StockMarketAnalysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import pandas as pd\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Symbol</th>\n",
       "      <th>Series</th>\n",
       "      <th>Date</th>\n",
       "      <th>Prev Close</th>\n",
       "      <th>Open Price</th>\n",
       "      <th>High Price</th>\n",
       "      <th>Low Price</th>\n",
       "      <th>Last Price</th>\n",
       "      <th>Close Price</th>\n",
       "      <th>Average Price</th>\n",
       "      <th>Total Traded Quantity</th>\n",
       "      <th>Turnover</th>\n",
       "      <th>No. of Trades</th>\n",
       "      <th>Deliverable Qty</th>\n",
       "      <th>% Dly Qt to Traded Qty</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>INFY</td>\n",
       "      <td>EQ</td>\n",
       "      <td>15-May-2017</td>\n",
       "      <td>964.25</td>\n",
       "      <td>963.5</td>\n",
       "      <td>963.50</td>\n",
       "      <td>949.10</td>\n",
       "      <td>953.25</td>\n",
       "      <td>951.55</td>\n",
       "      <td>951.49</td>\n",
       "      <td>3648582</td>\n",
       "      <td>3.471580e+09</td>\n",
       "      <td>75335</td>\n",
       "      <td>3052819</td>\n",
       "      <td>83.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>INFY</td>\n",
       "      <td>EQ</td>\n",
       "      <td>16-May-2017</td>\n",
       "      <td>951.55</td>\n",
       "      <td>953.1</td>\n",
       "      <td>960.15</td>\n",
       "      <td>946.95</td>\n",
       "      <td>956.00</td>\n",
       "      <td>955.00</td>\n",
       "      <td>952.92</td>\n",
       "      <td>3065084</td>\n",
       "      <td>2.920775e+09</td>\n",
       "      <td>71808</td>\n",
       "      <td>1858063</td>\n",
       "      <td>60.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>INFY</td>\n",
       "      <td>EQ</td>\n",
       "      <td>17-May-2017</td>\n",
       "      <td>955.00</td>\n",
       "      <td>951.6</td>\n",
       "      <td>958.45</td>\n",
       "      <td>943.85</td>\n",
       "      <td>952.90</td>\n",
       "      <td>952.80</td>\n",
       "      <td>949.48</td>\n",
       "      <td>1457754</td>\n",
       "      <td>1.384110e+09</td>\n",
       "      <td>75429</td>\n",
       "      <td>792251</td>\n",
       "      <td>54.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>INFY</td>\n",
       "      <td>EQ</td>\n",
       "      <td>18-May-2017</td>\n",
       "      <td>952.80</td>\n",
       "      <td>943.0</td>\n",
       "      <td>973.90</td>\n",
       "      <td>942.85</td>\n",
       "      <td>960.25</td>\n",
       "      <td>961.75</td>\n",
       "      <td>962.61</td>\n",
       "      <td>4028924</td>\n",
       "      <td>3.878282e+09</td>\n",
       "      <td>120990</td>\n",
       "      <td>2309450</td>\n",
       "      <td>57.32</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Symbol Series         Date  Prev Close  Open Price  High Price  Low Price  \\\n",
       "0   INFY     EQ  15-May-2017      964.25       963.5      963.50     949.10   \n",
       "1   INFY     EQ  16-May-2017      951.55       953.1      960.15     946.95   \n",
       "2   INFY     EQ  17-May-2017      955.00       951.6      958.45     943.85   \n",
       "3   INFY     EQ  18-May-2017      952.80       943.0      973.90     942.85   \n",
       "\n",
       "   Last Price  Close Price  Average Price  Total Traded Quantity  \\\n",
       "0      953.25       951.55         951.49                3648582   \n",
       "1      956.00       955.00         952.92                3065084   \n",
       "2      952.90       952.80         949.48                1457754   \n",
       "3      960.25       961.75         962.61                4028924   \n",
       "\n",
       "       Turnover  No. of Trades  Deliverable Qty  % Dly Qt to Traded Qty  \n",
       "0  3.471580e+09          75335          3052819                   83.67  \n",
       "1  2.920775e+09          71808          1858063                   60.62  \n",
       "2  1.384110e+09          75429           792251                   54.35  \n",
       "3  3.878282e+09         120990          2309450                   57.32  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_data = pd.read_csv('./INFY.csv')\n",
    "stock_data.head(4)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['EQ', 'BL'], dtype=object)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_data.Series.unique()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Symbol</th>\n",
       "      <th>Series</th>\n",
       "      <th>Date</th>\n",
       "      <th>Prev Close</th>\n",
       "      <th>Open Price</th>\n",
       "      <th>High Price</th>\n",
       "      <th>Low Price</th>\n",
       "      <th>Last Price</th>\n",
       "      <th>Close Price</th>\n",
       "      <th>Average Price</th>\n",
       "      <th>Total Traded Quantity</th>\n",
       "      <th>Turnover</th>\n",
       "      <th>No. of Trades</th>\n",
       "      <th>Deliverable Qty</th>\n",
       "      <th>% Dly Qt to Traded Qty</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>INFY</td>\n",
       "      <td>BL</td>\n",
       "      <td>25-Feb-2019</td>\n",
       "      <td>1220.15</td>\n",
       "      <td>734.95</td>\n",
       "      <td>734.95</td>\n",
       "      <td>734.95</td>\n",
       "      <td>734.95</td>\n",
       "      <td>734.95</td>\n",
       "      <td>734.95</td>\n",
       "      <td>1263230</td>\n",
       "      <td>9.284109e+08</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>INFY</td>\n",
       "      <td>BL</td>\n",
       "      <td>22-Mar-2019</td>\n",
       "      <td>734.95</td>\n",
       "      <td>738.95</td>\n",
       "      <td>738.95</td>\n",
       "      <td>738.95</td>\n",
       "      <td>738.95</td>\n",
       "      <td>738.95</td>\n",
       "      <td>738.95</td>\n",
       "      <td>1727935</td>\n",
       "      <td>1.276858e+09</td>\n",
       "      <td>1</td>\n",
       "      <td>1727935</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Symbol Series         Date  Prev Close  Open Price  High Price  Low Price  \\\n",
       "444   INFY     BL  25-Feb-2019     1220.15      734.95      734.95     734.95   \n",
       "462   INFY     BL  22-Mar-2019      734.95      738.95      738.95     738.95   \n",
       "\n",
       "     Last Price  Close Price  Average Price  Total Traded Quantity  \\\n",
       "444      734.95       734.95         734.95                1263230   \n",
       "462      738.95       738.95         738.95                1727935   \n",
       "\n",
       "         Turnover  No. of Trades  Deliverable Qty  % Dly Qt to Traded Qty  \n",
       "444  9.284109e+08              1                0                     0.0  \n",
       "462  1.276858e+09              1          1727935                   100.0  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_data[stock_data.Series == 'BL']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['EQ'], dtype=object)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Taking all rows which have 'EQ' in Series columns\n",
    "stock_data = stock_data[stock_data.Series == 'EQ']\n",
    "\n",
    "# To ensure only category in Series Columns\n",
    "stock_data.Series.unique()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th></th>\n",
       "      <th>Symbol</th>\n",
       "      <th>Series</th>\n",
       "      <th>Date</th>\n",
       "      <th>Prev Close</th>\n",
       "      <th>Open Price</th>\n",
       "      <th>High Price</th>\n",
       "      <th>Low Price</th>\n",
       "      <th>Last Price</th>\n",
       "      <th>Close Price</th>\n",
       "      <th>Average Price</th>\n",
       "      <th>Total Traded Quantity</th>\n",
       "      <th>Turnover</th>\n",
       "      <th>No. of Trades</th>\n",
       "      <th>Deliverable Qty</th>\n",
       "      <th>% Dly Qt to Traded Qty</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>INFY</td>\n",
       "      <td>EQ</td>\n",
       "      <td>08-May-2019</td>\n",
       "      <td>724.55</td>\n",
       "      <td>721.00</td>\n",
       "      <td>726.00</td>\n",
       "      <td>716.5</td>\n",
       "      <td>718.95</td>\n",
       "      <td>719.35</td>\n",
       "      <td>721.65</td>\n",
       "      <td>6247642</td>\n",
       "      <td>4.508603e+09</td>\n",
       "      <td>162077</td>\n",
       "      <td>3950857</td>\n",
       "      <td>63.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>INFY</td>\n",
       "      <td>EQ</td>\n",
       "      <td>09-May-2019</td>\n",
       "      <td>719.35</td>\n",
       "      <td>719.15</td>\n",
       "      <td>730.30</td>\n",
       "      <td>715.8</td>\n",
       "      <td>722.00</td>\n",
       "      <td>721.05</td>\n",
       "      <td>724.48</td>\n",
       "      <td>7396525</td>\n",
       "      <td>5.358635e+09</td>\n",
       "      <td>242225</td>\n",
       "      <td>4808832</td>\n",
       "      <td>65.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>INFY</td>\n",
       "      <td>EQ</td>\n",
       "      <td>10-May-2019</td>\n",
       "      <td>721.05</td>\n",
       "      <td>720.80</td>\n",
       "      <td>726.00</td>\n",
       "      <td>715.0</td>\n",
       "      <td>716.50</td>\n",
       "      <td>716.85</td>\n",
       "      <td>717.88</td>\n",
       "      <td>8352335</td>\n",
       "      <td>5.995942e+09</td>\n",
       "      <td>181229</td>\n",
       "      <td>5545377</td>\n",
       "      <td>66.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>INFY</td>\n",
       "      <td>EQ</td>\n",
       "      <td>13-May-2019</td>\n",
       "      <td>716.85</td>\n",
       "      <td>716.55</td>\n",
       "      <td>726.45</td>\n",
       "      <td>712.1</td>\n",
       "      <td>718.00</td>\n",
       "      <td>719.70</td>\n",
       "      <td>720.09</td>\n",
       "      <td>6808993</td>\n",
       "      <td>4.903098e+09</td>\n",
       "      <td>201194</td>\n",
       "      <td>4745909</td>\n",
       "      <td>69.70</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Symbol Series         Date  Prev Close  Open Price  High Price  Low Price  \\\n",
       "492   INFY     EQ  08-May-2019      724.55      721.00      726.00      716.5   \n",
       "493   INFY     EQ  09-May-2019      719.35      719.15      730.30      715.8   \n",
       "494   INFY     EQ  10-May-2019      721.05      720.80      726.00      715.0   \n",
       "495   INFY     EQ  13-May-2019      716.85      716.55      726.45      712.1   \n",
       "\n",
       "     Last Price  Close Price  Average Price  Total Traded Quantity  \\\n",
       "492      718.95       719.35         721.65                6247642   \n",
       "493      722.00       721.05         724.48                7396525   \n",
