newsletter.ipynb

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   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('ggplot')\n",
    "import os\n",
    "from IPython.display import HTML\n",
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    "The raw code for this notebook is by default hidden for easier reading.\n",
    "To toggle on/off the raw code, click <a href=\"javascript:code_toggle()\">HERE</a>.''')\n",
    "\n",
    "DIR_DEST = '/home/bear-b/users/wtian002/mitch-b/dmis-research/Tianyi/2018/farelogix/2017_data/'"
   ]
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploratory Analysis of DB1B"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Welcome to the  Airline Origin and Destination Survey (DB1B) analysis\n",
    "The overview of the DB1B dataset can be found <a href=\"https://dsai.cs.fiu.edu/2018/08/06/data-overview-an-in-depth-review-of-the-origin-and-destination-survey-db1b/\">HERE</a>. In the data overview, you can find detailed information regarding the dataset, including data coverage, availability and meta data for each table."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## We will demonstrate some of the DB1B statistic results for the year 2017 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Trend of Average Fare Price, Crude Oil Price, and CPI Index\n",
    "In the chart below, we plot the crude oil price and CPI index data from above together with the average fare price from DB1B. This chart illustrates the relationship between oil price, inflation (CPI) and airline industry cost/price. As oil prices move up or down, inflation follows in the same direction. The reason why this happens is that oil is a major input in the economy – it is used in critical activities such as fueling transportation and heating homes – and if input costs rise, so should the cost of end products. For example, if the price of oil rises, then it will cost more to make aviation fuel, and an airline company will then pass on some or all of this cost to the consumer, which raises prices and thus inflation."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import the crude oil price from 2006 to 2017\n",
    "Below is a sample table of the historical crude oil price dataset. It can be obtained from <a href=\"https://fred.stlouisfed.org/series/DCOILWTICO\">OECD</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>crude oil price</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DATE</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2006-01-31</th>\n",
       "      <td>65.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006-02-28</th>\n",
       "      <td>61.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006-03-31</th>\n",
       "      <td>62.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006-04-30</th>\n",
       "      <td>69.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006-05-31</th>\n",
       "      <td>70.84</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            crude oil price\n",
       "DATE                       \n",
       "2006-01-31            65.48\n",
       "2006-02-28            61.63\n",
       "2006-03-31            62.69\n",
       "2006-04-30            69.44\n",
       "2006-05-31            70.84"
      ]
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     "execution_count": 113,
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   "source": [
    "df_oil = pd.read_csv('DCOILWTICO.csv')\n",
    "df_oil.dropna(axis=0,inplace=True)\n",
    "df_oil = df_oil[df_oil.DCOILWTICO != '.']\n",
    "df_oil.DCOILWTICO = df_oil.DCOILWTICO.astype(float)\n",
    "df_oil.DATE = pd.to_datetime(df_oil.DATE, format='%Y-%m-%d')\n",
    "df_oil = df_oil.set_index('DATE')\n",
    "df_oil_mean = df_oil.groupby(pd.Grouper(freq=\"M\")).mean().round(2)\n",
    "df_oil_mean.rename(columns={'DCOILWTICO':'crude oil price'},inplace=True)\n",
    "df_oil_mean.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import CPI index from 2006 to 2017\n",
    "Below is a sample table of the historical CPI index dataset. It can be obtained from <a href=\"https://fred.stlouisfed.org/series/CPALTT01USM659N\">OECD</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>DATE</th>\n",
       "      <th>cpi unadjusted</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2006-01-01</td>\n",
       "      <td>3.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2006-02-01</td>\n",
       "      <td>3.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2006-03-01</td>\n",
       "      <td>3.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2006-04-01</td>\n",
       "      <td>3.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2006-05-01</td>\n",
       "      <td>4.17</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      "text/plain": [
       "        DATE  cpi unadjusted\n",
       "0 2006-01-01            3.99\n",
       "1 2006-02-01            3.60\n",
       "2 2006-03-01            3.36\n",
       "3 2006-04-01            3.55\n",
       "4 2006-05-01            4.17"
      ]
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   "source": [
    "df_cpi_un = pd.read_csv('CPALTT01USM659N_unadj.csv').round(2)\n",
    "df_cpi_un['DATE'] = pd.to_datetime(df_cpi_un['DATE'])\n",
    "df_cpi_un = df_cpi_un[df_cpi_un['DATE'] < '2018']\n",
    "df_cpi_un.rename(columns={'CPALTT01USM659N':'cpi unadjusted'}, inplace=True)\n",
    "\n",
    "df_cpi_un.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import the DB1B ticket data from 2006 to 2017 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {
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   "source": [
    "# 2016.csv contains data from year 2016\n",
    "df_2016 = pd.read_csv(DIR_DEST+'2016.csv')\n",
    "df_2016['YEAR_QUARTER'] = '2016Q'+ df_2016['QUARTER'].astype('str')\n",
    "df_2016['DATETIME'] = pd.to_datetime(df_2016['YEAR_QUARTER'])\n",
    "df_2016 = df_2016[['ITIN_FARE', 'DATETIME', 'REPORTING_CARRIER','PASSENGERS']]\n",
    "df_2016 = df_2016.dropna(how='any',axis=0)\n",
    "# 2017.csv contains data from year 2-17\n",
    "df_2017_temp = pd.read_csv(DIR_DEST+'2017.csv')\n",
    "df_2017_temp['YEAR_QUARTER'] = '2017Q'+ df_2017_temp['QUARTER'].astype('str')\n",
    "df_2017_temp['DATETIME'] = pd.to_datetime(df_2017_temp['YEAR_QUARTER'])\n",
    "df_2017_temp = df_2017_temp[['ITIN_FARE', 'DATETIME', 'REPORTING_CARRIER','PASSENGERS']]\n",
    "df_2017_temp = df_2017_temp.dropna(how='any',axis=0)\n",
    "#10y.csv contains all the data from 2006 to 2015\n",
    "df_10 = pd.read_csv(DIR_DEST+'10y.csv')\n",
    "df_list = [df_10,df_2016,df_2017_temp]\n",
    "\n",
    "df_merge = pd.concat(df_list, ignore_index=True, sort=True)\n",
    "df_merge.drop(['Unnamed: 0'],axis=1,inplace=True)\n",
    "df_merge.rename(columns = {'DATETIME':'DATE'}, inplace=True)\n",
    "# AVG_FARE column contains the iternarary fare per passenger\n",
    "df_merge['AVG_FARE'] = df_merge.ITIN_FARE / df_merge.PASSENGERS\n",
    "df_merge['DATE'] = pd.to_datetime(df_merge['DATE']).dt.date\n",
    "df_trend = df_merge[['DATE','AVG_FARE']].groupby(['DATE']).mean().round(2)"
   ]
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   "cell_type": "code",
   "execution_count": 117,
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>DATE</th>\n",
       "      <th>ITIN_FARE</th>\n",
       "      <th>PASSENGERS</th>\n",
       "      <th>REPORTING_CARRIER</th>\n",
       "      <th>AVG_FARE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2006-01-01</td>\n",
       "      <td>122.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>AA</td>\n",
       "      <td>122.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2006-01-01</td>\n",
       "      <td>158.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>AA</td>\n",
       "      <td>158.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2006-01-01</td>\n",
       "      <td>609.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>AA</td>\n",
       "      <td>609.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2006-01-01</td>\n",
       "      <td>706.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>AA</td>\n",
       "      <td>706.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2006-01-01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>AA</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         DATE  ITIN_FARE  PASSENGERS REPORTING_CARRIER  AVG_FARE\n",
       "0  2006-01-01      122.0         1.0                AA     122.0\n",
       "1  2006-01-01      158.0         1.0                AA     158.0\n",
       "2  2006-01-01      609.0         1.0                AA     609.0\n",
       "3  2006-01-01      706.0         1.0                AA     706.0\n",
       "4  2006-01-01        0.0         1.0                AA       0.0"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "df_merge.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot the graph \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
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   "outputs": [
    {
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5/fXX2b59O5cuXQKgrKwMjUaDUqlslPKu3mZmZoaXlxc5OTm1bv+77Oxs/Pz8rns9KyuLhIQEgoKC9K+p1WrGjx9/s8sVDSBJgBBCCCGaXF2e0BtCZmYm//jHP1i9ejUREREolUqGDRuGTqcDLt/Mjh49mjVr1tC6dWuio6Oxt7cHwMvLi2effZZZs2Y1Slnu7u5cuHBBv//Vffa9vb2xsrLi+PHj13WlqYt///vfnDt3jt9//x13d3dOnDjB8OHD9WUDKBSK2yrv6ni1Wi0XLlzA09OzTsd6e3uTlpZG586dr3s9KiqK77//vk7nEQ0nYwKEEEIIcceoqKhAoVDg4uICwOrVq6/rbz5u3DjWrVvHr7/+yr333qt//eGHH+brr78mPj4enU5HRUUFW7ZsoaysrEFljR49mhUrVnDhwgUuXbrE8uXL9ds8PDwYMGAA//znPyktLUWr1ZKamsq+ffvqdJ3l5eVYW1vj4OBAUVERS5Ysuen+DSnv+PHjrF+/HrVazWeffYalpeU1LQk3M2nSJN5//33OnTuHTqcjKSmJwsJCoqOjOXfuHD/99BM1NTXU1NRw5MgRTp8+XafzirqTJEAIIYQQd4yAgACmT5/O2LFjCQ8P5+TJk0RGRl6zT/fu3bG1tSU3N5fBgwfrXw8PDycmJoZXXnmF4OBg+vbtyw8//NDgsh5++GEGDBhAdHQ0w4cPZ8iQIZibm+u763z00UeoVCoGDRpEcHAw06dPJy8vr07XOXXqVKqqqggLC2P06NEMGjTolsfUt7y77rqL3377jeDgYH7++Wc+//xzLCws6hTf9OnTGTVqFJMmTSIwMJAXXniBqqoq7O3t+e6771i7di3du3ena9euvPPOO9cMvhaNQ6G7ul2ohbi6ecqQ3Nzc9FOICdMgdWJ6pE5Mk9SL6WnudVJRUWGyi1bdDnNz8yab9z42NpZ58+Zx8ODBJjl/Y4qJiSE1NZWlS5caO5QmrZMrbvR5rusYDVMkLQFCCCGEEEZQWVnJ1q1bUavVXLhwgcWLF3P33XcbOyxxh5AkQAghhBDCSGJiYggODmb48OH4+/vz4osvGjskcYeQ2YGEEEIIIYzAxsaG9evXGzuMBpkzZ46xQxC3SVoChBBCCCGEuMNIEiCEEEIIIcQdRpIAIYQQQggh7jAyJkAIIYQQQogmsHz5cuLj43F0dCQmJgaAsrIylixZQn5+Pq1bt+a5557Tr0ptSNISIIQQQgghRBMYNGgQL7/88jWvrVmzhrCwMD7++GPCwsJYs2aNUWKTJEAIIYQQwgTMnj2bRYsWNcm5FyxYwGeffdYk576ZvXv3EhERof958ODB7N271+BxXC0jIwMfHx/9AmNTp05l27ZtTVJWcHDwdU/5Dx06xMCBAwEYOHAghw4dapKyb0WSACGEEELccX799VdGjBiBv78/3bp1Y/LkyfqVemNiYvDz88Pf35+goCDGjBnD4cOHAfj+++8ZN27cDc/r4+PD+fPnDXINdXXx4kV++uknJk+ebOxQ2LZtG3369Lmtc8TExDBr1qxGighmzpzZZMlXbS5duoSzszMAzs7OlJSUGKzsqyl0Op3OKCU3IZVKZZRyDbFstagfqRPTI3VimqReTE9zrxOtVouZmWk+a8zPzyc/Px8fHx9atWqFQqGgtLSU8vJyvLy8yM3Npbq6mrZt26LT6cjJyaGoqIjg4GCKioooLCykY8eOtZ772LFjdO7cGUtLy3rHlZGRgYWFBZ6enrd7idfIz8+nurqaNm3aNOp566KsrIyMjAyCgoIa7ZxX1w+AQqGgPrezKpWK5ORkwsLCUCgUACQnJ+Pn54eNjU2tx9zo82xpacm8efP0P0dHRxMdHX3NPnl5eSxatEg/JuCxxx7jq6++0m+fMmUKX375ZZ3jbywtcmBwQUGBUcp1c3MzWtmidlInpkfqxDRJvZie5l4nFRUV2NraGjuM65SUlBAREcHixYsZPXo0hYWF+m0WFhYUFBTw4YcfkpqaytKlSwE4d+4cQ4YM4fjx48TGxrJy5cob9uOOjIxk9+7dtG/fnpiYGFJSUrCysmLDhg34+Pjw4YcfEh4eDsCJEyeYM2cO58+fZ8iQISgUCtq1a8fcuXMB2Lx5M++99x6ZmZn4+/uzcOFCgoODSU1NZeTIkXz//feEhYWRk5NDdHQ0n376aa1P2SdMmMDEiRMZP348AKtXr2bVqlXXXIOPj48+7tmzZ2Nra0tGRgYHDhwgICCAZcuW0a5dOwBee+011q9fT2lpKe3bt+fNN9+kV69eAFRWVvLSSy+xadMm3N3defDBB/n888+Ji4sDoFevXrz//vsMGDCA2bNn4+Xlpb/evXv3MmvWLP2+n3zyCV988QWlpaV4eHjw7rvvolarmTJlCjqdDktLS/z8/Ni+fTuFhYW8+eabxMbGYmZmxoQJE3jhhRdQKpVoNBreeecdfvjhB1q1asWMGTOYP38+aWlpmJtfvhVetGgRXl5ePP/887XW640+z97e3ixcuLDWY27E0dGRoqIinJ2dKSoqwsHBoV7HNxbTTNGFEEIIIZpAXFwc1dXVjBgxok77V1dX88MPP+Dl5YWLi0u9y9u8eTNjx47l5MmT3HXXXcyfPx+4/DT68ccfZ/z48SQmJjJq1KhrVg8+fvw4c+bMYdGiRZw4cYLJkyczZcoUqquradeuHS+//DJPP/00lZWVPP/880yYMOGG3WySk5Nv2HJxI2vXruX5558nKSmJdu3aXdNdJjw8nE2bNpGYmMi4ceOYMWMGVVVVACxZsoS0tDT27NnDt99+y48//ljftwyAM2fO8OWXX/LHH3+QkpLCd999h6+vL4MHD2bWrFmMGTOG06dPs2XLFuDyeAqlUsmePXvYuHEjO3fu5LvvvgPg22+/ZcuWLWzcuJH169fz+++/X1dep06dSEpKalCs9dWjRw927NgBwI4dO4iMjDRIuX/XIlsChBBCCGFactXLqNKdadIyrBWd8DB/+qb7FBUV4eLion8CfCPr1q1jy5YtWFhYEBgYyBdffNGgmCIjIxk6dCgA48eP5/PPPwcgPj4etVrNtGnTUCgUjBo1ik8//VR/3LfffsvkyZPp3r07cPlp/tKlS4mPj6d37948/PDDbN68mVGjRqFQKG7anaSkpKTeU1COGDGCbt26AXDvvffy5ptv6rddaVEAePLJJ/n44485e/YsISEhrFu3jnfffRdnZ2ecnZ15/PHHWbJkSb3KBlAqlahUKlJSUnB1dcXX1/eG++bl5bFt2zaSkpKwsbHB1taWadOmsXLlSh555BHWrVvH1KlT8fHxAWDWrFns27fvmnPY29tz6dKlesd5Kx9++CFJSUmUlpby5JNPMmHCBMaNG8eSJUuIjY3Fzc3thq0PTU2SACGEEELcMZydnSksLEStVt80ERg9erS+O9DtcHd3139vY2NDVVUVarWa3NxcPD099X3SgWv67GdlZfHjjz9ec3OvUqnIzc3V/zxp0iSmTJnCe++9h5WV1Q1jcHR0pKysrF5xt27d+pq4y8vL9T//+9//ZtWqVeTm5urHU1zpVpWbm4u3t3et11QfV7oZLV68mJSUFAYOHMjrr79e63iJzMxMampq9AkTXO7DfyWOv8d0JRm4WllZGY6Ojg2K9WZmz55d6+uvvfZao5dVX5IECCGEEKLJ3eoJvaFERETo++iPGjXKaHG4u7uTk5ODTqfTJwJZWVn4+fkB4OXlxTPPPMOzzz5b6/Hl5eW88cYbPPTQQyxevJh77rlHP+PM3wUFBXHu3Dm6du0KgK2tLZWVlfrteXl5dY77wIEDLF++nNWrVxMYGIiZmRnBwcH6gbnu7u5kZ2cTGBiov6Yb+Xsc+fn512y/9957uffeeyktLWXu3Lm88847LF269JrECS7f1FtZWXH8+PFaE7srMV1x9fdXnDlzhuDg4Dq8Ay2HjAkQQgghxB3DwcGBF154gfnz57NhwwYqKyupqakhNjaWt99+22BxREREoFQqWbFiBWq1mvXr13PkyBH99ocffphvvvmG+Ph4dDodFRUVbNmyRf9E/7XXXiMsLIwPPviAoUOHXjNDzd8NGTKE/fv3638ODg4mJSWFEydOUFVVpZ+1pi7KysowNzfH1dUVtVrNkiVLKC0t1W8fPXo0y5Yto7i4mOzs7Jt2UwoJCSE2NpaioiLy8vKuWcfgzJkz7N69m+rqaqysrLC2tkapVAKXB81nZGSg1WoB8PDwYMCAAfzzn/+ktLQUrVZLamqqvsvP6NGj+eKLL8jOzqa4uJhly5ZdF8u+ffsYPHhwnd+HlkCSACGEEELcUWbMmMHrr7/ORx99RFhYGJGRkXz55ZcMHz7cYDFYWlry+eef88MPPxAcHMxvv/12zWDl8PBw3n//fV555RWCg4Pp27cvP/zwAwAbN25k+/bt+llpXn/9dU6cOMEvv/xSa1kPPPAAW7du1T9179ixI7Nnz2bixIn069ePnj171jnuQYMGMXjwYPr370+vXr2wsrK6pqvN888/j4+PD71792bSpEnXjB/4u/HjxxMcHExUVBSTJk1izJgx+m0qlYoFCxYQFhZGt27dKCgo0Cc6V1pwQkND9XX20UcfoVKpGDRoEMHBwUyfPl3fwvHwww8zcOBAhg0bxt13380999xzTRxHjhzB1tZWPwbiTtEi1wmorZnHEJr7dG4tkdSJ6ZE6MU1SL6anudeJqU4Rerua6/oNCxYswM3NjWnTphk1jsjISJYuXUpUVFSjnfN262TatGlMnDhRP4C7NjebIrS5kjEBQgghhBAt3EsvvWTsELh48SKFhYU3nenHGK7uhnQnke5AQgghhBCiSR05coR+/foxZcqUWmfnEYYnLQFCCCFECxCfl0ti4cUmL8fewoKhvn44WFo2eVmi5ejatSsnT540dhjiKpIECCGEEM3c/pxs5u7ZicZAw/yWHzvC6PYdmeAfiKednUHKFEI0LkkChBBCiGbsdHERr+7fQwdHRz7sPwTrW6yEe7vSS0v4PiWZn8+m8PPZFAa3acukgM4EOLtcs18LnHdE3MFa4udZkgAhhBCimcqrqOAfe3bQysKS9/oOxPEmq8Y2Fn8nZ17t2ZvpoV348XQKv50/w5aMNCLcPZgUEERPj/+tgnv1QlhCNFctMQEASQKEEEKIZqm8poYX9+ygvKaG5YOiaW1j2Ok4PWzteDq8G48Fh7D23Bl+PJ3CnN3b6ejoyMSAIAZ5elFdXY21tbVB4xKiMel0OsrLy7GxsTF2KI1OkgAhhBCimVFrtby6fzepJZf4oN9AOjk5Gy0WewtLHg4MZoJ/IJvT01iVksw7h/bzqY0Ns0PC6erqhsVfK722BFZWVlRXVxs7DHGVpqqTKy0ANjY2+tWKWxJJAoQQQohmRKfT8UH8IQ7m5jAvoieRHl7GDgkACzMl97TrwAi/9uzPucCqlJPMP7wfO3ML7mnXnmhfP4JdXJt996DmvohbSyR10jCSBAghhBDNyDfJSfyeeo7/6xzCqPYdjR3OdRQKBb29vOnt5U1y4UVWpSTz69kz/HgmBU9bOwa38WVIm7Z0dnZp9gmBEM2ZJAFCCCFEM7EpPZVPE49xV1s/poaEGTucW+rs4sqbUX0pVanYnZ1JbGYGP5w+xaqUZLzs7BjSpi1D2rQlwMlZEgIhDEySACGEEKIZSMjPY8HhA3R1c2deRK9mddPcytKSEe06MKJdB0pUKnZlZxKbkc73Kcl8e+okPnb2lxMC37Z0cnRqVtcmRHMlSYAQQghh4tJKSnh57y687ex5t09/LJvxIEUHS0tGtuvAyHYduFRdfTkhyEznu5STfHMqiTb2rRjSpi0TAzrLqsRCNCFJAoQQQggTVlhVyQu7t2NupuD9fgNb1I2xo5UVo9p3ZFT7jhRXV7MzK4PYzHRWJidxIPcCH/YfTKsWdL1CmBIzYwcghBBCiNpVqdXM3bOLwuoq3us7EG87e2OH1GScrKwY06ETHw4YwsK+/TlbXMyc3dspr6kxdmhCtEiSBAghhBAmSKPV8ubBfSQXXeSNXn0IcnE1dkgG08fLh7d69+VUUSEv7N5OhVoSASEamyQBQgghhAlatG83u7IzeSZL3CA/AAAgAElEQVS8O/292xg7HIPr792GN3v1JanwIv/YvYNKtdrYIQnRokgSIIQQQpiIipoafjt3humxm/j6+FEe6BTAA/6Bxg7LaAa18eXVnr05VlDAvD07qZJEQIhGIwODhRBCCCPS6XScuFjAutSzbMvIoFKjpr2DIy/3HcBwT9NYDdiYon390Gi1vH1oPy/t3cXCvgOwasazIwlhKiQJEEIIIepBpdGgg9u+ES2qqmJD+nl+P3+OtNISbMzNiW7rx8h2HQhxcaV169YUFBQ0TtDN3HC/9qh1OhYcPsAr+3bzTu9+zXqaVCFMgSQBQgghRB1tzUgjJuEwpSoVXnb2+LVyoG2rVvi1crj8vYMDTpZWN1zsSqPTcjAnhz9Sz7ErOxONTkeoixvzInoyxLcttuYWBr6i5mNkuw5otFreiz/Ea/v38FbvvliYSSIgRENJEiCEEELcQnF1NTEJh9iWmUGwiyu9PLxILy0hrbSEuLxcVFqNfl8HS0v8Wjnge1Vy4GZtw54L2fyReo68ygqcLK14oFMgI9t3oL2DoxGvrHkZ06ETap2OxQmHeePAXt7s1RdzMxneKERDSBIghBCiXgqrKvkz7Tyj2nXE0crK2OE0uV3ZmbwXd5BSVQ0zQsN5KKDzNTeeWp2OvIoK0v5KCq4kBwdyLrA+9bx+PwXQ08OLZ8K709fbW55iN9B9Hf1Ra7V8fDSetw7u49WevSUREKIBjJIEaLVa5s2bh4uLC/PmzSMvL48PP/yQsrIy2rdvz6xZszA3N6empoZly5Zx7tw5WrVqxezZs3F3dzdGyEIIIYD9Odm8c2g/RdXVbEpPZUn/wbhY2xg7rCZRqlLx0dE4NqSl4u/kxJL+g+nk5HzdfmYKBZ52dnja2dHrbwN5S1Uq0ktLyKkoJ8TVDU9bO0OF36JN8A9ErdWy/PgRlGYK5kdGoVRIIiBEfRjlN2b9+vX4+Pjof165ciUjR47k448/xs7OjtjYWABiY2Oxs7Nj6dKljBw5km+//dYY4QohxB1PpdGw9Gg8L+zegbOVNS92jySzrIxZO2LJr6wwdniN7kDOBR7dvJ7N6WlMCQrl0yF31ZoA3EorS0tCXN0Y6usnCUAjmxQYxIzQLmxKT2PR4YNodTpjhyREs2LwJODixYvEx8czdOhQ4PLUaImJiURFRQEwaNAgDh06BMDhw4cZNGgQAFFRUZw4cQKd/JILIYRBpZZcYnrsJlafPsX4jv58NvQuxnboxOJ+g8irrODp7VvJKS83dpjsu5DNY5v/5JkdW/kmOZHkosJ63xhW1NTwXtxB5uzejp25Bf8ZPIwnQsKk646JeqRzCE8Eh7E+7TwLDh+gRKUydkhCNBsG7w701VdfMXnyZCorKwEoLS3F1tYW5V9Tfbm4uFBYWAhAYWEhrq6Xl0lXKpXY2tpSWlqKg4ODocMWQog7jk6nY935s3x0NB5rpZKFfQbQz/t/rbjhrd1Z0n8wL+zezswdW/h4wBB87FsZPM6i6iqWHo1nU3oabVu1okSl4j8njvGfE8dwtLSkh7snkR6e9PDwvOnT+IT8PN49tJ+cinIeCujM1JAuMh99M/BYUAhanY4vT55gR1YG93X050H/zjhbWxs7NCFMmkGTgLi4OBwdHenQoQOJiYm33L+2p/61Tbu2ZcsWtmzZAsDChQtxc3O7/WAbwNzc3Ghli9pJnZgeqRPT9Pd6Ka6q4rWdsWw6d5Y+Pr4sGBKNh539dccNcnPjvy4uPPHHWmbt3MZXo8fRwdnFIDHrdDp+P53Cu3t3UqZSMTOiJzO698BSqaSgooJ9mRnszkxnb2YGWzPTAWjv5ESfNm3p26YtPb19sLe0pLKmhiUH9/H18aO0dXDk27Hj6e7lbZBruBn5Xam7uQMHMy40jP/EH+bbUyf56expHgwK5fHwbnjYX/+5vR1SL6ZH6qRhFDoD9q/57rvv2LlzJ0qlEpVKRWVlJT179uTo0aN8+umnKJVKUlJS+PHHH5k/fz7vvPMODzzwAAEBAWg0GqZPn87nn39+w/mXr8jOzjbQFV3Lzc1NFnYxMVInpkfqxDRdXS8J+Xm8dXAfF6sqmREazsSAzpjd4u/uuUvFPLvz8niuDwcMoaOjU5PGm1NRzgfxh9ifc4FgF1fmRfSig2PtU23qdDrOl1ziUG4OB3NzOFKQR7VGg1KhINTVjYtVVWSWlTK+oz9PhnXFxtw0Js6T35WGSS8tYWVyEhvTUzFTKLinXQceDgzCu5YktiGkXkyPMevE29v4DwwaSvnGG2+8YajCwsLCGDVqFCNHjqRjx44UFxczZ84czp49C0Dbtm35+eefCQ4OplOnTlRUVHD06FEiIiLYt28fKpWKPn363LKc0tLSpr6UWtna2lJR0fIGyDVnUiemR+rENNna2lJSVsaKxOMsjDuAs7U1Mf0GMti37S0fvAA4W1vT18uHjemp/J56lh7unrjZNP6sQVqdjl/Onmb+vt3kllcws0tXXoyIxPUmMxQpFAqcra0JdXVjuF87HgroTHd3d1ysrUkvK0WHjjd69mF8pwAsTGiqSfldaRhHKyv6+7RhuF87qjUa1qee46czKWSXl9HOweG2p7WVejE9xqyTVq0M3wWysRi0JeBqiYmJrFu3jnnz5pGbm3vdFKEWFhaoVCqWLVvG+fPnsbe3Z/bs2Xh4eNzy3NISIK6QOjE9UiemqcrSgmc3/EFi4UXuadee2V0jGrR6bVZZKc/u3EZZjYoP+g0i1LXxmujPl1xi0eGDnCgsoKeHJy92j8SrkZ7umiL5XWkc+ZUVrDqVzNrzZ1BpNAxp05ZHOgc3aLYnkHoxRdIS0DBGSwKakiQB4gqpE9MjdWJ6tmak837CIdDpeLF7JEN9/W7rfDkV5czeGcvFqire7zuQrq1vb32XGq2Glckn+To5ERtzc54J787wtu3q1ELRnMnvSuMqqqrih9On+PlsChVqNf28fHgsOJTO9RzDIvVieiQJaBhJAhqR/GEwPVInpkfqxLT8fCaFJUfi6ObhxfzukXjaNc5c9gWVFTy7cxs5FeUs7DOASA/PBp0n8WIBi+IOcq7kEtG+fjwb3v2OmfVFfleaRolKxc9nUvjh9ClKa1Tc1daP6aHhdV7HQerF9EgS0DCSBDQi+cNgeqROTE9LqZOjBfkk5Ofyf51Dmu0T6W9PJfGv40fp792GT0aOoaSoqFHPX1RVxexd28goLeHt3v3o4+VT6341Wg0FlZXkV1aSX1mh/5pdXs7u7Exa29gyp1sP+nrXfnxL1VJ+V0xVeU0NK08lsTrlFKBjgn8gj3QOwc7i5t3gpF5MjyQBDWMaUyAIIUQzs/RoPMlFhdgozXkwoLOxw6kXnU7HF0kn+PLkCYb6tuXVyN5YNsF8+M7W1iwdOITndm3n5b27mRIcik6nI7/qys3+5Rv+4urq6461UippbWPD+E4BTAvpcssbMyHqy87Cghmh4Yzt0InPThxj5amT/J56jieCwxjdviPmJjRIXIimIEmAEELU0/mSSyQXFeJkacW/jh8lzK01wS6uxg6rTnQ6HZ8cO8L3p5MZ2a4D/4iIRKloupsdB0srPhowmBd37+CzxGMAOFlZ0drGhtbWtgQ5u9LaxpbWNja42djgbmOLm40trSwsmm0Li2hePG3teLVnbx7oFMCyYwnEJBzm5zMpPNWlK709veVzKFosSQKEEKKeNqadR6lQ8MmgaObs3s7r+/ewIvpuHCwtjR3aTWl1OhYnHGbNuTOM7+jPs10jbjn/f2Owt7Bk2aCh5FdW4mJl3SStDkLcrs4uriwdOJTdF7JYfuwI/9izkwh3D57u0g3/Bs4kJIQpk7YuIYSoB41Oy6b0NHp5eOHn4MCbvfqQV1nBgsMHal3l3FRodFoWHj7AmnNnmBQQxGwDJQBXKBVmeNraSQIgTJpCoaC/dxu+ueseZneN4ExxEY9v2cC7h/aTXylrA4iWRZIAIYSoh4S8PPIqKxju1x6AEFc3/l9YV3ZlZ/LTmRQjR1c7tVbLPw/sY33aeZ4IDuP/hYVLFwchbsLczIz7OwXw/d2jmRjQmc0ZaTy04XdWJB6ntJYxLEI0R9IdSAgh6mFD+nnsLSzod9WMEA/6B5KQn8cnx44Q5upGZxMaH1Ct0fD6/j3svpDFzC5deSggyNghCdFstLK0ZGaXbtzb0Z//HD/KlydP8G3KSfp4ejOsrR+9Pb2ldUvc1O+//05sbCwKhQJfX1+eeuopLE2k66i0BAghRB1VqGvYkZnJ4DZtsVL+7xmKQqFgfmQvXKytefXAHkpVKiNG+T9VajXz9uxk94Usnu/WQxIAIRrI286eN6P6smLocCYEhXC0II/5+3Yz5vdfWXj4AHF5OWh0WmOHKUxMYWEhf/75JwsXLiQmJgatVsvevXuNHZaetAQIIUQd7czKpFKj5u6/ugJdzcHSin9G9WXm9i0sijvIW1F9jdrlprymhn/s2cHxggJe7tGLe9p1MFosQrQUgc4u9PUPYGpAEHF5uWzOSGVrZjq/p57DzdqGob5tGda2HYFOztLlTgCg1WpRqVQolUpUKhXOzqYzyLxFLhamMtJTOHNzc9RqtVHKFrWTOjE9zblOMspKqdFo6ODodMN9CquqyK+swN3WDmcrKwNG9z8anY7MslKq1Gq87expVYem5+ZcLy2V1Ilp+nu96HQ6ytQ1lFSrKKupAXRYKJU4WFriYGmFZQtZb6BCXYNKo8XJSH/XbsaYvyuWlpbMmzdP/3N0dDTR0dH6n9evX8+qVauwtLQkPDycZ555xhhh1qpFJgGyYrC4QurE9GhsrFFWVhk7jHrLq6hg/Pq1PBYUyhMhYTfcT6vTMXfPTg7n5fDvwcMIdHYxYJSXV+l9btc20kpLeCuqL/2829TpOPldMT1SJ6bpZvVSolKxIyuDzempJOTnoQOCXVx5sXtks51mVK3V8kXSCb5JTkQHLOzTv85/VwzFVFcMLisrIyYmhueeew5bW1sWL15MVFQUAwYMMGCEN9Yy0lMhRLNwODeHgd98yaHcHGOHUm+b0lPRAXf7tbvpfmYKBfMjo3CysuK1/Xsor6kxSHwAB3Mu8PjWDWSUlbKozwCT+49aiJbOwdKS0e078vHAofwycixPd+lGXkUFT27bzJaMNGOHV28FlZU8t2sbXycnck+7DnRydOL9+ENckhmS6uT48eO4u7vj4OCAubk5vXr1IiXFdGaRkyRACGEw+3Iut9J9dfKEkSOpH51Ox4b084S5uuFj3+qW+ztZWfFGr77kVJTzXtzBJl8/oFKtJibhMM/v3o6duQWfDIqmp6dXk5YphLi51ja2TAzozIro4QQ6ufDGgb0sP5bQbAYQx+fl8viWDSQVXmR+j1681KMX8yOjKK6u5sMjccYOr1lwc3Pj9OnTVFdXo9PpOH78OD4+PsYOS0+SACGEwcTl5WJhZsbRgnyO5ucZO5w6O1VcRGpJSa0Dgm8k3K01U0O6sDUznbXnzjRZbMcL8pmy5U/WnD3Ng/6BrIgeTmcDd0ESQtyYq7UNHw0czLgOnfguJZkXdu2gRGW6T9K1Oh1fnTzB7J3baGVpyWdD7mLEXxML+Ds5MyUolM0ZaezIyjBypKbP39+fqKgo5s6dywsvvIBOp7tmvICxyexAQgiDKKqu4sylYp7s3oPvE4/z3+REFrd2N3ZYdbIh7TyWZmYMbtO2Xsc9HBjEkfw8Pj4aT4irW6P2CVZpNKxIOs6qU8l42Nry8cChdGsm76cQdxoLMyUvdI8k0NmFxQmHmbp1Ewv69KfjTSYZMIai6ireOriPg7k5DPP148WISGzNLa7ZZ3LnYHZmZ/JB/CHC3dxNcqCwKZkwYQITJkwwdhi1kpYAIYRBJPz15H+QX3se9O/MwdwckgsvGjmqW1NrtWxJT6Ovtw8O9VzgxUyh4JWeUThYWvHq/j1UNNL4gNPFRUyL3ci3p04ysn0H/jtshCQAQjQDo9t3ZOnAoVRrNMyI3URsZrqxQ9I7VpDP41s2cCQ/jxe7R/Jaz97XJQBweTXl+ZFRlKpqWJJw2AiRisYiSYAQwiDi83KxNTcntLU793X0x97Cgq+Tk4wd1i3tz7lAsaqau9vWvSvQ1ZytrHmjVx+yy8p4L/7QbY0PUGu1fH0ykWlbN1FcXc17fQcwN6InthbX/0cthDBNoa5urBg6nE6Ozry2fw//Pn7EqOMEdDod3506yawdW7E0U/LvwcMY26HTTdc56OjoxJTgULZmprPNhBIZUT/SHUgIYRCH83Lp2todczMz7CwsuL9TAF+dTOTcpUt0cHQ0dng3tCHtPE5WVvS6jYG2XVu780RIGJ8lHuN8STGBzi4EOrkQ6OyCv5PTNasP30h6aQnvHNpPYuFFhrRpy5xuPXCUZnghmiU3Gxs+HjiED4/EsfLUSU4XF/N6rz71bm28XSUqFe8c2s+eC1kM8vFlXo+e2FvULYaHA4PYmZ1JTPxhurq542xt3cTRisYmSYAQosnlVpSTWVbKvR066V97oFMgq1NOsfJUIq/17GPE6G6sRKViz4Us7u3gj/ltLvjzSOdgLMzMOJyXw97sbNanngdAqVDQzsFBnxQEODnj7+SMtfnlP89anY5fz55m+fEjWJopeaNXH6J9/W772oQQxmWpVPKPiJ4EOruwJCGOaVs3sqDPgDo9FCmsquTcpUucKyn+6+slVBoN9hYW2FpYXP5qfvmrnYUFdhaW2JmbX/761/YSVTULDx8kv7KS2V0jGN/Rv16rHJubmTG/RxRPbN1ATMJh3u7d73beDmEEkgQIIZpc/F/jAbq7e+hfc7SyYmyHTvxw+hRPBIfVaepNQ4vNTKdGq73l2gB1YaZQMCkwiEmBQeh0OvIqKzhVVMSpokJOFReyLyeb9WmXEwMzFPg5OBDo7ExeRQXx+Xn08vDipR49cbOxve1YhBCmY2yHTnRwcOSV/buZEbuJV3pGMdDHF4CKmhrOlVzifMklzl4q5tylYs6VXKL4qnn6nays6ODgiLOVNeU1NeRXVpBaoqa85vIKxpqbdEH0tLVj+eBogl1cGxR7B0dHHg8O4z8njrI1I52hvvWbPEEYlyQBQogmF5eXg5Ol1XUzYUwM6MwvZ1NYeeokcyN6Gim6G9uYdp4ODo6NvtKnQqHAw9YOD1s7BvhcXtBLp9ORX1nJqeLCy4lBUREHc3Ko1mh4sXskY9p3rNdTOiFE8xHm1poVQ4fz8r7dzN+3m+6t3blQXs6FinL9PjZKc9o5ONLPy4cOjo50cHCio6PTTbvh6HQ6VFoN5TU1lNXUUPHX13J1DdUaDVGe3rfdBemhgM7szMpkccIhurVujYu1zW2dTxiOJAFCGFC1Rs27hw7gZWfHk2FdjR2OQeh0OuLz8ujm7o7Z325i3WxsuKddB34/f44pQaG425rOU+7MslKOXyzgqbCuBrn5VigUuNva4m5rS3/v/yUGOrjufRNCtDxuNrYsGziUT44lcKQgj2AXV0a176i/4feys6v33wKFQoGV0hwrpXmT3Zxfni2oF49v2cAH8Yd5p3c/eWDRTEgSIISBVGs0vLR3Fwdzc7BWKpkSHFqnAaHNXWZZGXmVFTzaOrjW7Q8HBrHu/FlWpZzk2a4RBo7uxjampWKGgrvaGq//vUKhQP4rFeLOYalU8ly3HsYOo97aOTgyNaQLy48fYUtGGsPatjN2SKIOZIpQI9HotORUlNfr38WqSmOHLRqoWqPh5b27OJSbw8h2HajSaDiYm2PssAwiLu/ydUa4e9a63cvOnrvatuO382cpqqoyZGg3pNXp2JB2nh4eHtIHXwgh6uDBgEBCXFxZnBBHQaXcrzQHLf8xpAnS6XTM2bWdw3m59T72kc7BzAgNb4KoRFNRaTS8sm83B3IvMC+iJ3f7tWdnViY7sjL03T5asrj8XNxtbGljb3/DfR7pHMyGtPP8cPoUM8KM//k+VpDPhYpypoV2MXYoQgjRLCgVlxcRe2zzBj6IP8SCPv3r1S2osKqSPRey2ZWdyeNBoXRu4GBlUXeSBBhBbGYGh/NymdApsF7zo8fl5fJNchJetnaMuWqqRWG6arQaXt2/h3052bzYPZJR7TsC0M/bh13Zmai12tueetKUaXU6EvLyiPLyuul/Bm1bOTCojS+/nD3NpMAgWhl4ruy/25B2Hhtz8zsiSRNCiMbStpUD00O7sOxYApvSUxnud/NFFtNLS9iVncnu7CxOXCxAx+UZiy6aSKtwSydJgIFVazT8+8QROjo6MTO8K0pF3W8A7/ZrT4lKRUzCYTxt7eh5G4sXif9Ra7XE5+WyPSuDxMIC7vZrzwOdAm/75rxGq+G1/XvYcyGLF7r1YOxVidtAnzb8mXaehPxcIj1abj2evVRMsar6hl2BrvZo5xC2ZWbw89kUHgsKNUB0tavWqInNTGewjy825vInUggh6uMB/wB2ZGWw5EgcEe7XdqnU6nQkFV7U3/inlZYAEODkzOPBYfTz9qGTo5MMLDYQ+R/OwH4+k8KF8nKW9B9crwQALo/A/2dUX57avoVX9u/mX4OHXTfloqgblUbDodwcdmRlsCs7i9IaFTZKc3xbteKTY0fYlJ7Ki917NnjuZLVWy+v797IrO4vnukYwrqP/NdsjPTyxUZqzPSuzRScB8X91eeve2v2W+/o7OdPH05sfT59ign8gtuYWTR1erXZlZ1GhVnP3LZ5gCSGEuJ5SYcbLPaJ4bMufvBd/iLei+hGXl8Ou7Cz2XsjiYlUVSoWCbq3dua+jP329ffC0tTN22HckSQIMqKi6iv+eTKS3pzeRHrd+MlobOwsL3u87kOmxm3hx9w4+HXIXbjYyJ29dVKnVHMi9wPbMDPZeyKZcXYO9hQV9vXwY1MaXnh6eWJop2ZmdyZKEOGbEbuK+jv5MC+1S52XU4XIC8MaBvezMzry8CmOngOv2sVKaE+Xlxa6sTJ7vFlHvhLC5iMvPpY19Kzzq+Af+0aAQnty2md/OnWViQOcmjq52G9LO425jS9c6JC5CCCGu59uqFTNCw/n4aDwj1v6MSqvBxtyc3p7e9PP2obent9G7fQpJAgzqy6QTVGnUPNXl9uaHd7e15b2+A5i5fStz9+5k2cCh0m3hBspUKrZmpLEtM4P9OdlUaTQ4WloyuI0vA3186eHhgYWZ8ppjBvr40sPdk88Sj/HzmRS2Z2Uyu2t3Bvn43rKJUq3V8ubBvWzPyuCZ8G7cX0sCcHU52zIzOHHxIuFurRvlek2JWqvlSH4ed9VjqrhQVze6t3ZnVUoy93b0x0qpvPVBjehiVSUHc3J4uHOQzM0vhBC34f5OAaT/1d2nn7cP3Vt7YGngv+ni5uTO0UDSSkpYe+4Mo9t3pL1D3QcD30iAswtvRvVh3p5dvHFgL+/26ddinybXlU6nI7eyglNFhSQXXV519UhBPiqNBhcra+72a88gH1+6tna/ZX9/OwsLZneNYHjbdrwff4hX9++hj6c3z3WLwMuu9llu1Fotbx3ax7bMDJ7u0o0J/jd/kt3H0xsLMzN2ZmW0yCQguaiQCrWa7u4e9Tru0c4hzN61jT9Tz13XjaqpbU5PQ4uOu9tKVyAhhLgdZgoFL3SPNHYY4iYkCTCQ5cePYK0054ngsEY7Zx8vH57t2p0lR+JYejSB2UZaaEmr06EAgw7k0el05FVWcKqoSH/Df6q4kOLqagCUCgXtHRx5MCiUKFc3Qt3cGpQkBbm48umQu/j5TAqfJx7nkU3reTw4jAn+1w4c1ui0vHNoP1sz0nkqrGudurLYWlgQ6eHJjqxMnu7SrcUNhLoyHqBbPbvVRLh7EOziyrenTjKqfUeDzp60Ie08Qc6u+Dk4GKxMIYQQwhgkCTCAuLwc9lzI4snQcJytrRv13OM7BZBdXsbq06fwsbPnAf/ARj3/zVTU1PDD6VN8fzqZSrWaVhaW2FtaXP76t+9bWVrSysICe0tLWllYYmtuXu+b3qLqqmue8hdddcPfzsGRvl4+BDq7EOjkTCcnJ6yU5ri5uVFQUHBb12luZsaDAZ0Z2MaXDxPiWH78CBvTU3mxeyShrm5odFrePXSAzRlpzAgNZ1JgUJ3PPdDHl70XsjlVXERnZ5fbitPUxOXl0snRCWer+n3mFQoFj3YOYd7enWzOSGOEgQboni4u4sylYp4zoVWLhRBCiKYiSUAT0+i0LDuWgKetXZPdoD/VpSvZ5eUsPZqAl509/bx9mqScK6o1GtaeO83XyUkUV1fT39uHdq0cKa1RUVqjokxVQ1mNitzKcspUNZTWqKjRahul7Ms3/A709vIm0MmFQGcX/P+64W9qnrZ2LOw7gJ1ZmSw5cpj/t20zYzt0okqjZmN6KtNCuvBI5+B6nbOvlw9KhYIdWRktKgmo1mg4fjGfexvYnaevlzcdHZ1YmZzE8LbtDNI/f2NaKuYKM4b6+jV5WUIIIYSxSRLQxDakpXK6uJg3evVpskGOSoUZr/XszawdW3njwB6WDYpukhtKtVbLhrTzfJF0grzKCiLcPZgRGn7LaTR1Oh0qrYbSvxKCMpWKCrUaHbp6lW9vYUknRyesjTwIeoBPG3q4e/w1cPg0WnQ8ERzG/wWF1PtcTlZWdHVzZ2dWZotaCTrxYgEqrZbures3HuCKy60Bwbx+YC87sjIY3KZtI0d4LbVWy+aMVHp7eeNkZdWkZQkhhBCmQJKAJlSpVvPpiWMEu7gytIlvYmzMzVnUdwAzYjczd88O/jPkrkabd1er07E9K4PPE4+RXlpKkLMrL/foRY86TnOqUCiwUppjZWPeYqYztbWw4NmuEYzwa09GWRlDfRtevwPb+LI44TCpJZdo1wiDxk3B4bxclArFbU2zOaiNL76JrfgmOanWmZl0Oh2XVCqyykrJKi8ju7yM7LIyssrLyKkoR62te5Kp1Wkpqq7mbr92DY5XCCGEaMDQ2BQAACAASURBVE4kCWhC3506ycWqSt6O6muQQZ+u1ja813cg/2/bZv6xewf/GjwMO4uGL7ik0+k4kHuBT08cI6W4iHYODrzbuz/9vX1a3CDWhgpwdiHgNltdBnj7sDjhMDuyMltMEhCfl0tnZ5fb+vwpFWZM7hzMgsMH+P50MjbmFmSXXb7ZzyovJbusnHJ1zTXHuFnb4GNvT1c393pPRedgaUlfr6btSieEEEKYCkkCmkh+ZQWrUk4yuI0vYQac/rGDoyNv9+7HC7u38+r+3bzXd2CDZlc5XpDPf04c5UhBPl62drwSGcWwtn53/DSkTcHNxpZQFzd2ZGU0qEuRqamoqeH/s3ff4W1V5wPHv+deSZYtb8lOYmcPVshmhJVAanYZAUoZYZRCf4UWCgXatLQNo9C0dFBKKaXsvQkl7BUImyQEAgkhZMdOvKdsy7r3nt8fTkzc2LFky5Ysv5/nyQORrs55nRvHenXOe95V1ZVRFUh35ujhI7l35Rf88/PlALgNgyE+H4W+DCYF8inw+SjwZVCYnk6Bz9cntSFCCCFEMpCfmL3kP198jq01P963Z43BumP/QYO5eur+zF/6MX9Y8hEzC4fhaI2tNbZ2cLRu+2V38P/Lykp5f1sJfq+Xn0/ZjxNGjd6loZaIrRmFQ7l9xXJKgg0UdNKHoL9YXlGGrTXTulkPsDOXYXDrzFlsCwYpTE8nLzVNmngJIYQQMSBJQC9YU1PNSxvXc8Yee1GYHp83dN8dNYaSYJAHvvqSVzZtiOq16W43/7fvJE4bu4d0Iu4jM7cnAe8Ub4mox0AiW1pWiscwmBAIxGS8Al96v0+MhBBCiEQj7/BiTGvNbZ99SqbHw7l7xXdrx0XjJ3DU8BG02DaGUpiGgakUxk6/zLb/Gm2/TzHNPm3QJKAwPYOxWdm8Xby53ycBy8pL2dcfkK05QgghRAKTn9Ix9t7WEpaWl3LF5GlkeDxxjUVtb6Il+ofDC4dx98oVVDQ19dtTlGpDIdbU1HDh+Nh1xhZCCCFE7MnHvTEUtm1uX/EpwzMyOGn02HiHI/qZGYXD0MC7JVviHUq3LSsvBWC//MiOjxVCCCFEfEgSEEOPr/qCTfX1XDJhimynEVEblZnJsPQMFhVvjnco3ba0rJRUlyupuh8LIYQQyUjeqcZIfUsLty35mKl5+RwypCDe4Yh+SCnFzMKhfFpeRl1LKN7hdMuy8lImB/IlCRZCCCESnPykjpEHvvqS2uZmfjpxijTSEt02s3AYtta8V1Ic71CiVt7UyKb6eqbl9/xoUCGEEEL0LkkCYqAk2MBT33zNyXvu3ePusWJg2ysnl/zUNN4u7n91AUvLWusBJAkQQgghEp8kATHQZFmMzw1w+f7T4x2K6Od2bAn6uHQrjVY43uFEZVlZKVkeD2OysuMdihBCCCG6IElADIzJyua2w7/DoDg1BhPJZWbhMFochw+2bo13KBHTWrOkrJQpeYOko68QQgjRD0gSIESCmRAIkJ2Swjv96JSg4mADZU2NshVICCGE6CckCRAiwZjK4LCCoby/rYSQbcc7nIhIPYAQQgjRv0gSIEQCOrxwGE2WxZLSbfEOJSJLy0oJeFMZlp4R71CEEEIIEQFJAoRIQFPz80l3u3m7JPG3BDlas6y8lGn5g+R4XCGEEKKfkCRAiATkNkwOGVLIuyXFWI4T73B2a31dLTWhkGwFEkIIIfoRSQKESFAzCodS19LC8vKyeIeyW0vLWrcsTZUkQAghhOg3JAkQIkEdOGgIXtPk7ZLEbhy2tKyMoenpDE7zxTsUIYQQQkRIkgAhEpTX5WL64ALeKd6Co3W8w+mQ5TgsLy9jap6sAgghhBD9iSveAQghOjejcCiLijezsqqSff2BeIezi9XVVQStsNQDCCGEEB0IBoPccccdbN68GaUUF198MXvssUe8wwIkCRAioR08pACXMni7eHNCJgHLylv7A8hKgBBCCLGre++9l8mTJ3PllVdiWRahUCjeIbWR7UBCJLB0t4f9Bg1iUfFmdAJuCVpaVsqYrCxyvN54hyKEEEIklMbGRlatWsWsWbMAcLlc+HyJUz+ndCK+s+ihlpaWuMzrcrmwLCsuc4uOJcM9qW0JsS0YZGh6Bh7T7NW5tNbYWuNs/7Xz/zts/73z7XMh2yLH6yU/NS3iOZLhniQjuS+JR+5JYpL7knjieU88Hg9z585t+31RURFFRUUAbNiwgX//+98MHTqUjRs3Mnr0aM4//3y8CfLBWVImASUlJXGZNxAIUFFREZe5RceS4Z5Uh5o5eeEC7Dh+qyrA53bjc7tJd7vxuTyku91keDyct/d4hmdkRjxWMtyTZCT3JfHIPUlMcl8STzzvSUFBQafPrV27lmuuuYYbbriBcePGce+995KamsoZZ5zRhxF2TmoChEhwOSlebpkxi63Bhl6fK8U0SXNtf6Pvbn2jn+52k+pySTdgIYQQIgp+vx+/38+4ceMAmD59OgsWLIhzVN+SJECIfmBKXj5T8vLjHYYQQgghIpSdnY3f76ekpISCggJWrFjB0KFD4x1WG0kChBBCCCGE6AUXXHABt956K5ZlkZ+fzyWXXBLvkNpIEiCEEEIIIUQvGDlyJPPnz493GB2SI0KFEEIIIYQYYCQJEEIIIYQQYoCRJEAIIYQQQogBRpIAIXpAa42j49OcTgghhBCiuyQJEKIHKp0HWBs+g7Auj3coQgghhBARkyRAiB6od97BppoS60a0tuMdjhBCCCFERCQJEKKbwrqckF5HqhpPk/6MSueheIckhBBCCBER6RMgRDcFnU8AGGT+nCrnMSrsB0hTk0kzJsU5MiGEEEIkM8txePSLz/lwy2a01kwfOoyzJkzCZUT++b6sBAjRTUH9MS4CpKhRDDIvx80QSqwbsXVtvEMTQgghRBK7/u03eXbVSg4sHMqkwYO5c9knzFv0RlRjSBIgRDdobRN0luIz9kcphanSKHT9Fotqtlo3o7WOd4hCCCGE6Oe+LCvt8PGXvlnD/SefyrmTpvB/0w7g+sOLeHHN11GNLUmAEN3QpFfh0IBP7d/2mNfYk3zzRzTo92jQH8QxOiGEEEIkg/Ofe4ZfvfEqlY2N7R7P8/l4d/NGoPW48g+3bCLf54tq7D6tCWhpaWHevHlYloVt20yfPp3TTz+dsrIybrnlFhoaGhg1ahSXXnopLpeLcDjMbbfdxrp168jIyODyyy8nPz+/L0MWokOt9QAGPmNau8dzjFOosh+n1n6BDOPg+AQnhBBCiKTwxrk/4JYP3+eoh+7lx/sdwPmTpuI2Ta6dOYvLXl7I7956nRbbIdXt4u9HHx/V2H2aBLjdbubNm4fX68WyLH73u98xefJkFi5cyPHHH88hhxzCnXfeyZtvvslRRx3Fm2++ic/n4x//+AfvvfceDz/8MFdccUVfhixEh4L6Y1LV3pgqs93jSplkGUdT6TxGWJfjVnlxilAIIYQQ/V1mipffzZzFWRMmcePiRTyy4nOuOWwmRaPH8s75F7G2ugqA0dk5pLiie1vfp9uBlFJ4vV4AbNvGtm2UUnz55ZdMnz4dgMMPP5xPPmk9dWXJkiUcfvjhAEyfPp0vvvhC9lqLuLN0Lc16NT5j/w6fzzKPAxxqnVf6NjAhhBBCJKWxuX7uPelUfjvjCP743mLOefZJNtbUsHcgj70DeVEnABCHmgDHcbj66qu58MILmTBhAoMGDSItLQ3TNAHIzc2lqqo1q6mqqsLv9wNgmiZpaWnU19f3dchCtNPoLAE0PnVAh897VCFpagq19kto7fRtcEIIIYRIOs1WmLpQiFmjRvPS2ecxc8Qoznz6ceYteoOa5qZujdnnfQIMw+Dmm28mGAzy5z//meLi4k6v7ehTf6XULo+9/vrrvP766wDMnz+fQCAQu4Cj4HK54ja36Fhv3JOq6s9xhbIZmncwSpkdXuM0fp+va+bizlxHdsr0mM7f38n3SWKS+5J45J4kJrkviSeZ78mGmmqufu1llm0tQSnFsMwsfj+riAun7scpe+/DXz54jyMfvJefHjCdORMmY0bRJyBuzcJ8Ph/77LMPa9asobGxEdu2MU2TqqoqcnNzAfD7/VRWVuL3+7Ftm8bGRtLT03cZq6ioiKKiorbfV1RU9NnXsbNAIBC3uUXHYn1PtHaoDC/GZ0ylsrJ6NxdOwSCDjdWPYrnGxmz+ZCDfJ4lJ7kvikXuSmOS+JJ543pOCgoJeHf+qV19iaFYW/zr+JLwuF/ctX8bFL/yXTy68mNzUNG6cdSRzJk7m9++8xcOff8ar5/wg4rH7dDtQXV0dwWAQaD0paMWKFRQWFjJ+/Hg+/PBDABYtWsR+++0HwLRp01i0aBEAH374IePHj+9wJUCIvhLSa7Gp7nQr0A6G8pBlHEmDs1iahwkhhBCiW9ZUVXHq3uMJpKWR7vEwZ+Ikgi0tbG34dnv83oE8Hj7ldK48+NCoxu7TlYDq6mr++c9/4jgOWmsOOuggpk2bxtChQ7nlllt47LHHGDVqFLNmzQJg1qxZ3HbbbVx66aWkp6dz+eWX92W4QuwiqD8G6LQoeGdZxnFUO89Q67xGrnlab4cmhBBCiCRz2PAR/Om9xTS0tOB1uXjsi88ZnpXN8KzsXa49esy4qMZWuovjdlpCYRY/9SF7HjCWoeOGRBd5nJSUlMRlXlkiTDyxviebwldiU8so910RXb8hfDGaECNdd8sq1nbyfZKY5L4kHrkniUnuS+JJ5u1AwZYWbvvkQ97fvImw47Bvfj4/O+BgCjMzu35xF7pcCfCkuPnrRf/ippeu6TdJgBC9QWtNs15NpjEr4tdkG8ezzf4LzXoVqWqfXoxOCCGEEMnG5/Hwy0Nm9MrYEdUEjJownOKvt/ZKAEL0F2FKcAjiVXtE/JoMYxYKD3XOot4LTAghhBAiShElAT/+6/k8fvNzfLhwKbZl93ZMQiSkZmc1QFRJgKnS8KihhHXnR+EKIYQQQvS1iAqDr539J0KNLcw7+Y+gFBk5vl32Nz9ZenevBChEomjWX6Nwk6JGRfU6N4MJs62XohJCCCGEiF5EScCJlxwjRY1iwGvWX5OiRqOUO6rXudVgGp1P0VrL95EQQgghEkJEScC5157e23EIkdBai4K/jqooeAe3GoJDEw51mGT1QnRCCCGEENGJW8dgIfqT7hQF7+BWgwFo0dtIVZIECCGEEKJ7QpbFkyu/YEVZKVvr67nuiO8wKjuHhV9/xV6BPMbm+iMeK+IkYOUHq3np7jcpXrOVluaWXZ6/7aP5EU8qRH/zbVHwnlG/1k1rEhBmK6lE/3ohhBBCiHXVVZy74CnqQy3smz+Ij4o3E2xpfU/+SUkxb21Yz1+OOjbi8SI6HWjpa5/x85nzqCiu5It3vyIrL5PUdC/rPttIXWUDI8cP795XI0Q/8W1R8MioX7tjJSCspThYCCGEEN1z/dtvUZCRyeIfXMj9J5/Kzv1+DywcypKS6E4ijCgJuH/e48y+7Dh+v/BXAJx//Rnc/Ma13Lv6Vlxuk0mHj49qUiH6m+4WBQOYKh2DDMJaem0IIYQQons+KdnCxfsdQGaKl/89ZiSQ5qMsGIxqvIiSgI0rt7D/sVMwDAOloDkYAmDQiDzOmXc6j9z0dFSTCtGfaO3QrL/u1lagHdxqMGFdGsOohBBCCDGQpLhcNFtWh89ta6gnMyUlqvEiSgI8Xg/acVBKkTskh5K1325rSMtMpWJLVVSTCtGf9KQoeAc3g2UlQAghhBDdduiwEfzrk