Aamir Working.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Video Games Dataset: EDA\n",
    "#### 1. Describe Dataset\n",
    "- **Who:** The data was acquired from Kaggle and supplied by the user Gregory Smith (https://www.kaggle.com/gregorut/videogamesales). The data was scraped from www.vgchartz.com. \n",
    "- **What:** The dataset contains a list of video games with sales greater than 100,000 from 1980 to 2011. It contains information such as the platform the game was made available, year of release, genre, publisher, sales in NA, sales in JP, sales in EU, sales in the rest of the world and global sales (total). The data set also includes the rank of games in terms of overall sales. **NOTE: Sales are in millions**\n",
    "- **When:** The data set was last updated 4 years ago but contains games released from 1980 to seemingly 2017. \n",
    "- **Why:** The video game industry is a very competitive yet profitable industry. While big companies with large amounts of resources have an edge over smaller companies, we have recently seen many small companies finding huge success. Not only in game creation but in the case of streamers for example, playing a game before it becomes mainstream might give you an edge against bigger name streamers. With this data set, we are able to gain insight into general idea such as performance of companies, most popular titles and genres. We are also able to dive deeper and look at changing genre popularities over time, regional preference in game genres/platforms, upcoming developer etc.  \n",
    "- **How:** The data set was scraped from the www.vgzchartz.com website using BeautifulSoup. The scraping script can be found here (https://github.com/GregorUT/vgchartzScrape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2. Load Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import altair as alt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DataTransformerRegistry.enable('data_server')"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# from altair_saver import save\n",
    "alt.renderers.enable('mimetype')\n",
    "alt.data_transformers.enable('data_server')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "game = pd.read_csv(\"vgsales.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3. Explore Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 16598 entries, 0 to 16597\n",
      "Data columns (total 11 columns):\n",
      " #   Column        Non-Null Count  Dtype  \n",
      "---  ------        --------------  -----  \n",
      " 0   Rank          16598 non-null  int64  \n",
      " 1   Name          16598 non-null  object \n",
      " 2   Platform      16598 non-null  object \n",
      " 3   Year          16327 non-null  float64\n",
      " 4   Genre         16598 non-null  object \n",
      " 5   Publisher     16540 non-null  object \n",
      " 6   NA_Sales      16598 non-null  float64\n",
      " 7   EU_Sales      16598 non-null  float64\n",
      " 8   JP_Sales      16598 non-null  float64\n",
      " 9   Other_Sales   16598 non-null  float64\n",
      " 10  Global_Sales  16598 non-null  float64\n",
      "dtypes: float64(6), int64(1), object(4)\n",
      "memory usage: 1.4+ MB\n",
      "\n",
      "Platform:\n",
      " ['Wii' 'NES' 'GB' 'DS' 'X360' 'PS3' 'PS2' 'SNES' 'GBA' '3DS' 'PS4' 'N64'\n",
      " 'PS' 'XB' 'PC' '2600' 'PSP' 'XOne' 'GC' 'WiiU' 'GEN' 'DC' 'PSV' 'SAT'\n",
      " 'SCD' 'WS' 'NG' 'TG16' '3DO' 'GG' 'PCFX'] \n",
      "Count:  31\n",
      "\n",
      "Year\n",
      " [2006. 1985. 2008. 2009. 1996. 1989. 1984. 2005. 1999. 2007. 2010. 2013.\n",
      " 2004. 1990. 1988. 2002. 2001. 2011. 1998. 2015. 2012. 2014. 1992. 1997.\n",
      " 1993. 1994. 1982. 2003. 1986. 2000.   nan 1995. 2016. 1991. 1981. 1987.\n",
      " 1980. 1983. 2020. 2017.] \n",
      "Count:  39\n",
      "\n",
      "Genre\n",
      " ['Sports' 'Platform' 'Racing' 'Role-Playing' 'Puzzle' 'Misc' 'Shooter'\n",
      " 'Simulation' 'Action' 'Fighting' 'Adventure' 'Strategy'] \n",
      "Count:  12\n",
      "\n",
      "Publishers\n",
      " ['Nintendo' 'Microsoft Game Studios' 'Take-Two Interactive'\n",
      " 'Sony Computer Entertainment' 'Activision' 'Ubisoft' 'Bethesda Softworks'\n",
      " 'Electronic Arts' 'Sega' 'SquareSoft' 'Atari' '505 Games' 'Capcom'\n",
      " 'GT Interactive' 'Konami Digital Entertainment'] \n",
      "Count:  578\n",
      "   Rank               Name Platform    Year     Genre Publisher\n",
      "0     1         Wii Sports      Wii  2006.0    Sports  Nintendo\n",
      "1     2  Super Mario Bros.      NES  1985.0  Platform  Nintendo\n",
      "9    10          Duck Hunt      NES  1984.0   Shooter  Nintendo\n",
      "5     6             Tetris       GB  1989.0    Puzzle  Nintendo\n",
      "2     3     Mario Kart Wii      Wii  2008.0    Racing  Nintendo\n",
      "    Rank                Name Platform    Year       Genre  \\\n",
      "0      1          Wii Sports      Wii  2006.0      Sports   \n",
      "2      3      Mario Kart Wii      Wii  2008.0      Racing   \n",
      "3      4   Wii Sports Resort      Wii  2009.0      Sports   \n",
      "10    11          Nintendogs       DS  2005.0  Simulation   \n",
      "16    17  Grand Theft Auto V      PS3  2013.0      Action   \n",
      "\n",
      "               Publisher  \n",
      "0               Nintendo  \n",
      "2               Nintendo  \n",
      "3               Nintendo  \n",
      "10              Nintendo  \n",
      "16  Take-Two Interactive  \n",
      "    Rank                           Name Platform    Year         Genre  \\\n",
      "4      5       Pokemon Red/Pokemon Blue       GB  1996.0  Role-Playing   \n",
      "12    13    Pokemon Gold/Pokemon Silver       GB  1999.0  Role-Playing   \n",
      "1      2              Super Mario Bros.      NES  1985.0      Platform   \n",
      "6      7          New Super Mario Bros.       DS  2006.0      Platform   \n",
      "20    21  Pokemon Diamond/Pokemon Pearl       DS  2006.0  Role-Playing   \n",
      "\n",
      "   Publisher  \n",
      "4   Nintendo  \n",
      "12  Nintendo  \n",
      "1   Nintendo  \n",
      "6   Nintendo  \n",
      "20  Nintendo  \n",
      "   Rank                      Name Platform    Year         Genre Publisher\n",
      "0     1                Wii Sports      Wii  2006.0        Sports  Nintendo\n",
      "1     2         Super Mario Bros.      NES  1985.0      Platform  Nintendo\n",
      "2     3            Mario Kart Wii      Wii  2008.0        Racing  Nintendo\n",
      "3     4         Wii Sports Resort      Wii  2009.0        Sports  Nintendo\n",
      "4     5  Pokemon Red/Pokemon Blue       GB  1996.0  Role-Playing  Nintendo\n",
      "Year\n",
      "1980.0       9\n",
      "1981.0      46\n",
      "1982.0      36\n",
      "1983.0      17\n",
      "1984.0      14\n",
      "1985.0      14\n",
      "1986.0      21\n",
      "1987.0      16\n",
      "1988.0      15\n",
      "1989.0      17\n",
      "1990.0      16\n",
      "1991.0      41\n",
      "1992.0      43\n",
      "1993.0      60\n",
      "1994.0     121\n",
      "1995.0     219\n",
      "1996.0     263\n",
      "1997.0     289\n",
      "1998.0     379\n",
      "1999.0     338\n",
      "2000.0     349\n",
      "2001.0     482\n",
      "2002.0     829\n",
      "2003.0     775\n",
      "2004.0     763\n",
      "2005.0     941\n",
      "2006.0    1008\n",
      "2007.0    1202\n",
      "2008.0    1428\n",
      "2009.0    1431\n",
      "2010.0    1259\n",
      "2011.0    1139\n",
      "2012.0     657\n",
      "2013.0     546\n",
      "2014.0     582\n",
      "2015.0     614\n",
      "2016.0     344\n",
      "2017.0       3\n",
      "2020.0       1\n",
      "dtype: int64\n",
      "Genre\n",
      "Action          3316\n",
      "Adventure       1286\n",
      "Fighting         848\n",
      "Misc            1739\n",
      "Platform         886\n",
      "Puzzle           582\n",
      "Racing          1249\n",
      "Role-Playing    1488\n",
      "Shooter         1310\n",
      "Simulation       867\n",
      "Sports          2346\n",
      "Strategy         681\n",
      "dtype: int64\n",
      "Platform\n",
      "2600     133\n",
      "3DO        3\n",
      "3DS      509\n",
      "DC        52\n",
      "DS      2163\n",
      "GB        98\n",
      "GBA      822\n",
      "GC       556\n",
      "GEN       27\n",
      "GG         1\n",
      "N64      319\n",
      "NES       98\n",
      "NG        12\n",
      "PC       960\n",
      "PCFX       1\n",
      "PS      1196\n",
      "PS2     2161\n",
      "PS3     1329\n",
      "PS4      336\n",
      "PSP     1213\n",
      "PSV      413\n",
      "SAT      173\n",
      "SCD        6\n",
      "SNES     239\n",
      "TG16       2\n",
      "WS         6\n",
      "Wii     1325\n",
      "WiiU     143\n",
      "X360    1265\n",
      "XB       824\n",
      "XOne     213\n",
      "dtype: int64\n"
     ]
    },
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Name</th>\n",
       "      <th>Platform</th>\n",
       "      <th>Year</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Publisher</th>\n",
       "      <th>NA_Sales</th>\n",
       "      <th>EU_Sales</th>\n",
       "      <th>JP_Sales</th>\n",
       "      <th>Other_Sales</th>\n",
       "      <th>Global_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>180</td>\n",
       "      <td>Madden NFL 2004</td>\n",
       "      <td>PS2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Electronic Arts</td>\n",
       "      <td>4.26</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.71</td>\n",
       "      <td>5.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>378</td>\n",
       "      <td>FIFA Soccer 2004</td>\n",
       "      <td>PS2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Electronic Arts</td>\n",
       "      <td>0.59</td>\n",
       "      <td>2.36</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.51</td>\n",
       "      <td>3.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>432</td>\n",
       "      <td>LEGO Batman: The Videogame</td>\n",
       "      <td>Wii</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Action</td>\n",
       "      <td>Warner Bros. Interactive Entertainment</td>\n",
       "      <td>1.86</td>\n",
       "      <td>1.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.29</td>\n",
       "      <td>3.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>471</td>\n",
       "      <td>wwe Smackdown vs. Raw 2006</td>\n",
       "      <td>PS2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fighting</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.57</td>\n",
       "      <td>1.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.41</td>\n",
       "      <td>3.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>607</th>\n",
       "      <td>608</td>\n",
       "      <td>Space Invaders</td>\n",
       "      <td>2600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Shooter</td>\n",
       "      <td>Atari</td>\n",
       "      <td>2.36</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>2.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16427</th>\n",
       "      <td>16430</td>\n",
       "      <td>Virtua Quest</td>\n",
       "      <td>GC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Role-Playing</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16493</th>\n",
       "      <td>16496</td>\n",
       "      <td>The Smurfs</td>\n",
       "      <td>3DS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Action</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16494</th>\n",
       "      <td>16497</td>\n",
       "      <td>Legends of Oz: Dorothy's Return</td>\n",
       "      <td>3DS</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>Puzzle</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16543</th>\n",
       "      <td>16546</td>\n",
       "      <td>Driving Simulator 2011</td>\n",
       "      <td>PC</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>Racing</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16553</th>\n",
       "      <td>16556</td>\n",
       "      <td>Bound By Flame</td>\n",
       "      <td>X360</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>Role-Playing</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
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       "<p>307 rows × 11 columns</p>\n",
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      ],
      "text/plain": [
       "        Rank                             Name Platform    Year         Genre  \\\n",
       "179      180                  Madden NFL 2004      PS2     NaN        Sports   \n",
       "377      378                 FIFA Soccer 2004      PS2     NaN        Sports   \n",
       "431      432       LEGO Batman: The Videogame      Wii     NaN        Action   \n",
       "470      471       wwe Smackdown vs. Raw 2006      PS2     NaN      Fighting   \n",
       "607      608                   Space Invaders     2600     NaN       Shooter   \n",
       "...      ...                              ...      ...     ...           ...   \n",
       "16427  16430                     Virtua Quest       GC     NaN  Role-Playing   \n",
       "16493  16496                       The Smurfs      3DS     NaN        Action   \n",
       "16494  16497  Legends of Oz: Dorothy's Return      3DS  2014.0        Puzzle   \n",
       "16543  16546           Driving Simulator 2011       PC  2011.0        Racing   \n",
       "16553  16556                   Bound By Flame     X360  2014.0  Role-Playing   \n",
       "\n",
       "                                    Publisher  NA_Sales  EU_Sales  JP_Sales  \\\n",
       "179                           Electronic Arts      4.26      0.26      0.01   \n",
       "377                           Electronic Arts      0.59      2.36      0.04   \n",
       "431    Warner Bros. Interactive Entertainment      1.86      1.02      0.00   \n",
       "470                                       NaN      1.57      1.02      0.00   \n",
       "607                                     Atari      2.36      0.14      0.00   \n",
       "...                                       ...       ...       ...       ...   \n",
       "16427                                 Unknown      0.01      0.00      0.00   \n",
       "16493                                 Unknown      0.00      0.01      0.00   \n",
       "16494                                     NaN      0.00      0.01      0.00   \n",
       "16543                                     NaN      0.00      0.01      0.00   \n",
       "16553                                     NaN      0.00      0.01      0.00   \n",
       "\n",
       "       Other_Sales  Global_Sales  \n",
       "179           0.71          5.23  \n",
       "377           0.51          3.49  \n",
       "431           0.29          3.17  \n",
       "470           0.41          3.00  \n",
       "607           0.03          2.53  \n",
       "...            ...           ...  \n",
       "16427         0.00          0.01  \n",
       "16493         0.00          0.01  \n",
       "16494         0.00          0.01  \n",
       "16543         0.00          0.01  \n",
       "16553         0.00          0.01  \n",
       "\n",
       "[307 rows x 11 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "game.info()\n",
    "\n",
    "print(\"\\nPlatform:\\n\",game.Platform.unique(),\"\\nCount: \",game.Platform.nunique())\n",
    "print(\"\\nYear\\n\",game.Year.unique(),\"\\nCount: \",game.Year.nunique())\n",
    "print(\"\\nGenre\\n\",game.Genre.unique(),\"\\nCount: \",game.Genre.nunique())\n",
    "print(\"\\nPublishers\\n\",game.Publisher.unique()[0:15],\"\\nCount: \",game.Publisher.nunique())\n",
    "\n",
    "print(game.sort_values(\"NA_Sales\",ascending=False).head(5).iloc[:,0:6])\n",
    "print(game.sort_values(\"EU_Sales\",ascending=False).head(5).iloc[:,0:6])\n",
    "print(game.sort_values(\"JP_Sales\",ascending=False).head(5).iloc[:,0:6])\n",
    "print(game.sort_values(\"Global_Sales\",ascending=False).head(5).iloc[:,0:6])\n",
    "\n",
    "print(game.groupby(\"Year\").size())\n",
    "print(game.groupby(\"Genre\").size())\n",
    "print(game.groupby(\"Platform\").size())\n",
    "\n",
    "nulls = game[game.isna().any(axis=1)]\n",
    "nulls"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 4. Initial thoughts?\n",