       "494      716.50       716.85         717.88                8352335   \n",
       "495      718.00       719.70         720.09                6808993   \n",
       "\n",
       "         Turnover  No. of Trades  Deliverable Qty  % Dly Qt to Traded Qty  \n",
       "492  4.508603e+09         162077          3950857                   63.24  \n",
       "493  5.358635e+09         242225          4808832                   65.01  \n",
       "494  5.995942e+09         181229          5545377                   66.39  \n",
       "495  4.903098e+09         201194          4745909                   69.70  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_data.tail(4)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Symbol</th>\n",
       "      <th>Series</th>\n",
       "      <th>Date</th>\n",
       "      <th>Prev Close</th>\n",
       "      <th>Open Price</th>\n",
       "      <th>High Price</th>\n",
       "      <th>Low Price</th>\n",
       "      <th>Last Price</th>\n",
       "      <th>Close Price</th>\n",
       "      <th>Average Price</th>\n",
       "      <th>Total Traded Quantity</th>\n",
       "      <th>Turnover</th>\n",
       "      <th>No. of Trades</th>\n",
       "      <th>Deliverable Qty</th>\n",
       "      <th>% Dly Qt to Traded Qty</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>INFY</td>\n",
       "      <td>EQ</td>\n",
       "      <td>15-May-2017</td>\n",
       "      <td>964.25</td>\n",
       "      <td>963.5</td>\n",
       "      <td>963.50</td>\n",
       "      <td>949.10</td>\n",
       "      <td>953.25</td>\n",
       "      <td>951.55</td>\n",
       "      <td>951.49</td>\n",
       "      <td>3648582</td>\n",
       "      <td>3.471580e+09</td>\n",
       "      <td>75335</td>\n",
       "      <td>3052819</td>\n",
       "      <td>83.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>INFY</td>\n",
       "      <td>EQ</td>\n",
       "      <td>16-May-2017</td>\n",
       "      <td>951.55</td>\n",
       "      <td>953.1</td>\n",
       "      <td>960.15</td>\n",
       "      <td>946.95</td>\n",
       "      <td>956.00</td>\n",
       "      <td>955.00</td>\n",
       "      <td>952.92</td>\n",
       "      <td>3065084</td>\n",
       "      <td>2.920775e+09</td>\n",
       "      <td>71808</td>\n",
       "      <td>1858063</td>\n",
       "      <td>60.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>INFY</td>\n",
       "      <td>EQ</td>\n",
       "      <td>17-May-2017</td>\n",
       "      <td>955.00</td>\n",
       "      <td>951.6</td>\n",
       "      <td>958.45</td>\n",
       "      <td>943.85</td>\n",
       "      <td>952.90</td>\n",
       "      <td>952.80</td>\n",
       "      <td>949.48</td>\n",
       "      <td>1457754</td>\n",
       "      <td>1.384110e+09</td>\n",
       "      <td>75429</td>\n",
       "      <td>792251</td>\n",
       "      <td>54.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>INFY</td>\n",
       "      <td>EQ</td>\n",
       "      <td>18-May-2017</td>\n",
       "      <td>952.80</td>\n",
       "      <td>943.0</td>\n",
       "      <td>973.90</td>\n",
       "      <td>942.85</td>\n",
       "      <td>960.25</td>\n",
       "      <td>961.75</td>\n",
       "      <td>962.61</td>\n",
       "      <td>4028924</td>\n",
       "      <td>3.878282e+09</td>\n",
       "      <td>120990</td>\n",
       "      <td>2309450</td>\n",
       "      <td>57.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>INFY</td>\n",
       "      <td>EQ</td>\n",
       "      <td>19-May-2017</td>\n",
       "      <td>961.75</td>\n",
       "      <td>961.5</td>\n",
       "      <td>962.70</td>\n",
       "      <td>947.85</td>\n",
       "      <td>957.40</td>\n",
       "      <td>957.95</td>\n",
       "      <td>954.18</td>\n",
       "      <td>2128698</td>\n",
       "      <td>2.031155e+09</td>\n",
       "      <td>88897</td>\n",
       "      <td>1457747</td>\n",
       "      <td>68.48</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Symbol Series         Date  Prev Close  Open Price  High Price  Low Price  \\\n",
       "0   INFY     EQ  15-May-2017      964.25       963.5      963.50     949.10   \n",
       "1   INFY     EQ  16-May-2017      951.55       953.1      960.15     946.95   \n",
       "2   INFY     EQ  17-May-2017      955.00       951.6      958.45     943.85   \n",
       "3   INFY     EQ  18-May-2017      952.80       943.0      973.90     942.85   \n",
       "4   INFY     EQ  19-May-2017      961.75       961.5      962.70     947.85   \n",
       "\n",
       "   Last Price  Close Price  Average Price  Total Traded Quantity  \\\n",
       "0      953.25       951.55         951.49                3648582   \n",
       "1      956.00       955.00         952.92                3065084   \n",
       "2      952.90       952.80         949.48                1457754   \n",
       "3      960.25       961.75         962.61                4028924   \n",
       "4      957.40       957.95         954.18                2128698   \n",
       "\n",
       "       Turnover  No. of Trades  Deliverable Qty  % Dly Qt to Traded Qty  \n",
       "0  3.471580e+09          75335          3052819                   83.67  \n",
       "1  2.920775e+09          71808          1858063                   60.62  \n",
       "2  1.384110e+09          75429           792251                   54.35  \n",
       "3  3.878282e+09         120990          2309450                   57.32  \n",
       "4  2.031155e+09          88897          1457747                   68.48  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_data.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\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>Prev Close</th>\n",
       "      <th>Open Price</th>\n",
       "      <th>High Price</th>\n",
       "      <th>Low Price</th>\n",
       "      <th>Last Price</th>\n",
       "      <th>Close Price</th>\n",
       "      <th>Average Price</th>\n",
       "      <th>Total Traded Quantity</th>\n",
       "      <th>Turnover</th>\n",
       "      <th>No. of Trades</th>\n",
       "      <th>Deliverable Qty</th>\n",
       "      <th>% Dly Qt to Traded Qty</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>494.000000</td>\n",
       "      <td>494.000000</td>\n",
       "      <td>494.000000</td>\n",
       "      <td>494.000000</td>\n",
       "      <td>494.000000</td>\n",
       "      <td>494.000000</td>\n",
       "      <td>494.000000</td>\n",
       "      <td>4.940000e+02</td>\n",
       "      <td>4.940000e+02</td>\n",
       "      <td>4.940000e+02</td>\n",
       "      <td>4.940000e+02</td>\n",
       "      <td>494.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>961.440789</td>\n",
       "      <td>961.070040</td>\n",
       "      <td>971.092713</td>\n",
       "      <td>951.052733</td>\n",
       "      <td>960.845648</td>\n",
       "      <td>960.945749</td>\n",
       "      <td>961.166498</td>\n",
       "      <td>6.056365e+06</td>\n",
       "      <td>5.469840e+09</td>\n",
       "      <td>1.361482e+05</td>\n",
       "      <td>3.605878e+06</td>\n",
       "      <td>61.759008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>220.761549</td>\n",
       "      <td>220.091227</td>\n",
       "      <td>222.968974</td>\n",
       "      <td>218.714372</td>\n",
       "      <td>220.968590</td>\n",
       "      <td>221.029267</td>\n",
       "      <td>221.102384</td>\n",
       "      <td>5.451445e+06</td>\n",
       "      <td>4.770342e+09</td>\n",
       "      <td>8.557589e+04</td>\n",
       "      <td>2.840733e+06</td>\n",
       "      <td>9.924135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>619.100000</td>\n",
       "      <td>621.000000</td>\n",
       "      <td>628.000000</td>\n",
       "      <td>599.850000</td>\n",
       "      <td>619.500000</td>\n",
       "      <td>619.100000</td>\n",
       "      <td>613.780000</td>\n",
       "      <td>5.457170e+05</td>\n",
       "      <td>5.060941e+08</td>\n",
       "      <td>1.388600e+04</td>\n",
       "      <td>3.077410e+05</td>\n",
       "      <td>26.380000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>735.025000</td>\n",
       "      <td>736.187500</td>\n",
       "      <td>742.700000</td>\n",
       "      <td>729.012500</td>\n",
       "      <td>734.125000</td>\n",
       "      <td>734.462500</td>\n",
       "      <td>735.720000</td>\n",
       "      <td>3.148044e+06</td>\n",
       "      <td>3.350973e+09</td>\n",
       "      <td>9.246300e+04</td>\n",
       "      <td>2.064895e+06</td>\n",
       "      <td>55.142500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>956.750000</td>\n",
       "      <td>957.525000</td>\n",
       "      <td>964.775000</td>\n",
       "      <td>948.000000</td>\n",
       "      <td>956.025000</td>\n",
       "      <td>955.975000</td>\n",
       "      <td>955.060000</td>\n",
       "      <td>4.905804e+06</td>\n",
       "      <td>4.601808e+09</td>\n",
       "      <td>1.197605e+05</td>\n",
       "      <td>3.053880e+06</td>\n",
       "      <td>62.270000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1150.150000</td>\n",
       "      <td>1145.412500</td>\n",
       "      <td>1161.675000</td>\n",
       "      <td>1135.962500</td>\n",
       "      <td>1147.950000</td>\n",
       "      <td>1150.150000</td>\n",
       "      <td>1148.280000</td>\n",
       "      <td>7.303918e+06</td>\n",
       "      <td>6.042062e+09</td>\n",
       "      <td>1.551745e+05</td>\n",
       "      <td>4.332777e+06</td>\n",
       "      <td>68.767500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1441.100000</td>\n",
       "      <td>1449.000000</td>\n",
       "      <td>1467.900000</td>\n",
       "      <td>1430.000000</td>\n",
       "      <td>1440.000000</td>\n",
       "      <td>1441.100000</td>\n",
       "      <td>1451.300000</td>\n",
       "      <td>8.220248e+07</td>\n",
       "      <td>7.662502e+10</td>\n",
       "      <td>1.192900e+06</td>\n",
       "      <td>4.202849e+07</td>\n",
       "      <td>88.700000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Prev Close   Open Price   High Price    Low Price   Last Price  \\\n",
       "count   494.000000   494.000000   494.000000   494.000000   494.000000   \n",
       "mean    961.440789   961.070040   971.092713   951.052733   960.845648   \n",
       "std     220.761549   220.091227   222.968974   218.714372   220.968590   \n",
       "min     619.100000   621.000000   628.000000   599.850000   619.500000   \n",
       "25%     735.025000   736.187500   742.700000   729.012500   734.125000   \n",
       "50%     956.750000   957.525000   964.775000   948.000000   956.025000   \n",
       "75%    1150.150000  1145.412500  1161.675000  1135.962500  1147.950000   \n",