4+oC4XaHlO0Fgs/8NmnHD4yuj5GERUGj540gs2rS5h25CSmfGcCj81/lkBhLi6Pi/vnPc7ICVITIJJXs/M1EF2n4P/lUUMI6o+kV4AQQgghumXuoTP43pOPMev+uzlk+AiUUvzj4w/5uqqSsG3zr+NPimq8iFYCTvnZ8W1vXC648Uy8Pi+/OuZGrp51HTVltVx62w+j/0qE6Cd6UhS8g1sNRtOCTXXM4hJCCCHEwFGQkcmLZ53LWRMmUVxXy/CsbMqCQY4buwf/PWMOeT5fVONFtBJw4HFT2/4/UOjn9iV/pPibbbQ0tTBsrwLcnuiLJYXoL1qLgsd0qyh4h29PCNqKS+XGKjQhhBBCDCBZXi8/P+gQfn7QIT0eq1vNwpRSDB03pMeTC5HodhQFZxrf6dE4bb0C9DZSkdO0hBBCCBFfnSYB/739lYgHUQpOuPjomAQkWmkdplF/RpqaglJmvMNJSI5uwVCeXp0jFkXBsFPXYKQ4WAghhBDRm3Hff1C7HA7aylCKdI+HvQJ5nDtpChPyB3U5XqdJwG2X3h1xUJIExJatGymx5hHUS8g0jmSIORelIirfGDAanc/YZF3FMNcf8Bn7dXhNi95Mi92zeb4tCu5Zp19DpWKSIw3DhBBCCNEtx4wZxwtrviZkWRw8fDj+1DQqmxp5b9NGUt1uJuQP4pOSYp5bvYq7TpjNjBEjdztep0nAq/YTsY5dRMDSVWy25hLSa0lXh1HnvIZBKoPMy+VUmZ0EnaWAxVZrPiPdd+NSWe2eb3bWsNG6jJKKQQw37sBQ3m7N06xX97goeAe3GiRJgBBCCCG6xZ+WxqicHO4+YTYprm/fwjdbYS58fgEFGZm8fHYRFy1cwC0fvt9lEiAfLyeQkN7ExvBPaNGbGeq6iULXdeQaZ1Hj/Jcy+/Z27aEHuma9Chd+LGrZZv253Z+NpSvZYl2DgZdmeyPlduSrWrvOs6MouFvlM+241RDpFSCEEEKIbrl/+af8cMq0dgkAgNfl5oLJ03jw8+WYhsEZ4yewurK8y/E6fWezceXmqAIbsc+wqK4X7TU7a9hsXQWYDHfdQqrRuv0kz7wQTTPVzlMYpJLnuiC+gSYArR2a9FdkGofjVkMpt++g1nmRbPN4HN3MFus32NQzwvUPQp7X2dr4BBnOoaQZk6Kax9EtNOs1PS4K3sHNYOpZjNa21HkIIYQQIip1LSEqGhs7fK6iMUhjuAWADE8KZgTbyDtNAi6acCWR7D7RurUm4BVLtg/1RKX9MKAY4f4HHlXY9rhSinzzpziEqHQexGMPI8s8Mn6BJoAwxTg04FV7kWUcS9D5iFL7NlKNCVRY99CsV1PougGvMZYhmROpaFzMVutPjHLfhaFSI56nwr4HhyAZxuExibu1ONjCohI3+TEZUwghhBADw6yRo/nju++Q4Ulh1qjReEyTFtvm9XVr+eN773DEqNEArK6sYHhWVhej7SYJuPnNebGLWuyW1g5B/SkZxsHtEoAdlFIMNq8gpL+hwr6HTOPwHp1Z3981OasASFX7oJTBENevWB/+IRvDP8GhgTzz/8gwWs/PNY00hrh+ySbrcsrsOxns+llEczQ6K6hyniDbOBGfMSUmce/cK8CtJAkQQgghBgLHcZg7dy65ubnMnTu32+P8flYRV736Mj958b8opfC5PQTDLWit+c6oMfz+iCIA8n3pXHXwYV2O12kSMGmmnGXeV0L6GxzqSFNTO71GKZOA+QO2WHOpdV4m2zyhDyNMLE16FQapeNRwANwqj8GuKymxriXLOJZc4/vtrk8zJpJjnEq18xQZzqH4jGm7Hd/RTWy15uNmMPnmj2MWt0e19tZoLQ6ObmuSEEIIIfqnF198kcLCQpqamno0TmaKlztPOJmvKytYUVZKeTBIns/HhPxB7OEPtF133LjIjjWPqtpx1Udr+OLdr6ivqicjN4N9D92LvQ8cF91XkKQcHer2a4N6GQA+o/MkAMCnDsCr9qHCfohM4+hePyM/UTXrr/CqPdvtq880ZuJ1P4Cbgg5PUcozf0jQ+Yhi6zoyjVlkGIeRpiZ1WPBbZv+bMFsZ7vpbVNuHuuKi9czeMHJCkBBCCDEQVFZWsmzZMk455RQWLlwYkzH38AfavenvroiSgKZgMzec/leWvLwc02WQ6c+grrIex3bY75jJ/PaJK/GmpfQ4mP4q6Cyn2PoNaeH7gOhvSqOzFI8agUv5d3udUoo88wI2W1dR67xAjjm7ewH3Y63Fut+Qa3xvl+c8qvPidEN5KXRfT7l1D7XOK9Q4z2GQQbpxIGlqEqnGBDwMp1Evo8Z5jhzjtKgLibtiKA8uAnJMqBBCCDFA3HfffcyZM6fHqwA7W1ddxbaGBkK2tctzR4wcHfE4ESUB//nFQ6z64GuueewKDjv1QAzDwHEcFj/9EX//8b+565cP8dN//DDy6HtZINDz7Cga2c4BFJc6bGt8lLGB66J6raNb+HrbFwxKO5VAVtdx+/VR1FZOpdp6lNH+czC7ef59f1XX8hlUWORnHUAgtes/L5fLtdPfhwCF7IftNFET+oDK5jeoDr1Lnf062OAyckDbpLpGslfeL3vlz7akYhiaij7/O5pI2t8TkSjkviQeuSeJSe5L4on3Pdl5n39RURFFRa1785cuXUpWVhajR4/myy+/7PE8ayorufTlhXxTVdnhsfFKKb659OcRj6d0BIfPnz7kQs677vsc/6NdT6V54c7XuH/e4zyx9a6IJ+1tJSUlfT7nNusWap2XGON+HJfKjvh1jc5yNllXUOj6fVsxa6SvyTd/Qq55WndD7peq7Kcps29jjPsJ3Cqvy+sDgQAVFRWdPq+1JswWGp0VNOkVhPR6BplXtB3RGmsl1o00OisY63msV8bvD7q6JyI+5L4kHrkniUnuS+KJ5z0pKCjo9LlHHnmEd955B9M0aWlpoampiQMOOIDLLrusW3Od/tRjVDY2MveQGYz1+/EYux43XpiZGfF4Ea0EBGsbyRvWcYaVNyxAY13sljj6qxxzNjXOc9Q4CwmYcyJ+XdBZBhikqci3nqQZk0lTU6i0HyHbOD6m+9YTXWuTsEBECUAklFJ4GIbHHEY2x8VkzN1xMwSLN9HaikkDMjGwhfQmyq27SDXG4ze/3/ULhBBC9JmzzjqLs846C4Avv/yS559/vtsJAMDK8jL+fszxfGfUmJjEF1HH4NGTRvL8Ha/ssvSgteb5O15h9KQRMQmmP0tRI8hOOZga+zm03nWPVmca9TK8ak9MlR7VfAHzB9hUU+08F22o/VqTswqv2jveYXRb6zGhDmHK4h2K6Mds3UiZdQfrwxfQoBdTYd+DpaviHZYQQoheNDwrm5Blx2y8iD6KvODGM7nmuJu4YO+fccjJB5AzKJuaslreW/Ax2zaUc9OLv45ZQP1Zge9sVoZ+Qr3zNplm111mbR2kSa/Cb5wV9VxpxgS8ag+Czkf4zTO6E26/Y+tawpSQbXw33qF027e9ArbhUZ0vIQrREa019c5blNn/wqKCLOM4soxj2GT9jCr7afJdF8U7RCGEEB0YP34848f37Pj9Xx86kz++9w775uczPCvyreediSgJmDJrAv9a9iceuuEp3nnqQ6q2VpM7JIe9DhzLvKevYsQ+nZ/KMpDkpByKm6FUOc9ElAQ06s8Ah7QujgbtjJshhPT6br22P2rSXwH085WAHb0CtsY5EtHfaG1Rav+dGmchXrUnheZ1pBr7AJBhzKTGWYBfn4GpMuIcqRBCiN5w8/uL2dbQwJEP3kthZhaZKbuezLng+2dHPF7Em5JH7DOMax69IuKBByKlDHLM2ZTZ/6DJWUWqsfs3q43OMhQeUlX3MkNT5WLpJd16bX/U2ilY4VWRNcFIRG7yAEOOCRVRsXUtxda1NOrl5BpnkWde0K5Pht84m3pnEdXOAgLmOXGMVAghRG+JVX+AHSJOAso2lVNdWgtAzuBs8jspFB7osoyjqbDvptp5hlTjmt1e26iXkaomdLvpl0vl4hDE0SEMlfx9Gpr1V6SokZgqLd6hdJtSLlzkScMwEbGQ3siW8K+xKGeI+WuyzF1PafMaY/Gpg6i2nyLXOG1AHRYghBADxc1HHhPT8XabBNiWzaN/eJbn73iVmtKads/lDM7mhIuP5oy5J2Oaux5RNFCZykeWcSzVznPk6x932gDM0lWE9HryOviBHikXua1jUYWHId0epz/QWtOsV5FuHBrvUHrMrfIJ6/J4hyESnK0bqHVepsK+D4WH4a5b2rb/dCRgns1G66fUOM+Ta57eh5EKIYTojzpNArTW/PbE+Sx7fQWHnTadaUUTCQz1o7WmsriKJa8u54Frn2DlB6u5caEUBu8sx5xNtfMMVfaT5Lt+3OE1rUeDQprqXj0AtK4EANi6ClRyJwFhSrCpI1XtFe9QeswkQ1YCBACWrsWhHgNf6y/lIaQ3UW0voM55GYcmUtUkCly/wq0G7XasVGM8aWoKVfYTZBsnd3uFUQghROLaUlfLgq9Wsb6mmpC162mUtx13QsRjdZoEvPHwYpa/+QU3vfhrphZN3OX5Yy6YxdLXPuO3J8znzUcWM+uswyKeNNl5VCGZxpFUOU+R5RxNijFql2uC+mMM0vGqsd2ex0XrKoNFZbfH6C9a6wH6d1HwDoZKx3aC8Q5DxJmjW9gQ/mG771+FG00YhZsMYxa5xmy8UTSu85tns9m6ilrnZXLME3sjbCGEEHGyoqyUM59+nCHpGayvqWYvf4D6lha21NUyOD2DkdnRnRjUaZ+Atx57l6POO7zDBGCHaUdO4qjzDueNRxZHNelAkG9egomPrfaf0dpp91yt/Qp1zmtkGkXtivuitWMlYCCcD96sV6HwkqJ2Taj6G5MMHOrjHYaIswbnPSwq8RvnMci8jID5Q3KMU8gzf8QY92MUuOZGlQBA68qiV+1NuX03jc7nvRS5EEKIeJj/7tscM2YcL599Hlpr5hcdzdvnX8gT3zsDpeBHU/eParxOk4C1yzcw7ejJXQ4w7ejJrF2+IapJBwKXyiLf/AnNeiU1zn/bHg86S9hq30yamsog85IezWGSDRgDIglo0l/hVXv0KGlKFAbpODSidewafoj+p8ZZiItBBMxzyTFnEzDnkO/6MX7zzLYEP1pKKQpc1+Aii03WldTYL8Y4aiGEEPGysrycE/fcJyI2+AAAIABJREFUG0MpAEJ263agaUMKueyAg/jT+9F9KN9pElBX2YB/SNfLCrmDs6mrbIhq0oEi0ziSNDWNcvs/hHU5zc43FFvzSFEjKHRdh1LuHo2vlIlJFhbJnQRoHSak15CaBFuBgLbu0A7yfTNQtehiGvUyss3volREjdsj5lGFjHDfTpqazDb7Zkqt2yXhFEKIJKAUuA0DpRT+tDSK6+ranhuSkcGGmuqoxuv0p4/VYmGYXf9wMkwDO7xrYYJo/VRusOsKNDZbrflsseZikM5Q1x/b3gj2lEv5sXRy1wQ067Vowni76LvQX5i0NnOyJQkYsGrsFwCDLCO2x73tYKp0hrnmk2PMptp5ki3Wb9Ba/p0WQoj+bGyun021rad1Th1cwD3Ll7G+ppriujruXPpJ1F2Ed3tE6ILbXsI/+MPdDlC5LbqsY6DxqEIC5nmU23dikM4I1624VSwbPeRiJ/lKQLNuLQpOhpOBoLUwGFqPgETFORjR57QOU+u8TLo6KKb/FvwvpUwGuS7DbQ+hzL6dev0emWpmr80nhBCid505fiLF9a2f/l918KGct+ApjnzwXgDSXG7+GcXJQLCbJCB/eIAv3/0qokHyh0vjsN3JNb6HrevIMA7r8KSgnnCpXELOupiOmWia9CpMcnGRH+9QYmLHSoAUBw9M9fp9bKrJNr/bJ/PlGKdQZT9Brf0ymYYkAUII0V/N3vvbXjFjc/28OucHLNtaQsi2mDy4gEBadM1UO00CHlp/e/ejFO0o5SLf9X+9MraLXCyq0NqJ+d7iRNHsfEWq2hulkuNj87btQFqSgIGo1l6Ii3x8KrpTHLpLKZMs4ygqncewdGWnDQyFEEL0Lz6Ph8NGjOz263e7HUgkPlP5AQebWlzkxDucmLN1PS1sJtM4Kt6hxIwhhcEDVoveSlAvIWCe36cnXWWZx1DpPEKt8yp+88w+m1cIIURshSyLj4u3sLWhnpDd/tAHBcyZ2PXJnjtIEtDP7dwrwKWSLwlo1q1b0pLlZCAAk+01AZIEDDi1bQXBx/bpvB41jFS1L7X2y+QaZyTNqpoQQgwkn5Rs4ZIX/ktVU1OHzyulJAkYSNp3DR4T32B6QZNeBSi8KrqmSYlM4QVcsh1ogNHapsZ5CZ86ELfq+/qWLOMYttl/plmvJFWN7/P5hRBC9Mz1b7/F8KxsHjj5NMbm+nGbPVtRTs5N5APIjpUAO0kbhjU5X+FheMyOVE0ESilM0mU70AAT1EuxqSLb7NtVgB0yjCNQeKlxXorL/EIIIXpmXXUVPzvwYPbOy+9xAgCSBPR7LrZvB0rCY0K11jTrVaQmSX+AnZlkYMvpQANKnfM6Bj586sC4zG+qNDKMGdQ7b+Ho5rjEIIQQovv2CuRR3hiM2XiSBPRzhkrFIBUrCVcCwmzDpgZvkvQH2JmhfDhaVgIGCkc30+C8S4YxE0N54hZHlnEsDo3UO9G1lhdCCBF/NxxRxD2fLuWjLZtjMl6PawJWLF6F1pqJM/bp+mLRK0z822sCkkuzs6NJmKwEiP6tQX+IQxOZxnfiGkeamoibIdQ6L5FlHhnXWIQQQnRtvztvZ+ezHBrDYc5+9klchkGGZ9cPlT656JKIx+5xEnD1d65DOw6vWE/0dCjRTS6Vm5QrAU16FQoPKWp0vEOJOUNl0OKUxDsM0Ufq7Ddw4SdNTYprHEoZZJlHU2HfR5X9JF41jhQ1GlNlxjUuIYQQHZszcTK9daBbj5OAP73+O7TWsYhFdJNL5dLsfBPvMGKuWa/Cq8ahVPIdYiWFwQOHresJ6o/INk7q094AnckyjqPWfpUy+9uGkC4CVFYfRIpzKD41LSHiFEIIAZdPP7jXxu7xuyvZBhR/LnKxk6wwWGuLZr2GbOPEeIfSK0zSsalHay1ntie5eucdNOG4bwXawa3yGO1+CItKQnrd9l/fUNW8CFs/j0kOmcYRZBvfJcUYFe9whRBiwHtj3VqGZWWxhz/Q4fOrKyvYUlvLrFGjo3pP0a3C4PrqBlZ/8g2lG8u783IRYy7lx6ERR3fcPKI/Cul1aFqSsh4AWrcDgYND8twz0bE6503cFCZUrwulFG4VIN04AL95BgWu33Dg4EUUuq4nVe1LjfM8G6yLCekN8Q5VCCEGtBfXrObnr75Ehiel02syPSn8/NWXeOarlVGN3WkS8P5zn/DPn92zy+P3XPMIpw++kMsO+jXnjvkJ82b/iZbmlqgmFbFlJuExoa1NwsCbhMeDwrddg2VLUHKzdCWN+lMyjVkJv+JjKA8ZxmEMdV/PaPfDGHgpsX6Po+XfdyGEiJcHPlvOWRMmMiQjo9NrhmRkMGfiJJ5a+UVUY3eaBDx/xysE6xrbPfbOUx/w2PwFTCmayHULfslFfzqHZa9/zrO3SvOZeNrRMKwvioMbnRWsazmfZmdNr87TrL/CJBs3g3t1nnhpXQlAugYnuTrnLUCTaSbGVqBIuVUeQ1y/JKTXUm7/J97hCCHEgLWyvIyDhw7v8rrphcP4srwsqrE7rQlYv2ITR54zs91jL9/zJuk5PuY9dSUpqSnANJqDId58ZDHf/8VJUU0sYqcvG4ZV2g/Twka2WL9lpPvfuFRWr8zT5KzCq/ZO+E9Pu+vblYDkTgLCuoyQXotPHYhSA68tSZ3zBilqHClqRLxDiVq6cRDZxklUO0+R7hyAz9g/3iEJIXqJ1g5b7T/iIpt818XxDkfsxNIOngi6A3tME8txohq705/K9VUNBIb6235v2zafv72SaUdO3J4AtBp/yJ5s2xBd5iFiy6Va75PdyysBLbqYoP6IDDUDmypKrOvQ2m53jaNbKLfupTh8bbtfFfb9Ec9j6wZa2ESqkXxNwnbYkQTYSb4dqNy+iy3Wr9lgXUSD8+GAOkmsRRfTrL8i05gV71C6Ld+8GI8aQYk1H0vXxDscIUQvqXYWUOe8SpXzFGEt9Z6JZFhmFl9E8An/irJShmZEd9xzp0mAvyCXretK236/6sM1tDSHmThzfLvrtKMxzYH3CV8iMckCDCzduw3Dqu0FgMkg12UMMn9Oo/6UMvvfbc+36M1stH5KpfMAIb2eEBsIsYFmvZoK+z4anRURzdOsVwM6aYuCYeftQMmdBDTrNXgYjqOb2WL9ik3W5dS1LI93WH1iR1feTOOIOEfSfYZKocD8LQ71bLNujnc4QoheEHLWU27/m1S1L6CpsZ+Pd0hiJ8eMHcfdy5ZQHgx2ek15MMg9ny7l2HF7RDV2p+/e9z9mMo/c9Axrlq2joriSB69/EpfHxcEntV8SXv3JWgaNzI9qUhFbShm4yO3V7UCObqLWeYkMYyYu5SfbPIYcYzbVzpPU2q9Ra7/G+vCPCOtSCl03MtpzP6Pd9zHafR+j3PdikkOF/UBEc7UVBavkXwlI5sJgR7fQojeRYcxgtPs+Bpk/o0Vv5vOKc2l2Vsc7vF7X6CzFo0bgVoPiHUqPeI0xBMwf0KDfjziRF0L0D1qHKbFvwiCNQtd1pKuDqHEWyoEACeSiqfuT7vFw4mMP8eDny9lYU0PYtrEch021NTz0+XJOfvwhMlJSuGhqdNs2O60JOO+67/P5Oyv56QFzWx9Qiv+7+Vz8Q3LarrFtm1fue4tDTpK9ovFmqpxeLQyuc17HIUiOcXLbY/nmJTTrdWy15wMOqWoiBa7f4FZ57V5rKC+55vcpt++gyfmSVGM8u9PsrMLDMEzVeSV8f2fgA5K7MLhFbwAcUowxKOUmxzyZTGMW34RPo9Z5Da+ROEdmxpqjW2jUK8g2jo93KDGRY8ymyn6CSvsh0ow/xjscIUSMlNv3EtLfUOi6EZfKJcc8mQbrfeqdt8kyj4x3eAJI93h49NTv85u3Xue6t9/s8JqjRo/lhiOKSPd4ohq70yQg05/BHctu5rNFX9JQE2TM5JEUjh3S7prGuiZ+eNNZ7HXguKgmFbHnwo9F9NuByqw7cKsCcszOm3Jpral2FpCixm5fLmyllItC1zyKrXmkqakEzHM67TSaY5xIlf0oFfYDDNvNmwitNU16FT5jv6i/lv5EKRMDX1IXBjfr1i7WXjWm7TFTZZLjPYy65kXk64uTtjNtk/4CTYg0Y1q8Q4mJ1kT+NMrtu2h2Vid1AifEQNHoLKfKeYxs47tkGK1dadPUNDwMo9pZIElAAvGnpfGv40+kuL6OT4q3sK2hdRfB4PR09i8cSmGUtQA77LZjsOkymVo0sdPnM3LSOezU6d2aWMSWS+XS7Hwd1Wts3UCV8yQmWWQbx3f6hqxJf05Ir2OwedUup/W4VA4j3Ld2OZehUrevBtxJk7OK1E7O/7cow6Y6qesBdjBIT+rC4JBei8KLm4J2j+elHktV85s06hX41OQ4Rde7Gp2lgEFaEn192cZJVNqPUmE/zFDj+niHI4ToAUe3UGLNx00B+eYlbY8rZZBtnkSZfRtNzmpSJeFPKIUZmRTutU/MxpOK3iThwo9NzS6n9exOUC8FHGyqCeolnV5X7TyLQSaZRlGPYsw2TsIgc7e1Ad/WAyR/EmCqjKQuDG7W35CiRu+SXOamzEDhpd7peFkzGQT1MlLVPpgqLd6hxIyp0skxTqFBL5ZOwkL0c/XOO1iUMtj1MwyV2u65LOMYDFKpcRbEKTrRV3qcBBzjOYOj3d+PRSyiB1wqh9Y39LURvybofISBD4NMap1XO7wmrMupdxaTbRyLoTpvWR0JU6WRa36PoP6w08LQZucrFO52W0iSlUlG0m4H0loT0ms7vI+mkUa6cTD1zttobcUhut5l63qa9WrSVHJsBdpZjnkqCi+V9iPxDkUI0QO1zou4Kejw3ylT+cg0jqLOeQNLR/6eQvQ/PU4Czv7Nqcz5zWmxiEX0wI5eAZEWB2utCTqf4DP2I9M4ggbn3Q4/la6yHwUU2ebJuw7SDTnGbAwyqLAf7PD5Jr2KFDUWpdwxmS+RJfN2IItSHIKkqLEdPp9pHIFNHUG9rI8j632tX5PGlyT1ADtzqSxyjBOpc96gRRfHOxwhRDe06GIa9adkmcd22sQxxzwZTZhq++k+jk70pR4nAef87nucM+97sYhF9IDZ1jU4suLgkF6LRQU+dSBZxlFoWqh33ml3TVhXUOMsJMs4Go8aHJs4lY9c8zQa9HuEnPXtntPapll/PSDqAaB1e4WTpNuBOioK3plPHYCBj7ok3BLU6CzDIDVp/x7nmqejMKm0H413KEKIbqixXwQMsoxjOr0mRY0kw5hFpfMgtfZrfRab6FtSE5AkXGp7EhDhSkBQfwRAunEAXrU3HobtsiWoyn4MjY3fPDumseYYJ6HwUO080+7xkF6PpnlA1ANA63YgO0m3A4X0WkCRokZ3+LyhPGQYh9HgvNvuPOqQ3sS6lnMptq4l6Czvlx2Gg85SUtVklNrtuQv9lkv5yTKOpdZ5RTqLCtHPaG1R67xMupqOWwV2e+0Q85ekqSlstedT77zXRxGKvtTpT6k/X3B7py