiTXZKkTquqc5KcRDNK6LE003cWW29E181qRyV5HfBybvoDf5j+ullU1beSfAnYO8lDqurLabJUvVEm7/y9I4zmozTT94qm7tUPaeqZfXeg3U7t8j9mSI71uz1w8cC6H8/Q9i7t8vujBNsXx2FJ5ho1coch6/5nhra9P+43GzEOAJJsBXyIJnEzk9sO/L5Du7xosOEc63dql/N9Dwb1Rh4Ou0/jmO2e3p6Bezqf/j/Pc62U+9zvuJlGMQG0RdxHSnZV1QVJXkSTlP5n4J+T/AD4Es3n+j/bkW+j6t2voUnnqro0yeU006rvRFP7a6573Ns2W7Jrpu8GkjyZZvTt7WbZf9y+chVNsmvY9t4/GIz1PSBJ2nCY7JIk3RL0imAv1b/i79Yuv91bkeRpwCtpph2+mKZw8s97o0OSfIWmUPKwv7KPoRl98Vc0I0QeSTMC5tSqOneeMR5WVReO0K5X4uCTNLVuZjNs5NTQp/j1GfWP8l4cZ9LU15nNsD/AbxyybiFeT5PoOhd4GU2x60ur6rdJNmX4vZjLTBmWhb4Hg3pP3dw1yUYD073GMfJ+C+z/Y51rlHBmWL/Y93nJVNUxST5KM/LpETSj2Z7dvj6fZN/+6YhzGOcJk+Mk0eY67kxP+PwDmqnZm9PU2vogzWf6qqqqJP8IHD7L8efqK4v9XSBJ2gCY7JIk3RL0ajoNm7KzIEn+mOYJc9A8Na7nae3ylf21h/rcY5bDfoymptH+SV7MTU9mfMfMuyyanwD3At5WVZ9fxOP2ElL3HCMOgM9W1f9bxDjmq/d+PqOqvj2wbab3sjcSaKb6THeZYf1ivwen0Izmuz3NkzAX8kTGUS2k/49rpdznJVVVP6cpKH8cQJIH0iSGHkFTf+xdIx6qN9LpbsM2tk9B3ZomSfSLdvVc9xhmvs9z2Y8m0fXRtp7boMXsK5KkWwgL1EuSOi3J5jSjIaAZjbOYx96YpuZVaEZd9R+/l2D7vaLLSR7BLFPK2iLox9JMsXklzRPJfsUMtYUWWa9W0tNmbTW+U4DfAqvbOk6jxvHkJMvx/yu9mj8z/UPgjO8n8MwZ9jm1Xf7ZDNtn2m9R34OBgtxvaqdkzijJ/ZPceoGnnXf/n4cVcZ+XW1V9lTbxBezSt2muvvyldvmkGfrCge3yrL76gGfTJEx3TnK/wR2SPJrZpzDOZra+sh3NyFZJksZiskuStMFL8pS2Bs7g+u1pEkQ70PwhNWuB5DHP+QCaBM5qmlpdzx1o0quFtbad5tbbbydGG6H1Lprk0Eto/mh997BC7UtgPc3Ij79M8vIkv1fTJskDk+w/zkGr6hc0CbxNgI8ludkokCS3TvLIvvZn00wvuzfw/iSrhsRxtyR/PU4cs+iNXPnjGbb33s/nD8SwD81TP4f5CPBL4H5JXtK/IcnjaJ4iOMxSvAd/B3yD5vq+mGS3wQZJtk7yauA0Fl7LaKH9fxwr6T4vuiQPT7Jvm1zvX78p8Kj21/56WLP25ar6EvA1mpF+b+l/smX7FNRXtr++uW+fq2gK1wO8Lclt+/a5Izd/yMW4en3lqf2f8/YJkMcxex0vSZKGchqjJGlFSbIf0D9trffUvH9L0qv5cnZV9Scd9gZelOQnNH/QX0kzpWZXmieI/QJ40phPU+vZK8l72p83phm9sAuwY7vuLOAvqur8gf3eRjNCYj/g/CRfpXka3WqaOlS/Ah4800mr6udJPgY8nWY60bHziH1sVXVlmyD4D+BI4CVJvkVT5PzONFOKtgf+HfjwmIc/DPgjmj/Qz09yGs17swPNE9gu5KYpodDcv5NoRuY8Mck5NEnLbWmmU+3c7n/M2Bf6+z4OHAS8sU26/bJd/8aq+h7wOppr/sc2+fG9NoYH0dTzevngAatqOsmBNEm7o5IcRFPz6y407/3bgBdx00ic3n6L/h5U1TVJHk4z7e1RwNeSfBf4Tnv+PwAeQJOM/BELr1G1oP4/jpV0n5fILjSJp98k+RpNn9+Kpu/dgeahD/1TGM8Afg7s1j6x9FyaxPmX+6aUPguYoknS75PkdJrvtofT9IF3VdWHBuJ4Bc137UOBHyaZovlOXEOTsDoD2JOB+zyCk2i+t+8LfL897g3tuW4EjqepTSZJ0sgc2SVJWmnuADyw79UbFbJL37o/GdjnRJo/iC6j+WNrf+BPaf6Q/3vgPu1Iofm4O80f7QcCTwV2pxk5cQzw8Krao6p+r4B6VV0A3J9m1MnGNFMR7wb8E02yYZRi0r0aYJ+pqqFPTlsKVfUNmvv9/2hGjDwAeBLN0+suoPmj95Uz7T/Lca+leSLmc2n+MN6N5imZO9GMkjtioP1vaP6QfjZwOk29r6e2sV0JHNXuv2BV9UmaUVvfBfZpY3wubbK1qk6gmU51Ks37+Dia/486sKoOn+W4nwb2oqmTtRPwRJr+8HSavgE3PS2xf79Ffw+q6tKqejTwGOD9NJ+txwBPpkkMfQo4ALhXVc31oIG5zrUY/X+c862Y+7wE/gN4DXAON30GHkRTB+9vgT3azwoAVXUdzfv6KZp7fgBNX35YX5vv0/xjwFuB39F8jh4EfAV4ZlX16gTSt8/lNImuN9NMaXw8TXL6WJokWW9q6u/d59m0hfUf1h73lzR15R5Ik7zcjVme4ihJ0kwy3pOKJUnScknyBZpkzxOq6qRJx6PFleSVNCPGjqmqQycdT1d5n5deW4fvB8BVwDYLeOKnJEmLwpFdkiStQEn2pkl0/YBmhIY2QEnulGTHIesfTTNqCOB9yxtV93ifl0eS3ZNkYN0ONPf2VsD7TXRJklYCa3ZJkrSCJDmOprbRfu2qV/rH4wZtd+CTSb5JU5PsRppaY/dutx9ZVWdOKLYu8T4vj08D1yf5NnAJTe3C3WhqI57H5Kd8SpIEOI1RkqQVJUnR1NC5EDiqqt4+2Yi0EO30rsNpahLdiaaw+GU0T8N7V1WdOMHwOsP7vDySvJSmVtcf0Two4nrgfJoHPLylqq6YYHiSJP0vk12SJEmSJEnqDGt2SZIkSZIkqTOs2TWD7bbbrnbaaadlOddVV13FlltuuSznkpaL/VpdY59W19in1TX2aXWNfVpddNVVV/Hd737311V1h6U8j8muGey0006cddZZy3KuqakpVq9evSznkpaL/VpdY59W19in1TX2aXWNfVpdNDU1xZo1ay5a6vM4jVGSJEmSJEmdYbJLkiRJkiRJnWGyS5IkSZIkSZ2xIpJdSbZNsi7JBUmuTfKrJKckeehAuwcmOTnJlUmuSPLpJPeb4ZjbJ3lfe6xrkpyVZP/luSJJkiRJkiRNwsQL1Ce5KzAFbAW8G/g+sDWwC7BDX7s923YXA69qVx8KnJrkwVX1rb622wKnAXcEjgL+B3gWcEKS51TV8Ut7VZIkSZIkSZqEiSe7gPfTxLFLVf1slnZvA64H9q6qiwGSnACcB7wJeFRf25cDdwOeUFUntW3fDZwOrEvy4aqaXvQrkSRJkiRJ0kRNdBpjkr2BvYA3VNXPkmySZIsh7e4B7AF8uJfoAmh//jCwT5I79e3yLOAHvURX2/Z3wNHAtsBjl+SCJEmSJEmSNFGTrtnVSzr9OMlJwDXAVUm+n+SAvnZ7tMvThxzjDCDA/QGS3Jlm+uMZM7TtP54kSZIkSZI6ZNLJrnu2y/U0I64OBJ5LM13xX5M8u92+fbu8mN/XW7fDPNpKkiRJkiSpQyZds+s27fJKYE1VXQ+Q5OPAD4F/TPJeoDe18bohx7i2XW4xsByl7c0kOQQ4BGDVqlVMTU2NdhULND09vWznkpaL/VpdY59W19in1TX2aXWNfVpdND29POXTJ53suqZdfrCX6AKoqsuSfBL4C5rRX1e3mzYbcozN2+XVA8tR2t5MVR0LHAuw++671+rVq0e4hIWbmppiuc4lLRf7tbrGPq2usU+ra+zT6hr7tLpouRK4k57G+D/t8udDtvWezLgN8NP252HTD3vrelMUx2krSZIkSZKkDpl0suvMdrnjkG29db8E/rv9+UFD2u0JFPA1gKr6GU0ya88Z2gKcNZ9gJUmSJEmStLJNOtl1Ik29rgOSbNVb2T5R8UnA+VV1QVVdQJOg2j/J9n3ttgf2B75QVf2jwz4I3D3J4/va3gp4AfAb4D+X8JokSZIkSZI0IROt2dXW5joMeBdwRpJ/ATYFntcuD+1r/iLgFODUJEe3615Ak7D7vwOHfj1NEuwDSY6iGen1TGAP4OCqunKJLkmSJEmSJEkTNOkC9VTVsUl+DbwUeC1wI3A68Kyq+nJfu68kWQ28rn0V8BVg/6r6xsAxL0nyEJqk118DWwHfAZ5RVf++9FclSZIkSZKkSZh4sgugqj4GfGyEdqcDjxjxmBcDf77A0CRJkiRJkrQBmXTNLkmSJEmSJGnRmOySJEmSJElSZ6yIaYySJElaObI2i37MWl+LfkxJkqRhHNklSZIkSZKkzjDZJUmSJEmSpM4w2SVJkiRJkqTOMNklSZIkSZKkzjDZJUmSJEmSpM4w2SVJkiRJkqTO2HjSAUiSJKn7sjYjtav1tcSRSJKkrnNklyRJkiRJkjrDZJckSZIkSZI6w2SXJEmSJEmSOsNklyRJkiRJkjrDZJckSZIkSZI6w2SXJEmSJEmSOsNklyRJkiRJkjrDZJckSZIkSZI6w2SXJEmSJEmSOsNklyRJkiRJkjrDZJckSZIkSZI6w2SXJEmSJEmSOsNklyRJkiRJkjrDZJckSZIkSZI6w2SXJEmSJEmSOmPjSQcgSZIk9WRtRmpX62uJI5EkSRsqR3ZJkiRJkiSpM0x2SZIkSZIkqTNMdkmSJEmSJKkzTHZJkiRJkiSpM0x2SZIkSZIkqTNMdkmSJEmSJKkzTHZJkiRJkiSpM0x2SZIkSZIkqTNMdkmSJEmSJKkzTHZJkiRJkiSpM0x2SZIkSZIkqTNMdkmSJEmSJKkzTHZJkiRJkiSpM0x2SZIkSZIkqTNMdkmSJEmSJKkzTHZJkiRJkiSpM0x2SZIkSZIkqTNMdkmSJEmSJKkzTHZJkiRJkiSpM0x2SZIkSZIkqTNMdkmSJEmSJKkzTHZJkiRJkiSpM0x2SZIkSZIkqTNMdkmSJEmSJKkzTHZJkiRJkiSpM0x2SZIkSZIkqTNMdkmSJEmSJKkzTHZJkiRJkiSpM0x2SZIkSZIkqTNMdkmSJEmSJKkzTHZJkiRJkiSpMyae7EpSM7ymh7S9Z5ITk1yW5KokpyZ5+AzH3TrJ0UkuTnJtknOTPC9Jlv6qJEmSJEmSNAkbTzqA1qnAsQPrftv/S5K7A18BbgDeAFwOrAU+k2Tfqjq5r+2mwOeAXYGjgfOAfYG3A6uAI5bkKiRJkiRJkjRRKyXZ9cOqev8cbY4Ebgfcv6rOAUjyPuBc4Jgk96qqatseDOwBvLCqjm7XrU/yUeAVSY6vqosW/zIkSZIkSZI0SROfxtiTZNMkW82wbUvgCcBUL9EFUFXTwHHAzjTJrZ5nAVcD6wcO9RZgE+Dpixi6JEmSJEmSVoiVkux6Gk1y6sokv2xrbW3dt30XYDPg9CH7ntEu9wBIshGwG/D1qrp2oO2ZwI3cPDEmSZIkSZKkjlgJ0xjPBD4MXADcFngscCjwsCQPbkdvbd+2vXjI/r11O7TLbYBbD2tbVdcluaSv7c0kOQQ4BGDVqlVMTU3N53rGNj09vWznkpaL/VpdY59W18zWp9fttW55g5kHP48a5Pe0usY+rS6anv69ZxEuiYknu6rqgQOr3pfkm8A/AC9ql1u0264bcoje6K0tBpbD2vbabzFsQ1UdS1sof/fdd6/Vq1fPFf6imJqaYrnOJS0X+7W6xj6trpmtT69Zu2Z5g5mHOrDmbqRbFL+n1TX2aXXRciVwV8o0xkFvBK4H9mt/v7pdbjak7eYDbWZr22t/9QzbJEmSJEmStAFbkcmuqvot8FNgu3bVT9vlsOmHvXW9aYuXAdcMa5tkM+D2DJ8OKUmSJEmSpA3cikx2Jdkc2BH4RbvqWzTTEh80pPme7fIsgKq6ETgb2LVNbvV7AM01n7XYMUuSJEmSJGnyJprsSnL7GTa9lqae2EkAbZH6k4DVSe7bt/9WwMHA+TSF7ns+SFOX65CB474YuAE4YTHilyRJkiRJ0soy6QL1f5dkT+AU4MfAVjRPY1wDfBU4uq/t4cAjgM8meTNwBbCWZrriflXVX6V0PfBs4KgkOwHntcd9MvC6qvrREl6TJEmSJEmSJmTSya4p4E+AA2lqaf2OZpTWK4Gjqqr3pEWq6oIkDwFeD7wc2JRmuuJjqurk/oNW1fVJ9gFeBzyzPfYPgBcAxyzxNUmSJEmSJGlCJprsqqpPAJ8Yo/15wBNHbPsb4ND2JUmSJEmSpFuAFVmgXpIkSZIkSZoPk12SJEmSJEnqDJNdkiRJkiRJ6gyTXZIkSZIkSeoMk12SJEmSJEnqDJNdkiRJkiRJ6gyTXZIkSZIkSeoMk12SJEmSJEnqDJNdkiRJkiRJ6gyTXZIkSZIkSeqMjScdgCRJkpZH1uZ/f1631zrWrF0zwWgkSZKWhiO7JEmSJEmS1BkmuyRJkiRJktQZJrskSZIkSZLUGSa7JEmSJEmS1BkmuyRJkiRJktQZJrskSZIkSZLUGSa7JEmSJEmS1BkmuyRJkiRJktQZJrskSZIkSZLUGSa7JEmSJEmS1BkmuyRJkiRJktQZJrskSZIkSZLUGSa7JEmSJEmS1BkmuyRJkiRJktQZJrskSZIkSZLUGSa7JEmSJEmS1BkmuyRJkiRJktQZJrskSZIkSZLUGSa7JEmSJEmS1BkmuyRJkiRJktQZJrskSZIkSZLUGSa7JEmSJEmS1BkmuyRJkiRJktQZJrskSZIkSZLUGSa7JEmSJEmS1BkmuyRJkiRJktQZJrskSZIkSZLUGSa7JEmSJEmS1BkmuyRJkiRJktQZJrskSZIkSZLUGSa7JEmSJEmS1BkbTzoASZIkaVxZm5Ha1fpa4kgkSdJK48guSZIkSZIkdYbJLkmSJEmSJHWGyS5JkiRJkiR1hskuSZIkSZIkdYbJLkmSJEmSJHWGyS5JkiRJkiR1hskuSZIkSZIkdYbJLkmSJEmSJHWGyS5JkiRJkiR1hskuSZIkSZIkdYbJLkmSJEmSJHWGyS5JkiRJkiR1hskuSZIkSZIkdcaKSnYl2SLJj5JUkn8esv2eSU5MclmSq5KcmuThMxxr6yRHJ7k4ybVJzk3yvCRZ+iuRJEmSJEnSJGw86QAGvAbYbtiGJHcHvgLcALwBuBxYC3wmyb5VdXJf202BzwG7AkcD5wH7Am8HVgFHLN0lSJIkSZIkaVJWzMiuJLsBLwZePUOTI4HbAY+uqiOr6u3AQ4GfAscMjNg6GNgD+Juq+puqWl9VTwE+BrwiyV2X7EIkSZIkSZI0MSsi2ZXkVsB64NM0CanB7VsCTwCmquqc3vqqmgaOA3amSW71PAu4uj1mv7cAmwBPX8z4JUmSJEmStDKsiGQX8BLgXsChM2zfBdgMOH3ItjPa5R4ASTYCdgO+XlXXDrQ9E7iRm4dJrN0AACAASURBVCfGJEmSJEmS1BETr9mV5G7A3wOvqaoLk+w0pNn27fLiIdt663Zol9sAtx7WtqquS3JJX1tJkqQNXtb6/B1JkqSeiSe7gHcAPwKOmqXNFu3yuiHbrh1oM1vbXvsthm1IcghwCMCqVauYmpqaJaTFMz09vWznkpaL/VpdY5/WSrZur3Vj77PjVjvOa78NjZ/bWw6/p9U19ml10fT09LKcZ6LJriQHAI8C9q6q387S9Op2udmQbZsPtJmtba/91cM2VNWxwLEAu+++e61evXqWkBbP1NQUy3UuabnYr9U19mmtZGvWrhl7n3V7reOw0w5bgmhWljqwJh2Clonf0+oa+7S6aLkSuBNLdiXZjGY0138CP09yj3ZTb4rh1u26X9M8cbF/W7/eut60xcuAa4a1bc95e+CLC74ASZIkSZIkrTiLUqC+TSKN69bAHYD9gPP7XlPt9gPa3w8GvkUzLfFBQ46zZ7s8C6CqbgTOBnYdEtcDaK75rHnEK0