       "max    1441.100000  1449.000000  1467.900000  1430.000000  1440.000000   \n",
       "\n",
       "       Close Price  Average Price  Total Traded Quantity      Turnover  \\\n",
       "count   494.000000     494.000000           4.940000e+02  4.940000e+02   \n",
       "mean    960.945749     961.166498           6.056365e+06  5.469840e+09   \n",
       "std     221.029267     221.102384           5.451445e+06  4.770342e+09   \n",
       "min     619.100000     613.780000           5.457170e+05  5.060941e+08   \n",
       "25%     734.462500     735.720000           3.148044e+06  3.350973e+09   \n",
       "50%     955.975000     955.060000           4.905804e+06  4.601808e+09   \n",
       "75%    1150.150000    1148.280000           7.303918e+06  6.042062e+09   \n",
       "max    1441.100000    1451.300000           8.220248e+07  7.662502e+10   \n",
       "\n",
       "       No. of Trades  Deliverable Qty  % Dly Qt to Traded Qty  \n",
       "count   4.940000e+02     4.940000e+02              494.000000  \n",
       "mean    1.361482e+05     3.605878e+06               61.759008  \n",
       "std     8.557589e+04     2.840733e+06                9.924135  \n",
       "min     1.388600e+04     3.077410e+05               26.380000  \n",
       "25%     9.246300e+04     2.064895e+06               55.142500  \n",
       "50%     1.197605e+05     3.053880e+06               62.270000  \n",
       "75%     1.551745e+05     4.332777e+06               68.767500  \n",
       "max     1.192900e+06     4.202849e+07               88.700000  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_data.describe()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Symbol</th>\n",
       "      <th>Series</th>\n",
       "      <th>Date</th>\n",
       "      <th>Prev Close</th>\n",
       "      <th>Open Price</th>\n",
       "      <th>High Price</th>\n",
       "      <th>Low Price</th>\n",
       "      <th>Last Price</th>\n",
       "      <th>Close Price</th>\n",
       "      <th>Average Price</th>\n",
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       "      <th>No. of Trades</th>\n",
       "      <th>Deliverable Qty</th>\n",
       "      <th>% Dly Qt to Traded Qty</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Day_Perc_Change</th>\n",
       "      <th>Trend</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>INFY</td>\n",
       "      <td>EQ</td>\n",
       "      <td>2017-05-15</td>\n",
       "      <td>964.25</td>\n",
       "      <td>963.5</td>\n",
       "      <td>963.50</td>\n",
       "      <td>949.10</td>\n",
       "      <td>953.25</td>\n",
       "      <td>951.55</td>\n",
       "      <td>951.49</td>\n",
       "      <td>3648582</td>\n",
       "      <td>3.471580e+09</td>\n",
       "      <td>75335</td>\n",
       "      <td>3052819</td>\n",
       "      <td>83.67</td>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Slight or No change</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>INFY</td>\n",
       "      <td>EQ</td>\n",
       "      <td>2017-05-16</td>\n",
       "      <td>951.55</td>\n",
       "      <td>953.1</td>\n",
       "      <td>960.15</td>\n",
       "      <td>946.95</td>\n",
       "      <td>956.00</td>\n",
       "      <td>955.00</td>\n",
       "      <td>952.92</td>\n",
       "      <td>3065084</td>\n",
       "      <td>2.920775e+09</td>\n",
       "      <td>71808</td>\n",
       "      <td>1858063</td>\n",
       "      <td>60.62</td>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>0.362566</td>\n",
       "      <td>Slight or No change</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>INFY</td>\n",
       "      <td>EQ</td>\n",
       "      <td>2017-05-17</td>\n",
       "      <td>955.00</td>\n",
       "      <td>951.6</td>\n",
       "      <td>958.45</td>\n",
       "      <td>943.85</td>\n",
       "      <td>952.90</td>\n",
       "      <td>952.80</td>\n",
       "      <td>949.48</td>\n",
       "      <td>1457754</td>\n",
       "      <td>1.384110e+09</td>\n",
       "      <td>75429</td>\n",
       "      <td>792251</td>\n",
       "      <td>54.35</td>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>-0.230366</td>\n",
       "      <td>Slight or No change</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>INFY</td>\n",
       "      <td>EQ</td>\n",
       "      <td>2017-05-18</td>\n",
       "      <td>952.80</td>\n",
       "      <td>943.0</td>\n",
       "      <td>973.90</td>\n",
       "      <td>942.85</td>\n",
       "      <td>960.25</td>\n",
       "      <td>961.75</td>\n",
       "      <td>962.61</td>\n",
       "      <td>4028924</td>\n",
       "      <td>3.878282e+09</td>\n",
       "      <td>120990</td>\n",
       "      <td>2309450</td>\n",
       "      <td>57.32</td>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>0.939337</td>\n",
       "      <td>Slight positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>INFY</td>\n",
       "      <td>EQ</td>\n",
       "      <td>2017-05-19</td>\n",
       "      <td>961.75</td>\n",
       "      <td>961.5</td>\n",
       "      <td>962.70</td>\n",
       "      <td>947.85</td>\n",
       "      <td>957.40</td>\n",
       "      <td>957.95</td>\n",
       "      <td>954.18</td>\n",
       "      <td>2128698</td>\n",
       "      <td>2.031155e+09</td>\n",
       "      <td>88897</td>\n",
       "      <td>1457747</td>\n",
       "      <td>68.48</td>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>-0.395113</td>\n",
       "      <td>Slight or No change</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Symbol Series        Date  Prev Close  Open Price  High Price  Low Price  \\\n",
       "0   INFY     EQ  2017-05-15      964.25       963.5      963.50     949.10   \n",
       "1   INFY     EQ  2017-05-16      951.55       953.1      960.15     946.95   \n",
       "2   INFY     EQ  2017-05-17      955.00       951.6      958.45     943.85   \n",
       "3   INFY     EQ  2017-05-18      952.80       943.0      973.90     942.85   \n",
       "4   INFY     EQ  2017-05-19      961.75       961.5      962.70     947.85   \n",
       "\n",
       "   Last Price  Close Price  Average Price  Total Traded Quantity  \\\n",
       "0      953.25       951.55         951.49                3648582   \n",
       "1      956.00       955.00         952.92                3065084   \n",
       "2      952.90       952.80         949.48                1457754   \n",
       "3      960.25       961.75         962.61                4028924   \n",
       "4      957.40       957.95         954.18                2128698   \n",
       "\n",
       "       Turnover  No. of Trades  Deliverable Qty  % Dly Qt to Traded Qty  Year  \\\n",
       "0  3.471580e+09          75335          3052819                   83.67  2017   \n",
       "1  2.920775e+09          71808          1858063                   60.62  2017   \n",
       "2  1.384110e+09          75429           792251                   54.35  2017   \n",
       "3  3.878282e+09         120990          2309450                   57.32  2017   \n",
       "4  2.031155e+09          88897          1457747                   68.48  2017   \n",
       "\n",
       "   Month  Day_Perc_Change                Trend  \n",
       "0      5         0.000000  Slight or No change  \n",
       "1      5         0.362566  Slight or No change  \n",
       "2      5        -0.230366  Slight or No change  \n",
       "3      5         0.939337      Slight positive  \n",
       "4      5        -0.395113  Slight or No change  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "stock_data = pd.read_csv('./week2.csv', index_col=0)\n",
    "stock_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Symbol</th>\n",
       "      <th>Series</th>\n",
       "      <th>Prev Close</th>\n",
       "      <th>Open Price</th>\n",
       "      <th>High Price</th>\n",
       "      <th>Low Price</th>\n",
       "      <th>Last Price</th>\n",
       "      <th>Close Price</th>\n",
       "      <th>Average Price</th>\n",
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       "      <th>Turnover</th>\n",
       "      <th>No. of Trades</th>\n",
       "      <th>Deliverable Qty</th>\n",
       "      <th>% Dly Qt to Traded Qty</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Day_Perc_Change</th>\n",
       "      <th>Trend</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-05-15</th>\n",
       "      <td>INFY</td>\n",
       "      <td>EQ</td>\n",
       "      <td>964.25</td>\n",
       "      <td>963.5</td>\n",
       "      <td>963.50</td>\n",
       "      <td>949.10</td>\n",
       "      <td>953.25</td>\n",
       "      <td>951.55</td>\n",
       "      <td>951.49</td>\n",
       "      <td>3648582</td>\n",
       "      <td>3.471580e+09</td>\n",
       "      <td>75335</td>\n",
       "      <td>3052819</td>\n",
       "      <td>83.67</td>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Slight or No change</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-05-16</th>\n",
       "      <td>INFY</td>\n",
       "      <td>EQ</td>\n",
       "      <td>951.55</td>\n",
       "      <td>953.1</td>\n",
       "      <td>960.15</td>\n",
       "      <td>946.95</td>\n",
       "      <td>956.00</td>\n",
       "      <td>955.00</td>\n",
       "      <td>952.92</td>\n",
       "      <td>3065084</td>\n",
       "      <td>2.920775e+09</td>\n",
       "      <td>71808</td>\n",
       "      <td>1858063</td>\n",
       "      <td>60.62</td>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>0.362566</td>\n",
       "      <td>Slight or No change</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-05-17</th>\n",
       "      <td>INFY</td>\n",
       "      <td>EQ</td>\n",
       "      <td>955.00</td>\n",
       "      <td>951.6</td>\n",
       "      <td>958.45</td>\n",
       "      <td>943.85</td>\n",
       "      <td>952.90</td>\n",
       "      <td>952.80</td>\n",
       "      <td>949.48</td>\n",
       "      <td>1457754</td>\n",
       "      <td>1.384110e+09</td>\n",
       "      <td>75429</td>\n",
       "      <td>792251</td>\n",
       "      <td>54.35</td>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>-0.230366</td>\n",
       "      <td>Slight or No change</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-05-18</th>\n",
       "      <td>INFY</td>\n",
       "      <td>EQ</td>\n",
       "      <td>952.80</td>\n",
       "      <td>943.0</td>\n",
       "      <td>973.90</td>\n",
       "      <td>942.85</td>\n",
       "      <td>960.25</td>\n",
       "      <td>961.75</td>\n",
       "      <td>962.61</td>\n",
       "      <td>4028924</td>\n",
       "      <td>3.878282e+09</td>\n",
       "      <td>120990</td>\n",
       "      <td>2309450</td>\n",