8yXQbZ+VlMmLEP+x01qVcCE9FxRbkS0OB8TIoa27aNKNM8kgr7Hlr0NjxqMJaupMZ5nizjKDyqoIvRomOqLDKNI6l1XiNPX4SpWo+2at5eFNzZyUHJxlDpaEI4ugVDRXe2b6JrdtbipnCXgrOdZRhHUOu8TFB/TIY6lLCuYHP4Fzg0YTnLqHfexqNGkGOc1FqotpuxEkWL3kaY4nb9NJJRjnkqNc5/aXDeJ8c8Kd7hCCEi1KA/xKaKLLPrHiaG8lDo+j2brSspsa5jqGs+PmNqH0Qpdvbg58sjvlYBcyZGfipdp0nA+i82dfoix3ao2lrNo394ln0P3YsbX/gVqemJ/wM6mRnKi4EPO4KVAFs30KS/wG+c2fZYptGaBNQ5rxMw51BpP47Gwm/O6ZV4c4xTqHVeoMZ5Ab/ZGkeTXoVJ5i5HSiarnbsGG9uTuGTRWhS8+/4hPjUVkyzqnLdIU5PZYs3FppbhrltIUSOoc96ixllAqX0rNc5LjHDdlvDJUuvRoCR9nwsPw3AzmKCzRJIAIfqRGvsFXPhJVwdGdL2p0hjmms9G63K2WNcw3PXXmH5Q1+SspNT+J4PNK/EaHa8cO7oZhStpV1e7cu2iNyK+VikVmyTgnx/P7/LFqz5aw+9O+iP3/uYxLrnlBxFPKnqHi9yItgPtOBrUZ3z7j4BHDSZVTaLOfpVs4zhqnP+SaRThUYW9EqvXGE2amkK1/Ry5xukoZdKsv8Kr9t6lF0GyMrYnATYNbSs5ycDWQcKUkGUcu9vrlHKRYcyk1nmVYl1FSG9gqOumtnOps81jyTKOod5ZRIl9PWX2HQx2XdYXX0K3BfVSXPjxMCLeofQqpRQ+Yz/qnLfQ2u61pm87jjxO1qZyQvSlsC4nqD/Gb5wZ1feUqbIY5rqZTeGfscW6hjHuh2OyMqu1zTb7r4T0WrZYv2Kk+/a23Qk7hJz1bLauBkzyzAvJNL7TaTFzslp72ZW9NnaP/iT3PnAcc357Gu8++1Gs4hE9YKpcLCJIApyPMEgnVbVvOJFlHEULmymxfo8mTMA8p7dCBSDHPAWLUur1u9i6kZDegFft1atzJhJTZQAkXXFwSK8DOi8K3lmmcQSaZhr1coaYV5NuHNDueaUUmeYR5BinUeM8S72zuFdijgWtHRqdZaQZUwdEIptm7IdDsK23R6yFdTnrwuez1f5Dr4w/EIR1GY3OF2jtxDsUkQBqnZcBhyxz9x/QdMStAgxxzcWmmhrn+RjF8yIhvRa/cQ42dWyxrsHRTW3PNzur2WhdDrQmIlvtm9hg/Zigk3ynysVLj9dWRuwzlJpSOUc2EbiUn2bnq91e03o06Mf4jGm7fBKQYcyk1P47jfpTMo0j8aihvRku6eog3Aym2n4G08wC9ICpB4DWwmAg6YqDQ9tPBkqJIAlIVRNIVweTZkwjyzy60+vyzR/RpFew1foTKe5xMTutKpZCei02tfhUcm8F2sGnpgAGjXopaewb07EtXcXm8JWE2ULYKSagL0zIe57IwnobG8OXYlGBi3wyjVlkGkd2uuVCJDetHWrtF0lTU7q9wp9mTCBNTaXSfoxs40QM5e12PLaup9y+m1Q1kYD5A1KNvdli/YYS6yYKXdfSpFeyxfoVBukMd/8FN0Ooc96g3L6bzdaVpKuDKXRdn/CrhBUVFfzzn/+kpqYGpRRFRUUcd9xxUY2hteahFZ/x8IrPKK6rJZDm4+ix4/jZAQeR6u7Zceo9XlMp3VhORm56T4cRMeCi65WA1qNBK/F1sB/QVD7SjUMB1Wu1ADtTyiTbnE2T/rztk4XUAbQSYKjtNQFJthLQrNdikImLvC6vVcpkqPtGcs1TurjOTYHrd4CmxLohIZuM1TuLAAOfsX+8Q+kTpsrEq/Yg6HwS03FtXcdm62rClFNg/hZQ1Nj/jekcyc7WtW1F9oPMy0hRo6lynmCD9UPWhy+k1n4tqu7yov9r1EsJs41s47s9Gidgnrt9NWBhj8apsB/App5B5qUopUg3DiLfvIQG/S7F1nVstn6Bi1xGuG/FowpRyiDLPJLR7gfIM3+ERw1N+AQAwDRNzjnnHP72t79x44038sorr7Bly5aoxnh4xWdcu+gN8tLSmDNxMvvm53PPp0u59u2eH7HdoySgcms1j9z4NPsfM6XHgYiec6vBaJp3e2zfzkeDdiTfvJhhrptJUcN7Jcb/lW0ch8JLvfMmbgowVVafzJsIkncloLVTcKy3xHhUAYPNK2nWKym3743p2D2ltabWeQOfmra9e/fA4FP706RXddhosDts3cBm6xe06M0Mdf2eTHMW6eoQap0XcHQoJnMkO0c3sdn6FWG2MdR1IznmbIa5/8BY99MMMi8DHLbaN7EufD619ssJmVCL2Ku2F2CStf2Dvu5LMyaRpiZTZT/W7njnaIT0RqqdZ8k2jsdrfNtQMtc8lRxjNg16MR5VwHD3LbhVfrvXGsqD3zyTfNfFPfo6+kpOTg6jR7euvqWmplJYWEhVVWRHue/w8IrPOG/yVB6c/T1+ecgM/nHsCcz/zlE8s+pLQlbPvn873Q50w/f/2umLHNuhalsNa5auI2+YnwtuOrPTa0Xf2dGcqFmvwq06/hS29WjQcbsU3+zgVoEuzw6OJVOlk2UcRY3z3wG1FQjaFwYnC61tQnod2caJvTJ+pnkE9XoxNc5z5OkLE2bvfZP+EotS8oyBdUCCz5hGpfMgjXo5Gapnby60ttli/YZm/Q1DXTe0dVzOMWfTYC2mznmLbLPz5kadaXJWorFIMyb2KL7+QGuLYus6mvVqCl3XkWZ8e4S3S2WTY84m2ziJBv0eFfYDbLX/SIX9IEPdf+izD35E32vRJTToD/AbZ8fkhDW/eS6brZ9T67xAjjk7qtdqrSmzbsPAS8C8YJfn882fkKr2xWfs31Y3lyzKyspYv349Y8eO7frinWysrWHezFntHjt6zDiufu1lNtfVMja34/dzkeg0Cagtr+v0RabLYNCIAEVnH0bRuTNJ9XV/X1hvCAT67k3szlwuV9zmBnD0dDZtdYN3A4HMXbdXWE4DX237kqHpPyCQGb84/1da+IcsK3+BvIyDCfhiG1e870lXvilJIcVrE8hK3Bij0Rhehy5vIZA5mUBax19TT+9JOHgoa2vfIiPHwusa0u1xYmlt7fsYVgoj8k7CZfTP7ZHduS+OnkHxtjQczxcEsnvWG6G08Vmaaj5jbPb1DE47oe1xvy6isnwMDep5xvjPjirxc3SYJaXXoZTBfv5XY5I0Wk6QlVUXk5Myg2EZF/Z4vN2J9p58U/N7guGPGJv1Owb7Or8fecxmpD6ZqtDbfF39a6rU7ezr/0/CJNWJLtF/rvyvdbX3QthgdN75pJg9j9uvi6itnEq19Rhj/OdFlVhUNr9FsGoJozJ/weD0jt8M53F61DHF+57MnTu37f+LioooKipq93xzczN/+ctfOP/880lLS4tq7JBlkepq/3bdu/33zb21EvDnN6/t0cAd6axAoqGhgb/97W+Ul5eTl5fHFVdcQXp6Olpr7r33Xj799FNSUlK45JJL2pZVuponHgKBQNzm3iFFjaEquJSMll3jaHA+AGxU895UdPB8/GQy2v0grsZ8KppiG1ci3JPdMUinoamMinDixhiNOnsJAOGGQVQ0dvw19fSehJ3WVa5tVUtINw7q9jixorVNWfglfMZ0aqqageZ4h9Qt3b0vXiZR0fguWVb376mjm1gf/jtetQ9m8NBd/u5k6BMotW5hS/liUo19OhllV3X2m7Q4ZQAUl3+M1+i6WH13tNaUWNdRrz+loWUtKc3H9WrvimjuiaWr2BZ+kmzjRFxNR0T4b+m++I3zKWv5BxvKnyOjh1tFBopE/7myM0c3sS38NBnGDOqrTeqJTdxZzlnUOVextuwBcszIPgAI61I2hH+HR43E03QkFc2x+zOM5z0pKChg/vzOj9W3LIu//OUvHHbYYRx4YGT9Gf7XS2vX8HlZadvvtdYopXhxzdd8um1r2+MxaxbWG3YUSIwePZqmpibmzp3LxIkTWbRoERMmTODkk09mwYIFLFiwgDlz5vDpp5+ybds2br31VtasWcNdd93FTTfd1Jch9zupah9qnBc7PLu70VmOwk2qGh+n6DrnUYnxiW5fM1Q6tk6emoBm/Q3gIkX13jn5KWoUACG9gXTinwQE9VJsasg0irq+OAn5jP0I2h/Qord2+/u40n4ci0oKzes6/DQ60ziScvtOqp0FUSUB1c4zuAhgUUGD/gAvPUsCqp2nqNdvk64OpkG/T4N+n0x1eI/GjJVa5zXAIaeLIvv/lWOcSI3zX8qsf+FzH5DwDflEdGqd13AIkmNEt22nK2lqKqlqPJX2I2QZx2KolN1e7+gQW6zfoglT6LpuwDT+0lpzxx13UFhYyHe/2/2i7P8s7fgAhn8v/bjd72PWLKw35OTkkJPTWjS3c4HEJ598wrXXXgvAzJkzufbaa5kzZw5LlixhxowZKKXYY489CAaDVFdXt40hduVVe6N5hpBej1e1X2oL6k/xqn26/GYVfcckHSeJagJCeh0pajhK9ezYst0xVTou8tv6EcRbnfMGBj58quNi+2TnM/YDGxqdJXjME7p+wf8I63KqnMfIMA4n1ej4AwpTpZFlHE2NsxBLXxxR8XWTs5om/SX55k+oc96gwfmAQA9OPWt0PqfMvoN0dRiFrnmsDZ9Jrf0ymcbh3R4zVrTW1NovkarGR52AK+VikHkpm62rqHaexG+e3UtRir6mtabafoYUNY5UFdtjfJVSBMwL2WxdQbn9bwbtppGj1ppt9l8I6TUUum4cUPUnq1ev5p133mH48OFcffXVAJx55plMnTo14jF6s1lY3FKxnQskamtr297Y5+TkUFfXWo9QVVXVbo+X3++nqqpKkoDdSDX2ARua9Eq8fJsE2LqOkP6GgHleHKMT/8sgA4vKeIcRMxbluOn989xT1ChCen2vz9MVR4docBaTYRw+YD9B9TAMF/kEnaVkdyMJKLfvBhzyzB/t9rps82SqnWepcV6I6M18tfM0BqlkGcfiEKTCvh9LV3fr9CZLV1JsXYebAoa4foFSJlnGMVQ6DxPW5Z0exNBXmvUqWtjIYOOqbr3eZ0wjXR1Chf0QmcbRfXo4hOg9jXoZLWxkiPHLXqn38BmTyTFOpdp5Gp8zvdNTB6udp6lzXiNgnk+GcXDM40hke+21F0888US8w+hUXJKASAsktNa7PNbRX+TXX3+d119/HYD58+cP2MJgAK39bC7NRXvWEcj5NpbKps+gWjMk+3CyUgbOP/CJcE92p7I6QF3L5oSOMRprt9Xh804hkN351xOLe1Jftw8lDQ/h92fHdVm5oukVnOomhuWcQnY//77qyX2pqTmEyqY38Ptzojq7u6FlJXUVr1KYfj4FmRO6uDpAdeVBVLc8Stj8Aq+rgBSzgDTXGPze76DUtydet9gVrC60WKEqAAAgAElEQVR9i8G+0xmUNQJfy7FUVNyH8q0kkHZSVF+b1g4rKq9Cqyb2DdyFzz0SAJ91JpVlD2J532VIxkVRjRmpSO/Jmpo3MexURuad2u3CdJ91DcvKTqLO9QB75si2291J9J8rO5RVLcTt5DIq/3u9tgMgR8/ls/LllDo3U+h/BrfZPsmuCX1MWeUd5HpnsWfOFe2+T2Opv9yT7qhuauLXb77GmftOZMaIkR1e887GDTz6xefccEQRgSgKj/v8p2dHBRJZWVlt23yqq6vJzMwEWj/537nQo7KyssNVgP+txB7IhcEAHr0nNU3LqbC/jaXUegdFCqG6IVSo+MfYVxLlnnQmbLkJO7UJHWOktHYIO9VYzSm7/XpicU8cezCaMCUVn/Vq/UFXtoSfwySXcN2ofv991ZP7Ytr7Yuln2VC+kHR1UEQ/6LXWbLb+gEkmaaFTIpo7R/8YW91PKLyVhpY12NubI2Yasxhs/rJtNabCvh+NRWrLsVRUVKB1Hi4CbKt9FbPxkKi+tgbnQ+qspQw2r6Sp9v/Zu+/oqKrtgePfc+/MpPcAIQm9d0SQJkUBpaiAHXt7ig274rM/n+2pPxt2EAuIoCAoXUAQRRCkShGQXgLpvczce35/BKNIAglkZpKwP2u5lmTu3LMzN8nMvuecvaPIL9lYGUSw6siB7K8ILBjmlTut5bkmts4n2T2HUKP3KW5MDyLauIzk/M9xuc8iVHX16rK+6qyqv69AcVnQNPcSYoyrSUvNBi/2o6nNaHbZt7Px8GNH1vsrtLZIt78mxfoIFwnEWPeTmlqx+vgV4e+Nwd40fu1q9mZm0Kt+2e91veo34OVlSxm7ZhWje/Yu97l9mgSUtUGic+fOLFmyhGHDhrFkyRK6dOlS8vW5c+fSs2dPtm3bRnBwsCwFKocgozW51s9YOgfzSFfaPL2GINXutF2yUFUV7wnIRWvba3dIfKV4b4OFqSK9PtZfm4N3+i0JsHQOuXo5kcbQatG50ptCjDMxrFD2ex7HIIwg1ZZgox3hxrk4VZ1Sn5OjfyRPr6WOeU/J36kTCVD1SXA8UfJvWxeRbn9FsvUhHp1OguM/GASQbs0gRHXFpRIBjnQk7UaWvRCt3RX6cJtuTcNBDBHG+cc8FmEM4qD1Avl6PcGqQynP9r5seyk2eUQag075XDHmNWTaC9nveQJFAEGqNUGqLQFGY9TfeouaRJ4WfReqG0vnkadXkWP/TI69AjCINL3Ts+XvAo2m1DJvItn6gEx7HgGqPknW/1Go/yBEnUWc435MFeL1OGqqWdt+5+YzzjzujQalFCPatuejtb9W3SSgrA0Sw4YN47XXXmPRokXExsZy//33A3DGGWewevVqRo0ahcvl4o477vBluNXW35uGhagueHQGhXontcx+fo5M/FPxhx+NTR4m1bO+/J88ZADFHxC8zaUaAAaF9g4w+np9vNJk2d+hcRNuyO+VqSJo5PyIPPtX8vQG8u0NJFs/k25Np5FzPKY6enra1vkc8rxNgGpMpFHxfQR/Ku4eehUOYjlo/Y89nnsINwZgkU60eclRx4YY3cmwZ5Kn1xOizizX+Qv1HnL1SmLNm0pNHMKM3hyy3iDDnnNUYy5fyrTn4CSBIHXqH8oNFUQj54fk6tXk2+vJ0xtItSeCbR9zbAPHmDI3cgvf0trDQesVsuyFgAeDUEKMs4g0Bvtsv0q0cTk59goOWf+HxoODGOIdTxOmekv/iVO0PzurXA3BmkbHsC+r7B5fpfFpEnC8DRJPPvnkMV9TSnHLLd5txlITBaoWgCJfbyaELuTptQAEqzP8G5g4hkFxR0SL7GqfBFg6EyjuTOpthnLhIoFCvcvrY/2T1po0+wuSrbEEqpZHft+EU9UiwhxIBMVdffPs9ezx3Euy9QFxjnuPOjbVmoiHQ8Sbb1TKLEqEeR4OFcV+z1MkW+/joj7BqvNRx4SoTihc5NjLSroRn0i6NQ2Fk0ij9NJ+hgok3DiXTHsBlr67Uu922rqIXPc2oOzZ7yK9nzy9lljz5kr7oGWqMMJVH8KNPgBYOhe3TvrbERZ7PQ+TYn1KPeOlShlTnDytNQetl8my5xNpDCXc6EuQauvzvVJKmcQ7RrPX8yghqjOx5o3HJP/i5AQ6HOQUFZ3wuFx3UUkTsfKq3usPRKlMFYpLNSDf3gRAnr0Gg2D5sFIF/dkW3a4BvQIs0gHfzAQABKjGPi8Taukc9nueINn6gDCjN/Ucr8pdrjIEG+2JMi4mw55Bnr2u5OtFei9p9hTCjQGVuqQkxOhCfcfruFQDYs0bjrkuhgokWHUix/651KIT/2TpHDLteYQb/Y5bUSjCGISmgGx78Sl+B8VsnU+aNYUd7qtZk3wx+fbGMo/NtOYBRqlLlSqLqUIINJr87b/mRJuXk6t/Id/e7LVxRfkkWx+QZc8n1ryBOMe9BBsd/VYswaniaOwcTx3HnZIAVKI2teqwcOcfJzxuwY4/aFOr9OWXZZEkoIYKUq0o0JvRWpNnF+8HON3XLVdFxpG7/1YN6BXg0UeWA/lgJgAgwGiEmwPY2jcdegvs7exy30aOXk5t8y7izSflje4Eapk346QuBz2vYOtCtNYc8ryJwkVtc2SljxdoNKex82PCzXNKfTzU6I6bgxSx54TnyrRnoyk4YZOlQNUKl2pAhj3rZEIuYekcUqxP2O6+ksPWu7hUPQwVRIY9p9TjtbbItOcSorr4vERppDEMg3BSrE99Oq44Wpr1JWn2F0QaFxFjXOfvcISXXNu+I1M2bmDq5rJvCEzbvJGvNv3GdR3K3ygM/NgnQHhXkGpNJnPI1xsoYi8RxhB/hyRKYZYkATVhJqB4OZBJhE/Gc6mGgKZQ7ybIy7Ncti5kr+dhFCb1Ha8TbFRu452aylBBxDkeYK/nQVKs8cVFC/Qqapt34VDRPo8n1OjOIes1cuxlBJhlbyjX2iLd+pog1Y5Ao/lxz6mUIsoYyiHrTfLstQQbFXsTLh7PZp/ncfL1OkJVD2LMqwkyWpNmvk5K/nfU0XdhqMCjnpOrV+IhmdrmnRUe71SZKpho8zJSrHHk278TZMgss69lWt9x2HqHMNWbOuYomZGswQY2bcYNHTvx8Hdz+XTdGvo0aER8WBgKOJCTzQ+7d7Hh8CFu6tiJ85s0q9C5JQmooQKPbA5OtT4HIET2A1RJfy0Hqv4zAZZOxyDEZxWoAlVjoLhCUBDe/RCSac/DIp36jtckAaigEONMIowhpNlfYtoRBKjGRBnD/BKLU9UiUDUny15ItHFlmR+ccvTPuEmiVjlnKyKMwaRYE0ixPqX+SSQBmfZc8vU64sz7j2q4Vid4KIfzZ5Bt/0iE2f+o52RYMzGJIkz5p/lSlDGcNGsKqdanJBrP+SWG05VHp5FkvUyQ6kBdx2Myy38aeKxXX7ol1OOjtav5cPUqiiwPAC7TwZnx8bx/wVD6NWpS4fNKElBDBaiGKALJ1SswCCVAVfyHQ3hfjVoORKbP9gMAOIlH4aLIy52DtbZJs74kULUgyE9lIKu72uZIcu0VeEghwXzGrx9aIowhHLJeo0BvIkiVXt2muCxobcLU2eU6p6ECiDGv5LD1Dnn2+grtdfDodA5b7xGk2h8zYxvuOhMncWTa845KAtw6mRz9M9HGFX6r5W+qEKLNS0mxxlNgbyPQqNgdSHHyMuxv0bip63hQyn6fRvo1bkK/xk3w2DbpBfkARAUG4TBOfmW/7AmooZQyS0qFBqsOcqegijIIBoyasTFYZ/ikMtCflDJxqQZe3xyco5fhZh/RxuUy5X6STBVKouMF6pqPEWycqDOwd4Ub/TEIJt2eUerjBfYf5Ok1RJnDKvR3M9K4EJOoCq+TP2y9i00+cY77j+kVopRBuHE+efpX3Ppwydcz7bmATaTp32WeUcbFGIScVnsD9ruf4mDuZL+Nr7WHDOtbQtRZJX0wxOnFYRjUCg6hVnDIKSUAIElAjfbnkqBgQ5YCVVVKKUxCa8RMgEWGz/YD/ClANfJ6mdA0awoO6hB2pGSiODmBRtNjlrT4g6mCCTcGkG0vLilr+3cp1scYBBNpDK7QeQ0VSLR5JXn6V/Ls38r1nFx7FVn2d8QYI8psehdhngdoMu35QPF+hQxrFsHqTFwqoUIxVjZThRJlXEqO/pECe7tfY/EFt04iW//A7qw3sXSeX2LI1j/iIZUo0z9L6kTNIklADRZidAYchBpn+TsUcRwGodg1YGOwR2dgHqeUojcEqEZ4SMHSFWuQUl759iby9QaizUtlNq0GiTKGonGTYc896ut59gZy9I9Em1diqoontFHGhZhEkmp9csJjbV1Ikuc1nCQSY15T5nEuFU+Q6kCmNQ+tNbl6FR4OEWmW3rvA14qbsjnIshf4OxSvy7VXA+DRWWTY3/glhnTra5zUJUTJ+7o4dZIE1GAhxhk0d36DS9XzdyjiOEwVhlXNNwZrbWORicPnMwF/bQ7+k62LSLEmkG9vOeXzp1lTMAglooJ3hUXVFmA0Iki1I8P6Bq2Lu+FqrUm23sdBDNHGpSd1XkMFHamhv6qkT0tZUq0JuDlAnOO+E67rjjDOx80+CvSmv20I7nlSMVY2U4URrNqTo5f7OxSvy9OrMYki0tWNNGsKti706fgF9h/k6/VEmkPlpoSoFJIE1HCGCvJ3COIEjBqwHMgmB7B81iPgTwGqEUDJvgCtbQ5aL5JijWO353b2u5+mSO89qXMX6QNk66VEGhdJP4AaKNK4CDcHyNWrAMjRP5GvNxJrXn9KfzejjGGYJ6ihX6j3kGp/QbhxHiFGpxOeM8zogyKQFGsiOXoZEcZAv20ILk2o0Y0ivZuiozoL1yxaa3Lt1YQYnagXdisW6WTas30aQ4Y9HYWLSGOQT8cVNZdUBxLCz0wVisc+fOIDqzAPRxqF+bA6EICDWAxCS/YFpFgfkW1/T6x5AwBp1mSy3UuJNAYTbvTDIBRDhWISgsZNod5Bgf6DQv0Hbn0Yl0okQDUmUDUm014AGESZx28WJaqnMKM3h623ybC+IUSdSbLnQ1zUP+VZnz9nA5KtseTaq44sy/xLccO0tzAIoLZ5W7nOaapgwozeZB3ZF+DvDcH/FGJ0Besdcu3luGroWvUivQuLdIJVJ8JdnQlSbUm1viDSuMAnCVlxB+sFhBv9MVW418cTpwdJAoTwM5