mSJEmSpBVu5GRXkn2THDGw7vlJrgCuSvKBJJuMce6rgP2HvJ7fbv90+/snq2oaOAlYneS+feffiiYZdj7NkxZ7PkhTl+uQgXO+GLgBOGGMOCVJkiRJkrSBGGca498Cv+z9kuSPgbcCP6ApMP90moTTW0Y5WFuj6yOD6/uexviDqurffjjwCOCzSd4MXAGspZmuuF9V9RdkWA88GziqPd55wGOBJwOvq6ofjRKjJEmSJEmSNizjJLv+mKa+Vs/TaWpjPaCqrkjyAeBARkx2jauqLkjyEOD1wMuBTWmmKz6mqk4eaHt9kn2A1wHPpKnT9QPgBcAxSxGfJEmSJEmSJm+cZNc2NMXie/YBvlBVV7S/T9GMnlqQqroQyAzbzgOeOOJxfgMc2r4kSZIkSZJ0CzBOgfpfA3cFSHIbYA/gtL7tmwC3WrzQJEmSJEmSpPGMM7LrdOCvkpwL7Nvu2z+t8R7AzxYxNkmSJEmSJGks4yS7Xg2cwk1PMnxvVX0HIEloir+fsrjhSZIkSZIkSaMbOdlVVd9pn8D4EODyqvpS3+bbAW+mqdslSZIkSZIkTcQ4I7uoqkuBk4asvwx462IFJUmSJEmSJM3HyAXqk3w/ycuS3GkpA5IkSZIkSZLma5ynMf4WOBL4cZITkzwuyTj7S5IkSZIkSUtq5GRVVd0beDDwXmAN8AngJ0n+Icndlyg+SZIkSZIkaWTj1uw6AzgjyYuApwPPBQ4HXp7ki8BxwEer6rpFj1SSJOkWJmsz6RAkSZI2OPOahlhVV1fV8VW1F3Av4EPAauBfgZ8meXOSuyxemJIkSZIkSdLc5l1zK8mtkjwZOIpmlFcBpwBnAC8AzkvyxEWJUpIkSZIkSRrB2MmuJPdK8kbgYuCjwO7AOmDnqtqnqvajGe31PeANixmsJEmSJEmSNJuRa3YleQ5Nja4921UnA8cCn6iqG/rbVtUFSd5GU8NLkiRJkiRJWhbjFKg/Dvg58HpgfVVdOEf779DU8JIkSZIkSZKWxTjJrqcCn6yq343SuKrOBM6cV1SSJEmSJEnSPIyc7Kqqjy9lIJIkSZIkSdJCjTOyC4Akq2iK0m/DkAL3VfW+RYhLkiRJkiRJGts4Beo3Ao4BDmb2pzia7JIkSZIkSdJEjDOy6zDgL4H3A5+lSWq9DLgSeDFwOXD4YgcoSZIkzVfWZqR2tb6WOBJJkrRcZhuhNehA4DNV9RfAf7XrvlZV7wTuD2zXLiVJkiRJkqSJGCfZ9YfclOS6sV1uAlBVVwHH00xxlCRJkiRJkiZinGTXNcBv25+ngQLu2Lf958AfLFJckiRJkiRJ0tjGSXZdBNwdoKp+C1wAPKZv+z7ALxYvNEmSJEmSJGk84yS7vgA8ue/3fwWemeSUJFPA/sAJixibJEmSJEmSNJZxnsa4Dvhsks2q6jrgSJppjAcAvwOOBV69+CFKkiRJkiRJoxk52VVVPwN+1vf774AXti9JkiRJkiRp4saZxihJkiRJkiStaCOP7EryYGA/YGfgtsAVwPeAT1XV6UsTniRJkiRJkjS6OZNdSW4LfJDmyYsZ0uTwJJ8C/k9VXbnI8UmSJEmSJEkjG2Vk10eAfYDTgHcD36QZ1XVbYBfgYOBxwL8Dj12aMCVJkiRJkqS5zZrsSvJomkTXm6rqb4c0+Trw3iTrgJckeWRVfW4J4pQkSZIkSZLmNFeB+mcCFwEvnaPdS4EfA89ajKAkSZIkSZKk+Zgr2XV/4MSqqtkaVdWNwInA7osVmCRJkiRJkjSuuZJdO9A8cXEU3wN2XFg4kiRJkiRJ0vzNley6LTDqExavBLZaWDiSJEmSJEnS/M2V7NoImHUK45jHkyRJkiRJkpbMrE9jbD02yZ1GaHf/hQYjSZIkSZIkLcQoya5nMfpTFscZBSZJkiRJkiQtqrmSXWuWJQpJkiRJkiRpEcya7KqqLy5XIJIkSZIkSdJCWVBekiRJkiRJnWGyS5IkSZIkSZ1hskuSJEmSJEmdYbJLkiRJkiRJnWGyS5IkSZIkSZ0xY7Iryb8keWDf73snucPyhCVJkiRJkiSNb7aRXQcBd+/7/RTgkUsajSRJkiRJkrQAsyW7fg2s6vs9SxyLJEmSJEmStCAbz7LtK8DfJbkLcFm77ilJ7jHLPlVVr1206CRJkiRJkqQxzJbsejHwXuCFNKO6CnhK+5pJASa7JEmSJEmSNBEzJruq6kLgYUk2Be4EXEiTAPvEskQmSZIkSZIkjWm2kV0AVNX1wI+TvBf4alVdtPRhSZIkSZIkSeObM9nVU1XPXspAJEmSJEmSpIWa7WmMvyfJlkn+Psk3k0y3r28mOSLJlksVpCRJkiRJkjSKkUd2JdkWOBX4Y+DXwNfbTTsDrwL2T/LQqrp00aOUJEmSJEmSRjDOyK7XAPcCDgXuXFUPraqHAtsDfw3cEzhi0SOUJEmSJEmSRjTyyC7gCcBxVfX2/pVV9TvgHUl2BZ4EvHAR45MkSeqcrM2kQ5AkSeqscUZ2reKmqYvDnN22GVmSeyb5tyTnJbk8ydVJvpvkqCR3nqH9iUkuS3JVklOTPHyGY2+d5OgkFye5Nsm5SZ6XxP+7lCRJkiRJ6qhxRnb9Ath1lu27tm3GsSNwZ+DjwP8ANwB/ChwCPCPJ/arqlwBJ7g58pW3zBuByYC3wmST7VtXJvYMm2RT4XBvT0cB5wL7A22kSckeMGackSZIkSZI2AOMku04C/jLJ2cD6qroRIMlGwMHAc4B3jXPyqvo88PnB9Um+BJwAHEST2AI4ErgdcP+qOqdt9z7gXOCYJPeqqmrbHgzsAbywqo5u161P8lHgFUmOr6qLxolVkiRJkiRJK9840xhfBfyQZnTUT5N8MckXgZ8C72i3vXqR4uolorYBSLIlTc2wqV6iC6CqpoHjaJ4IuUff/s8CrgbWDxz3LcAmwNMXKU5JkiRJkiStICMnu6rqEmB34PXAJTTJpT2AX9OMutqjbTO2JJsn2S7JjkkexU0jxP6zXe4CbAacPmT3M9rlHu2xNgJ2A75eVdcOtD0TuJGbJ8YkSZIkSZLUEeNMY6SqrgBe2b4W08E0tbV6LgQOqKpT29+3b5cXD9m3t26HdrkNcOthbavquiSX9LWVJEmSJElSh4yV7FpCJwLfBbaiKSr/BOAOfdu3aJfXDdn32oE2s7Xttd9i2IYkh9AUx2fVqlVMTU2NEPrCTU9PL9u5pOViv1bX2Ke1mNbttW7SIbDjVjuuiDhWCj/fGz6/p9U19ml10fT09LKcZ0Uku6rqf2iexghwYltI/r+T3LqqjqSpvwXNVMZBm7fLqweWw9r22l89bENVHQscC7D77rvX6tWrR76GhZiammK5ziUtF/u1usY+rcW0Zu2aSYfAur3Wcdhph006jBWjDqy5G2lF83taXWOfVhctVwJ3nAL1y6aqvgl8HXh+u+qn7XLY9MPeut60xcuAa4a1TbIZcHuGT4eUJEmSJEnSBm5FJrtatwa2bX/+Fs20xAcNabdnuzwLoKpuBM4Gdm2TW/0eQHPNZy16tJIkSZIkSZq4iSa7ktxphvVrgPvQPmmxqqaBk4DVSe7b124rmuL259M8abHngzR1uQ4ZOPSLgRuAExbpEiRJkiRJkrSCTLpm1zuS3Bn4AnARTT2t+wPPAK4E/m9f28OBRwCfTfJm4ApgLc10xf2qqr/Qwnrg2cBRSXYCzgMeCzwZeF1V/WgJr0mSJEmSJEkTMvLIriQ/TPKEWbY/LskPxzz/B4FLgD8H3gq8nmaq4buAXarqnF7DqroAeAjNaK+XA+uAq4DHVNVn+g9aVdcD+7THeSZwDHAv4AXAq8aMUZIkSZIkSRuIcUZ27QRsNcv2LYG7jnPyqjqBMaYUVtV5wBNHbPsb4ND2JUmSJEmSpFuAxazZtQq4ehGPJ0mSJEmSJI1l1pFdSfYGVvetekqSewxpui1Nna1zhmyTJEmSJEmSlsVc0xjXAK9ufy7gKe1rmAuAlyxSXJIkSZIkSdLY5kp2vQV4DxDgh8CLgU8MtClguqouXfToJEmSJEmSpDHMmuyqqsuBywGSrAHOq6pfLkdgkiRJkiRJ0rhGfhpjVX1xKQORJEmSJEmSFmrkZBdAkrsAfwn8EXB7mumN/aqqHrFIsUmSJEmSJEljGTnZlWRf4OPApsCVgDW6JEmSJEmStKKMM7LrSODXwJOq6qwlikeSJEmSJEmat43GaHsv4C0muiRJkiRJkrRSjZPs+hVw/VIFIkmSJEmSJC3UOMmufwWeulSBSJIkSZIkSQs1Ts2u9wBrknwCeCvwI+B3g42q6seLE5okSZIkSZI0nnGSXd8FCgjwuFna3WpBEUmSJEmSJEnzNE6y6zU0yS5JkiRJkiRpRRo52VVVRyxhHJIkSZIkSdKCjTOyS5IkSeqkrM3IbWu9kx0kSVrJRk52Jdl7lHZV9aX5hyNJkiRJkiTN3zgju6YYrWaXBeolSZIkSZI0EeMku549w/53Bw4CLgTetfCQJEmSJEmSpPkZp0D9e2faluSNwNmLEpEkSZIkSZI0TxstxkGq6jLgOOCli3E8SZIkSZIkaT4WJdnVugz4w0U8niRJkiRJkjSWRUl2Jdkc+HPg54txPEmSJEmSJGk+Rq7ZleRfZti0LfAg4A7A3y5GUJIkSZIkSdJ8jPM0xoNmWH8p8H3gJVX1gQVHJEmSJEmSJM3TOE9jXMz6XpIkSZIkSdKiM4ElSZIkSZKkzhhnGiMASW4L7MNNT178IfC5qrpyMQOTJEmSJEmSxjVWsivJwcCbgK2AtKsLmE7yN1X17kWOT5IkSZIkSRrZOE9jfAJwLM1IrlcB32433Rt4AXBskl9W1UmLHqUkSZIkSZI0gnFGdr0UOA94YFVN963/fJLjgTOAlwEmuyRJkiRJkjQR4xSovy/wnoFEFwBtva73tm0kSZIkSZKkiRj3aYyZZVstJBBJkiRJkiRpocZJdn0DODDJloMbkmwFHNS2kSRJkiRJkiZinJpd64CPAWcneRvwnXZ9r0D9PYCnLG54kiRJkiRJ0uhGTnZV1YlJDgX+CTiam6YtBrgKOLSqPrH4IUqSJEmSJEmjGWdkF1X19iQfAB4J3I0m0fUD4HNVdfkSxCdJkiRJkiSNbKxkF0BV/Qb48BLEIkmSJEmSJC3IrAXqk9wqyeuT/NUc7Z6X5B+TzPa0RkmSJEmSJGlJzfU0xgOAvwX+e452ZwIvA565GEFJkiRJkiRJ8zFXsuvPgJOr6muzNWq3fwaTXZIkSZIkSZqguZJd9wdOHvFYpwC7LywcSZIkSZIkaf7mSnZtC/xyxGP9qm0vSZIkSZIkTcRcya4rge1GPNbtgemFhSNJkiRJkiTN31zJrnOBR414rEe27SVJkiRJkqSJmCvZ9TFgnyRPnK1RkifQJLs+uliBSZIkSZIkSePaeI7t7wKeB5yQZB2wvqou7G1MshNwMHAY8P22vSRJ0i1S1mbSIUiSJN3izZrsqqprkuwH/AdwOPDyJFcCVwC3AW4LBPge8LiqunaJ45UkSZIkSZJmNNc0RqrqAuB+wIuA04AbgDsBvwNObdfvVlU/WMI4JUmSJEmSpDnNNY0RgHbE1tHtS5Ik6RbF6YmSJEkbjjlHdkmSJEmSJEkbCpNdkiRJkiRJ6gyTXZIkSZIkSeoMk12SJEmSJEnqDJNdkiRJkiRJ6gyTXZIkSZIkSeqMiSa7kuyc5DVJzkjyqyRXJjknySuTbDmk/T2TnJjksiRXJTk1ycNnOPbWSY5OcnGSa5Ocm+R5SXx2uCRJkiRJUkdtPOHzPwf4a+CTwL8BvwXWAK8D/izJnlV1DUCSuwNfAW4A3gBcDqwFPpNk36o6uXfQJJsCnwN2BY4GzgP2Bd4OrAKOWI6LkyRJkiRJ0vKadLLrI8CRVXV537p3JjkfeCXwXOCf2/VHArcD7l9V5wAkeR9wLnBMkntVVbVtDwb2AF5YVUe369Yn+SjwiiTHV9VFS3plkiRpRctaB3tLkiR10USnMVbVWQOJrp5/b5f3AWinND4BmOolutr9p4HjgJ1pkls9zwKuBtYPHPctwCbA0xflAiRJkiRJkrSirNQC9Tu2y1+0y12AzYDTh7Q9o13uAZBkI2A34OtVde1A2zOBG7l5YkySJEmSJEkdMelpjL8nya2AV9HU5vpAu3r7dnnxkF1663Zol9sAtx7WtqquS3JJX9vBcx8CHAKwatUqpqam5nEF45uenl62c0nLxX6trrFPd8+6vdZNOoSJ2nGrHW/x92C+/C5YmfyeVtfYp9VF09PTy3KeFZfsoplquCfwiqr6Xrtui3Z53ZD21w60ma1tr/0WwzZU1bHAsQC77757rV69evSoF2BqaorlOpe0XOzX6hr7dPesWbtm0iFM1Lq91nHYaYdNOowNUh1YczfSsvN7Wl1jn1YXLVcCd0VNY0zyWuBQ4NiqOrJv09XtcrMhu20+0Ga2tr32V8+wTZIk/f/27jxMlqq+//j7A8guKuDCouIe4oYKCGjMxRB3TVww7oBsJopoXKJGWdQYjSCKRiOIIKgIiBvRxOUnqIgEcEdRBAUUEAVZBUTg+/vjVEPT9Nw7c+/M7Zma9+t56qnpU6eqTtWcqen+9lkkSZKkBWzeBLuS7Ae8GTgceNnI5ou69bjuh4O0QbfFy4HrxuVNsgawAeO7Q0qSJEmSJGmBmxfBriT7AvsCRwK7VdVo2/Af07olbjtm92269RkAVXUz8D3gEV1wa9jWtGs+Y5aKLkmSJEmSpHlk4sGuJPsA+wFHAbt0warbqKprgBOAJUkePrTvusBuwC9oMy0OHE0bl2uPkUO9ijbw/bGzeAmSJEmSJEmaJyY6QH2SlwP7AxcAXwNekGQ4yyVV9dXu5zcCfwN8JclBwFXA7rTuik8daQ12KLAL8J4kmwFnAU8Bngm8vap+NVfXJEmSJEmSpMmZ9GyMW3XrewEfG7P9G8BXAarqnCSPAd4JvAFYndZd8UlV9bXhnarqhiQ7AG8Hnk8bp+tcYC/gP+fgOiRJkiRJkjQPTDTYVVU7AzvPIP9ZwN9NM+8VtJkdX7E8ZZMkSZIkSdLCM+mWXZIkSdKCkt2z7ExAHTo655IkSVoZJj5AvSRJkiRJkjRbDHZJkiRJkiSpNwx2SZIkSZIkqTcMdkmSJEmSJKk3DHZJkiRJkiSpNwx2SZIkSZIkqTcMdkmSJEmSJKk3DHZJkiRJkiSpNwx2SZIkSZIkqTcMdkmSJEmSJKk3DHZJkiRJkiSpNwx2SZIkSZIkqTcMdkmSJEmSJKk3DHZJkiRJkiSpNwx2SZIkSZIkqTcMdkmSJEmSJKk3DHZJkiRJkiSpNwx2SZIkSZIkqTcMdkmSJEmSJKk3DHZJkiRJkiSpNwx2SZIkSZIkqTcMdkmSJEmSJKk3DHZJkiRJkiSpNwx2SZIkSZIkqTcMdkmSJEmSJKk3DHZJkiRJkiSpNwx2SZIkSZIkqTcMdkmSJEmSJKk3DHZJkiRJkiSpNwx2SZIkSZIkqTcMdkmSJEmSJKk3DHZJkiRJkiSpNwx2SZIkSZIkqTcMdkmSJEmSJKk3Vpt0ASRJkmZTds+kiyAB06+LdWjNcUkkSVpcbNklSZIkSZKk3jDYJUmSJEmSpN4w2CVJkiRJkqTeMNglSZIkSZKk3jDYJUmSJEmSpN4w2CVJkiRJkqTeMNglSZIkSZKk3lht0gWQJEmajuyeSRdBkiRJC4AtuyRJkiRJktQbBrskSZIkSZLUGwa7JEmSJEmS1BsGuyRJkiRJktQbBrskSZIkSZLUGwa7JEmSJEmS1BsGuyRJkiRJktQbBrskSZIkSZLUGwa7JEmSJEmS1BsGuyRJkiRJktQbq026AJIkSdJilt0zrXx1aM1xSSRJ6gdbdkmSJEmSJKk3JhrsSvLGJMcl+WWSSnLeMvI/OsnXklyd5Kok/5tkiynybpzkyCS/T3JdkjOS7DgnFyJJkiRJkqR5YdItu94BPB44F7h8aRmTbAN8A7gPsA+wL/AA4FtJHjqSd33gZOBZwIeAvYFrgGOT7DLL1yBJkiRJkqR