       "      <td>57.32</td>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>0.939337</td>\n",
       "      <td>Slight positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-05-19</th>\n",
       "      <td>INFY</td>\n",
       "      <td>EQ</td>\n",
       "      <td>961.75</td>\n",
       "      <td>961.5</td>\n",
       "      <td>962.70</td>\n",
       "      <td>947.85</td>\n",
       "      <td>957.40</td>\n",
       "      <td>957.95</td>\n",
       "      <td>954.18</td>\n",
       "      <td>2128698</td>\n",
       "      <td>2.031155e+09</td>\n",
       "      <td>88897</td>\n",
       "      <td>1457747</td>\n",
       "      <td>68.48</td>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>-0.395113</td>\n",
       "      <td>Slight or No change</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Symbol Series  Prev Close  Open Price  High Price  Low Price  \\\n",
       "Date                                                                      \n",
       "2017-05-15   INFY     EQ      964.25       963.5      963.50     949.10   \n",
       "2017-05-16   INFY     EQ      951.55       953.1      960.15     946.95   \n",
       "2017-05-17   INFY     EQ      955.00       951.6      958.45     943.85   \n",
       "2017-05-18   INFY     EQ      952.80       943.0      973.90     942.85   \n",
       "2017-05-19   INFY     EQ      961.75       961.5      962.70     947.85   \n",
       "\n",
       "            Last Price  Close Price  Average Price  Total Traded Quantity  \\\n",
       "Date                                                                        \n",
       "2017-05-15      953.25       951.55         951.49                3648582   \n",
       "2017-05-16      956.00       955.00         952.92                3065084   \n",
       "2017-05-17      952.90       952.80         949.48                1457754   \n",
       "2017-05-18      960.25       961.75         962.61                4028924   \n",
       "2017-05-19      957.40       957.95         954.18                2128698   \n",
       "\n",
       "                Turnover  No. of Trades  Deliverable Qty  \\\n",
       "Date                                                       \n",
       "2017-05-15  3.471580e+09          75335          3052819   \n",
       "2017-05-16  2.920775e+09          71808          1858063   \n",
       "2017-05-17  1.384110e+09          75429           792251   \n",
       "2017-05-18  3.878282e+09         120990          2309450   \n",
       "2017-05-19  2.031155e+09          88897          1457747   \n",
       "\n",
       "            % Dly Qt to Traded Qty  Year  Month  Day_Perc_Change  \\\n",
       "Date                                                               \n",
       "2017-05-15                   83.67  2017      5         0.000000   \n",
       "2017-05-16                   60.62  2017      5         0.362566   \n",
       "2017-05-17                   54.35  2017      5        -0.230366   \n",
       "2017-05-18                   57.32  2017      5         0.939337   \n",
       "2017-05-19                   68.48  2017      5        -0.395113   \n",
       "\n",
       "                          Trend  \n",
       "Date                             \n",
       "2017-05-15  Slight or No change  \n",
       "2017-05-16  Slight or No change  \n",
       "2017-05-17  Slight or No change  \n",
       "2017-05-18      Slight positive  \n",
       "2017-05-19  Slight or No change  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_data = stock_data.set_index('Date')\n",
    "stock_data.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing necessary package\n",
    "import matplotlib.pyplot as plt \n",
    "\n",
    "# Needed for jupyter notebooks\n",
    "%matplotlib inline \n",
    "\n",
    "# Using the fivethirtyeight matplotlib theme\n",
    "plt.style.use('fivethirtyeight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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G4aWXXsLWrVvRvXt39zqnJSUlWLp0qccM/Op8xt4MHz4c3377Le644w7cfPPNWLVqlcfGAURUcwxOiZqgJ598ErfccgtWrFiBrVu34uuvv4bJZIJOp0P79u2xZMmSKo1R1Ol0+PXXX7F06VKsXbsW7777LtRqNTp16oSZM2fi5ptv9ij/3HPPYdOmTTh48CB+//13KBQKNG/eHE8//TRmzpxZ7k5J10IQBPz3v//Fa6+9hm+++QYffPABIiIiMHXqVNx3331Yv359nY2hvBZz585Fjx49sHz5cmzatAlFRUUIDQ1FUlKSO8NZavLkyejQoQOWLVuGP/74A5s3b4ZGo0FkZCSGDRuG8ePHV/l9ly9fjj59+uCLL77AF198AafTifj4eDz//PN44IEHyqxEUBPLli3Db7/9hm3btmHHjh3Izs6G0+lEeHg4xo0bh7vvvrvMGrQDBw7Eyy+/jE8++QQrVqxwZ8FLg9PY2Fhs2bIFr776KjZs2IBdu3bB19cXffv2xSOPPOJ1sl11PmNvBgwYgNWrV2Py5MmYMGECvv76a/Tr1++aPx+ipk7Q6/Vi5cWIiBqfzZs3Y8KECZg8eTJWrFjR0NUhIiJwzCkRNQGZmZlljuXn5+O5554DgDIZXiIiajjs1ieiRm/+/PnYv38/evTogdDQUFy8eBG//fYbCgoKMGbMGIwbN66hq0hERJcwOCWiRm/s2LHIycnBxo0bkZ+fD6VSiTZt2uCpp57C/fffXys7ZhERUe3gmFMiIiIikgyOOSUiIiIiyWBwSkRERESSweCUiIiIiCSDwWk1pKamNnQVqJawLRsXtmfjwbZsXNiejUd9tiWDUyIiIiKSDAanRERERCQZDE6JiIiISDIYnBIRERGRZDA4JSIiIiLJYHBKRERERJLB4JSIiIiIJIPBKRERERFJBoNTIiIiIpIMBqdERNRknTLYsSvL0tDVIKIrMDglIqIm66uTJty7JR8ldrGhq0JElzA4JSKiJut0kR1Gu4iPjhkbuipEdAmDUyIianSsjqplQk8V2vFAez9sTGfXPpFUMDglIqJGwymKGL0+BxGfX0SqwVZhWVEUcbrQjvY6JZzs1SeSDAanRETUaJw3OnC2yI5eESpcLHZ4LZNd4jqeY3ZCIQOC1AJEkdEpkVQwOCUiokbjmN6OdjolIrRy5JmdZV7XW5zo9F0mDuXbcKrQjvgABQABDE2JpEPR0BUgIiKqLcf0NrQNUsDiAPIsZYPTVadNMDuA7ZkW+CsFtApQQCaA3fpEEsLMKRERNRpHCmxoq1MiWC1Dvpfg9L+pJkyN12JHpgUnDa7MqSCAmVMiCWFwSkREjcYxvR3tg1zB6dXd+gUWJ04X2vFMlwBsz7Tgy5MmjGyugdBAdSUi76oUnO7YsQNTp05Fu3btoNPpsHLlynLLPvroo9DpdHj77bc9jlssFsyZMwetWrVCs2bNMHXqVKSnp3uU0ev1mDFjBmJiYhATE4MZM2ZAr9dX/66IiKhJEUUR+WYHUg12JOoUCNGUzZxmmByI8pEjxk+BAKUMI5pr0DlUBZkAcD4UkXRUKTgtLi5G+/btsXjxYmi12nLLrVmzBnv37kVUVFSZ1+bNm4d169bho48+wvr161FUVIQpU6bA4bg8m3L69OlISUnBd999h1WrViElJQUzZ86swW0REVFT8r8LFrT+OhPNfeXwV8oQoimbOc0yORDhIwcAfDgwCC90DwQACOCYUyIpqdKEqBEjRmDEiBEAgNmzZ3stc+7cOcydOxc//vgjJk+e7PGawWDAF198gWXLlmHw4MEAgOXLl6Njx47YsmULhg4diuPHj2Pjxo3YsGEDevbsCQB44403MHr0aKSmpiIhIaHGN0lERI3bkQIbZrf3w/PdAwAAIV669TNLnIjUunIyPcLV7uMCAJGjTokko1bGnNrtdkyfPh1PPvkkEhMTy7y+f/9+2Gw2DBkyxH2sefPmSExMxO7duwEAycnJ8PPzcwemANCrVy/4+vq6yxAREXmTarAjIVABmeAaQRrspVs/u8SBcK28zLkygUtJEUlJrSwltWjRIgQFBeG+++7z+np2djbkcjlCQkI8joeFhSE7O9tdJiQkBIJweWi6IAgIDQ11l/EmNTW1Fu6g6ur7/ajusC0bF7Zn41GTtjyYpcYgrQ2pqa6AtMQB5JRokZqailwrkGWR4ViOHOEqEampnr9TLhTJYCpR8nuojvBzbTxqsy0r6hG/5uB0+/bt+PLLL7Ft27ZqnyuKYplgtLIyV6vP7n4OL2g82JaNC9uz8ahJW4qiiPPJGRicFI2wS5lRURQhJF9EdMt4fH/QiJ3ZVoRoZOjQQoOEeB+P8wtzrFCn65GQEFNr90Eu/NlsPOqzLa+5W3/btm3IzMxEYmIiQkJCEBISgvPnz2PBggVo3749ACA8PBwOhwN5eXke5+bm5iIsLMxdJjc312MLOVEUkZeX5y5DRER0tdLF9kM1l3+lCYKAELUc+WYn/siw4GC+DZlXTIi6EmfrE0nLNQen06dPx44dO7Bt2zb3v6ioKMyePRtr1qwBAHTu3BlKpRKbN292n5eeno7jx4+7x5j26NEDRqMRycnJ7jLJyckoLi72GIdKRER0pRN613jTq3vZgjUypBkdSMmzAQAO5dsQoS37a4+z9YmkpUrd+kajEadPnwYAOJ1OXLhwASkpKQgKCkKLFi3KZDYVCgUiIiLc6d/AwEDcfffdmD9/PsLCwhAUFIRnn30WSUlJGDRoEAAgMTERw4YNw+OPP46lS5dCFEU8/vjjGDlyJLsEiIiaiJpkMI/qbWgdqCxzPEQjw1cnTegSqoRKLuD3dAsivEyIArhDFJGUVClzum/fPgwYMAADBgxASUkJFi1ahAEDBmDhwoVVfqOFCxfipptuwrRp0zBq1Cj4+vri66+/hlx++UHx4YcfokOHDpg4cSImTZqEDh06YPny5dW/KyIiuu78N7UYTxxRV17wCoVWJ95IMWJKfNk1uAdFqbE724rJrXzQMVgJjRwIVJWdw8DtS4mkpUqZ0/79+1drp6aDBw+WOabRaPDKK6/glVdeKfe8oKAgfPDBB1V+HyIiahyKbU68uKcQBosMmSYHIr2MDfVm6cEiDGymxqBmmjKvPdbJH4918gcAfH/ahAit3OsEW5kgwMlBp0SSUSvrnBIREV2Llakm9IpQY3CIA2vOllT5vD8yLLiztU+l5fpHqfF/ib5eXxMApk6JJITBKRERNbh9eTYMiVZjeJgdbx4swr1b8ivNZlodIo4U2HFDSNnxplcL18rx+KUs6tVcO0QRkVQwOCUiogZ3TG9DW50CvYOceK23DjsyLThndFR4zpECG+L85PBVXtuvMpnA2fpEUsLglIiIGpRTFHFcb0eiTgm5AIyJ0aJ9kBIn9Hav5U12J4asy8anx4txY5jqmt+fE6KIpIXBKRERNahzRgeCVDIEqi7/SmoTqMBxgw13b8pzj0G9YLTjX8kGfHCkGLlmJz494Vom6lqxW59IWq55+1IiIqJrcbTAhnZBnr+OEnVK/JVjxeZ0C0QRGB+nxcqTJnyeWoxCq4gt48Kw4bwZI5qXnaVfXdwhikhaGJwSEVGDOqa3o63OMwPaRqfAc38bEKKR4Y8MC4ptTqw+XYKvh4bA5gQ6h6rQOfTau/SB0h2iGJ0SSQW79YmI6JocLbDB6qh5cLcj01Jmxn2bQAUKbSJGx2jQNUyFJ3cZUGwX0TtChYHNqrdQf2UECOzWJ5IQBqdERHRNpm7Mw+cnimt07jG9DQfzbRgX67nDU5hGBp1KQP9INZ7rGgAfhYD5XQO8LqJ/rWScEEUkKezWJyKiGtNbnDhndGDFsWLc19a32sHjskNGTG/rC43C8zxBELC0bxCGRGugVQi11oXvjcClpIgkhZlTIiKqscMFNnQNc3XJ78iyVvv83dlWjL0qa1pqfJwWWkXtZ0q9YWxKJB0MTomIqMYO5ttwQ4gKvcJVOK63VetcURSRXuxAtK+8jmpXNZytTyQtDE6JiKjGDubb0DFYiQCVDIXW6kV4BqsIuQCP9U0bggAGp0RSwuCUiIhq7GDelcGps1rnXpBA1hQoXYSf0SmRVDA4JSKiGnGKIk4YbGirUyBAKaDQVnGAd6TAhtWnTe6vpdClD7gmXzE0JZIOBqdERFQjGSYnAlUy+CplVcqcrkw1Yea2AqTkuSZOSSU4lXG2PpGkMDglIqIaSSuyI9bPtSJhgEqoNDjdlWXB7a19MHNrAcx2EenFdkkEp65ufSKSCganRERUI2lGB2L9XcFlgEpWYbe+ye7EUb0di3sGoo1Ogef3GnBeIplTTogikhYGp0REVCNni+yI9b+UOVUKMHjJnC47bITR5sTeXBvaByngo5Dhjd46fH+6BNszLGju2/B7wbBbn0haGJwSEVGNuLr1L2dOi67KnNqcIp7fY0BKng27s6zoGa4GAARr5PhPt0BcNDnRXAqZU25fSiQpDf8nKxERXZfSjA7ccSlzGuhlQlSqwQ6LAzhTZMeRAhtGtNC4X5sSr4XZIbqHBTQkLiVFJC3MnBIRUY2kFdkRdym49FcKMNpEiFcM3jyY79ox6kyRAycMdiQEXM6HCIKA/0v0hUJWP9uTVkQmCBxzSiQhDE6JiKjazHYRuWYnon1cwalCJkAjF2C0X47yUvJca6CeLrTjVKEdrQOl2VknAKje9gFEVJcYnBIRUbWlFtoR56+A/IrMp2s5Kc/M6bhYLXZkWhCoEhDQwNuUVoiZUyLJkPCTgoiIpGpfrhWdQ5UexwKUl8edFtmcSMmzYnycFlklTiQEKr1dRhJknBBFJCkMTomIqNr259pwY4jK41jpQvwFFicGrsnGhJZaJAUp4KsQkCDRLn3ANVufS0kRSQeDUyIiqrZ9eVbceHXm9NJC/L+nm5GgU+KNPkEQBAFx/nJpB6dg5pRIShicEhFRtVgcIo4V2NEx2Hu3/o5MCwZEqd3Hb23lg36R6qsvIxkygTtEEUmJdP+UJSIiSTpaYEOcvxy+Ss/8RumEqD8zrfhHG1/38cc6+dd3FatFgAAnc6dEksHMKRERVUtKvg2dQspOcApQyXCq0I6MEkeZrKqUCWDmlEhKGJwSEVG1HMq3oYOX4DNMI8P7R4wYHq3xWGJK6rh9KZG0sFufiIgAAE/t0qNvpBrj47QVljuUb8OYGE2Z47OT/HB7ax8Eq6+vvIeMs/WJJIXBKRERAQCO6+0otDrLDU6f+9uA+AAFDhfYkBRUNnOqkAkI08rrupq1jrP1iaSFwSkRURPmcIoYtyEX348IRU6JAycNdoiiCEHw7JbfctGMz0+Y4BRFaOTXZxBaHo45JZKW66vvhYiIatVxgx1/ZlmRYXIgx+yEwerE6UJHmXKvpxjxaq9AdAhWeh1vej3jDlFE0sLMKRFRE/Z3jhUAcKHYgXyLExNaarE1w4L4qxbNTzXY0C1chdaBCmSXOBuiqnWmNEvsLWNMRPWPwSkRUROWnG2FANfapQEqAd3DVDhUYPMoU2xzQm8R0dxXjhi/xvtrQ4Sri5+IGlbjfcoQEZFXZruIxfsLsT/PhnNFdvSKUOFgvg1hGjlaBSiw4bzZo/zpIgfi/OWQNeKsonuXqMZ7i0TXDY45JSJqYl7cW4iD+TZE+ciRYXJiWLTGFZxqZWjpL8eZIrtH+dOFdrQKaNy5DAFA4xqsQHT9atxPGyIi8pBvduC/qcXYcUsEIrUyPJjkhyMFNhwtsGFMjBYxfgpcLHbA5hShvLSQ/qlCO+KbQHDKGftE0sDMKRFRE/LJcRNuitUi2lcOuUxAh2AlIn3ksDpdOzyp5AIifeQ4b7w8Y78pBKecsU8kHQxOiYiakE0XzZjY0nOR/Sgf16+CUK3rv60CFDhd6OraF0URqXp7mdn7jY3AXaKIJKNxP22IiMjN5hRxINeGrmEqj+ORPq4F9cM0rv+Wjjs9rrfhH5vzIYpABy87QjUmrl2iOCOKSAoYnBIRNRGH8m2I8ZcjUOXZaeavlMFPISBUcylz6q/Ad6dK8OqBIvy7awDubO3T6Nf/lAkCx5wSSQS79YmIGjGnKGL1aRMAYHe2FT3DVV7LRfrI3cFp30g1on3l+GxwMO5K8G30gSnA2fpEUsLglIioETtdaMe9fxRAb3EiOduKHuFqr+Xe7a9Dt0vd/V3CVPhkcDB6RXgv2xhxtj6RdDA4JSJqpERRREqea7enA3k2JFeQOe0RroZK3vgzpOUROFufSDI45pSIqBH64YwJa86aEesnh1IG/HK+BGaHiJb+8oaumiQJAjOnRFLBzCkR0XXOYHXipl9yYLRdHjW5J8eGX86XYGeWFaNbaPDlSRN6hKuaxPjRmnDN1iciKWBwSkR0nfvgiBHbM63YnW11HztcYINaJiA5x4q72/ii0CqW26VPpWNOGZ4SSQGDUyKi65jJ7sTyo8WY1FKLPy5a3McPF9gwK8kP4VoZBkapoZIBPRiclksmCJytTyQRHHNKRHQdO2mwI1wjw31tffFMsgF6ixNmhwiLQ8RDHfzQKVgJlVzAR4OC3bPxqSzO1ieSDganRETXsUyTE5E+cnQLU+GkwY6O32UiPkCBpCAl/JUyjI11bVU6LlZbyZWaNs7WJ5IOdusTEV3HMksciPSRQyUX8EpvHb4fEYI8ixNJjXy70domEwAno1MiSahScLpjxw5MnToV7dq1g06nw8qVK92v2Ww2LFiwAH369EGzZs2QmJiI6dOn4/z58x7XsFgsmDNnDlq1aoVmzZph6tSpSE9P9yij1+sxY8YMxMTEICYmBjNmzIBer7/2uyQiaqQyTQ5E+rge5be39kGPcDV+HBGKBzv4NXDNri+crU8kHVUKTouLi9G+fXssXrwYWq1n15DJZMKBAwfw5JNP4o8//sCXX36J9PR0TJ48GXa73V1u3rx5WLduHT766COsX78eRUVFmDJlChwOh7vM9OnTkZKSgu+++w6rVq1CSkoKZs6cWUu3SkTU+GSVOBGp9Vy7ND5QgTh/jtqqDo45JZKOKj29RowYgREjRgAAZs+e7fFaYGAgfvzxR49jb7zxBnr16oXjx48jKSkJBoMBX3zxBZYtW4bBgwcDAJYvX46OHTtiy5YtGDp0KI4fP46NGzdiw4YN6Nmzp/s6o0ePRmpqKhISEq71XomIGp1MkwMDoprONqN1RcYxp0SSUSdjTouKigAAOp0OALB//37YbDYMGTLEXaZ58+ZITEzE7t27AQDJycnw8/NzB6YA0KtXL/j6+rrLEBE1Bp8dL8buLEvlBasg0+RAlA+nD1wrAQKcTJ0SSUKt9/tYrVb861//wqhRoxAdHQ0AyM7OhlwuR0hIiEfZsLAwZGdnu8uEhIR47F4iCAJCQ0PdZbxJTU2t7VuoUH2/H9UdtmXjcr20p0ME/rVbC6UM+HeCBf2CK19dUxRds8m9uVCkQUnWeaQaGk9g1RBtaXdocObMWZg1jedzlIrr5WeTKlebbVlRj3itBqd2ux0zZsyAwWDAV199VWl5URTLBKOVlblafXb3c3hB48G2bFyup/Y8kGdFlF8B7m/ni7/zbJiWEFRh+R/OmPDS3iL8b2wogjWXx5ZuvGDGeaMD+TY9erWPh1reOLYlbai2VO3PRGxcFGI5VrdWXU8/m1Sx+mzLWusLstvtuO+++3D48GGsWbMGwcHB7tfCw8PhcDiQl5fncU5ubi7CwsLcZXJzcz22jxNFEXl5ee4yRETXu+2ZVvSLVKNvpBo7Mivu2s80OfDULgPaBSkwc2uBx/Pxy5MmLPjbAD+l0GgC04bE2fpE0lErwanNZsO0adNw+PBhrFu3DhERER6vd+7cGUqlEps3b3YfS09Px/Hjx91jTHv06AGj0Yjk5GR3meTkZBQXF3uMQyUiaTPZnbA4pPFrPrvE0aD7pX98rBg/pZV4HNueYUG/SBXa6hQotIpIL3aUczbw1qEi3BqvxSeDgnG+2IHf013BrCiK2J5pQbhWXmamPtUMZ+sTSUeVglOj0YiUlBSkpKTA6XTiwoULSElJwfnz52G32/GPf/wDf//9N1asWAFBEJCVlYWsrCyUlLgeyoGBgbj77rsxf/58bNmyBQcOHMDMmTORlJSEQYMGAQASExMxbNgwPP744/jrr7+QnJyMxx9/HCNHjmSXANF15MFteiz42wCHs+LAqz70W5ONYT/l4GiBDRaHCJO9/nZPdzhFvHagCDuzrO5jJrsTO7Ms6BuphkwQ0DdShR2ZFjhFEUcLbB7nF9uc+OqkCTPb+UEhEzC3cwCe31OI1adN2Jtrg1ou4Nku/uyGriXcIYpIOqr0VNu3bx/GjRvn/nrRokVYtGgRbr/9dsydOxfr168HAHegWWrZsmW48847AQALFy6EXC7HtGnTYDabMWDAALz//vuQyy//1f/hhx/i6aefxsSJEwEAo0ePxssvv3xNN0hE9SfT5MBvF8zwVQpo6a/AO4eNSJkcUeG48bqSa3bA4hDxj0RfjNuQC4UA9I1U46NBwZWfXAs2XbQgo8SBi1cE6KvPlKBnuAoRPq7n3sAoNX67YIZOJcPMbfk4fXuU+7P6/kwJeoWr3cHnzXEabMu04MNjxThcYMOYFhpMaOnDbUlriQzgbH0iiahScNq/f/8Kd2qqyi5OGo0Gr7zyCl555ZVyywQFBeGDDz6oSpWISII+P1GMya202Jdnw3/2FEIuAEf1drRvgK00j+vtSAxU4p42vugWpkKu2Ym7fs9Dsc0JX2XdL7303WkTJsRpPbLHHx8rxlOd/d1fT2ipxfN7C2GwOlFgEXG2yIGWAa7H8k9pJbi9tY+7rEwQ8FpvHZyiiAV/F2JQM9fapgoZx5vWBmZOiaSDi+MRUa35I8OCm+O0uC3eBz3CVZgS74PfLpgbpC4n9Ha00bkCvfZBSgyIUqNbmAq/nq+f+pw3OjAkWo10kys4PVtkx4ViB4ZHa9xlQjRyDIpSY1O6Bb0jVNib6xoCYLaL2JllxeBmmjLXlQkCXugeiKHRZV+jmhMgcMwpkUQwOCWiWpNW5ECrAAVmt/fFN8NCMKK5ps6CQacoYuDabOgt3seRHjfYkBjo2Tk0oaUWa66aoHSt/s6xYqeXBfXzzE4kBSmRZXLAKYpIzraiV7gK8qsynbOS/HB/O18Mi9ZgX64N+3Kt2HTRjPZBSujUfETXF5kA1N+IZCKqCJ98RFQrrA4R2SUONPeVQxBcyxv1i3JlA611MHv/nNGBA3k2/J7uPfh1ZU49hxN0D1fhcL7d/fXhfBtsThE5JQ5kmWo2eWvB3wasOl024M01OxHtK0eASoZcsxN/ZVvRPVxVplzvCDUW9dThxlAl1qSVYPT6HPzf5nwMjeaWpPWJs/WJpIPTPImoVpw3OtDMV+4xBtJHIUMLPwVOFtb+uNMTejtkArDhvBmdmnl53WBHos7zERfnp8D5YjvsThHvHTZi/t+FeK5bADacN6OFnxwfDKjeZKkTeht2ZFoRpPL8O9/hFGGwOhGkliHKR46LxQ4k51gxuVVgude6MVSF80YHPhroWpS/TySD0/rEMadE0sHglIhqxVmjHbF+ZR8p7XQKHCmwXXNwanGIUMku7yR33GDDuFgNfrtgxhORnmXTiuwotDnRwtdzDVCNQkCYRo5jejsW7S/C2lGhmLIxD+FaGVINdjhFEbJqrCywMtWE3hEqZJd4dgjrrU4EqAQoZAKa+cpxstCOVIMdN4SUzZyWClLLsHtCOBJ19T95jEpn6zd0LYgIYLc+EdWSs0V2xPmXXRC+fZASR65aw7MmHv9Tj4d26N1fn9DbMTBKg/ZBSqzO9AyKF+0rxAPt/cqM7wSAVgEK/Hi2BO10CvSPUmNxz0B8PDAYYRoZ9uZWr57HDXaMidEgq8RzSECe2YkQteuziPaR49PjxbghRAmNouLAl4FpA2LmlEgyGJwSUa04W+RAnJcF4dsHKXG4wO7ljKoTRRG/XTBjU7rZvePSCYNrNv6yfkFYcV6JPTmume6nC+3YmG7BQ0l+Xq/Vyl+O1adN6BzqymLe08YXXcJUGN5cg29PmWCvRvosu8SBTsFKZJc4PXaiyrM4EaJxPV6jfGTYnmnFMzcG1OjeqX64xpwyPCWSAganRFQjFoeIT48X4/MTxQDKz5wm1ULm9HCBHf5KAc93C8RXJ00QRRHH9a7Z+C0DFJgbb8X/bclHgcWJ9edKcFOMBgEq74+3+AAFThc50DnEM0t5Txsf/JVjxfhfc6tcr+wSJ1oGKCATgCLbFcGp2YngSzPte4Sr8XAHP/SP4hhSKZMJAjOnRBLBMadEVCNrzpbg/SNGZJocGBatQarB+5jTOH858s1OZJociPSp2T7wmy+aMaiZBt3DVVjwtwFZJU4IAhB6KTs5JNSBk4IGC/42IK3Igfvb+ZZ7rdJF7kszp6VaByrx8+hQtPoyA3anWOni9qLoWp0gXCNHuFaG7BKHOyDOvyJzOrCZGgObMTCVOs7WJ5IOZk6JqEbOGR0Y3UKDW+K0mL29AA4R6BhSdsykXCZgeltfPJtsqPF7bU63YFAzNWL95DA7XBOR+kWqPbZFndfZH+vSSvB3jrXCYDA+QAG1HGirKxtI+yhkiNDKcbbIcxjCr+fNWHqwyOOY3ipCqxCgUQiI0MqRdcWkqFyz0x040/WBs/WJpINPTyKqkfNGO1r4KXB3G19suWjBgq4BUJaTbXz6Rn/sy7Xirt/zcNJQvS7+PLMDf+dYMSTaFYx2DVXirUNFGBPjuad8sEaOexNdW5X6V7A9aVudAmtHhpZb10SdAsf1nsHp9kwLNly1mUBWiQMRWlcmuDRzernOToRwAf3rikxg5pRIKvj0JKIaOWd0oIWfHF1ClfhueAjGxpS/naaPQoYtN4ejU4gSd2/KR4m96lHAujQzhkZr4Hcp4OwSpoLRJmJk87LZ0Xk3BuDTwRWvVSoIAnpGlJ9ZbROoxAmDHaIo4rPjxcgwOXDCYMeRApvHhJkskxPhWledrs6c5pkdCGbm9LoigDtEEUkFn55EVCPnLwWngiBgeHONRxe7NwEqGebc4I+EQAXePWys8vt8d9qEia0uZ0n7RaoxLFqNYE3Z8asKmYCga8xYujKnNsxLNuCxP/VYc7YEJw02FNlEXDRdDl+ySxwILydzeuWYU7o+cMwpkXTw6UlE1SaKIi4U28sscl8ZQRAwLlaLw1fM3n//iLHcJXzWnC1BpsmB4dGXs7L9o9T4ZnhozSpeBYk6BX4+Z8ZvF8xY2CMQf2ZacKHYgZ7hKo9VB7JKHJczpz5XZ04vr3NK1wfXmFNGp0RSwOCUiKotu8QJX4UMvhWM7SxPcz85LhhdWcZ8swNzdxuQYSrboXrKYMecXXq83z+40sXra1ObQCUsDhHv9gvC0Gg1fr1gRjMfOTqHKHH0iuA0u8TpHnOaGKhAcrYVTtG1benpIjta+DE4vZ7IIHCHKCKJ4FJSRFRt54sdNQ6+mvvKcaHYNeHodJErSD1VaEezK7KwuWYHxv+ai391CUD38PK3/KwLOrUMJ6ZGQaeWwSmK0MoFJAQq0C5IiR2ZFne5rBIHEi/N+O8RroJWLuC3Cxb8nWPFqBbaGi+bRQ2Ds/WJpIOZUyKqNtdM/ZoFX1E+cuSYnbA5RZwudAWpZ65auumXc2Z0C1Phnjblr1dal3SXxq3KBAHdwlRoHahAp2AlUvK8Z04FQcBDHfzw8I4CfHDUiKc7+zdIvanmOOaUSDqYOSWiaiudDFUTCplrXdCLxQ6cKrRDKxdwyuAZnG7NsGBItDQWrp/Rzg86tYCkYCXOGx3QW5zwUwo4mG9DQuDlR+ikllqEaWRICla6J0rR9UMQOFufSCoYnBJRtV2ZNawJV9e+A2cK7RgQpcLpKzKnoijijwwLnu0ijb3oR7S4PBmrc6gSe3KtUAgCmvvKEet/+REqlwkYHF3+clokbcycEkkHu/WJqNpyzI5r2gGphZ8rOD1VaMew5hqcKrwcnB7V2+GjEBDnL72/nXuGq7Ary4o1Z0twS5y28hPousExp0TSweCUiKot1+xEmJd1Rququa9rxv7pIjuGRWtwtsgB56W01Y5MC/pHSqNL/2o9wtX44UwJfjhrwngGp42KDCh3STMiql8MTomo2nJKnAjT1vzx0dxPjm2ZFtidQJy/HH5KAReLXTP3/86x1vsM/arqGa5CS385Ph0UjJYB0svsUs0JgsDMKZFEMDglomrLNTsQdg3d+klBSpw32vGvLgHuHaY+Pl4MANiTY0PXUGkGpzq1DN+NCMXAZhxb2thwzCmRdPBPfyKqFlEUkWN2IvQauvV7RaixZ1Kk++tnbwxA3zVZGB+nRabJgbY6Ppqofsk45pRIMpg5JaJqMVhdC9PX5q5NzXzleLSDP277LQ83hCohl9XfjlBEgCtzyh2iiKSBwSkRVUvuNc7UL8/DHfwQH6BAL4mON6XGjbP1iaSDfWdEVC05ZifC6mCReblMwA8jQznujxqEa7Z+Q9eCiAAGp0RUTTklzjrJnAKAWs7ufGoYrh2iGJ0SSQG79YmoWlxrnPLRQY0LZ+sTSQd/wxBRteSYHQjl3vHU2HCdUyLJYHBKRNVywXhta5wSSZEMnK1PJBX8DUNEVWJ1iJi3W48tGRYMi+Yi9NS4cLY+kXRwQhQRVcmk/+XCTynD1pvDEaTm37XUuHDMKZF0MDglokoVWp3Yk2vDhbuiIBM4o54aH+4QRSQdTH8QUaVOF9rRKkDBwJQaLWZOiaSDwSkRVSrVYEdCADtaqPFyjTlldEokBQxOiahSqYV2tA5kcEqNlwwCZ+sTSQSDUyKq1EmDHQkMTqkR42x9IulgcEpElUplcEqNHMecEkkHg1MiqpBTFHG60I54jjmlRoyz9Ymkg8EpEVXohMGOYI0MASo+LqjxEsAdooikgr9tiKhCa8+WYGwMd4SiRo6ZUyLJYHBKRBVac7YE4+O0DV0NojolAyBy0CmRJDA4JWrCtmVY8J+/DeW+frTAhjyzEz3DVfVYK6L6JwgCnA1dCSICwOCUqMlwOEX0/TELWy6a3ceWHizC24eMyDQ5vJZ/Yqcej3T0585Q1Ohxtj6RdDA4JWoiUgvtuGhy4L4tBfj3XwasSyvBvlwbbov3wafHi8uU//FsCZwi8EB73waoLVH94jqnRNLB4JSoidibY8XgZhr8MiYUarmAF/YUYlqiLx7t6IcVx4pxMN/mUf5Ang0jW2iYNaUmwTXmtKFrQUQAg1OiJmNfrg03hirRRqfEv7oEIHliBP7VNQCJOiVe7aXDbb/loth2edTdSa5tSk0IM6dE0sHglKiJ2JtrRZdQ7xObbmmpRecQFb47XeI+doq7QlETwjGnRNLB4JSoEfrkWDFO6C9301sdIo7q7bghRFnuOTPb++KDI0aIogiHU0Sa0Y6W/gxOqWmQCYCTuVMiSWBwSnXiP38b8P1pU0NXo0kqtDrxTLIB/9ypd6/b+PmJYvQIV8FPWf6P/MAoNQQBWJtmxvliB8K0cmgVHG9KTYMAgZlTIolgcEp14mShHRlelieiurfmbAkGRKmQa3bifxcs0FucWLK/CC92D6zwPEEQsKSXDs8mG7A/14bWHG9KTQjHnBJJB3/7UJ3IMzthZmzaIL48acKDSX7ILnHi+zMmXCx2oF+kGh2Cy+/SL9UvUo0RzTV4ZEcBpsT71ENtiaRBBsDJ6JRIEqqUOd2xYwemTp2Kdu3aQafTYeXKlR6vi6KIRYsWoW3btoiMjMTYsWNx9OhRjzIWiwVz5sxBq1at0KxZM0ydOhXp6ekeZfR6PWbMmIGYmBjExMRgxowZ0Ov113aHdE2+OWXCi3sLq31evsUJs51P+uoSRRG7sizVPi+tyI7XDhThdKEdqQY7RjTXYGi0GpvSLVh/rgQ3xWqqfK1XewfiH4m+GBytrnY9iK5bzJwSSUaVgtPi4mK0b98eixcvhlZbdo/tpUuXYtmyZViyZAk2bdqEsLAwTJgwAUVFRe4y8+bNw7p16/DRRx9h/fr1KCoqwpQpU+BwXE6vTZ8+HSkpKfjuu++watUqpKSkYObMmbVwm1RT35824c2UIiRnVy9gyjM7YXJwM8DqSjM6MGp9Li4Y7VU+x+EU8cC2AizZX4h/7tRjcistVHIBsf4KBKtl2JJhwdDoqgenMkHAC90DMSam7M86UWPF2fpE0lGl4HTEiBGYP38+xo8fD5nM8xRRFPHee+/hsccew/jx49G+fXu89957MBqNWLVqFQDAYDDgiy++wPPPP4/Bgwejc+fOWL58OQ4fPowtW7YAAI4fP46NGzfizTffRM+ePdGjRw+88cYb+PXXX5Gamlq7d01VYnOK2JVlxfPdA/HCnqpnT52ieClzWoeVa6QO5Llm2K9NM1dS0kUURTyTbIBMAN7oo8Pmixbc0fpyd/yw5mr0CldBp+bwcqKKyJg5JZKMa/6NlZaWhqysLAwZMsR9TKvVok+fPti9ezcAYP/+/bDZbB5lmjdvjsTERHeZ5ORk+Pn5oWfPnu4yvXr1gq+vr7sM1a99uVbE+ivwf4k+2J9ng95StUxooVWEQwRMdmZOq+tAnhVdQ5VYc7ak0rJpRXbc/ns+9uZasXJICKbG++DTQcHoFHJ5LdPHOvrj1d66OqwxUeMgwPWHNRE1vGueEJWVlQUACAsL8zgeFhaGjIwMAEB2djbkcjlCQkLKlMnOznaXCQkJgXDFVomCICA0NNRdxpv6zqpW5/0cIiC/jlfiWX1OgY4aAelnTqGjnxpf7jmL4WGVz3I6VyIA0CLXUITU1Ly6r2gNSTEj/+c5NW6LtOOlkyrsPJyKctbMBwDcd0CNGwOd+FeCDTnnDMgBkATg6tuSAUjNqcNKS4QU25NqpiHa0qBXQmUSkZqaWe/v3djxZ7PxqM22TEhIKPe1WputL1y1/7YoimWOXe3qMt7KV3adim6utqWmplb6fj+cMSGtyIFRMRrcsTEPeydH1lPtrp1TFPF7ugUmu4ibYzVIP5+PCQlaJLTywQS7EXtyrJidEFzpdQqyLQByIdf6ISEhpNLyDaEqbVnfRFHEyb8zMa5TNLaa9LigCUbvcmbMn9DbkGXPxWtDI6GQXcd/AdUSKbYn1UxDtWVwgQGhWhkSEvzr/b0bM/5sNh712ZbX3K0fEREBAGWym7m5ue5sanh4OBwOB/Ly8iosk5ub6140HHD9ss7LyyuTlZWylakmvH/EiNVnSnC6yIHskutjPSW7U8SsbQVY8JcBD+8owOlCB84UOdDq0lqXo1po8L8LFlgclXd75Zmd0MiBEs7Wr5aLJicEAFE+MvSPUmNbZvmT0L46acJt8T4MTIlqiSAAHIhEJA3XHJzGxsYiIiICmzdvdh8zm83YuXOne/xo586doVQqPcqkp6fj+PHj7jI9evSA0WhEcnKyu0xycjKKi4s9xqFKmcnuxO5sK3yVAt47bESQWsChfFvlJ0rAmrMlOGmwY+O4MPQIU+GEwYazhXbEXdq+soWfAklBCvxyzvtEHVEU3feaZ3Giua+CS0lV4LPjxWXGtx3T29AuSAlBENA/Uo2tGd6D0wKLE/9NNeHuBK5DSlRbOFufSDqqFJwajUakpKQgJSUFTqcTFy5cQEpKCs6fPw9BEDBr1iy8+eabWLt2LY4cOYLZs2fD19cXkydPBgAEBgbi7rvvxvz587FlyxYcOHAAM2fORFJSEgYNGgQASExMxLBhw/D444/jr7/+QnJyMh5//HGMHDnyuukS2JZhRacQJe5o7QsfhYDbWvngoASD0wN5VszbrffI6q4+U4J72/rCRyFDQqACO7OsUMrhMcv77ja++OxEMQzWsvmFn8+Z0W9NNvbkWJFvdiLaVw5TFbKsTZHJ7sSjf+pxptAzq37KYEd8gBwA0C5IgSKriJOGy98/FoeIJfsL8eiOAtzSUos2usoX1SeiqhHA2fpEUlGl4HTfvn0YMGAABgwYgJKSEixatAgDBgzAwoULAQCPPvooZs+ejTlz5mDw4MHIzMzE6tWr4e9/eezOwoULcdNNN2HatGkYNWoUfH198fXXX0Mul7vLfPjhh+jQoQMmTpyISZMmoUOHDli+fHkt33Ld2XzRjKHRGtzX1hcrBgbjhhCl5ILTnBIHxv2Si2N6O55NNgBw7cW+LcOCsZfWtWwTqMT/LpjR0t9zSPK4WC30Vifaf5OJowWX78vmFLHgbwOmxGsxd7ceuZeCU2ZOvcsyuYL7vblWj+Oni+zuYRQyQcBjHf0w4udc/J7uylYfKbBhxdFiAMCzNwbUY42JGj+ZwB2iiKSiShOi+vfvX+FOTYIgYN68eZg3b165ZTQaDV555RW88sor5ZYJCgrCBx98UJUqSdLpQjsGRKmhU7vGDB7Ml+GtQ0aPMif0NhwpsOOWlg2zwPlvF8wY2EyN9/sHofeP2diZZUFakQN9ItXuLGmCToFjejsmXlVHrULA5nHheHh7AbZmWNAuyJW5+/W8GeFaOd7rH4Qh63LwzSkT/pHoi60ZfNJ7k3kpY70vz4pbr5jwVPr9U+rhjv5oF6TEnJ167J4YgbNFdvSKUOHzIdKcZEZ0PRO4zimRZHBl7lp0zuhArN/leD8xUIELRofHbj8/nzPjrUNF3k6vE2eL7Mg1O/D9aRNm/JGPX86bMaqFBr5KGe5v64uvTprwwxmTRyDaJtB1Dy395V6v2StChd3Zl7N+G86bcXOsFjJBwKKegcgqcaK5rxwmZk69yjI5EaQWsC/XM6t+qtCO+ADPvxeHNdcg1l+BL06YcKbIUSabTUS1wzXmlM8sIilgcFpLRFHEOaMDLfwuB3QquYCHOvhhzi6D+6F3tMCGwwU22Oqp/+jp3QYMWpuDp3YZcLjAhp/PmTGiuWsrywkttVh7tgQ7s6wYHXN5e8swjQyBKsE9GepqvcLV2J3lCk6dooj/XTC7z+8docbz3QLQN0INM8ecepVZ4sDwaA0O5tnguPR9YHeKuFDs8PqZT0v0xa/nS3C2yF5umxDRtREEgbP1iSSCwWktybM4oZYDASrPj/TxTv44X+zA1N/zkWVy4HCBDaIIjzGbdelArhUPdfDDO/10WDk0BHNu8EeY1hVAN/dToF2QEgObqeGvvFxvQRBwY6gKSUHeJ9y0CpDD4hRx3mjH3lwbgtUyj6DpkY7+iPOXo8QuMhPhRZbJgYRABaJ85e4xyeeNDoRr5VB72bWhS6gSe3JtOFNoLzebTUTXhrP1iaSDaZhacq7IgRi/sh+nWi7g95vC8PCOArx72IhThXaMbKHBgTybxzaTdSHT5IDFKWJmO1/3RgbzrppI80L3QPgoygZEP44MLfe6giBgUDM1PjpWjP15NtzpZUkjuUyAUgZYHICG32UeMkuc6B2hwpgWGqxNK0GASoYPjhrLdOmXivaVQyYAe3NtaFlOGSK6NhxzSiQdzJzWknNGB2L8vGe11HIBs9r74ePjxWjmI0fvCDUO5F3OnH5zyoQzhXav51aVKIruLuJSKXk23BCiqnCHrW5hKrQvJ0NakUU9ArHqdAn0FidmtffzWkarENi1j7L7dWeZHIjUyjGxlRarTpdg6sY85JudmNHO1+v5pZlss0NEtC8zp0R1QQbO1ieSCganNbD6tAm3/i8XO7MsuHlDLi4WO5BmtHtMhrpa5xAlgtQytA9S4sZQJbZmWGBzurq9n/vbgMd36q+pC3z50WI8vEPvcexAnhU3BNfNWphhWjl+Hh2KlUNDyt2lSCsXOCkKwIytBfjw6OVVGzJLHIjwkaFTsBIqmYD4AAWWDwjCmJjyV3DoEqpECz85lNwRiqhOMHNKJB0MTmvgncNGZJU4MX5DLsK1MkzZmIc9OdZyM6eAK/t1R2sf9AhXoWe4CrF+cry0txDnjA44RCDb5EC31VnutUer67+pJqxLK/HYXvRAng03hNTdQu2x/ooKM3kaZk5xTG/DurQSfH7C5D6WZXIiUiuHIAhYMTAI7/TTVZjdBoD+kWp0Da3bYSBETZkAMDolkggOYKsim1PEy6eUCMnXI7vEiT2TInCx2IE4fzkW7y/CKweKcGeC927ZUnOvGO/53oAg9FydDbVcQO8IFV7uqcPpIjv+sTkfU1v7oGM1Mp7H9Dbkmx1op1Pij4sWjGjhmjl/uMCG+V0bbrF2nyaaOS2yOXHTL7l4vlsAlh024olO/vj0eDGO6W1o5a+AwepEqMb1d2HnKgacfSLV6BOprrwgEdWITBAgcr4+kSQwc1pFHx0rxgWzDGeKHHgwyQ9quYCWAQrXBgQ3BuCvCREYGl314CFUI8f/JfrgtQNF6BWuRsSlsahPdvLHon2F1arbD2dKMKGlD26O0+CHsyUAXFtkZpgc7h2HGkJTzZyeMthx3ujAnb/nI1Qjx0NJfpjcygcv7y/CpotmhGtlkLN7nkhSBHDMKZFUMDitoultffFaOwu+GRaCWUllJwDFByrKHXtZnhnt/CATgN4Rl7NnU1v7YFuGBUZb1f+C35llxeBmatwW7zr365MmpBrsaOVf/TrVJq1CQEkjy5ya7E7syrLAWkHQnWZ0oE+ECufvisK7/YPgq5Rhzg3+MDtEzN6mx9v9guqxxkRUFRxzSiQdDE6rSHFpaaTaFOEjx55JER5duwEqGbqFqbAp3QIAKLGLFQaqDqeIfblWdA1TIVwrx6oRIXhqlx77c21oW4NZ+LVJK298wenKVBOmbMxDh+8yseq0yWuZ0sXyrxxHGqCSYeWQYBy6LQJDozVezyOihiMD1zklkgqOOW1gLbzM8B/VQuPaEjROi6E/ZeOkwY7b4n3gqxBQ4hDxVt/LmbejejsifeQIUrsi57Y6JTqFKLH8iBHjW5Y/+7s+aOSu+l4tw+RAkEoGjZf1VaXu1/NmvNU3CC185Ri3IRfDm2sQeNXGC2cK7ejgZcywIAhe15QlooYnCOCIUyKJYOZUgka10ODX82acN9qRYXLg1B1RyDU7sS/Xhl/Pmz2WnPo7x4puYZ6TasbEaHFEb0dbXcNmTn3K6dZ/4k89Pj9R3AA1qtyRAht+OVficWzBXwacLrTDaHNid7ZrCEWXMBUSAhVINZRdn/as0fs2pEQkXdwhikg6GJxKUKy/AnH+cry4txD9Il1bi341NBi/jg2FCOB8scNddleWBd3LBKeubuO2uoYNkMqbEJVWZMeWDEsD1MiTKIpYc7bEY5H8hXsL8fifetguzYww2px474gRa8+WYMtFC7qGqdxb1LbRKXBcX3Yb2rNFdrRkcEp0XeGYUyLpYHAqUZNa+eCbUyUYGOVaAUAQBAiCgO5hKvyVbQUAHM634bcLFoyO8RzDGOevwNt9dWjdwFtdarwsJSWKIs4ZHdieaYG9gafGHipwLd31RoprgfwMkwPbMi2I9pXjpzRX9nRbhgUqmYBNFy345pQJN8deHiqRGKjEcb1n5tTuFHGx2IEWFax5S0TS45qtz/CUSAoYnErULXFaCAAGNvNcnqp7mAp/5Vhhd4p4cHsBFnQLQJRP2UDo7ja+Db5ckY+XzGmBxQm5DGjhK8f+vLJZx/r0c1oJJrbU4oOjRqw6bcJLewsxIU6LRzr6451DRoiiiI3pFszu4Ie9OVZszbDg1vjLwWkbnQLHr+rWP2d0IFwrh0rOsaVE1xNBEJg5JZIIBqcS1cxXjr8mhiMh0HPcaM8IFX45Z8a//zJAp5bh7gSfBqph5TReZuufMzrQwk+BkS00eGBrAb475X3Ge31Yf86Me9v64vsRoZi324ALxQ7M7xqAcbEaOETgjYNG/JxWglvitOgcqsTEllr4X7FkQ2KgAif0Nry4txC/p5uxPdOCcb/kYlIDT0QjourjmFMi6eDAOAlrHVh2QlOvcBXub+eL5UeL8dOo0Eq3vWxIPgoB2SWe81/PGR2I8ZNj3o0B6Byiwr//MmByK22938dRo4D0Ygd6haugkAnYMykCvgrBnW1e0jMQt/yah/ldA9A+SInXe+sQovH8W65lgAIXih34+qQJnxwrhiAAHwwIwhAuFUV03ZFxtj6RZDA4vc4IgoCHOvjjoQ7+DV2VSvkrZThVeHW3tx0xfnIoZQLGxWrw7F8GHCqw47zRjjEx9ZNxTCuy4/HDGrzeT+fepCDgquWgekaocfbOKKgvdc+38bLygVIm4OZYLR5o7wejzQmlXEA/bjFKdF0SAM6IIpIIBqdUZ4LUMuRbymZOYy/NZBcEAaNbaHD3pjycLXIg7c6oMmuG1oV1aSUYGGLH+LiKg2F1FcaNfjQouLaqRUQNSABjUyKp4JhTqjNBahkKvASnMVfMZL85TgujTUTrAAWOFlR/gpTZLiLP7Ki84BX25trQyZ8deER0mUwAGngBESK6hMEp1ZkgtVAmOE0rsnsEp/0i1Th0ayT6RKpwKL96wemyw0bEfXkRnb7LwsfHqr6o/54cK5IYnBLRFVzrnDI6JZICdutTnbk6c2pxiDhTZEfiVRO9NAoBHYKUOFzFzOmmdDPm7jZALgB/TYyA3QmMXp+DbmFKdApRVXhuntmBAosTMVr+EiKiywQInK1PJBHMnFKdCVbLUGC5/LQ/prehpb8CGi/7yycFK6ucOf38hAn/SPTF9vHhaOGnQMsABW6L98HaNDMA4LtTJjy5U+9xTp7ZAacoYm+uDZ1DVWjgJWCJSGJk3CGKSDIYnFKd8VEIcIiie63TQ/k2dAguO+sdAJKClDhSYMe//zLglJf96kuJoojd2RaMaaHx2GTgplgNfr60q9PHx4vxRWoxdma5tkjdk2PFDd9l4endBrx/xIi+kRVnV4mo6XHtENXQtSAigMEp1SFBEC5lT11d+wfzbehYTnCqU8vQN1KFw/k2PL1bX+41LxQ7YHcCcf6eu2J1C1OhwOLEr+fNOFpgw9I+QXh4ux5/XLRg6sY8vNZHhz8zLQhQyvBEJ+kvw0VE9Utg5pRIMjjmlOpU6bjTZr5yHMq3YUTz8heo/3Z4KKwOEX1+zMbtG/NwW7wWE1p67oCVnG1Fj3BVmUX7ZYKAf3cNwF2b8jC5lQ+mtvbBSYMdE/6XixUDgjCxlQ8mttRCIUDSGxcQUcPgUlJE0sHglOqU7tJap6IoVtitX0olF/Dt8BD8cKYEr6cYywSnuy4Fp97cmeCLNoFKhGldHQLPdvHHXW18EHdpXVUlB5oSUTkELiVFJBns1qc6Vdqtn2Z0wEchIFwrr/ScVgEKPNbRDxkmB84WXR5/anGIWHO2BKNblJ997R6ucgejgiC4/5+IqCICXGPaiajhMTilOhWklkFvdWJvjhU3hlZ9IpJc5to9av05s/vYurQStNMpvW4lSkR0LWSCwG59IolgcEp1KlgtQ77ZiX15tmoFp4Br96iVqcXINDkwYE02ntipx/3tfOuopkTUlLkypw1dCyICGJxSHSudELU314ouodXLeA6LViNUI8eQddnoHaHC5pvCcVOsto5qSkRNGWfrE0kHg1OqU0FqGXItTqTUIHMqCAKW9tWhe7gKz3ULRHwgx48SUd3gbH0i6eBve6pTQWoZVp8uQYdgBYLU1f9bKM5fgc8Gh9RBzYiILpNxtj6RZDA4pTrVN1KFxT0DMbW1T+WFiYgaCMecEkkHg1OqU6EaOf6RyElMRCRt7NYnkg6OOSUioiZPJghwMnVKJAkMTomIqMnjbH0i6WBwSkREBI45JZIKBqdERNTkyZg5JZIMBqdERNTkCeBSUkRSweCUiIiaPM7WJ5IOBqdERNTksVufSDoYnBIRUZMnCIDIGVFEksDglIiImjwBAmfrE0kEg1MiImry2K1PJB0MTomIqMnjbH0i6WBwSkRETR53iCKSDganRETU5HEpKSLpYHBKRERNnkxgtz6RVDA4JSKiJk8Al5IikgoGp0RERBDYrU8kEQxOiYioyWO3PpF0MDglIqImj7P1iaSjVoJTh8OBF198EZ06dUJERAQ6deqEF198EXa73V1GFEUsWrQIbdu2RWRkJMaOHYujR496XMdisWDOnDlo1aoVmjVrhqlTpyI9Pb02qkhERFQuoaErQERutRKcvvnmm1ixYgWWLFmC5ORkLF68GB9++CFef/11d5mlS5di2bJlWLJkCTZt2oSwsDBMmDABRUVF7jLz5s3DunXr8NFHH2H9+vUoKirClClT4HA4aqOaREREXskEcPtSIomoleA0OTkZo0aNwujRoxEbG4sxY8Zg9OjR2LNnDwBX1vS9997DY489hvHjx6N9+/Z47733YDQasWrVKgCAwWDAF198geeffx6DBw9G586dsXz5chw+fBhbtmypjWoSERF5xR2iiKSjVoLTXr16Yfv27Thx4gQA4NixY9i2bRuGDx8OAEhLS0NWVhaGDBniPker1aJPnz7YvXs3AGD//v2w2WweZZo3b47ExER3GSIiorrgWoSf0SmRFChq4yKPPfYYjEYjevbsCblcDrvdjieffBLTp08HAGRlZQEAwsLCPM4LCwtDRkYGACA7OxtyuRwhISFlymRnZ5f73qmpqbVxC1VW3+9HdYdt2biwPRuPhmjL9EIZSsxKfh/VAX6mjUdttmVCQkK5r9VKcLp69Wp8/fXXWLFiBdq2bYuDBw9i7ty5iImJwT333OMuJwieQ85FUSxz7GqVlano5mpbampqvb4f1R22ZePC9mw8GqotDTlWqC7qkZAQU+/v3ZjxZ7PxqM+2rJVu/fnz5+Ohhx7CpEmTkJSUhKlTp+LBBx/EG2+8AQCIiIgAgDIZ0NzcXHc2NTw8HA6HA3l5eeWWISIiqguubn0ikoJaCU5NJhPkcrnHMblcDqfTCQCIjY1FREQENm/e7H7dbDZj586d6NmzJwCgc+fOUCqVHmXS09Nx/PhxdxkiIqK6wNn6RNJRK936o0aNwptvvonY2Fi0bdsWKSkpWLZsGaZOnQrA1Z0/a9YsvPbaa0hISEDr1q3x6quvwtfXF5MnTwYABAYG4u6778b8+fMRFhaGoKAgPPvss0hKSsKgQYNqo5pERERecbY+kXTUSnD68ssv46WXXsI///lP5ObmIiIiAv/4xz/w1FNPucs8+uijKCkpwZw5c6DX69G1a1esXr0a/v7+7jILFy6EXC7HtGnTYDabMWDAALz//vtlsrJERES1jbEpkTQIer2eP49VxIHdjQfbsnFhezYeDdWWB/KseHC7HtvHh9f7ezdm/NlsPK67CVFERETXM5kgwMlBp0SSwOCUiIiaPAFgvz6RRDA4JSKiJo9LSZGUFVicsDWhGXsMTomIqMmTCZyt39g5nCLOGe0Qr7PhG6IoYvL/cvGvZENDV6Xe1MpsfSIiouuZIDBz2pjpLU70+iELJoeI0S008FEIGNRMg/Fx2oauWqV2ZlmRY3bi29MmzEryQ5x/4w/dmDklIqImj936jduXJ03oH6XG0dsioZYLyDA58enx4oaullcpeVa8nlLk/vrdw0Y80sEP97fzw6sHiio4s/Fo/OE3ERFRJbhDVOOz7LARK08UY1SMBqvPlOCDAUHwVcrwVt8gFNmcaPd1JgqtTpjsIiJ9Kl5P/ZzRjhi/ug+ZskwO3PF7PortTvQMV6FTiBJ/ZFiwrH8QHE4RXb7Pwr+6BFRa3+sdM6dERNTkuXaIYnTaWBTbnHgzpQhzOvtDFIEBUWp0D1O5X/dXytA1TIUJv+ZizPqcCq9lsjvR9fssnDPa67raePewEWNiNHijdxDm7NLjl3Nm9AxXIVAlQ7BGjltb+eDDo8ZqXdPmFK+7720Gp0RE1OQJENit34h8kWpC7wgVJrT0wYJugXirbxAEQfAoM6qFBvkWJ/ItTlwsdpR7rWMFdticwMYLljqtsyiK+OlcCW5v7YPxcRpE+8jx5C49xsZcHhc7vZ0vvjxpgqMas/ce3FaA/6aa6qLKdYbBKRERNXmyWp4QtSfHip1ZdRvMNFUldhFni+wVBmhbLlowqZVPhdeZ0c4XW8eHo0+kusK2OlRgg04l4H8XzDWuc1Uc09thcQCdQ5QQBAFv9g1CuEaOMTEad5lEnRLhWjm+SDVh+E/ZlS4v5XCK+C3djAN5tjqte21jcEpERE2eUMFSUjaniAN51mpd76Njxfj4mDQn3FzPRFHEoLXZ6PNjNladKSm33EmDHW0CKx4jKpcJ8FfK0CdChZ1ZVlgd3r8BDufbcF9bX+zItMBsv1ympl3lGSYH/s4p+/20+kwJxsZo3BneaF85/poYjoirxpfe2kqLx/7UY0+uDScNFQ81OJhvQ6FVxJECBqdERETXnfJCja9OmjBmfS6KbM4qX2tPjhX7r7Ns1fXgbJEDBqsTL3QPwOZ075lMm1PE+WI7WgVUbQJT30g1vj1tQouVF3HjqkycLrRjT44VP6W5gt/DBTb0jVSjS6gKP5x1Hfv4WDGmbcmvdv0NVicm/pqLu37Pg+WKYDjD5MBHx4oxo52fR/mrhyIAwNTWPniqsz/GtNBUGnRuvmjBLXFaHC6wXVfruzI4JSKiJk8mAE4vsacoilhxtBhBahl+qCBTdyW9xYkLxQ6kFzuqFdCSd3qLE8nZrm73bZkW9I9SY2CUGlszLF4DrrQiO6J85FDLywZ23nQKVuLZGwOQMjkSvSPU+N8FM744UYzH/tSj2ObE4QIbkoKUeKKTH147UIQSu4jXU4qw8YIFGabyx6p68/ZBI24IUSIpWIlvTl0eB/r8nkL8o40P4ivJ9gJAqEaOZ24MQFKw0mtwKooiThe6Mqq/p5sxuZUWapmAi6br53uRwSkRETV5kVpX1+m+XFd3a4ldhMMpYstFC4psTizpGYjPT1Stm35frhWdQpRoH6TAQWZPr9nyo0aMXp+Lb06ZsC3DFZzGByggQMCpwrLd2qkGOxKqmDUFXN37M9v7IcJHjt4RKuzJseKvHCuC1DLcvSkfKpmAcK0MA6LUiPCRof+abLQOVGBSKy1Wpppgr8bkpN3ZrrGwj3X0x1sHjXA4RaQXO/DLuRI81sm/ytcBgPZBShwuKHv/WzOs6L46C39mWnC4wIbBzTRoH+Q9kJUqBqdERNTkqeQCHu3ohyX7i2Bzihj5cw76/JiN6X8U4LXeOoxsoUGmyYk9XsYKXu3vHCu6halwQ4jqupuIIjWiKGLV6RK82UeHhXsL8cOZEgyIUkMQBAxspsYtv+Zhwq+52JpxeULTSYMdrauQgfSmW5gKOzItOFPkwKeDgpGoU2DtqFAIggBBELBqeCiW9ArEm310uDfRF28dLEL7bzOrlCF3OEXsz7Oha6gS/SJV0KkF/HTOjA+PGjG1tQ8CVdULyZKCFF4DzveOGBHjJ8fdm/IxqaUPNAoB7YMUOJx//XwvchF+IiIiAPe08cWHx4ox8ucchGhkmJ3khxC1DF0urY/5YJIflh4swudDQsq9htHmxJcnTXizTxDSjHbsyOSM/WtxIM8Gq0PEXQk+mNBSi1/PmxHr58pyv9A9AOeNDhzT2/HQ9gLcGKpE6wAFDhXYMaK5ukbv1yZQgSKbiA5Brq73RT11Hq9rFQKGRl+aPe8PnLurGW7fmIe1Z0twZ4Jvhdc+brAjTONarxQAHu3ojyf+1MMpAr+PC6t2XVv6K5BrdkJvcUKndgW2pwvtSM624n9jQ9H7x2zcmeBasWBYcw2eTTbgkY5+kHkZxyo1zJwSEREB0CgEbLwpDD3CVXijjw7Dm2vcgSkA3NPGB39mWXFc75mBSjXY0H9NNsx2Ef/5uxC9ItQY2EyNpCAljhbYIYoifjhjuq4mpEjF/y6YMS5WC0EQ4KeUYVIrH/ckoRCNHJ1DVZja2gc7bglH/0g1rE5ge4YFSUHKGr2fXCbgxlAVuoVX/fw7Enzw5cnK1xEtzaiXGhujwbNdApA8MRxx/tXPFcplAqbG++D23/PcmdvXU4pwX1tftA5U4tCtkbgx1PV+Q5qp4asQsOZsCURRxNqzJZJemJ/BKRER0SWBKhkW99R5DRZ8lTI8lOSHRfs89zdfdsiI43obXjlQiNVnSrCoRyAAIFGnwMlCO84WOTBtSwEOeRkfSBU7abCjXVDlgZu/Uobp7fzwQvdAnLkjCr0iapY5BYCHkvwwNb7iNVKvNLK5BscK7Egrqrh9/86xousVwalMEPB/ib4I0dR8K9JXewciUivHmylFOFNox/pzZjyY5Jrxf+USVIIg4NkuAXju70J8kWrCPZvz8cHRYuzNsaLQKr2JUgxOiYiIquj+dr7YlWVB99VZ+OaUCblmB344W4LX++jwWooRs5P83F2sfkoZQjQy/Hhp+aFVp0w4b7RXunA6XXaq0I7W1ZjcBLjGD1+LES006BSiqrzgFe83LlbjbuerfXfKNWlqU7oFg5rVPGj2RiYI+E/3AHx8vBh3bcrDE50uf/9dbUi0Bv2i1Hh0hx7v9NPhpb2FmPi/XNz5ex5e2ltYaXBdnxicEhERVZGvUob/3RSG21v74Ke0EvyUZsbw5hrc0doHj3X0w4z2nuMO2+kU+PKkCRPitPgi1YSeP2RjdRWXpGrqRFHEyUJ7lZZXamgTWvp4XWrscL4N928twGspRVDIUOnGADUR46fAPQm+GBCldmdNy7OoRyBWDAzCXQm+2DUhAiemRiFAJcOeHCv8ldIZiyr9FiciIpKQGD8FpsT74J1DRogiMDZWC5kg4LlugWXKttUp8b8LFizqEQh/lQCjTcSeHCumVKPbuKnKtzghAggpJxMoJf0iVbhocuDrkybcEqeFRuEK9L4/Y0JioAJL9hfh/ra+XhfVrw3/6V72e8+bAJXMva1rtK+r2/+/Q4LrrF41Jf0WJyIikphoXzkCVQJ+vWDGkAq6atvqXDmgG0OVeKtvEKYl+rrXUqWKnSq0u9YzlVjg5I1cJuDtvkH47EQx7tmcB73FiT8uWvDd6RK81z8IUVo5xsRoG7qaXknx82VwSkREVAN9I9VI1CnL7H1+pU4hKrQOULgnvXQOdS2c7m3c6dkiOxzX2XjUPy6aobfUzYSaU4UOxFdzvGlDGtlCg7WjQmFxAO2+ycSifYUY3EyNG0OVSJ4YjoG1PN60Mbt+Wp2IiEhCpsT7oHdExZNIOgQr8cfNl9ew9FfK0MJXjiMFNtxwxaQbh1PE6PU5eLdfEAaXrqMpcUU2J+7elI85nf3xcIfq7W5UFaWZ0+uJUibgu+EhKLI5PWbh+0poPOf1gJlTIiKiGugfpa504XXANYnqSjeGKrEv9/JaqUabE9szrcgwOXFUL50Z05X5+qQJfkoB68+Z6+T6qQYbEq6DyVBXU8mFa1oeihicEhER1au2OiVOGlxB6AWjHa2/ysD8vw1oHaAos8C/lH1yvBhv9wvC4Xwb8syOWr9+Sp4NnYJrtpg+Xd8YnBIREdWjOH8Fzl5aU/Jgvg2xfgoU20Q83dkfx6+TzGmRzYmzRQ4MjHLthvXbhdrdplVvcSKnxHnddetT7WBwSkREVI/i/OVIM7oyjYcL7BjZQoO/J0VgcLQax/S262Kb08P5NrTVKaCQCegTocZfObW7AsHBfBuSgpWQyzhWsylicEpERFSPYv0VSCuyQxRFHL4UhAFAqEYOuSAgu6Ti2e92p4hiW8NuOXko34aOl+rdOVSJ/bW8PNaBPCs6hbBLv6licEpERFSPdCoBEIACixOHC2xICrochCXqFDhWybjTL0+a8Pif+jqto1MU8cDW/HK3tDyYb0OHS8Fpx2AljurtsDpqL+ObkmfDDQxOmywGp0RERPVIEATE+SlwVG/HOaPdY0vLodEavLS3CIXW8jOjJw127M+r24lTx/R2rDlrxoRfc6G3OPFmShHeSClyv35l5tRPKUOMnxxHa2ky15+ZFvyebkG/SK4L2lQxOCUiIqpncf5y/Hi2BK0CFFDJL4+rfLyTH+L85XjtQFG5554psuNkoR0l9robm/pnpgUTW2nRRqfErxfM2HDejPXnXHvHF1pdS14lXTGTvnOIEgdqIWD+K9uKezbn46NBQYjz52SoporBKRERUT2L81dgxdFizGzn53FcJgiY0FKLwwXlB3pnixxQylCm+3/9uRIcqeC86tiZZUWfCBVGNNfgp7QSHMy34WiBHXlmB+7elI87W/vA/4r1W7uEqrA7+9rGnZ432nHH73lY1i8Ig5pdHxsRUN1gcEpERFTPOgYrMby5Gve08SnzWqJOieMG72M9RVFEWpEdg6LUOJh/ORB1OEXM2WnAf1OLr7luoijizywL+kaqMSRajXVpZnQKUaJbuAq3b8yHSgYs7hnocc7w5hr8dsEMZw1WGsgwObDlohnPJhtwX1tfjGzBwLSpY86ciIionk1upcXkVloIQtmlkmL95MgpcaDY5iyzu1SBxQkIQL9INQ5fEZxuTLegyObEX9eYvRRFER8cLYZKJiDWTw5BENA6QIG+kWr4KgS8dagIu26JKLPEU8sABYLVMuzNtaFbmKqcq7s4RRHvHDLifLEDj3bww1uHjPj6lAlBKhmWDwi+pvpT48DglIiIqJ55C0pLyWUCWgUokGqwo3OoZ6B3tsiBlv4KdApR4qtTJpTYRbyeUoTVZ0x4pksAnt9TCItDxOlCO04Y7Bgfp61SfdacLYFOJSC92IEVx4rx48hQdx3/3TUASUEKhGvlGNlCgwgf71tzjm6hwbzdevgqZfhxZGi57/Xc34XYmWVBCz8Fluwvwm8XzNg4NgzN/eTQKriuKTE4JSIikpzEQFfXftng1I44fzn6RaoR7SNH99VZSNQp8FKPQAyP1uCrkyY8uqMAmy5aUGwTMTRaDT9l5SP4vjllQnK2FUoZ8MWQELS8YmemKwPc9qryrzWltQ/OGR3YcN4MvcUJnbps2S0XzfjxbAn+uDkcdqeITt9lIT5QgTY6LhtFl3HMKRERkcS00SlwwsvSTGeKHIjzU0AuE/DhwGDckeCD/w4JwagWWshlAnqEqbD+vBm/jglD1zAV/rhYtW1F04rs6BqqxOBmmkq75cvTVqfER4OC0bactVpNdiee3mXAwh6BCFLLEKaV4542Prg7oey4W2ramDklIiKSmPZBSnx+ouzkpgN5VoyNdWUydWoZnrkxwOP1me19cVu8D1oGKDA8Wo2N6WaYHSJGtNB4zK6/kiiKOGd04OfRYQhUXXu3ersgJY4W2NErwrVO6Z4cK5YfNeLPTCsGN1NjbMzlCU+LewZWOMSBmiZmTomIiCRmWLQaB/JsSDVczkC6ZtFb0Tei/Mxm60Aluoe7Xh/eQoPPTpjw8A49nv+7sNxz8i1OyARXsFsbgWK7ICWOXJE5ffNgEULUMnwxJBhv9wvyeA8GpuQNg1MiIiKJ8VXKcG9bXyzeVwTDpd2iUg12+CgENPerWqdnYqACr/bSIXlCOH46V4IbvsvEWwfLLu6fVuRAbBWvWRXtdQocLbDB6hBhdwJbMyx4opM/bgyt2XABanoYnBIREUnQA+18YbSLuHFVFoptTvyZZUXvCrKmVxMEAfe29UVzPwV+HRuGBV0D8PkJE8Sr1iJNM7omWdWWdkFK7Mu1IeHrDLx0UoWW/gqEaWvv+tT4MTglIiKSoGCNHN8MC0HrAAX25NqwPdOCPhE1228+xk+BCS21cIhimW1GzxY5EFuLW4VGaGUYHaPB4p46/JYrx7BoLqpP1cMJUURERBLWK0KFrRkW/J5uxn+6BVZ+QjkEQcCklj5YfabEY4mqtCI7OobU3lJOgiBgxcBLi+kXZGBQO99auzY1DcycEhERSVjvCBVWHDUiPkCBaN9r6x7vF6XCnlzPXaTO1PKY0yt10zkRVc6i/UTlYXBKREQkYb0i1NBbRYyLrdpuTxVpE6jECb3d/bUoikjJt6JDMBfBJ+lgcEpERCRhQWoZJrbU4pYqbkVakSgfGSwOEQUW1woAaUYHtHIBkcxukoQwOCUiIpK4jwcF18qkJUEQkBCowPFL65DuzbFyiSeSHAanRERETUgbnRInDK6u/X15NganJDkMTomIiJqQxEAFjuvtMNtFJGdb0SWU401JWhicEhERNSFtdAp8fdKE1l9lwCGK6BrGzClJC9c5JSIiakL6Rarxzxv8cVu8FqEaToQi6WFwSkRE1IQEqGSYneTX0NUgKletdetnZmbigQceQHx8PCIiItCzZ09s377d/booili0aBHatm2LyMhIjB07FkePHvW4hsViwZw5c9CqVSs0a9YMU6dORXp6em1VkYiIiIgkrlaCU71ej5EjR0IURXz77bfYvXs3Xn75ZYSFhbnLLF26FMuWLcOSJUuwadMmhIWFYcKECSgqKnKXmTdvHtatW4ePPvoI69evR1FREaZMmQKHw1Eb1SQiIiIiiauVbv233noLkZGRWL58uftYXFyc+/9FUcR7772Hxx57DOPHjwcAvPfee0hISMCqVaswbdo0GAwGfPHFF1i2bBkGDx4MAFi+fDk6duyILVu2YOjQobVRVSIiIiKSsFrJnP7888/o2rUrpk2bhtatW6Nfv3744IMPIIoiACAtLQ1ZWVkYMmSI+xytVos+ffpg9+7dAID9+/fDZrN5lGnevDkSExPdZYiIiIiocauVzOnZs2fx0UcfYfbs2Xjsscdw8OBBPP300wCAGTNmICsrCwA8uvlLv87IyAAAZGdnQy6XIyQkpEyZ7Ozsct87NTW1Nm6hyur7/ajusC0bF7Zn48G2bFzYno1HbbZlQkJCua/VSnDqdDpx4403YsGCBQCAG264AadPn8aKFSswY8YMdzlBEDzOE0WxzLGrVVamopurbampqfX6flR32JaNC9uz8WBbNi5sz8ajPtuyVrr1IyIikJiY6HGsTZs2uHDhgvt1AGUyoLm5ue5sanh4OBwOB/Ly8sotQ0RERESNW60Ep7169cLJkyc9jp08eRItWrQAAMTGxiIiIgKbN292v242m7Fz50707NkTANC5c2colUqPMunp6Th+/Li7DBERERE1brXSrT979myMGDECr776KiZOnIiUlBR88MEH+Pe//w3A1Z0/a9YsvPbaa0hISEDr1q3x6quvwtfXF5MnTwYABAYG4u6778b8+fMRFhaGoKAgPPvss0hKSsKgQYNqo5pEREREJHG1Epx26dIFK1euxPPPP49XXnkFzZs3xzPPPIPp06e7yzz66KMoKSnBnDlzoNfr0bVrV6xevRr+/v7uMgsXLoRcLse0adNgNpsxYMAAvP/++5DLub0aERERUVMg6PV6saErQUREREQE1OL2pURERERE14rBKRERERFJBoNTIiIiIpIMBqdEREREJBkMTomIiIhIMiQVnL7++usYPHgwWrRogfj4eEyZMgVHjhzxKCOKIhYtWoS2bdsiMjISY8eOxdGjRz3KfPrpp7jpppsQExMDnU6HtLQ0j9e3bdsGnU7n9d+PP/5YYR0PHz6MMWPGIDIyEu3atcOSJUsgipcXPCjv2idOnKjwujt27MDUqVPRrl076HQ6rFy5skyZWbNmlbnusGHDKrxuQ5J6e5rNZsyaNQt9+vRBaGgoxo4d67Xc9u3bMXDgQEREROCGG27Axx9/XKX7X7FiBTp16oSIiAgMHDgQf/75Z5kyJ0+exF133YWYmBhERUVhwIABOH78eJWuX5/qqy0B12dyxx13oFWrVmjevDmGDRuGjRs3VlrHyn42t2/fjhEjRqBly5aIjIxE9+7d8fbbb1fp/itry7Vr12LixImIj4+HTqfDtm3bqnTdhtIY2tPb81Cn06FZs2bXfO/X07NW6m1Zlefs2rVrMWHCBMTHx6N58+YYOnQo1q9fXyv3fqVHH30UOp2uyj/31HAkFZxu374d9913H3799VesXbsWCoUCt9xyCwoKCtxlli5dimXLlmHJkiXYtGkTwsLCMGHCBBQVFbnLmEwmDBkyBHPnzvX6Pj179sTx48c9/j3xxBPw8/Or8AFUWFiICRMmIDw8HJs2bcLixYvx9ttv45133ilTdteuXR7Xj4+Pr/Dei4uL0b59eyxevBharbbccoMGDfK47nfffVfhdRuS1NvT4XBAo9FgxowZGDFihNcyZ8+exW233YYePXpg69ateOKJJ/DUU09hzZo1Fd776tWrMXfuXPzzn//E1q1b0aNHD9x66604f/68x7VHjhyJ2NhYrF27Fjt37sS//vUv+Pr6VnjthlBfbQkAU6ZMgcViwZo1a7B161b06tULd9xxB86cOVPuOVX52fTz88PMmTOxfv167Nq1C08++SQWLVqEFStWVHjvVWlLk8mEHj164KWXXqrwWlLRGNpz8eLFZX7u4+LicMstt1zzvQPXz7NW6m1Zlefsjh07MGDAAHz77bfYunUrhg8fjrvuusvrH/TVvfdSa9aswd69exEVFVXhNUkaJL3OqdFoRExMDFauXInRo0dDFEW0bdsW999/P5588kkAQElJCRISEvDCCy9g2rRpHufv27cPgwcPxoEDBxAbG1vhe3Xr1g19+/bF0qVLyy3z0Ucf4bnnnsOJEyfcAeQrr7yCjz/+GEeOHIEgCNi2bRvGjRuHU6dOISQkpEb3HR0djZdffhl33nmnx/FZs2YhPz8f33zzTY2u29Ck1p5XmjNnDo4cOYKff/7Z4/iCBQuwbt067N27133s4YcfxrFjx/Dbb7+Ve72hQ4ciKSkJb731lvtYly5dMH78eCxYsAAAMH36dAiCgA8//LBKdZSSumrLvLw8xMfHY+3atRgwYAAAwG63Izw8HJ988gnGjx/vtT5V+dn05q677oJarcZHH31U7r1WpS2vrv+6devQv3//cq8pNY2hPXft2oVRo0bh119/rdaW11ffO3B9P2ul1pZXKu85682QIUPQu3fvav3B560tAeDcuXMYOXIkfvzxR0yePBkzZszAww8/XOXrUv2TVOb0akajEU6nEzqdDgCQlpaGrKwsDBkyxF1Gq9WiT58+2L17d43fZ9u2bTh58iT+7//+r8JyycnJ6N27t0dmc+jQocjIyCjTBTJo0CAkJibi5ptvxtatW2tct6vt3LkTrVu3RteuXfHII48gJyen1q5d16TWnlWRnJzsUT/A1eb79u2DzWbzeo7VasX+/fvLnDdkyBD3fTmdTmzYsAGJiYmYNGkS4uPjMXjwYKxevfqa61wf6qotg4ODkZiYiG+++QZGoxEOhwOffvop/Pz8Kgw4qvOzWerAgQNITk5G3759y71uVdqyMWgM7fnZZ5+hXbt21QpMgbL3Xup6fdZKrS1rymg0lmmTqpxzdVva7XZMnz4dTz75JBITE2u3klRnamX70royd+5cdOzYET169AAAZGVlAQDCwsI8yoWFhSEjI6PG7/PZZ5+hQ4cOuPHGGyssl52dXWY8U2ldsrOzERcXh8jISLz++uvo0qULrFYrvvnmG4wfPx4//fRThb8Eq2LYsGEYN24cYmNjce7cObz44ou4+eabsWXLFqjV6mu6dn2QWntWRXZ2NgYNGuRxLCwsDHa7HXl5eYiMjCxzTl5eHhwOh9f7ys7OBgDk5OTAaDTi9ddfxzPPPIMFCxZg69atuP/+++Hj44NRo0Zdc93rUl21pSAI+OGHH3DXXXehRYsWkMlkCAoKwqpVq7x+1qWq8rNZqn379sjNzYXdbsfTTz+Ne++9t9zrVqUtG4PruT0BwGAwYM2aNfj3v/9d5bqVuvregev7WSu1tqyJDz/8EBcvXsSUKVOqdZ63tly0aBGCgoJw33331WodqW5JNnP6zDPPYNeuXfjiiy8gl8s9Xru6S0cUxXK77SqTn5+PdevWlcmy9erVC9HR0YiOjsbkyZMrfO8rjyckJODee+9F586d0aNHD7z22msYNmyYewD2n3/+6b5udHQ0vv322yrXddKkSRgzZgySkpIwevRorFq1Cqmpqfj1119rcuv1SqrtWRUVtXlF7VnRfTmdTgDAmDFj8NBDD6FTp0546KGHMGHChErHQDa0umxLURTxz3/+E8HBwfjll1/w+++/Y/z48bjnnntw8eJFADX/2Sy1fv16bN68GW+88Qbee+89fP311wAq/tmsze9Rqbne2xMAvv32WzgcDkydOtV9rCrP2vLu/Xp91kq1LatjzZo1mD9/Pj744APExMQAqHlbbt++HV9++SWWLVtWo7pQw5Fk5nTevHlYvXo11q1b5/EXckREBADXX87Nmzd3H8/NzS3zV2FVffXVV5DJZLj11ls9jn/77bew2+0AAI1GAwAIDw8vky3Jzc0FUPav0it17drV3V174403eszkrWm9ASAqKgrNmjXD6dOna3yN+iDV9qyK8tpcoVAgODgYAQEBZdpTrVZDLpd7Pa/0vkJCQqBQKMp0M7Vp00bSXft13ZZbt27Fhg0bcObMGXfXXOfOnbF582asXLkSc+bMueafzdJ6JyUlITs7G4sXL8bUqVO9/mxWpS2vZ42hPQFXb8nNN9+MoKAg97HKnrXl3bs318OzVqptWR1r1qzBAw88gPfffx9jxoxxH69pW27btg2ZmZkez1mHw4EFCxbgvffeq3BmPzUsyWVOn376aaxatQpr165FmzZtPF6LjY1FREQENm/e7D5mNpuxc+fOGo95+eKLL3DLLbcgMDDQ43hMTAxatWqFVq1aubuXevTogZ07d8JsNrvLbd68GVFRURVO0Dl48KD7AaHVat3XbdWqFfz9/WtUb8DV5ZiRkeG+thRJuT2rokePHtiyZYvHsc2bN+PGG2+EUqn02p4qlcr90L76vNL7UqlU6NKlC1JTUz3KnDx5Ei1atKjGHdef+mhLk8kEAJDJPB9NMpnMnW2uzZ9Np9MJq9UKwPvPZlXa8nrVWNrz77//xqFDh3DPPfd4HK/oWVvRvXsj9WetlNuyqn744QfMnDkT7777bpnJVTVty+nTp2PHjh3Ytm2b+19UVBRmz55d6Yor1LAklTl98skn8c033+C///0vdDqde6yMr68v/Pz8IAgCZs2ahddeew0JCQlo3bo1Xn31Vfj6+np0IWRlZSErKwsnT54EABw/fhwGgwEtWrTw+Mt6586dOHbsGN58880q1W/y5MlYsmQJZs+ejSeffBInT57Em2++iaeeesrdPfLuu+8iJiYG7dq1g9Vqxbfffouff/4Zn3/+eYXXNhqN7r/KnU4nLly4gJSUFAQFBaFFixYwGo1YvHgxbr75ZkRERODcuXN4/vnnERYWhptuuqnKn3F9knp7AsCxY8dgtVqRl5eH4uJipKSkAAA6deoEAJg2bRo+/PBDzJ07F9OmTcPu3bvx5ZdfVtr1/uCDD2LmzJno2rUrevbsiY8//hiZmZkeM2MfeeQRTJs2DX369MGAAQOwbds2rF692usatw2tvtqyR48eCAoKwoMPPoinnnoKWq0Wn332mXvZrfJU5Wdz+fLliI2NRUJCAgDX8jXvvPNOpWPRqtKWBQUFOH/+PAwGAwDgzJkzCAwMREREhCQDmsbQnqU+++wzxMfHo1+/frVy79fbs1bqbQlU/pz9/vvvMXPmTLzwwgvo06eP+x5UKpXHM7669x4WFlYmy6pQKBAREeF+DpA0SWopqfJm5j399NOYN28eANe4l8WLF+PTTz+FXq9H165d8eqrr6J9+/bu8osWLcKSJUvKXGfZsmUeyzM98MAD2LdvX7VmLB4+fBhPPvkk9u7dC51Oh2nTpuHpp592PzCXLl2KTz/9FBkZGdBoNGjXrh0ef/zxctd3K1W6BNXVbr/9drz33nsoKSnBnXfeiZSUFBgMBkRERKB///549tlnPbpqpOR6aM+OHTt6rFdZSq/Xu/9/+/bteOaZZ3Ds2DFERkbiscceq3ASTakVK1Zg6dKlyMrKQrt27bBw4cIyk+JWrlyJ119/Henp6WjVqhWeeOKJGo/Vqkv12Zb79u3DCy+8gH379sFut6NNmzZ46qmnKv0FWNnP5rvvvovPP/8c586dg0KhQFxcHO655x7ce++9ZbJBV6usLVeuXIkHH3ywws9HShpDewJAUVER2rZti6eeegqPPvpordz79fasvR7asrLn7NixY7Fjx44yr/ft27fCZaeqcu/e6sKlpKRPUsEpERERETVtkhtzSkRERERNF4NTIiIiIpIMBqdEREREJBkMTomIiIhIMhicEhEREZFkMDglIiIiIslgcEpEREREksHglIioFq1cuRI6nc79LyIiAm3btsXEiRPx/vvvo6ioqEbXPXLkCBYtWoS0tLRarjERkbRIavtSIqLGYu7cuWjZsiVsNhuys7Oxfft2zJs3D8uWLcNXX32FDh06VOt6R48exZIlS9CvX78y+8sTETUmDE6JiOrA0KFD0b17d/fXTzzxBP744w9MnToVt99+O5KTk6HVahuwhkRE0sRufSKiejJw4EDMmTMH58+fx7fffgsAOHToEGbNmoXOnTsjIiIC8fHxuO+++3DhwgX3eStXrsR9990HABg3bpx7yMDKlSvdZfbt24cpU6YgJiYGkZGRGDJkCDZs2FC/N0hEVAsYnBIR1aMpU6YAADZt2gQA2Lx5M1JTU3Hbbbfh5Zdfxl133YXffvsN48aNQ0lJCQCgb9++uP/++wEA//znP7F8+XIsX74cffv2BQBs374do0aNQnZ2NubMmYP//Oc/UKlUuP3227F27doGuEsiopoT9Hq92NCVICJqLFauXIkHH3wQv/32m0e3/pViYmIQFxeHrVu3wmQywcfHx+P1nTt3YvTo0fjggw9w2223AQC+//573HfffVi3bh369+/vLiuKInr06IHIyEisWbMGMpkr5+B0OjFy5Ejk5ORg//79dXOzRER1gJlTIqJ65ufnB6PRCAAeganRaER+fj7atGmDwMDAKgWVBw8edGdeCwoKkJeXh7y8PBQUFGDYsGE4e/Yszp07V1e3QkRU6zghioionhmNRoSGhgIA9Ho9nnvuOaxZswYFBQUe5QwGQ6XXOnXqFADg4YcfxsMPP+y1TG5uLmJiYq6x1kRE9YPBKRFRPUpPT0dhYSFatWoFALj33nvx559/4qGHHkKnTp3g7+8PQRBw7733wul0Vnq90jLPPfccOnfu7LVM69ata63+RER1jcEpEVE9+uabbwAAQ4YMgV6vx6ZNmzB37lzMnTvXXcZsNkOv13ucJwiC1+u1bNkSgGuowKBBg+qkzkRE9YljTomI6skff/yBV155BbGxsbjtttvck5dE0XNe6rvvvlsma1o6NvXqoLVz586Ij4/H22+/7XUYQG5ubi3eARFR3WPmlIioDvz+++84ffo07HY7cnJysHXrVmzevBktWrTAV199BY1GA41Gg379+uGtt96CzWZDixYtsHPnTvz5558IDg72uN4NN9wAmUyGN954AwaDAVqtFl27dkVcXBzeeecdTJo0Cb169cKdd96JmJgYZGZm4q+//sL58+exa9euBvoUiIiqj8EpEVEdWLx4MQBApVIhKCgI7du3x6JFi3DnnXfC39/fXW7FihWYO3cuPvnkE9jtdvTp0wdr167F+PHjPa4XFRWFN998E2+++SYeffRROBwOLFu2DHFxcejduzd+//13vPzyy/j0009RWFiIsLAwdOjQAfPmzavX+yYiulZc55SIiIiIJINjTomIiIhIMhicEhEREZFkMDglIiIiIslgcEpEREREksHglIiIiIgkg8EpEREREUkGg1MiIiIikgwGp0REREQkGQxOiYiIiEgyGJwSERERkWT8P4U3aQ2Z9Qh+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stock_data.plot(y=\"Close Price\", title=\"Closing Price of Stock\", grid=True, legend=False, linewidth=1, figsize=(10,5))\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "#T_e02f585b_3ac7_11eb_a98f_1008b1c66314row0_col7,#T_e02f585b_3ac7_11eb_a98f_1008b1c66314row1_col7{\n",
       "            background:  #d65f5f;\n",