    "- We have null values in Year and Publisher (Total of 307 rows with NaN values)\n",
    "- Year is a float, we could probably turn it into an int to make it prettier\n",
    "- We have 31 unique Platforms\n",
    "- We have 39 unique years (one being NaN)\n",
    "- We have 12 unique genres\n",
    "- We have 578 unique publishers\n",
    "- Looking at the top games in each region EU and NA are more similar in taste than JP\n",
    "    -JP loves their Pokemon\n",
    "    -Nintendo is the dominating Publisher in all regions \n",
    "- Years with the most releases are 2006 to 2011 with a peak of 1431 releases in 2009."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 5. Wrangling\n",
    "The main concern would be the NaN values. In my oppinion, "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Year\n",
      "2004.0    19\n",
      "2005.0     5\n",
      "2007.0     1\n",
      "2010.0     2\n",
      "2011.0     3\n",
      "2012.0     2\n",
      "2014.0     2\n",
      "2016.0     2\n",
      "dtype: int64\n",
      "Genre\n",
      "Action          65\n",
      "Adventure       12\n",
      "Fighting        12\n",
      "Misc            53\n",
      "Platform        11\n",
      "Puzzle          12\n",
      "Racing          24\n",
      "Role-Playing    18\n",
      "Shooter         28\n",
      "Simulation      19\n",
      "Sports          42\n",
      "Strategy        11\n",
      "dtype: int64\n",
      "Platform\n",
      "2600    17\n",
      "3DS     10\n",
      "DS      32\n",
      "GB       1\n",
      "GBA     36\n",
      "GC      14\n",
      "N64      3\n",
      "PC      22\n",
      "PS       7\n",
      "PS2     34\n",
      "PS3     25\n",
      "PSP     16\n",
      "PSV      3\n",
      "Wii     35\n",
      "X360    31\n",
      "XB      21\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "#game.Year = game.Year.astype(\"Int64\")\n",
    "print(nulls.groupby(\"Year\").size())\n",
    "print(nulls.groupby(\"Genre\").size())\n",
    "print(nulls.groupby(\"Platform\").size())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 6. Research Questions/Visualization+Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Aamir Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Growth of Game Genres, Publishers and Platforms over the Years"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- From our dataset we see that the year around 2010 were of highest games sales activity.\n",
    "- In 1980 we had only two game companies/publishers make five genre of games. \n",
    "- Lots of different publishers entered the gaming market with over 180 gaming companies around 2010 offering different gaming products.\n",
    "- Its interesting to see that the number of gaming consoles/platforms (like Xbox, PS5) have not increased. These consoles need bigger investment and only big gaming industry players held that market segment."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "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>Year</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Publisher</th>\n",
       "      <th>Platform</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2009.0</td>\n",
       "      <td>12</td>\n",
       "      <td>160</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2010.0</td>\n",
       "      <td>12</td>\n",
       "      <td>142</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2011.0</td>\n",
       "      <td>12</td>\n",
       "      <td>120</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Year  Genre  Publisher  Platform\n",
       "29  2009.0     12        160         7\n",
       "30  2010.0     12        142         7\n",
       "31  2011.0     12        120         9"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genre_data = pd.Series(game.groupby(['Year','Genre']).size().groupby('Year').size(), name='Genre')\n",
    "pub_data = pd.Series(game.groupby(['Year','Publisher']).size().groupby('Year').size(), name='Publisher')\n",
    "plat_data = pd.Series(game.groupby(['Year','Platform']).size().groupby('Year').size(), name='Platform')\n",
    "rel_data = pd.concat([genre_data,pub_data,plat_data], axis=1).reset_index()\n",
    "rel_data.tail(10).head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v4+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v4.8.1.json",
       "config": {
        "view": {
         "continuousHeight": 300,
         "continuousWidth": 400
        }
       },
       "data": {
        "url": "http://localhost:22109/4ff8b34e50968d5b23065893138dcc76.json"
       },
       "encoding": {
        "color": {
         "field": "key",
         "legend": {
          "title": "Feature"
         },
         "type": "nominal"
        },
        "x": {
         "field": "Year",
         "type": "ordinal"
        },
        "y": {
         "axis": {
          "title": "Number of Genre/Publishers/Platforms"
         },
         "field": "value",
         "type": "quantitative"
        }
       },
       "mark": {
        "point": true,
        "type": "bar"
       },
       "transform": [
        {
         "fold": [
          "Genre",
          "Publisher",
          "Platform"
         ]
        }
       ],
       "width": 1000
      },
      "image/png": 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",
      "text/plain": [
       "<VegaLite 4 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 157,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alt.Chart(rel_data).transform_fold(['Genre','Publisher','Platform']\n",
    ").mark_bar(point=True).encode(\n",
    "    x='Year:O',\n",
    "    y=alt.Y('value:Q', axis=alt.Axis(title='Number of Genre/Publishers/Platforms')),\n",
    "    color=alt.Color('key:N', legend=alt.Legend(title='Feature'))\n",
    ").properties(width=1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v4+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v4.8.1.json",
       "config": {
        "view": {
         "continuousHeight": 300,
         "continuousWidth": 400,
         "stroke": "transparent"
        }
       },
       "data": {
        "url": "http://localhost:22109/620fbef177edf582a13f115d0d3fb66e.json"
       },
       "facet": {
        "column": {
         "field": "Year",
         "header": {
          "title": null
         },
         "type": "ordinal"
        }
       },
       "resolve": {
        "scale": {
         "x": "independent"
        }
       },
       "spec": {
        "encoding": {
         "color": {
          "field": "Genre",
          "type": "nominal"
         },
         "tooltip": [
          {
           "field": "Genre",
           "type": "nominal"
          },
          {
           "field": "Year",
           "type": "ordinal"
          },
          {
           "aggregate": "count",
           "field": "Genre",
           "title": "Number of Games Released",
           "type": "quantitative"
          }
         ],
         "x": {
          "field": "Genre",
          "sort": {
           "field": "Genre:N",
           "op": "count",
           "order": "descending"
          },
          "type": "nominal"
         },
         "y": {
          "aggregate": "count",
          "field": "Genre",
          "type": "quantitative"
         }
        },
        "mark": "bar"
       }
      },
      "image/png": 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",
      "text/plain": [
       "<VegaLite 4 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idx = game.groupby([\"Year\"]).size().nlargest(3).index\n",
    "\n",
    "alt.Chart(game[game.Year.isin(idx)]).mark_bar().encode(\n",
    "    x=alt.X('Genre:N',         \n",
    "            sort=alt.EncodingSortField(field='Genre:N', \n",
    "                                       op='count', \n",
    "                                       order='descending')),\n",
    "    y='count(Genre):Q',\n",
    "    color='Genre:N',\n",
    "    tooltip=['Genre:N', \n",
    "             'Year:O', \n",
    "             alt.Tooltip('count(Genre):Q',\n",
    "                         title='Number of Games Released')]\n",
    ").facet(\n",
    "    column=alt.Column('Year:O', \n",
    "                      header=alt.Header(title=None)),\n",
    ").resolve_scale(\n",
    "    x='independent').configure_view(\n",
    "    stroke='transparent'\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Maximum Annual Global Sales Numbers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v4+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v4.8.1.json",
       "config": {
        "view": {
         "continuousHeight": 300,
         "continuousWidth": 400
        }
       },
       "data": {
        "url": "http://localhost:22109/b07db38f3a0f7c9e277674635b765a29.json"
       },
       "encoding": {
        "x": {
         "field": "Year",
         "type": "nominal"
        },
        "y": {
         "aggregate": "max",
         "axis": {
          "title": "Annual Global Sales"
         },
         "field": "Global_Sales",
         "type": "quantitative"
        }
       },
       "mark": {
        "point": true,
        "type": "line"
       }
      },
      "image/png": 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",
      "text/plain": [
       "<VegaLite 4 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alt.Chart(game).mark_line(point=True).encode(\n",
    "    x='Year:N',\n",
    "    y=alt.Y('max(Global_Sales):Q', axis=alt.Axis(title='Annual Global Sales'))\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Games Popularity per Genre over the Years"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v4+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v4.8.1.json",
       "config": {
        "view": {
         "continuousHeight": 300,
         "continuousWidth": 400
        }
       },
       "data": {
        "url": "http://localhost:22109/b07db38f3a0f7c9e277674635b765a29.json"
       },
       "encoding": {
        "color": {
         "field": "Genre",
         "type": "nominal"
        },
        "x": {
         "field": "Year",
         "type": "ordinal"
        },
        "y": {
         "aggregate": "sum",
         "axis": {
          "title": "Annual Global Sales"
         },
         "field": "Global_Sales",
         "type": "quantitative"
        }
       },
       "mark": "bar"
      },
      "image/png": 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",
      "text/plain": [
       "<VegaLite 4 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alt.Chart(game).mark_bar().encode(\n",
    "    x=\"Year:O\",\n",
    "    y=alt.Y('sum(Global_Sales):Q', axis=alt.Axis(title='Annual Global Sales')),\n",
    "    color=\"Genre:N\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Game Sales per Genre Globally"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v4+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v4.8.1.json",
       "config": {
        "view": {
         "continuousHeight": 300,
         "continuousWidth": 400
        }
       },
       "data": {
        "url": "http://localhost:22109/4b3d33ca7fed43d1722fc7abc5b1cec8.json"
       },
       "encoding": {
        "color": {
         "field": "key",
         "type": "nominal"
        },
        "x": {
         "field": "Genre",
         "type": "nominal"
        },
        "y": {
         "axis": {
          "title": "Total Sales"
         },
         "field": "value",
         "type": "quantitative"
        }
       },
       "mark": {
        "point": true,
        "type": "line"
       },
       "transform": [
        {
         "fold": [
          "NA_Sales",
          "EU_Sales",
          "JP_Sales",
          "Other_Sales",
          "Global_Sales"
         ]
        }
       ],
       "width": 800
      },
      "image/png": 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7wJXqWVarNcq963Cq8lD53Llz6rFypkyZImBLZa579+5Fexwtlbny5s2LoKCgOA9m1KhRqkKYlob31hmETqmlQmK7IC2dDGMhARIgARIgARIgARIggeQRoMBNHj9frvarwL1165Zq4jtp0iRUr149StzyULl169YoUaIE9u7diy+//BJ16tTB6tWrMWzYMBQvXhwPHjxQTYVFCL/wwgvImTMnjhw5grFjx6JevXqxctCiwJVgH47MC3g9sPY5AF3GXL48R9oiARIgARIgARIgARIgARIIEAEK3ACBj8Gt3wTuzp070aVLF9UQeMaMGdEErvRCkrLS7du3V6JVSk2//vrr6jMRuVLVS8pYN2nSBA6HA+vWrVNlpKWsdPPmzbFjx45UJ3DtizrCHbIGpgbDYaraTTvfAkZCAiRAAiRAAiRAAiRAAiSQZAIUuElG5/OFfhO4J0+eRPbs2VUvpH79+kUTuFWrVlWNfn/++WcUKVJEVejyeDwoU6YMZK2MOXPm4Pjx49DpdKoRcIcOHdTnkt09fPiw6p8U09BqBtd14Ec4VvSHPk8lBHVc4fPDpEESIAESIAESIAESIAESIIGUJ+APgeu5egjSbtRzOaxlkGgIfZ6K0D/2RMpvMBV59JvADWcgjX5jErjFihVD7dq10b9/f0ycOFH1VJJmwXL1+MCBA2q5XE/etGmTuqIsn4c3IS5Xrpz6PGvWrNi6dSu2bNkSDflLL72kuWPQO+4i1+LnVFxX223VXHwMiARIgARIgARIgARIgARIIGkEJGnnq+HaPQOOtcMAeAGPO8ysXnrW6mBuMBzGyp3jdCU3YPfv368ShZJADO9DK7dhM2fOHGN9JDF49uxZFCpUSK2Lb8RnS9bLk9NDhw4pf6Lh4rKbEHvxxSQ/D5jALV++PGbNmoUKFSqoa8eNGzfGrl271AGEhISo2GfPng0pLCUCV7K2kTO4x44dg9FojHGPWs3gSrCh40rDG3ob1m4boctRIiFnxDkkQAIkQAIkQAIkQAIkQAIaJuDLDK777EbYf2wX524tL8+DoXDdGOesXbsWPXr0QLVq1ZSw/P333/HFF1+oZ55du3aFJCClTlJMo1SpUkoYx1fUV9bGZ2vlypWQZ6n169eH9Nq9fv061qxZE6u4js9eQo8/YAK3W7duqFmzJjp27KiysCNHjsQvv/yiDmLJkiXIkycPZI5kbeUd74oVKzB58mRcvHgRbdq0wfbt22Pdo5YFrmPFW3AdmAfTU2/BVOedhJ4T55EACZAACZAACZAACZAACWiUgK8ErufaMdi/awKvyx7nTnVGCywdV0Gf6/Eo86QbzRNPPKFErSQIZUhWVuoaydPPyCLy4cOH2L17N3Lnzh0xVwTuhg0bVMJREpJZsmRRNu7fv69u2Up3HKmZJJnY+ARpo0aN8PHHHyt9J6NPnz5KWDdr1gwul0vZCw0NVfZEiEe2Z7PZsGfPHlWXKXwfTqdT1WGS7juSJI1tpKjAvXTpknqLK39evnwZr7zyCh599FGVpf3uu+9QtmxZbN68WV1bzpcvH0wmE+bNm6dil2JUstELFy5g3LhxquJybEPLAtd9YhXsP3WG/pEiCOrBa8oa/d8ohkUCJEACJEACJEACJEACCSbgK4Hr2vktnL9/BK/3n2vJsUSg0xlgeuYDGP9TuHb+/PkqMSg3YSMPSRgaDIYIESm669lnn0XLli2xb98+PPnkk3j//fchAleekopmW7hwIZYvX64K/ooWkw440v0mQ4YMmDZtWrwCVzrjSCFhqbUkz03leakMieXpp59WmV3Rd5LkFLHbvXt3lV0W8SqCvGnTpqoYsQjgwYMHq/liR8R3xowZMWXKlBjp+F3gRvYqV42HDh2qsrXh48aNG2qzka8by6bv3LmjilRFHvKZqHuz2Rznl03LAhceFx5+ll/Fz364Cf7fDE4kARIgARIgARIgARIgAc0S8JXAtS/tCffRJQnap6F0C1iaT4oyVxKB8vxT9JCMt956C9KeVXSYtFr94IMPlIhcv3498ufPr64yi/aS1q0idKUQ8K+//ooCBQooASmJSblxK0JUxK9kVeXZqIjM+DK44lMEt9RV2rhxo8rkzpw5UyUxJXMsIleSlw0bNlRZ4/DYJEsrGV6JTWzUqlULR48eVf6/+uorlQWWosSxZXFTVODa7XaVuS1cuHCCDi2pkzQtcOUd7uSa8N4+C0uHpTDkD0vZc5AACZAACZAACZAACZAACaROAr4SuI5f+sF1cH6CIBjLtYW56ZdR5spTT+lEI6JShghDycC++uqrWLBggRK5InAlw/vaa6/hmWeeUfMkMyqCVp6CHjx4UH0mrVslizto0CCVXZUONpL5Xbp0KU6dOhWnwBVhKtlfuY4sQ0T0wIEDVVLzww8/RKdOnZTwFtG6atUqVTRYPpfYJE6xLyI7fHz++efq1q8IXLnx27ZtW4wZMyZGTikqcBN0Uj6YpHWB6/z9Qzj/+AbGJzvC/Oy/2WwfbJ0mSIAESIAESIAESIAESIAEUpiArwSua+9sOH4d+m/l5Nj2oTfA3OhTGCu9GmWGvGmVN7gTJkxQ13xliJCsUaOGurocLnAlgyotWuV2rVQ6FqEpb3QrV66sxHHp0qXV+1mpuCzZUrkm3LlzZ5V5FXEpYjO+DG7RokUxdepUdbVYhrSIlTfCch162bJlSmSLb3lju3PnTgwfPlwJXBHYN2/exIgRIyDvbqVQlYhfWT969GiV3ZUWsuHVmf+LiAI3hb/84s5zYTtsc1tCZ80K61vHAhABXZIACZAACZAACZAACZAACfiKgK8ErvS+tX33HORZY5xDb0RQx5Ux9sSV68NyvVeqFst1YHnmKW1be/furYr4ioiU68Ly/lYKNp0/fx49e/ZEly5dVCsfeYMr4++//1bZWqnKLO1cReSKPcmgSkcbWRNXRWZ5fyuiWDK/ktHNkSOHygiLqJX3v2JPBLlUWJar1dOnT1f2pBBxq1at1LNUuSL98ssvY8CAASrrK9evxZ5crxYRH9OgwPXVtzqRdh5+mlutsA46D50h7jfFiTTN6SRAAiRAAiRAAiRAAiRAAilIwFcCV0JWPXB/fTfO6M2NRsTbC1eEpIhUKeob27h9+7aqjPzftkDyebZs2SKWScVlyaaGV1VODFrJIIswjmxPsrDiI2fOnLGaEmEuIje8h69MjOmz/xqgwE3M6fhwrm1mE3iu7Iel9UwYSjT2oWWaIgESIAESIAESIAESIAESSEkCvhS4Erf0wnUsfA1wuyIqKkvlZBiMML80K9YeuCm5Z/El2dchQ4ZEc1ulShVVPTkQgwI3ENQBOLd+CefGUTA8/iIsLWIucR2g0OiWBEiABEiABEiABEiABEggEQR8LXDFtfTE9ZzbDPfl/SoSQ54K0BeqHa33bSLCTBdTKXADdMyea0dhmxZWtYztggJ0CHRLAiRAAiRAAiRAAiRAAj4g4A+B64Ow0qUJCtwAHnv4O9zgt44C1n/vuAcwJLomARIgARIgARIgARIgARJIJAEK3EQC8+N0Clw/wo3PtO3HdvCc3Qjz81/AWP7l+Kbz5yRAAiRAAiRAAiRAAiRAAhokQIGrnUOhwA3gWbj2zIRjzVAYCteB5eWENXQOYLh0TQIkQAIkQAIkQAIkQAIkEAMBClztfC0ocAN4Ft57lxH69ZMqAr7DDeBB0DUJkAAJkAAJkAAJkAAJJIOAPwSu4+xZOE+fguPkKRWZuXgxmIoWg7lw4WREmvaXUuAG+IxDxxSB1xkKa88/oMtaIMDR0D0JkAAJkAAJkAAJkAAJkEBiCfha4D5Ysxr3Zs9WYXjdbvWnzmBQf2Z+9VVkfDb+NqOXLl1Cjhw54PV6cf78ebVWr9fjkUceUZ/HN6R/7fHjx1GgQAEUKlQozum+3n98scX1cwrc5NDzwVrH0jfgOroUpvrvw1S9pw8s0gQJkAAJkAAJkAAJkAAJkEBKEvClwLMfPIgbn46IM/wcQ9+FpVy5OOc0btwYH374IVwuF1q1aoUaNWqo+adPn0bNmjXxzTffxLp+2LBhWLNmDaSf7Z49e1C1alV8+eWXsc4vVqyYEsNGozElscfoiwI3wEfgOrIYjp97Qf/YEwjq/GuAo6F7EiABEiABEiABEiABEiCBxBLwlcB1XriAG+8OhcfpjDMEvcmEHCM+halA7DdAIwvcTz75BKtXr1Y2RfCWKFECv/32G4oWLRrNj2R8c+XKhStXrijB6na7Ubt2bSxdulR9fv/+fRw4cABWqxWVKlWCTqdDZIF748YNHDlyBI8//riaL+P27dvYv3+/ygQX9vMVawrcxH57fTzf63iA0LHFlVW+w/UxXJojARIgARIgARIgARIggRQg4CuB+2DlCtybOxdejyfOqHV6PTL/73/I+Nzzsc6LTeDabDYlPjds2ICCBQvGuL5u3booU6YM2rZti+rVq8Nisah5p06dQvv27dG6dWvs3bsXGTJkwLRp0yIE7vbt2zFw4EA0b95cCeoPPvhA+XrxxRfVmuXLl+ONN97AK6+84rdTocD1G9qEGw6dUBHe+