Owaj8T8OcGS19WB4LijdXFm4N3kGHNIdWeSIQxhBjjOpRSRBoXkWp9Rrr9LRn2zDLP4yAWp6pDtr2UTP7q/BphDMSpYn3xrQgfM5SLCGMwafYXpFifUMQeEhzPVsoyiyjjEjKt7zjgeZ5GzrFHNUbL1j+Qp1dRxxxVoYZpEcZAsuz5VWJD8D+5qIeTeHLsFTV2w2qu/hWAEKMTSilizGvY5xlNpv0dkWbZiWORPkiy9T5RxiWnVBkr0557pIN1zXx9hX9IEiCEnxVvDM5Ba11tS1BapAO+nwmA4iVBmfYc8q3NBKvOxJn3lryODhVFHccoovUIivRebHKwdC42uUee25gA1QTHkU2gWms8pFKod1Ck9xFu9PX59yN8J9K8kDR7Eqn2ZwSpNoRW0jp7QwWS4HiKXZ6RHPC8QD3HSyhlYOt8DnveJkA1JdK4qELnDFYdiDSGEWEMqJQYK5NSilCjKxn2bGxdiKEC/B1Spcu1V+MkAaeKAyBEnUWAakaqNYkI4/xSk8fiWZ/XyNUrybZ/INq4jFjzpgq/PlrbpFvTCVJtpB+DqFSyJ0AIPzNVOBo3Nv4pOVcZPPrIciAfzwRAcRKgceNSiSQ4nkKpY+9tOFUtQoxOhBm9iTQHEW1eSrR5KSFGp5IEAIo/zDhVLKHGWUSbF1foTq2oflwqrqTKSi1zZKUm4QFGI+qYd5OnV5FmTwIgxfoMD8nUMe+p8IyDUgZxjnsIMlpXWoyVKcTohqaQPL3W36FUOq0t8vW6o/ZvFM8GXI2bfWTbS0p9Xo7+kVy9kljzZiKNC0mzp7DLfesJN43/U7a9BDf7iTJkaaKoXDITIISf/Vm9qUjvKWnwVt1YFC8H8nWfACj+8BFq/0ptx52YKtTn44vqrY7jLvLtfgQbbSv93BHGEHL1GpKtjzCJJM3+kghjoFfG8rdg1RFFIDn2ckKNrv4Op1IV6C3Y5BH8j03cYaoXLhqQbI0nxOiCqcJKHrN1Poc8bxOgGhNjjEApkzC7Fwc9L7PbczdO6uJUdXCq2kf6kJxNoNH0mLHd+hBJ1msEqubSq0RUOpkJEMLPAlRDAK83vfImS6djEOKXFvYuFUei81lcR6bphagIl0okwvTOEhulFHHm/TiJI8l6BYMAapm3emUsfzOUixDViVx7OVprf4dTqYr3AyiC1dGNN5UyqOO4BzdJ7PM8iq3zSx5LtSbi4dBRsz4hRmcaOccRa15HoNEMmwJy7ZWk2p+wxzPqmBkCrS0OeJ4DPMQ7nix1llOIUyFJgBB+5qQuCidFere/QzlpHjL9sh9AiKrOVCEkOJ7EIJTa5u04fNxQz5dCjK64SaKIPf4OpVLl2qsJUE2PWjr4pxDjDOIdj5OvN7Pf8zRauynSe0m1JxNuDCDYaH/U8aYKJda8ngTHUzR0vk1T11c0cU7BJIq9nkcosLeVHJtifUK+3kAd874qtxlc1AySBAjhZ0qZuFT9aj4TkOHzykBCVBeBRguaOadXudKele3PZUA5ds1pHGbrfPL1RkJU2f0cwo0+xJn3kat/4YD1IkmeN4+UgB1ZrjGcqhb1na9iEMxez0MU6l3k2mtItScQbpzvtZkqISQJEKIKCFANq3cSQIZf9gMIUV2cDh1enaoOAaoRufYKf4dSafL0BsBzzH6Af4o0L6CWeSvZ9iLy9CpizRsrVFjAqeKo7/w/wGSP+wEOep7HRSJx5j2n9g0IcRySBAhRBbhUQzwcOmpNaXXi0RmYNXiZgxCifEJUN/L0eixdvXuf/CnPXg04CFYnrvEfY44g1ryRUHX2SdXzd6kE6jteATxYZBLveOKUulcLcSKyy0SIKuCvzcG7CVIt/RpLRWltY5GJQ2YChDjthRpdSbMnkat/JVxV/2o2uXo1QapNuT+Mx5rXwSlM+gQYjWjgfA9LZ0hPAOF1MhMgRBUQoBoA1bNCkE0OYPmlR4AQomoJUm0xCCHP/tXfoZwyj86kUG8/qj+AL7hUXYKM6lkuWlQvkgQIUQU4iT9SIWiXv0OpMA9HGoVJdSAhTntKmQSq5hTorf4O5ZSlWGMBCFU9/ByJEN4hSYAQVUBxhaB61XImwNLFjcKkOpAQAiBQNadQ70Brt79DOWnZ9o9k2DOJNq4otYmXEDWBJAFCVBHVtUKQRTogMwFCiGKBqjkaN4XVtPeJR6eR5HmFANWMWuZN/g5HCK+RJECIKqK6Vgjy6CPLgWQmQAgBJRtaC/Tvfo6k4rS2Oeh5EZsC4h2PoZTT3yEJ4TWSBAhRRfy9QlB1YlG8HEj6BAghAJwkYBBcLfcFpNtfk6tXUtu8vaRggxA1lSQBQlQRriNvONVtc7Cl0zEIwVAuf4cihKgClDIIUM0o0Nv8HUqFFOpdJFvvE6K6E2lc5O9whPA6SQKEqCJcJKBwVrt9AR4yZT+AEOIoxZuD/0Bry9+hlFuy50MUAdR1PIRSyt/hCOF1kgQIUUX8VSGomi0H0hlSGUgIcZRA1QxNUbW5qZFvbyFHLyPavByHdD8XpwlJAoSoQlyqYfVbDkSG7AcQQhwl0GgBUG2WBKVYH2MQTpRxsb9DEcJnJAkQogoJUA1wk1StKgR5dAam3DkTQvyNi0QMgqrF5uB8eyO5egUx5pWYKsTf4QjhM5IECFGF/FUhaI9f4ygvrW0sMnHITIAQ4m+KNwc3pbAaJAHJ1nhMIokyhvk7FCF8SpIAIaoQl2oIQJHe6dc4yssmB7CkR4AQ4hiBqjkFenuV3hycZ68jT/9KjDkCQwX5OxwhfEqSACGqkL8qBJW9OVhrmwOeZ9nnftKHkZXOw5FGYVIdSAjxD8WdgwspqqIzm1prkq2PMIkm0hjq73CE8DmHvwMQQvzlrwpBu8o8JtX+jCx7EWBi63y/3r2ydHGjMKkOJIT4p0D1Z+fgbQTQyKtj2TqffL2ZQr2DQv0HhXonbn2Quo5HCTW6lfqcPL2afL2e2ubdGCrAq/EJURVJEiBEFeNSDSiwt5T6WLa9jBTrYwJUYwr1DvL1RkJUZx9H+BeLdEBmAoQQx3Kp+igCKdBbieC8Sj+/R6eRYy8j215Gnv4VTREAJlEEqMYYhHHQ8xKNnONwqOijnmvrfA5ZY3BQi0jjgkqPTYjqQJIAIaqYANWQbL4/5i5/od7DQc/zBKrmJDpeYrv7EvLsdYQY/ksCPPrIciCZCRBC/INSJoGqSaVXCNLaIsl6jUx7FgAO6hBpXECI0ZVA1bTkA3+hvZNdnts46HmFRMdzJQ3AtNYkWa9SpHdTz/E/6XYuvGrt2rWMHz8e27bp168fw4ZVnQ3okgQIUcX8OYW+y3074WZ/wo3+mISy3/04CicJjmdxqEgCVXPy9Hq/xmpRvBxI+gQIIUoTqJqTYc9BaxulTn0botYeDlj/JdteQpQxnAhjCAGqcakdfgOMRtQyb+Ww9TYZ9rdEmRcBkGFPJ8teSKx5k19vooiaz7Ztxo0bx+OPP05MTAyPPvoonTt3JjEx0d+hAbIxWIgqJ0R1I858EFNFkGKNY4d7BDvc11PEARIcT+FUtQEIVh0o0JuxdaHfYrV0OgYhcidNCFGqANUcTQFF7Dvlc9m6iP2ep8m2l1DLvJ06jlEEGk1KTQD+FGVcTLDqzGHrXYr0XvLtTRyy3iFEdSPGuPqUYxLieLZv305cXBx16tTB4XDQo0cPVq5c6e+wSkgSIEQVo5Qi0hxCA+cbNHFOopZ5C05VmzjzPoKNjiXHBRsd0LjJ15v9FquHTNkPIIQoU6BqDkCB/ftRX6/ozQtbF7Lf8wQ5+ifqmKOIMS8v1/OUMqjreBiFk/2eZ9nveRontYh3/LtSZiaEOJ60tDRiYmJK/h0TE0NaWpofIzpajVwOFBsb65dxHQ6H38YWpav+1ySWurQF7jnmkUi7D/uSFCpoG7Fh/X0fGnAwJZdAHVuh17j6X5OaSa5L1VMTronWkew5GIAK3EdYqE1y/hyS82eR695MkKMxkQHdiHR1JSKgCw4jrNRzWHYem9IeIVevpGnEM8SFXFzBKGJx5j/NlvQHULjoUGsCoc6Tr1ZUE65LTePvazJ69OiS/+/fvz/9+xe/J2utjzn2eDNXvlYjk4CUlBS/jBsbG+u3sUXpavo1CVBNSMn5meDCy/wyfoE7GSdxFXqNa/o1qa7kulQ9NeWauFRjDuZO4UDuZ4AmULUkxriKAmsbSbnTOJj7OYpA4sz7iTAHHPVcS+ewz/Mo+XoTdc1HceT3JiX/ZF6TTtQ278SlEijIrEUBJ/+61pTrUpP485rEx8fz4osvlvpYTEwMqampJf9OTU0lKirKV6GdUI1MAoQ4XQSrDmTYM9HajVJOn4/v0RkEGq18Pq4QovoIN84hw84nTPUhwuyHS9UreczWRRToTSRb4zloPU++/o3a5p0YyoWls9jreYQCvY14x5OEG31OKY5o89JT/VaEqJAmTZpw8OBBDh8+THR0NMuWLWPUqFH+DquEJAFCVGPBRgfS7ank6y0Eq3Y+HVtrG4tMHFIZSAhxHNHmZUSbpc9WGspFsOpIffUqydZY0uzJFOitxJn3ctB6mSK9hwTHfwgzevg4aiFOnWma3HTTTTz33HPYts0555xDvXr1TvxEH5EkQIhqLEi1ByBPryMY3yYBFlmAhamqztSmEKJ6UspBbcdIguzWHPS8xC7PSBQBJDqeI8To4u/whDhpnTp1olOnTv4Oo1SSBAhRjTlUBAGqEfn2ejB9O7Zb7wfApRJ8O7AQosYKM3oT4GxEsvURUcbQoyqiCSEqlyQBQlRzQao9WfZ8tLZQyneZQJEurvvtlCRACFGJXKoeCY6n/B2GEDWeFMkVopoLVh2wyadAb/XpuMVJgIGLuj4dVwghhBCnTpIAIaq5YKMDULwvwJeK2IeTOL9UJRJCCCHEqZEkQIhqzqGicVGfHHu5T8ct0vuOKvUnhBBCiOpDkgAhTkHSjsMsm7aKzT9tI2nHYQpyC/0SR4Q5kHy9jgL7d5+Mp7U+kgQk+mQ8IYQQQlQu2RgsxElyF3p49dr3Obz76C6F0fGRPDvvYUKjQnwWS6RxEanWRFLtSSQYT3t9PA+paAqkMpAQQghRTUkSIMRJWvDxDxzencK/Xr+a6LqRpCdlsv/3g8x6ZyHrFm2i5yW+q21tqhCijKGk2pN8cof+z8pAshxICCGEqJ4kCRDiJGSn5fDNG/Np17cVZ196VsnXbdvmxy9/Yd3CjT5NAgCizEtIs78k1fqCuo4HvTqWu6Q8qCwHEkIIIaoj2RMgxEn4+tW5FOQWMuLJYUd93TAMOpzbmg2Lt+BxWz6NyaGiiTAGkWXPx6NTvTpWkd6HwomTWl4dRwghhBDeIUmAEBW0f2sS30/4iXOu6UFC87hjHu/Qrw15WflsX7XT57FFm5ejsUizvvLqOEV6H04V79PmZEIIIYSoPJIECFFBk/87g8CQAIbdP6jUx9v0boHpNFm7YKOPIwOXSiDM6EuG/Q2WzvHaOEV6Hy5kP4AQQghRXUkSIEQFbFiyhXWLNnHhqPMIjwkt9Zig0EBadm/K2oW+TwIAYowR2OSRYc/wyvm1tnBzQMqDCiGEENWYJAFClJPWminPf0PtBrEMuLH3cY/t2K8NB7cf4tDOZB9F95dAoykhqgtp1lS09lT6+d0cRuOWJEAIIYSoxiQJEKKcdqzdw56N+xl8+7k4A45fWKtDvzYArPPTbECkeSEW6eTpDZV+7iK9F0CSACGEEKIakyRAiHJaOnk5rkAnXS/qdMJj6x1zIeEAACAASURBVDSMJb5ZHb8tCQpRnVE4ybGXVfq53Xo/IEmAEEIIUZ1JEiBEORTmF7F8xmq6XNCR4PCgcj2nY782bFn+B/nZBV6O7liGCiJYnUGO/TNa60o9d5Hei0EQJtGVel4hhBBC+I4kAUKUw8pZa8nPLqD3ld3K/ZwO/dtguS1++2GLFyMrW6jRHTf7KWJvpZ63SO/HqRJRSlXqeYUQQgjhO5IECFEOP0xaTp2GsbTo2qTcz2nWuRHBEUGsW7TJi5GVLdToDkCO/VOlnrdI75OlQEIIIUQ1J0mAECeQtOMwv6/4g15XdqvQ3W/TYdK+byvWLdyIbdtejLB0TlWHANWUHPvnSjun1m7cJOFCkgAhhBCiOpMkQIgTWDplBcpQnH3pWRV+bsf+bchKyWHnuspdklNeoao7+Xojls6slPMVcRCwZSZACCGEqOYkCRDiOCyPxY9f/kKHc1sTFRdR4ee369sK02Hwy8w1XojuxEKNHoBNjr2iUs4n5UGFEEKImkGSACGOY8PizWQcyqrQhuC/C40KoWP/tiybuhKP26rk6E4sUDXHJJocXTmlQoukPKgQQghRI0gSIMRxLJm0nIhaYSXNv05Gryu6kpWSw/rvfb9BWCmDUKM7ufZKtHaf8vncei8m4ZgqvBKiE0IIIYS/SBIgRBlS9qWxbuFGel7SBYfTPOnztD+nFRG1w1k6uXKW5FRUqNEDmzzy9LpTPldxZaB6lRCVEEIIIfxJkgAhSqG15qOHJuEMcNLvhl6ndC7TYdLzki6sXbCRzOSsSoqw/EJUJxSuSukeXKT34VQJlRCVEEIIIfxJkgAhSrF44jI2Lt3KlU8MJTbx1Dvj9rqiK7Zls2zaqkqIrmIMFUiwOvOUuwfbOh8PKTITUImyUrIrvaOzEEIIUR6SBAjxD8l7Upn0n+m06dWcvlf3qJRzxjetQ9MzG/LD5BV++dAXZvTETRLp9tcnfY58Xdz52IXMBFSGP1bv4t4uTzHl+W/9HYoQQojTkCQBQvyNbduMe3ASylDc/MqICjUHO5FeV3TjwNYkdqzZXWnnLK9wYwChqgeHrbdI9nxY4USkSCdxwPNfHNQmxOjkpShPH/nZBbx796dYbot5YxeTtOOwv0MSQghxmpEkQIi/WfTpT2xeto0RTw4nJuHUlwH9XdcLz8AV6GTpFN9vEDaUiwTHf4g0LiDV/pyD1ovlrhZk6Sz2uR9BU0Q950uYquL9EsTRPn38K1L2pnH3hzfhDHAw6dkZ/g6pQjxFHnau3ytLmUpRkFvI0ikr+PD+iXz62Fd89dJMZr2zkGXTVvmlTLAQQpTF4e8AhKgqkvekMvm5b2jXpyV9RpxcX4DjCQoLpMsFHVk+YzUjnhpOQJCr0sc4HqVM6pj341C1SbE+wqPTSHA8g6mCy3yOrYvY53kMNwep53iZANXQZ/HWVMumrWLZ1JUMf2AQnQd14NCOZKa88C2//bCFtr1b+ju8E8o4lMlbt37E9l930apHM6559hISW9T1d1h+pbXmj9W7WDJpOb98u4aC3ELCYkKxPTb5OQXYlg3App+2VvoM48mybZu573/P4onL6NC/Defd1Ida9WP8HZYQwockCRDiiOmvz0XbmhtfvtJrb9K9r+jGT1+tZNXsdfS8pItXxjgepRSx5rU4iCXJeoU0azK1HDeWeqzWFgc9z5GvfyPefJJgo4OPo615Du9O4ZN/T6H5WY258O4BAJx3S1++/3wZnz/zNc/OexjTcfLlaL1t26qdjLntI/KzCxh42zks/WIFT5z3Pwbc1Jth9w0kODzI3yH6xQf3TmTZ1JUEBLvoeuEZ9LqyG806N0IphdaaovwiZr69gG/emE/tBrFcNOo8v8abk57LB/dOYN3CTTRom8jCj5fy3Uc/0HlQBwbe2pemZzbya3xCCN/waRLwzjvvsHr1aiIiInj11VcByMnJ4bXXXiM5OZlatWpx3333ERoaitaa8ePHs2bNGgICArjjjjto3LixL8MVp5HDu1NYNnUV/W/oRUx8lNfGadGtCVFxEaxbtMkvScCfIs1BZNjfkKfXlnlMuj2VbP0Dtc07CDfP8WF0NZPlsXjv7s8wDIPb3ry25MO+M8DBlY8P5a1/fcTiicvod/2plaT1lu8nLOOzJ74iJj6KhybeTmLLeC64sz9fvTSL+WOXsHz6r4yechfxzeL8HapPbfl5O8umruS8m/twycNDCAwJOOpxpRQBwQFc/OBgUvamMfV/s6hVP4buw870S7zbf93FO3d8TMbhLK75zyX0v7EX6UmZLPh4Kd9P+ImVs9Yy/IFBDLtvoF/iE0L4jk+TgL59+zJw4EDefvvtkq9Nnz6ddu3aMWzYMKZPn8706dO55pprWLNmDUlJSbz55pts27aNsWPH8vzzz/syXHEamTlmAabDYPDt/bw6jlKKBu3qsW/LAa+OUx7BqgPp9jRsXYihAo55PNv+gUDVgmjzMj9EV/Osmf8bf6zexa1vXHNM2dkzB7anVY9mTHtlDt2GnklIZNlLtHxJa82WZduZ/9ESVs/bQLs+Lbn97etL4guLDuXGl66g79U9eHnEO0x4cioPfX5HlVju4gu2bfPFf6cTXTeSy0ZfgOs4S/yUUtz08ghS9qcz9v6JxMRH0vysJl6JK+1ABpt+2srGH7eSfjADj9uD5bbxuD3s//0gUXUjefzre2jcsQEA0XUjufzRC7lo1Hl89PAXTH9tLm16taBZZ5kREKIm8+nG4NatWxMaGnrU11auXEmfPn0A6NOnDytXrgRg1apV9O7dG6UUzZs3Jzc3l/T0dF+GK04TKfvS+PHLFfQZ0Z2oOO9veq3XKp6D2w/jLvR4fazjCTLao3FToDcf85ilc8jXmwlR/putqGmWz1hNeGwo3YYeW11JKcVVTw8nNzOPyc994/cNt/nZBSz4eCn/7vciL14xht9X/MHFDw7m/k9vKzVBadS+HsPuH8jGpVtZu2CjHyL2j+XTV7Nz3V4ufeT4CcCfnAEO7hl7MzEJ0bx+09hTqgqVlZLNp499yXt3f8r7oz7jg3sn8P6ozxjd93nuO+spPrxvIhsWb8byWDhdDkIig4mOj+Kca3rynzkPlSQAfxcYEsCNL15BTEIU79/zGfk5BScdnxCi6vP7noDMzEyiooqXX0RFRZGVVdxRNS0tjdjY2JLjYmJiSEtLKzlWiMoy8+0FKEMx5I7+PhmvXqt4bMvmwPYkGrRJ9MmYpQlW7QBFnl5PMB2Peqx4mZBNiNHZL7HVNPnZBaxdsJHeV3Yrc81//dYJDLrtXGa/u5CAEBdXPTXcp3fUC/OLWDlzLctn/Mq6RZtwF3po1KEet/zfVcWVrU7wIffc685m0Wc/Mek/02nXpyUOl9/fXryqKL+Ir16aSYN2iXS/uPxLe0KjQnjg09v4z0Wv8fbIj3ny2/txBlTstbJtm/dGfcaWn7cTXTeyOGk8kjfGN6tD36u60/rs5iS2rIthVOxeX1BYILe9cQ3PX/oWnz81jZtfvapCzxdCVB9V9q90aXfCynpDXLBgAQsWLADgxRdfPCp58CWHw+G3sUXpTnRNkvemsvSL5Zx3Q1+at2/qk5ja92gDQMbebM7s48+fl1gOHG6Ox9h8zGuUkfEbhhVEYq3eGMpZqaOejr8ni+b/iLvQzcDrzznu937H/92I03QyY8xcHIaT21+/vsIf4ioiMzmL1Qs2sHLOGn6ZvYb8nAKi4iIZdEs/zhnRk+adK7ZcZeSr1/HU0Jf5+as1DB81yEtRVw1TXv6G1P3pPDDudmrXrl2h58bGxvLAuJE8c/GrzHpzAbe8dE2px5X1uzLt9Vls/OF37nrrJgb9q/KXMMYOjuWyB3cz5X8zOHt4d3oOkxnBvzsd/4ZVdXJNTo7fk4CIiAjS09OJiooiPT2d8PBwoPjOf0pKSslxqampZc4C9O/fn/79/7qL+/fn+VJsbKzfxhalO9E1mfDcV2it6Xfz2T67dq4IE2eAk02/bKHDwFY+GbPMWOzWZHjmkJychFJ//TlILfqRINWRtNTMSh/zdPw9WTBhCTEJUcQ2jTrh9z78kYF4bDez3llATmY2N/7vSrTW7N+axI61e0jbn86QO/sREHzsPo7yKCpwM/vdhaxdsJFdR2r9h0WH0PuybnQc2IaW3ZpimMWJR0WvU8MzE2nXtxWf/3cqHQe2Iiw69MRPqoayUnOY/NJ0Og5oS0LbOif189z4rPr0u74XX78xhyZdGtCu719/C/4s3/nb979z4T0DaNWzWcljO9fv5eMnJtPp/HZ0Htbea79L54/szS9zV/PGyA+o3TTaJ0slq4vT8W9YVefPaxIfH++XcSuD35uFde7cmSVLlgCwZMkSunTpUvL1H374Aa01W7duJTg4WJYCiUqVnpTJkkk/c/ZlXY/ZqOlNpsMkoUUcezf7f3NwkNEBTQEFemvJ14r0QdzsJ8TwT/WSmiYnPZfffthC1wvPKNddfaUUlz16IcPuG8gPk1fw6DkvMLLVaJ4473+Mf/gLZrwxj0Wf/XTS8cx5fxFfvzoH02ky/MFBPD3rAd5c+19GvfsvWvdsXpIAnKwRTw6jILeQaa/MPqXzVFWWx+Krl2ZSlO/miscuOqVzXfn4RSS0iOPD+yaSlZINFP+8vHHTWCY/9w27Nu7lxSvG8N5dn5JxKJOC3ELevfMTwmNCvd5vwOFycNub1+IucPPmLeNI3pvqtbGEEP7h05mA119/nU2bNpGdnc3IkSO5/PLLGTZsGK+99hqLFi0iNjaW+++/H4AzzjiD1atXM2rUKFwuF3fccYcvQxXVjG3Z/PbD77Ts3hRX4ImXr+zZtJ+JT07D8thccJdv9gL8Xf1W8axd6P8NlMX7AiBPryOI1sX/b68