5YtJjdt2vqn4JkORMYN2l5D0YuAF4XFVd2O1zLHAWcCDwhKG8b6AFxZ5RVSd0eQ8DvgMckOS4qrpmti9GkiRJkiRJkzXRll2DQNeyJLk/sBVw3CDQ1e1/IXAcsEOSewzt8gLg3EGgq8t7E/B+YH3gKbNQfEmSJEmSJM0zk+7GOF1bdevvjNl2KhDgUQBJNgI26dLH5R0+niRJkiRJknpkoQS7Nu7WF47ZNkjbZDnySpIkSZIkqUcmPWbXdK3drf80Ztv1I3lmkvc2kuwB7AFw97vfnZNOOmnGBV0e11xzzUo7l7SyWK/VN9bpyTvgsQdMugi9sum6m3pPFxifQUvnc1p9Y51WH11zzcoZPn2hBLuu7dZrjNm25kiemeS9jao6BDgEYMstt6wlS5bMuKDL46STTmJlnUtaWazX6hvr9ORtv/v2ky5Crxzw2AN47cmvnXQxNAO1U026CPOaz2n1jXVafbSyArgLpRvjRd16XPfDQdqFy5FXkiRJkiRJPbJQgl2nd+ttx2zbBijguwBVdTEtmLXNFHkBzpjtAkqSJEmSJGnyFkSwq6rOoQWodkwyGICe7ucdga9X1W+HdjkauF+Spw/lXRXYC7gC+NJKKbgkSZIkSZJWqomO2ZXkxcC9u5d3BVZP8ubu9flVddRQ9r2BE4FvJXl/l7YXLWD3mpFDv5MWBPtkkvfQWno9H9gK2K2qrp71i5EkSZIkSdLETXqA+l2Bvx5Je1u3/gZwS7Crqk5JsgR4e7cUcAqwY1X9cPgAVXVZksfQgl4vB9YFfgo8r6qOmYPrkCRJkiRJ0jww0WBXVS2ZYf7vAH8zzbwXAi9ejmJJkiRJkiRpgZp0yy5JktRT2T3TyleH1hyXRJIkSYvJghigXpIkSZIkSZoOW3ZJkqSJmm4LMEmSJGk6bNklSZIkSZKk3jDYJUmSJEmSpN4w2CVJkiRJkqTeMNglSZIkSZKk3jDYJUmSJEmSpN4w2CVJkiRJkqTeMNglSZIkSZKk3jDYJUmSJEmSpN4w2CVJkiRJkqTeMNglSZIkSZKk3jDYJUmSJEmSpN4w2CVJkiRJkqTeWG3SBZAkSfNDds+08tWhNcclkSRJkpafLbskSZIkSZLUGwa7JEmSJEmS1Bt2Y5QkSZIWALsaS5I0PbbskiRJkiRJUm/YskuSJEnqEVuASZIWO1t2SZIkSZIkqTds2SVJkmZkuq1GJEmSpEmwZZckSZIkSZJ6w2CXJEmSJEmSesNglyRJkiRJknrDYJckSZIkSZJ6w2CXJEmSJEmSesNglyRJkiRJknrDYJckSZIkSZJ6w2CXJEmSJEmSesNglyRJkiRJknpjtUkXQJIkzZ3snkkXQZIkSVqpDHZJkiRJi9B0g+F1aM1xSSRJml12Y5QkSZIkSVJv2LJLkqR5xJYWkuabmXSH9tkkSZoPbNklSZIkSZKk3rBllyRJC5ADz0uSJEnj2bJLkiRJkiRJvWGwS5IkSZIkSb1hsEuSJEmSJEm9YbBLkiRJkiRJvWGwS5IkSZIkSb1hsEuSJEmSJEm9YbBLkiRJkiRJvbHapAsgSZIkqR+ye6aVrw6tOS6JJGkxs2WXJEmSJEmSesOWXZIkSZJWKluASZLmki27JEmSJEmS1BsGuyRJkiRJktQbBrskSZIkSZLUG47ZJUmSJGlBy+7hgMcewPa7b7/UfI4BJkmLg8EuSZJWgukOxixJkiRpxRjskiRpBRjEkiRJkuYXg12SpEVleYNT0+keI0nqh+n+r7BbpCTNTwa7JEmSJM1Ltp6VJC0Pg12SpFkz2x9K/MZckjSfzeT/nv/TJGnl6W2wK8kqwN7AnsBmwO+BY4F9quqPEyyaJEmSpAmwpZgkLQ69DXYBBwGvBD4LHAhs3r1+RJIdqurmSRZOkjR7/PAiSZIkaaCXwa4kDwb2Aj5TVc8eSv8VcDDwPOCTEyqepKWYi+4ADjK7cBnEkiRJkjRTvQx2Ac8HArx3JP1Q4J3AizDYJWmBMRAoSVL/+b9ZklZcX4NdWwE3A6cNJ1bV9Ul+0G2XJvZmYpJBi9k+73TNRQudSbX6me1606d7I0mSxpvt/819eu9n4E7SbOtrsGtj4NKq+tOYbRcC2yVZvapuWMnlmoj5/o8QFkYZJ2W+By2mKt8Bjz2A7XfffiWXZsXM9zehkiRJc2WS71sWwhfQ0+HnJC0PW3POjVT174YlORe4Q1Xda8y2I4EXA3epqitGtu0B7NG9fBDw87kua2dD4NKVdC5pZbFeq2+s0+ob67T6xjqtvrFOq482BNapqrvO5Un62rLrWuBuU2xbcyjPbVTVIcAhc1WoqSQ5o6q2XNnnleaS9Vp9Y51W31in1TfWafWNdVp91NXrzeb6PKvM9QkmV7R4HAAAG/JJREFU5CJgwyRrjNm2Ca2L46LowihJkiRJkrSY9DXYdTrt2rYeTkyyJrAFcMYkCiVJkiRJkqS51ddg1zFAAa8aSd8dWBv4xEov0dKt9K6T0kpgvVbfWKfVN9Zp9Y11Wn1jnVYfrZR63csB6gGSvB94BfBZ4EvA5sArgW8Dj6+qmydYPEmSJEmSJM2BPge7VqW17NoD2Iw2i8UxwD5Vdc0EiyZJkiRJkqQ50ttglyRJkiRJkhafvo7ZtdIleU2Sk5JcnORP3frEJM+cIv8qSV6d5GdJrk/y6yQHJllnTN5XJ/lVkiuTfCnJfcbkuVeSq5PsOBfXp8UlzYuSfCrJOUmuTXJBki8kefQU+1inNe8l2TrJwUm+neSaJJVk56XkXyPJW7v6+qck5yZ5c5I7jORbLck7kvwmyR+6v527jjnelkluSLLNHFyeFrnpPod9Bmu+SfLGJMcl+WX3XD5vGfkfneRrXR29Ksn/JtliTL5HJTm5e96fleQfpjje55N8cZYuRyLJA7v3D6cm+X1XV3+Q5F+neG/8oCSfS3J5kj8m+VaSx4/Jd7+uvl/V/b3sPcX5D07ywySrzcX1afHp6ugnumfpld3nw58leU+SjabIP9E6bcuuWZLkGOA64Ke0LpPrAzvSZoTcp6reNpL/fbQxxD4L/A9tTLG9gG8BOwzGFOveZB4LfBD4CfBq4I/AI4fHHUvy38DNVfWMObxMLRJpM5deB/wA+CLwK2Aj4GXAxsBLqurjI/tYpzXvJdkPeAvwM+AKYDtgl6o6Yor8nwP+Dvgo8B1gW+ClwMeqauehfK8D3gG8G/gd8Abg9Kp6+lCe1WizAX+zql45y5cmTes57DNY81GSAv4AfA94FHBVVW02Rd5tgJOAC4EPdMmvAO4GbFdVP+7y3RE4G/gNcBiwhPbefJuqOn3oeDsChwMPrqrzZ/nStEgleSfwcuALwKnAn4HtgecCP6LVw+u6vPcDTgNuBN4LXEmbWO0hwJOr6mtdvlVo783XAg4CHgz8E/Ccqjp+6NyPpj33HzNc16UVkeRvgH+l1eff0OrrQ4FdgKuALarqd13e+VGnq8pljhZgNeCHwNXAqkPpDwZuBo4fyb8XbRbJFwylHQ2cNPR6+y7PA4bSntdVsHtO+ppd+rF0dfevx6TfnRbMvQRYZSjdOu2yIJauDq/T/fycru7tPEXep3TbDxxJP7BL324o7TvAEUOvdwFuAtYcSnsDcAFwx0nfB5f+LdN9DvsMdpmPC3DfoZ/PBM5bSt7Tuvq5yVDaJl3aV4bSntjV7c2616vQvrz7t6E8dwYuBvae9D1w6dcCbAncaUz627t6+YqhtGO79wxbDKWtC5wP/JxbG6g8qNt3yVC+bwCfGHp9B1ow7aBJ3wOXxbHQvkQo4PVDafOiTtuNcQ5V1Y20b53Wof2SBp4PhBblHHYocC3woqG0tWjfdA0Mfl4HIMlduuO8qap+PWuF16JWVTdW1TfGpF9CewDdrVsGrNNaEKrqkqr64zSzv6Bbj9brwetl1etVgDUBktwf2Ad4eVVdPaNCS9Mz3eewz2DNO1X1y+nk656lWwHHVdWFQ/tfCBwH7JDkHl3yWt36D12em2kteoe7kL0b+DXw/hW6AGlEVZ1RVVeO2XRMt34IQNel8Rm0LyF+MLT/NcBHgAfS6jyM1Omhn4fr9OuBOwFvXtFrkKZp0CL2LjC/6rTBrlmWZP0kd02yeZJ9gCcBJ1bV9UPZtqJ9+3ra8L5dnh9w6y8fWmuBJyV5cjemxj60CvDzbvuBtG+pPjgnFyTd3qbADbQ3jAPWafXRVsCFox/4u9cXcft6/fwkj0nyIOB1wFlVNfg7+TBwQlWdsBLKrcVpus9hn8FayIbr8ahTaQHfR3Wvv0vrOva2JPdOshPwcOAUgCR/DewE7FZDXXilObZpt76kWz8MWIOp6zTcWu9/TntevyXJfZI8lfZZc1CnH0gLCPzjDL7Yk2YkyZpJNkyyaZIn0N7jAnypW8+bOu2AdbPvbGCD7ucbgeNp/U6HbQxcWlV/GrP/hcB2SVavqhuAg2ldDAaV50pgp6q6Lsn2wAuBR/lPWitDkqfQxqE7aiSAa51WH21MG4dxnAu59Q0rwL60D1gnd68vpnWTJMkuwCNp4ydJc2Vaz2F8Bmth27hbXzhm2yBtE2hfTCR5Ja2l4mCcxCOA45KsARwCHFBVP5q74kq3SrIq7QuGG4FPdskzqdPXJdkV+Bjdewzgy8DBSUILOny2qr50uyNJs2c3btsa9jzgRVX1re71vKnTtuyafc+ijRHwUuCrtKZ5643kWRsY92YU4PqhPFTVdVX1JOD+wKNp42d8vhtA/BDgP6rqzCSPS3JKkovSZsy71+xelha7JA8AjqI9pF4zstk6rT5aVr1ee/Ci2oCc2wB/SRun475VdUqSuwEHAK+tqt8meXaS76XN2vjxJOvP8TVo8ZjWc9hnsBa4wXN3XF2/fiQPVfVftAl2tgXuVVW7VBsE5i20z0Fv7XplHNk9l78fZyDV3Hkv7b3CPlU1aE070zr9OdqXbY+mjbX4pO4L6F1pLWpelWStbua685L8JMkr5uJitGh9Dvhb4JnAW2m9fYZnIJ83ddqWXTPQReNHp5K/brg/dlV9c2jb4UmOBk5O8pdVdXmXfi23He9o2JpDeW5RVecC5w4l7UvrrvD2JPcGvkLrevAZYH/gi0m2qKqbpn2BWnSmU6e7fPcB/h9tAMEnV9XvR/axTmvemG69noZrac2wx1mT29fpm4GzRvK9jzao5ke7mWSOo7UwOI02i9jHaQPhSytqRs9hn8FaoAZ1eNyzear3G5dza9cZkjyE1tX8SVV1fZLP0nplPIvWev2YJBdU1f/NduG1eCV5G23W0EOq6t+HNi1Pnb6aoS7r3Th17wZeXVW/S/Ih4AnAS2gtaD6a5HdVdeysXIwWtar6DW02RoDPJTkeOD3JWl3dnjd12pZdM3NPWteU4eV9y9jnY8A9aP9ABy4CNuyaUI/ahNYN4YapDpjkYbSWNXt03RVeSJvq/s1V9V3gVbRBD7eezkVpUVtmnU6yGXAibQaNv61uSu8R1mnNJ8vzrB7nIrpm1mNswvjm2bfouv3+Pa1eF+0bqlOq6gNVdRrwJuDJSTZajrJJo5b7OewzWAvIRd163LN5kDbls7mb5v5Q4ONVdWKSjWnjw7ypqk6rqg/Qxop56SyWWYtckv1o4w4dDrxsZPMK1enOwcD3quqIro7vDPx7VX2zqo6mDauz63IUXVqmriv497l16KZ5U6dt2TUzv6U12Rt20biMQwYzDAx3VTmdFpncGhj0baXrQrAFMNw67Da6X/ZHaFPcD2bL25Q2iHJ1rweDKd+T8QPDSQNLrdPdt/sn0mbA2KGqvj/FcazTmk+W51k9zunAC5Pcc3iQ+iT3pI1H8IWpdkyyLvAh4G1V9YsueVNurctw23p98XKUTxq2XM9hn8FaYE7v1tvS6u2wbWgt0L+7lP1fDtyHW1vUDsZeHH0233PFiik1SfaltZw9kjYZQo1k+TGtu9e2Y3bfplufsZTjPx14Gq27F8CGtNYzo3X6kTMuvDR9a3FrvGPe1Glbds1AVV1fVV8bWX6aZJ3ug81tdF1pXt69PHVo0zG0f8avGtlld1r/1U8spRivpP0Dfv1Q2kXAA4a+zX3oULo0panqNNwS6DqJNo3sE7pv96dinda8sbR6PUNHd+vRej14vbR6/XbawN/vHkq7iG6q8Y71WrNpeZ/DPoO1YFTVObQPSTt2rbIA6H7eEfh6Vf123L7dFxX/Buw9NLTIoE4/dCjrQ7CuaxYk2QfYjzbm7S7jJv6oqmuAE4AlSR4+tO+6tIHAf8HILLtDee5Imzl3/+5vA+Ay2qzpw3X6oVintYK6roXj0renPTdPhflVp3P74LJmKskWwDeAT3Pr9JmbAM8HHgR8rKp2Htnn/bR+25+lzYi0Oe0N57eBx497GHbBh58AO1fVp4fSH9Clf6U71itorfYeXFV/ns1r1eLQPWh+SPv28/2MfyB9taouGdrHOq15r6tzL+5ePhh4Hm1MokGrxaOq6vyh/CfQvl06jNaiZVtas+mPV9XgOKPn2Jo2K+NfDY/5kmQJraXkUbTWCW8Azq6q7Wfr+rS4zfQ57DNY80WSFwP37l7uBaxOGzMO4PyqOmoo73a0Z+lvuHVGsL2AuwOPqaofTnGOE2iffZ42kn4i8EDgXbRZdV8CLBlq6SjNWJKX08bmvIA2IcLo++BLquqrXd77095r/xk4CLiK9kXFQ4GnVtWXpzjH+4G/ArasqhuH0o+gDR7+dlpL9L1pwbaPzdb1afHpxjfcCPg6cD6ttdWjaO+lr6U9N3/Q5Z0fdbqqXFZwoTWt+09acOAP3S/1UtpsjC+kCyqO7LMqbXyMn9Oa+V0IvAdYdynn+RLw+Sm2PRU4E7ia9gbgQZO+Ly4LdwE2o7UQWNqyZGQf67TLvF+AJTOs12t2/1jP6+r1L2lvWu8wxfFX6/4XvG+K7S+lfaN1JfB5YKNJ3xOX/iwzfQ77DHaZLwutJflUz+WTxuTfljZxzjVdHf0y8MilHP+5Xb57jdm2EW12sSuAc4CXTvp+uCz8BThiGe83ThrJv3n3vuAKWuDgZNoQIlMdfxtaa5ctx2xbrzv/ZbRg2xsZ83nUxWUmS/cc/SKtC+H1wHXAz2hfOox7tk68TtuyS5IkSZIkSb3hmF2SJEmSJEnqDYNdkiRJkiRJ6g2DXZIkSZIkSeoNg12SJEmSJEnqDYNdkiRJkiRJ6g2DXZIkSZIkSeoNg12SJEmSJEnqDYNdkiRJE5TkiCQ16XKsbEl2TlJJlky6LJIkqV8MdkmSNI8lWdIFBIaXa5J8N8neSVaddBnnQnfd+yW586TLsjzSPCvJCUkuTnJDkiuSnJLkjUnWn3QZ+yzJnkk+keRnSW5aWjCxq2ejf2OD5bXTPN/oMW5I8vskpyY5KMnDZu/qJEnSsqw26QJIkqRpORr4EhBgY2Bn4L3Ag4E9JlesObME2Bc4ArhioiWZoSRrA8cATwN+ChwCnA+sC2wD7AM8E9h6UmWcJ44CPgXcMAfHfiOwAfB9YB1g02ns82rg0pG0787wvPsAvwJWBe4CbAHsCuyd5D3A66pq0bXikyRpZTPYJUnSwvC9qvr44EWSDwFnAbsleUtVXbKiJ+haia1RVdeu6LEWuf+iBboOAP6lqm4e2nZwko2AvSZSsnmkqm4Cbpqjwy8BLqiqm5P8N9MLdn2uqs5bwfP+T1WdMZyQ5J+B44DXAL8H3rWC55AkSctgN0ZJkhagqroK+A6tpdd9B+lJ7pTkXUnOSfKnrivV0UnuO7z/0HhJOyR5S5JzgeuB5w7leUSS45Jc0h3r192x7jdyrB2SfKXrpnd9kh8ledlomZOcl+SkJH+R5ItJrk5yZZJPJ7nHUL4jaK26AH411DVsv277xkkOTPKDJJd35/xpkn8Z160zyWZJjk9yVXe+zye5z6A8Y/JP63rG6bqrvRg4FXj9SKALgKq6uKreNGbfOyX5UJLfdef9dpJHj+RZJcm/Jvlmkt923eUu6PbbYMx1V9fF7mlJTu+Oe3GSdye53ZeeSZ6d5IddvguS7Nvdj0qy80jeNZK8KclPuvxXpHXbfMQ079XtxuwaSnt8ktcmObere2cn2Wk6xwWoqvPG3ftplGm9cfdlRVTVH4AdgauANyZZZ+h8W6eN2XZ2kmu7v4lvJ3nmSLkO7u7LA8aUeaMkNyY5bCjtqUm+keTSJNd1v8vPJHngbF6bJEnzlS27JElagJIEuH/38tIu7U7AKcC9gI8CPwE2Av4J+L8kW1bV+SOHOgC4A3Ao7cP4z7tjPQ04Hvgj8BHgHOAewBOBhwDndvn2oLVkOhX4ty7/3wIfSnK/qnrdyPk2AU4CPgu8Dng4sCewHvCELs+Hu9fP5LZdy37UrR8GPKs7xrld+Z8MvJMW+Ntz6D5tAHwLuHtXzrOAvwJOpHVvG72vM72eUc/u1ocuR3e1L9Na/ryV1gXvn4EvJdmsqq7u8qxOu2/HA5/vyrcVravcY5M8qqpGuwU+hVYH/otWL/4OeC1wOfCOoWv/B1p32XOB/YEbgZ2Ap48WNMkdgP8FtqN1R/wAcCdgd+DbSR432sJpht4BrEWrC38C/hE4Isk5VfXtFTju0vwIuCNwU5LTgLdV1f/MxoGr6g9JPku7n4+l/a6h1fG/AI6ldXXdoMvzmSQvrKpPdvk+TGsN+FJaF81hO9G6TR4GkOSvgS8APwb+ndYNeGNgB9oz4+zZuCZJkua1qnJxcXFxcXGZpwutO1bRxgLaELgrLdhzaJf+naG87wOuAx4+cox70wJZRwyl7dzt/3Ng7ZH8a9OCLr8DNhlTplW69Ua01mCfHJPnfbQuavcbSjuvO+dzR/L+Z5f+F0Np+3Vpm4059lpAxqQf1Z1zo6G0/+iO88KRvIP0k4bSZnQ9U/y+ju+O+8gZ/I6P6Pb54Ej6jl36nkNpAdYac4xdR+8tsFmX9sfh+9gd40zg4qG01YALgUuAuwylrwv8sjvOzkPpr+7SnjhSjvWAC4bv61Kue1AHl4xJ+z6w+lD6JrSg19HL8Tf030AtZfuraMGknYBn0IKJFwI3D1/zMs4xqK9bLiXPP3d59hpKW2dMvrVpf5c/HUk/BbgIWG0k/ezhvMB7uvPcbab3ysXFxcXFpS+L3RglSVoY9ufWANQPaS08vgD8PdzS0uuFwDeBC5NsOFhowY5TubXl1LAP1e3H6HoiLbB2YFVdOLpD3do97DnAGsBhw+frznkCbbiEvxnZ/aKqOnYk7evd+v5MQ1VdV1UtapOsnmT97pxf7s655VD2pwMX01osDTtgzKGX53pGrdetr5rOtYw4aOT14L7c0nWtmuugjbGW5M5d+QZ5H83t3WYsqu7enQjcI8m6XfKjaK1/jqiqy4fyXkNrETbqRcDPgO+O3KfVga/SWpmtNZ2LnsIHa6iFWlcPz2boXsyWqnpvVe1ZVR+rqi9U1btpAeVLgIOG7tGKGtSJQR2hqv44+DnJ2l1LxLVpv8/Nk6w3tP8htIDsk4f2eRztnhw2lO/Kbv3s2e6SKUnSQuE/QEmSFoZDaINcD1rqnF1tLKCBu9K6QD2BFhQbZ9wYRuO6NA0CCt9fRpk279ZfW0qeu4+8/uWYPJd16w3GbLud7gP8G4CX0AJkGclyl6Gf7wOcViPjN1XV75KMzvK4PNczahDQuOMy8o1zm3tTVZe1GCajY3E9lzbY+SNoXTiH3YXbW9Y9v4Z2n6DrxjpiXNrmtBZ2U9U1aAHTXy9l+9JMVeZ7L+fxZqS79/9Fa7G1HfCVWTjs7QKhSe4GvJ3WtfRuY/a581D+Y2gzsO5KC77S/XwDcOTQPh/ojvdB4F1JTqZ1OT26qpb2+5IkqTcMdkmStDD8oqqWFoQZBHy+xsxmexs38+LgWMsac2qQ7yW01lPjjAYtljb73mjQairvoY1fdAxtXK3fAX8GHkm79uVtub481zPqTNp4Yo9g2cHC26g2O+HSykWSZ9Gu+zRgb1ow6XramE3/y/hrn849n+69H97vx7SueVNZkcDKMu/FSnBet95wlo73sG49GBcvtCDa5sDBwOm0Vlk3AbsAL2Do91lV1yX5OLBn2oQO19JaI35hOIjVBeq2oo1N97fA42itBvdP8pSq+s4sXY8kSfOWwS5Jkvrh97SBqNdbRlBsOgYteR5B65I2lV9060tn4ZyjlhZoezHwzap63nBiknHdIM8D7p9kleHWXV2LmjuP5J2N6zmeNr7arkkOH3S3nEUvpgW3th/ufprkL1bwuL/q1g8as21c2i9orQm/PtpqrkcGLRwvWdEDJVmfNhj9lcDJXfLDaBM0vLWq9h3Jv9sUhzoEeDktIHslrcvjYaOZusDpSd0ymCX0u8Cbgaeu0MVIkrQAOGaXJEk90AUcPgFsneQ54/J0AZ7p+AptBsTXJNlozHEGrWuOpQ0avv+48ZmS3CnJGtM856hruvX6Y7bdxEgLnyTr0AZNH3UCbZyj54+kv3ZM3hW+nqr6EW2g/O2Afx+6V8PHuUeSd9xu5+m5iRYIvOU9XHeONy/n8QbOoLVm2znJLV0hu/GqXjYm/5G02TnHtuxKsqzunvNCktW6WUxH0+9JmwHyMtrA8CtyjvVpXZDXA/5tKEg5aL02WpcfQguM3U5Xv06jjdm3K20ygNt0sezGThv1M9rkFeP+niRJ6h1bdkmS1B//CjwGODbJsbRB6W+gjXP0FFrLjp2XdZCqujbJrsCngTOTfAQ4h9aS54m0boSfr6rfJPlH4CPAWUmOAs7v8j2UNnj+X3Jrd7CZOLVbvyvJJ2itmc6sqjO7cu2Z5Bhat8270z78XzbmOO+idQc7PMnWtA/9j6Xdp0sZakE2i9fzMtrYWf8CPDXJ8d1x1gW2pnVz/PG078RtfRp4NvD1JEfSxuz6e1oLn+VWVTcmeS0tYHpaksOAG2n15TLamF7DrdTeR+si9+4kj6cNqH4VcC/aIP7XA9uvSJlWRJKn01pNQTfxQZJBQPCKqvpA9/O6wK+SfA44C7ic1pJtt27b8wcTAkzTk7tWdqvQ6sAjaIGrOwLv7ga/HzgL+Anw+iSDGRgfCOxJ6w77yCnOcQitjgLsP6Zl3aFJNqUFwc6nja32D10ZjkSSpEXAYJckST1RVVcmeQxt8PLn0gapvhH4Da3r1EeWsvvosb6Q5LHAm2gtSO5I6851MkOBmqo6PMnZtJZSe9K6Bl5K++D+FuC3y3kt307yL7TA0aG09yz704IA/wxcPXSNv6YFAE5nZHD5qrq0u44DaQGxwUyE23f5rxvJv8LX0wULn0ELau3SXcMGtIkFfgK8FfjwjG7Ircf+VJI70lqxHUALzpxAG7B/XLBvJsf+ZJIbaa3E9qf9vg8DfgR8hqF7VVV/TvJU4J9oXSv37zZdRGt59LEVKcsseDaw00ja27r1+bRB3KFd0/G0WSz/nhbgupRWj/6jqk6b4Xnf2q3/TAv+/RL4KHB41yrrFlV1U3cPD+jKug6tfu9EC9RNFez6FC3gvC5w+JjtR9GClDvRArVXAT8FnlNVx8/weiRJWpAy+0NJSJIkzW9JNqAFNT5cVeO66amT5DW0gMy2VXXqsvJrbnVdaS8GTq+qJ066PJIkzUeO2SVJknpt3PhbtC6GsPQB+BeVJKsnWXUkbV3agOiXAd+bSME06oW0LpLL1TpQkqTFwG6MkiSp7/4nyfm0QdhXpY0p9TTawOOfm2TB5pn70u7Vp2izM25E6wp3H+Afq+qGSRZusevGIbs3sB+tW+LnJ1ogSZLmMbsxSpKkXuu64b0E2Iw2WPdvaGNQ7V9VV0+waPNK17XzA7TB++9GG+/tx8BBVXXsJMsmSHIesDFtoondquonky2RJEnzl8EuSZIkSZIk9YZjdkmSJEmSJKk3DHZJkiRJkiSpNwx2SZIkSZIkqTcMdkmSJEmSJKk3DHZJkiRJkiSpNwx2SZIkSZIkqTf+PysXsGkptdSBAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df.perc_change_15day.hist(bins=100,  color = 'darkgreen')\n",
    "size = plt.gcf()\n",
    "size.set_size_inches(20,8)\n",
    "\n",
    "vals = ax.get_xticks()\n",
    "ax.set_xticklabels(['{:,.0%}'.format(x) for x in vals])\n",
    "\n",
    "plt.xlabel('Percentage Change in 15 Days')\n",
    "plt.ylabel('Count of Days')\n",
    "\n",
    "plt.title('15 Day Percentage Change Histogram')\n",
    "plt.savefig(fname = 'perc_change_15_day_histogram.jpeg', bbox_inches = 'tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Probability of profits for 15 days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6263797680592427"
      ]
     },
     "execution_count": 191,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df[df.perc_change_15day > 0])/len(df[df.perc_change_15day.notna()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df.perc_change_30day.hist(bins=100,  color = 'darkgreen')\n",
    "size = plt.gcf()\n",
    "size.set_size_inches(20,8)\n",
    "\n",
    "vals = ax.get_xticks()\n",
    "ax.set_xticklabels(['{:,.0%}'.format(x) for x in vals])\n",
    "\n",
    "plt.xlabel('Percentage Change in 30 Days')\n",
    "plt.ylabel('Count of Days')\n",
    "\n",
    "plt.title('30 Day Percentage Change Histogram')\n",
    "plt.savefig(fname = 'perc_change_30_day_histogram.jpeg', bbox_inches = 'tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Probability of profits for 30 days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6482777933352002"
      ]
     },
     "execution_count": 193,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df[df.perc_change_30day > 0])/len(df[df.perc_change_30day.notna()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df.perc_change_60day.hist(bins=100,  color = 'darkgreen')\n",
    "size = plt.gcf()\n",
    "size.set_size_inches(20,8)\n",
    "\n",
    "vals = ax.get_xticks()\n",
    "ax.set_xticklabels(['{:,.0%}'.format(x) for x in vals])\n",
    "\n",
    "plt.xlabel('Percentage Change in 60 Days')\n",
    "plt.ylabel('Count of Days')\n",
    "\n",
    "plt.title('60 Day Percentage Change Histogram')\n",
    "plt.savefig(fname = 'perc_change_60_day_histogram.jpeg', bbox_inches = 'tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Probability of profits for 60 days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6943194600674916"
      ]
     },
     "execution_count": 201,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df[df.perc_change_60day > 0])/len(df[df.perc_change_60day.notna()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABKkAAAIGCAYAAACf2dy/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdebgkVX038O8PEUQQNxAXjLjra+IGGI0b4467JK5xQWVQIxr0dTdRor6iCa64RCGuUZG4oMYEFXVQo4YAEjfcUMAVQREYFgE57x9VV3qavkvP3Ds1M/35PE89dW/VqepTdbov9HfOOVWttQAAAADAkLYaugIAAAAAIKQCAAAAYHBCKgAAAAAGJ6QCAAAAYHBCKgAAAAAGJ6QCAAAAYHBCKgA2uqq6Y1W9oKqOrKqfVFXrlz9dwrH3rqpPVNWvquqSqjqnqr5aVc+sqq0XOO62/eudUVUXVdX3q+qVVXXV9aj/qSN1blX1h74ep1bVp6vqpVX1J9Oed2Oqqn3HrmHuOs6sqs9V1aOHriMbV1Vdtar+tm//X1bV7/v39UlVdWhV3Wms/G79++bUgaq82Ri5V22RcnvNd0+XcjwAbO7m/Z95AFhBL0vysGkPqqrnJHl9/+vxSY5NslOSuye5S5JHVNX9W2t/GDvuvkn+Pck2Sb6W5KdJ7prk75I8sKru2Vpbux7X8Zkkv+p/3j7J9ZLsleSBSV5RVW9J8sLW2kXrce6N5YwkR/c/b5vk/yS5T5L7VNW9W2v7D1azTUBV7ZbkJ0lOa63tNmhlVlBV3TPJEUmum+TiJMcl+VmSqya5TZIDkhxQVYe01p4/WEXZIFW1Jsk9k6xqra0ZtjYAcEVCKgCG8LUk30pyQrqw6StJbrTQAVV1vSSvTfKHJA9vrf37yL6bJvmvJPdO8vgk7x3Zd7UkH0gXUO3bWntvv/0qSY5Kcv8kr0n3JXxarxn/oldV2yZ5QpJ/SvLsJDeuqoe31i5bj/NvDN9rre07uqGqnpLkX5KsrqqPtNY+O0jN2Ciq6m5JPpfkykkOTfKy1trvxsrcMcmrk9x849eQ3q2HrgAArDTD/QDY6Fprr22t/X1r7ajW2s+WeNhfpPsS/fXRgKo/3ynpQpUk+fOx456SZOckn5kLqPpjLkqyX7rQa/+quuZ6XMoVtNZ+31o7PMk9klyY5CFJnrwc595YWmvvSrKm//UvB6wKK6wPVT+U7rN1cGvt2eMBVZK01k5srT0gySEbu450Wmvfa619b+h6AMBKElIBsLm4eInlzhr7/aH9+kPjBfuA7CvpvqA/cP2rdkWttW8leVP/6/8d3VdVV6uqp1XVJ6vqlKq6sKrOrarj+jmBth4rf9d+PppvzPd6VbVHX+a7y3QJJ/brK/Rwq6q7V9VH+nmLLu7nBzuyqm4/oewf5y2qqitX1Uuq6jv9NZ80VnaXqnpNVX27qs6vqvOq6rtV9eaqukIPnqq6cVW9rap+1M8z9ruq+mJV7TPpgkbmEtutqh5YVV/uX+PcqvpMVe0xVv6gdEP9kuRGY/N3nTpS7kb9dR1bVT/r53I6qz/ng+e7wVW1VVU9q6q+1df/jKr6175+B/Wvc9A8xy65DRbx+CS7JvllkpcvVri19pUFruXAvm3nruU9VbXLhLJTvf/7Y0bfR0t+rZG6DX2fN1jNMydVVd2iqg6rbp698/vPwQ+q6oNVda++zG79sffsD/vi2Pt5r7Fz3rNvnzP79/NP+3t8iwXqt2d1c/L9rqrWVjdX4D41z9xltcS/DVX1l/1rf7e6OdIurKrvVdUhVbXTPHUZ/aw/oq/L2qr6dVW9b+69UlXbVTc34dzfkB9XN19iLa1VAFhuQioANhdfTXJukjtX1YNGd1Q33O+p6YKsfx07bu7L5AnznHdu+x2WqZ6jPtivb13dcMU5t0vyz0l2T3JaumGHxyf5syRvTPLx0S9JrbX/SnJSkttX1Z3nea1n9Ot/Xqa679iv1wkHq+qlSb6U5BFJTu/r/rMkj0zy31X1kHnOt1Vf9u/TzQn2yVweAKW6Sbm/leSFSa6dbr6vzyb5fbqhmONtfr8k30x33Zck+XS6e3TnJB+tqlcvcG1PSzdH2Xb96/w6yf2SHFtVtxopd1KSj/Y/n59uGOnc8pGRck9I8v+SXKe/hqOS/Lg/56eqar45nN6T5M1JbpGu59oX0/XAOz7JbvNVfgPaYJK5EPfI1tolUxw37v3phgOemW6Os62SPCnJF6rrrTVqqvf/Br5Wsmnc5xXRh2XfSNcr9JIk/5Hk80l+l+SvkjyqL7o23fv2jP73z2Td9/OvRs75rHT36MFJvp/uM3BOunt84lzwNVaPB6QL/B+Yrk0/maSl+5w8a5HLWPBvQ5IPJ3l4krPTtfcXk1wrXfj/P1W18wLnPiDJvyW5qD/2knSf189XNxT880memeQHSb6cLrB9bV8XAIbQWrNYLBaLZdAlyanpvtD86SLl/jLdELqWbmLnI9J9ybg43Zepe42Vv1pftiW5+jznfE6//yPrUd+9Fim3VbqQpSW5z8j2XdP1aKix8tdL94WzJXnM2L79+u3vnfA6V08Xopyf5BpLvIZ9+/OtmbBvu5FrfOXI9of2236S5PZjxzwk3RfA3yW51sj23Uba4CdJdpvwejum68nT0n1B3GZs/02S3Hbs/p3Tt/ujxsreaqTu4++Hue0XJHnAyPYrJ/l4v+/dY8fM1f/UBe7lnkluOWH7n/f1vCTJDcf2PbI/7xlJbj2yfZt0QevcPTto7Lip22CR98FP+/M9fj0+t6Nt+4MkNx/Zd510QV1L8qSx49bn/b++r7Wp3Oc/1n+RcnvN936bdHySd/fbnzeh/LWS3HFs25os8LcrXah/abq/Ww8Y2/fS/thfJ9lxZPv2/f1tSZ474V5dOumasoS/DX25v0pylbFt241c+z9POObUft/5Se4ysv3qSb7T7/t2uhByp5H99+/3rU2y/bSfCYvFYrFs+KInFQCbjdbaR9NNjv7zdMHAo5PcK0ml+9f1H44dcrWRn8+f57RzT/W72jz711vrJks/u//12iPbf9ZaO7a11sbK/zLJC/pfx+eC+kB/rkdV1bXG9j0x3VPYPtQmzCe0VFW1Td8z4+PphvldmOTwkSIv79dPaq2tM1SvtfapdL1jrp5uCNkkL26tnTph++p0T5X7fGvtha21dXpvtdZ+3Fr75sim56QLtl7VWjtyrOz3cvnwyvkmw39ja23uiYZpXQ+iV/W/rprnmHm11v6ntfb9Cdv/O8lb0j2o5qFju5/Zr1/dWjt55JiL0024P9/TJje0DcbNDZc6c4nl53NAa+2Pn7/W2q+TvLX/dZ17up7v//V6rWw69/mPxobZrbOk+zs2jev062PGd7TWfttaO3F8+yKeneRK6cLao8f2vTrJ/6ab4++vR7Y/sq/HSa21148e0N+rf1vC6873tyGttY+0sSekttYuTNe2l2bh98obWmtfGznunCTv7H+9dZL9Wmtnjez/TLoelNsnWWf4LwAbh6f7AbDZqKoD003cfHS6L/3fT9f74ulJnpvkIVV1t9ba3FCRTWFekbk6rPOFvB/OdI8kd09y/XQ9AyqXh2XrzP3SWruwqt6d7jr3TTL6ZfBp/Xp9hvrdc9I8N0l+m+SvW2un9fXdOckdk5zZWvvSPOc6Nl0wdOd0w6vGHTXPcffr1+9aYp0f0K8/Os/+Y/v1fEMjx798J917KeneT1Orqu2S7J3ui+1O6XrqJJc/De8WI2W3HqnbOiFb0oULVfW5dMPMRl9jOdpgPpPeA0t1SZIvTNg+7z2d9v2/Pq+1id7nZOTpoxNcN11vnqU6Pt0Qu3dU1cuSHDse6EzpHv16fNh0Wmutqt6X5HXpesK9vd919359hXvc+1CSxyzyuvP9bUiSVNWt092Xm6YLkOb+of3iJDtV1TVba2dPOHTSk0l/1K9Pa639YJ79t0/3vgRgIxNSAbBZqKp7JnlDun/Jf3hr7dJ+14+SPK+qrppufqJX5vLeDeeNnGL7dEOvxm0/oexy1flKSa7R//rbke3XTfelbPxJhKN2nLDtbel6ET29qt7Qf2m8e5LbJDm+tXb8elTzjFwe2vwh3RCmbyT5RGtt9J7s1q93nifUGjVpjphfL/Dl+U/69aQvjJPM1eXbi8xvPN9cNVd4omRrbW1/rm2uWHxhVXXXdF/QF/pSO9qeOyXZNt0X7F9NLp7TJmzbrV+vbxtMcla64XdLLT/Jr0Y+j6PmeimtM0/UBrz/p32tTek+/1Frbd/59vUTmE8TUv1jkjulC26PTnJxVR2fLsh732iPsyW6Qb/+yTz7fzxWbvTnSfdyoe1z5v3b0AeN70j3lNaF7JjLe62OmvT02PMX2De6f9L8ZgCsMCEVAJuLJ/Trj8zzJfWIdCHVHyf1ba2dW1VnJ7lmkhtmcki1a79e7IvU+rhNLg89vj2y/fB0X9C/nG5Y0beS/K61dmn/9KzvZ0IvsNbaKVV1dLoeO/dKNx/X3ITpbx8vv0TfW+hL84i5ngu/TfKpxc45YduFS3iNpfbmmavLB9P1rJnWZetxzERVtX2Sj6Ub7nRYunY4Jcna1tplVbV/ui/Zk9K0ha53UvkNbYNJTkz3Gdgj3ZDS9THt/Vyv9/96vlayadznFdFaOz/J3tU9mfJB6XpC3SXJXyR5cVU9o7V22Eq89BRlF+vRutDfhgPTBVQ/TxfQfy1dqHVxklTVL9L1nluf98uy/R0AYPkIqQDYXNywX08KmpKuB1DSBVKjTko3T80ds25QNGePkXLL7XH9+juttV8lfww19k7Xa+kh/Rwpo262yDnf0h//jKr63yT7pLv2I5at1pP9tF9fsMRQaxqnpZvw/JaZ/ymM43W5eZKXtdZOWea6TOvu6QKqE1pr+0/YP6k9f5NuYupt0w3v+uWEMn8yYdtKtMG/pxs6+8iqev48AfCyWYb3/zQ2pfu8ovpelMcnSVVdJcn+6Z6UeGhVHTnhPs/n5+mG1N24/3ncjfv1L8aOSbp57CaZdI+X6q/69dNba/8+uqPvPXvdDTg3AJsgE6cDsLmY+4I53xChue2njm3/ZL++wpwoVXWDJHfN5Y9uXzZV9WfpJiFOujlc5lw93X9/z5vni+NjFzn10el66jws3dO2tk33xL8LNqzGC2ut/SJdj5ddq2qhYVrrY27emH2XWH5ueOJfLVhqecxN4j7fP+zNTWL/0/EdVbVNuhBxHf1E7V/vf33UhOOuleS+E45biTZ4f7rA4Qa5fLLwefVDGzfEhr7/l2wTu88bTWvtotbam9MNhd42687vtdj7eW4OrvkmhH9ivz52ZNuX+/UV7nFvQ9p03s9Xf95NYd5BAJaRkAqAzcXH+vVjq+qRozv6QOiV/a8fHjvuXenm3dm7qp4wcsy26YZnbZ3k8Nbab5ajklW1bVU9Nd2Xve2SfCLrTpR8RrqeT9eoqseNHfv4rPvUrCvonxj49r7eB/ab12fC9PUxF2J8qJ8jbB1VddWqemw/yfE0Dk8XQt63ql5dVVceO++Nq+q2I5tel24OsYOq6qlVtdVY+a2q6l5VNc3cPvM5M90X+12qaryXXnL5cK97VdWtRupw5XQ9WW46z3nnnkb3kgnHvSnJDvMct6xt0M8F9Lh0Qe3fVdUbqurqE857u6r6zyTPX8p5F7BB7//1sEnc55VSVX9TVTefsP3P0vVsuizrzr001+tpvnq/OV0vtyePf36q6oXpJhQ/M+sODf1Ikl8nuX1VPWfsmAene/rf+pr7fD2jRiag659CevAGnBeATZSQCoCNrqoeVFVfn1ty+RO5PjCy/W2jx7TWPpnkfen+23VkVZ1UVUdW1ZfSzauzS5KvpptIePS4c9P1Crgkyfuq6r+q6sPpehnsnW4i9heu56W8qKre0y9zdflNutBlx3QhxWP6YGmuPn9I9yj3uev9r6r6YFV9I12vltcu4XXflcvncVnTWtso8+K01j6e7l7dKMmaqvpOVX28X45P90X1g5l/2M985z03ycPThYkvTnJaVX20qj7S35dTsu5cY6el66F0Ubp7fVpVHV1VH66q/0o3Sfbn0w3z3CB9b5xPpwsFv1FVH6iqw6vqNf3+E9P1wtsxyUlV9R/9++uUJE9Kcug85/23dO19nf64/6yqI/rjHtTvSy7v+TJ33LK3QWvt2HSTdf86XfB5RlUd278vP15V3083HPYB2cA5mJbp/T/N620y93mF7J/kB1X1w75uH6iqNen+Jm6T5HWttdFhjh/v1/9UVZ/s38uHV9Utk6S1dlK6J4heOcl/VtWX+3N+K8lrklyQ5LH9Zzb9MWvTvdcvSfL6qvrfvk2/kq4n61v6ouvc4yV6TX/epyU5uaqOqKovpBvaeExWZi5BAIbUWrNYLBaLZaMu6YZ1tUWWNfMc+5h0w8POTHJpujmqvpbuy/WVF3jN26X7F/8z04UbP0zyqiRXXY/6nzpW18uSnNtv/3SSlyS54SLneHSS49L1CPpdki+me5T8bv05T13k+K/05R61gW0w8T4vcuwdk7wn3RPALurb4HvpnnD310m2Hym7pOvpy143ySH9uS7sz/vtdGHfzSaUv366UOOb6Z7udkG6p499NsnfJrn+PO222zyv37r/NbrC9munC8N+mu4L8zrXk25I1d8n+W5f7zPS9ei79ch9fs+E826V5Fn9NV6ULvj4UJKb9K/Xkuy/oW0wRbvukO5zdEx/DRf3789vpgsa9hgrv2DbJtlrvvfYtO//DXytwe/zSP2v8P6a5zqucJ2Tjk/y4HQT85+ULuS9KN37/FNJ9p7nNZ7Rl78gl/8N22tCPT7Vn/PidL2x3pPklgvU/U7pAttz0j0h7+vpelHdrX+Nr07TpiPldk/yn327nZ/uHxYO7Nv11Ez4TM+3fbH3Sr//Pf3+faf9DFksFotlw5dqbZqHcwAAQ6uqG6frCXZmujBsfZ5wxyaqqrZONyfSrZLs2bpJsVlm7vPGUVUvTfcPAm9trR0wdH0A2LQZ7gcAm5+/T/ff8LcLqDZfVfVn1T2JbXTbdknekC44+Y7gZMO5zyuvqq5bVbtO2H7/dD1Lk264NgAsaL4newAAm5Cq+oskT0n3pK67p5t36Y2DVooN9fIk96+qE9NNHH/tdMNSd043fPTJA9ZtS+I+r7w9knyyqr6ZbqjdZen+Vt2m339wa+24geoGwGZESAUAm4dbJHlqujlZvpjkOa21c4atEhvoX9PNZ3X7JHsmqXRPX/tYkn9srf14wLptSdznlfetJO9Mcs9+2SHJ2UmOTvKO1tpRA9YNgM2IOakAAAAAGJw5qQAAAAAYnOF+89hpp53abrvtNnQ1Nhnnn39+tt9++6GrwUakzWePNp892nz2aPPZo81njzafPdp89mzubX7CCSec1VrbedI+IdU8dttttxx/vAe9zFmzZk322muvoavBRqTNZ482nz3afPZo89mjzWePNp892nz2bO5tXlWnzbfPcD8AAAAABiekAgAAAGBwQioAAAAABiekAgAAAGBwQioAAAAABiekAgAAAGBwQioAAAAABiekAgAAAGBwQioAAAAABiekAgAAAGBwQioAAAAABiekAgAAAGBwQioAAAAABiekAgAAAGBwQioAAAAABiekAgAAAGBwQioAAAAABiekAgAAAGBwQioAAAAABrf10BUAAIA5tbqWVK4d1la4JgDAxqYnFQAAAACDE1IBAAAAMDghFQAAAACDE1IBAAAAMDghFQAAAACDE1IBAAAAMDghFQAAAACDE1IBAAAAMDghFQAAAACDE1IBAAAAMDghFQAAAACDE1IBAAAAMDghFQAAAACDE1IBAAAAMDghFQAAAACDE1IBAAAAMDghFQAAAACDE1IBAAAAMDghFQAAAACDE1IBAAAAMDghFQAAAACDE1IBAAAAMDghFQAAAACDE1IBAAAAMDghFQAAAACDE1IBAAAAMDghFQAAAACDE1IBAAAAMDghFQAAAACD23roCgAAsOWr1TV0FQCATZyeVAAAAAAMTkgFAAAAwOCEVAAAAAAMTkgFAAAAwOCEVAAAAAAMTkgFAAAAwOCEVAAAAAAMTkgFAAAAwOCEVAAAAAAMTkgFAAAAwOCEVAAAAAAMTkgFAAAAwOCEVAAAAAAMTkgFAAAAwOCEVAAAAAAMTkgFAAAAwOCEVAAAAAAMTkgFAAAAwOCEVAAAAAAMTkgFAAAAwOCEVAAAAAAMTkgFAAAAwOCEVAAAAAAMTkgFAAAAwOC2HroCAABsvmp1DV0FAGALsUn1pKqqq1bVT6qqVdVbJuy/ZVUdVVVnV9X5VfXlqrrXPOe6elUdWlU/r6qLquo7VfWMqvJ/UgAAAACbmE2tJ9Urkuw0aUdV3TTJV5NcmuQfk5yTZHWSz1TV3q21Y0bKbpPkc0nukOTQJCcn2TvJ25LskuSglbsEAAAAAKa1yfSkqqo7JjkwycvnKXJwkmskuX9r7eDW2tuS3D3JL5K8dayH1H5J9kzy3Nbac1trh7XW9knysSQvqaobrdiFAAAAADC1TaInVVVdKclhSY5OFyS9bmz/9kkemmRNa+2kue2ttbVVdXi6Hlh7Jjmu3/W4JBf05xz1xiT7JHl0ut5YAABshpY6F1Y7rK1wTQCA5bKp9KR6TpJbJTlgnv23TbJtkq9N2Pf1fr1nklTVVknumOQbrbWLxsoel+SyubIAAAAAbBoGD6mq6sZJ/iHJK1prp85T7Pr9+ucT9s1tu0G/vmaS7SaVba39PslvRsoCAAAAsAmo1obtAl1VRyfZNckdWmuXVNVuSX6S5K2ttQP6Mk9I8r4kT22tvWvs+JskOSXJm1prB1bVDZOcnuT9rbUnTni905P8trV2+wn79k+yf5Lssssuux9xxBHLd6GbubVr12aHHXYYuhpsRNp89mjz2aPNZ89KtPkJp52wrOdbbrvfaPehqzAon/PZo81njzafPZt7m69ateqE1toek/YNOidVVT0+yf2S3KO1dskCRS/o19tO2HeVsTILlZ0rf8GkHa21dyZ5Z5Lsscceba+99lqgSrNlzZo1cT9mizafPdp89mjz2bMSbb5q9aplPd9ya0+a7TmpfM5njzafPdp89mzJbT5YSFVV2yZ5fZL/SPKrqrpZv2tuKN7V+21npXuC3+i+UXPb5ob3nZ3kwkll+9e8dpJjN/gCAAAAAFg2Q85JtV2SnZM8KMkPR5Y1/f7H97/vl+RbSX6f5C4TznPnfn18krTWLktyYpI79KHUqDulu+bjl+siAAAAANhwQw73Oz/JIyds3znJ25IcneRfknyztba2qj6VZJ+qul1r7X+TpKp2SBdi/TDdk/vmfCjJXdPNL3XoyPYDk1ya5MhlvhYAAAAANsBgIVU/B9VHxrf3E6cnySmttdH9L05y7ySfrao3JDk3yep0w/oe1NadAf6wJE9O8vr+fCcneWCSRyR5VWvtJ8t5LQAAAABsmEEnTp9Ga+1HVXXXJK9J8qIk26Qb1veA1toxY2Uvrqr7JHlVksemm4fqlCTPSvLWjVpxAAAAABa1yYVUrbVTk9Q8+05O8rAlnud3SQ7oFwAAAAA2YUNOnA4AAAAASYRUAAAAAGwChFQAAAAADE5IBQAAAMDghFQAAAAADE5IBQAAAMDghFQAAAAADE5IBQAAAMDghFQAAAAADE5IBQAAAMDghFQAAAAADE5IBQAAAMDgth66AgAAsFJqdS2pXDusrXBNAIDF6EkFAAAAwOCEVAAAAAAMTkgFAAAAwOCEVAAAAAAMTkgFAAAAwOCEVAAAAAAMTkgFAAAAwOCEVAAAAAAMTkgFAAAAwOCEVAAAAAAMTkgFAAAAwOCEVAAAAAAMTkgFAAAAwOCEVAAAAAAMTkgFAAAAwOCEVAAAAAAMbuuhKwAAAJuTWl1LKtcOaytcEwDYsuhJBQAAAMDg9KQCAGAdS+0pBACwnPSkAgAAAGBwQioAAAAABiekAgAAAGBwQioAAAAABiekAgAAAGBwQioAAAAABiekAgAAAGBwQioAAAAABiekAgAAAGBwQioAAAAABiekAgAAAGBwQioAAAAABiekAgAAAGBwQioAAAAABiekAgAAAGBwWw9dAQAAGFqtrqGrAAAzT08qAAAAAAanJxUAwIw44bQTsmr1qqGrAQAwkZ5UAAAAAAxOSAUAAADA4IRUAAAAAAxOSAUAAADA4IRUAAAAAAxOSAUAAADA4IRUAAAAAAxOSAUAAADA4IRUAAAAAAxOSAUAAADA4IRUAAAAAAxOSAUAAADA4IRUAAAAAAxOSAUAAADA4JYlpKqqbZfjPAAAAADMpiWHVFW1d1UdNLbtb6rq3CTnV9UHq+rKy11BAAAAALZ80/Sken6SW839UlW3TvKmJL9I8rkkj07yzGWtHQAAAAAzYZqQ6tZJjh/5/dFJLkxyp9ba3kk+nORJy1g3AAAAAGbENCHVNZOcNfL7fZJ8obV2bv/7miQ3XqZ6AQAAADBDpgmpzkpyoySpqqsl2TPJV0b2XznJlZavagAAAADMiq2nKPu1JE+vqu8k2bs/9j9G9t8syS+XsW4AAAAAzIhpQqqXJ/likiP739/bWvtuklRVJXlEvx8AAAAAprLkkKq19t3+iX53TXJOa+1LI7uvkeQN6ealAgAAAICpTNOTKq213yb51ITtZyd503JVCgAAAIDZsuSJ06vqB1X1wqq67nK9eFXdsqo+UFUnV9U5VXVBVX2vql5fVdebp/xRVXV2VZ1fVV+uqnvNc+6rV9WhVfXzqrqoqr5TVc/ohyYCAAAAsAmZ5ul+lyQ5OMnpfVD04Kqa5vhJdk1yvSQfT/LiJAcm+VyS/ZOcUFXXmStYVTdN8tUkd0nyj0men2SHJJ+pqvuMnrSqtunP8/QkH07yrCTfT/K2dHNrAQAAALAJmWZOqttU1Z2TPDXJo5I8JMmvquo9Sd7VWjtl2hdvrX0+yefHt1fVl9JN0L5vukAq6QKyayTZvbV2Ul/ufUm+k+StVXWr1lrry+6XZM8kz26tHdpvO6yqPprkJVX17tbaadPWFwAAAICVMVVPqNba11trq9P1ftovyU/S9fGqEFQAACAASURBVID6QVV9oaoeV1XbLkO95gKkayZJVW2f5KFJ1swFVH191iY5PMkt0oVScx6X5IIkh42d941Jrpzk0ctQRwAAAACWyVQTp89prV2Q5N1J3l1Vt0g3hO6xSe6Z5NC+h9MbWmunL+V8VXWVdEP3rpLk/yR5bb/rP/r1bZNsm+RrEw7/er/eM8lx/RDEOyY5sbV20VjZ45JclnUDLQAAWHa1emlTobbD2uKFAGAGrPecUlV1pap6RJLXp+uZ1JJ8MV1o9KwkJ1fVw5Z4uv2SnJnkp0k+k25Y3+Nba1/u91+/X/98wrFz227Qr6+ZZLtJZVtrv0/ym5GyAAAAAGwC6vJpnJZ4QNWt0s1L9YQk10ny6yTvSXLY3LxUVXWzdHNKbd9au+USzrlrklul6011h3RD+97bWntjv/8JSd6X5KmttXeNHXuTJKckeVNr7cCqumGS05O8v7X2xAmvdXqS37bWbj9h3/7pJm3PLrvssvsRRxyx+A2ZEWvXrs0OO+wwdDXYiLT57NHms0ebz54zfnNGfrb2Z0NXgzG732j3FTu3z/ns0eazR5vPns29zVetWnVCa22PSfuWPNyvqp6SLpy6c7/pmCTvTPKJ1tqlo2Vbaz+qqjenmy9qUa21nyWZ+z+mo/oJzv+nqrZrrR2cbn6ppBvyN+4q/fqCsfV8c2NdZaTMeD3eme6asscee7S99tprKdWfCWvWrIn7MVu0+ezR5rNHm8+e1733dXneV543dDUY0560csP9fM5njzafPdp89mzJbT7NcL/Dk9w4yWuS3LS1dv/W2kfHA6oR303y/vWpVGvtm0m+keRv+k2/6NeThunNbZsb3nd2kgsnle0ndb92Jg8bBAAAAGAg00yc/pdJPtla+8NSCrfWjks3Ufn62i7Jtfqfv5Xk90nuMqHcXM+u4/vXvayqTkxyh6ratp+Has6d0gVzx29AvQAAAABYZkvuSdVa+/hSA6qlqqrrzrN9VZI/Tf/kvtba2iSfSrJXVd1upNwO6SZd/2HWDcQ+lOSq6eeXGnFgkkvTzZcFAAAAwCZimp5USZKq2iXJHumeoneFkKu19r4pTvf2qrpeki8kOS3dfFG7J3lMkvOS/N+Rsi9Ocu8kn62qNyQ5N8nqdMP6HtTWnQH+sCRPTvL6qtotyclJHpjkEUle1Vr7yRR1BAAAAGCFTTNx+lZJ3pqu59JCPbCmCak+lORJ6Z4UuHOSli6sekeSf2qtnT5XsJ+M/a7p5sR6UZJtkpyY5AGttWNGT9pau7iq7pPkVUkem24eqlOSPKu/BgAAAAA2IdP0pHpekqcl+dckn00XRr0wXY+nA5Ock66305K11o7MFEPvWmsnJ3nYEsv+LskB/QIAAADAJmyap/s9KclnWmtPTPKf/bYTWmv/nG6I3k79GgAAAACmMk1IdZNcHk5d1q+vnCSttfOTvDvdUEAAAAAAmMo0IdWFSS7pf16bbv6o64zs/1WSGy5TvQAAAACYIdOEVKcluWmStNYuSfKjJA8Y2X+fJGcsX9UAAAAAmBXThFRfSPKIkd/fn+SxVfXFqlqT5JGZYhJ0AAAAAJgzzdP9Dkny2aratrX2+yQHpxvu9/gkf0jyziQvX/4qAgAAALClW3JI1Vr7ZZJfjvz+hyTP7hcAAAAAWG/TDPcDAAAAgBWx5J5UVfUXSR6U5BZJdkxybpLvJ/l0a+1rK1M9AAAAAGbBoiFVVe2Y5EPpnuRXE4q8uKo+neSvW2vnLXP9AAAAAJgBS+lJ9ZEk90nylST/kuSb6XpR7Zjktkn2S/LgJB9O8sCVqSYAAAAAW7IFQ6qqun+6gOp1rbXnTyjyjSTvrapDkjynqu7bWvvcCtQTAAAAgC3YYhOnPzbJaUlesEi5FyQ5PcnjlqNSAAAAAMyWxUKq3ZMc1VprCxVqrV2W5KgkeyxXxQAAAACYHYuFVDdI9wS/pfh+kl03rDoAAAAAzKLFQqodkyz1iX3nJdlhw6oDAAAAwCxaLKTaKsmCQ/2mPB8AAAAAXMGCT/frPbCqrruEcrtvaGUAAAAAmE1LCakel6U/tW+aXlcAAAAAkGTxkGrVRqkFAADrrVbXksodcrdDVrgmAADrb8GQqrV27MaqCAAAAACzy0TnAAAAAAxuKXNSAQAwgKUO4wMA2BLoSQUAAADA4IRUAAAAAAxOSAUAAADA4OYNqarqXVX15yO/36Oqdt441QIAAABglizUk2rfJDcd+f2LSe67orUBAAAAYCYtFFKdlWSXkd89XgYAAACAFbH1Avu+muTvqupPkpzdb9unqm62wDGttfbKZasdAAAAADNhoZDqwCTvTfLsdL2oWpJ9+mU+LYmQCgAAAICpzBtStdZOTXLPqtomyXWTnJouuPrERqkZAAAAADNjoZ5USZLW2sVJTq+q9yb579baaStfLQAAAABmyaIh1ZzW2pNXsiIAAAAAzK6Fnu53BVW1fVX9Q1V9s6rW9ss3q+qgqtp+pSoJAAAAwJZtyT2pqupaSb6c5NZJzkryjX7XLZK8LMkjq+rurbXfLnstAQAAANiiTdOT6hVJbpXkgCTXa63dvbV29yTXT/LMJLdMctCy1xAAAACALd40IdVDkxzeWntba+0Pcxtba39orb09ybuSPHy5KwgAAADAlm+akGqXXD7Eb5IT+zIAAAAAMJVpQqozktxhgf136MsAAAAAwFSmCak+leSpVfW0qvrjcVW1VVXtn+QpST653BUEAAAAYMu35Kf7pXuC332TvC3JP1TV9/vtt0yyc5IfJXn58lYPAAAAgFmw5J5UrbXfJNkjyWuS/CbJnv1yVpKDk+zZlwEAAACAqUzTkyqttXOTvLRfAAAAAGBZTDMnFQAAAACsCCEVAAAAAIMTUgEAAAAwOCEVAAAAAIMTUgEAAAAwOCEVAAAAAIPbeqkFq+rHSQ5srX1ynv0PTvLm1tpNlqtyAACwpavVtaRy7bC2wjUBgGFN05NqtyQ7LLB/+yQ32qDaAAAAADCTlnO43y5JLljG8wEAAAAwIxYc7ldV90iy18imfarqZhOKXivJY5KctHxVAwAAAGBWLDYn1aokL+9/bkn26ZdJfpTkOctULwAAAABmyGIh1RuTvCdJJflxkgOTfGKsTEuytrX222WvHQAAAAAzYcGQqrV2TpJzkqSqViU5ubX2641RMQAAAABmx2I9qf6otXbsSlYEAAAAgNm15JAqSarqT5I8LcnNk1w73TDAUa21du9lqhsAAAAAM2LJIVVV7Z3k40m2SXJeEnNQAQAAALAspulJdXCSs5I8vLV2/ArVBwAAAIAZtNUUZW+V5I0CKgAAAACW2zQh1ZlJLl6pigAAAAAwu6YJqd6f5C9XqiIAAAAAzK5p5qR6T5JVVfWJJG9K8pMkfxgv1Fo7fXmqBgAAAMCsmCak+l6SlqSSPHiBclfaoBoBAAAAMHOmCalekS6kAgAAAIBlteSQqrV20ArWAwAAAIAZNk1PKgAAYCC1upZUrh1m8AMAm6clh1RVdY+llGutfWn9qwMAAADALJqmJ9WaLG1OKhOnAwAAADCVaUKqJ89z/E2T7Jvk1CTv2PAqAQAAADBrppk4/b3z7auqf0py4rLUCAAAAICZs9VynKS1dnaSw5O8YDnOBwAAAMBsWZaQqnd2kptMc0BV3aKqXlFVX6+qM6vqvKo6qapeWlXbTyh/y6o6qqrOrqrzq+rLVXWvec599ao6tKp+XlUXVdV3quoZVbW0x6IAAAAAsNFMMyfVvKrqKkmekORXUx76lCTPTPLJJB9IckmSVUleleRRVXXn1tqF/WvcNMlXk1ya5B+TnJNkdZLPVNXerbVjRuqzTZLPJblDkkOTnJxk7yRvS7JLkoPW60IBAAAAWBFLDqmq6l3z7LpWkrsk2TnJ86d8/Y8kObi1ds7Itn+uqh8meWmSpyZ5S7/94CTXSLJ7a+2kvk7vS/KdJG+tqlu11uaePrhfkj2TPLu1dmi/7bCq+miSl1TVu1trp01ZVwAAAABWyDQ9qfadZ/tvk/wgyXNaax+c5sVba8fPs+vD6UKqP02SfujfQ5OsmQuo+uPXVtXhSV6RLpQ6rt/1uCQXJDls7LxvTLJPkken640FAAAAwCZgmqf7Lef8VYvZtV+f0a9vm2TbJF+bUPbr/XrPJMdV1VZJ7pjkxNbaRWNlj0tyWV8WAAAAgE3ExgyelqSqrpTkZenmnprrmXX9fv3zCYfMbbtBv75mku0mlW2t/T7Jb0bKAgAAALAJqMuncVriAVU7JrlPLn+S34+TfK61dt6yVKjq0CQHJHlJa+3gftsTkrwvyVNba+8aK3+TJKckeVNr7cCqumGS05O8v7X2xAnnPz3Jb1trt5+wb/8k+yfJLrvssvsRRxyxHJe0RVi7dm122GGHoavBRqTNZ482nz3afNN3wmknLOv5dt1h1/xs7c+W9Zxsena/0e5//NnnfPZo89mjzWfP5t7mq1atOqG1tsekfVM93a+q9kvyuiQ7JKl+c0uytqqe21r7lw2paFW9Ml1A9c65gKp3Qb/edsJhVxkrs1DZufIXTNrRWntnkncmyR577NH22muvpVV8BqxZsybux2zR5rNHm88ebb7pW7V61bKe75C7HZLnfeV5y3pONj3tSZf/I7TP+ezR5rNHm8+eLbnNlzzcr6oemi7AOTPJc5Pct1+ek+TXSd5ZVQ9Z34pU1UFJ/i7Ju5M8fWz3L/r1pGF6c9vmhvedneTCSWWratsk187kYYMAAAAADGSanlQvSHJykj9vra0d2f75qnp3ugnMX5jkU9NWoqpenuTl6Yb07deuOAbxW0l+n+QuEw6/c78+Pklaa5dV1YlJ7lBV2/bzUM25U7pgbr6nCgIAAAAwgGkmTr9dkveMBVRJkn4+qvf2ZaZSVS9LclCS9yd5cmvtsgnnX5su/Nqrqm43cuwOSfZL8sN0T+6b86EkV00/v9SIA9NNyH7ktPUEAAAAYOVMNSdVLp+HapLpZmBPUlXPTPIP6SY6PybJ46rWeYkzWmuf639+cZJ7J/lsVb0hyblJVqcb1vegsd5XhyV5cpLXV9Vu6XqAPTDJI5K8qrX2k2nrCgAAAMDKmSak+t8kT6qqt7bWzh/d0fdo2rcvM409+/WfpOuJNe7YJJ9Lktbaj6rqrklek+RFSbZJcmKSB7TWjhk9qLV2cVXdJ8mrkjw23TxUpyR5VpK3TllHAAAAAFbYNCHVIUk+luTEqnpzku/222+TLvy5WZJ9pnnx1tq+6cKtpZY/OcnDllj2d+meFHjANHUCAAAAYONbckjVWjuqqg5I8tokh+by4X2V5PwkB7TWPrH8VQQA2LLU6oVmUAAAmE1TzUnVWntbVX0wyX2T3DhdQHVKks+11s5ZgfoBAAAAMAOmnTh9bhjdv61AXQAAAACYUVsttLOqrlRVr6mqpy9S7hlV9eoaezQfAAAAACzFgiFVkscneX6S/1mk3HFJXpjuSXoAAAAAMJXFQqpHJTmmtXbCQoX6/Z+JkAoAAACA9bBYSLV7kmOWeK4vJtljw6oDAAAAwCxabOL0ayX59RLPdWZfHgBgJtVq03MCAKyvxXpSnZdkpyWe69pJ1m5YdQAAAACYRYuFVN9Jcr8lnuu+fXkAAAAAmMpiIdXHktynqh62UKGqemi6kOqjy1UxAAAAAGbHYiHVO5L8KMmRVfX/qmq30Z1VtVtVvSrJkUl+0JcHAAAAgKksOHF6a+3CqnpQkn9P8uIkL6qq85Kcm+RqSXZMUkm+n+TBrbWLVri+AAAAAGyBFutJldbaj5LcPsnfJvlKkkuTXDfJH5J8ud9+x9baKStYTwAAAAC2YAv2pJrT95A6tF8AAAAAYFkt2pMKAAAAAFaakAoAAACAwQmpAAAAABickAoAAACAwS1p4nQAgFlWq2voKgAAbPH0pAIAAABgcEIqAAAAAAYnpAIAAABgcEIqAAAAAAYnpAIAAABgcEIqAAAAAAYnpAIAAABgcEIqAAAAAAYnpAIAAABgcEIqAAAAAAYnpAIAAABgcEIqAAAAAAa39dAVAAAAlk+trj/+fMjdDsmq1asmlmuHtY1VJQBYEj2pAAAAABickAoAAACAwQmpAAAAABickAoAAACAwQmpAAAAABickAoAAACAwQmpAAAAABickAoAAACAwQmpAAAAABickAoAAACAwQmpAAAAABickAoAAACAwQmpAAAAABickAoAAACAwQmpAAAAABickAoAAACAwQmpAAAAABickAoAAACAwQmpAAAAABickAoAAACAwQmpAAAAABickAoAAACAwQmpAAAAABickAoAAACAwW09dAUAAIZQq2voKgAAMEJPKgAAAAAGJ6QCAAAAYHBCKgAAAAAGJ6QCAAAAYHAmTgcAtigmRAcA2DzpSQUAAADA4IRUAAAAAAxOSAUAAADA4IRUAAAAAAzOxOkAwGbBhOgAAFs2PakAAAAAGJyQCgAAAIDBCakAAAAAGJyQCgAAAIDBCakAAAAAGJyQCgAAAIDBDRpSVdWLq+rfqurHVdWq6tRFyv95VR1TVedV1blVdXRV3X6estevqvdV1ZlVdWFVHV9Vj1yRCwEAAABggwzdk+rVSe6V5JQkZy9UsKrunOTYJDdO8rIkL09y8yRfrqo/Gyt7rSRfSbJPkrcn+dska5McWVVPXuZrAAAAAGADbT3w69+0tfbjJKmqbyfZYYGyb05ycZJ7tNZ+3h9zZJKTk7wuyf1Gyr4o/7+9Ow+TrKrvP/7+gLIoiguogAhEEveVRcAl4B6XxCX4c8GIImBUVBSTaBRBjUsEFyQujEYQQRYRESVxCRIXJCwi7igIKDOAIrLJpvj9/XFuM3dqqnt6Zrqnuqvfr+e5T3Wde+rWufdbt7rqW+ec25JZf1tVJ3d1Pwl8FzgoyfFVdf1M74wkSZIkSZJWzUiTVBMJqhVJsjWwHfCfEwmq7vGLkxwPvDTJvarq8m7VC4ELJxJUXd1bk3wY+DTwNOC4mdoPSZIkab7JnplWvVpUs9wSSZKaUQ/3m67tutvvDll3BhBgG4AkmwCbdeXD6va3J0mSJEmSpDlgviSpNu1uFw9ZN1G22SrUlSRJkiRJ0hyQqrnRfXdiTqqq2nLIurcCbweeUFWnDqx7PPA/wL5V9cEkjwW+CbyjqvYfqLsWcCtwUlU9a8jz7AXsBXDPe95zm2OOOWZG9m0cXH/99WywwVRThmncGPOFx5gvPPMt5udccs6omzDv3XuDe3Pp9ZeOuhlag2Yi5ttssc0MtUZrwnx7b9fqM+YLz3yP+S677HJOVW07bN2oJ06frhu623WHrFtvoM7K1F1GVR0GHAaw7bbb1s4777zSDR1Xp512Gh6PhcWYLzzGfOGZbzHfZc9dRt2Eee+gxxzEft/eb9TN0Bo0EzGvl8yNH7U1PfPtvV2rz5gvPOMc8/ky3G9JdztsmN5E2eJVqCtJkiRJkqQ5YL4kqc7qbnccsm4HoIBzAKrqMloSaodJ6gKcPdMNlCRJkiRJ0qqbF0mqqrqAlljaNcnExOh0f+8KnFpVl/ce8lngvkme2au7NrAPcDVwyhppuCRJkiRJkqZlpHNSJXkxsEV3d2NgnSRv6e5fUlVH9qq/FvgG8K0kH+7K9qEl2t4wsOn30JJXRyd5P61n1QuA7YCXV9V1M74zkiRJkiRJWmWjnjh9D+CvB8re0d3+L3BbkqqqTk+yM/DObingdGDXqjqvv4Gq+l2SR9OSVa8CNgB+Ajy/qo6dhf2QJEmSJEnSahhpkqqqdl7J+t8FnjDNuouBF69CsyRJkiRJkrSGzYs5qSRJkiRJkjTeTFJJkiRJkiRp5EY9J5UkSZKkOSx7Ztp1a1HNYkskSePOnlSSJEmSJEkaOZNUkiRJkiRJGjmH+0mSpJUy3aE/DvuRJEnSyrAnlSRJkiRJkkbOJJUkSZIkSZJGziSVJEmSJEmSRs4klSRJkiRJkkbOJJUkSZIkSZJGziSVJEmSJEmSRs4klSRJkiRJkkbOJJUkSZIkSZJG7najboAkSVrYsmdG3QRJkiTNAfakkiRJkiRJ0siZpJIkSZIkSdLImaSSJEmSJEnSyJmkkiRJkiRJ0siZpJIkSZIkSdLIeXU/SZIEeJU9SZIkjZY9qSRJkiRJkjRyJqkkSZIkSZI0ciapJEmSJEmSNHLOSSVJ0hibap6pgx5zELvsucsabI0kSZI0OXtSSZIkSZIkaeRMUkmSJEmSJGnkHO4nSZJmxVRDDSVJkqRB9qSSJEmSJEnSyNmTSpIkSdKMmG4PylpUs9wSSdJ8ZJJKkqR5yKF0khYCk16StLA43E+SJEmSJEkjZ5JKkiRJkiRJI+dwP0mS5hCH8UmSJGmhsieVJEmSJEmSRs4klSRJkiRJkkbOJJUkSZIkSZJGziSVJEmSJEmSRs4klSRJkiRJkkbOq/tJkiRJWqO8kqkkaRh7UkmSJEmSJGnk7EklSdJqmG5vgFpUs9wSSZIkaX6zJ5UkSZIkSZJGziSVJEmSJEmSRs4klSRJkiRJkkbOJJUkSZIkSZJGziSVJEmSJEmSRs4klSRJkiRJkkbudqNugCRJC0H2zKibIEmSJM1p9qSSJEmSJEnSyJmkkiRJkiRJ0sg53E+SJEnSvDbdIdW1qGa5JZKk1WFPKkmSJEmSJI2cPakkSQuKv7ZLkiRJc5M9qSRJkiRJkjRy9qSSJEmSpFUw3d65YA9dSZoOe1JJkiRJkiRp5ExSSZIkSZIkaeQc7idJ0hArM4RDkiRJ0uozSSVJkiRpQfAKr5I0t5mkkiRJkqQee9NK0mg4J5UkSZIkSZJGziSVJEmSJEmSRs4klSRJkiRJkkbOJJUkSZIkSZJGziSVJEmSJEmSRs6r+0mS5j2vwiRJkiTNfyapJElzlsknSdK4mO7/tFpUs9wSSZq7HO4nSZIkSZKkkTNJJUmSJEmSpJFzuJ8kacY4lEGSpNXj/1JJC5k9qSRJkiRJkjRy9qSSpI6/XEqSpPliss8tBz3mIHbZc5fb7vu5RdJ8YpJK0tjzCnFzjzGRJEmSNGhsk1RJ1gJeC+wNbAn8FjgO2L+q/jDCpkma52a6x9Uoe3D1n3vwl1dJkjT/2VNc0nwytkkq4APAa4ATgYOBB3T3H5HkiVX151E2TprrzrnknBlNWMx0wmZltjku7H0kSZIWMhNu0vgbyyRVkgcB+wCfr6rn9sovAg4Bng8cPaLmSZIkSdKc4o9hkuaCsUxSAS8AAnxwoHwR8B5gN0xSaRbMxj/32eiBNB0HPeagGd2eH3wkSZI0zuzptTAY59k1rkmq7YA/A2f2C6vqpiTf79ZL0qwyMSdJkrTmzfXPYLPx4/J0p+kwcaK5blyTVJsCV1bVzUPWLQZ2SrJOVd2yhts1EuM0yfN0jWqfZ8Nc/yc7Sh4bSZIkafoW4nfD6RrVd4txOoYzIVXjt6NJLgRuX1X3GbLu08CLgbtW1dUD6/YC9uru3g84f7bbOo9sBFw56kZojTLmC48xX3iM+cJjzBceY77wGPOFx5gvPPM95ltU1cbDVoxrT6obgHtMsm69Xp1lVNVhwGGz1aj5LMnZVbXtqNuhNceYLzzGfOEx5guPMV94jPnCY8wXHmO+8IxzzNcadQNmyRJgoyTrDlm3GW0o4IIY6idJkiRJkjQfjGuS6izavm3fL0yyHvBw4OxRNEqSJEmSJEnDjWuS6liggNcNlO8J3AE4ao23aP5zGOTCY8wXHmO+8BjzhceYLzzGfOEx5guPMV94xjbmYzlxOkCSDwOvBk4ETgEeALwG+A7w+Kr68wibJ0mSJEmSpJ5xTlKtTetJtRewJW3m+2OB/avq+hE2TZIkSZIkSQPGNkklSZIkSZKk+WNc56TSCiR5ZZLqlo2GrF8ryb5JfpbkpiS/TnJwkjsOqbtvkouSXJPklCRbDalznyTXJdl1tvZJy0ryhiSnJbksyc3d7TeSPHuS+sZ8nkuzW5JjklyQ5IYkv0ryxSSPmuQxxn2eS7J9kkOSfCfJ9d37+u5T1F83ydu7WN6c5MIkb0ly+4F6t0vyriSXJrmqe11tPGR72ya5JckOs7B7WoHpnsOev/NPkjclOT7JL7vz+uIV1H9Ukq93Mbw2yX8nefiQetsk+Xb3fvHTJP9vku2dlOTLM7Q7WoEkf9W9N5+R5LddHL+f5F8n+Z98vyRfSPL7JH9I8q0kjx9S777da+Ha7rX02kme/5Ak5yW53Wzsn5bXxfCo7jy8pvvc9rMk70+yyST1jfmYSXKH7v9zJTl0yPqFF/eqcllgC7ApcA1wHW2C+Y2G1PlQt+7ztAnn3w/8ETgVWKtXb9eu3n8ArwR+AXy/X6er9yXgi6Pe94W00Ia3Hg78E/AyYD/g/7p4vdWYj98CrNfF5lzgncAewFuAS4E/A7sZ9/FbgAOAW4Ef0+ZdLGD3Kep/oavzSeDl3W0Bhw/Ue2P3WngXbfj85cDJA3Vu170ODhn1cVioy3TOYc/f+bl0Mfsd8DXgKuDiKeruANwEXAjs2y0X0j7rPaRX707AZbQrYb8COKZ7/9huYHu7AtcDW4z6OCyUBXhPF6+jgH26+ExcDOo8YP1e3ft2r40rgDd15/W53bn/xF69tYAfdOf8K7v3gAKeO/DcjwJuGXwduMx6zJ/QvVe/q4vPXsCHu3NvCXAPYz7+C3AQS7+XHzqwbkHGfeQNcBlB0Ntk8ucCRzIkSQU8iPaF9oSB8n26+i/slX0WOK13f5euzl/2yp4PXAtsPup9X+gL7Qvled0b4drGfLyWLr5/PaT8nrR5+a5g2cSTcR+DpYvvHbu//54pklTA07r1Bw+UH9yV79Qr+y69xBXwUtqX2fV6Zf8C/Aq406iPw0JcpnsOe/7OzwX4i97fP2LqJNWZXfw265Vt1pV9tVf2lC72W3b31wIuAv6tV+cutETWa0d9H7LYqwAAGlBJREFUDBbSAmwLbDik/J1dzF7dKzuuez9+eK9sA+AS4HyWTulyv+6xO/fq/S9wVO/+7Wlfbj8w6mPgcltMJn5Y+CdjPt4L8EjgT8DrGZ6kWpBxd7jfApM21Otvgb1pL/hhXgAE+OBA+SLgBmC3Xtn6tF/3Jkz8fcfu+e7abefNVfXr1Wq8VltV/QlYTItPf2iPMR8DVfWnqvrfIeVX0P5R3aNbJhj3MVBVV1TVH6ZZ/YXd7WDMJ+6vKOZr0XrskWRrYH/gVVV13Uo1WjNluuew5+88VFW/nE697lzcDji+qhb3Hr8YOB54YpJ7dcXrd7dXdXX+DFxN91rovA/4Na1Hh9aQqjq7qq4ZsurY7vbBAN3Qv7+lJZ6/33v89cAngL+ivR5gIN69v/vx/idgQ1rPa80Nl3S3dwVjPq7SLvS2CPhvWm/owfULNu4mqRaQJHcGDgU+XlVnTlF1O9ovs8vUqaqbaMMDtusVfxd4apK/6ea32J92QpzfrT+Y9gvdR2ZkJ7TSktwtycZJHpBkf+CpwDe6eE4w5uPv3rTuvVf3yoz7wrMdsHgwEdHdX8LyMX9BkkcnuR9t+N9Pq2riNfRx2vC/k9dAuzXcdM9hz9/x1o/zoDNoicxtuvvn0IaJvCPJFkleAjwMOB0gyV8DLwFe3iWwNHr37m6v6G4fCqzL5PGGpa+J82nn+luTbJXk6bTPgRPx/ivaF9Z/XIkfOzTDkqyXZKMk907yZNr/V4BTultjPp72Be4PvHqS9Qs27nN3sizNhvfSEpNvWkG9TYErq+rmIesWAzslWaeqbgEOoQ0bmHgTvQZ4SVXdmGQX4EXANn7QGamfA3fv/v4TcAJtrHKfMR9jSZ4GbA8cOZCcNO4Lz6bATyZZt5ilX4YA3kb7Yvvt7v5ltOGEJHkprYv6A2anmZqmaZ3DeP6Ou02728VD1k2UbQYtIZ3kNbSec6/p1h0OHJ9kXeAw4KCq+sHsNVfT1fW02J/2+e3ornhl4n1jkj2AI+jev4GvAIckCS0ZcmJVnbLclrQmvZxley5eTJtH9FvdfWM+ZrofjA4E3l5VFyfZcki1BRt3e1ItEEl2og3xe/0kXYn77gAM+8ALbVLOiTpU1Y1V9VRga9pEbJtX1UlJ1qN90Pn3qvpRksclOT3JkrQrjd1ntXdK0/Uc2hwUL6NNvro+cOeBOsZ8TCX5S9r8c4uBNwysNu4Lz4pifoeJO1X1G9pkzA+kzZXyF1V1epJ70Cb53K+qLk/y3CTfS7sK4GeS3G2W90FLTesc9vwdexPn7bDXwk0DdaiqjwGbADsC96mql1ZVAW+lfTd4e9cL+9PdeX1uvOLjqHyQ9j68f1VN9Hxc2Xh/gfYDxKNo89A9tfvBag9aT43XJVm/u+LXxUl+nGSynh2aHV8AngQ8G3g7rdd7/2q6xnz8fJTWg/n9U9RZsHG3J9UY6X5tGbw8+I3dsgj4elV9dhqbuoFl563pW69X5zZVdSHtKjIT3kYbgvDOJFsAX6UNJ/g8LWv85SQPr6rJ5sXSNEwW834isqq+2Vv3qSSfBb6d5IFV9fuu3JjPI9OJe1dvK+B/aBMp/k1V/XbgMcZ9nphuzKfhBlrX8WHWY/l4/xn46UC9D9Em3vzPJI+izXnzGtqQs0OBz9AmaNfsW6lz2PN3bE3EeNi5Pdl7+e9ZOlyEJA+mDel9alXdlOREWi/s59B64h6b5FdV9X8z3XgNl+QdtGFAh1XVu3urViXe19EbFpw2R9n7gH2r6jdJPgo8GfgHWs+M/0zym6o6bkZ2RlOqqktpV2IG+EKSE4Czkqzfxd6Yj5Eku9GO/eOq6o9TVF2wcTdJNV42p2Vk+46gXc3t/sAb0ibXnHCn7narJHfuTdC5BHhgknWHDCHYjDa04JbJGpHkobQeG0+qqpuTvAj4DfCWqqokr6NdHnN7ho+x1fRNFvPdp3jMEbSrOD2Hdul5MObzzQrj3nUb/gbtCiBPqKofDtmOcZ8/VuVcH2YJXdfwITZjeJfy23RDR58FPLSL8R7A6VV1aLf+zcDXkmxSVZetZNu08lb5HPb8HStLutth5/ZE2aTndpK1aD9mfqaqvpFkU9pcJk+qNofpmUmeT+uRbZJqDUhyAG3+mE8BrxhYvVrx7hwCfK+qDu/ivzuwz8QPm2nz2exBu7KY1rCq+kGSc2nTc7wbYz420oZVv582/P7y3nfziThu2JVdyQKOu0mq8XI5rato3xJgL1r37f+a5HFnAn+gfZkFOIuWYd0emBgLTTcs4OHANwc30KuzFu1qA4fX0quM3Zs2UW919ycm7N0cP/iursliPpWJqz/0h+QY8/llyrh3PSK+QbuCxxOr6txJtmPc549VOdeHOQt4UZLNqzd5epLNaXMffHGyBybZgNY9/R1V9Yuu+N4sjTMsG3OTVLNvlc5hz9+xc1Z3uyMtrn070HrTnjPF418FbMXSHpATc9MNntubr14zNR1J3kbr5fhp2gT2NVDlh7ThPzsOefgO3e3ZU2z/mcAzaMN/ADai9coYjPcjV7rxmknrs/SzujEfH+vTesY/vVsG7dYtbwQ+xgKNu0mqMdKNOf36YHmST7F04tu+VwE7034Z+32v/FjgzcDr6H3oBfakjXs9aopmvIb2IebJvbIlwPN6v/Q+pFeu1TBFzO8IpNolSvvla9PiDr1u/hjzeWWyuMNtCarTaJctflJVTfXFxLjPE1PFfCV9ljZJ9utYdo6y13W3U8X8nbQJt9/XK1tCm/tggjFfs1b1HPb8HSNVdUGSs4Fdk7y1qpYAdD2idgVOrarLhz22S1D/G7BnbwqAiZg/hKVXgHww9qKadWlXYT6ANpfkS2vIxQyq6vokJwPPSfKwqjqve+wGtAm4f8HAFT97278T7SqeB1bVBV3x72hX/30IbaJlur8992dZknsNOzfTLmjxYNrnOWM+Xv5Ae18etDEtTv9NG+nyg4Uc9yyfnNdCkeRw2mWGN66qKwfWfZg2Dv5EWnfEB9A+1H4HePywf5rdl+MfA7tX1ed65X/ZlX+129araQnSB61gHK5WUZKHA/8LfI6llyTdDHgBcD/giKrafeAxxnye6/4hnUf7RfzDDP/H9bWquqL3GOM+z3XxeHF390G04byfByZ60B1ZVZf06p9M+2Xtk7QeMjvSunp/pqomtjP4HNvTfux4bH9OmiQ703rtHUnrzfEvwM+rapeZ2j9NbWXPYc/f+SPJi4Eturv7AOvQ5gwDuKSqjuzV3Yl2Ll7K0quE7QPcE3j0xJebIc9xMu37wDMGyr8B/BXtytDb0OYv2bnX804zLMmraPP6/Yo2if3g/98rquprXd2taf/j/wh8ALiWlpx+CPD0qvoKQ3TvF48Ftq2qP/XKD6dN2v1OWq/a19KSZEfM1P5ped3cb5sApwKX0Hq5bEP7P34D7Zz7flfXmI+xbpqOi4D/qKpX98oXZtyrymWBLrRLDhew0ZB1a9N+ZT+f1s1wMW387AZTbO8U4KRJ1j0d+BFwHe1D1P1Gvf/jvNC6c/4HLWFxFe2N7Ura1f1eRJegNubjtQBbduf0VMvOxn28FlqP2JWJ+Xq0DycXdzH/Je0L0e0n2f7tuveSD02y/mW0X/OuAU4CNhn1MVlIy8qew56/82eh9aKY7Lw+bUj9HWkXy7i+i+FXgEdOsf3ndfXuM2TdJrQrjl0NXAC8bNTHY9wXln4un1bMaQnpk7oY3