1cR1HUt9LnKJHwhZ5IACZAACZAACZAACZAACQScgK8E7q0J4xG6dWuC9mOtVQuPvNknQQK3WbNmKFeuHDweDy5cuIBOnTpBriHHNiRLO336dKxYsUJlXjt27IjRo0er680ikEuVKqWuLnfo0AEhISERAldE9TvvvKN8nTt3DkOGDMHYsWPRvXt3TJgwQWWO792759csLgVugr4+/p3kWD0Yrr2zYKr5Jkz1hvrXGa2TAAmQAAmQAAmQAAmQAAn4lICvBO7tyZPxcOOGBMUWXLcesr3xRpS5d+/eRXBwMEwmE0RsDh8+HE6nU2VSf/jhBxgMBlVgSq4VxzauX7+OkydPqne6MkTsNmnSBEOHDlVCVsSqZHTLli2rri1LVjf8inLp0qVRuXJlmM1mtTZnzpwYM2YM5s2bh1mzZuHYsWP47LPP0K5duwTtMSmTKHCTQs3Hazxn1sM27xXos+RHUK+dPrZOcyRAAiRAAiRAAiRAAiRAAv4k4CuB+/fa33B35syIysmxxSwVlbN06oQMDRpGmfLyyy/j9ddfx9NPP43y5ctj8eLFuHr1KiK/wY2Pg2Re5c3tjh07kDdvXvUGVzLAffr0UVeM5d1t586dsXv3bnWFWbK64QK3ZcuWePPNN9GwYUMlksX/M888o7LAXbt2hXCS68li21+DAtdfZBNp9+GnudWK4CF/Ajp9IldzOgmQAAmQAAmQAAmQAAmQQKAI+ErgSu/bG++9myCBm+OTEdF64m7cuBFdunRBpkyZVAGpRYsWYcuWLYkSuMLw22+/xUcffaQErhSNkmzw119/jV9++UVdQRaRK1nizZs3q6ysZG6lirKIWrm2XKRIEfX5+PHjUbFiRTz33HOq3ZAUrurWrZt6x+uvQYHrL7KJtGub+jQ814/D8spCGAo9lcjVnE4CJEACJEACJEACJEACJBAoAr4SuBK/9MCVLG5cQ7K3sfXCdTgc6p1s5syZk4VDMrfSCzdLlizq2nP4ePjwobr2LJ/HNuSac7Zs2aK0DYrps2QFGMtiClx/UE2CTeeGz+Dc9hWMFdrD/NzYJFjgEhIgARIgARIgARIgARIggUAQ8KXAlfilF+6tMaNVJje8orJUTparyY8MfCfeHrgJYbB+/Xr1Lva/QzKwcq04tQ4KXI2cnOfyXti+ex46c0ZYB5zUSFQMgwRIgARIgARIgARIgARIID4Cvha44k964toPH4Lj9Gnl3ly0KCxln4iz9218caaHn1PgauiUw9/hWvsfhy4o9pS/hkJmKCRAAiRAAiRAAiRAAiSQ7gn4Q+Cme6hJBECBm0Rw/lhmm9Mcnot/wNJyKgylmvrDBW2SAAmQAAmQAAmQAAmQAAn4mAAFro+BJsOc3wXuzZs3YbVaozxM/m+858+fR8GCBSM+lixHX84AACAASURBVP5N0gA4f/78UaZKCWqp5BUUFBTnlkeNGoVBgwYlA0tgljp3TIZz3UcwlHwOllbTAxMEvZIACZAACZAACZAACZAACSSKAAVuonD5dbJfBe6tW7fQoEEDTJo0CdWrV49xI9IbScSolJSWsXr1agwbNgzFixfHgwcPVO8kr9eLF154QTUKPnLkCMaOHYt69erFCia1ClzPzdOwfRNWQTl46BW/HjyNkwAJkAAJkAAJkAAJkAAJ+IYABa5vOPrCit8E7s6dO1UPJikvPWPGjBgFrvRBeu2111TD31OnTqn9SE8lEbm5cuVC79690aRJE0ip63Xr1mHChAmqUXHz5s3jbA6cWgWu7P/hyDyA1wtr7z3QZc7jizOmDRIgARIgARIgARIgARIgAT8S8IfAvXTvLi7evYPzd26ryAtmzYb8WbIiX2bW6onrKP0mcCUjmz17dvTs2RP9+vWLJnAlK9uyZUvVdPjFF19UAleEbJkyZSKyuXPmzFENg3U6HUqWLKmaBsuQ7O7hw4dhsVhi3FtqFriORZ3gClkNc5PRMFYM2y8HCZAACZAACZAACZAACZCAdgn4WuBuOX8Wy44fgReAR/4DgF4H6AA0K1UGTxUsHCOM0NBQ1bs28vPPGzduqH60WbNmVWtEh504cULpK9FZ8Q25VXvo0CH15LRcuXJxrpFkpPTfjdw3Nz77vv653wRueKDt2rWLUeB+9dVXCnT37t1RqlQpJXBv376trh4fOHBALZfryZs2bVKHIJ+3aNFCfS5g5fPwQ/ovlNQscF37f4Bj5dswFKwJS/uffH3etEcCJEACJEACJEACJEACJOBjAr4UuCduXMe3u3fEGWG3ytVRMkfOaHO2bNmC+vXr448//kDFihXVzz/88EM89thj6NGjh/r73377TSUalyxZop6TxjVWrlyJt99+W9mU27fXr1/HmjVrYhWwXbt2hei/+Oz6GH8UcwERuFJ46vHHH0e3bt2UeJ08eTKGDx+uoEsGNyQkRAU5e/ZsSGEpmSNZ28gZ3GPHjimBvHXrVshB/ne89NJL/uTmN9t6+23kWhJWQflqu61+80PDJEACJEACJEACJEACJEACviNQpEiRZBu7cv8evtqxBU63O05bJoMBfas/hdyZMkeZJ7rof//7n0oE7tq1CyaTKZrAffnll1G1alWloX76Ke6EWqNGjfDxxx+jWrVqyk+fPn2UeG3WrBnu37+vEpNSUFiemUo2OLLAtdls2LNnj3p6KlpOhtPpVE9NM2XKhAoVKiSbV0wGAiJwJXW+ceNGFY/H41EgFi5ciFq1ail48tuEPHnyKAEsWVt5x7tixQolhC9evIg2bdpg+/btsQJJzRlc2VTouMfhDb2DoNc3QJ+zpF8OnkZJgARIgARIgARIgARIgAR8Q8BXGdxN585g+YkjEdeSY4tOriu/ULIM6hSKKqpFtH755ZfInTs3smXLho8++iiKwJUbs1L8V5KFZcuWxdq1a5Xuim1I8d9t27ahV69e6kZt+A1auX3bvn17tG7dGnv37kWGDBkwbdq0CIEr4lVqKTVt2lQVCRYBPHjwYJUJFjuS0MyYMSOmTJnimwOIZCVFBe6lS5cUUPkzfLhcrogryvLZ5s2b0b9/f+TLl0/9xmHevHlqqgCU3wJcuHAB48aNQ506ddKswHX80g+ug/NhqjsYplp9fX7oNEgCJEACJEACJEACJEACJOA7Ar4SuHMP7MW+K38mKLCKufPif+UrRZkbLnBnzZqFJ598Ej/88AOWLVsWcUX566+/Vm90RfiOGDECosVExMY25Cbt/Pnz1dNRSVBKMnLmzJnqaaloM3lqKllauWkrojU8gytZWrEtN3TFhiQyjx49qubLU1XJAkvNJn9kcf0ucCPDks0NHToUI0eOjPPQJGN7584dVaQq8pDP5MGy2WyOc31qz+C6Q1bBvqgz9DkfR9Dr6xL0BeckEiABEiABEiABEiABEiCBwBDwlcCdd2g/dv0pycB/KkvFuh0dquTNh3ZPRL3mGy5wFy1apGoWvfnmm3j++edRoEABJTYlkypJRPlLBOjly5dVRxt5+vnfIdpt+fLl6jqyDNFoAwcOVHNFyEotJSn6K5ngpUuXqppK4QJ3wYIF6u/Fb/j4/PPP1fNTEbiS1Gzbti3GjBnj8wNLUYFrt9sVxMKFY6765avdpXaB63U7EDqqoMLBfri++lbQDgmQAAmQAAmQAAmQAAn4h4CvBO72i+ex+OgheLxxC1y9ToeWpZ9AjfxhmiF8RBa48lnfvn0xd+5cla2Vm7QiciW7Gj6effZZ9Vl4Md//0ilatCimTp2qrhbL+Oyzz3D37l31/lbEcufOnbF7924lVkW8hgvcgwcPQuouiV95dyuFqqTYlawfPXq0EtdSxTm8OrMvTyVFBa4vA4/LVmoXuLK30Mk14L19DpbXlsOQt3JKoaMfEiABEiABEiABEiABEiCBRBLwlcCV3rfjt2+GOx6Ba9Dp0KdG7Wg9cf8rcB8+fIjy5csrgSlvYaXQr7RxDR+SaRUBK5WVYxry/lZErGRqJaObI0cOVTtJPn/nnXciMsKSkZV3vWJbqijXrFkTrVq1Ujdv5XmqFLYaMGAAOnXqBGklJPby58+PCRMmJJJ0/NMpcONnFJAZzrXD4Nz5LUzVesD0TOz34gMSHJ2SAAmQAAmQAAmQAAmQAAlEEPCVwBWD0gN3ybHDcdJt8XjZWHvh+uNY5N2uXGuWwlXhQ8SzZGezZMkSq0t5YioiN3Jf3Jg+82XMFLi+pOlDW54L22Cb2wq6TI/B+uY+H1qmKRIgARIgARIgARIgARIgAV8S8KXAlbikF+7Mfbvg9rgjKipL5WSD3oBOFavE2AM3qfuR/rZDhgyJtrxKlSqqenJqGxS4Gj6xh5/mVtFZB5yCzpxBw5EyNBIgARIgARIgARIggZQg4Dm9Du5TawGTFYaCtaAvGvY2kiOwBHwtcGU30hP35M0buHD3jtpcgSxZUTx7jmi9bwO7c+15p8DV3plERGSb2RieKwdgafcjDEXqaThShkYCJEACJEACJEACJOBvAq5DC+FY3ieKG/ML42F84iV/u6b9eAj4Q+ASetIIUOAmjVuKrHJuGQfnptEwlmsLc9MvU8QnnZAACZAACZAACZAACWiTgH1RJ7hDVkcJzlCiMSytZ2oz4HQUFQWudg6bAlc7ZxEtEs9fh2Gb3hAwWhD8zjkNR8rQSIAESIAESIAESIAE/E3A9kNbeM5tiuJGX6gOgl6Z72/XtB8PAQpc7XxFKHC1cxYxRhLxDrfPfugyPqrxaBkeCZAACZAACZAACZCAvwg4N3wG57avopg31ewLU73B/nJJuwkkQIGbQFApMI0CNwUgJ8eF7ce28JzdBEvzSTCUbpEcU1xLAiRAAiRAAiRAAiSQiglIbRbbzCYAvGoXuoy5Ye2zNxXvKO2E7g+Be+bmaZy6GYKTN04oUMVzlESx7CVQJHvRtAPODzuhwPUDVF+adO2eAcev78JY4lmYW3/nS9O0RQIkQAIkQAIkQAIkkIoIONZ9AteOiZBryZ5rR4GHN2DlLT9NnKCvBe6q479g1u6p6pcZbq9H7dGg08uvNfBa5dfRpFTTOPf9999/Y+/evbBarahYsSIMBkO0+WfPnkWhQoWg0+l8xvDBgwc4dOiQ6ntbrly5OG1fvXoVmTNnjtIj1xeBUOD6gqIfbXjvXkLoxCrKQ/DQK370RNMkQAIkQAIkQAIkQAJaJeD9+wZss56H984FWF6eB/eRJXAdnA9Tw49hqtJVq2Gnm7h8KXAPXNmHT9a+Hye79xp8jPK5K8Y4Z9myZejfvz+efvpp2O12JXS///57lC9fHhs2bMC5c+fQsWNHlCpVCvv370dQUJBPzmnlypV4++23Ub9+fUhv3evXr2PNmjWxCtiuXbuiXbt2aNCggU/8hxuhwPUpTv8Yezi6MOCyIaj7Fuh5JcE/kGmVBEiABEiABEiABDRMwLlnJpxrhkKXOTesvffCdWwZHEu6Q5+vKoJe/VnDkaeP0HwlcC/cPofBq/rD6XbECc5kMOOzJl+gQLZCUeaJqKxevTq2bNmC3Llzq5/Jf3/99ddx8OBBfPDBB3C5XHjvvfdQrVo19bNjx47h8ccfR44cOdR8m82GPXv2IFeuXChevLj67NKlS7BYLDhx4gRq1KgRY0a4UaNG+Pjjj5VdGX369FHitVmzZsrngQMHEBoaikqVKinRG1ngxuTT6XRix44dyJQpEypUqJDgLxIFboJRBW6iY2kPuI7+DHOjETBW7hy4QOiZBEiABEiABEiABEggIARsc1vCc2E7zI0+gbFyF8DxN2xT68Fz9xKsPXdAl7VgQOKi0zACvhK4vxxbijl7ZsLjdceJVq8zoMOTndD08eZR5s2ZMwfbtm3D5MmTo3z+1FNPYeTIkeovj8eDL774Ai1btkTRokXx5JNPYv78+ZAMbJYsWdCkSRM0bdoUR44cUWJ08ODB6NGjB3bv3o18+fJh1qxZat5/x7Bhw5TvXr16oV69esiaNaua4na7VTZZMrsiZH/55Rcldrt3764yuCJeY/Ip88VOSEgIMmbMiClTpiTo60aBmyBMgZ3kOvwTHMt6Q5+vCoJeXRbYYOidBEiABEiABEiABEggRQm4T/0G+4JXlc/IT9YcqwfBtXc2zE+/C2ON3ikaE51FJeArgfvV5jHYcm5jgvA+Vagu+tYeGGXuiBEj4PV6VYY28mjdurW6lizXkyWb2q9fP3VFWa4QFyxYEIMGDULp0qVx8eJF9XMRtGKnVq1aOH78uMrGihCVz2MbMl+E8uLFi7Fx40aVyZ05cyZMJpMSxyJyL1y4gIYNG6qr0pJNFoErWdr/+jx69KiK76uvvlJZ4JMnTyY4i0uBm6CvT2Anee33EPp5yWj/oxbYqOidBEiABEiABEiABEggJQg4lveB69BCGCu9BnPjzyJcukPWwL6oI/S5yyGo05qUCIU+YiHgK4E7cduX2HB6bYI41yvaAL1q9osyd/bs2Uo8zpgxI8rnUvBJ3uGK8IwscMPf4H744YcqO7tz506cOnUKBQoUiFj/+eef491338WLL76oMq0xDRG3y5cvV9eRZUjWduDAgTAajRDbnTp1wrVr15RoXbVqlboaLZ+LwF2wYEGMPk+fPq0E7ubNm9G2bVuMGTMmQVwocBOEKfCTQsdXhPfBVQR1XAV9noTfQQ985IyABEiABEiABEiABEggqQSkWrJtZmPA7YS1107osuT/15THFXZN+eZpBL2+HvqcpZLqhuuSScBXAvfXkFWYsXNyROXk2MKSisqdq76BRiWiCs579+6pYlKSSa1atapaLmJ32rRp6vrwpEmTVOGpt956K0qRqXCBK+tv3rwJyQTLG1gpGiXXmXv37o3mzZujcePGsZKS685Tp05VV5FlfPbZZ7h79666Ai2Fr0R8S5VledcrQnr48OFK4Mrb4P/6lHhk/ejRo5UgL1myZER15viOigI3PkIa+Xn4FRRT7QEw1X5bI1ExDBIgARIgARIgARIgAX8ScG4cBefWL2EoWAuW9ouiuXKs/QCunVNheqo/THWiXlf1Z1y0HZWArwSu9L4duqo/3PG8wTXoDPi0yRcx9sSVrGy3bt1gNptVUaecOXMqkZsnTx6V3X3ttdcwceJEDBgwIKKKcrjAfeWVV9CqVSu1VgpLvfzyy2qeXE2OT+CKgO7cubMqRiUZXSlatXDhQiVqn332WfWeV+KRCsvjxo3D9OnTlcCtWbNmjD4l6yuthMRe/vz5MWHChAR97ShwE4Qp8JPcp36HfcH/oMteDNbumwMfECMgARIgARIgARIgARLwKwGv7S7ss55XGVpL2+9hKBqWGYs83Gc2wj6vHfQ5iiOo2ya/xkPjsRPwlcAVD9IDd8auuAsqda7SI95euLdu3VLvX6UKceQhmVm5OhxX/9s7d+4okSvVjhM75Cqy+M2WLVvEUsnC3r59W4nt2EZMPpMSBwVuYk8sgPMffhpW6tv6zjnojJYARkLXJEACJEACJEACJEAC/ibg2j8XjpUDocuQC9a+B2J1Z5veAJ6/jiCo40ro88TcG9XfsaZ3+74UuMJSeuGOWv8x3B53REVlqZxs0Bsw6On3Y+2B6+9zkOzrkCFDormpUqWKqp6shUGBq4VTSGAMod/Wg/fGCQS1Xwh9wacSuIrTSIAESIAESIAESIAEUiMB+49t4T67CeYGw2Gs2i3WLTjXfwrn9gkwVX8DpvofpMatpvqYfS1wBYj0xD14dT9O3zip+BTNURzlHqsQrfdtqofn4w1Q4PoYqD/NOTeMhHPbeJiqdIWp4cf+dEXbJEACJEACJEACJEACASTgPrMB9nkvqwgitwaKKST3hR2wz20BXZZ8sPbaFcCo069rfwjc9EszeTunwE0evxRd7flzN2yzXoAuQw5Y+x5KUd90RgIkQAIkQAIkQAIkkHIEHCvehuvADzBW/B/MTeJvj2L77nl4Lu+Fpf1PMBSsmXKB0pMiQIGrnS8CBa52ziJBkUS8w+13GLrg7Alaw0kkQAIkQAIkQAIkQAKph4D35inYZjSC1xmKoDe2QZ+tcLzBOzd/DufmsTA+2RHmZ0fGO58TfEuAAte3PJNjjQI3OfQCsNY2+0V4Lu2EpfVMGErE3ocqAKHRJQmQAAmQAAmQAAmQgA8IOLeMg3PTaOjzV0NQh6UJsui5sh+2mU1UAsTa73CC1nCS7whQ4PqOZXIt+V3gStNeq9UaY4lpm82GixcvIl++fGpO+JCGwNJkWPodRR6nT59G3rx5ERQUFOe+R40ahUGDBiWXjSbXO3dMgnPdxzCUaQnLixM1GSODIgESIAESIAESIAESSCIBZyhs0hro2jFY2syGoVjDBBuyz20J94XtsLSZC0OxZxK8jhOTT4ACN/kMfWXBrwJXei81aNAAkyZNQvXq1aPEvGPHDvTs2RPVqlXDH3/8oZr91q1bF6tXr8awYcNQvHhx1RR48eLFqlHwCy+8oPomHTlyBGPHjkW9evViZZCWBa7nxknYvq0D6AwIHnLJV98D2iEBEiABEiABEiABEtAAAdehBXAs7wtd8COw9juSqIic27+Gc/0IGMq1haXpl4lay8nJI0CBmzx+vlztN4G7c+dOdOnSBW63GzNmzIgmcDt16oRu3bqhRo0akLkffvghVq5ciUqVKimRmytXLvTu3RtNmjSBw+HAunXrMGHCBFy9ehXNmzeHCOTYRloWuLLniHe4b2yHLlshX34faIsESIAESIAESIAESCCABOwLOsB9ai1M9d+HqXrPREXivX4MoVPrA6ZgBA88nai1nJw8AhS4yePny9V+E7gnT55E9uzZVZa2X79+0QRu5E3Mnj0bW7duVQK2TJkykLUy5syZg+PHj0On06FkyZLo0KGD+lyyu4cPH4bFYomRRVoXuPZFHeEOWQPLC+NheOIlX34faIsESIAESIAESIAESCBABNznt8L+fWvlPb7WQLGFKK2FpMWQueVUGEs1DdBO0p9bClztnLnfBG74Ftu1axenwN2+fTs6d+6sMrTytlauHh84cEAtl+vJmzZtUleU5fMWLVqoz8uVK6c+z5o1qxLGW7ZsiUb0pZfSrvCznl6GLLtGwZ67Om7X/Vw73yZGQgIkQAIkQAIkQAIkkGQCmXePRfCpJQgt0hR3qw5Jkp3gkAXIvPcr2Ao8gzs1P0qSDS5KGoEiRYokbSFX+ZRAQAXu0qVL8dFHH2HRokWQL4TT6VQZ3JCQELVJyexKYSkRuJK1jZzBPXbsGIxGY4ww0noG1/v3NYR+VV7tPam/3fPpt4jGSIAESIAESIAESIAEkkXAc/scbNMbAo4HsHbfAl32okmy5711BqHf1gU8bgQP/ROALkl2uChxBJjBTRwvf84OmMCVd7YiblesWIFs2bJF7FGKTi1ZsgR58uRRb3QlayvveGXe5MmTVdXlNm3aQDK/sY20LnBl36FflILXdhdBnX+D/rGy/vyO0DYJkAAJkAAJkAAJkICfCTi3TYBzw6cw5KsCy6vLkuXNvqgT3CGrYWk2AYayYVeeOfxLgALXv3wTYz1FBe6lS5fUW1z5s2zZsrh9+zYyZcqk4q1QoQLmzZuHzZs3o3///qp1kMlkUp/JaN++PaSt0IULF1TF5Tp16qRrgev4pS9cBxfA3GA4jFW7JebMOZcESIAESIAESIAESEBLBDwu2L57Dp6rh2BpPQOGEk2SFZ1r3xw4Vr0DQ/FGsLw0K1m2uDhhBChwE8YpJWb5XeBG3oRcNR46dChGjhwZ594kY3vnzh1VpCrykM+Cg4NhNpvjXJ8eMrju4ytgX9wV+jwVEdRxZUp8V+iDBEiABEiABEiABEjADwTcR5fAvrQnYMmM4LdPJNuD995l2KbWg9d+H9YBJ6EzZ0y2TRqImwAFrna+ISkqcO12Oy5fvozChQv7lUB6ELhelx2ho8NaBKl+uDqDX5nSOAmQAAmQAAmQAAmQgH8IOH7qDNeJVTA9PRSmGm/6xIl9aQ+4j/4Mc5PRMFYM60TC4T8CFLj+Y5tYyykqcBMbXFLnpweBK2xCJ1WH9855BHVYAn3+6knFxXUkQAIkQAIkQAIkQAIBIuC5tAu22c2U9+AhfwI6vU8ikads8qTNUKg2LK8s8IlNGomdAAWudr4dFLjaOYtER+JY+wFcO6fCWKsvzHUHJ3o9F5AACZAACZAACZAACQSWgPO3D+DcNRWGJ16C5YXxPgvGG3obtm/rwPv3DVj7HoAuQy6f2aah6AQocLXzraDA1c5ZJDoSz/ktsH3/EnTZCsH6RuxVpRNtmAtIgARIgARIgARIgAT8TkDeyoZOqw9IZ4zXN0Cfs6RPfTqW94XrEIuS+hRqLMYocFOCcsJ8UOAmjJNmZz38NLeKLbj/cSAoi2bjZGAkQAIkQAIkQAIkQAJRCTj/+AbO3z/0W9FQ19Gf4VjaA/q8lRH02nLi9yMBClw/wk2kaQrcRALT2nTbjGfhuXoQljazYSjWUGvhMR4SIAESIAESIAESIIFYCNhmNYXnzz2wtJwGQ6nnfc7J67LB/s1T8Nz9U932k1t/HP4hQIHrH65JsUqBmxRqGlrj3PIFnJvGwFjpNZgbf6ahyBgKCZAACZAACZAACZBAbARcx3+BY/HrgMmK4IFn/AZK+uFKX1xT3cEw1errNz/p3TAFrna+ARS42jmLJEUiDcFtMxpBF5QFVrmmzEECJEACJEACJEACJKB5AvYl3eE+tgymOoNgeqqf3+J1hayGY1En6HOVQVDXtX7zk94NU+Bq5xtAgauds0hyJOHvcK29dkGXJV+S7XAhCZAACZAACZAACZCA/wl4ruyHbWYT5Sh40HnAYParU9uUWvDcOoOgLmuhf7SMX32lV+MUuNo5eQpc7ZxFkiOx/9gW7rObYH5xIoxlWibZDheSAAmQAAmQAAmQAAn4n4Bz3cdw7pgEY9mWMDeb6HeHjt8+gGvXVBhr9oG53hC/+0uPDihwtXPqFLjaOYskR+LcPR3OX9+D4fFmsLT4Jsl2uJAESIAESIAESIAESMC/BLx/X4dt6tPwPrwJa9ffoctV2r8OAXjOboTtx3bQPVIY1h7b/O4vPTqgwNXOqVPgaucskhyJ984FhE6qptYHD72SZDtcSAIkQAIkQAIkQAIk4F8Crt0z4Pj1XegfewJBnX/1r7NI1m3TnoHn2lFYXl0GQ74qKeY3vTiiwNXOSVPgaucskhXJw9GFAJcdQV3XQZ/r8WTZ4mISIAESIAESIAESIAH/ELDNeRGeizthbj4FxtIv+sdJDFYd60fAtf1rGKu8DnPDj1LMb3pxRIGrnZOmwNXOWSQrEseS7nAdWwZz41EwVno1Wba4mARIgARIgARIgARIwPcE3CfXwL6wI3QGE6yDLvjeQRwWPRd2wDa3BXSZHoP1zX0p6js9OKPA1c4pU+Bq5yySFYnr8E9wLOsNQ+E6sLw8P1m2uJgESIAESIAESIAESMD3BOTf1eTf2Uy1B8BU+23fO4jHou275+C5vA9BryyAvlDtFPeflh1S4GrndClwtXMWyYrEa7uL0C9KKRt8h5sslFxMAiRAAiRAAiRAAj4n4PnrMGzTG4b9u9o7ZwFjkM99xGfQuXksnJs/h7FiB5ibjI5vOn+eCAIUuImA5eepFLh+BpyS5kPHV4D3wV8Iem0Z9HlZPCAl2dMXCZAACZAACZAACcRFwLFhJFzbxsPw+IuwtJgSEFiSvZUsrs6aFda3jgUkhrTqlAJXOyebYIF75MgRlClTBnPnzsXx48fx5ptv4tFHH9XOTiJFMmrUKAwaNEiTsfkzKMeqd+DaNwem+u/BVL2XP13RNgmQAAmQAAmQAAmQQEIJyE27b+uGJSI6/6oqKAdq2Oe2gPvCDlhemgVD8UaBCiPN+aXA1c6RJkjgfv7555g+fTpmzpyJ6tWrw2AwoHLlytixY4d2dkKBC/fJ32Bf+Cr0j5ZFUJffNHk2DIoESIAESIAESIAE0hsB1765cKwaqDpdSMeLQA7ntglwbvgUxidaw/zChECGkqZ8U+Bq5zgTJHBr1aqF559/Hjdv3lRC99ixY8ibNy9u376NLFmyaGc3/0SSXjO4sv2Hn+ZWFIIHnATMGTV3NgyIBEiABEiABEgggQQ8bjh3TIT35inAmg3Gsq2gf6xcAhdzmpYI2L9vBff5bbC8OBGGMi0DGpr3+nGETn0aOqMF1nfOBTSWtOScAlc7p5kggStZ26FDh+Ldd99F4cKFMX78ePXnrVu3kC1bNu3shgI37PrLjRBY2v0AQ5GnNXc2DIgESIAESIAESCBhBOyLOsEdsjpiss4YhKA3tkGXKeyX2Rypg4D7zHrY570C6HQIHnJZE0Hbf2wH99mNsDSfAkMK9uLVxOb9j5wIDAAAIABJREFUFAQFrp/AJsFsggTuwIEDMWHCBNjtdvUGd/LkyXj48CH27t2bBJf+X5KeM7jO9Z/CuX0CjNV7wVz/Pf/DpgcSIAESIAESIAGfE/Da7yP08xLR7JqbfgVjuTY+90eD/iPgWNEfrgM/wlSrH0x1tVEjxrnzWzjXDoOh1POwtJzmv82nI8sUuNo57AQJXBG23377LR555BG0b98ekyZNQpMmTVQWV4sjPQtcz6VdsM1uBl3mvLD23q3F42FMJEACJEACJEACMRDwXDsK94lVcJ1YCe+1ozEyMj83FsYK7ckvlRDw3AiB7du6KlrrgJPQaeT5mPfOedi+qQ2v28n2kj76LlHg+gikD8wkSOCKn+3bt2PhwoWoUKECcuXKhWrVqmnyerLEmp4Fruw//B2u9c29vMbkg39IaIIESIAESIAE/EHAG3ob7hMr1TVk9+l1gNcTxY0uKDO8tntRPpMiklJMkiN1EJCes9J71liqKcwtp2oqaPvCjnCfXAPz8+NgLN9OU7GlxmAocLVzagkSuCJs27Rpg+zZs6Ndu3aqyJTH48H69evj3YkUprJarQgODo421+Fw4OLFiyoTrNfrI35+9+5d3Lt3D/nz54+y5vTp06q4VVBQ3I2x07vAtc95Ee6LO2Fp8Q0MjzeL94w4gQRIgARIgARIIGUIeM6sVxla6XwgLWMiD32OEurKqPylz1UGnuvHlTjyXt4Pz70/1dSgjiuhz1MxZYKll2QR8Dr+hu3bOvDeu4ygTqugz10hWfZ8vdi5dzacqwfBULQ+LG2/97X5dGePAlc7R54ggduwYUM89dRTKFmyJLZs2YLXX39dZXJFvMq15diGFKFq0KCButIshaoiDxG2LVq0QMWKFXHw4EEsXboUuXPnxurVqzFs2DAUL14cDx48wOLFi+H1evHCCy8gZ86ckH68Y8eORb169WL1m94FrnP7RDjXf6KuMMlVJg4SIAESIAESIIHAEPBcP6auHUumzHPlYNQgzJlgLN4wTNSWfC7OAB2rB8O1dxb0+asiqMPPgdkMvSaKgOvAPDhWvAV99mII6r45UWtTYrL3wTXYptSC1/EAwVJN2WhJCbdp1gcFrnaONkEC95lnnkG5cuXUtWQRuCJMGzdurASoxRLzPww7d+5Ely5d4Ha7MWPGjGgCt2/fvqhTpw5atWqFRYsW4Y8//sCYMWNQqVIlJXLlGnTv3r3VW1/J9K5bt04Vurp69SqaN28eZw/e9C5wPddPwDa1HnTmDLAOOKWdbxsjIQESIAESIIE0TsAbeuffa8cXtgOOB1F2bMhbCfoSz4VlabMVSjANr9OG0K8rAaG3YW70CYyVuyR4LScGhoD9x7Zwn90E8wvjYXzipcAEEY9X+5LucB9bBvOzn8L4ZCdNxphagqLA1c5JJUjg/vTTT2jdujVMJhMMBoOqptyxY0clXGMbJ0+eVFeae/bsiX79+kUTuJIR/vHHH9U1ZMnmytVnufJcpkwZyFoZc+bMwfHjx6HT6VT2uEOHDupzye4ePnw4VnGd3gWuMAp/hxvUbRP0OYpr5xvHSEiABEiABEggjRHwnNkQdu343BZ4b5+Nsjt9lnzQF6kHQ8mmMBQJKzaU1OE+tBD25X0AvQnWN/dAlyFnUk1xnZ8JeM5vge37MFEbPPSKn70l3bz70ALYl/eFvkANBP1vcdINcSUocLXzJUiQwJVwt27dqjKt9+/fV5nc1157DWazOd6diHCNSeCWL18eGzZsUIWq5Cpz/fr1lcCVq8cHDhxQduV68qZNm9QVZflcMscyJJssn2fNmlXFJVnl/46XXtLmb8riBeajCdk2D4Llzy24W2UQQovyHa6PsNIMCZAACZAACcB49wyCLm2C5a9dMF3bH5WIwQx7zvKw56sLW/568Fiy+ZRYtk0DYbm8DbZCjXCn+jCf2qYx3xHIvGs0gk//jL9Lv4r75br7zrCPLemcfyPnL22gt9/BtRYr4bFk8bGH9GWuSJEi6WvDGt1tnAJXet1KManYRsaMGePdVmwCV64nf//99yqDe+HCBZWdXbt2rcrghoSEKLuzZ8+GFJYSgStZ28gZXCl0ZTQaY/TPDC7g2v89HCsHwFCyCSytYs+0x3uAnEACJEACJEAC6ZyA13YXnpBVcJ1eD8/FHZC3i5GH/tEyMBSqHXbtOG9lv9Ly3jqD0Cm1lA/LS9/BUPxZv/qj8cQTkCx+6OSaaqG1/3HogrQtGh3L+8B1aCFM9d+HqXrPxG+YKxQBZnC180WIU+AWKlQI58+fjzVaEZ7xjdgE7oABA1ClShW0bdsWP/zwg8raijCV7PCSJUuQJ08edOvWTWVt5R3vihUrMHnyZHWdWSo6S9ui2AYFLuB9cBWh48OqLGr5akx83x/+nARIgARIgAQCQcB9diPcJ9fCc3E7PH8diRKCLmMu6PNVg6F4IyVqdSZriobo3PolnBtHQZ+tMILe2JaivuksfgLObePh3DAShhLPwtL6u/gXBHiG+9jPsC/poao8S7VnjqQRoMBNGjd/rIpT4E6dOhXSsie2ISI1vhFZ4F66dEm9xZU/pViUvOvNly8fzp07h59//hmPPvooNm/ejP79+6vP5c3vvHnzlIv27dvDZrOpbO+4ceNUgSoK3LjpP/yiJGC7x5YC8X1J+XMSIAESIIF0T0AKNHpO/Qr3hR3wXNgBr/Phv0x0OhjyV4e+YE0YSkoLn8cDzss2tT6kQrOpVl+Y6g4OeDwM4B8CbqfKsHvvXkTQa8v9ntH3CXevG6ETq6p2RtZeu6DLks8nZtObEQpc7Zx4gt/gXrt2DTdu3FAFnyRzK8WfWrZsmaidyLqhQ4di5MiREeuuX7+uilFF7oMrGds7d+6ozyMP+Uz66cb39pcZ3DBq4VdOzA2Gw1i1W6LOipNJgARIgARIIC0TkGvH7pDVSszKtWPP7XNRtiutXfQFqsNQ9BkYSjTWHArPuU2w/dBWxRXUda3qm8sReAKuw4vhWNYLumyFYH0j9tuGgY80agSOVQPh2jcXpjoDYXqqv9bCSxXxUOBq55gSJHCnTJmCN954I1rUCbmiHHmRVF++fPkyChcu7FcCFLhheF3HlsOxpBsMBWrAwsp4fv3O0TgJkAAJkID2Cahrx+e3wXNhOzyXdkUJWN5JSiVZff5qMMq14yz5Nb8hx8qBcO2fC33BpxDUfqHm400PAdrnvwL36fWwNB0HQ7l2qWbL8sse+6JO0OcshaDX16eauLUUKAWudk4jQQJXWvpIX9p79+7hiSeeUBncv/76S7X50eKgwA07Fa8zFKFjwqq5Bb9zFjAGafG4GBMJkAAJkAAJ+IWA50YIPOc2w31+O9wXdwAPb0bxo8/7JAwFqkNfqA4MhWN/+uSX4Hxg1Gu/j9CvKwP2ezA3GQNjxf/5wCpNJJWA++IfsM9pHvbvXRpuDRTb/mxTasJz6yys3TZCl6NEUjGk23UUuNo5+gQJ3MqVK6sMrmRgpUetCMjMmTOr9j5yZVhrgwL33xMJnVQN3jsXEPTKfPV/4BwkQAIkQAIkkFYJeO334DmzUYlZdfX42tEoW9VlLaAErXpPW/xZ6IIfSfUo3Ad+hH1Ff8AUDGvvXdBZU/+eUuuhOH59D67d02Gs3hPm+u+num04fn0frt3TYKrRG6an30118Qc6YArcQJ/Av/4TJHC7d++OZcuWqTY+VatWRdmyZbF37171TjZDhgza2c0/kVDg/nskjt8+gGvXVJhqD4Cp9tuaOysGRAIkQAIkQALJISBZMyVmL/yTpXXZ/zVnsv4raAs9BX2eSslxpdm19nkvw31mA4zl2sHcdJxm40zLgXnuXoJtYhW1RWu/I6nylyfuMxthn9cO+qwFEdRzR1o+Lr/sjQLXL1iTZDRBAvf+/fv45ptvIFWTRTzOnz9ftfDp0aNHkpz6exEF7r+Ew4tQ8E2Fv791tE8CJEACJOArAioTe2mPMqfP9yR0lswRpqXHaPiVY1Xt+O7FKG71j5ZVtSdUgahiDQCD2VdhadaOVIC2Ta2n4rO0/QGGok9rNta0Gphzx2Q4132kvnOWNnNS7TZt0+rDc+0YO3Ak4QQpcJMAzU9LEiRwpaqxwWBQb3B37dqFokWLQnrkanVQ4EY9mYef5lYfWPsehC5DTq0eG+MiARIgARIgAVX8yTavPeC4H0bDnBHm2m/D+/CmytS6/9wdhZIu46OqOJR6SytXj3OWTJcUnZvHwrn5c+hzlEBQt43pkkEgNx06uSbkly+WDkthyF8tkKEky7dj3Sdw7ZgIY+UuMDf6JFm20ttiClztnHicAvfIkSNo06YN+vbti+eeew41atRQPWylpY9kdLt27aqdnUSKhAI36rHYZj4Lz5WDsLSaDkPJ5zR5ZgyKBEiABEiABISAfVlvuA//FAWGF4Au/BOdISw7+89fUkGYI4yA7ds68Nw4yWdJKfyFcB9bDvuSbtBlzgtr76i/gEnhUJLtTv2CaXYz6DLkgrXvgWTbS08GKHC1c9pxCtynn34aR48eVdWSFyxYgG+//Rbjxo1T73H3798P6Y0rmV2tDQrcqCciv9GV3+xKL1zpictBAiRAAiRAApok4HbANu0ZeG6eihKezhQMwxOt/8nS1oAu02OaDD/QQblPr4N9fnsVhmRxJZvL4X8C9gUd4D61FubnxsBYIfVXsrbNbALPlf0Iar8I+oK1/A8wjXigwNXOQcYpcKWA1Pjx49GlSxfkz58fRYoUwcaNG7FhwwaI+JVsbt68ebWzm38iocCNeiSeKwdgm9kYco3L2me/5s6LAZEACZAACaRzAs6HcO6bC9f+H+C9ESKN7qIAEdEg4oEjfgKOFW/BdWAeDEXrw9L2+/gXcEayCHgu74Xtu+eVjdTYGiimzTs3jYFzyxcwln8F5uc/Txaf9LSYAlc7px2nwJUWQJKxlcrJlSpVwogRIzB06FCV0X3llVdw9+5d1S5Ia4MCN/qJhL/DDeqxFfpHwnrjcpAACZAACZBAIAl4bXfhPvADXPu/h+fmaRWK/rGy8Dy4Djz4S/29LntxBLWeAV32YoEMNdX49j68hVCp5ut8CHPTL2Es1zbVxJ4aA3Ws/RCund/AVK07TM98mBq3EC1mz1+HYZveELBkQvDb8gsnjoQQoMBNCKWUmROnwG3WrBk2bdqETJkyqevIx48fx/r161U15WLFimHnzp0pE2UivVDgRgdm/7Et3Gc38f/sEvld4nQSIAESIAHfE5CCUSJqVcb2znnlwFCwJgzlX4GxbCv1996bJyMEru8jSNsWXfvmwLHqHeisWRHUYxt01mxpe8MB2p33wV8IHV9R3Tiw9jkAXcZcAYrE925tc5rDc/EPWF6aBUPxRr53kAYtUuBq51DjFLhXrlzBW2+9hevXr6N///54/vnn0alTJxw7dgyzZs1CyZLarFRIgRv9C+bcNRXO3z6AsVwbmJt+pZ1vICMhARIgARJINwREEIiode2fC++9y2HCtnAdGCu0h+HxZumGQ0ps1P5DG7jPbYax0qswNx6VEi7TnQ/Xrmlw/PY+DEXqwtJuXprav2v7BDjWfwpD6RawNJ+Upvbmr81Q4PqLbOLtJqhNUGSzTqcTJpMp8Z5ScIUWBK7N5UKQ0ZiCu47blff2OYROrgGdwQzroLDflnOQAAmQAAmQQEoQ8N7789+M7T9Xjw1FnwkTtiWbpEQI6c6H99oRhE5roPbNYkH+Of7Qb2rDe/MUgtr/BH3Bmv5xEiCr8mTA9s1TgN6I4MFRe00HKCTNu6XA1c4RJVrgaif02CMJpMBdfuIotpw/C5fHg+zWYLxQqgyeeFQb1R4fjioIuB0I6vwr9I89kRqOkjGSAAmQAAmkYgJy/di5T64ifw+E3lI7MZRoHCZsi4WJLw7/EXBsGAnXtvHQP1oGQV3W+s9ROrTsOrEKjp86q4re1jf3pUkCEc/bmk+GsXTzNLlHX26KAteXNJNniwI3efyirD596yYm7dwW5bOsQVa8X08b/ycuPdqkV5s07pYG3hwkQAIkQAIk4A8Ckv1xHwgTtl7bvTBh+/gLMJZvr65zcqQcAduUWvDcOgNTvSEw1eyTco7TuCf7oo5wh6yBqfFnMFV6LU3u1rVrKhzyvK1kY5hbzUyTe/TlpihwfUkzebYocJPHL8rq7RfPY9GRg9EsDq//LDKazT70lDRTrkML4VjeB4ZiDWFpMztpRriKBEiABEiABGIh4Ll+/J83tt+rKr4yjGVbquJRBvbTDMj3xn3yV9gXhgmwoG6boM9RPCBxpCWnEVWG01BroJjOR97Jh06qBnhcaaYFkj+/hxS4/qSbONtxCtxPP/0Ut26FXSmKaYwdOzZx3lJodqCuKO+/chlzDuyJtstRjZ6HUa9Pod3H7sYbehuh40qrCcGDLwB6bb+lDjgwBkACJEACJJAgAvIv/G4pHnXge3hdjjBhW66tuoqsz1clQTY4yX8E7Mt6w334JxhKPAtL6+/85yidWHas+wSuHRPVbTi5FZeWh/xyRH5JIv1wpS8uR+wEKHC18+2IU+CWKVMG58/HXpDowYMH2tlJpEgCJXDl3e24bZtw9cH9iGiKPJIdvapqp/BA6Ffl4f37WposiKDJLyODIgESIIE0TMBzZX9E8Sh4PWHCtkL7MGGbR9qncGiBgFSvtk2sCq/bAfOLE2Es01ILYaXKGFSy4KvygMep3t7KG9y0PFx7Z8OxelCarBTt63OjwPU10aTb4xXlpLOLcaWI3ANXL+P4jevYc/kSHsuYCX2q10KQURvZUseqgXDtmwtT3cEw1err493THAmQAAmQQHog4Plztyoe5T74b2sU45OdwoTto2XSA4JUt0fXnplwrBmqerUGvb5R9cjlSDyBCMFXsBYs7Rcl3kAqWyGC3jaxCryOv8OqKeu10yFEaygpcLVzIgkSuBcuXMBnn32GGzduQKfTwev14vjx4zh4MPp7Uy1sLVAZ3P/ufeIf23Dm9k00LVkaTxcuqgU0qiCCFEYw5KsCy6vLNBETgyABEiABEkgdBNwXdoQVjzr0z7/Y6wwwVu4cJmxzlkwdm0jHUdrmtIDn4g4Yq3SFueHH6ZhE0rdum/o05K255eX5qodzehgRRUobfqy+OxwxE6DA1c43I0ECt127dli6dCksFguyZ8+OmzdvonTp0ti+fbt2dhIpEq0IXMnkzt6/B49Yg9G3Rm1NFJqSK2QPR+ZVtKxvHYXOmk2TZ8igSCCtE/Da78FzKezNvj7fk9BZMqf1LXN/qZiA5/yWsIzt0aVqFzpjEIxVusBY4RXoshVJxTtLX6HLlXLbzLC+w5b/LYahQI30BSCZu3Wf+h32Bf+DLjg7rP0OJ9Na6lnuOrQAjuV9YchfFZYOP6eewFM4UgrcFAYeh7sECdxKlSrhzTffREhICB577DG8+OKLaNSokfp7LQ6tCFxh882uHQi5eR3PFiuJRsVKaAKX7du68NwIgeWl72Ao/qwmYmIQJJCeCHgu7YJtXnvA8c97fXMmBLX7nsV40tOXIJXs1X1mA9z7v4fr+C9hwtaSKSJjq8uSP5XsgmFGJhBeIEmfpxKCOq4gnEQQsC/uCvfxFTA3GqH+OUg3w2VH6NeV4H14C8FvnwD4C9kYj54CVzv/RCRI4D7zzDPInTs32rRpo64qDx48GM2bN8e1a9eQI0cO7ezmn0i0JHAPX7uKmXt3IbMlCH2qP4VsVmvAeTnXj4Bz+9cwVe8FU/33Ah4PAyCBNEvA7YTXfh9wPPjnz7/Vn87t4+G5uDPKtg1lW/2fvesAi+ro2u/2XSyoiAXsiojYRbB3Y6+JPdZEzRc1RfOl50tP1BRNjDGJ0Rh7rLHF3gEbdhAFVMSGDWmyffd/Ztb1h6iw5d67d5c5z5OHuDtzzpl37u7e954z50DV7yefhYItzLsQMCfvohWRybEWSmw1ZWnFWBqxLVXZuxbDvC2IgNUM7c+tYM26BmXXTyCPnMQQcgABkpZM0pOJ+L1/y4EZvjVEv2kqzPFroej0PhStpvrW4jhaDSO4HAHJgRqHCO7mzZsxZcoUnD9/nqYmkzO5DRo0oGdwyZlcsYmYCC7BZtHJ40i4k46utUPQM6Sex+GyXDsK3dIBkAbUhnpStMf9YQ4wBESFgOEhrJSQ5uYjpv/+NxnzJHF9PMfwkM61V5V1ZH2yGu2gGrHakaFsDEOANwTMSdtpVWRzym4bsS1R4VEq8kialsnENxAwX9wG/TpbBFI96RCkAXV8Y2E8rsK4fwaMsT9A3mw0lD1m8mhJnKrNiZtBzuJKKzWEevxOcTrpYa8YwfXwBuQz7xDBJeNJS6CSJUvi7t279Oxtu3btULase+c39Xo9JcvVqlWj53vtkpWVhezsbFStWjD96dKlSwgODoZarS4UQbER3Av37mBB3FH4KRT0LG55vxIevwLyvrI9gde8ehSSMtU87g9zoHggYL68D6azqwFtBqTlQyFv/RokJdzMArGYCiWjhKziEWm1RVKf9u9cWiGSklKuRCKDRFUCUJaERFkKUJH/bP9vuZMIa0ZKAUvyJi9C2esbrqwzPQwBpxAwJW6mqcjmKwfoPEnpIMgjXrZFbNX+Tulig70DAf3f/6FnquVh/aAc+Kt3OO0pLw250M5pCKtJB83k45D4V/GUJx61q53bDNacW9BMPckyOZ6yE4zgevTyLGDcIYI7atQoNG7cGG+99RadHB8fj6ioKDx48ABKpdKl1ZDzuyTlmRDlmJgY/PXXXwgJCcH27dvx8ccf0/8npHr9+vW0anPfvn0RGBiIhIQEfPvtt+jYseMz7YqN4BJHSbEpUnSqQ41a6FfP8y0U9Ev6wXz9OJT9foK8wfMu7SGbxBBwBgFLxmXofmlTYAoprqR8bgaNmFLySf7q/59s2l+HIa+QMQ+dcaPwsRIpJMqSgPIRMSWEVFUKEmUJWB8RVYm6FH0NSvK3JCWuNgJrG2t7vRQge3ZrMOv9FOjWjof1fjL1x2oFFE2GQ9n7e+7WwjQxBBxAwHx+Ay0eZbkaYyO2ZapD0YIQ25GAwvNHahxYAhviIgLWrOvQzW8Jq8UM5cDfIA/r66Im359mPrMS+q3TIK0aCXUxLrJk+OctmuGhaPsmFO3f9v2Nd3KFjOA6CRiPwwsluL/88gs9c0vO2hIiW6aMrWcaIZ4ZGRmU4Pr7u/Zk96OPPkKVKlUwadIkLFiwAKmpqfjyyy9BCloRkluhQgWaFt2zZ08YDAbs3bsXc+fORXp6Oj3/e+TIEa8iuCkZ9zD/2GEoZTJ6FrdyKc9WTDXGzoVx/1fFNtWGx88UU/0MBEi/TP2WN594VwIrrHDnqIPkUWTUHi21E80SNgJKiemjvwVI6FPIqcJP0P0jBNdyPxn6tS9Ru+rhqyCt2UFQH5ix4omA6dwaW8T22lEKAElRJe0/SMQWUnH0bS+eOyPsqk3HF8Cw63+QlA6GZsIeQOXaPZ2wXgtvTbewKyy3E6AathKyWs8OsAjvmbAWydEF/epRkATUgWbSIWGNe4E1RnDFs0mFEty8vDxKMnfu3Ily5cqhUaNG1HO5XI5OnTphzJgxLq+E6Pz+++/x9ttv04jsq6++Siszh4eHIznZFtVYunQp7bdLzvmGhoaCRJKJkOguiSLnT2vO74gYI7jEv+VnT+LkzRtoU60GBtVv6DJ2XEwkKZK63zsDmnLwezOBC5VMB0OgUARMZ1bCsHXaE2MkZWtCqvGnRNRGRm1E9TExVZWAlEZG871PoqaPXqN/JVKvRt94ZB6Me7+ApFxNaF6J9eq1MOfFjYDp9AqYzqyA5cajFlUVwmjEVtZ4hLgdZ97xhoBuSV9YrsdBHvUfKLv8jzc73qrYfOUg9CuHQqIuDc20i966DM781s5vDeuDK9C8EgNJOdYiLD+wjOBydpm5rcihFGWSQkzO29arVw8mk8nltOT83h48eBD/+9//0KJFCxw9ehRffPEFGjZsSFOPz5w5Q4eS9GQyjqQok9cHDhxIXydEm7xujyj/GwWxEtzUBxmYezQGUomERnGr+tsi4p4S+zlc9Uu7Ia3o+bRpT+HA7PKPADnfalw/EabLewsYk1VvDdXIdfw74AUW9CuGwpx6EPJmY6DsMcMLPGYueg0CVjMosT29HJZbtt9XUihG3mIC5A0He80ymKP8IGC+fgz6Jf2pcvWovyGtGsWPIS/Vavj7FZjOb4Si66dQRE700lVw57Zx10cwHv8d8qhXoOzyMXeKfUATI7ji2USHCK7RaMS0adOwaNEimi7ctWtXLFy4EEFBQS6vpE2bNvj1119pNeaLFy/S6Cwh0iSCa++vu2TJEpDCUoTgkqht/ghuYmIijSSTOdHRT1YCHjxYnD/ae2/fQGJWJuqXKYtOFVzHz2Xg800se/BtqG7GIDviLeTVsT08YMIQ4BoBWd4d+B/7Csr04zCrysHsX52c9IPJvyZy64+GReNmkSmuHfaQPln2VQT+Y4uiZbb7Grrg9h7yhJn1GQTMBvhd2gS/y1sgz7RlRhkDwvGw7mDoqnfzmWWyhbiPQKnTc1HiwioYAhsjo8vP7iv0EQ2ynGsI3DqMriZ9mO2cenEX1d1TKLtnCsx+FXG33/riDscT669Vi0W1xXBROERwyTncTz/9FOPGjaOR3GXLloFs4L59+1xeA0lHJsWkCNE9d+4cJk+eTKOypHjVhg0bKHmeOHEijdqazWZs3boV8+fPx7Vr12hxKlLJ+Vki1ggu8fd6ViZmH7adW5jasg1qlCnnMobuTjSdWgrDtrchDx8EZf957qpj8xkCTyBguXMehq1vwnLrLKSVG0PZezakFcIYUs9AwBi3EMadH0JSsiJN/6LFrpgwBJxFwPCQpiEbTy2D9V4SnU2K4yhaTISsXm9ntbHxxQABUh1YR1JPc25B+dyXkEfYWggVdzEe/AbG6O/tjWnQAAAgAElEQVRpCr+q93fFHY7H6yf9gElfYM1LuyCp2IDh8ggBFsEVz6XgEMFt3749unTpQgkpkRMnTiAiIgKknU/p0q4VSyI6CIElac/kzO1PP/2EyMhIHDp0iEaLSQEqhUKBVatWUZsjR46ETqejbYVmz54N4tOzRMwEl/i8LuEsYq9dRfOgKhjRqKnHrgbyQ0ZKvpPzi37vXadRNSYMAa4QsKQdhn7LG7BmpkFWsz2UvedAUtrWnorJsxHQrxkDc/JOyBoOhqrvjwwqhoDDCFh1WbYetiQVOeMynSet3gaKyAmQhXR3WA8bWDwRMCdugn7DJFoBXjNhf7E/X2k16aGb04BW8Ne8eoRWGGdiQ8C47wsYD89jR2r+dUEwgiueT4hDBLdz5860V+3ixYup52vWrMHw4cMpwS1RwvUIA0k9vnfvHsqXL08LSdmFRGwzMzMREFCwqTx5zc/Pr8gzwGInuOm5Ofg+9iDMFgteadEKIQGeS9HM+y4U0GfTsvfkCT8ThgAXCJiTtkO/+XV6bclIj8XesyFRCluhmIt1eEKHJes69L+2o/0WlX3nQt7wBU+4wWx6EwJ592m0lkRtyQMlSmxrdqDnBWW1O3vTSpivHkZAv34CzBe20PaBpI1gcRbTubUwbJ4KaVAzqMduLc5QPLF2y81T0C3uxQqVMoIr2s+FQwR3+fLlePHFF1G3bl1a2CkuLg7Dhg0DeV2MInaCSzDbdCEBB1Ivo3GlIIxu0txjMBo2TYUpfi2UnT6AvNUUj/nBDPsOAqazq2B41A5I3nQUlD1n+c7iBFqJ+cwK6LdOB1SlaSsGSckKAllmZrwJAWtu+uPiUdbsm9R1WUg3yCNeplkTTBgCziKQv1+5atDvxTqlXfdHD1qUTTVkKWR1ujoLpc+Pt+PDCpP9/1azCK54LvtCCS7pNRscHIyqVavSqC3pV0taB5GI7nvvvQeNRpxN4L2B4N7Le4jvYw5Cbzbh5eZRCAv0zA0sqQxIKgSSvm6kvxsThoA7CJiO/QrD7k+oCnmrqVB2et8ddcV6rr1yJzkzSW40mTAE7AiQKD9JQyaVka0P79iIbWhPWhVZVq0VA4oh4BYCpqO/wLDnU0jL1YJ63Db6oK24iSXtCHTLBgIKP/j991JxW75D67WfT5Y3GgplnzkOzfH1QYzgimeHCyW4NWrUoH1w33rrLfF47IAn3kBwyTK2JiVi7+UU1A+siJeaeyY9mLRv0X5bh6KqmX4RkmL4Q+bAJcWGOICA8eBMGKNtP3KKTh9C0WqyA7PYkGchYNVmQPdLG1i1mVD2mAl5s9EMrGKOgPVBKk1DJudsrXkZNmIb1g9y0se2Sotijg5bPpcIkPRTkoaqaPM6FB3e5VK1V+gybJoMU/x62heY9Adm8iQCpMgUKTYlUfhBwx4CUIAYwRXPJ4URXA/uRbZeh+9iDiLXoMeYphFoVNEzBXi08yJhzboG1dBlkNXu4kFEmGlvRcCw/T2YTtrO6Ct7fQt5k5HeuhRR+W1KWA/DxsmAVG5LVS5bQ1T+MWeEQcByP+VR8agVsOqzqVFS/V4eOZFWJ2fCEOAaAUtaLHTLnqdqi1uNDnI/RO6LiPi9f4traH1Kn25pf1iuHYNq2ArIanXyqbW5shhGcF1BjZ85RRLcjIwMWtjpaZKens6PV25q9ZYILlnmjpSL2JmShNDygZgY0dLNlbs23d60W9H6dSg6Fr8nta6hxmZRBMwG6De/AfP5DYCyJFR95hTrM1t8XBWGLW/AdPYvevNAbiKY+C4C5uRdMJ1bDWgfQFK+LuT1esOctAPG08sAo9ZGbBsNhTxyAqQVwn0XCLYyUSBgvzeQ1mgH9YjVovBJCCeM0bNhPDgL8kZDoOzzgxAmvdaG6fBcGPZ9BTkpJjnwV69dB1eOM4LLFZLu6ymS4JI2QKS41NNk7dq17nvAgwZvIrh5RiO+izmATJ0WLzZuhqaVg3lApHCVlisHoFs5DNKgJlCP3Sa4fWbQOxEgZ/8MhNxe3gdJ6WB6BkdWo613LkbMXpv00M5vCWtOOhRdPoYi6hUxe8t8cxEB6/1L0P76r88P6S5gtdqIbZORtoht+af/Hrtolk1jCDwbAUMOtPPb0nPeyh4zaEsYnxerBXnfh9m6S7wSQ88hM3k2ApbMq9D93BKQSOD3nq3QXXEWRnDFs/tFElx2Bpf/zdpzORn/JF1A7XIBeDWyNf8Gn2Ih7ytberRmyglISgd5xAdm1HsQsN5Lpj1uLTdPQloxnPa4lVZizd752kHzxW3QrxtP1atf2k0xZ+JbCJjOrIRh67QnFkWJbctX2Y22b22316zGFL8Ohk1TAGUJaMbv9PneuPbCm9LKjaAet8Nr9smTjupWDIUl9SCUgxZAXq+PJ13xuG1GcD2+BY8dYARXBHthslgwK3o/7uc9xLCGTdAiuKrgXukWPQdL+jkoB8yHvP4Awe0zg96DgOX6cUpurRmXIaveBoresyEtI/w16z2IceOpccd7MJ5YDGnVKJC2DEx8CwHz2VXQP2qvlX9lftMuAGp/31osW41XIaBfOw6kt7m88XAoe3/vVb4766xucW/64FY1eDFkId2dnV4sx5uO/w7Dro8gq9MNqiFLiiUG9kUzgiue7S+U4JrNZkilUkhImpQXiTelKNthPZB6CZsunEc1/7J4vZXwaZ6Py71HjIfyuS+9aLeZq0IiYEnZbSO3efchC+0FZZ/ZrPK2gBtAqiqTPpWK9v+Fou2T0T4BXWGmOEbAlLQdhrXjCmglKf+qEWs4tsTUMQScQ8B6Lwna3zrQSarnF9Lvfl8U84046P/sC8gU8HsnzReXyMuarLl3oJ3bDLCai31RLkZwebnEXFJaKMF1SaMIJnkjwSWwkSju7dwcPB/eEK2rClstlbQDIG0BJGWqQ/PqERHsInNBbAiYzq2FYeubgMUEeeMRUPb+Tmwu+rw/5sv7oV813HajOXoTaw3jIztu1WVBv2wQLHfO0+JS0lKVIC0fCnnr1yApUd5HVsmW4c0IGA/PhXHfV5AGhkI1ejMkqlLevJyn+m7Y8jpMZ1dD0fE9KFq/5nPr43NB+tWjYU7ZRYtykeJcxVUYwRXPzjOCK569QGxaKtadP4fg0v6Y1rq94J7Zz+GqJ+ynP2JMGAJ2BIzHfwepqEmE9AQkvQGZeAYB455PYTz6C6SVGkI9fqdnnGBWOUXAsG48TBe30eMh5JgIE4aAGBGwH2VStHsLinbTxeiiyz5Zc9Oh/bEpnU+LJXlZ5qLLC+doIunNbfjnLUirt4V6ZPHNOmEEl6MLigM1jOByACKXKr6PPYAb2dkYENYA7arX5FJ1kbr0K4bAnHqI9TEtEqniNcB46DsYD31LF63o8C4UbV4vXgCIcLW637vQaJ+85WQoO38oQg+ZS44iYNjzKUzkgUVQM6iGr/LJyJijWLBx4kbAfPkA9KuGUSfVozdBWqWFuB12wjtT7I8w7P+a9pdW9p/nxEw2lCJgyEXeD40BY16xTlNmBFc8nwdGcMWzF9STo9fTsDr+DCqUKIn/tu0IqYBPEU3HF8Cw63+s95vIrglPukOuB3JdEFH2mAl5s9GedIfZfoSAJe0IdMsG0n8RUiSraTsfx8S7ECBFw0jxMIlfeahH/AVJhfretQDmbbFDwF7sTla7C1RDl/nM+rWzw2HVZkAz6SAkASGiX9fJmzdw6cE9ABLULhuAZkHCt5j8N0j69RNgvrAFyu5fQ958rOgx5MNBRnD5QNU1nYzguoYbr7PmHolBamYGetcNQ+dadXi1lV85qYqr/aUNoCoNv+kXBbPLDIkQAasFhi1vwHRuDSBXQ0V63NbvL0JHi69LxgMzYYyZA2lAbagnRRdfILx05QXOU7/wB2R1e3jpSpjbxQkBa14GdL+1A/nrKw89zRf/gX7dS5BWqA/1y3tEv51Hrl3FmoSzBfwcHN4ILatW96jvpoT1MGycDGlwc6jHbPGoL54yzgiup5B/0i4juOLZi8eenLh5HSvOnkI5jR/eatMBKrlcMC/zZlYDzEb65US+pJgUPwTIjQspJmVO3glJyYq0aISsFosQivFKsLe0kDcfB2X3r8ToIvPpKQiQStikqJQ19zaUXT+DPHICw4kh4DUI2Hs2SzRloRq7FdKywh6n4hoo3ZJ+IO3vvKVC9MITx3D+7u0CMNQPrIiXmkdyDY1z+qxmaOc0hFX7AH7/vQQo/Jyb7wOjGcEVzyYygiuevSjgyc/HYnEp4z661wnFc3XqCualYf0EmEiKSZePIY96RTC7zJA4ECA33kZCbq8dgzSwHm0DJK3cRBzOMS+eQMCSfha6RbZejaoXFkFWtydDSeQIWC1mGJYPop8xeYuXoez2ucg9Zu4xBJ5EQL9mNMzJuyBvNgbKHjO8FqLH36ESKfzeu+EV6/gt7ggu3rtbwNfQ8oGYGNHS4/4bNk8F6big6PQhFK0me9wfoR1gBFdoxJ9tjxFc8exFAU/OpN/EktMnUFqlwlttOqKEUimIp6azf9HUVFloT6ieXySITWZEHAiQVlEkcmu5exGyqlFQEHLr5U/mxYEsv17Yi6NISlWGZkocIJHya5BpdwsBw+bXaOq/LOQ5qAb/6ZYuNpkh4CkELLfjoVvYzfZw7flF9J7BG8WwdRpIRNqbeov/fuIoEu/eKQB395BQPFdbuGDIs/balLQNhrXjIa0YDvVLu73xknDLZ0Zw3YKP08mM4HIKJ7fK7E/putSqg151w7hV/gxt1rz70M5pQN8trikmggAtMiPkPCAht9acdMhCukPVdw6gLiMyL5k7z0JAv/wFmK/GQN5oKJR95jCgRIqAvSI5yY5QkaJSJSqI1FPmFkOgaARM0bNhODgLkooNoB61ARJlyaIniWhE/vsdzTtpkMgUIvLu6a4k37+HX44fpm+WVClhsVqRZzAiqko1DGnQWBT+a+c2pfcSfm+cA/yKVx9vRnBFcQlSJxjBFc9ePOFJwp10LDp5HH4KBY3i+qvVgnib90Mj4OFdqIatYmcvBUHcs0bM5/+GfssbgEkPecMhUBJyC4lnnWLWnULAev8StL+2pXOU/eZB3mCQU/PZYP4RMMevg37TFFq0jfSJlAZH8G+UWWAI8IyAvWWZN0VA7ZAYD8+Dcd8XkIX1hWrgbzwj5b76HL0es6L3I89oQPOgKhjRqCmsAL7YvxuZOi1ejWyN2uUC3DfkpgbDP/+F6fQyKNpOo5Hx4iSM4IpntxnBFc9ePNWTRSePIeHObXSoUQv96oUL4i1p1k2adhfHLydBABaREdPJP2HY/i71SN5iApTdPhORd8wVZxAwHVsAw+7/QaL2h3rycdZP1RnweB5LCtjolpAq5Fao+s+DLJw9gOAZcqZeIATIOVxyHpeIavQmyLyoN672h8awPrwD9ct7Ia0gTJacO9sy72gMLj/IQDX/MpgQEQU/he3oWvyddPxx8jhKKpX4tLOtJoMnxXLlAHQrh0FarhbUr8R40hXBbTOCKzjkzzTICK549uKpnpBCAiRVWSmTY1rr9ggsUYJ3j00Xt8Gwbjyk1dvSSAMT30TAGPsDjPttxUEU7f4LRbtpvrnQYrQq/V8vwnxpj9dEJIrD1lhz79CexaQNm6LDu1C0eb04LJutsRghYH8oTlpdqV74wytWbk7aDv3acZCWD4F64kHR+7w24SwOX7tKSS0ht4Tk5pe/zp3GsRvX0L56LfQPEyYYUhho2vmtYH2QCvWrRyAt49n2RUJuLiO4QqJduC1GcMWzF8/0ZMnpOJxJv4U21WpiUH3b+VhexWJC3oyq1ITmtdO0VQwT30LAuPczGI/Mp4tSPvcl5BHjfWuBxXQ15NyTdl4LwGKCsuc3kDd9sZgiIZ5l6/8aCfOlvZA3HgFl7+/E4xjzhCHAEQLke0e3oAOsumwoe86CvOkojjTzp0a3bBAsaYehGvgrZGH9+DPEgeZDV6/g78R4qmlk42ZoVjn4Ca0Gsxmf799N05ffaNUOVf9FgDlwwykVhp0fwhS3EIqoV6Do8rFTc715MCO44tk9RnDFsxfP9OTKgwz8dDQGUomERnErlyrNu9e639rDci8ZykELIK/Xh3d7zIBwCBj+mQ7T6RWAVA5V3x9YuqRw0AtiyXRqKQzb3gZkCmhePQZJqUqC2GVGnkTAsON9mE78YcuGGfEXq3DNLhKfRcD+vUMeiKtHb4RExFE7y91E6BZ0pnvh9/4tUe9J/qJSRVVKPnnrBpafOYlyGj980KGLR9dlO5bRj/7+aKae8qgvQhpnBFdItAu3xQiuePaiUE9WnjuFuBvXBauUZ9z7OYxHfmbnMr3k+nDETas+m7aAMl/cRisbkkrJstqe/RF0xG82xnkE9OtehvniVsjqdIFqyDLnFbAZbiNgOvYbDLs/hsS/KtQjVkNStobbOpkChoCYEdCtGg7L5f2QNx8HZfevROuqYdt/YTq1DPI2b0DZ4R3R+pml0+G72AN4aDAgIrgKhjdsWqSvS8+cwOlbN9G1dgh6htQrcjyfA7S/dYT13kWoJ+yFNFD8Z5y5wIIRXC5Q5EYHI7jc4Mi7lhvZWfg+1nZORIj0E5K6Q1J4imsvM943VGAD1qxr0G9+A5a0WEgD6kBJetyyKq4C74KA5vTZ0P7UAuShhrLrp5BHThTQODNlP99HkFAN/wuymu0ZKAwBn0fAcus0dH/Y+uEqn18EuQh745LvRO13odRHv7dTAblKtPsy90g0UjMfoHqZsni5OSkqVXQbo1yDgVZVNlrMeKdtJ1Qo6bnWTYZ9X8J0+Ceask5S14uDMIIrnl32KMG1Wq1ITU1F+fLlUapUqceoZGVlITs7G1Wr2s6B2uXSpUsIDg6Guoh2OTNnzsQ774j3qZyr2786/gyOXk97XB7eVT2Ozsv7qjIdqp4UDWlAbUensXEiQ8ByOx4GQm7vJFBSS8ltQB2Recnc4RoBc/xa6DdNpWo1r8RAUq4W1yaYvqcgYLmTCN3S/oA+B8pe30DehJ2DZhdK8UHAeGAmjDFzIA1uTjMXoPAT1eKNR3+Fcc8nEHtBLPv9XolHRaWcOVNL7hPJ/MolS+Gtth09hj+599At7EYr+2umXfCYH0IaZgRXSLQLt+Uxgnvnzh288MILqFu3Lk6ePIk5c+agffv22L59Oz7++GOEhIQgNzcX69evByHCffv2RWBgIBISEvDtt9+iY8dnf2h9leDezs3FNzH7KR6TI1ujFs/9zsj5CXKOQtVnNmSNhonnqmWeOIyA5Wo0jdxas2/QdGSSllzcGq87DJYPDjRsngrTubWQVWsF1YvrfXCFIluSUQvd0gGwpJ+FvPVrUHZ8T2QOMncYAvwiYLWY6PlW6/1kKNq/DUXbN/k16KR27dxmsObcgnr8LkgrCVC000n/yPADqZex6UICnfli42Zo+pSiUkWptbeY7F03DJ1ree6Btm5Rd/p9qBqzGbJikDXGCG5RV6Zw73uM4E6fPh3NmjXDyJEjKWmNjY3FhAkT6GuE5FaoUAFTpkxBz549YTAYsHfvXsydOxfp6ekYMGAAjhw58kyUfJXgkgWvP38OMWmpaFSxMsY0jeD1SrG3kZE3GQFlL1b9k1eweVBuvrAV+i1vAIZcWkiKkltp0SlOPLjCVHoKAasZ2h+b0V6Pig7vQNHmDU95Uizs6jdMgjlxE2T1B0A1wFalnAlDoLghQOo86NeNByQSqEdvptFcMYg5ZTf0q0dBUrYmNP+JFYNLT/hgbw1J3ugREoputeu65GeGVosvD+ymcz/q2BVl1BqX9Lg7yRg9G8aDsyBr8DxU/X5yV53o5zOCK54t8hjBjYyMxIwZM7Bx40bUqlULkydPhsViQXh4OJKTkylCS5cuxYULFyCRSBAaGopRo2yl50l0Nz4+HirV089O+DLBfaDVYuahffR8xcSIlggtH8jb1WS5nQDdwq6QlA6CZsoJ3uwwxdwjYD69HPp/3qKK5c3HQ9n9S+6NMI1egYD54j/Qr3uJ+irmqIVXgFmIk4Z9X8F0eC5kwc3ouVsoPXf2zduxZP57PwKkoKHp7F+Q1esL1aDfRLEg/YohMKcegqr/PFF2D8jUafFdzEHa6iciuCqGN2ziFm729kI1ypbD1Kg2bulydbLl/iXofm0LyJTwe+eqq2q8Zh4juOLZKo8R3Dp16qBdu3aYNm0a5s2bh7Jly+Ltt9+mqcdnzpyhCJH05IMHD9KUXPL6wIED6euNGjWir5cpUwYxMTGIjo5+AtHBgweLB2WOPYm5m47TD+6jZslS6BVUjWPtBdVVWmX7Urz/3EIYy3m2Ih+vC/Uh5SUSl6PUmZ/pinLDxyG34cs+tDq2FFcQKH18JvwubaKfYfJZZsItAppLm+B/fCasqtK432kuTGU8lxLI7cqYNk8jkGHQ49j9O3hg0EMllSHcvxxCS/t72q0i7csepqP8thchMWmR1eIdaGt7ttesPCcN5bcOp36nD4sp0n9PDFh37QrStXmopPFDn6BqUMlkbrux8Xoqruc9RIcKldGgTDm39bmioNzuV6C8dw4ZHefAUKmFKyq8ag4J2jHxPAIeI7iNGzfGn3/+iSZNmtC04x49euD48eM0gpuUlESRWbJkCUhhKUJwSdQ2fwQ3MTERcrn8qQj6cgSXkhaDHl8f3AedyYjxzSIRXqEib1cSSechaT3Kbp/RlkFMxI2APYpEvGR7Ju69Eto77c9RsGamQdF6KhQd3xfavM/aM6dGQ7/C9kBV9cIftHgNE4YAVwjMiT2Ia9lZBdRNa90ewV5Ack1xC2HY+SEk/lWgHrkOkjL8PpAvDHPDjvdgOrFYtN9/f8WfwbHrafBTKDExIgrOFJUqbN23c3MwK3o/HfJZ5+4ooVRydWk6rMd09BcY9nwKWWgvqJ737QesLILr8GXB+0CPEdyJEyeidevWGDt2LI3Cfv3119iyZQuioqKwYcMGBAUFgYwhUVuz2YytW7di/vz5uHbtGoYMGYLDhw8/ExxfJ7hk4f8kJWLP5RSaokxSlfkS08k/Ydj+LuRhfaEcKI40I77W6u16DdvehunUUgASKPvOgbzhEG9fEvOfQwTMVw5Av9JWLE49aiOkVSM51F48VVmzrkO3pC+sOelQdP0UCtaOqXheCDytOs9oxEd7tj+hfUiDxoiq4jmy6MxydSuGwJJ6CIqIl6B47gtnpnI31qRD3qyaVJ/mrRRIlCW4082BJi6KShXmxt7LKdialMj7/eKzfLBk34TuJ9s5bL/3b3GAmHhVMIIrnr3xGMG9efMmRowYgYoVK9Io7eLFi9GgQQMcOnSIpi1XqVIFCoUCq1atomiRYlQ6nQ5paWmYPXs2rbj8LCkOBFdvNuGrA3tAep6NatwMTVyosufIZUiq72p/igAUGviRMu8y4Z/+OeJnsR5j1NJiUqS4jURTlrYBkoV0L9aQsMU/HQHj7v/BeGwBpOVDoJ5o66vNxHUE9Mufh/lqLBQtJkDR7TPXFbGZDIGnIHA2/Rb+PB33xDvDGjZBi+CCbRTFCiDpxEA6MhBRDV7skd8m0/HfYdj1EWQh3aAavERUUCXevY3fTxyjPvUIqYdutUN48e/HI9G4mvkAwxs1RURQFV5sFKbU/qDD17NcGMEV/NJ6pkGPEVy7R/fu3aNnafOnG5OIbWZmJgICAgo4Tl7z8/ODsogUi+JAcAkwuy4lYXvyRdQqG4DJUa15u6ryvq0LGHKgGrEGshptebPDFDuPAIkcGba8DvOVg5CWrQkFIbdVo5xXxGYUGwR0CzrCcveiZyMqPoC2Yet0mM6sgCzkOagG/+kDK2JLEAsCOXo9SIGg6KtXoDcbaVZOfulQoxb61QsXi7tF+mHY+wVMR+ZBWq0l1ENX0AfmQopuXiQsWdegHrcd0sqNhTRdqK0MbR7mHD6EhwYDfWBBHlzwJdeyMqktIl936wUlB+d7nfHVng0oq90ZqqHLnZnqVWMZwRXPdnmc4PIBRXEhuFYAX+zfhUydjn4x8vVE17BxMkwJ60XZ046P68dbdFruJMKw9U1Ybp2BtHITGrmVBrJCYN6yf57ys0BEZegKyGp38pQrXmvXFPsjDPu/ppFw1Yi1kJSs4LVrYY6LC4HTt27SVoCXH9ynjnUPCYUUEtx5mEs7SlzJuI/72jzaPoa0kfEKMemg/b0zrBlXoOjwLhRtXhfMbfPl/dCvGk7PAWsmHxfMriOGfjgSjbTMB6hZthxeahYJjYLfNn4kIEICIw0rVsZYnttMPrF+XSbyZocDVotPpykzguvIlS/MGEZwhcGZNyt7r6Rg68VEVC9TFq+15Ce6akrYAMPGVyGr1RGqYSt5WwtT7DgC5rQjMBJy+yAVspod6JlbSclKjitgI4s1Asb9X8MY+yOk/sFQT34yBbJYg1PE4s3nN0L/9yuAVA7VqA2QBfPbj5ztRfFA4O7DhzRiG512hS64TrkAPB/eCBVKFGw3dTs3F0tOxyE9Nwfd6tRFjzreQXJN5zfCQD43MiXUozZAGtRMkI0l5JaQXGWfOZA3GiqITUeMrDx3GnE3rkEjV+CVFi1Rxb+MI9PcHvNdzAHczMmmBJcQXSFFv2Y0zMm7oOw3D/IGg4Q0LZgtRnAFg7pIQ4zgFgmR+AfMOLQX5MfxhfBGaFW1OucOW/U50H5nazaueSMeEr+CqeOcG2QKC0XAnLSdRm6t2kzIwvpD1XcOIFcz1BgCTiGg+6MHjf7LGw+Hsvf3Ts0troPNN09D/2cfwGqGsv88yMN98yatuO6vp9Z99HoaJbeEeEglEgys3xCtC/ktL0ByvSiSq9/4KswJGyCv3x/KAb/wDrcl8yp0P9uKcIqpuNG+KynYcjGR+jWqcXM0qRzEOxZ2AyQzYN7RWHqdzere51/J7/y6YTq7mh6pklVrBdWL6/k15iHtjOB6CPinmGUEVzx74bInB1MvYyJkL7sAACAASURBVOOFBASVKo3pbTq4rKewifYzLKoXFkFWtycvNpjSohEwnf2LFpQiJ7LkzUZD2WNm0ZPYCIbAUxCw3DkP3e9d6DvKQQsgr9eH4VQIAuSBkn5JX1jup0DZ8T3IW7/G8GIIuIUAORdJiG3czetUT6NKlfF8/UYo6UArl/wkt2vtEPQMEf/xFGvGZWgXdALMBih7fQt5k5Fu4VfUZOOuj2A8/jsUUa9A0eXjooYL8v75u7ex8FFRKbJnZO+Els0XzmN/6iVEBFfB8IZNhTNv0iNvdhhg1IrqgQOXADCCyyWa7uliBNc9/J46OzU9C7laAyoHlEBAaT8eLDyp8puY/UjPycGAsAZoV91WDp9LMe78AMa4RZBH/QfKLv/jUjXT5SACpmO/wbDb9iNNzjCRs0xMGALuIGCMng3jwVmAugz83jhH026ZPB0B/ZoxMCfvpDfl5OacCUPAVQTMFgs9Z0seTj/QaWlv0kFhDZ2O5HkjyTUe/QXGPZ9CWq4WVMNXQeLPUzVoqxl5X9uqBftNvwioSru6XZzNI2enfxCoqFRhTpssFnwTvR/38h7SNpOk3aRQYlg/AaYLW6Ds+Q3kTV8UyqxgdhjBFQzqIg0xglskRM4N+GJpNI6ev/F40riejTGoPf9PVg9fu4q1CWfpeZ132nFfNMZ8eR/0q0ZAGhwB9ZjNzoHCRruNACEhhIwQIQ8YyIMGJgwBLhDQLR0Ay7WjgqUNcuGz0DqMuz+G8dhvkFZrBfXItYBEKrQLzJ6PIJBy/x6tkBx/J52uiBwrGlS/IU0ZdUXyk9wutUPQywsiufplg2BOOwx5i5eh7Pa5K8suco7pxGIYdrwnqtohhNymZWWiRplymNgiCiqZ5x4oXrh3BwvijkItV+DLrj2KxJOrAabEzTBsmEgLY6rHbeNKrWj0MIIrmq0AI7gc7sWxxJv4fImtDLtdNCo5Vn/yPIdWnq1qduxBXM/OQu+6Yehcqw7nNvO+shUkUP/nMKRla3Cunyl8OgKGnR/AFLeIvqns/R3kjUcwqBgCnCFgzbwK7aNzasq+P0DecAhnun1BEfnskc+gpFQlqF7cwL77fGFTPbAG0gqGRG1JYUij2UwfRhNiGxJQ3m1vCpDcWnXQq26Y2zr5VGC+GgP98heoCdJii7Ta4lq0P7eCNTOVPpAnD+Y9LSvPnqKp6Gq5HP+JbI0qpf097RLWnT+H2LRUtKlWg16LQkne92GALhN+71ylRcd8SRjBFc9uMoLL4V5sO5qCn/8+8YTGZR8MgH9JFYeWnq6KVOQjlfnKajT4sENXzu3pFnWDJT0eyr4/Qt5wMOf6mcKCCFjNBlop2RS/HhJVadoGSBbai8HEEOAcgcfp7zIlNK+fhUTt+ZsvzhfpgkJzyh7oV9vS6NQjVkNao50LWtiU4o5A/O10GrVNybhHoejCAwktSHJD0Ksu/5lj7uyrPStCVr0NlEOWQaLgrlCiOfUQ9CuG0IdSmqmn3HGTk7l7L6dga9KjolJNmqNJJeGKShW2AK3RSFOVs/Q6TIlqQ9sVCSGGza/BdG4NlF0/hTxyohAmBbPBCK5gUBdpiBHcIiFyfMDTIrhymRQbvhCODM49Eo3UzAfoXqcunuO4fYDxwEwYY+ZA3mwUlD1mOQ4MG+k0AtaHd2mlZHKDTc4oUXJbvY3TetgEhoCjCNjbacjqdIVqyFJHp/nsOOv9S9D+2QvQZQtSEMdngSzGC3ug1VJieyD1EkWBtPMjkTK+onf5SS7J4iLZXGIVqz4buoXdYM1Mg6Lju1C05q43rn71KJhTdkPZ6xvIm3j2nCd5uPHHKVv/XU8VlSrsGjh3+xYWn4qDv1qN/3XsJsjlYr60B/q/XoQ0MBTqCfsFsSmUEUZwhUK6aDuM4BaNkVMj/n0G12oFJg9sjp5R3KcMP82xs+m38OfpOJRWqfBBh66QS7k7K2a5cQK6P/v45JeSU5vM82BSpdWw5Q0QvKUVG1ByS/4yYQjwiYA17x60PzQGrBYou38FefNxfJoTt26LEbo/+8Fy6zS98SY34EwYAs4gQDKq9qdexq2cbEgkEvQJDUPHGrWdUeHS2AIkt2Yd9A4VL8k1nVsLw+apgLKkLUMiyP2KvtacW9DOtfXY9XRrINK+8aejMcg16BEZXBVDGzZxaU/5nmTvydupZh16nQoh2h+bwJp7G5o3EyHRCNMDWIh1MYIrBMqO2WAE1zGcnBplr6IcHZ+GrbEpdO6Ho9oiqn6wU3pcHTz/WCxSMu7zkgb1+BzuS7shrRjuqots3jMQsNyIg37zG7BmXIK0elva41ZSWpjrhm0KQ8B0ehkM//yXAqGechLS0rZz98VN9H+/CvP5DZCF9YNq4K/FbflsvW4gQAgtidqS3rZEwgIr0NY/5OiQUOJNkVz9hokwJ26GrP4AqAbMdxsi455PYDz6K68FrBx18scj0bia+QA1ypTFxBatoJLJHJ0q6LhsvQ6zoveDpCy/2bo9bxkG+Rdl2P4OTCeXQNH+bSjavinoevk0xggun+g6p5sRXOfwcnr0j+uOY1fcZShkUsz6T1fUCS7rtA5nJ5y/cxsLTx6Dn0KJDzp0oUUNuBLd8hdguRrDIjxcAZpPD0nbMRBym3cPsnq9oeozhz7ZZsIQEBIB/dpxMCdth7Raa6hfXCekaVHYMh78Bsbo7yGp2ACaUX8DyhKi8Is5IX4ESE/bPZeTka3Xo6RShd516yGySjWPOJ6f5AoZmXN2sZa7F239uK1mTooo2h/Ca948D4mG//utZ613+ZmTOHnrBr3/mhzVBkGlPN+mqLC9OXHzOlacPcVbJ45/27ZcjYVu+fOQlKkGzatHnb1sRDueEVzxbA0juDzvhcFoxowVsTh+4SYqlSuJma90RrlS/D/J/f3EUSTevYMONWqjX736nK3SdOxXGHZ/Ann4QCj7/8yZ3uKuyJywHvrNrwMWE2RNRkLF+mwW90vCc+s3apE3pwFgzIOy84eQt5zsOV8Etmw6uxqGLa9DQlImx2yCJFCYdD2Bl8nMcYzAlQcZOHj1MsgRISLNg6rghfBGUHo4Ypef5HasWRt9Q7m7F+ASQtPhuTDs+4oefyIFp6T+tv61zorp1DIYtv0XshptoRqxxtnpnI3ffSkZ25IvUH2jmzRHY5EUlSpqgUtOx+FM+i30CAlFt9p1ixru9vukej+p4q+eHAepv29kqjGC6/ZlwZkCRnA5g/LZim4/eIiZK2KRfD0D9WuUx8xJXXi3Sqo1zj92GAqZjEZxSym5qeJMC6/82haSEhWgee0kIBFnyg3vAHNowHRiEQw7PqAaFa0mQ9HpQw61M1UMAecRMCdsgH7jq3SiZlI0JAH8nx103ktuZ1iuH4NuSX+qVDV4MWQh3bk1wLT5HAJ6k4mmI+9IuQiL1YrAEiUoiQyvUEk0ay0Yya2NPiIlubo/+4Ic0ZG3mABlt89cwk/7S1t6vIe085JVa+mSDncnnbudjsWPikqRStZdaoW4q1Kw+ffyHtKqyiaLBW+37YSKJfnNICPBEhI0UbSaAkUn2z2QtwsjuOLZQUZwBdqLpGv3Kcm9k5mHdo2q4e3hrXi3TCr3kQp+ravVwPMc9jjLm1GVRhrVpCekh35EeAdPIAPGQ9/DeOgbG7nt9D4UraYKZJmZYQgUjoBh42SYEtZDWrkJ1OO2+TRc1tx06Bb3hjX7Jr25JjfZTBgChSFAMqT2XUnBpYz7dFi76jUxIEycxQC9IZJruXIAupXDKJaqwUsgC3Guoq8l7TB0ywZBUqI8NK+f88jFe/dhLuYejQHpeUxS04c2aOwRP9wxeuTaVaxJOEvP4ZLzuHyK5eYp6Bb3gqREIG1P5wvCCK54dpERXAH3gqQpk3Rlkrbcv20oXu7Nb0W9tKxM/HD4EKQSCd5r3xnlNH6crFa/7iWYL/4DRcf3oGj9Gic6i6MSw67/wXR8AV26sucsyJuOKo4wsDWLGAHtnAaw5t2nRUBIMRBfFf2KwTCnRkMe8RKUz33hq8tk6+IAgSydDuSs7d4rtgKS1fzLoH9YOGqUEaaHqKtL8AaSa9jxPkwn/rClGA9dDsiUDi9Xv2YszMk7oOz+NeTNxzo8j8uBc4/EIDUzg14T/4ls7fEUdVfXZj/i1q9eODrUqOWqGofmaX/rAOu9JKgnHoS0vPdEu5+1OEZwHdp2QQYxgisIzP9vZFfcFfy47hh9YVzPxhjUnt9m7EvPnMDpWzcRVaUahnD0NNF0ZiUMW6eB9ct09eKx0krJ5nOrIVH4QdFnNuRh/VxVxuYxBHhDwJy8E/o1Y6h+9bgdkFZuxJstTykmZ/bI2T1prU5QD1vhKTeYXS9A4NStm9h1KQm3c3Pog+Pn6tQV5KwiV9CIneSSh2m6Rc/RTApnHqBbH96xtTjzYGsgUqCJFGpSyeWY4gVFpQq7pm7l5ODbGFt/2vfbd0aAH3+F9owHZ8EYPRuKiPFQPPclV5e6x/Qwgusx6J8wzAiuB/Zizf7zWLLDlkLz32Gt0L4xf1UWb+Zk47uYA9TWO+060Qp57or14V1of2gESOXQvBEPidrfXZU+P5/cQFvuJwNyP1hvnoA59RAkpSrTHreymh18fv1sgU8iYAVoCwki1cuUhUSkIBm2TofpzApIyteFZqLtu8RXxHR0Pgx7PoO0bE2oRm+kqXJMGAL/RoAQ2oNXr4CkbxKpF1gB/ULro2LJUl4HVn6SS6JzJEonJrE/QJf4lYNq6ApIKxed5mvY+zlMR36GvNkYKHvMEHw5O1OS6DlsImOaRqBRRe9vr3Yw9TI2XkhA7XIBeDWyNW+YWu5egG5BJ0hUpaCZnsSbHaEUM4IrFNJF22EEt2iMeBnx+5ZT2Bhj+zB/PbETGtSswIsdonTl2VOIu3kdzSoHY2RjWwN0d4UQXEJ0VUOWQFbHubMy7tr2tvn2npp2vwmxkZWvC2W/uZBW8r2ImLftjyf8vZ6dhYUnjoH0HyRSWqXGS80jBek/6Mp6tT9FwJp9A4qoSVB0+cQVFaKbY07aBv3a8dQv9ZgtkAY3F52PzCHPI0BI7T/JF+i5yhJKJXrUCaV1LbxZCpJcbjstcIGLfu1YmJN2QFZ/IFQDiu7WYK8LonnjHCR+5blwwWEdZ9JvYsnpE3R8r7ph6FKrjsNzxT5w/rFYpGTcx+DwRmhZtTpv7mpJ1D79HNTjtjv0QIM3RzhQzAguByBypIIRXI6AdEXNt38dwYHTV+FfUoVZk7ogqDw/T4NJZbyvD+6lLk5v04GTfmwkRZk8aZW3mgplp/ddWX7xmGPMQ943T1agVXT9BIrIScUDA7bKxwgYzWZKajckxtM2XvmlRXBVDGvI77l8V7eC9L4mPbApGfSB4nKWOwnQLepBi+WRdmek7RkThkB+BEh2xd7LKYi/k05fJg+IyVlb0t/WFyQ/yW1foxb6iyiSa7mdAN3CrhRmZe/vIW88/JmQm06vgOGf6ZBWjYKa9K0WUEhk/+djh5Fr0CMyuCqGivT721VIyGfgxyPRdPrHnbrRB7F8iPHwXBj3fQV5o6FQ9pnDhwnBdDKCKxjURRpiBLdIiPgb8FBnxIzlMTidchu1g8ri60mdoVHKeTG4Jv4MjlxPQ6NKlTGmSYTbNswXt0G/brxHflTcdl5ABabTy2H4560nLCp7fQt5k5ECesJM8YWA2WpBtk5PiWuOQY9snQ7Zen2+/7e9nqPX01Yiz5KQgPJ4pQX/1dVdxcFeFE3iXwWaycddVePxeVZDLvSLe8NyLwmKDu9C0eZ1j/vEHBAPAqRFyqGrl7HlYiJ1qrxfCdoXtGll3+jTmR/pAiS3ei1K4MUixujvYTz4DaSB9WjBKUnpoKe6plvQEZa7F6EeuQbS6m0FdZ+QP0ICvb2oVGGg2Xv6hgVWwMvNo3jB15qZBu3PUfTYm9+713ixIZRSRnCFQrpoO4zgFo0RryNu3M3BjJWxSL2ViRb1gvC/Me14sUduvj/btwvk9npqy7aoUaase3bMRuTNtJ0dVk8+7nJjdvecEO9sc8oumOL+gPnyvqc6qR67FdIgbtLFxYuC93pGPic2ovqItOptxJUSWL0OuY8ILCGtBrPZoYXKpFLaj7qUSoVcvQ4PdLb0ZLuU9/PDm607QC3n5yGXQ04WMcjeZ1Le9EUoe9raW3mb2KutyhsOgbLvD97mPvOXRwSS7t3FjpQkWgmXSFvS+qdeOCQSsZ6Qdx8MMUdydYu6w5J+9pm9cc3XjkG/tD+tA6KZdsF9MJzQsOLsSZy4eYNWSn6tZVtULlXaidneM5Q8lP3paAwl8uSIG8lk4EP0S/rBfP04VCPXQVadvzO/fPieXycjuHwj7Lh+RnAdx4q3kfFX7tIeuZm5OnRvUQtTBrXgxRZJiyTtDUgT+vHN3Leh+7UdLPdToOw/D/LwQbz47G1KSasR08nFMF/YSl2X+FeFPKQrLHcSacQI6rKQNxsNReREb1uaT/hrj7DmGAyUqBLSmmswIMegoxFWkmpG/uYZjQ6tV05Iq0qFkgobcSX/kTSukkolSqnUKJ3vNXIjZJcb2VkgfaofaLX0JVKRldxIkFYjA8PCUcW/jEP2hR5kuXUauj96UrOqocsgq91FaBfcsmfY8ylMR3+BtEoE1KM3kU+oW/rYZN9AgHwH7L+Sgn1XLtEFkaJvJGpbN6B4FB3LT3LF1M+XPCjWrx79zO8be8tC5XOfQx7xsmAXY/6iUmObtkDDipUEs+0JQ6TX88/HYqnpL7r0gEah4NwN0/HfYdj1EWRhfaEa+Bvn+oVSyAiuUEgXbYcR3KIxEmREzLlrlOSSyNGIrg0wvAv3qULkpv2zfTthtFjwn8hWqFPOvWIMxj2fwnj0Fyiaj4Oi+1eC4CRWI5abJ2E6sRimc2uoi6TQBenFR/6T+AWI1W2P+KU1GqE1GTnry5xnJGT1/1ODHxoNyHkUeSVklfxne63wFGE7GDbSaiepqsdRV3v0NT9xVcnci7baqyiX1Wjw56k4pGY+oOR4YP2GaFLp6Sl5Htm0fEaNB2bAGPMDSJVTzRsJnnbHYfumU0th2PY2JCXK06JSkjL8FU1x2Ck20OMInLudjq1J53H34UMaqe1aK4SS2+ImYiW55IgPOeojrdEOatob9xG50mYgb7btPsnv/VuCbVf+olK964ahsw8VlSoMxG1JF7D7cjL9XRrVhPuCfI+7cwi8n1xfOIzgco2o6/pEQXCvXr2K6tX//2YjKysL2dnZqFq1aoGVXbp0CcHBwVCrCz/oPnPmTLzzzjuuo+Khmf8cScH8jbZqfFMGRqB75JPFidx1jZwr2nclhT6ZntSipVvqzFdjoF/+AqQVw6F+abdburx1MilxT4ntyT9tSyB9bZuPsxFb/yreuize/F6bcBaHH7XaIE+BB9RrgIjgJ3HSmUy26OojYkoirDQtmERZ7a89irg6kiKskMkoUbVFVslfW7TV/rc0/beavubJFOHV8Wdw9Hoaxb9nSD10rS3Oxve6Rd1gSY+HLHwgVP2LrnLK2wXloGJL6kHoVgylo1UjVkNWg5+jIA66w4aJAIH7eQ+x61Iyjt+wnfmrV74CetWth+DSxbftnRhJrjU3HSRV2Zp7B8pOH0DeagrdL+P+r2GM/RGyJiOh6vWtIFdUem4OSGVhEvEXc1FAPsDQm0w0VZm0nuQraq1fORTmKwehGrIUsjq2ImPeJozgimfHPE5w169fT8locnIyRWX79u34+OOPERISgtzcXJD3rVYr+vbti8DAQCQkJODbb79Fx44dn4mitxJcsqAVuxOwck88XdvHY9sjIpTbfmqkgMan+3bSFMwJEVH0R90dyfvK5p9mwj5IAuu5o8qr5pKiCCQVmaTVWM1GQCKxEdtmYyEpL05S4mmAk+7fxa/HjxRwQyWXoUVwtQJnWkkaMYnyFiUk5Ze07SiltBHTAuT1EYG1pwx7krQWtY5/v7//yiVsvnievhxZpRqer98QJKosJrHcS4but/bUJdWg3yCr11dM7hXwxZp5Fbo/esCqzQQr7ibabRLUMfIQadOFBJAHaX4KJX2QRHrCMgHyk1xyBnlgWAOPw2I6uQSG7e/QzCjVsOW0vV7erBqASQ/N1JO0pzzfQrLrCMFLfZCBqv5lMDmyNciD0+IkF+7dwYK4o/T36MuuPTn/XbIX5ZTW7myL1nuhMIIrnk3zKMG9desWxowZA3JBpKSkUFSaNWtGSW6FChUwZcoU9OzZEwaDAXv37sXcuXORnp6OAQMG4MiRgjfK+SH1ZoJL1vHz33HYdvQS1Eo5Zk7qjFpBbhaE+tf1Zj8/UqtcAP2Sdkd0f/aB5cYJKHvOgrzpKHdUecVca949W8T2+AJYddnUZ3mjYTRi60hDeq9YJE9OkuItO1MuFqqdkFZ7VNV2ttV2lpWQ15KPSCw540re08i5PwfE09KdVpt49zYWn4oDeSBVu1wAvckUWxETe2sHyNXwm570/6mDTq+W3wk6UjH55kkoWk6GovOH/Bpj2kWNADn7vi35wuMWXc2CqqBnSChnxyVEvXgnnBMjydWvfhHmlD30jKY0qDmMez6hvavJcQMhZMXZUzhx8/qjolLtULkUP20dhViLOzY2XkjAwdTLiKpaHUPCG7mj6om5pMK99tu6AKyCpp1zuQhGcLlE0z1dHiO4JCo7aNAgfPHFF+jfvz8luITIhoeHP47mLl26FBcuXKDnYkJDQzFqlI1AkehufHw8VKqn96PzdoJL1vjVshgcTrhOe+POmNgZZUtx23/sk307abrnmKYRaFTR9aefxug5MB6cCXnDF6DsO9e9q1HMs415MMb9AVPc77Dm2Poiyur3pxFbWTX3Ur3FvGwufCPnTI/duEZTb8nnPr+Qz/YrES1RWq2mKcR8FK/gYg2e0EH6Vy85fQLkptxfpabncsVWzES3pC8s1+Mgq9sDqhf+8ARMhdrUb5wMc8J6yEJ7QvX8ItH5xxwSBgHyvbPncgolt0QCS5SgZ20jggsegxLGG++wIjaSa7l5CrrFvQqAJ496FcouH/EOaHErKlUYoKQQ49wjMSC/Ty83j0RYYEVO8devHQdz0naoBv4KWVg/TnULoYwRXCFQdsyGxwjuDz/8ALlcjkmTJqFevXqU4D548ICmHp85c4Z6T9KTDx48SG+KyesDBw6krzdq1Ii+XqZMGcTExCA62taIOr8MHjzYMQREOipXZ8LCXcm4nJ6LOpVLYWofbtN/Tz24h9i7t1FRrcEL1VxPzVI8SEbAjrEwlQjCvb62Aku+Jn7J61AieS1k2bazkfrgtsgLGQR9JX56wvkKfml5uUjMeoCUHFukWyOTQyqV4GG+9OOmZQPQOtC3K1C6u587b11Hck4WVdM6sCKalnWvOJy7/uSfL8u7g8BNtu/lrKj3oa3Zm0v1bukqGb8IJeMXwuhfCxndfoNVrnFLH5vsnQjcyHuI2Hu3cUdnq1jesEw5tAqsCIVEXGn/YkT3gcGA7TfTkGHQU9zaV3D9Ybi761OmH0O5/W8WUGNRB+DOAFINnT8h373kO1iM37/8rbpwzZdysrH91jX6mz6+NrcF2TRpu+Af+wkMFZogo/M8Ty3RLbu1arl+T+2WYTa5AAIeIbj3799HWFgYJk6cSMnr/Pnz8emnn+KVV16hEdykpCTq5JIlS0AKS5ExJGqbP4KbmJhICfLTxBciuGRdqelZmLE8Bjfu5aBDk+p4ayi3kcIvDuymbUrc7W1mP4dL2m5Iq7jffkgsn1HT2b9gilsIS/o56hJpIq+IGAdZaMGnyGLxVyx+nL51gxZuuXDvLnUpQONH+0m2qVYDpBfs+Tu3aRXlAD8/2haHSdEI7LqUhO3JtvTuVlWr4wWOU8OK9uDZI0xxi2DY+QEdoHkzERKN51scmeLXwbBpCiRyFVRjt0FaIcydJbK5XogAOV+7I+UiTackUs2/DD1rS9rkMXEcgfyR3DbVa2KQh87k2qug/9tzzevnaGV0PoQUVPot7gjNdosIqoLhjZryYcYlnSeT0pGQavuNDa8RiGZ1hb2u150/h9i0VLSvUQv963HY9cNiRt63dQCTzivTlFkE16XLmZdJHiG4Wq0WBw4coAuyWCx4+eWXsWbNGrRp0wZRUVHYsGEDgoKCKAEmUVuz2YytW7dSInzt2jUMGTIEhw8ffiYgvkJwyQJPJ6djxsrDeKg1YGC7UIzv1YSzCyE6LRUbzp9DUKnSmN6mg8t69X+NhPnSXig6fwRFy1dd1iOWiebEzTASYnvtKHWJnPMhqcgkDZvJ0xEwW62U1JL/SBEOIsGlSoPcEEVVqcZg4wCB/O0pQgLKY1BYQ1QoWZIDze6rsFe/pK08Rqx2X6EbGsh5W3LulojqhcWQ1e3uhjY21RsRIJ8V0jEgQ5tH3SfEllQlZ+IaAgVIbrUaGFS/oWuK3JhlvrAF+vUTCmqQyOD3Tiogda9d29PcMlst+PloLG3dVqW0P6a2bMt5USVX4dh/6iq+W12wDs30IS3Rsalwrc8e6LT48Ug07XbARdvJ/FjoN74Kc8IGKHt/D3nj4a7C5JF5jOB6BPanGvUIwc3viclkepyiTF4/dOgQpk2bhipVqkChUGDVqlV0+MiRI6HT6ZCWlobZs2ejfXtbBc+niS8RXLK+fadS8f1qG9l6uU9T9G9DDuFzIzMO7aX9/4Y2aILIKq6dRzKd+AOGHe+L9hyeo0iZL+2B8fhCWC7vo1OkgWGQR4wrFsWzHMXo3+MeGgyPiS1poUCEFC8j0Vqx9nF1da1imJeek4PFp+Nw92EuLYwzICxcFBEpqy4L2u9tBELx3BdQRLzkEbisefdtFZOzrkPZ9RPIIyd5xA9m1DMIZOq02Jp0ASdv2lJKQ8sHolvtuqhZlmWKuLsj+Ulu66rV8bwHskjIGVxyFtcuilaToejET+E4e1EpUin5jVbtMvFVLAAAIABJREFUUKmkeIpKfbksBkcSbNe4XVqGV8EHL7Zxd5udmk+KbhGcyvn54YP2XZyaW9hgcgaXnMWVVm4E9bgdnOkVQhEjuEKg7JgNjxPcp7lJIraZmZkICAgo8DZ5zc/PD0qlstDV+RrBJYv9O/oiFm49Tdf9zvDWaNvINTL6b+BI4R/Se5MU3Xi3XWfHrpp/jbJmXYN2XiQkmrJQTz4GiVIcUSVHF2NJOwySZmm6YKvGKClTHYqI8bQyMmSFX2uO2vC1caSHJCkcRSK2WTodXV79ChUpsXW39ZSvYcXHev44dRzxt23Fzkh6GEkT87SQlH7DljeoG5opJyApHSS4S/ZIsrzZaCh7zBTcvrsGr2Vl0kqtpI1bxZIl0almHUglEnfVFov5JF1y08XzMJrN8FMoKLEVw+fCl8AvQHKr1aAtzIQWc/JOWB9cgTSoGW9HonZeSsKOR0dCxjVrgQYiS2ufMmc7rt621WWwS5M6FfH5S89un8nXPq08dxpxN67Rz1uPEO7O4+aRB6a6LPi9dwPwovPyjODydaU5r1eUBNf5ZRSc4YsEl6zwz+1nsfZAIl3sjEmd6bkLLuTb6P24lZtDz9aQlFJXRPtdXVj1OVANXQFZ7U6uqBB8juXWGRuxPWdLqZSUrAC5vZetCM4RCg6IAwZJRd/jN67j2PU06M0mOqNp5WBKbFmUxAEAORyyNSkRey/b2quJpV+lvQKmLLg5VAK177BDSvpkkn6ZYkiTdmWbSfRxxqF9lKDZhZwXHd/Md+oaOIOL8coVGC7aqh4rQ+tBUfPpv023crKx6cJ5kD7b9u+jbrVDUFFEETdn1i32sflJrtjqAXCB3cmbN7D87EmqqnfdMHSuVYcLtZzoMBjNmLUyFkcTbz6hT6WQ4fe3+6BMSW47bhTlOLke5h6Npr3rX2vZFtXLcNPW0rB1OkxnVkD53BeQeygjqKi1P+19RnBdQY2fOYzg8oMrb1p/WHsMu09coW2DZk7qgsoB7kdLT926gWVnTtKUxw86uJZmYj8zoWjzBhQd3uFt/VwottxLAkmrJv1siZCIs/xRxFaIhvFcrEFoHZcy7j9ORaaYSSRoWaUaJbZi688qNDaetBd38zpWnrWl7JHI+fPhDT3b09NiRN63IYBJD0Wn96FoNVUQeEzHfoVh9yeQ+leBauw/kJTg5uGfIM4/MkKyIVads2Xp5Je65SvAX6VCCdILWqmiPaHt/0//KpRQPaPgopD+c2lLe/wYMr77roDKctOnQ9MissBr+YuvlfcrQc/atmCtf7jciqfq8lWSSx7gLog7ihyDHs2DqmCEiIpKkfs+cv9HpG7VciipUeLSzUxahFUqBTJz9PS9L17qiMZ1uG3dU9QFdfjaVaxNOEvvBd5yo55LfjvmKwegXzkM0oA6UE86VJQLonmfEVzRbAUYwRXPXjjkicVixedLDiHu4i2EVCmHryZ0glrpfoGFOYcPgaTH9Q2tj441azvkS/5Bpvj1MGyaDGn1NlCPXOv0fCEmWLKuw3xyMYyHH5Wel0jpWUGSiiwp5/kUTyEwcNZG/J10Smzt6bBquRytqtagxLashrVdcRZPPsZfz87C4lPHaUV0ctRgYFhDevbQU5K/GIx64kFIy4fw6oo5eQf0a8ZSGyRqTKLH3igLThzFhbt3XHJdIZU9Ir2E/NpIsI0I5yPECiVKqmz/VssVLtkRalLG7NnQHi1YREcT1RLl3rS1iUm+fw+bLyTgxqMWZOT7iKRIllKphHKx2NvxNZJLMid+jTuCKw8yRFVUKk9vxKyVh3Hi4i16zQ3pVB+jnnsyNdwe/CBjJvZtir6tuavV4sjFTnq2k+JupJgbedDEhWh/bAJr7m1opidBohLPGejC1sYILhc7z40ORnC5wVFQLfeztfhiSTRSbmQgKiwIH45u57Z9QmT+OHkcpVVqfNypm9P68heZ0Uw9CTFFQq15GTARYhv7I40sEZE3GUkrI0srNXB6rcVhAjlTQ4htSsZ9ulx/tRqtqlSnqbAahbhvjovD/vx7jeQpPiFIFx+1ZiJVTslNv6eEtOghrXqkgfWgnmAr2saHkGwM3cJugNkAVf95kIUP4sMMrzpJBg2JfuhMRpIbUcAWiYiQc465Bj1IQTcSWSJ/yb9z6V/7f3oayXFUSLuuEoTwPooK2yLC+cmxnSTbIsfkTKuQcufdd2BMTS1gUlm7Nvw/+xxbLp5HTJrtvaqk9U+tEDSoKGyLFCGxELOt/CS3ZdXqGOyBwlNc4bPy3CnE3bhOKyW/2bq9KIpK7Th+GT+tP06XGFa9PEY/1xANalV45pJX7zuPpTttbQ17RNbG5IERXMFTpB7yoJVUVTZbLLQrB+nO4a4Yd30E4/Hfoez0PuQCZQO56zMjuO4iyN18RnC5w1JQTSk3HuCrZdG4m5mHXi3r4D/93Y9a/HQ0hj69dPUJnPanCFizb0A58FfIw/oJisdTjZl0NA3ZQIit9gEdIqs/kPay9aV+vVwBTc7UkvO1hNhez8qkaiuUKInW1apTsiT1okIPXGHibXr+TkzAoau2vp/tq9dC/zAO+xM6CYa9SIiizetQdHjXydkODDcboFvUHZa7F6BoNx2Kdm85MEk8Q0jV8XUJ53D5ge0hEiFrtcsGIC3rAR4ajfQG+7k6dR2+0Saf31y9jfzaiTDp3/nQaECuXo9c+99H5NjiBCEmRxIoAaakOF9UmESE7ZHhR3/JGEKKXZXcbf8ge8UKWI2E8P+/WNUa7G/XCqeCbcXLSMSW4MOKcLmKNDfzfIHk7kxJoj2TiYihqFT2Qz1mrTqMMym3qU/Du4RjRFfHHsYfOptGI75ECCme9Yprx85cuToOXb2CvxPjUaNMWdpWyV2xXD8G3ZL+kJQOhmZKnLvqBJnPCK4gMDtkhBFch2AS56DjF25ixvJYGExmvNitIYZ2ru+WoyT6Q5qakwjd552703OWzohxx3swnlgMRYsJUHT7zJmpnI8lxWZMh+eCpCUTkdXtAUXzsZDWdL3fL+dOikQhqYJs72F7L+8h9YoUiiBP5CPZeTaR7JLjbpBqsuvO257ih1eoiMHhjT2Summ+vA/6VSOoH+qx2yAN4q6HN9H5uKBV+CAavfUmWX/+3OMopEomR8+69dDOxQJ/rq6bpGTmPI4G620kOF9E2Pb/j143Gmhkxhl5HBVWqOj1R8mxqmDUuJTy/88WmzPuI2fdOjzcswfpgeWhV6lQ/foNajK1ShDUegMq3b2HpDZtUP3FF1GLtf5xZjt4HevNJPfkrRtYfkY8RaW2Hk7GL5ts/jSoGYhR3RuhfvXyTu0fCYDMWhGLWxm5KKFW4qc3uqO8v59TOlwd/PuJY0i8exv96tVHhxrOH3f7t13dzy1hybwKzWunISkp7NliVzBgBNcV1PiZwwguP7gKpnVn3GXMXWdLYXnt+Uh0i3CtCrLd4V+OH6bnm1wp+U76yOr/ehHSyo2hHrddMAzyGzKdWwPT4Z9AUheJyGq2h6zZWMhDe3rEHzEbvZ2b85jYkptZInUDAtGqWnU0qlhZzK4z34pAgGRikCMHJHpHqskOqt8Adco5d5PEBcj2ysaSMtWgedXWy5sLMe79HMYjP0NauYmtqJSTD+O48MEVHbHXrmJjYjxMj8giyYzoXifUrYinK364Mof4/Dg1mpJhEinOR4Ifp02T94wwWf6/GnRR9mrcuInWZ+NR6fYd5JUqjQ39e+O2XAap2UaqLTIpyuY8xLh1G+i//dq3R+mhwyD7VyvBouyw9/lDwBtJLqk7svDkMZBMB08XlcrI1tLIa0KqrRq4u0GLnDwDvll1GKeSbe3kPhvfAU1D+E/lJ789JBuQCGk9SepCuCPG/V/BGDsXvGUCuePcU+YygssxoG6oYwTXDfDEMjX/uYtPxrZH81DXyYn9y0kpk+Gzzt1Bmpw7I3lf2WxrJh2CJEC48vqmC1ttxPaWrQqpNDgC8ohx/8fed4A3dV7vv9qyvPcegG2WMcbsPQMkhITsQQbZTdu0+bVp0/76b5vk15U2nWkzm4TsPUgCIayw9zBgY2Nj47330Jb8f853dWXJyLa2ZNB5Hj+Sr+79xrlXV/f93nPeA/EozMlzxN/O7FvV2cGA7dHaGhj6uQfIKfGJoJIPvhQncmYugWOG9oDOaMQrxw6zEFjKuaS8XFK+9rapnp+G/p5GSGY9BMkK1yM79AXvQrvlCUAWhqAHtoPAs78b3VeJVaeSNmRZ0TEsFcRdJTX8cf4UAs0DYgIQA3nDHCtMYdS0sJZ+5Bjyj5+AWK9HaUYads6dDZUNsSjy1fdiEtDxwn+gr6+HLHs8wm6/HdJJrkUu+aPvLMd0tqIZb317htU9DVXIWErSTYsm+OWwRxPI1RoMLGKNvpvJYeH48ZwF7D7pC9u0/zz+u5l7dpkyNg73rs7F+NRotwzlxU0nsOUwV07ugWvysG6h+2rVDjXAnRVl2FJawhbMH5k5x6V5GBsLoX79KggUUQh6vMiltrxxcADgesPL9vURALj2+cnv93r161P48kApFDIJ/vjIMoxNjHB6zK+dOIpzLU1YkjEOayc49vCgfm0FjE1FkK75K8RTufBET5qh/DvoD/8HhipuxVAYP5mrZZu33pPdjsq2KQSdgC2J2vA2IykF89IyLusH7VF5stw46I8LT+NwbTVrcemYcbh2vGPfaVeHYqw5CvXb17Nm5Os/hTB9ntNN0vdc8+7NXFt3fghhxiKn2/LGgZQX+0nhGVAYJBmJtRGwDZSyAQzNzVxI8p7dzDdhd94JrF7N8oi/LjuHkmZrRenZqWm4dfJU9Gs0DOSqjhyBKCyMgVzFMu/lGXrjurHs49G/fYPaFm5hhLe/PLoCE9LcA4DcPZ/RAnKpvBqVWSNQ+9N5i3xSN7mpo4/VtS2taWengYDtzYsnuvuU4It95/HaFg5AU5QfRft50ijagxYPqLwgieTRM4YrpnplCfpbz0P+vQMQ+nnFiwDAdeVMu/fYAMB1rz992hqFo+w9XY2U2FD88eFlThf8plpwfzu4l+l5Pr1slUPhc7rdf2RqxeLc2yG99u8e84ex5ggr92O4sJ31IYgcwxhbyfT7AKHrZZM8NnAfNFzQWM+ALV+ChEqKzEpJZcJRFL4asMvfA3srK7CphFv9Jrb+til5CPJi7VTdzmegO/IiBMExCPoxlx/sqPX3NIAW0EgVXbr6TxDn3+toE17d/7uL5Uzxl7dlYzOxOnO8z1gir05+hM7UJ04wcKutKIc4IQERDz0E2eQBER0S4KLSVy19nCYAhTlumDbTSnCr++OPWBtkoWuvQ9j6y29Rk8oBPr1x7yXeJHVcUsn1V/N3kGtZP9lXolKf7i3Bxm9Os1OYlxmPe1dPRWZypMdO6ZHiepaXS5otxA7TIoknMztK21rw8jGu1Nevl1yFCLnc6bnp9v8dur1/dlsUkNMDsePAAMC1w0le2iUAcL3kaG90o9UZ8Mxb+5jyHhX6poLfztqbBcdxprGBgSAKbbTXDLXHoHnrOrbKRqtt7jZj41noiLE9t4k1TaIDkhn3Q0S1bGWuy9K7e7y+ao/CA4/WVjNgW9nJKUiT0AsxR/NTMxARqGHrq1Pjs37L2lrw+sljoNA8Kj9DJT28GSKremke+tsvsugK6TXPOewHzZtrYag7DvGshyFd8bTDx3vrAFpI+ry4ELxg25T4BKzOmmC3GrK3xumrfnq++ALdH7zPulfMX4DwBx+EcIj7UUNPD9svMdT2Qpzq0CHG5pLictDMmQi97XZIUlJ8NTW39Eug9vC5OhwuqkVXH1fWbrCFBctw39VTsWK6a5obbhnwEI34K8i1FJVytmKEK36rb+3Fnz84iPI67nf5/mvycIMXwoapr+qmbsYYU7i7XCrGPx9biaQYzy1yby07D1pMoHsgLVA5a/3tFVC9NB+QBEHxM65KgL9aAOD6z5kJAFz/ORduGQmFvPzfm/vYDWzptAz85NbZTrVLP05/3s/Vr/zNkqtYaJ29xufhyjdsgTBpmr2HDbtff1s5tARsT3MPRgRmWY7t9PtGhbKeW5xgRyNKnRZH62pYPT8+34/Yj5nJaZiflg652Lv1LO0YcmAXL3pApdOBhOSoZiHl2dPilbfCZY1NhVzNWgCyW9+CKNP+etuaLx+DofATdgwd64/WqVaB1JGLmrnSHlRi65rsCYwxDxigb2hA9ycfQ3WAW/gMv/sehKxZ47JrdLU16HjhBegqKiBJSWUhy/IZ3qv/6eoEaGGaAO0hE6jVm4S1qF3Kx+xVaXGxgSvbRiYSCWEw7RMXGcxKyPgr0PU3kEv6EyS+R/nf+YnJWD8139XT59DxH+46h3e2cxEspJVy76pcjHEhncyhzk07KzU6/O2jIzhyjkub+O2GRZjhgm7LcGOg55FXjx9BdVcnbp+S59JvjfqNq5nGivyB7RDG21cyyRn/uHpMAOC66kH3HR8AuO7zpd+0VFLdht+9vQ9dvRrctHgCNqye6tTY+MLns1PScGuO/W2o37kRxupDjGUhtsUVo7BE/eEXWLFvZkIxA7XE2goiXcvrcGVc/nZsm1JpVkSmB22ylLBwzEwhYJvBws0DFvAA74H3zpzCiXquhNbycVm4Jss7ojW6fX+Fbt9zEEgUCPpZuV0nhA9PE0SNQ9AD2wCJd8pd2DU4004kqELCKrwRsF0+NsuRJi7rfVVHj6L744+hr6mGOCUFkQ89BOl4911z/QYDOl9+Ccq9eyEQixnIDbl2rd/6tL1HhcNFdQzY8iq3NFiZRMSirwjYUomYzOQoNoedJytR19KNkCApFuam4URpA749Wg4qB0Pmz0DXX0CuRq/HqyeO+ERUqrqpiykkE/FA9sCaPKxb4Hmxp+G+AK9tLsAX+021f6+eihs9JFxW2NSIN04dY88gTy1byepoO2O6Iy9Bt/NpiPLWQ+ZEBJAzfTpzTADgOuM1zxwTALie8avPWz1UVIs/vMOtlD+8Nh9r5zn+sNWhUuF3e3awNv530XJEK+x7sNQfeRHanc9ANGENZDeagKmjHlF3sTIglM/Lm3jaXQzcCuO8K5Lj6NC9uT/lS/M1bNV6Pet6XFQ0Wyn1FjPnzfkG+nKfB3aUl+GbshLWYF5iMm7PmeqwarozoyEWl9hc0aR1kK17cdgm9EWfQ7vp+xAIRZDdv83vvvsk2La5tBh0rySbkZyKq7PGI0Ie5IxrLstjej79hIFbMsXiJYh48EEIJJ6JJOn98kt0vfcu6yt4+QqE33MPBDYUmX3haBKK4kHt+Zo28xAiQ+XIHTcAapMdCBnderR8VABdfwC5H5wtYL+V3haVend7IT7YxekfzJqYhHtXTUVavH+kU5G6Mqksky3Lz8D/3OJcxN9I36evzp/D7ovlmJ6UjDtznWPNiexQPc8dq/jfhpG69NnnAYDrM9df0nEA4PrPuXD7SCxvXk/eOQ8LpqQ63McnRWdwqKbKoXCe/tYyqF5ZBEFwHOQ/OAKB2P7w5n69FgSQ9YeeR7+WExgR59wI8fT7IUye7vD4L9cDSJ2QB7b8HCfFxjPxqEBI5OV61t0/r+KWZvz3BFeflhj/W3PykBzm2Yev/o6LUL3IKSnLbngJoomcwvJgMzachvqN1dx+N70G0fhr3O8AJ1ukB/bPi8+ymuFkqeERuCZ7IrKjvV9r2MkpePwwfW0tF5J8+DBIzSZ8w30IWbXK4/2qT51kIcvGnh7IJk9G2B13QprpvZJ1lhMkIMvl09ZZKSFT3mPu2DiOqR0bi6hQ1xZERgPQ9SXI3X6hFFsvmNjK/JnIifN8PdiK+g7G2ta1cnnkzhINnv7CUAQBjZNC4Unk6tlHlkMqcaw85Ehj7FKrmaoyicfdnTcdeQlJIx1i83PNuzfBUHUQ8nu+hDDF+Zxepzq386AAwLXTUV7YLQBwveBkX3bx7o5CfLCziKnl/enh5ZiU4dgDGNUu/O2ubWwKT8xfzMRp7DHVs2noN+ggu+NDiMbYV8pDf+xVVtC7v48rdC7KXg3JzAcgTF9gT5dXxD5FzY04VleLs00DK5jTEpNBYeRUWzNgAQ846oFujRovHTuMpt4eBEkkuHlyrtMPIPb2rT/yErQ7OaEoxc8rAbF12Fq/ugvq11eiv7Ma0qW/gnjuD+1t2uP7kYDU/qqLrB9SJKdSapQGELABD6gOHUT3Bx9A39QEyZgxiHjgQa+CTCpB1PHiC9AUF0MUFYWw2++AYpF9v0OunkcCDDyopVBk3sYlRSJ3HAdqp4yNh1zqXhBB/fg70PUFyKUoi3dOn2SnwVuiUhu3nsane7jomDmTkrHh6qlwhJl39Rp09HiKLqC83LLadkjFIvzth1chPT7c0WaG3Z8/D3KxmOm6yJxQ8deffBParb+AaNINkK17wa3jc1djAYDrLk+63k4A4LruQ79v4T+fH2c/fDHhCvzhoSVIjHZMNY/Ki1CZEWIGN0yzT7xD88l9MJRuhWThE5As/OmwPtIXvMsB284qtp9wzCJIZjwAUdZKv/ettwZI9fqIsb1gYowozGpWcioDtsQeBSzgAVc9sPHUcfPCyarMbKzM9GyOmPrtdaByX/Q9l93yptXw1e/fBuPFvayWNtXU9gc7XFOFb8rOgxb9yBakj2EPzPTAFjDOA5QLSyHJPZ99xv6nMGEKSfZoPZJhnN/52mvo284t0IbeeCPCbr3N7aeKRKEoJYhA7ZFz9dDouFQRMg7MmpjaMbFu73uoBv0Z6HoT5JK4EYlK0SIeLQTf5WFRqdLadjz73kE0d3DRZ49ePx3XzPFN9ICjF5taq8e/Pj2KfWdq2KG/ums+5kx2ryI5ifAdqK7EnJQ03OKArgs/l35VJ1R/5+oE+2uYcgDgOnrleW7/AMD1nG/9qmXKx6UfYap/9rsHlzCJeHtNY9Dj/+3YCio98/jchXYBKgKt2i1PMLAqv+NDm11Rfh0Dti3F7HNRykyIZtwP8aR19g7tst6PyrnwpX5I9Zbd1CVSFoY8OzkNcSEhl/X8A5Pzvgf4sg7UM6mM3jk132MCZf19zVD9kxOvIxBLYJZM++0voT+xEcK0OZDf9bn3nTCoRyqzRfVsL3a0s08oUoLCkdMCC0tWntJVVqL700+gPnYMAqkUERvug2LZMp+fv75t36Lz9dfZOILmzmXjEoa7xk5R+R4q40Oglsr6WBrlWfLhx2OTPFfX1B7H+ivQ9QbIJU0KSr+g7y1Fnv1k3kIIBUJ73ObUPpaiTXMnp+C+q3MdJhOc6tjNB7297Sw++o6r333PqlzcsoQDlO4wqmv96onDIFHM+/NnYXJcvMPNaj68C4bynZDd/j5EY50vhelwx3YeEAC4djrKC7sFAK4XnOwPXfSpdaxgfHFVK+ZOTsb/3uVY2C+J0ZAozcTYeDw4fdaIU+rvbYLqX3msblnQ949AEDywem0o28aArbHuOGtHGD+ZY2yn3jFiu1fCDrTazOfX0g8CWVSQAjNTUtnKZ5jM/pzmK8FfgTm61wMU/k5sLhnVyaXyDlTyxhOmP/U2tN/8nDUtnnY3+nvqYbiwk5X+onIQlvcNT/Q/XJukukrhyPRdJAuRSnHdhMmYnuReVsPb8/JEf8p9+9D17jswdnZCmpWNiAcegCTDf8K2NUVF6HzxBehbW1nINOXlynNzHXJFQ1svDp+rxaGiOvY7yhspHxOg4ZnaxGjPfFccGuygnf0R6Hoa5PKiUkKBAD+bv8RjC8LnKltZbdm2bi4c/Yc3zsSqmWNdOV0+P3bHiYv45ydH2TiW5KXjp7fNcduY6H5K54aeY369ZAXo/DhihrMfQ/PVjyDKWgXZLRsdOdQr+wYArlfcbFcnAYBrl5suj53qWnrwzFv7UN/ag2vnZuGR6+xXs+snJeXtW0Cs4g9nz8eYSK58wXCm+ms2+jU9EGavhITYGUkw9Aefh6FyLztMEDmG5diKZ9xP/43U3GX/Of3g88CWD4NMDAllpX7mpKZDJnJ/ztZl79TABJ3yQLtKhRePHkS7SolgiZSVCcuJ94wwi/r5PBh7uNqxZP39gPy2tyHKXOHU2N1x0O7KcpAwDa9MvmJcFlZnTfD4XapPpcX+wlr0KDUsZ4+Akz9bv0aDnk8/Rc+Xm9gwg1etQsR9dD/3PzO0t6PzlVegLjgFYVAQy8ul8Q5nVIaHQC2JRPElXmh/Uj6m3Eoe1EaEjI5FR38Dup4CudvLy7DVpBC/YdpMTPHQvevlL0/i60NcebB5Oam4/5qpiI8M9r+L34kRnSlvwnMfHkZHjxoUifCHh5YiWO4e9fMPC0+z6LSF6WOwbqJjNW379Rqo/swtnvljmHIA4DpxsXnokADA9ZBj/bXZwovN+N1b+0GM7t2rcnGrA+EnfFmRzKhoPDqLU0EdyvRnPoT268dtfiwITWCglpSRBdLL48fAlfNNxed5YKs3GllTGRGRmJWSxnJsAxbwgK88QHUjS1qaWfdrsidi2Vg355PplFD+Zdwl05Nd92+Icm7y+rTPt7aw0kk1XZ2sbwL1NG9PMdiWE6Tczcf++S2IKeRt1axx+OEN9ukeeNtZ2gsX0P3Rh9CcOQOhIhjhGzZ4TcjJlbl2vfM2er/+mjURcvXVCL93g1Vzpy804UhxHQ6dq0Nrp9L8GSkfc6A2lolEEXM7Ws2fgK67Qa43RKUI/JHyMIWqk/345llYMX3MaL0chhw3kSH//PQoiKUWCQX4y6MrkJUyMrkxkiMaerrx8vHD6NFo8MjMOciOdiw/XfPZQzCUfO136vo07wDAHense+/zAMD1nq/9pqd9Z6rZzZnsRzfNxFUz7A+n+fXOrVDqdPjezLnDqvZqPt4AQ9m31nMWSiCe+wPG2goUV57ir8FoZDX4eKOHaQK29IPM24TYOMxMSmF1SQMW8IA/eICvYUhjIWGz26bkuW1Y/cp2qP4x+ZL2pNfly0gMAAAgAElEQVQ8B3Heerf1M1JDlBZA8zxZz30Xo4MUuG7iZK+UE+HHtvdMNf5iui9bjpfCA4nNJWYoLNhabXqkeXnqc+Xu3eh6cyOMKhWkkyYh4v4HIEnxb7bZ0hd9u3ej8yWuBrM8Lw/l81Zjf6OWsbUqzYBIFCkfE4ueMyYWk70oEuWp8za4XX8Buu4CudWdHXjjFIlKaTwmKsWLdpIv5+ek4MFrpzEBz8vVtHoDXvjiBHae4JTjf37HXCzMdX3hncSmSHQqVhGMXyxyLFefwC2BXKqwIV/P1dj2FwsAXH85E0AA4PrPufDqSL48UIpXvz7F+nxqwyJMH59oV/97KivwZUkRYxgfmzN0Hq/m/dtguMiFIvMmSp0F2d1cKNuVZFRrlERqqAacQiIBMeA6oxG0nbepCUlMPGpCTNyV5JrAXEeJByxZkbGR0bhjSh6iFO55qFO/uhTGFq6kBm/yDVsgTJrmFe98e+E8dlVcAB89cW32RCx1N1Ntx0z++M4BHCyqHXbPIJkE8ZEKxEeGII5eo0IQH2F6jQqGQuaeEMKhBmFUKllIcu9mEwO6Zg3C777Hjtn51y5U8/P09oOI3PQBwvs60CIJweeROTgZnMTCjompJVDra5Eob3nNH4CuqyBXqdPijZPHUdHRhsTQUPx0/hK3phScKG1gxIBSrWOi4P9zy2wsneY/eeaevlY+3FWEd7YXsm7WX5WD25ddujDp6BjeLjiBgsZ6FhlEkTKOmOovY9CvU/tdmHIA4DpyFj27bwDgeta/ft36m9+ewSe7ixESJMXvH1xi94/5099tYyukw6ng6fY8C92Bf1jNXzL/cUgWP+nXPvHE4P6wZyfaVAOhbpZ9UBgysWL25DR7YmzebvPE+QbsPHkRPUotUuPCcevSiRgt+Wve9pW/9dfc14sXjh5kYWVhMhljct2xIENic3S/YCBXHglJ/t0Qz3zI49MvaKjH9vJStvBERuJR146f6FURNyrN8fHuYny6pxgGIykdWBvdm+dMTkZjWx8a23vR2mX7PsIfFRokRXxUMOIigxkITjC/p/+DIXUhrFZz/jy6338P2pISpkIcce8GBM0bPlXF4yfRgQ6odAuFHVM+LaXqkAUbNLirrQDT+jjmXnjdDUi883YHWr28dvU10HUF5PKiUqTm8fOFS92aVvCPT45g54lKdrIXTEnFw2vzWR72lWa7C6rw1w8Ps2kTi0tsritGZZxePnaIaR38YPY80OKpvUZCUyQ4JbvueYhybrb3MI/vFwC4Hnex3R34FOCq1WrU1NQgJSUFQUFB5kF3dXWhu7sbqampVhMpLy9HcnIy5PLhbyzPPvssnnzyygNSdp91ix3/8clRFnpCRb2pfJA9YONQTRU+KTqD5LBw/GTeoiG71W59kimikokyl0O6+llnhjhqj2no6UFhc6NZ7MJyIlnRsbhuwiQkhYaN2vk5OvC61h58769brA6jchq/f2ipo00F9vehBwjklre3sRGQQAgJhYwmI6C+pbTEXPOX7mP0XcyM8l7aBAHVT/eUmAVqyH/EGsqlEhw/Xw9iGNPiw7FhdS5mTkiycm9LpxJNHRzgpb+mdv59Hzp71cOeCnoo59nfhKgQxJnYXwaEI4IhFNoW+1Pu3IGO114DjEbIpk5F5P0PQBTveIkPb18nFfUdOFJcz8r50HveeOXj2SahKMGWTYyZJlMsXozIhx8BrmBRP18CXWdALi1UUYkzsnvzZiA3wb6ItJGux6PF9Yy1pfx4+m789NY5WDTV9fDckfr1588LK5pBz410D6Lnxv97YIlLYH/3xXKWHjLS8+Rgn1CpICoZJEzKh3zDZr9xWQDg+s2p8F2I8uHDh/H9738fs2fPxpEjR/D3v/8dixcvxtatW/Hb3/4WWVlZ6O3txWeffYb+/n6sXbsWsbGxKCoqwnPPPYclS4aufxUAuI5dYE+9sRcUfjMtKwHP3L/YroN/v3cn2pVK3JM3HRReGzBSf+1HWXsbLrS1oqytBbQ6OZRRwXkqPH8l2Tvbz+LDXVx9PUuLDQ+GTCqETCKGTCpmLJNcImKvtE0q4T7jtlv/z3/Obbe1vwgikedqH7py/kidsriaKzcyMS3GpYcEV8bhzLFUPmd/FZeTNS8tAzdNmuJMM14/ZnNpMQtHJhMIBLhxYg4bv7esuqkLH+8pxu5TVeYuSZzmmjmZVuItOr0BErHjIkaU59/cYQLAbSYAbAbDfQw4D2exEQrG/iYQAxwVgkS5AGnHdkF2eB87LHTdOqY+7M9G7CyxtMTWEmvLG698zIHaeEjF1vcF5cGDrJRQv04HaXY2U4OmkkJXsm07VoFvjlwAqUmT0bVxx/LJHhdUcgTknmqoxzunT7Dxrcocj5WZ2W45ZcRUEmNJtig3jVWd8JcceLdM0IVGaGHtP1+cQEFZI2vlz99bjonpzi0QGvv7WVm6ouZGh8+f6u8T0a/q9Ksw5QDAdeHCcvOhPmNw77vvPjz88MOYO3cujh49iqeeegpbtmxBfn4+A7lxcXH44Q9/iKuvvhparRa7du3C888/j8bGRqxbtw4EkIeyAMB17CohJcCn3tjDfsSW52fg8Vtmj9jA8boavH+2gIUBPbnwymXgSJzmQlsbyto5UNuh4mrh8ZYVHcPCb3hVVtoeowjGE/MXQ3KZMwTdfRq2cHKitBEUmtyrIsVJ75eDIvVHHiDLpCJIxSLICUiLReD/Z8BaLLTYLmYqqQOgeRjQbTqW2rC3pt+Zimb85rXd5rBUGuMzDywBMdqjxY7W1eDDswVsuJRXvn5qvlfDex3xE5Wk2HXxAvi60vPTx2BN9gTIRGJHmnF6X6qb+smeYhAjREbfgrXzsxmwJQEpb5lGZ0ATsb4M9HLML72nbfRerTWYh5KtbsEtbWeQqu1Cu1iBT2Kmoj45i4U9E/gl9pexwKacYF+GbJLqMYFaYmotQTyvfEzsuD0P4LrKSnS88jJ0FRUQhoUhfP16KBYPvZjurfPm6362H7+ILYfLvAp07QG59Lv6+kkSlVIzYca7p9pf+nAonx4srGV1bSllQCwS4ie3znaLqJKvz6G7+9cbjHjlq5P45kg5a/rxW2Zheb5zC0IX2lvx8rHDILD7+NyFSA2PsGu4uq2/gO7km5Cu/hPE+ffadYyndwoAXE972P72fQZwLYf41ltv4cCBAwzATp48GWVlXF2xt99+GyUlJWylffz48bj77rvZdmJ3CwsLIZPZVpQMAFz7LwB+z8rGLjy9cS/L8bp58UTcuzp3xEb+vP870I/QnbnTWP7alWJ13V24YGJqz7UM1O+k+UcFKdjD/rioaGRGxyBCzoXen21qYA/XJDKVm5DEXi9HK6luY2CWgG1ZbbvVFOmBuNmi7AZ9OCkjBk/eMQ9avRFanR70AK6zfG8wsm30GbcPfW4wbTOAFB5pG3cc996qLXa83nScEfSj7EmjByJbYJnAM7edwLUI5CfLcjA0psV56XjitjmeHJ7b26bvwn+OHoRGr0ekPAh35E5j176/GJXgovBFXtBtbGQUrp8wGSl2PkC5Og8KN6ZQ5MKLLawpyqm9dl4Wq0Me7ieKyJZzJHBIIc/K7d8iauvn7KOquDH4Imk6Snv6beYJ88fTYhDl+dIfY4EJCFuIYVF+sKNGufpkoQrrY0npmK9PS0wtRc/wxisfz56UhIwE+x6ULcdFtX07X/svlHs5kcSQtWsRvv4uR4d+We5P6UxU99VbjO5wIJcTlTqGio52JISG4mfzXVuIoGuIwpH3n61h547ux49eP91ttV8vywsCwGd7S/DGN6fZ9Eh4igSonLFtF0pBgn90j/7B7Pl2NWGoOgjNuzdBGDsB8oe+s+sYT+8UALie9rD97fsc4B46dAj3338/Y2gpt5ZCj0+f5r4sFJ68d+9e9uNF22+44Qa2PTc3l22PiLD94+VLgPtZ4Uf49vxm9Gh6kBaRjjun3YvcRPeV1bD/1Dq+J4WbPPPWfgYUHl47DWvnDR/qc6axAW8WHGeg7leLlzve4Sg5glYViZ0ta2tDaVsz6rq7rUZOwgiZ0SZQ68U8Pn9wX1evGsfPN+BkWSN7JYVJ3mhhasb4RORnJ7BXYnuOldRj18lKdCu1SIsLw61LJ3k1NJdCOAlAc6B5ACBbvR8MtvUDwJvAsuXxdoFtvR4Wz9+ce4jCG6QpFBEqx+M3z8b07AR/OLUOjeGfh/ajuosLY6RwZW+G/doaqNZgYPVs91ZWsI/lYjFumpSL/CTvpAXsOV3NhKMuNnBpCnTtE6glxlYyKDTWIUd7eGdDZwe633sfyr17WE9hN9+M0JtvMfdKYfVNHb0sDNrM/hIb3MYxwcMZKTyTAJal8rNlDjBFVfBG/Tz7/kEUmRYGqETPg2umoaS6lbG0VKvW0njlYwo/JoDtDuv98kt0vfcud/3MnMnycoWh3mPb3TEHT7VB9/CvDpZ6BegOBrkkykilCo/W1+BMQz27lf5s4VLEB4c4Pd09p6vw3AdcVCClBtBC47ycK2fR3mnHmQ7ce7qa5eXS7yH57Zfr7QOolv1qDHq2YFHW1oprx0/C0jGX1ke3NU7V8/no72lA0M8qIJAMaPm4Oidnjw8AXGc95/7jfApwv/jiCzzzzDP45JNPMHbsWOh0OsbglpaWspkSs0vCUgRwibW1ZHCLi4shFosZ87t///5LPHPLLQM/yu53m+0WK7sr8OJZa+XgmKA4/Cz//3lrCC73c6ysFe/s5nLrNiwfh2ljhy/q/VF1BVrUKiyJT8Lk8EiX+/eXBvoMetT29aJW2YeK3m5ojQPMn1QoQnpwCJKDFEgJDkG4xHFmwl/m6cw4Ljb14lxNF4prulDTav1QGxchx6SUcExICcfE1HBnmr8sj9EZiD3uZ4wzvX59rA4nyzmhpgHjUG9okASzs2MwMysaCZG+/8G294Tsbm5AUSfH2k+NiMaCON8A9cKudpxoa0WvnltsyY+KwdwY7wgiHShuwc7T9Wjr4ZjHlGgFFk6Ox5zxzuWn2et7d+wnLCuD+OuvIGhpQX90NPRrroVxwgSHmm7v0aC9Vwt6baX37E+L1m41upQDi1+2Gg2WixEdKmN/rV1q1LQNrxidkx6B3IxI5KRFgI71hAnPnYP4s08hUCrRHx8P/XXXw3iF5+Va+vlYWRv2FDaippU7V1GhMqzOT2L3L3dah1aLrfXVaNdSmou1rU5MxTgnxRrpvrxxZzkKq7iFqBlZ0bhtQcYl+dnunMvl2hY9F7y/9yKaOtWIjwjC967ORlSIY89GVX29+LqOy3u+IyMTUdKR636HFfwbipL30ZP3A/RNuNMv3Et4JmC+94DPAC7l2RK43bx5MyIjB4ARiU59/vnnSEpKYjm6xNoaDAa234svvshUl2+99VYQ8zuU+YrB3VG2FS8f/vclw3pm1bOYGOd6zTBvXS58yAnlBf7hoaWYlBE7ZNfnmpvw2smjCJXJ8NTSld4aokf6qe3uYkzt+VZiaznxH96Sw8KQHR3HMbWR0Zd9/qzl3IlNOVnaiOOl9Sz8mMIDeaNrJD87kTG0VEvZXeyJR06wHzVK7Nez7x00MyCZyZFMvKXgQhMo343Kx5CNT43GsvwMrJw5luWD+bsdrK7Ep+fOsmFOiI3DXbn5CPJSOH5pawvLs+W/uxNj43D9hBzEBruH0RvO91RubdOBUrOKce64eKyZkzlqWCCqa9v19ttsikFz5jCBJSoF5E6j9ABOAItTfm7qpNzfPvP/pAVhNhsRDqRiS2I/lE87a2Ky15hwXW0tul77LzTFxRBIJCxcOXj1ane6ZtS3RRELX+wr8Siju7+qEp8Xc/cW8++PQIg/r1rjlP8o3JpYRzKKqnjyznmYPdE7ER5ODXgUHEQK7y99ecKsNfC7B5ZgaqZji4u8EOD4mFg8PGPklB3dqXeh++YJQCCEIDIDkvx7IZ71sM+8FWBwfeb6Szr2GcDNyclBR0cHQk0hP3l5efjggw+wb98+/OQnP2GlgyQSCdtGtn79elBZoerqaqa4vGjR0OVpfAVw91/cjX/uf+4SJ8vFQZiXsQBz0uZjWvIM/zn7w4zktc0F+GL/eZZLRTepxOihw3/+feQALna0j7qSIXqjESRuQA/GZ5oaLhGImhKfyPJox0VGIdHJFeJRcbJtDLKossWUS9toVV6Ddk2NC8P0bC70mJS3A+a8B5o7OQacSrRY2oHCGuw4fpGFffNG9RdJcZcWEvzZKFT5+cMHmGBItCIYd+bmISNi+EgQV+ZDdXkpd4vKl5FR3vtNk6dgUqxjD1aOjqFPrWN1xL88WMrC3cnmTk7BmrmZmDrOs307Otah9je0tqLrnbehMok2ht9+B0LWrXNX8w61Q4s6nOBVH97bUYhyi7I+1JA76m46NCCLnfsNBnRt3Ii+7dvY1uAVKxDxoOdrNTs7Xl8dt/dMNT7f6xmga7l4Zjm/p5etRIgdTB9/DC3QUq4t5ceT0QLiD9bNcKlGtK/87Y/90n3/9c0FbMGP7Ic3zMCqWfaFG9P+dD+n1DfumXIyFqYPz4aqX10CYwtXIoo3KhtE5YN8YQGA6wuv2+7TZwB3OBcQY9vZ2YnoaGuxEtqmUCgglQ4f9uArgKvSKfGTr36A1j5OUIQsTB6ObnWX+f8pCXkM7M7LWASFROE/V4KNkTz34WHsKahi6pNU64xUZW0ZgcQXjx5iTM3vlvv3yjapHNN4i1uacLpxADzQvOjBeEpCIjJNObVy8eUpBGXrHLZ3q8xqxyfLrFlaYg4pL3T6+CQGagMsrfe+tl29Gmw/UYGdJypR28LlfpM4EQHdFTPGICXWP+so0+LR3w/uRWNvDxvz7VPyMDPZuq65O7y4p7ICuyrK0KvlQoKvzpqAFeOy3NH0kG0QS0GKyFsOc+WGyJZPH4Nr52YiM9lzQN7dk1KfOoXOV1+Bob0dktRUhN19N+S5U93djVPtUcTIb9/g8oB5e/q+xez+40vr2/oNOjduZEOQ5eQg8pHvQRQ7dISTL8fqy773nalm4kPuFKMiobj/njhiNS1Hnzmo7NHznx3jzp9EhCfvnI+ZE/x7wdCX59GVvokgIaKE7MZFE3Df1fbfW0431uOtAq700/8uXo7oINvPyv3Kdqj+cWl0pPSa5yDOW+/K8J0+NgBwnXad2w/0S4Dr6ix9BXBJSebCr5/AUX0llFIj4ntFWJR3HS6uyMHu8h04UMmpMpIlhSVjbvpCzEmfj4xI56TVXfXTSMcbjf349et7cKa8aUThgFeOH2ahvY6IA4zUv7s+p1ICVMaHAG3toNq0mVExoFBGYmpTwtwbkueu8XuqHVJ2pVVsepjkxXD4vtLiwzmBqKwEh0OMPDXeK71dEtghoLvjxEWzGnR2ahRjIFbPygSFi/ubvXfmFE7U17JhLRubiTXZE90yRFqg2llxga3yk1FNaVJHplQJT1llYydjbCkck7frTaV+qBzNaLKezz5D90cfsiEHLViIiPvug9ALodyO+IhUxs9VcYvFk9Jjh40icqRdV/fVnC5A56uvQt/aClF0NMLvux9BM0ZHZJarc3f0eFIkJrE1dwHdd06fxKmGOvMwbpw0BfPtqGNNatxU+odSQMhoQYqYxdGQ9uGoz/1pfzr/tKBA4pMkAPe/d823u5TeF8WF2Fd1ETlxCbgvf6btaemUUP7lUnZYet2/Ic65ySeuCABcn7jdZqcBgOvGc0FhXu3/+Lt1iwIBkt95FxCJUN9di+/Kd2JP+U50qLgHM5lYhrnpXPjy9JRZbhyNe5pq61bhN6/vRnVTN1MBpWLntqy6qxP/PLQPEqEQf1rpXE6Me0YMkILqhbZWFLc2sx9DlW5A3EQqEmFaUjKyo2IZqA0ZIRrAXWPyh3aoBBTLpSXV49JGVj6HNypfQ+wIhb8SWxs7KGTWH8YfGMOAB3YXVIFyyPgHNvpkQW4aq2NNCxP+ZHurKrCpuIgNicL+qawYfQ+dsVZlHwO2VNeWLD4klKk2e7I0EYXrf773PKjWKhmp/d6wcDzW+Gmpn+H8qm9qQufGN6A5dQoQClk+acga396vnbkOfH2MobkZna+/DnXBKTaUsNtuQ+gNN/p6WH7bP9WW/Xj3ObcA3XaVkv2mRysUsCfKiiItXtzEsYH03f3FnfP8Ps3Db0+kEwM7X93G/E8pB5Tq9tt7FyE5duQFwXaVCm+eOgbSRrllci7mpKbb7F2z6QcwFH028JkiBkGP7IUgyDeipwGA68RF4qFDAgDXjY7t27EDnf999ZIWpZMmIWj2bATNmMlWfI39Ruws+xa7K3aitKXEvP/k+FwWvrwgYzEUUs8Lo9g7dVp9feqNPSARkLtXTmGlXWwZSbwXNjdiVWY2VmaOt7d5t+xHocelbS0oaKxnObWWRvmzeQlJDNBmRPjmpueWSTrRyJmKZpZLe7K0AVTr2NIyEsKZQBSB2tyxcU60HjjE1x6gRYsdxOoerzCXaYkIkZuFqZL9hFksb2/DC0cPMndROY/1U/OR7GDExM6KMuyqKIfapI58w6QpWGAHe+PsOaKSVhRmd6a8mTURE67AugXZDNiORuZHffw4Ol56EcbeXkjGjkXE3XdDOtH2vdxZn11px3W9/RZ6N29m0w6aNw9RP/rxleYCh+Z7qKgWH33nHqA7UsftPSqWa8uXmrpqxhg8duMsCPwv0GWkqYz6z4ko+e/mU9h/hqsx/NsNi+xaiKXoH4oCkghFLFQ5bIgIHX3BOzC2lUMYFAnhxOshjLQNhr3hyADA9YaX7esjAHDt85Nde2kKz6L1d78bdl+BVIqgmTMhmz4D8mnTcLazBLsv7MD+yoF8o4TQRMbqzs9YhHQ/CV+mh71n3tzH5vbjm2exHMDBVt/Tjb8e2AOqf/rsyjUQefiXhFjjouZGnGqoR5vSulwNMUU58QlM8TgyaPSUWrHrQhtmp5bOvoFc2tJGVpaGN5lEbK5JS2wtPbAH7PLxAIWcE9DdebLSPKmslCj2Xb169jj2vfSlUZ3Dvx3YC2JhhQIB7szNx7TEpBGHRAJwO8vL2Eo+Ga3kr5sw2WNK5t+dohqfZSir5aJs0uPDsW7heJv3vBEH7yc7dL3/Hno3bWKjUSxdiogN90HgwXBuP5m2V4ZhubBNCweR3/seJGm+e8D2yqRd7OTIuTp8sKvILYyuraGQwNF/v+bYdaq//OT6eSzd5nIyo1KJ4oKdbEoT85ZDqPD/3/PXtxTg832cINTDa6dh7bzsEU/Jx0VncLimiqWh3DXVN8JRIw7SYocAwHXEW57dNwBw3exfUlrs3foNa1UYEYGIe+5lYhTKA/uhOnAA2gsDwiS0jygmhuXvdOaMwQFRFfZU7ES7knuwkgglmGtSX56ZOrJcupuncklz245X4PlPOYGGp+5bxJR0BxufI+POfDu+D3pAphIgBGgLLPJw6PNwuRx5CcnmfFrfPsp7+kxYt3/6QhNOlnGhx9VN1iztmMQIE6hNQs6YgBiKd8/M8L1pzp5lpUfIZBMnQjZliluG1w9wQPdEJSi8ljemwjxjjM3vrVs6trORt0+fQEEDp2C6KnM8Vmbafshp6OkBsbZ8zl1aeARunpzrMPNr57Cw+dAFfHWoFHUtnDDWpIwYXL9gPOZNTrG3Cb/bT19fz6KKNOfOMUAbvn49gleu8rtxjvYBaYqK0Pnaf0H+FgQFIeKBB6FYsGC0T8vj4z9aXI/3dxa6Deg2d/Qx1vZ8DVdjnMqrPXbjEPmbHp+d5zooPbkTz538Fzpk3AJ2pEaEJ/J/hOz85Z7r1E0tf3mgFK+aFh8I4BLQHc6aenuw8dRxNPf1svSW6Un+fT8OAFw3XShuaCYAcN3gxMFN9Ot06O/rYwDXlumqq6E6eACqgwehb+bC33iTjBmDI3lhOCxrQGnPRfP2iXE5LHx50dhlPlVfpvCit7edRZhCht89uAQEoCyN2Jk/7t3FNv1+xdWQi8UueZiYWQp7JlBLYlGWNjYqGtMSkpAdE4sYhf+EdLs0YTsOplIalEN74nw9Y2upviRvQTIx8rO4sGPKpY0Ku3LYaztc5ze7KPfvR8e/n7caT+QPH3P7Q3FDWw8LYSZWt61LyfojFeZl+RyrO1z5L086a1fFBVC9Q7K8xCQsSBsDyq0jVdTs6FiWZ0vg1mA0snxdyrOd4QEVZhLSI0XkzYcvgJTEyWZNTMJ187JHvbia8sABdLz4AqDXQ5qdjfC77mavAfOMB0iNuuvNjVAd4ZR+Q6+/HmF33OmZzi6zVilC7P2dReaoCSpPSHXBbUWKDTV1Um1+45vT7ONguQS/WD8feQ7WYB0tbv37a4/goHRAbIvGPU+Xgv+5/6VRMQXKyX7py5Po6FGxUGWqQUz50UMZlYD7pOgMgqVS/HLRcgS5+FzpSScFAK4nvetY2wGA65i/PLK3prCQsbvKgwfQrxkodl8So8eJKWE4phhgYeJC4ln48sIxS5EemeGR8YzU6MtfnsTXh8qQkRDBauSGh1grl35UeBpHaquxKGMsUzZ11Co62swsrdJCIEosFLIwFT6flv6/UuxUWSMHaksbUNPMlYvhbWxSpKmMTyImZwRYWl9eE/1qNfpVKhiUSvbar1KCQsn6lfR+YLvq6BEYWqxzxSXZ2Yh5/H8gjPJMqRm6hojV3XOaqxdLlpkShaumj8E1czK97jZSXSf19cFGgJaE4sgWZ4zFdU7cQ0aaDKmqUqjc14dKQXUxyZZOy8B187ORmTy68/T7jUZ0v/WWOZIoeOVKhN+7AQInhb1G8mXgc2sPdH/wAXq++JxtlOXlIerHj0N4BaXJuHI9kF4EAV2egbUH6JLaNrG2F+q4yLfVs8bhBzdcPqrWFBWgr6lGR1UZzjafQbGmDlWyXtSEDyxs07zTu4SYq0/FjLhpiMvMhTQzEyIP/Za4co75YykFhJjc4qpW0Hn+9bnN0I8AACAASURBVD0LQbogQxmvyD8rJQ235dhfcsgdY3WkjQDAdcRbnt03AHA961+HW6eHYNXJEwzwqk+eZMe3BRlxOE2PI6l6dMsoABEQCUQsfHle+kL4Inz5T+8exIHCGpbX8vT9i63m2a1R4+nvtrNt9hRhJ9GYM02NLOyYHnotLSEkFHmJyZgSnwB6f6UYsbT0Y88pHjfAYOTOOxmxtMTQzsjm6tJGhsqvFLd4bJ79Wi0HRBkoVcGo7IOR3ivp/cB2g7LPYh9uu5Htw22nUmGumjAkBJL0DEjS081/4vR0t+XQUl42Kzd0vAKlpjxTGvP8KalYNXMspnkxV61bo8HT3227xGUkDLdh2gy3R2bQ9+oLBmzLzH1eOy+LMba+YrNdvV4sj9dXV6P95ZegKy9nZX9IJVmxbJk7uwi0ZYcHlHv2sNBwiuYSJSQg6tHvQzreu8KLdgzTb3ehlJv3dxSipJoLNeaBLgGg3aeq0K3UIiU2FP3oxzvbCtk+oQopfn7HvFHL2hp7eqCvqYGuugq6qmr01V5EUV8lSiM0KIsxoj50QE8jo0OEysiB/2n+lttSO4XIaRJjqjoSY5ImQZqZBUnmOEgzxkDgR7m6HT1qvLalAHsKuEXXX941f8iUENJgoFDlDpUS906bgdx4/6oWwH+ZAgDXf24rAYDrP+fC5kiorIPmxAnG7lL+7qE0PY6l6FFhcXPLUqRhwcSVWJq1CkES74SkanUG/Pr13ThX2cpqyj1+s3WJo8/PncX+6ovIio7F7JQ0pl4caVGsu7G3h+XW2RKImhQbz5haqk9LIYtXihFDS2D2eGmDOQ+Qn3tmcpRZIGpiesyodYm2qAh9e/fC2NsDcXIyQq9f51r9Tb2eAVAGRk3AlAephj5rwMo+Z/uYtpuAKW2DiTF01bGUf0diHwOvCohM/wsUA59pzpyF+hS3gMWbOCaGG1+ftWAa/7kkLc0a9KalQxTuWu1migbYbhKm6u7jokfCgmWs3BCxuglRIa66ZNjje7Ua/HbXpQCXcm3nDlEWwpkBUYmKrw6UYedJLu2DVJBvXjwB187LZiHbl4Mpv9uFjpdfZlORTZ7MwC2JHgXMNx7Qlpaykky6igo2gPAHHkDIVSt9M5hR2iuVQXtvRyFj+QABSFuDQO2A0XsBrp6die+vmz5qZmkJZBmgra6GrqMdZdEGlMYYUBZlQHWkNUMbAhkmh2ZiSup0RIlC8MrJV9Ap4aJPInRi3Db+JpT3VON462l09nPpKGTRSgEDu1OaRMhsEzEBNAK7MgK9Y8eCfleoZJgv7c2tZ1iqCNl9V0/FjYsm2BzO3soKbCopQqQ8CE8uXOoxoUFXfBEAuK54z73HBgCue/3p8da0ZWWgcg8FZ3fgYFgbTiQP1DKN1EkwSzEeSyZejcyp1qyqJwZGbMivX9sNChG6ZclE3LMq19zN2cYGbCw4btUtlQ9q7uuzKtROO4TKZAzQUj5t2mVYxodIvU/3FqO2pQdhCikWT03HuORINLb3mmvSElPbb8H+KeQSlptCDDm9hoeMfpaWFmuafvwjq2tCNmECwu+7H0YVz4YOhPNyYNSaMTUDWQZelYwhcYeRAA+BUjMYNQNVxSDAGgQeqFLYoVARbAFmHVhc6u9HxwsvmEGufFo+Ir//fVANC0NrC3RVVdBWVUFfVc3e6xsbbE6T8vylZqY3A2ICwampTrnkaHEdY3YPFtWaj6dwXRJqoQdIT9lT321Dj0VqBvXzyIw5LLfeVTtb0YyvD5aZ50TpFLcsnoRr52ZCJPLtQ52rc+OPp+9A5+uvQfndd2xTyDVrEH7PPe5qPtCOCx4gVq6T8nL372etBF91FROgcsSqOirx4el3UNtZjVB5GJZnrcKycVc50sSo37fgQiNe2nQSda2cAJyl/eaeBZg5Mdkv52js7OTAq4mV5V4HUkQqoowcqI3WozzaGtDKRTJMjp+CKUnTkJOQe0lFDQL6Jee462rCpAUm+M+54UJbGY7XHMbRygOo6Rm4n8t1AgZ0uT8xBP0AVfagcGZJZibH9KalQZzgfcVp0kF4yVSveLgwc2JxzzY1YF5qOm6aPPDM6S8XQADg+suZAAIA13/OhcMj6ddp0XjyIL4t2oT9xnJ0ybgbJN208hrFmCPNxKwJKyCfMoWxZZ4wCiH6zeu7WR7bw2vzsXZeFuvmndMnGDtrbdxqKxkxuhR6TAIzodLLg0EZyr+/f3s/Dp8bEIQQCQWsRA8tEFgalXQhZWoKP56QFu2J0+VamwYDx5SqiS1Vm0Cpmv1voBxTNceQ0mfsvWkbv6+hvQPGQUJh7Hplq/LOGeUVCoJMINSCIbVkUkWDQKgVyxpMbKvC7/MTKTefHozYHz0wVVWy95Y5+2YPCoWM6SXgK6bVehMAptBne6xPrcPOExeZMFVFfYf5kHk5qUyYyt3CLVTr8IviQvD59sTcEoPritH3jR6YCsoaWTNJMaFsEc4R0RpX+vfWsRSKTEJSutpaiCIiELZ+PRQLF3mr+0A/dnqg+9NP0PPxx2xvWtSL/NGP7c6PfHLL46hos66+8Oc1/8SYqHF29n557LbtWAWe/4yr4mBp7/56HRO99KkZDJcAWWJpDV3WVQ1qwg0s3PhCkgSloUro6WHNZEKBEDkJUzElIRc5iVORGe0eQbjGnnocqzmCYzWHUdxcZOWmnO4QTK7SIbdRhGDtQO0Jyt0l0MsA75gMiFNSIYr0vDYB3bcpL5fUsHPHxTGhsNAgqdWYSaOFQG6fVosHp89mkX7+ZAGA6z9nIwBw/edcuDySHae/wK6Sb1CmHQBT6R1C5NdLMLc1GBF5MyGfmgdpTo5bb1ZUvP0P7xxg4//F+nmYn5OKl44dYiV9LI2Y2tty8vzuhuSq45VqHTp61aB8ks4etem9ir22dipBYVYJul7E6nqhFEpQLufAa0iQ1Kx2TMCWQkPdbgRKKSSXFz+yAVA59tQESk2hvrQ/f5z5eK3WpeENLG9YNyNOSgKBLwKatsJ5uZDfS5lUYlCv9Fqe+sZGjuE1gV5ifQeLV/HeFkVHm8BuBlulJ+BLvh/OCOCSCvOOExVmMaZQhQxXzeCEqeIj3adeTrlVlJIgFzuflrC7oIrl15435e6NT43GTYsnYO4oLvUz1Pnp/eYbptpLRvd1Arcs3DBgfukB5cGD6HrjdRCrKwwPR+Sj34c8L4+NVWvQokPVjnZlm/mP/m/sbcCx6kuF2KanzGQVFdIiMpAS7lzEhl86aZhBVTR04sf/+tZqD0rd+fsPvctmG1pbLcBsFZc3WzvAkloOsCk+CBVjglEarUOxoBXqfuvf0Alxk8ygdlK8e8rEDXdelTolDlcdYGD3eC2n9s3bOFEccjtDkFPai+jGS9Nk+NBm6bhxHMubkuoR8bTyug6Wl0vRNzHhQfjl+gXITrUWXiSV/S2lxYgLDmGhyv5kAYDrP2cjAHD951y4bSQlzeewvewb7K3gQtbIwtUC5DWIMadGjMQeIUSxsZBPn87YXVnOFJeBwpbDF/DiphOQSkRMWbm4rwEHqiut5jQ/LQM3TvL8TdwdjqTyITxoZcC1V8XKiFhuI4n79h41KB95aOvHms7zWNtxzrxLcVAc6m9/yCqk2+p4vR4GG0CTzyG1xY4OCVDdFMLLxicQQCCXcyG7cjkEcgrRDbJ+DZJDSIwofU4hvARCTa/Gri60/vlZq6lKJ0xA7FNPu+OUBdoweYAWJCxBLx/uTOViBptAImGCViy02cT60iuds8FGpR0I6B4rGQiXHpcUidWzxzHlUl/aN0fKGbDl60CT+NpNiyYgd1y8L4flkb6NajU6X32FCRGShVx/PcID5Wg84mt3NNql7mSglQBrS00p6o/uRntvC7rkQG9CODrFWvRoLg29tbdvEpxMi8xAWkS66ZXeZyBK4Rk1dnvH5Yn9KLJk2/GLIL2AtPgw3LkiB+nxrukQDDVOFjVjEV5MSsb0/3AaCZ0ZsSiLB87LOnGurxJdWuuKB+Ois7iw44SpjKUVC10ro+iqj4/WHGZg91jNIfRpB0BtUnAi8qTpmNoRgtQL7dBduID+QToVlqHNLEooNRWS1DT2nOCqdfVp8NrmAnx3inuGfOK2OVicl25uVmc0MBa3pKXZY0r7zs4hAHCd9Zz7jwsAXPf71G9a7FJ34ZuSr7C7fAfalANsal57MGZUGJDTJDKPlcQGaDWZwK5s0iSn5vDujkJ8sLOICdP8/O452FpZjMpOLsSRQpLvzpuOCLkDeYpOjWL4gyj8kgFVE9Pa2TPwnra30//davSo7GcrqX4b1ZuNCJEhMoR7jZUKECPUIbxfi4g3X4Ck3zq/pmvcZMSHSTlhJMuwXnrvblBqATR5gCokoEpANMgaqNL/PEA1A1n+eLnrecCqo0dx9uAm9Gl6kRiVhqwb7oUoZvSKZnngEvVYk7q6OuhNOWB8uDPV7rRl4rh4iNMHRK0o3FkUx4FFevjYcZxCmC9alawiFeZrZo/zGqgkZfFN+zlF5JZOTlRlYW4aY2wJeI9Gq2yvwL7KPejVdCMpLAXXT77Jahqac0XoePFFxtKLYmIRvn49gubOHY1THfVj1ug1Jta1lWNdbTCwbco2GIyXLiwNnrxEJEVUUBSiFNHmv8igKEQrYrD1/NdWoaUSkQTXTFiLlt4WVHVWoq6rxqYvQ2WhDOimR46xAsAykQcihUb52WSRMNXVXCSMSfSJttkySgVgC4Jp6ehNjkJpcB+K9XUoajqL5t4mq0NSI9IYQ8uHHgdJFH7rKQpfPlp9CMdqD6OpZ2DuYfJwVqljmmwsclok0F4oY4KnVL5osPGhzZIxYziWNzUV9FvirL297Sw++o4jB9ZflYPblw2UnaSKG28WHIdGr8ejs+YhM8o/0roCANfZs+3+4wIA1/0+9csW91bswvayrSB2l7cxskTM6o7EjP11kKitf4Qp5E3G2N0cSDLsr7f7n8+PY+vRcpDSLzG5aiMnAhQmcx0cDeVYvcHIAVYGWlUsTJiYVQZWe9Ro61KyV9pmKeQ03IkilVUqvxMVGoSIUDligiWIERkRI+BAa6hBjWCdGlK1EsK+Hhi7u0EMpb6ri726pMorFDIGlIXrDmJCGUA1AVO7AKrMvx5mntn+/3C2scDs+tum3oWbc2/3y+/MlTAoA5WmGAR6dZXWkRe8H4iN55leLq83AxeFodhxpoYBXvoeklG5jlWzxjGwGxvhvhBmfhwEsEk4ioBtr2khihhkUt4czaV+iOF77IuHodGrzZferLS5+NniX7H/ezZ9ge7332fv5TNmMJVkcaJ/lsoY7d+dTlXHINDKgVg6RwRa6X2ftteuaYbLwxGliAEBVgKw0SYQKz9dCsnW3QjXiBCRkMbq5drSyiAxoU2Fn6KuuxYEWheMWYKxFvm3hn4DqjsqUd1ZZXql95VoV9pevEoITbyE7U0OT7FrLqN9J2JfGZAlNpYE/ExgdkgtA1653gRotYnRKFJeRGHjGRQ2nGbnxNLiQxKYIBQDtIlTES6PGJUua+iuw4HKfYzdrWgfyP8mHWsCu3Rfmp0yB4ILldCWFENbdoEBXwq/H2wstHkcp9bMWN60NAjD7GfdKTrn5a9OwmAwXlKxY2tZCbaXlyEpNAy3T8ljKS5RFtU6fOH8AMD1hddt9xkAuP5zLrwykrLW89ha8jX2XhwIX44IisTcmHzM741DTFEN1KdOWY2FHmxledNYODPl74rjhk/q/91b+3GkuA7TMhMwfwr3w0mAN83BUKIepdYETAmocuHAHYxlVTMWlgewau3IK+T8hCJC5IxtJfCaIBMgTqxHJHSIgA4hOjWC9WpIVX0QEGjt6oaxu4sDr0OUbhnqpDEgGhbGyrjoLl5E/6Dw0NC114HCcykU1DLsl4X8XmaiW8R0dKo7cLBqH947+aaVyyhE66eLfgmFVIFgaQgUEgWCpMEIlgZbqUJ65csR6MTsAWIyKJ/XLGxVVcm+B7aMQBYB3lppOI71iLGn1YgOMRepQWrha+Zk4qoZrperIdVxHtjydaFvXjIRNywY75n8dS9cDyqdCrVd1ajtqsGhqv04VWetPE9DiFfEQ9qthKS7D1KDAMEJKQjNyIRMLAexcVQajt7L6X96lQRBLpZBLqbtMtP/A597YVp+2wUtHhA45UGqZd4rRTnx/xsHRdzYmhD5lgetBGAJuA78z72nbaJhwlBVx46h+82N0Le2gtIFIr//A7cx8hT2TEC3quOiFQDWGLhyYJYmEopMbC8X3syHO9Mc/M00BQXs91gUH8+EkIYyyosdDGQpf9aWMX0CE4g16xOkpECr1zBm9mzjaQZqL7aXWx0eqYjiwo0TprLQ47gQ59lKf/MzPx4KXd53cTcDu2carJ8NJ8XnMMA7O3UeYkPi2G+EtrgYmpISM9M7uDa8ObSZFkl5ljc1DcJhFuMpLYbycutautmz5C/unMee40ho6l9H9qPV4vmMKnLcNTXfZ+4MAFyfuf6SjgMA13/OhVdH0qvpYaFPOy58i7a+gZv+rNS5WJZ1FaZ0h0BNtToLCqC7yNXx400UFwd5bi4LZybQKwi2ZmkoDPin/9mGulbrFe5f37MAeZkJDJhaglUCr4xpZaHD3Gd8TU57nBIcJEUUY1mlSJQaEScxIKqfY1pD9BoE6ZSQqZQQKXsZaDV0d8HQ2QkYrcOGh+uL1HoJsJI4iCgsHIKwUPYqDA9jq5EEZAc+D7PKae7dto2Ji/A3+qD5CxD12GP2TM2v96Efvk5VO3so7FB1oEPZzoAsvWfbldxnJGzhjFE4FwFehQnwKiTBVkCYttPnPDAevB894AfMfR5gJS9M5Yu4HN8q6Gpsh0fqZHLUScNRIQhBrTSCgd/06Tm4Zl42csZcWv5H39AACgkUhgRDmmWtHkriMgRsqV4vWbBcAgZsF04AKZKPBqPvCgdkq1HbWWMGta19LV4fPgFgAsYEiNl7ExhmoJh9Rts5sBxEryIeOMshZ58NAGf6jO0jloNUYN1puy5sw9nGM6xJUpZdljl8DVliLDtUAyJNl4YNt9p9L6JFX2JbeZDKhQ5bs7B033GHERDrfutNqM9wcw294QaE3ea5qJbGngYGfKs7qrhXFuZsWyQpVBbGAG9GlAn4slzfDEhF1sq27vCDPW20/ObXoPrCvFEd9ZA1a2yU4qkGjJdqYzDNAR7IpqdxKvPEKFoozBc2nmbXHb2WtpRYDYvOOQdoOZb2SmG+LZ1AC9VHqg6yUGadYaBMH+WBz0yZg9lpc60Uvun61paUQFNSDFJ9p3v9YKPQZskYjuWlsGYpE7Gyjiq42NDJ8nJPlzeBiIon75zHfkt+uWMLtHrrc+1LdeUAwLXnm+ydfQIA1zt+9ute9l/cg22lW6zyfKgEwdJxK7AsayWkGgPUZ89AwwDvKRja2qzmQ/kWPLsrn5LLRAaeemMv6otKMU7FgefyoBg0SkMHL+YN6RcSq6Lw4CQ5kCDtR6xIjyiBARH9GgZaZVolY1rFDLSaWFalY0BKGBxsAqwccOWAKgdYCbhyANYEXO0ssTLUhCjXVtfUBFFIiN/nnJIoCg9OO+m9CaxS2B4HZjkgq9Xbl6dMD770oEh5ZlSywNLEQgnyk2ewB0+lrg99mj72Sv/bk7s23BeL+iUmmAPGPBjm33MsMQ+azftYgmapAhKh84q+I33pO1WdKG3lHqCyYyYgImgUhrMZjWaWV2sqXUTsr7HXdvhmvSQUjYoohGdlYuL8aYiakMnqt3Z/9KHZXbIpuYj51a9QVNnCgO3+sxyIjo8Kxs2LJjJRK381Ys04EMuxsvS+pquafZ9sGV2jKeFpSIlIZQs120u/sdotqVuIB07IgfxcSFetgDZEBoqIIOZXrVex92p6b+BeiaFU69XslfYhto7bzu9nf5qGoz6WiqUMDHOMsswElLn3bBuBahPbHGTBNrPPTWwzx0QH4VD1AXxY8LbVEK4efx3GRWcyEMszsHzYML1SKO9IRv1bglZLxpXyXfn/3Q3WRxoXCfgQyO39llMJlk+fgagf/5jVKPWG0b22alCIMwFgutfbMhbmHJmBdMb2ZiAtMp3ljLvLSIeCWNp+qgCgVMKg7IPm9Bn0bv7augsSNLKoH2/12xIby/JkmZaACcjaUo0nEGsJai3boGua5dDGE6DNveJKM410Ps81FYKeHwns0vMBb7QgNCNlNmanzUNuIqcUbmmM4S0phqaYY3r7bUTIsXPHg13K5U1NhSo4nDG5JDZG9uiN+djZZr0IQdtvmjQF89LsT60baZ6OfB4AuI54y7P7BgCuZ/07qlqnWnvfnP+aiVLxFiYLx6KxS9nqOQkmkBHTojl7hmN4T53EYHVW6eTJ+EwVgWsrOJVP3v6TMA/NcWlIkQPxEiNihXpECvQIJ9Cq45hWAq1C+mEjlpVyWR1hWSUSMyDlGFVLoMozrTyADff72qfuvHjoAYYxq8SwMqaDA6s802oGsqp2u/OU6cE0IigKkUGR7MGQWI+B97Q9CpGKSNA1xNs/9/0F+yv3mP9/cPajWJW9xuZU6UFdqVVCRcBXawK+WiXLfbMFiNl2rQkoa/ugcpI5thwMgXIzSywlRtkEjE1A2Ob/MhNwNrHLAhuqkhT29vudvzGvgJNwzK+WP8PC3C4Ho0UwLry5kgm3ULizLVESmqtRIIRwUEhoeUIWitWcwmhkaBAmZcR4TC3VGX9396tQ39+FemMnGui1vxN1hg50YyB/1rJdMYRIEkYgURCBZGEEe58kCEeCYOC7QczGrurvcCjNgD6JEYm9IqwulWDiNesRum6dM8O0eQyB3aGBMAFjNTQGNdT0ygAzgWkTULYA0ioTkGYA2qCBwQZj5rZBU0MjFMymcFFLkHopAxvNvr/+bH1bv0HnRq70E6UCEciVjBs6DNfTc+nRdJvCnCnUmVhfjvGlskaDjdJNODXnDKQqEpEmj0eyMAphejH6VUoY+0xglX7fqTSdkttGZep4MMtehxBaHOr00yIA6YRYMrMEjmwpwdOYKcyY5dA2cSzt4IVacy3ahKnIjp3gaRdfNu3Tgh5pvRyrPcIW+Hij39CZqRzYpT9S/R5sxt4eaIuJ5eWAr7bcOhScff3pPKdz57mgT4yvqpSol4ZhXrYa84+fRExnB1QyOc5MzMbEDfcjJz7BJ74NAFyfuN1mpwGA6z/nwm9GQiv/pL5MpYYsQ+hIWGDZuKswPWWW1VgpZIhneLXnudW0GlkEUjWdVvvVyCORqh5Y5bNnwoNDfy2ZVkEoMa8WTKuN0ib29DGa96EHUB6sckwrFx7MhQpz/9MrPajYa8Qk0cNihDyCA6mmvwiFCcjKOSBLrKgz1tLbhD5dH0iQw5OqksToEOC1BMRKC4Z4MCBmzPGg/e1lqYfzA7FXg4FwTWc1WvqarQ6jshEPznqU862fP4g7c96JlSHA23quFLUF52Corka8sh0yGyqzdZIwJOvsv2adGY89x3TL+tEYYkRTqJG9NoZy//dJbbOFEiOQ0CNEfK+QlWOj14ReIWL6nA+lTnzlFYdEWeyZlyf2IdDDM8U8QKZFKp5R5oEwY5attnP7WDLSLX1N0FqEP9J4SWApP2UmIoMGhJp4EEuvJIBzOZjmdAEDuXwoZ8TDjyB42TLom5tZBJBA4VklXhJcYur+fX2sFjoHOgmQqmAwsaqNqibUalpRY2xHnbAL9WIVmmSX5vbS+QjRCJDYK0BStwiJvUIkdwuR2C2A2Dj8+WIq/goFKNJKoAhGv0EHXWmZ1SkWhoYi8dX/DnvaKfyagCyBWsqlHSwORiDWEtReDteQr+fQq+1hZSpJV8BS2JTGlZs4jYlUzUmbN6wIF13/jOUl0FtcAn2ztUI1tdUtDoJRKECE1jp6L+appyGb4JvFiQDA9fXVN9B/AOD6z7nwy5FQUXBidc81nTWPLyNqLJZnrmSs7iW5ODodyyVqe+01oN06lNkgEEAsk9sOAzYDVWum1S+d4uCgSOTjo9PvsXDFEFkolmeuwrLM4YvT0w8ED07NgNUEVvmc105lO1R6ld2jIUVHnlU1g1ZiXmm7ggeykSyUOGCcByjHiA+ZtgyfpockFWOVCUAPzy7bFKyxRUdYbOMFbAbOmSVTPnCuqITDaLYDZ2oQ96dfQmFSW+fnciZ7NhbkchEj3rD2/j40GDs5VpbYWCOxsx1QwnYYvkwgYQxsEjGyImJjub8YgfN5mVTGSXXooNV0ibVIess6VNcb/vB1H5+d/QjvF7xlNYw78u7BjVNu9fXQvNK/obkZnRvfgPrkSa4/sdgcKRW8YgUiHnzI9jiMRhMgHQCjRiUX6sszqPQ/x5iqMPBZHytXx8QUHYiashyEQQjUhxrREGpEfZgBDWECNIQZ0S2xXSc+XhSOVGkcUoOTkBqWCnquSIrOYJoeBG5t1VPtfPVV9O3cAcLGoiAFIu7dAMXixVa+oFI9FCHDhR2fviQ9gNKvKNyYcmkpYkYq9q9KA165wLzcyYHKvdhXsRsn6o5a9Tw2OhOzU+cyZjc5PHXEUWlLz3NhzaacXoNKBVuZ/+3X3oIpd908Ynue2CEAcD3hVefaDABc5/x2xR1F4UnflHyJnRe2meceIg3FkszlDOxSHpmldb25Eb3fWOeThaxcifD7H7jifPfklsdB4d+Wdv/MR1humqVAE71n+a+qdivxhuEcRuqXAyxrJCIY88oxrXy4MGNjgyIvG4ZjtF1AxE4NZou/PveFVbkkmhMxU8FSBTv/BJrtMe78R5pCxTngSwsWLHScLVrw10IUbIVK29OHp/f554/+hJubB9Q5j4ekIv4n/4M5k5Ld3nVLb7NZ4InC6Cg/lkLrhgpnpwiDlPBUpLI82TT2nu51pBjqCWv9/e9Z+gdvYbfehtAbb/REV37f5oen38Hpeu66mJo0DVRS7EqzrrffQu/mjdAL6AAAIABJREFUzZdMWz5pEvolkoEwXxOI7dfap4tgjx9JkIljTxVMhMn8PjiEicEJFcEQBhPLSq8cKOXBKb0KhBz06NZ0Wak4V5Kqc2cVdDbCnClVw1LFmXufYdYn+PjMe6wKRI+2h+X/rs/fwPJizzYQQ8uxtE291vVrk8NSQNExPKh1lziYPT4M7HOpB+g87an4DkdrDkFp8TtH91RSYyawOyFukl2u66hrhvKnlwp2Vl99K+bea11D3K4G3bBTAOC6wYluaiIAcN3kyCulGfpR2lLyFb4t3Qx6WOSN1JcJ6FIIGRnlz3Y8/y9oCgvZ/1RPN/KxHzG14dFilFPGQud0lAdKeWiccAuF0g38rzQLutBD8sA+tC+XP9poUTTd3rmTwinPqoabQoItWVYCMrQ9TB5mb5OB/fzIA6Rk+re9fzKXnaCHtJ8s+gVIvIWMwj3NQl987rRZmXogf7pL3WX3rBgbbMHUc3nT1jnUtBDibYXUj747h0+2nkSMXgmVQIy0yePw9H3WrIzdkzTtSCwOr1pcY6FaTGGytoweegm4pkZwAJYB2Yg0ltPpbaOUD2LSxAkJgTq33na+n/VHv6ONjzzs3KiEQg6UBgdDRACU/YVAEExhvybAyr/nwSn9r+COocoBnrSG7nqTmjOX10siV1R/1ZZRLeEYRSzKLWqy0n4kUqgfFP1BpXqImWXiUAlTEaXwv1JHnvTraGqbUnUob/dA1T5Q6hJvtLBIaswEdkmsajj7/Hu/xKzOgUof7WIF9E/+BtOmjPGJKwIA1ydut9lpAOD6z7kYdSOhumiUq0thQLzRgzqFLi8btwIlLedQVMd9Njl5Ksu98KRxOWC2QSif92UJQnmwSg+9loCVf29rhdld40+JSMfYqHFWDBup6HKAI4qpjgbs8vcAATEyZ+sn9vf3m5WtzcJhrFyTSf3aQgHb0G87VHCwl1kONg98GftvzQTzjLE7r9GGtl5QnduQICmyUux/IKWFAl61uMakWkz/D5U7TWVPSCyPZ2J5BWN/rPd5+V/9gRmO6AGjEXV33wUYrL+7QdNnQJKVydhTBl6JUSXwasmiSjynAD/iuJ3cgVJCuNJFVWZBK4oeo8imoYxEDHOT8syle0jbIWCjzwOkE7KnYhcDvBfbrUtTku4LJ1I19xJ9ii2HL+DYe5sQp+uBUiiFdPYcPHbPMp85IABwfeb6SzoOAFz/ORejdiR1XTWM1aVSQ7xR+C0JjljajxY8gYVjlpg3sfIWZkDKMZ6cYifPflp8bsGOWjGlFoyqzVxHF7wqEoq5WpFUD1KqGHgv4d7TKqOtz+WDtm889goK6k25VMRmi2X41/WvsDqLAQt4wFseoAeIwSHxVNphQFmbU9emRSJ7jEquWAqRMRVtGwwxiQMNZ3T/oBz1mq4qhMrCsTzzKiwaa/2AUt9dy5XdYWHFpjqyndXQ2xCoor6IreaA7AAbS6CWtgcs4IHR5IGu995D75ebzEOWZmUh9v9+N5qm4PJYKVJlS8kmUG72YHv3js9A5XwCdnl5YN/F3QzwnrZ4dqIZjo+dCIoYJMAbH5oAeu775PSHKG+tQoQ8HKsmXYWxUb5THg8AXP+5DkcVwC0vL0dycjLkcvmwHnz22Wfx5JNP+o+Xr5CR0I2GGF36G5wHQy6QU21EcZBZVdPdbjGDTglXS5EYJg6ABrH6i0MB1aGOc5fYEqn5bir8FHXdtUwJdMGYJYy9DVjAA/7oAVpAMity82rcBIRZeSleobsDvZoeu4ZP5UN44Esg2CpHXBGFd05uRE1nlVVbK7OvAQmt1ZrCi4davKJ2WX6sFZBNY9+zgAU8cLl4QHvhAgyNjSx0WD7Ns5FQ/uozWhB/YvNjaLJI+SHBxu/NvTQH01/nEBiXcx4401DAmN39lXtBJQ95o9rL9HxlGdpOKTb/WveKT9JLaFwBgOvcOfbEUaMC4BoMBqxduxaxsbEoKirCc889hyVLBpjAwY4JAFxPXCqOtfnzzT+6JMzEsgWJUMKBToklE2oNSoOkAwCVA6sDQJWOtQSw7gyXdGymgb0DHrgyPaAz6kyg15QTzGosW9RXplrLLFx6mNJgQxW3pCo8FlVEYoJj/3975wJnY7n98SWEppS7UklynZr6R+4llUtoDB0jMaekNExOnOR+l4bTORSSMwi5lMsxuSsiIc1xi8Nxqdw7x0HpuFfi//mtOe/ee8be7Bl7m733+q3Px6eLvd/9Pt/neZ/3Wc+z1m+5w4pdebJ3SlQ2S1XZ7DG2mgTCm8DJn0/Kuv2rBf+8rWApqVm6Tng3iHefZQIIYUcJIpzuIuLIW7GppFpd5dGyj2f52oH4Ah3cQFAMzDXCwsFNTU2VFStWyOjRo+Xw4cMSFxcnX331lU8CdHADMziu5irTN0+Rj7fNznCJhhWaSOsHEvQkFeG/NBIgARsEXKWtPISy4PiizvbGQxlLR4DI/5WqqotXJ1eWG1g2xglbSQIkQAL+EkDaStf5HS/5OE71cbqfE0YHNyeoe//NsHBw+/btKxUqVJCEhARtRbly5WTbtm2SL5/3+mV0cHN+gCFsZOyXb8vGQ+v1Zqrc/pB0qtWFpWpyvmt4ByQQUgSGrxwsGzycXIQ0j44bLzi1pZEACZAACZCALwI9F3eV7374JsNfv9V0lNxV6O4cgUYHN0ewe/3RsHBwX331VQ1Jbt68uTYiJiZGvvjiC7nllltk7dq1smbNmgyNi4qKktMoWE4jARIgARIIaQIXc12UwzcekrN5zkieC3mkyNniEvULc2hDutN4cyRAAiQQAgTO5T0j39+4X87mPS25f8srxc+WlCJnSuTYnUVHR0vTpk1z7Pf5w24CYeHg9u/fX09tPU9wd+zYIXnyhG6YK0+R3YOMLMgi86TLMcEx4e1FzHGRToUc+Hzw+fC9VOfzweeDzwdd2SsRCAsHd+HChbJo0SJ577335ODBgxIfHy/r1q27Utty9O85AXMC5gTMBYo/kxDnCs4V3ADiXMG5wh8C3ADiXMG5wv8nxfYnw8LBvXDhgrRp00bOnTsnBw4ckJEjR8ojjzwS0j3HRSsXrXRw+SLyZ5LiXMG5gotWzhWcK/whQAeXcwXnCv+fFNufDAsH1+min376SW644Qa5/vrQL+rNRSsXrXRw+SLy5/XCuYJzBRetnCs4V/hDgA4u5wrOFf4/KbY/GVYObjh1FcSvateuHU63HLR7JQs3WrJIZ0EOHBPeJhyOCz4fmccFxwTnCo4J38szPh98PoK2eA/zC9PBDfMO5O2TAAmQAAmQAAmQAAmQAAmQAAmkE6CDy5EQdAK//PKLnDx5Um6++eaQVr4OOgj+gBLAWDh16pTceuutepJbvXp1jguODeE8wUFAApcSgO7IvHnzpHPnzsRDAj4JnDlzRlP4rNnx48fl6NGjUr58eWtNZ3uvQIAOboCHyMWLF6VTp07y6aefym+//ea6+r59+wL8S+FxuWHDhklKSoqKghUsWFDKlCkjXbt2DY+bD9Bd7tq1S+ui/fzzz/oCgnOHElelSpWSQYMGyRNPPBGgXwr9y5w9e1YdWoyLxo0bS8+ePQWF0WfNmhX6Nx/gO4RoXsuWLWXr1q2SK1cu03MF54n07udc4X7IyCKdBeaHP/7xj7Js2bIM80SAp6OwuBzXVxm7qUOHDrrenDp1qnz88ce6znjnnXfCoi8DdZOHDx+W559/Xk6fPi1t27aVVq1ayS233BKoy/M6YUyADm6AO++rr76S5ORkmTlzpuTPnz/AVw+vy+3evVv69u2rE26vXr1k/PjxUqNGDVmzZo0UKFAgvBpzFXf7448/Srt27WTChAlSrFgxWb9+vYwaNUrZQB08LS1NcufOfRW/ED5fXblypfZ/v379XDfdokULZVO4cOHwaUgA7nTVqlW6MEHbLRvnCXfvc64gi8xzwd69e3WDGBvmd9xxh8vJxVrDmnF95e7xzZs3a0URlM+sVKmSbhTjXfrRRx+ZPMn997//LTNmzJAFCxZodBic3gYNGpjfFLI2R3i2lw5ugHt/586demI5YsSIAF85/C4HR+azzz6Tl19+WU/qJk+eLM2aNZMpU6aY2mGDU/fll19Knz59XJ34+OOPK5unn35a/vrXv0rRokXDr4Ozccd4Prp16yapqamSN29eOXHihJ5ggw9OtS0Zwqp69OihGz9WNji89S/nCTcVzhVkkfkZOX/+vBw7duySR6dkyZKWpkttK9dX7i7HBukXX3whMTExMnv2bJk2bZo0bNhQo6GQDmbNcFAwffp0AZe6