CIMSQJQCVYeWstVgem24VKAmplGL4A4MIiQzm1znrade3JY07NqBxx/qMf2Qy88cuYcBNfXA4K9ZTwF3oYeEnP9KubysenDCyot9KuSQ0j+Pca3uy8NMf6Xfd2SS2rPhdMq01BbmF5GXmER0fdUofdndv3MfGpVtJ3ZdGyr400pMyaXpmQwaNPJda9crXHOvgH4f4bcnvbPzxd7b8vJ387AL6Xd+L+KZ1TjouAFeQi9vHXM8zF7zK2Ac+Z9h9A3l75MekH8rkmmcv4eK7LuCTZ75g1jsLWLtwI/VaxXN4VwqPTL6T0KiQUxq7POKb1uG2N6/lw/sn8viAl7j22UvpeWmX06b6kxA1ndL+LkPhBQcO+OcOq0wR+s/cD75n0n+mE9e4Nje8cHnJ9Pk/r0nSjsN8/eocVnyzhqCwQC7/94Wcc01Pn8c7f+xiJj79NW+ueZaIWuE+H//vdhRdj1PFU8/5AgD73U+RrzfTxDnZK2/2p9vvyQuXvUXm4SxeWPzvSnk91y7cyGvXf8Btb15Lj4srtnH7xy9/4cP7JvLgxNtp1+fo7sSVeV1y0nN56OxnadOrBXe9V3ozun/KOJTJ+6M+48D2w+Sk5+ApsgBo16clo8bdUq7k/p/2b03iqUGv4C50ExQWSGxiNGExofy+4g/Qmu7DOzPkzv5lfpj/Y81upv/fHNZ/X1xBq1aDGNqc3YLWZzfnzIHtK5yEleW7j35gwpNTUUoRHR/Jne/dSJMzGpRck6Qdh5nwxFQ2LNnChaPO49KHh1TKuOWVvDeVD++dyO8r/qDzoPbc8NIVNXapV3mcbn/DqgNZDnRy/L4nQIhTlZeVzzdvzqdh+3rkZubx4hVj6HlpF658YhgxMTHs+/0gm37cyqaftrJu4SYcLgdD7uzH4JH9/FaPvV6rBAD2bj7g9yQg2GhPlv09Whd/6MrVqwkzesndvkqQdjCD35f/wdD7zq+017P9Oa2Ib1aHuR98T/fhZ5b7vFpr5n24mIQWcbTt3aJSYilLaFQIZ192Fgs/+ZHstJwTfmD0FHkYM3I8uzfso+vQToRFhxIWE0pBdgHfvDmft/41jlFjb6lQFZ2iAjfv3fUpgaEBvLjk30ct+Us7kMGcDxaxeMIyfvpqJa16NqNR+3o0aJtIg7aJ5GbmM+O1uaxbtInQqBAuG30BXYd2KvfMQUX1v7EXuzbspTC/iBteuPyYu/xxjWvzwISRHNx+iLqnOPtwMmrVi2H0lLuY++Fipv5vJk8PeZXnFow+pjGaEKJ6kSRAVHuz31tEbkYej3xxJ3Wb1Oabt74r3vj43UacAQ4yDheXna3VIIbzbu7N4Nv7+f2Dd2KrukBxEtC2d8sTHO1dQao9GcykUO9EU4RNDiFKSoNWhl9mrkFrXWpvgJNlGAbn/+scxj/8BZuXbaN1z+blet6WZdvZs2k/N/7vSp8keH2u7Mb8sUv4aepKBv7r+B2nP39mOttW7uT2t68/5rWKSYzio4e+4K1bx3H3BzeXOxH48sVv2bNpP/d9cusxe36i4yO5+umLufDu85g/bgnrF21i7oeLsdxWyTEhkcFcNvoC+t/Y2+sfdpVS/Ou1q094jD+7MRumweCR59KoXT1evGIMc95bxPAHanYFKCG87bPPPuPXX3/F4XBQp04d7rjjDkJCvL/U70+SBIhqLeNwFvM+XEzXoZ1o0La45v6lDw+h+7AzmfbKbMIiQmncuT6tejTz2l28kxEWHUpknYgqsTk42OgAVnFvAJt8QBEsm4IrxfLpq2nQNpG6TSr37m2Pizsz9X8zmfv+9+VOAuaOXUxYdAg9hvvm2ia2jKdxxwb88MVyzr+lb5mJx9IpK1j4yVIG3nZOqclSnxHdsS3Nx6Mn8/bt47nrvRtP2INg3aJNxfsmbuxNx35tyjwuPCaUSx8ewqUPD8FT5GH/1iR2/7YPd6GbHpd0ISg0sGLf9GmgVc9mdLmgI7PfW0Tfq3tI1SAhTkH79u256qqrME2TCRMm8PXXX3PNNaWXDPYGSQJEtfbNG/Ow3B4ueXDwUV9PaB7H3R/cVKXXbtZrFV8lkgCnqo2TOPLs9VhkEqCa4lDyxn4i21btZOPS39G2LmnWZLpMYhOiqdUgBsMw2LluzylXkCmNK9BJ/xt6M+2V2ez7/SCJLeoe9/ikHYdZt2AjF406r1ydbStLnxHdGP/IZHas2U2TTg2PeXznuj188ugUWvdsxuWPXljmec65pge2ZfHpY1/x+o0fctPLI4iOjyz12MzkLMbeP5HEFnW5vAKvvcPlKFkOJI7v8kcvZM38DUx9eRa3SDMxIU5ahw4dSv6/efPmLF++3KfjSxIgqq1DO5NZPHEZfa7qTp1GtfwdToXVaxXP5mVb8bitSttgeLKCjA7k2MuwySPauMKvsVQHq+dtYMzI8UctHylL14vO8EoM517Xk5ljvmPeB9+fsKvr/HE/YDoNzr3+bK/EUpauF3Vi4tNfs2TS8mOSgKzUHN781zjCY8O4490byuyk/Kd+1/fCME0+f3oaj57zPBc/NJj+N/Q66nlpBzL46KFJ5GcX8sgXd57UZmJxYrUbxNL/xt7M+2AxA27q7dfO50LUFIsWLaJHjx4+HbNGVgcqKiryy7gOhwOPx+OXsU9HyXtSycvKJ7Fl3TI/QFTla5KTkUfKnlQSmsfh9POHlaS8r9me8SQAbWPGEhnQ1WtjVeVrUh55mfkc3pNCQJCLOo1qHVVXX2uNp8jCU+TBU+TBMA2vbj5P3Z9OdloO9VrFl/k7YFs2ezcfICQimNh6ZffD8NZ1SdmXRm5GHvVbJ6CM4iVB2tYk7ThMUb6buk1rV2h2wlPkIXV/OvnZBbiCnITHhlGUX0R+diHuQjcAMQlRhMVU/+o1Vfl3xbZs9m05iCvIRVzj6ncT5lRU5etyuvLnNXG5XIwePbrk3/9sYPvss8+SkZFxzPOuvPLKkt5Y06ZN448//uDBBx/0aVGOGpkESInQmm/n+r08PfiVE5bLq8rXZN+WAzzW/yVGjrmO7hWoIe8NRXo/O9zXoAigmfMbDOW9JSNV+ZqcyMpZa3n3zk9o2L4+D04YSXB4kF/jSdpxmNF9nicoPJDEFnVJaB5HQvO6aNvmwPZD7N92iANbk8hJz+XZ+Q9Tv3VCmefy1nXZunIHzw1/g5tfHUHvK7phWzZv3foRa+b/xl0f3EjnQR1OfJJ/0FqzavY6Jjw5jYxDmbgCnbTo2oQ2vVvQrk/Lk+pNUBVV9d+V+eOWMPGpadz3ya3H3XtR01T163I6qs4lQhcvXsx3333Hk08+SUCAbytuyXIgUe1kpebw9sjxRNQOZ/DIc/0dzkmLa1IH02myd/MBvycBTuJxUIsA1cSrCUBlyEzOwjANn9cpX/HtGt6761Man9GABz8bSVCY/zeNxjWuzb3jb2Htgo3s35rEL9+uJTdzGQAhEcHEN6/DmYPa0653y+MmAN7UrHMj6japzZJJy+l1eVcmPDmV1fM2cM2zl5xUAgDFlXK6DOlI2z4tObDtEPVaxcvSHz8499qeLPh4KV88O4O2vVv6fVmjENXN2rVrmTFjBs8884zPEwCQJEBUM+5CD2/eMpaMQ1n8e+rdfr8TeyocTpOEZnHsqwKbg5VS1HO+jIHvSpNVlG3ZzP9oCVP/N5s6DWP5z7yHMAzjxE88Rdt/3cn01+axYfFmmnVpxAOfjaxSVWM69m9Lx/5tgeI75BmHsjBMRXhsWJXo9aCUoveI7kz+7ww+Hj2FxROXMXjkuQy4sfcpnzsoNJAmZzSohCjFyXC4HFzx2EW8ecs4lny+jH7X9/J3SEJUK+PGjcPj8fDss88C0KxZM2699VafjS9JgKg2tNaMf+QLtq3cyR3v3kDjjtX/zT+xVTybf9rq7zAACFBV9/Xcu/kAHz30BTvW7iaxRV32bj7AuoWbOGNAW6+NuXXlDqb/3xw2Lt1KWHRxw6gBN/chwIfVdSpKKVUlSzaefWkXvnrxWxZPXEbXoZ247N9lVwIS1Uun89vRsltTvn51Dt2Hd67WN2aE8LW33nrLr+N7/zaaEJVk1tsL+OmrlQx/YBBdL/ROxRVfq9cqnvSkTHLSc/0dSpWktWbGG/N4atDLJO9N5fa3r+eZuQ8RWy+amWO+w1tbmlbOWstzw99g7+YDXPH4UF75+SkuuGtAlU4AqrLw2DD6Xd+LzoPa86//u9onMzjCN5RSXPnkMLLTcpk55jt/hyOEqACZCRDVwqo56/jyxZl0G9qJofee7+9wKk29VsUbivZuPkCrHs38HE3VYts2E56YxsJPltJ1aCeuffaSkn0Ag247l88e/4qtv+ygRdcmlTru4d0pjHtwEo07NmD0l3fJB/9KcvUzF/s7BOEljdrXo8clXZg/bgnnXNuzSjVmFEKUTW7HiCovMzmr5EPZza9eVSXWOVeWvycBp6vS7ubbts3Hj0xh4SdLGXTbudw+5rqjNgL3uqIrYTGhzHp7QaXG4iny8M4dn6AMxR3vXi8JgBDldOkjQwDFVy/O9HcoQohykiRAVHkTn5pGUX4R/3r96hpXASSiVhhhMaE1Mgk4sP0QH4+ezKT/fE1+TsExj2ut+X7CMka2fIRnh77Gim9W43Fb2JbN2Ps/Z8mkn7nonvO44vGLjkn8AoJcnHdzH9Yt2sSeTfsrLeYpL3zLznV7uPmVEXI3U4gKiImPYuBt57B8xmr+WL3L3+EIIcpBlgOJKm3two2s+GYNFz84mPimdfwdTqVTSlGvVXyNSgJ2rt/LzDHf8euc9ThcDjxFHlbP+42Rb11b0jW2KL+ITx//iqWTV9C8axMykjJ5545PiK4bSe2GsWz5eTsXPzSYofeUvfSr33VnM+vtBcx+ZyEjx1xX5nEZh7PY/ds+slKyyc/KJz+nkLzsfILDg2jXpyUN29fDMAxWz9/AvA8XM+DG3iddulKI09mQO/rxw6Sf+fw/03n863tq1KytEDWRJAGiyirILeTTf39JfPM4htzRz9/heE3DtonM/2gJRflFFeqcWtVYHov37v6MX75dQ3B4EBfcPYDzbu7DgW1JfHDPBP47/A2G3T+QQTf0479XvMHu3/Yx9N7zGXbfQFCwftEm5o9bwqYft3HFYxcx+PbjX/OQyGDOuaYncz/8nosfGkztBrFordn92z7WfPcbu9bvZdeGvWQcyjrmua5AJ0UFbqa9PJuwmFDa9WnJuoWbaNAukSseH+qtl0iIGi0oNJDhDwzm49GTWfPdb3Q6r52/QxJCHIckAdVUfk4Bs95ZiFLQrk9LGp/RsNo2avG4LX6ds47GZzQ4agnG1Jdnkbo/ncen34vDVXN/VFt0b8rs9xbxx5rd1Xpz8FcvzuSXb9dw0T3nMXhkv5JmWuExTXl2/sN88u8vmfbybKa/OofAsMBjuoz+We++ILeQwJDyNU05/199+W78Eqa88C21G8Tyy8w1JO9ORRmKuk3r0Lpncxq2r0eDtonExEcRFBZIYGggDqdJVko2G5ZsYcP3m1n//WY0mjvfuQFnQM39WRPC23pf2ZWpL89ixYzVkgQIUcXJu101tG3VTt6/5zNS9qSBgm/emE9QWCCtezanz4hudKhm7dunvjST2e8tAqBZl0Z0H96Z2vVj+O6jHzj3up4069zIzxF6V/MujVGGYsvP26ttErBy5lpmv7eIc6/rySUPDTnm8ZCIYG4fcx0dzm3Nb9//zvCHBlK7QWyp5ypvAgAQFRdBz0vOYsmknzFMg9ZnN+fCuwZw5sD2hEYdv/FZeGwYPS/pQs9LumBbNu5CNwHBvu/YKERNYjpMOvRrzep5G/C4rWp7c0qI04EkAdWIx20x/bW5zBzzHbGJ0fx72igSmsex6cetbFiyhfWLNrFu0Ub+t/RxYhKi/R1uuaxduJHZ7y2i56VdqNukNsu+/pVP//0lAJF1IrhsdM1vKhQcHkSDtolsWb7d36GclAPbkhj7wOc06dSQq58uuwykUoqel3Rh6G2DSElJqbTxr3j8Itr0bkGbs5uf8IN/WQzTkARAiEpyRv+2/DjlkqLSVwAAIABJREFUF7at3FFtb2wIcTqQJKAKykrN4bclW9i5fg/uQg9WkQeP22LPpv3s23KQXld05eqnLy5ZbtFlSEe6DOlI6v40Hu71X6a/No+bXxnh5+/ixNIOZPDhvROp3zqBG164HFeQiwvuGsCeTftZNXsd7fq2Om26T7bs3pSFHy+lqMBdZSsg7dm0nxmvz6Nt7xZ0HtyBsOhQ8rMLePOWcbiCnNz1/o1+WbYVEhFcY5rHCVETtOndAofLZO2C3yQJEKIKkySgikjek8rSyStYv3gzu9bvRWtNQLCLwJAATIeJ6TIJCg3k7g9uovPg0iuXxCREc841PVn4yY8MuaMfcY1r+/i7KD/LY/HuXZ/gKfJw53s3lGyIVUrRoE0iDdok+jlC32rZrSlz3/+eHWt207J7U7/EsHLmWuq1ji/156Ygt5Axt35E8t40Vs1ex6ePfUXrs5tjuS0O7UrhkS/uJLpupB+iFkJUNUGhgbTs3oy1CzYx4snh/g5HCFEGSQKqgNyMPJ6/5E3SD2XSpFNDhj8wiPbntKJBu0QMo2KtHC68ewBLJi1n+v/NPW7ZRH+b9spstv6yg5FjrqvSyYqvND+rMUoptizf7pckYPfGfYwZOZ7IOuE8Pv3eY2rkT3hyKod3pzJ6yl0EhQey4ps1/PLtGpL3pDLiqWF+S1yEEFVTx/5tmPDEVJJ2HJa/8UJUUZIE+JnWmo8fnUJmchZPzLiPJmc0OKXzRdQKZ8BNvZn9zkIuuKs/iS3jKynSyrNqzjpmjllAn6u6033Ymf4Op0oIiQimfpsEtvy8He7z/fhzP1iMK8hFUYGbV65+j8en31PSoXfFt2tYOnkFF446r+TDfoM2iVw2+gLSD2YSHS8zAEKIo50xoC0TnpjKmu9+Y9Bt5/o7HCFEKaRjsJcU/H979x0V1dW1AfyZGaQI0gYBFRsgGBEU7A0LWGOLLdhrLGiM5jUGjTGJxmCNxhasaKzBgi3RGEUlSlRsNBEbVkSkKnWYmfv94Rfe+ApKmWEG5vmt5Vph5t5z9mEHmH3Pvedk5RXruAsHwnH56HV8NKtXmQuAf/Sa3AWGJgY4sOx3lbSnKoIg4I/NZ7F2UiDqN6mDEd8V/RCpLmrYxhF3rz5Afp68XPtNTUjHpcNX0XFoa8wM/AQpT9Pw46iNyMvOQ/KTVGz78lc4uNd9vZ7/v4hEIhYARFQoKztL2DWsgRt/xmg6FCIqAosANUhNSIdfx0X4Y/NZCIJQ5HHPHyRjx1f74dzKAR++Z2OkkjCxMEaPiZ1x7Y8oxEc8Ulm7ZSHPV2D7nCDs/jYYHt1cMWfftAq9MZY6NGztiPy8fNy/8bBc+/0zMBRKpYDuEzrBqaUDfNePRnzkI6ydFIgNn+2EUqnE5LWjuNQfEZWIe9fGuB1+H1np2ZoOhYgKwSJADYwtqsLBvS52fxuMnV8fgEKueOsYhVyBjZ/tgFgixqTVIyCWqDYV3Sd0gomFMfYv/e2dhYiq5eXIcGT1SexbfBSntv2FqycicfdqPFaMDMCZnWH4cKo3pm0cy+UYC/Hv5wLKS05mLs7uCkPzXk1Qvc7r5wA8urti9A9DEHkmFrcv3cOoRYOLXNOfiKgoTb0bQ6lQIvLMTU2HQkSF4DMBamBgpI+pG8YiaNFRHN8QghePU+C7fgwMjQ0gl8nxODYB5/b8jbtXH2DKutFqWdPfqJoh+n7WDbu/DcbehYfg83V/iEQilffzb09vJ2LdlEA8jUuERE8MhVxZ8J6kigQTfhyGDkNaqTWGiszEwhi1P6iJW3/fRb/PupdLn6F7LyL7ZQ56Tuz8xuudR7SFUqHAy5RMtBvYolxiIaLKxd69DqpJTXDjVAzafNRc0+EQ0f9gEaAmYrEYPl/3Q/W6UuyYtx/f9V6BqqZGeBj9pOCe747D2qB1Pw+1xdBtfEe8eJSCExvPQqkUMOybj95ZCKQ/z8DB5cchqSLGqEWDi100CIKA0L0XsfPrAzA0McCsXVPg0sEJL5MzkZaYgbRn6bCpXx21nGxVNbRKq2EbR5zdFQa5TK72NfcVcgVObj4Hp1YOcPCo99b7XqM7qLV/IqrcxGIxdw8m0mIsAtTMa1R7WNlZYtf8AxCJRfAa3R727vXg4F4X0loWau1bJBJh+HcDIBKJcHLzOQhKoeDrf8vPk+Pk5rM4svok8rJlEAQBDh710H5Qy3e2n5WRjbtX4vHXvssIP3YDjdo7YdJPI2BuYwYAMLc2hbm1Keq71VbbGCsb59YOOLnlHO5HPIJTC3u19nXl9wgkP0nF8AV8QJuI1IO7BxNpLxYB5aBJl0Zo0qWRRvoWiUQY9u1HEIlF+GPTWSgVSrQb1BKyHBlkOTJkvHiFY2v/xPMHyXDv1hg+8/phy6w92PXNQbi0d4aFrdkb7SU9TMaJjWcQd+kensYlQhAE6OlLMOCLXugzravKn23QNQ1bv16CM+7iXbUWAYIg4PeAENjaW6Opt4va+iEi3da4Y0O17B4cde4WIkNuIuVpGlIS0pCakAZbe2v4BU2DRI8zDkTFwSJAB4hEIgyd3x8isQgnNpzB6e3n33i/hqMNZu2cDNdOHwAAxi8finldl2Kb36+YEfhJwcxBytNU+A9eg8y0bDi3tEfLPu5wamEPe/e6MOBKPyphYmEMu4Y1EPv3XfT5tJva+okOjcODyMcYs3hIiTekIyIqLkNjA7h0cMbFw9cxeE5fldwSFPrrRWydtRf6RlUgtbOEtKYFrGpZ4MrxSPwVdBmdhrVRQeRUEQiCgBePUnD34kM4tlbNMuu6hEWAjhCJRPCZ1w9NvVyQlyODgaE+9I2qwKCqPmwdbN74xWxrb41Bfh9iz3eHEHbgCtoNaoGMFy+xxGc9cjPz8PXhGajTqJYGR1O5fdCmAc7tvai25wIEQcD+JcdgZWeJ9oP5oDYRqVenYW3x0/jNuPFnNJr3alKmts7svIBtfkFw8XTGZ1smFFyAEgQB33/0Ew4u/x2t+3nA0Jgr0FVWGS9eIuL0TcT+fRe3/r6D1IR0SPQk+PmmP1ceLCFeAtQhIpEIH7RtgKZeLvigXQM4eNSDXcOahV6Z6TauIxq0qI+d3xzA09uJWD48AGmJGfj8l0ksANTMxdMZshwZ4i7dU0v7V36LwIPIx/joPz1RxYDXAYhIvZp4NYJlDXOE7Dj//oPf4eTms9jmF4QmXo0wY+snb8xAi0QiDP26PzKSXuL3n0+XNWTSUgl3n+Mr7yXYMmsPos7GwsGjHkYtGoS14T9w76FSYBFAhRJLxJiwYhjyc+WY32MpEu4m4rMt49GgeX1Nh1bpNWrvBH3DKrh+MlrlbSvkChxY9htqOtmi7QAu2UdE6ifRk6DTiLaI+es2Eu8nlaqN338+jV3fBqNZDzdM3zQe+oZV3jrGsVk9tOzjjuMBIUh9ll7WsEnLvHiUgqU+6yAWizD/6OdYc+N7TAsYC6/RHVDnAzu1L4NeGbEIoCLZ2ltjyNw+EARgytrRaOzZUNMh6QQDI324eDrj2skolW/0dn7fZTy7l4RBsz/kQ9xEVG46Dm0DiZ4YZ3ZeKPG5V09E4tdFR9Cqrzt8fx7zztskB/v1hkKhRPDy38sSrk6Ty+S4d/0hQvdeREpCmqbDAQCkJWZgydB1kOXkY9auKXBwr8sP/SrAewHonbqN74iOQ1vzPrty5t61Ma6fjMbj2ASV3X4ly83HoR9PwMG9Ljy6u6qkTSKi4jC3NoVHDzf89etlDPziw2LfupGakI4ts/agfpPamLhqxHsfLLaua4WuYzvgj03n0HV8R96++g4pT1ORGP8Cac8ykJaYjpSEdDyKeYpHMf/dz6iapTGmbx4Pp5YOGovzVWomlg5bj1fJmZi9dypzqkK8FEjvxQKg/DX1doFIJFLpLUEhO84j9Vk6Bvn15hUUIip3XiPbIysjG5eP3SjW8UqFEhum74BcJsfkNaOKvVBCn0+7oaqpEX5ddKQs4VZqFw9fw39aL8BSn/XYNHMX9i/5DZePXIdETwzvMZ6YFjAWXwV/hqpmVbHEZx3O77v8VhsJd5/j9uV7Kp+x/kdWejbO7LyARQNW48XDFMzcNhEO7lwBSJU4E0Ckhcyqm8LBoy6unYxCvxndy9xeTmYujq35Ey4dnNConZMKIiQiKpmGbR1Rw9EGIb+cR/vBrzejzMvOw875B3H/xkN89HlPNOvpVnCR4ti6U7h18S4+WTkctvbWxe7HxMIYfWd0w57vDuHaySh4dNO9mc+s9Gzky+QwtzZ9673HsQnYMmsPHJvXw8AvPoRlDXOY25oVutT3/CMzsW7KNmyauQsJdxLRbXxHXD56HRcOXsGDyMcAAAf3uhjk11slf1vy8+SICInB3wev4MbpGMhlCtR0ssWMwAlo2MaxzO3Tm1gEEGkp966NsW/xMaQmpMOypnmJzxcEAY9uPsXfB6/i4uGreJWahUFf9lZDpERE7ycSidBlRFvs+jYYD6OfQE9fD2snB+LZneeQ2llgzcStcGrlAJ95/SAolQhecRyt+3mg3aAWJe7Le4wnQvdexM6vD8ClvVOFmdEWBAH3bzxCVVND1HCwKVUbCXefY9nQ9cjJzMW