UD7IeGJU2x/B1ovim2HrLtz9/y/oyXJ3sSQz4ouMx7z5wFfpg25uol2sauf0RLNw85LYz6mC0s/wx9q3MueVJIkSZIkSRq9tUbdAEmSJEmSJMkklSRJkiRJkkbOJJUkSZIkSZJGziSVJEmSJEmSRs4klSRJkiRJkkbOJJUkSZIkSZJGziSVJEmSJEmSRs4klSRJ0hqQ5PAkNep2rGlJdk9SSXYedVskSdLcZpJKkqQ5IMnO3Rf5/nJ9knOSvDbJ2qNu42zo9vuAJHcZdVtWRZrnJDk5yWVJbklydZLTk7wpyd1G3cZxlmTvJEcl+VmSW1eUBEyyY5IvJrk0yY1JLkyyKMlfDKm7bpK3J7koyc1d3bckuf002zaRnJtY/pjkd0m+l+RjSR69qvstSdK4ut2oGyBJkpbxWeAUIMCmwO7AB4EHAXuNrlmzZmfgbcDhwNUjbclKSnIH4FjgGcBPgMOAS4ANgB2A/YFnA9uPqo1zxJHAMcAts7DtNwF3B84F7gjce7KKSZ4KfBm4EDgUuJKl59Vzkzykqhb3HnIs8HfAfwLfBXYE3gFsTTsvp+sQ4Czaj8MbAg8GngPsneRo4KVVNRvHRpKkeccklSRJc8v3quozE3eSfBT4KfDyJG+tqitW9wm6XlnrVtUNq7utBe5jtATVQcA/V9Wfe+sOSbIJsM9IWjaHVNWtwK2ztPmdgV9V1Z+TfIkpklTAvl07dqqqKycKk/wYWATsSksIk+RptATV+6vqDV3VTyS5Gnh9ksOq6vRptvFbVfW5fkGS19GSXy8ErgX+cZrbkiRprDncT5KkOayqrqX14ghw25CkJBsmeW+SC7qhSL9N8tnBYUu9IUdPTPLWJBcCNwHP69V5RJLjk1zRbevX3bbuO7CtJyb5ajec7aYkP0jyisE2J7k4yWlJ7p/ky0muS3JNks8luVev3uG0XlQAF/WGRR3Qrd80ycFJvp/k991z/iTJPw8b/phkyyQnJLm2e76Tkmw10Z4h9ae1P8MkeSjwYuAM4J8GElQAVNVlVfXmIY/dMMlHk/yme97vJHnUQJ21kvxrkm8mubwbRvir7nF3H7LflTZs8hlJzuq2e1mS9yVZ7kfJJM9Ncl5X71dJ3tYdj0qy+0DddZO8OcmPu/pXpw1vfMQ0j9Vyc1L1yh6fZL+0oXQ3J/l5kpdMZ7sAVXXxsGM/iTvTXvu/Hyhf0t3+oVf2wu72gwN1J+7vNt02DlNVNwIvAX4J7Jlky4l13Xnzke54X5fkhrRhv3v2t5Hk9RPn9uD2u5hdleR/emU7Jfmv7vV0U5LFSU5JssPq7IskSTPJnlSSJM1hSUIbXgRteBJJNgROB+5D643xY2AT4JXA/yXZtqouGdjUQcDtaT1GrgXO77b1DOAE2hf0TwAXAPcCnkIblnRhV28vWs+hM4B/6+o/CfhokvtW1RsHnm8z4DTgROCNwMOAvWmJgid3dT7e3X82rZfLRO+WH3S3D6UNizqxa8ftgb8B3kNL2O3dO053B74F3LNr50+BxwLfoA0DGzyuK7s/g57b3S6qqpWdDP0rwG+Bt9OGqr0eOCXJllV1XVdnHdpxOwE4qWvfdsAewGOSbDNkiNjTaK+Bj9FeF38H7EdLyryrt+//jzas9ELgQOBPtITJMwcbmjb/0n8DO9GG7R1KG7K2J/CdJI+rqrNXcv/73gWsT3st3EzrUXR4kguq6jursd1hvkIbhnlEkvfRXm8PBg6mvV6O6dXdDlhcVb/ub6Cqfp1kSbd+tVTVLUmOpCVqn0I7BtB6hz0O+BJwEe31uytwWJKNqurdXb0jaMdvD+DrA5t/NnBX4JMASe4HfA24HPgQcAXtPH807dw8Y3X3R5KkGVFVLi4uLi4uLiNeaF9MizaP0UbAxrQkzaKu/Lu9uh8CbgQeNrCNLWgJqMN7Zbt3jz8fuMNA/TvQkiW/ATYb0qa1uttNaD1Qjh5S50O0IVT37ZVd3D3n8wbq/kdXfv9e2QFd2ZZDtr0+kCHlR3bPuUmv7N+77bxooO5E+Wm9spXan0nidUK33UeuRIwP7x7zkYHyXbvyvXtlAdYfso09Bo8tsGVX9of+cey28SPgsl7Z7YDFtCTFXXvlG9B69RSwe698367sKQPtuDPwq/5xnWK/J16DOw8pOxdYp1e+GS1Z9dlVOIe+BNQU69cFPtLFvnrLl4E7D9S9Dvi/SbZzJrBkJfb776eo85yuzsG9sjsOqbcWLel7DXD7XvnR3f7cbaD+14CrgPW6+6/pnmf7lT2uLi4uLi4ua3JxuJ8kSXPLgSxNHJ0HvAz4IvAsuK1n1YuAbwKLk2w0sdCSFGewtKdS30dr+TmonkJLiB1cy04YDUAtHUb197Qv+J/sP1/3nCfTvkA/YeDhS6rquIGyU7vbrZmGqrqxqlq2JVknyd265/xK95zb9qo/E7iM1kOo76Ahm16V/Rl05+722unsy4APDNyfOC5/OVFQzY3Q5hBLcpeufRN1H8XyvlBVF/e3QetJdq8kG3TF29Am5D+8qn7fq3s9rQfWoN2AnwHnDByndWiJkMckWX86Oz2Jj1SvR1j3Ovw5vWMxg26lJei+DrycliA6GHgicEyWvWrfHWjJsmFu6tbPhInXz8Triaq6bdhhkvW6XoJ3A77a1bt/7/GH0V7LL+o9Zkva6/eoqrqpK76mu/27JOvNUNslSZpxDveTJGluOQw4nqU9Y35eVVf11m9MGyL2ZFoya5hhc/T8fEjZRCLg3BW06QHd7eCQor57Dtz/5ZA6v+tu7z5k3XK6uZT+BfgHWmIrA1Xu2vt7K+DMGpifqKp+kzbZdd+q7M+gieTCnVZQb5hljk1V/a7lHhmca+p5wBuAR9CGOvbdleWt6JhfTztO0A33HDCs7AG0Hm2TvdagJTp/PcX6qUzW5i1WcXtTOZw2bPHBvYTtiUkuAD5KG/L4ia78BlryZ5j1uvUzYblkZ5dQPIA2b9zmQx5zW+yr6rQkP6f1sPtwV/xS2rnyid5jjqElHN8M7JvkDFqy95hafmiwJEkjY5JKkqS55RdVNVXyZCJR83XgvSux3WFfqie2taI5lSbq/QOtt9Iwg8mGqa7mNphsmsz7aVfHO5Y2b9RvgD8Cj6Tt+6r2CF+V/Rn0I1pPnEew4iTfMqpd7W6qdpHkObT9PhN4LS0JdBOwNm2OqGH7Pp1jPt1j33/cD2nzZk1mqgTWiqzwWMyEJPeh9TY6dEiPwuNpSaq/ZmliZwlt6OEwm9F6ZM2Eh3a3/QTh0bSrRh5G6zF5FW3esKfRhl8Oxn4R8L4k29Bei7sDZ1fVeRMVqupm4ElJtqf1oHwcbU60A5K8sKpOnKH9kSRptZikkiRpfvktcDVtDp2pklnTMfHF+BG0oVuT+UV3e+UMPOegqRJkLwa+WVXP7xcmGTZc8GJg6yRr9XtTJbkHcJeBujOxPyfQ5g/bI8mnJoYlzqAX05JSu/STKknuP/lDpuWi7vZ+Q9YNK/sFrffeqYO91OaZiYTTcleFZOnn4f7n4rOAFyXZvHqTpyfZnDZc8our26Ak69DifCutVxNJ7kJLUB1ZVa8YqL/cVfw6h9OSuHvQJtm/D/DuYRWr6kxa4nNiX84F3km7OIEkSSPnnFSSJM0jXaLgKGD7JH8/rE6XmJmOr9KucPaGJJsM2c5Eb5bjaPPzHDhs/qEkGyaZbGjUilzf3d5tyLpbGehRk+SOtN4kg06mTYj+goHy/YbUXe39qaof0CZw3wl4d+9Y9bdzryTvWu7B03MrLYF322e17jnesorbm3A2rffY7kluGzbWDTF7xZD6n6ZdBW5oT6okKxoWOVecTzumz+oSQX27d7dn9com5jZ73UDdiftHrU5jutfd4bSrVH68N+RuomfZ4Ot+E9o8WsupqiuBLwAvBF5N6zV59MDjNxry0EtpSe9h554kSSNhTypJkuaff6VdOv64JMfRJku/hTaPz9OAc1j6xXtSVXVDkj2AzwE/SvIJ4AJaz5mn0IbbnVRVlyb5R9pQqJ8mORK4pKv3ENqk7g+k9WZaWWd0t+9NchSt99CPqupHXbv2TnIsbXjjPWkTyf9uyHbeS/uS/qluSNPPgMfQjtOV9HpszeD+vII2P9A/A09PckK3nQ2A7WnDAX847SOxrM8BzwVOTfJp2pxUz2I1J+yuqj8l2Y+WZDkzySdpQ8l2px3XrVi2d9uHgCfRhpM9njZx+7W03jpPoOvttTptWh1Jngk8rLu7dVc2kci7uqoOBaiqq5J8kDbH17lJFtGG0T2aNgzwQnpzOFXVl5N8CXh9kg2B7wI70norfaaqvr0SzXxsN1l5gA2BB9NeGxsDn6GXCKuq65J8FdgtyY20xNkWwN60XnCTzed2GG0Oq2cAR1TV4IT+b0nyZNoVEC/q2vJM2iTs/74S+yJJ0qwySSVJ0jxTVdckeTTtC/fzgL+jJRouBb7NshMmr2hbX0zyGNqEynvQJgK/otvOD3v1PtVN0Lwf7QvzXWjJn/OBtwKXr+K+fCfJP9MSPoton00OpM359Hrgut4+/pr2ZfwsBiY9r6oru/04mJbImriy3S5d/RsH6q/2/nRJvr+lJRxe2u3D3WkT3v+YNufPx1fqgCzd9jFJ7kTrNXYQ8Htab7F/YXiSbmW2fXSSP9F6ZR1Ii/cngR8An6d3rKrqj0meDrySNjTtwG7VEtqwsSNWpy0z4Lm0Cc/73tHdXgIc2it/Iy2+L6e93telzS31UeCAIYmdXWnHaDfavi+mDfF8z0q28TXd7a201/PFtOP86ao6fUj93brneCZt335BS0z/EfjUJM9xKi3BvDUtloO+QOtp+DxasvfGbrt7TlJfkqSRyMxPoSBJkjQ3JLk7Lfn08cE5frSsJG+gJcR2rKozVlRfc0uSHwNrV9XqzlsmSdLIOCeVJEkaC8Pml6INxYOpJ4ZfUJKsk2TtgbINgFfReml9byQN0yrrhmI+kNbTUJKkecvhfpIkaVz8V5JLaJODr02bM+kZwOm04U5q/oJ2rI6hzU+0CW1Y2VbAP1bVLaNsnKavS07dF3gTbRL0RaNtkSRJq8fhfpIkaSx0w9X+AdgSWJ82R9fngQOr6roRNm1O6YZAHkqbNPwetPnMfgh8oKqOG2XbtHKSnEa7QMBPgFdV1bdG2yJJklaPSSpJkiRJkiSNnHNSSZIkSZIkaeRMUkmSJEmSJGnkTFJJkiRJkiRp5ExSSZIkSZIkaeRMUkmSJEmSJGnkTFJJkiRJkiRp5P4/1xz6eeBDpFYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df.perc_change_60day.hist(bins=100,  color = 'darkgreen')\n",
    "size = plt.gcf()\n",
    "size.set_size_inches(20,8)\n",
    "\n",
    "vals = ax.get_xticks()\n",
    "ax.set_xticklabels(['{:,.0%}'.format(x) for x in vals])\n",
    "\n",
    "plt.xlabel('Percentage Change in 180 Days')\n",
    "plt.ylabel('Count of Days')\n",
    "\n",
    "plt.title('180 Day Percentage Change Histogram')\n",
    "plt.savefig(fname = 'perc_change_180_day_histogram.jpeg', bbox_inches = 'tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Probability of profits for 180 days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7651601830663616"
      ]
     },
     "execution_count": 203,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df[df.perc_change_180day > 0])/len(df[df.perc_change_180day.notna()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df.perc_change_365day.hist(bins=100,  color = 'darkgreen')\n",
    "size = plt.gcf()\n",
    "size.set_size_inches(20,8)\n",
    "\n",
    "vals = ax.get_xticks()\n",
    "ax.set_xticklabels(['{:,.0%}'.format(x) for x in vals])\n",
    "\n",
    "plt.xlabel('Percentage Change in 1 Year')\n",
    "plt.ylabel('Count of Days')\n",
    "\n",
    "plt.title('1 Year Percentage Change Histogram')\n",
    "plt.savefig(fname = 'perc_change_365_day_histogram.jpeg', bbox_inches = 'tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Probability of profits for 365 days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8065226972234465"
      ]
     },
     "execution_count": 205,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df[df.perc_change_365day > 0])/len(df[df.perc_change_365day.notna()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9145315129979428"
      ]
     },
     "execution_count": 214,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df.perc_change_1825day.hist(bins=100,  color = 'darkgreen')\n",
    "size = plt.gcf()\n",
    "size.set_size_inches(20,8)\n",
    "\n",
    "vals = ax.get_xticks()\n",
    "ax.set_xticklabels(['{:,.0%}'.format(x) for x in vals])\n",
    "\n",
    "plt.xlabel('Percentage Change in 5 Years')\n",
    "plt.ylabel('Count of Days')\n",
    "\n",
    "plt.title('5 Year Percentage Change Histogram')\n",
    "plt.savefig(fname = 'perc_change_1825_day_histogram.jpeg', bbox_inches = 'tight')\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Probability of profits after 5 years"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9146273117877826"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df[df.perc_change_1825day > 0])/len(df[df.perc_change_1825day.notna()])"
   ]
  }
 ],
 "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": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}