deuqY/vtt9/KokWLrKFge/9HgA5ugIcCFq3169eX++67T0NQHUMInjVDOCp2nps0aaITcc2aNWXTpk2yZMkSUyhwKgMOcGawA48JeMeOHRqqDecfO7GeIaqRDueNN97QTSCEESFc+89//rPuPFuzX3/9VUPKcCpRqFAhV/OtpTNwnnCPfM4VZOFtHvzPf/4j48aNk9tvv12KFy8uVatW1VMqa8b1lbvHoVnw5JNPynfffSdz5syR+fPny8GDB2XSpEmmhgVy1Bs1aqTpb4iUi42NdZUSxeY5NtNvuukmU0zY2HQCdHADPBJQq3fp0qWXXPWZZ54J8C+Fx+Ww84wXMyahihUrSmJiosnwGbyEwAH5IlWqVFHHduPGjbpYsSiOAOfuv//9r44Fi8IYeHrh2I4dO1bHhWdtb2sn2WDBecI9n3OuIAvPtztyCxHxEx8fr/m42AxEGtS6devCYxEQwLvk+soNE+/P77//XtdV1113nUZDYfMcm6aWNszRbjwjFjd8AvhoReSl6OAGoVuxi4YcS/yzXLlyelJnLb8QWHEyifBLLOKtGxatCMP1FB5DjohFozBGeq9jcYJTfeThWlqQOGMeqp94JnyZJfE1TwacKzI6uNbnzdWrV2sEVPv27V2pPs2bN9coGGg6WDOur0TTvbZv3y7/+Mc/9PQSBgEu6J0gLNfSJinF6KzNAP63lw6u/6z8+iR2kmrXri2vvPKK3HPPPXpK88knnwhyq6zZoUOHJCEhQUUQSpcu7VrEWxPfwqktxLVwiu/Z9oEDB1obErrpQWGM9G6HeMyjjz6qu+8lSpRwjQUr4jF4LiC05sssim9xrnCPBrJIZwHxoD/84Q/6HoU4H/Q9sPkDsUJruftcX6WPic8//1zXlVu2bNFqBDC8R6KjozX/1JJRmM9Sb2etrXRws8brip/GTivCRDxVYiEkhDBEa7ut33zzjYZVIcfO0yAUYckwJpYvXy6DBw+21GyvbaUwhhsLykbt379fy2d5mjXxGCxQMCfUqlXLhQGnUzjpt2acK9w9ThZuFtgUfOuttwSlxW688UbdJMS6wppxfeXucaQ4QaASc6VlozCf5d6/fNvp4AZ4bKDkxeuvvy5z587V3dWTJ0/qjtrf//53U2EjAcYa1peDkNJLL70kEFfyFB6zdpKNTqQwhnsoQz0YAluoX2jZvv76a3n44Ydl6NChelIFw8k2TimsGecKd4+TRToLJ9cS6U4QWUK0x+LFi83lWoIF11fu54MRcuksKMxn7S3pf3vp4PrPyu9PwpGZOHGiOjOYhCAI0bp1a7+/HykfxKlMXFxchuZg93nDhg2R0kS/2oGXcsuWLQUndp5m7STbs+0XLlxwCWNkPsH0C2oEfAiLVahgvvjiixlC+J2cqghool9NgIOL+oUQmkJ9bOgXIATTYloH5wr3kCEL5lp6m0C4vkqnwgg59+igMJ9fr1pzH6KDG6QuR1guCk9D1t9TITVIPxeSl4XogePU4d8hiDB69GgV1aHZIoBQ3C5dusjw4cPl2WefvaTx1jY9AACbX1isZTakM1gyOLgfffSRoJTaoEGDVLcAp1aXE6CyxIdttUuAuZbe+57rK7vPhLeWs4wWx4M3AnRwAzQuuID3DyROrD788EOtgRrpxjHh7mGoR0POH6e1x48fv6TrixYtGunDwWv7wAVlxRzFdZQDsWaoCb1o0SLp1q2bNv2DDz7QU22Es1sxzhXuniaLjKMecwQUx5F/anWe4JjwPhMuWbJE+vfvr4r8ZcuW1dxs1Ei2ZCyjZam3s9ZWOrhZ4+Xz084CPioqSrCbhFA7x/71r39JTExMgH4pfC4DFcwxY8a4bvjIkSNauw8nuRaMY8Ldy3gmhgwZ4rPbPceJhbGBNiJMGxs+EJ9zFNdRrB5qqZbMm8jUu+++K0lJSWYwZN4AckL4cVKFd4mlDSCHBdqNTTGow3qaJRacJ9J7nu/SS6dCvFObNWsm06ZNk7vvvlt1XjBnQl078zMTyRMpy2hFcu9eXdvo4F4dvwzfhuP2z3/+U3PHEhMT9e8QmtumTRtBGJ61UGWc1OFkxrF8+fLJY489JkWKFAkg9dC+FMdEev/g5KFKlSpSvHhxLZcEh87T8P+sGRYiWJygdqFjOMFNTU29RFk5ktlQZMrdu3hf4FnAxgfqZOOfmDMhXGjNUM8T9V6feuopee6556RChQrWEGh7OU+kdzvfpRmHP9aZSOfo1auX6y9atWqlhwqWKnawjJbJadGvRtPB9QuTfx+CIipqkyFcpHLlyvol7KQ98MAD0rt3b/8uEkGfQgHuzz77TDp16uRqVdOmTVVh2oqzzzHhHtDnz5/X8TBz5kzNP8XiHS/k2267LYJGvf9NwY47HFyIKjkG9WAopN5www3+XyjMP0mRKXcHpqWlyeTJk12n+HB44eAuWLBAy8NYM5TFmT9/vuo24DQXYo3YALCQ4uL0NeeJdBJ8l2Z8+nGCGxsbqykdCE/G3AEVepQPsmYso2Wtx/1rLx1c/zj5/SmIo0D9EeJSt956q6xdu1aqV69urkQQdtyxw4hSD4ULF3bxw8kdcg4tmVPmwdn0sNR2X21FfiXyh8aPHy/IobGomAvnpUmTJnLzzTe7Fij33nuv5lFZMopMuXsbJzLTp09XMT7HcKoPB9fSpofn+IdQISKB3n//fTlw4IA6+nhu+vTpY+Ix4Tzh7ma+SzMO+WXLlsnAgQN1w7hSpUpaK/m+++4z8Vw4jUT4OuaIvHnzuspoOQKvpkCwsZcQoIMb4EGBnCk4tFAEbdy4sfTs2VMQQjFr1qwA/1LoXw4n2Vu2bFEO1g39D4fu119/daHA6Z1F++GHH7T26+zZs7VONMIQHYEhCzxQ0gCpDPXq1RPkpeO/EcKNDZAaNWpYQJChjRSZcuOAM4P5Eou1u+66S7Zu3apjAu8Ta4bc7B49esiKFSs02qNdu3aa5gBG0LSAnoOVU23kZCP6xfI84Yx/nOYj7xJMMBbg3CFyzqI5UVHQecHm6EMPPWQKA8PWTXV3lhtLBzfLyC7/BZxErVmzRvr16+f6YIsWLWTChAkZTjID/LMhezmU/8AuI3bZHEMIniVDvTqUxhk8eHAG8TGEo1ox7LDCoYdTi9xsPBPx8fECUSVrhpJI3bt313BLRHgg19LTLI0LtBuLNNTA9TSMl9KlS1sbGtpeLNzhvOEUomLFirpwtWhYtOP5QBgm9Bs8DXNquXLlzGChWm56VyMvu23btpraglBcpH9hg2zixIlmxoLTUGyWI30BAlN33HGH5mpjvvDUdIh0KAxbj/Qevrr20cG9On6XfHvnzp16GgWhGOzCI2/oiSee0JqOefLkCfCvhfblwAL5Ujh9yJ8/v+tmrS3gEXaIEMOhQ4eGdocF8e4wFhBChROYzAJT+FlshFgxODAIJcOcgPIXWKR5msUNoISEBEWAE5m9e/dqisemTZusDIkM7YR2ARbvnidUnkIylqCQhWhVBqrlpo96nOZv3rxZOnbsqOKdWGfB2Z0yZUqGNYaFZ2TVqlWyfPnyDNUJsNacM2eOqRx1b2HrSIGyovNiYaxnt410cLNL7jLfe+ONNyQlJUUnGeSgYpcJJ1bWDKIHyJ3CyaVFQ24pQqlweo0T/VdffVVKlCjhQtGoUSMzWFDHEWIpvszapgc4wJHDaW7Lli1dWLARAiG2XLlymRkbmRuKORNMcGplzRCyXqtWLa1liTJrCMHFxihC+q0ZWaT3ONVy3SMfaU8IVZ8xY4aqayNfHZEw0PUoVKiQqUdk3759MmjQIM1Nx/sCUS94d2DetHSYgk3Rl156SetEO5uCGAhI/aHZJkAHN0j9j/AR7CyhZh9OarBosWbIr4yLi9Pw3FKlSplz7LDzPmDAAJ/dPm7cOGtDgu39HwGc0m7fvl1LXzgbHXhRI7wMYXiWFiiZBwU4PPLIIxr1YEkt13FmsDGIBRsUUbGAR4763/72N1O1LcnC/VRQLTfjDAE9C6wnjh49Kn379tXTbYvRUdggrVOnjp5cI0wZug5w8JDagfcHUuUsGKJdcIjUpUsXTYFC1CDqqE+aNMlC89nGyxCggxuk4QHnDouT9957T3PMsJi1ZhB/wGl2ZrPm2CFcBuqfnoYXEGrCWlVGtfYsZG7v559/rsIoniJsKCkWHR0tdevWNYUHDr1nHjIWrlACRaidNcMidcSIEarZULNmTc1BRfQP1MYt1bZEv5OFe/RTLTc9V9+XWdwQ9KZd4PDBia5ntFgkz6M4ucWmYNeuXfUEG6f5CF8fO3asViig2SVABzfAfQ/VSzhwqN0Hw44SFipWDacxmIDwAsICDfXacufObQoHQolwgo9ySVBGxY5jVFSUhhW9+OKLqhRKs0cAoesI3cZmmGe+pbX5AtEuOKVyDIJC1pw5z9GPk1uIx6B8Ek76cSKDfDuLRhbpvY75AQrKnir83rQMInWMoBJFgwYNfDYPm2SWDO8N5N9CgA0CfcOHD1fNF+i/eJZltMAEkZLIPcaJ7SuvvCK///3vVeMC6yweIFgYAb7bSAc3QP2PUwfkjWFxhgcMu+7169c3EybiDSNeygivw8SLXDKUQcGiDfkzlgwOLkKVIYQBg0ODvKG5c+fqQhYvKk8RLktsLLcVi5Rq1app7hQWro5yMETJrBiEpHBiCUGQ3r17exUgs8LCWzuxeMXYQE116wYWWLwj0sGSQcuhdu3aurYoUKCAq+mIAqHZI4BDA4QmI08fKS3IRYaiOCLCcNKPclKWDBvFiITCaS1OtVFDvGHDhsqFZpsAHdwA9T8cXDgtcObg6OIPavdZyYPwhhGy9TNnztRdRdQDxmkEdtpwqm1JEAKnL4sXL9ZdVpjzgkL4IWpeIpTdEo8APXJhfxkIkGFcJCYmqtI4dp2xOYaNDwuGxQgiOrD5gzB+hOFi192qYWEKZx+lszBXIMoDAjJQUPY84Y50PkjngG6DL7P2TsU8MW/ePM0ztG5Q44euh6dh8xxifVZs9+7dOicgLx+1onFwgJJa2PhBagci5iytJzAf4NmwKMRnZcxnt510cLNLzsf3UNYANdmwSMUJDRYoOMm1FpYLPDidQfshBOE4uNh5tHZiiRMYqASjRh3q1WHBUq9ePd11xVj59NNPAzwKeblwIIANIKiMw8HDST7UUrGwHzVqlIrTRbpB5RIhqGAAw4kEFmcWw8rOnTun8wH6Ho4uTiNQQgrvE+Tj3n///ZE+HFztw8YHFKR9GUpIWTLUQ4aADkqpWVZXR59jcxiRLs6/Q6QPJ3ZTp041MyQgWooouDFjxqiTiz9OVBwcXJRSspTigcMlHCYh3QvpHM4zYqlKhZnBn8WG0sHNIjB/P46XNE5n4MCgbltmkSF/rxPOn8PL6Omnn9ZSSRCcQnjZww8/LMnJyeHcrGzdO5xcOLJYuKEWLGqfouRBkSJFGJ6cLaLh/yVn42PIkCEqRofwQ5RS2rZtmwkVZZzGYOPL2XnHJhAW8SVLlgz/zs1iC+Ds9+nTR9uPkFTMCygr9uabb5rcHMVpPsrLISIKDkyTJk2ySDT8P44NDtR4hX3zzTeqKO7puFhKZbhcb8K5+fDDD80oriPntEaNGpryhLQOKK5jnGBjLCkpSTCvWjKKmVrq7ay1lQ5u1nhl69MIL7OiaOcJCE4+Tq4RigsHHyeYDz74YLYYhuOXsLOIDQ6EnSL0MLMx5CwcezWw94z8ITg0EGHDhhhycu+8887A/kiIXg0LsZdfftkVut+pUydVXXdEUrCIs2JggTB1pHHAcBIBB8ei4Xm49957dcGO0HUoo1oTEUK/Y27AO8SXWdwIwgYxTi4dQ63kdevWabk1S7Zw4UKN9oB4JSKAIGr62muvybRp09T5tWQ4KPCsRoC2Y3MMzr9FdW1LfX+lttLBvRIh/n22CSBXBCJT8fHx8txzz6mCsCWDmBSce6jiQvwhs/3ud7+zhINt/R8BiOW8/fbbPnl4K60VifCgCtuuXTufTUMqgxXL7ODCwcNJvkXDaSUW604lAizisfljrSYy+p5quRmfgOPHj7tSGvA3EN5CegciHiwbouUshq93795dkOqDMH4coMDAAhseiIqxyMTyc5C57XRwORqCSgBOHkSlIKQEEQQ4um3btg3qb4bKxSH8gNApLNac3XiLu+6h0h+hch8nTpxwLd693ZOV5yNU+iMU7gObgUhbcBSCMV946jYgzcOKMXQ9vaeplut9xCONA3886+IiR5lmjwCiIyEwBifXOTDAHArVeUtCW/Z63r8W08H1jxM/dRUEsFiD8AEk7RFqZiVHxHOhhtCqZ555Rlja4SoGUgR99aeffpI5c+ZoeRzkT+EkgkYCJCD6foB2Q0JCguJISUlR8TWo5cKQt23BqJZ7aS+DCULWkXeK/GzH6OBaeCK8txFh6iiRhLKUS5Ys0XEBYVee3todE07L6eByDASNABbxyIVAeBnEpRCOiHAzK0YH10pPZ72dDz30kFSqVElzDKEKmpqamvWL8BskEIEEfvjhBxVd82VQ5bdgVMu9tJdxUofQdQjz0UgAKvw4wcWzgnKUEF6DAj1KrXnmapOUTQJ0cG32+zVpNdTtUPoEu/EWS3/Qwb0mwyzsfgS5p23atNGSODA4ushvuB62AAALgElEQVQZoiBG2HUlb/gaEMDJTFpammoZWDKq5V7a2wjbRjkYzJmepdSef/55S0ODbRXRvFuEJeM9iooEKMG4Z88eXWuWL19e36kW150cHG4CdHA5GgJOAHm3Tm1LbxdHqK4Fg4Nbu3ZtfRljAsZ/o06dYyhQTrNHALVNe/TokaE8zsyZM00qrdvrfbY4qwRQIxj5yVZSWzz5UC0342iBYi5qyMfFxWl6h2NWhPmy+uxE8uexfsJ7E2XEkAL3pz/9SZYuXapNRjWCefPmaS4uzS4BOrh2+z5oLUdpg7/85S96fRQgR33LsmXLqpQ7hJes1O9D+ClyhnwZlFJp9ghQRMden7PF2Sdg2cHNTM2qWq7DAWsHbJ4zRDn7z1OkfBNrSecEt3PnzqqijNrhiJCqXr26/tNTqC9S2s12+E+ADq7/rPjJLBKAQwv1ZOysOfbUU0/prhtDR7IIkx+PGAI4wY2JiXGJpGAjxPM0wpJibsR0KhsSNAIQKcR7BPXEabYJQIE+NjZWqzF4ns41atTINhijre/Xr5+MGzdOoqOjZcGCBbJ161YV8+zfv78KkdFsE6CDa7v/g9r6TZs2qXOLU1xIt2PhXrduXVm9ejUd3KCS58VJgARIIPwJIPQQp3VVq1bVnEuczCAiiGaTAHQ9vIUjw8mh2STgGdWA6EHUji5durRNGGx1BgJ0cDkggkqga9euurNWrFgxQakcqCo75R+C+sO8OAmQAAmQQNgSQI3L+Ph4GT58uJ7S9OnTR0MSN27cSEG2sO3V7N04nJizZ89K/vz51YHJbE4Jqexdnd8iARKIRAJ0cCOxV0OsTRBYgjgEVGI/+OAD6d27d4jdIW+HBEiABEgglAigZjhyLqGQi9q3kydPlpYtW2oJIU8F3VC6Z95LcAjs3btXkpKSZOTIkVqVIbNt27YtOD/Mq5IACYQtATq4Ydt14XPjq1at0kUJws2wAz927NjwuXneKQmQAAmQwDUncOzYMWnatKlG/cC5RR11bI6iFiqNBEiABEiABC5HgA4ux0dQCKCGH05rU1JSpGTJkqqejILcBQoUCMrv8aIkQAIkQAKRRQB6DYMGDZIDBw6oSirClVF2jWaPwI4dO3RNkZycrGuJjh07qlDfqFGjNEebRgIkQAKeBOjgcjwEnMD+/ftVDAQvoBdeeEELcNepU0dY9zXgqHlBEiABEog4AufPn/fZJqS60GwRgNI8ashjswMquaiLPGDAAFVSbt++vWzfvt0WELaWBEjgigTo4F4RET+QVQKnT5+WN998U1JTU3VnFTlUkG2ng5tVkvw8CZAACdgisGfPHmnQoIHPRn/77be2gLC1snnzZnn33XdlwoQJgnzchg0bumrMV6tWTebPn6+RYjQSIAEScAjQweVYCBoB1C/85JNP5P3339f82w4dOmgtw8qVKwftN3lhEiABEiCByCGA2qdIcUEkUFRUVOQ0jC3xmwBKDsLBnThxoowfP14dXkfLo0yZMrJlyxYpWLCg39fjB0mABCKfAB3cyO/jkGghBEOmTp0qkyZN0mLcNBIgARIgARK4HIGBAwfqewPOLU5uITiFtBeaLQIIUUZYMqLBcIo7ZcoUiY6OlrfeekvWrl2rG+g0EiABEvAkQAeX44EESIAESIAESCCkCOzevVtef/11mTt3ruTOnVtOnTol9erV01SXfPnyhdS98maCTwDaHtOnT5eaNWvqOIBTO2PGDE2HKl68ePBvgL9AAiQQVgTo4IZVd/FmSYAESIAESCDyCaC8HP5Av8Gx5s2ba8pLoUKFIh8AW0gCJEACJJBtAnRws42OXyQBEiABEiABEggGgTNnzkitWrVUjb9s2bKSlpYmK1eulOXLlwfj53hNEiABEiCBCCJABzeCOpNNIQESIAESIIFIIXD48GEZPXq0HDx4UMUJk5KS5KabboqU5rEdJEACJEACQSJABzdIYHlZEiABEiABEiCBrBO4ePGibNiwQW677TYpVaqUXuDcuXMyZMgQGTp0aNYvyG+QAAmQAAmYIkAH11R3s7EkQAIkQAIkENoEmjRpIt9//70cOXJEhYWQc9uqVSuJiYmR2bNnh/bN8+5IgARIgARynAAd3BzvAt4ACZAACZAACZAACCAsGWJS69atk6+//loSExMFZeZGjBghsbGxhEQCJEACJEACVyRAB/eKiPgBEiABEiABEiCBa0Fg165dkpycLJMnTxaEKkdFRcn27dulTJky1+Ln+RskQAIkQAIRQIAObgR0IptAAiRAAiRAApFAYOfOnTJs2DB1cGHR0dHq4NJIgARIgARIwF8CdHD9JcXPkQAJkAAJkAAJBJUAHNxnn31WWrRoob8DFeXOnTu7frNv375B/X1enARIgARIIPwJ0MEN/z5kC0iABEiABEggIgj8+OOPkpKS4rMtPXv2jIh2shEkQAIkQALBI0AHN3hseWUSIAESIAESIAESIAESIAESIIFrSIAO7jWEzZ8iARIgARIgARIgARIgARIgARIIHgE6uMFjyyuTAAmQAAmQAAmQAAmQAAmQAAlcQwJ0cK8hbP4UCZAACZAACZAACZAACZAACZBA8AjQwQ0eW16ZBEiABEiABEiABEiABEiABEjgGhKgg3sNYfOnSIAESIAErg2BtWvXSo8ePWTDhg1y/fXXS82aNWXkyJFSuXLla3MD/BUSIAESIAESIIEcIUAHN0ew80dJgARIgASCRQBOba1ataR8+fKSmJgo586dk+TkZMmfP7/s2bNH8uXLF6yf5nVJgARIgARIgARymAAd3BzuAP48CZAACZBAYAk0a9ZMVq1aJd99950UKVJEL75y5UpZv369tG/fXv/f1q1bZeDAgXL06FFp3LixdO/eXXLnzi0tWrSQ2NhYWb16tezatUvatGkjHTt2lE2bNkn//v3lsccek9mzZ8s777yjDrO3awS2NbwaCZAACZAACZBAVgjQwc0KLX6WBEiABEgg5AmUKFFCYmJiZNmyZXLx4kVJS0tz3XPZsmU1ZLlcuXLy4IMPSlxcnPTs2VN69eqlIc1wWvFn8ODBsnDhQlm+fLns3btXduzYIU8++aTcc889UqdOHRkwYIBUq1bN6zVCHhBvkARIgARIgAQimAAd3AjuXDaNBEiABCwSKFasmNx///3qnCI8uUCBAi4M48ePF/w9HFs4sXB0x44dK6dOndJTWji3L7zwgv6/+fPnC06Dkc974sQJdXBnzJghrVu3lnnz5vm8hkXmbDMJkAAJkAAJhAoBOrih0hO8DxIgARIggYAQqF+/vmzcuFH27dsnBQsWlEOHDsnmzZs19BgOLpzYhIQEdVQLFy6sv1moUCEZMmSI/l2XLl1k2LBhsnTpUnVqEa4MBxj/jlDnRx99VKZNm+bzGgFpBC9CAiRAAiRAAiSQLQJ0cLOFjV8iARIgARIIVQIITW7QoIHUrVtXunXrJj///LOeyK5YsUImTpyoIcYVK1bU/NmkpCTp0KGDilK99tprV3Rw4ezi+7t37/Z5jVDlwvsiARIgARIgAQsE6OBa6GW2kQRIgASMEZg1a5bm1iJ/FlaqVCl1ZJFnCxXlMWPG6N+fPn1a7rzzTpk7d65UqVLFbwcX1/R1DWOo2VwSIAESIAESCCkCdHBDqjt4MyRAAiRAAoEkcOTIEblw4YKULFnyksvi/x87dkyKFi0q1113XbZ+NhDXyNYP80skQAIkQAIkQAJeCdDB5cAgARIgARIgARIgARIgARIgARKICAJ0cCOiG9kIEiABEiABEiABEiABEiABEiABOrgcAyRAAiRAAiRAAiRAAiRAAiRAAhFBgA5uRHQjG0ECJEACJEACJEACJEACJEACJEAHl2OABEiABEiABEiABEiABEiABEggIgjQwY2IbmQjSIAESIAESIAESIAESIAESIAE/h9GdCcfLIrqmAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<VegaLite 4 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alt.Chart(game.groupby('Genre')[['NA_Sales','EU_Sales','JP_Sales','Other_Sales','Global_Sales']].sum().reset_index()).transform_fold(\n",
    "    ['NA_Sales','EU_Sales','JP_Sales','Other_Sales','Global_Sales']\n",
    ").mark_line(point=True).encode(\n",
    "    x='Genre:N',\n",
    "    y=alt.Y('value:Q', axis=alt.Axis(title='Total Sales')),\n",
    "    color='key:N'\n",
    ").properties(width=800)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Games Sales per Top Ten Publishers Globally"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v4+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v4.8.1.json",
       "config": {
        "view": {
         "continuousHeight": 300,
         "continuousWidth": 400
        }
       },
       "data": {
        "url": "http://localhost:22109/6974a758449c63ecd8d426b59b5ee178.json"
       },
       "encoding": {
        "color": {
         "field": "key",
         "type": "nominal"
        },
        "x": {
         "field": "Publisher",
         "type": "nominal"
        },
        "y": {
         "axis": {
          "title": "Total Sales"
         },
         "field": "value",
         "type": "quantitative"
        }
       },
       "mark": {
        "point": true,
        "type": "line"
       },
       "transform": [
        {
         "fold": [
          "NA_Sales",
          "EU_Sales",
          "JP_Sales",
          "Other_Sales",
          "Global_Sales"
         ]
        }
       ],
       "width": 800
      },
      "image/png": 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",
      "text/plain": [
       "<VegaLite 4 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = game.groupby('Publisher')[['NA_Sales','EU_Sales','JP_Sales','Other_Sales','Global_Sales']].sum().nlargest(10, 'Global_Sales').reset_index()\n",
    "\n",
    "alt.Chart(data).transform_fold(['NA_Sales','EU_Sales','JP_Sales','Other_Sales','Global_Sales']\n",
    ").mark_line(point=True).encode(\n",
    "    x='Publisher:N',\n",
    "    y=alt.Y('value:Q', axis=alt.Axis(title='Total Sales')),\n",
    "    color='key:N'\n",
    ").properties(width=800)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>Rank</th>\n",
       "      <th>Name</th>\n",
       "      <th>Platform</th>\n",
       "      <th>Year</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Publisher</th>\n",
       "      <th>NA_Sales</th>\n",
       "      <th>EU_Sales</th>\n",
       "      <th>JP_Sales</th>\n",
       "      <th>Other_Sales</th>\n",
       "      <th>Global_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Wii Sports</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>41.49</td>\n",
       "      <td>29.02</td>\n",
       "      <td>3.77</td>\n",
       "      <td>8.46</td>\n",
       "      <td>82.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Super Mario Bros.</td>\n",
       "      <td>NES</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Platform</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>29.08</td>\n",
       "      <td>3.58</td>\n",
       "      <td>6.81</td>\n",
       "      <td>0.77</td>\n",
       "      <td>40.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Mario Kart Wii</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>Racing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>15.85</td>\n",
       "      <td>12.88</td>\n",
       "      <td>3.79</td>\n",
       "      <td>3.31</td>\n",
       "      <td>35.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Wii Sports Resort</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>15.75</td>\n",
       "      <td>11.01</td>\n",
       "      <td>3.28</td>\n",
       "      <td>2.96</td>\n",
       "      <td>33.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Pokemon Red/Pokemon Blue</td>\n",
       "      <td>GB</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>Role-Playing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>11.27</td>\n",
       "      <td>8.89</td>\n",
       "      <td>10.22</td>\n",
       "      <td>1.00</td>\n",
       "      <td>31.37</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Rank                      Name Platform    Year         Genre Publisher  \\\n",
       "0     1                Wii Sports      Wii  2006.0        Sports  Nintendo   \n",
       "1     2         Super Mario Bros.      NES  1985.0      Platform  Nintendo   \n",
       "2     3            Mario Kart Wii      Wii  2008.0        Racing  Nintendo   \n",
       "3     4         Wii Sports Resort      Wii  2009.0        Sports  Nintendo   \n",
       "4     5  Pokemon Red/Pokemon Blue       GB  1996.0  Role-Playing  Nintendo   \n",
       "\n",
       "   NA_Sales  EU_Sales  JP_Sales  Other_Sales  Global_Sales  \n",
       "0     41.49     29.02      3.77         8.46         82.74  \n",
       "1     29.08      3.58      6.81         0.77         40.24  \n",
       "2     15.85     12.88      3.79         3.31         35.82  \n",
       "3     15.75     11.01      3.28         2.96         33.00  \n",
       "4     11.27      8.89     10.22         1.00         31.37  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "game.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Wii', 'NES', 'GB', 'DS', 'X360', 'PS3', 'PS2', 'SNES', 'GBA',\n",
       "       '3DS', 'PS4', 'N64', 'PS', 'XB', 'PC', '2600', 'PSP', 'XOne', 'GC',\n",
       "       'WiiU', 'GEN', 'DC', 'PSV', 'SAT', 'SCD', 'WS', 'NG', 'TG16',\n",
       "       '3DO', 'GG', 'PCFX'], dtype=object)"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "game.Platform.unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 7. Future Studies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
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