       "        }</style><table id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Symbol</th>        <th class=\"col_heading level0 col1\" >Series</th>        <th class=\"col_heading level0 col2\" >Prev Close</th>        <th class=\"col_heading level0 col3\" >Open Price</th>        <th class=\"col_heading level0 col4\" >High Price</th>        <th class=\"col_heading level0 col5\" >Low Price</th>        <th class=\"col_heading level0 col6\" >Last Price</th>        <th class=\"col_heading level0 col7\" >Close Price</th>        <th class=\"col_heading level0 col8\" >Average Price</th>        <th class=\"col_heading level0 col9\" >Total Traded Quantity</th>        <th class=\"col_heading level0 col10\" >Turnover</th>        <th class=\"col_heading level0 col11\" >No. of Trades</th>        <th class=\"col_heading level0 col12\" >Deliverable Qty</th>        <th class=\"col_heading level0 col13\" >% Dly Qt to Traded Qty</th>        <th class=\"col_heading level0 col14\" >Year</th>        <th class=\"col_heading level0 col15\" >Month</th>        <th class=\"col_heading level0 col16\" >Day_Perc_Change</th>        <th class=\"col_heading level0 col17\" >Trend</th>    </tr>    <tr>        <th class=\"index_name level0\" >Date</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314level0_row0\" class=\"row_heading level0 row0\" >2018-09-03</th>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row0_col0\" class=\"data row0 col0\" >INFY</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row0_col1\" class=\"data row0 col1\" >EQ</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row0_col2\" class=\"data row0 col2\" >1441.100000</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row0_col3\" class=\"data row0 col3\" >1449.000000</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row0_col4\" class=\"data row0 col4\" >1467.900000</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row0_col5\" class=\"data row0 col5\" >1430.000000</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row0_col6\" class=\"data row0 col6\" >1436.200000</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row0_col7\" class=\"data row0 col7\" >1434.250000</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row0_col8\" class=\"data row0 col8\" >1451.300000</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row0_col9\" class=\"data row0 col9\" >5488164</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row0_col10\" class=\"data row0 col10\" >7964966272.700000</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row0_col11\" class=\"data row0 col11\" >134643</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row0_col12\" class=\"data row0 col12\" >3571594</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row0_col13\" class=\"data row0 col13\" >65.080000</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row0_col14\" class=\"data row0 col14\" >2018</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row0_col15\" class=\"data row0 col15\" >9</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row0_col16\" class=\"data row0 col16\" >-0.475331</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row0_col17\" class=\"data row0 col17\" >Slight or No change</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314level0_row1\" class=\"row_heading level0 row1\" >2018-09-04</th>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row1_col0\" class=\"data row1 col0\" >INFY</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row1_col1\" class=\"data row1 col1\" >EQ</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row1_col2\" class=\"data row1 col2\" >1434.250000</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row1_col3\" class=\"data row1 col3\" >722.000000</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row1_col4\" class=\"data row1 col4\" >748.500000</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row1_col5\" class=\"data row1 col5\" >716.000000</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row1_col6\" class=\"data row1 col6\" >733.000000</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row1_col7\" class=\"data row1 col7\" >737.150000</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row1_col8\" class=\"data row1 col8\" >739.040000</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row1_col9\" class=\"data row1 col9\" >15370124</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row1_col10\" class=\"data row1 col10\" >11359156598.750000</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row1_col11\" class=\"data row1 col11\" >258728</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row1_col12\" class=\"data row1 col12\" >6954062</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row1_col13\" class=\"data row1 col13\" >45.240000</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row1_col14\" class=\"data row1 col14\" >2018</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row1_col15\" class=\"data row1 col15\" >9</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row1_col16\" class=\"data row1 col16\" >-48.603800</td>\n",
       "                        <td id=\"T_e02f585b_3ac7_11eb_a98f_1008b1c66314row1_col17\" class=\"data row1 col17\" >Bear drop</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x147392787f0>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "drastic_change_df = stock_data[(stock_data.Month==9) & (stock_data.Year==2018)].head(2)\n",
    "drastic_change_df.style.apply(lambda x:['background: #d65f5f' if x.name==\"Close Price\" else '' for i in x])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5))\n",
    "markerline, stemlines, baseline = plt.stem(stock_data.index, stock_data.Day_Perc_Change, linefmt='-.', use_line_collection=True)\n",
    "plt.setp(stemlines, 'linewidth', 1)\n",
    "plt.title(\"Daily Change in Stock Price(%)\")\n",
    "plt.xlabel(\"Dates\")\n",
    "plt.ylabel(\"Daily Change (%)\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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>Symbol</th>\n",
       "      <th>Series</th>\n",
       "      <th>Prev Close</th>\n",
       "      <th>Open Price</th>\n",
       "      <th>High Price</th>\n",
       "      <th>Low Price</th>\n",
       "      <th>Last Price</th>\n",
       "      <th>Close Price</th>\n",
       "      <th>Average Price</th>\n",
       "      <th>Total Traded Quantity</th>\n",
       "      <th>Turnover</th>\n",
       "      <th>No. of Trades</th>\n",
       "      <th>Deliverable Qty</th>\n",
       "      <th>% Dly Qt to Traded Qty</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Day_Perc_Change</th>\n",
       "      <th>Trend</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-09-04</th>\n",
       "      <td>INFY</td>\n",
       "      <td>EQ</td>\n",
       "      <td>1434.25</td>\n",
       "      <td>722.0</td>\n",
       "      <td>748.5</td>\n",
       "      <td>716.0</td>\n",
       "      <td>733.0</td>\n",
       "      <td>737.15</td>\n",
       "      <td>739.04</td>\n",
       "      <td>15370124</td>\n",
       "      <td>1.135916e+10</td>\n",
       "      <td>258728</td>\n",
       "      <td>6954062</td>\n",
       "      <td>45.24</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>-48.6038</td>\n",
       "      <td>Bear drop</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Symbol Series  Prev Close  Open Price  High Price  Low Price  \\\n",
       "Date                                                                      \n",
       "2018-09-04   INFY     EQ     1434.25       722.0       748.5      716.0   \n",
       "\n",
       "            Last Price  Close Price  Average Price  Total Traded Quantity  \\\n",
       "Date                                                                        \n",
       "2018-09-04       733.0       737.15         739.04               15370124   \n",
       "\n",
       "                Turnover  No. of Trades  Deliverable Qty  \\\n",
       "Date                                                       \n",
       "2018-09-04  1.135916e+10         258728          6954062   \n",
       "\n",
       "            % Dly Qt to Traded Qty  Year  Month  Day_Perc_Change      Trend  \n",
       "Date                                                                         \n",
       "2018-09-04                   45.24  2018      9         -48.6038  Bear drop  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_data[stock_data.Day_Perc_Change == min(stock_data.Day_Perc_Change)]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stock_data.plot(y=\"Total Traded Quantity\", title=\"Daily volumes\", linewidth=1, figsize=(10,5))\n",
    "# plt.xlabel(\"Date\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context(plt.style.available[23]):\n",
    "    plt.figure(figsize=(15,25))\n",
    "    markerline, stemlines, baseline = plt.stem(stock_data.index, stock_data.Day_Perc_Change,label=\"Day_Perc_Change(%)\", use_line_collection=True)\n",
    "    plt.setp(stemlines, 'linewidth', 1)\n",
    "    plt.plot(stock_data.index, stock_data[\"Total Traded Quantity\"].values/7000000, color='k', linewidth=1, label=\"Volume\")\n",
    "    plt.xlabel(\"Date\")\n",
    "    plt.legend()\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "stock_data_trendwise = stock_data.groupby('Trend')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stock_data_trendwise.size().plot.pie(figsize=(8,8),autopct='%1.1f%%', startangle=30, radius=1)\n",
    "plt.ylabel('Trends')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "mean_median = stock_data_trendwise['Total Traded Quantity'].agg(['mean', 'median'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mean_median[['mean','median']].plot(kind='bar', subplots=True, figsize=(15,15))\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "Category_bins = [stock_data.Day_Perc_Change.min(), -7, -3, -1, -0.5, 0.5, 1, 3, 7]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stock_data.Day_Perc_Change.hist(bins=Category_bins, edgecolor='k', log=False, figsize=(15,5), rwidth=0.95)\n",
    "plt.title('Daily Return (%)')\n",
    "plt.ylabel('Counts of bins')\n",
    "plt.xlabel('Daily Percentage Change')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    " plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date\n",
       "2017-05-25    0.005509\n",
       "2017-05-26    0.008139\n",
       "2017-05-29    0.008831\n",
       "2017-05-30    0.007363\n",
       "2017-05-31    0.007268\n",
       "Name: Close, dtype: float64"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "# Reading and Importing nifty csv file\n",
    "nifty50 = pd.read_csv('./Nifty50.csv')\n",
    "\n",
    "# Convert the Date column to datatime64[ns] datatype\n",
    "nifty50.Date = pd.to_datetime(nifty50.Date)\n",
    "\n",
    "# Convert the Date column as index column\n",
    "nifty50.set_index('Date', inplace=True)\n",
    "\n",
    "# Calculate the percentage change for Closing price of nifty50\n",
    "nifty50_pct_change = nifty50.Close.pct_change().dropna()\n",
    "\n",
    "# Calculate the volatility for nifty50\n",
    "nifty50_volatility = nifty50_pct_change.rolling(7).std().shift().dropna()\n",
    "\n",
    "nifty50_volatility.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "nifty50_volatility.plot(figsize=(13,7), linewidth=1.3, title='standard deviation of rolling function')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    " stock_data['SMA_14'] = stock_data['Average Price'].rolling(14).mean()\n",
    "# Calculating Standard deviation for 14 days\n",
    "stock_data['SD_14'] = stock_data['Average Price'].rolling(14).std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Upper Bollinger Bands = Mean + 2*SD\n",
    "stock_data['upper_band'] = stock_data.SMA_14 + 2*stock_data.SD_14\n",
    "# Lower Bollinger Bands = Mean - 2*SD\n",
    "stock_data['lower_band'] = stock_data.SMA_14 - 2*stock_data.SD_14"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plt.figure(figsize=(15,10))\n",
    "stock_data[['SMA_14', 'upper_band', 'lower_band']].plot(figsize=(15,10), linewidth=1, color=['b', 'g', 'r'])\n",
    "stock_data['Average Price'].plot(figsize=(15,10), linewidth=2.5, color='k')\n",
    "plt.title(\"Bollinger Bands\")\n",
    "plt.ylabel('Price in Rupees')\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}