0DWPfeJ4vKyMbaz7ZAqNqhpgWMBbmNmbvaOl1QfWfHZOxc/4B/Lb+NH5b/3rlpbqudhj6TX8YGOnjyOqTWPLxOjRq1wADZ/eGY7N6JYpXEATcu/YAFw6E49KR68hKz4aplQm6jGqPdgNboG5jPvSrLiJBXfM4GpSQkKCRfq2srJCcnKyRvqlwFTknCXcSMaezP0b7D0aXke1LdG7UuVvYsyAYT+MSIdETw7VzI3Qe0RZNvTS/O3BFzkllxrxon8qYk6yMbMxoNh+1nGvg6e1EGBrrY/KaUWjYxhGhey/i4PLf8TI5E0bVDGFsXhUL/5iNqqZGpeor7tI9/DBwNT709cKQuX1VNgZ15EWWm4/LR6/jz8BQPIh8DH0jfUxcNRwtPmxaonbiIx5hxcgAiCViVLM0QcLd5xjtPwSdhrWBUqnET+O3IOrMTfjt+7REu9ILgoCwg1fwPP4FWvX1QC0n2zdiP7vzAo6u/RMvkzPRaXhbDJ3f/517NcjzFbgTfh+RZ2Jx9XgEnj9Ihr5hFXh0d0XbgS3Q2NO5RDs/a/JnpWbNmhrpVxU4E0CkpWo42sCmnhWun4wuURGQk5mLjZ/tgJGJIUb9MBgtezdFNUsTNUZKRFQ8xmZV0bqfB0J/vYSGrR0xee0oWNi+vhrdeUQ7tO7fDL+tP42Lh65i8ppRpS4AAMC5lQM8P26FExvPoO2A5rBr+O4PazmvcgEARtUMS91nSQmCgN9/DsHxDSF4lZKJmg1sMGLBQPx96CrWTgrER//piX4zuhfrSnhs2B2sGrsJJpbGmL3bF6ZW1bBuciACZ+9F0sNkGBjp48af0RixYGCJCgDg9SxOu4GFz8joG1ZBtwmd4Dm0DQ6vPIHjG84g5nwcJq4c/sYDxWmJGYg6G4uIkJuI+SsOOa9yIakiQcPWDugzvRua92xSrt974kyASlXGqzYVXUXPyZ4FwTi17S+sjfwBRibF++W4f+lvOLr6JOYf/VwrH6Kq6DmprJgX7VNZc/IqNRNRZ2+hVV/3El3tLW1fX3ouQi0nW8zZ/ynE4tfroSjkClw8dA1xl+4h8X4SEuNfICPpJfSN9DFumQ/a9G9WZJuqzMuJTWew57tDcO3YED0nd0Gj9k4QiUSQ5eYj8MtfEXYgHK36umPCimGFrqgky5EhPekl7oTHI/DLvahe1wpf7JoCyxrmBePcMW8/zuwMAwC0+agZJq0eqdbba+Iu3cOmmbuQ/DgV3T/piCqG+ogMuYmH0U8AABa2ZnDr0ghNujRCo/ZOxf7b9i6cCSgdzgQQaTH3rq44sfEsos/dKta0cEpCGk5sOIM2/ZtpZQFARFTN0qTcNiusZmkCn3n9sGXWHpwPuowOH7fCjVMxCPI/ioTbiahmaYwajjZo0vkD2Npb48bpGARM+wXxEY8wZG7f9y5JWhYRp2Owd+FhNO/VBFMDxhQUKMDrq+sTVw2HnZMt9i0+hjtX4lHN0gQKuQJKpQCFTI5XqVnIfplTcE79JnUwa+dkmFgYF7wm0ZNgtP8Q1HS0Qdzl+xi71Eft99c7t3LAwpOzsWfBIZzYeBZiiRiOzetjsF9vuHVphNof1OQ9/lqCMwEqVFmv2lRkFT0nCrkCnzadh6beLpi4asR7j98wfQfCf7uBxee+gpWdZTlEWHIVPSeVFfOifZgT1VAqlfAftAYJd56jlpMt4i7dg629NQbP6Y1mPdze+EAqz1dg78JD+HNrKJxbOWBqwBiYVX9zhR1V5OVJ3DMs7LcSNvWq46uD09/54PKN0zEFV/LFYhEkehJI9MSoJjWBmbUpzP//n3Mrh2Lvv1BeEu8noZqlCYzNq6q1H84ElA5nAoi0mERPgiZeLrhxKgYKuQJiiRjZGTlISUiDtJYFjM3++4s1PuIRwg5eQe9p3lpbABARlTexWIzR/kMwv8cyJN5Pwmj/wfD0aVPoVX69KhKMWDAQ9ZvUwbYvf8U3PZfDL2haiZYofZ9XqZlYNXYTDIz08dnWCe9duaipl4tWLOpQGqr8vpHqsQgg0nIeXRsj7EA45nT6ARkvXiE3Kw8AUNXMCB993hNdRrWHRE+MPQsOwdTKBL2ndtVwxERE2sXOuQb8z8yFWfVq71y15h/tBraAXcMaWDbsZywduh5fHZwOaa2yX1zJy5FhzSdbkf48A3P2fQppTYsyt0lUWiwCiLScW5cP4N6tMUQiEdy6NIK0lgXMbczwV9Al7PrmIM7uDkOzHm6Iu3QPo/0Hc3UFIqJC2NSzKtHxdV3s8MWuKVg8ZC2W+LwuBP731qCSuB1+H5s/343n8S8wafVIOHjUK3VbRKrAZwJUiPdvap/KnBNBEHDtjyjs/i4YyY9TUdPJFt+fnK321TbKqjLnpCJjXrQPc6Id7lyJx9Kh62FTzwpz9n2Kuo51SpQXWY4MB5b9hj82nYO0lgXGrxjKndtVjM8ElA5nAogqKJFIhGY93ODasSH+CroEp5YOWl8AEBFVNA2a18dnW8Zj5ZiNWDFqA5ac/LrY5z679xyrxm5G4v0kdB7ZDh9/1VclS2ISqYL4/YcQkTbTN9KH1+gOqP1Bxb0aQUSkzRp7NoTv+jGIj3iEH3xWQS6Tv/ccuUyO9b7bkZmWhdl7fDHGfwgLANIqLAKIiIiI3qNZDzeMXfoxrp2KwpZZe6BUKt95/OGf/sCjmKcYt8wHLh2cyylKouLj7UBERERExeD5cWvkZyrwyzdBMLc2xcfz+hV63L1rD3Bs7Sm0H9wSzXq4lXOURMXDmQAiIiKiYhoyuy+8RnfA7wEhOLHpzFvv5+XIsHHGLpjbmGL4dwM0ECFVNEeOHMGQIUPw8uXLcu2XMwFERERExSQSiTBiwQBkvHiJPd8dgiJfibYDmsPC1gwAsM//KBLvJ2H2Xl9UNTXScLSk7ZKTkxEVFQUrq5ItYasKLAKIiIiISkAsEWPS6pHIeZWDoB+OIOiHI6jb2A6Ozerh9Pbz6DrWEy7t+RwAvd/27dsxfPhwLFu2rNz7ZhFAREREVEL6hlXwxW5fPLn1DBGnYxARchMhOy6ghoM1Bs/to+nwqAK4cuUKLC0tUa9ePY30XymLAE1MqQCAnp6exvqmwjEn2oc50U7Mi/ZhTrTT/+alevXqcO/gBnwLKBVKQCSCWCzSXIA6SNM/K35+fgX/7e3tDW9v74KvFy5ciPT09LfO8fHxQXBwMObNm1cuMRaGOwarEHd31D7MifZhTrQT86J9mBPtxLxon4q4Y/CjR4+wYMECGBgYAABSUlJgYWEBf39/mJubqzLEIlXKmQAiIiIiIm1Vp04dbN68ueDrqVOnwt/fH6ampuUWA5cIJSIiIiLSMZwJICIiIiLSoHXr1pV7n5wJICIiIiLSMSwCiIiIiIh0DIsAIiIiIiIdwyKAiIiIiEjHsAggIiIiItIxLAKIiIiIiHQMiwAiIiIiIh3DIoCIiIiISMewCCAiIiIi0jEsAoiIiIiIdAyLACIiIiIiHcMigIiIiIhIx7AIICIiIiLSMSwCiIiIiIh0DIsAIiIiIiIdwyKAiIiIiEjHsAggIiIiItIxepoO4H1u3LiBwMBAKJVKeHl5oX///poOiYiIiIioQtPqmQClUoktW7Zg7ty5WLlyJS5cuIAnT55oOiwiIiIiogpNq4uAu3fvwtbWFjY2NtDT00Pbtm0RHh6u6bCIiIiIiCo0rS4CUlNTIZVKC76WSqVITU3VYERERERERBWfVj8TIAjCW6+JRKK3Xjt16hROnToFAFi8eDFq1qyp9tiKosm+qXDMifZhTrQT86J9mBPtxLxoH+ak5LR6JkAqlSIlJaXg65SUFFhYWLx1nLe3NxYvXozFixeXZ3hv8fPz02j/9DbmRPswJ9qJedE+zIl2Yl60D3NSOlpdBDg4OODZs2dISkqCXC5HWFgYmjdvrumwiIiIiIgqNK2+HUgikWDcuHFYtGgRlEolOnfujNq1a2s6LCIiIiKiCk2riwAA8PDwgIeHh6bDKBZvb29Nh0D/gznRPsyJdmJetA9zop2YF+3DnJSOSCjs6VsiIiIiIqq0tPqZACIiIiIiUj2tvx1Ik5KTk7Fu3Tqkp6dDJBLB29sbvXr1QmZmJlauXIkXL16gevXqmDlzJkxMTCAIAgIDA3H9+nUYGBjA19cX9vb2BW0FBAQUrHY0Z84cWFtba3J4FZIqc7Jz505cu3YNgiDA1dUVY8eOLXQJWnq/kubl6dOnWL9+PeLj4+Hj44O+ffsWtHXjxg0EBgZCqVTCy8sL/fv31+DIKi5V5aSodqh0VPmzAgBKpRJ+fn6wtLTkCimlpMqcZGVlISAgAI8fP4ZIJMKUKVPg5OSkwdFVXKrMy7FjxxASEgKRSITatWvD19cX+vr6GhydlhCoSKmpqcK9e/cEQRCE7OxsYfr06cLjx4+FHTt2CMHBwYIgCEJwcLCwY8cOQRAE4erVq8KiRYsEpVIpxMXFCXPmzClo65tvvhEiIiIEQRCEnJwcITc3t5xHUzmoKie3bt0S5s2bJygUCkGhUAhz584VoqOjNTOoSqCkeUlPTxfu3Lkj7N69Wzh8+HBBOwqFQpg2bZqQmJgo5OfnC7NmzRIeP35c/gOqBFSVk6LaodJRVV7+cfToUWHVqlWCv79/+Q2iklFlTtasWSOcOnVKEARByM/PFzIzM8txJJWLqvKSkpIi+Pr6Cnl5eYIgCMKKFSuEM2fOlO9gtBRvB3oHCwuLgqvGRkZGqFWrFlJTUxEeHo6OHTsCADp27Ijw8HAAwJUrV+Dp6QmRSAQnJydkZWUhLS0NT548gUKhgJubGwDA0NAQBgYGmhlUBaeqnIhEIshkMsjlcuTn50OhUMDMzExj46roSpoXMzMzODo6QiKRvNHO3bt3YWtrCxsbG+jp6aFt27YF51DJqConRbVDpaOqvACv9865du0avLy8ym8AlZCqcpKdnY3Y2Fh06dIFAKCnpwdjY+NyHEnlosqfFaVSCZlMBoVCAZlMVuieU7qItwMVU1JSEuLj4+Ho6IiMjIyC/4EsLCzw8uVLAEBqaiqsrKwKzpFKpUhNTUVKSgqMjY2xfPlyJCUlwdXVFcOHD4dYzBqsLMqSEycnJ7i4uGDixIkQBAE9evSAnZ2dRsZR2RQnL0VJTU2FVCot+FoqleLOnTtqjVcXlCUnRbVDZVfWvGzbtg0jRoxATk6OukPVGWXJSVJSEkxNTbF+/Xo8fPgQ9vb2GDNmDAwNDcsj9EqtLHmxtLREnz59MGXKFOjr66NJkyZo0qRJeYSt9fgptBhyc3OxYsUKjBkzBlWrVi3yOKGQhZZEIhGUSiViY2MxcuRI+Pv74/nz5zh79qwaI678ypqTxMREPH36FAEBAdiwYQOio6Nx8+ZNdYasE4qbl6IUlS8qvbLmRNXt0Gtl/X5evXoVZmZmBVdKqezKmhOFQoH4+Hh069YNS5cuhYGBAQ4dOqSGSHVLWfOSmZmJ8PBwrFu3Dhs2bEBubi5CQ0PVEGnFwyLgPeRyOVasWIEOHTqgVatWAF5POaWlpQEA0tLSYGpqCuD1Vcvk5OSCc1NSUmBhYQFLS0vUr18fNjY2kEgkaNmyJe7fv1/+g6kkVJGTy5cvo0GDBjA0NIShoSHc3d15xbmMSpKXokil0oKH54H/5otKRxU5KaodKj1V5CUuLg5XrlzB1KlTsWrVKkRHR2P16tVqj72yUtXvL6lUigYNGgAAWrdujfj4ePUGXsmpIi9RUVGwtraGqakp9PT00KpVK9y+fVvtsVcELALeQRAEBAQEoFatWujdu3fB682bN8e5c+cAAOfOnUOLFi0KXg8NDYUgCLh9+zaqVq0KCwsLODo6Iisrq2DKKjo6mreelJKqcmJlZYXY2FgoFArI5XLcvHkTtWrV0siYKoOS5qUoDg4OePbsGZKSkiCXyxEWFobmzZurNfbKSlU5KaodKh1V5WXYsGEICAjAunXrMGPGDDRu3BjTp09Xa+yVlapyYm5uDqlUioSEBACvP3zyb33pqSovVlZWuHPnDvLy8iAIAqKiovj3/v9xs7B3uHXrFubPn486deoU3JIwdOhQNGjQACtXrkRycjKsrKzw+eefFyxHuWXLFkREREBfXx++vr5wcHAAAERGRuKXX36BIAiwt7fHpEmToKfHRzJKSlU5USqV2Lx5M2JjYwEATZs2xejRozU5tAqtpHlJT0+Hn58fcnJyIBKJYGhoiB9//BFVq1bFtWvXsH37diiVSnTu3BkDBgzQ8OgqJlXl5NGjR4W2U1F2ctc2qvxZ+UdMTAyOHj3KJUJLSZU5efDgAQICAiCXy2FtbQ1fX1+YmJhoeIQVkyrzEhQUhLC5qcMGAAAD2ElEQVSwMEgkEtSrVw+TJ09GlSpVNDxCzWMRQERERESkY3g7EBERERGRjmERQERERESkY1gEEBERERHpGBYBREREREQ6hkUAEREREZGOYRFARFTBLV++HJ9++ilkMtlb7y1atAgzZ86EXC7XQGRERKStWAQQEVVwY8eORUZGBg4dOvTG6xcvXkRERAQmTJjAfUmIiOgNLAKIiCo4qVSKwYMH4/Dhw0hMTAQA5ObmYvv27fD09ISLi4ta+y9sBoKIiLQbLw0REVUCvXr1QmhoKLZu3Yq5c+di//79yMvLw6hRowqOefDgAXbt2oW4uDiIRCK4u7tj3LhxMDU1BQBkZ2dj165diI6ORkpKCszNzdGsWTMMHToUhoaGAF5/4B8xYgTGjRuHp0+fIiwsDObm5lixYoVGxk1ERKXDHYOJiCqJuLg4zJ8/H4MHD8aBAwcwfvx4eHt7AwCePHmCuXPnwtnZGd27d0d+fj727t0LU1NTLFy4EACQmpqK4OBguLi4wNTUFElJSTh48CDs7Owwe/ZsAP8tAszNzdG4cWN4enoCAJo2baqZQRMRUalwJoCIqJJwdnZG586dERQUBGdnZ3h5eRW8FxQUhOrVq8PPzw8SiQQAYGdnh1mzZiEqKgqurq6wtLTE+PHj32hPKpXi+++/R3p6OszNzQveq169OqZPn15+gyMiIpViEUBEVIn07dsXISEh6N27N0QiUcHrUVFR6NmzJwBAoVAAAGrWrAlzc3Pcu3cPrq6uAICQkBAcP34ciYmJyMvLKzg/MTHxjSLAw8OjPIZDRERqwiKAiKgS+WcVoH+vBqRUKpGVlYX9+/dj//79b52TkpICADh//jwCAgLQo0cPDBs2DNWqVUNSUhJWrVr11sO/ZmZmahwFERGpG4sAIqJKTiwWw8jICJ06dSq4h//f/vlAf/HiRTRq1Ajjxo0reC8zM7PQNv89y0BERBUPiwAiIh3g6uqKJ0+ewMHBochjZDIZqlSp8sZr58+fV3doRESkAdwngIhIB3z88ce4c+cOlixZgkuXLiEmJgahoaFYs2YN4uLiAABubm6IjIzE4cOHERkZia1bt+LWrVsajpyIiNSBMwFERDqgdu3aWLRoEfbu3YuAgADIZDJIpVK4ubnB2toaANCjRw+8ePECR48eRX5+Ppo2bYpp06Zh/vz5Go6eiIhUjfsEEBERERHpGN4ORERERESkY1gEEBERERHpGBYBREREREQ6hkUAEREREZGOYRFARERERKRjWAQQEREREekYFgFERERERDqGRQARERERkY5hEUBEREREpGP+D0y1d5HuFfmGAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 8))\n",
    "host = fig.add_subplot(111)\n",
    "\n",
    "par1 = host.twinx()\n",
    "\n",
    "host.set_ylim(0, 500)\n",
    "par1.set_ylim(-5, 12)\n",
    "\n",
    "host.set_xlabel(\"Year\",fontsize=15)\n",
    "host.set_ylabel(\"U.S. Dollar\",fontsize=15)\n",
    "par1.set_ylabel(\"CPI Change %\",fontsize=15)\n",
    "\n",
    "color1 = plt.cm.viridis(0)\n",
    "color2 = plt.cm.viridis(0.5)\n",
    "color3 = plt.cm.viridis(.9)\n",
    "\n",
    "p1, = host.plot(df_oil_mean.index,df_oil_mean['crude oil price'], color=color1,label=\"crude oil price\")\n",
    "p2, = host.plot(df_trend.index, df_trend['AVG_FARE'], color=color2, label=\"average fare price\")\n",
    "p3, = par1.plot(df_cpi_un.DATE,df_cpi_un['cpi unadjusted'], color=color3, label=\"CPI Index (unadjusted)\")\n",
    "\n",
    "lns = [p1, p2, p3]\n",
    "host.legend(handles=lns, loc='best',bbox_to_anchor=(1, 1),fontsize=12)\n",
    "\n",
    "host.yaxis.label.set_color(p1.get_color())\n",
    "par1.yaxis.label.set_color(p2.get_color())\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Coupon Number Distribution\n",
    "It is essential to know, for a given itinerary, the number of segments contained in the itinerary. The minimal number of coupons is 1 and reaches 13. The figure below shows, for example, the distribution of the number of coupons bought by passengers on an itinerary in the year 2017. We can see that the proportion of tickets with 7 coupons or more seems negligible.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_2017 = pd.read_csv(DIR_DEST+'2017.csv')\n",
    "plt.figure(figsize=(12, 8))\n",
    "coupon_distrib = df_2017.groupby(['COUPONS'])['PASSENGERS'].sum().sort_values(ascending=False)/1000000\n",
    "\n",
    "ax = coupon_distrib.plot.bar(rot=0)\n",
    "\n",
    "totals = []\n",
    "# find the values and append to list\n",
    "for i in ax.patches:\n",
    "    totals.append(i.get_height())\n",
    "\n",
    "# set individual bar lables using above list\n",
    "total = sum(totals)\n",
    "\n",
    "# set individual bar lables using above list\n",
    "for i in ax.patches:\n",
    "    # get_x pulls left or right; get_height pushes up or down\n",
    "    ax.text(i.get_x()-.03, i.get_height()+.5, \\\n",
    "            str(round((i.get_height()/total)*100, 2))+'%', fontsize=15,\n",
    "                color='dimgrey')\n",
    "\n",
    "plt.title('Coupon Distribution', fontsize = 15)\n",
    "plt.xlabel('Number of Coupons',fontsize=15)\n",
    "plt.ylabel('Number of Passengers (million)',fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fare Class Distribution"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are 6 different type of fare class defined by the DOT: split into restricted and unrestricted, there are first (unrestricted: code F; restricted: code G), business (respectively codes C and D) or coach class (Y or X) coupons. The DOT stresses that these classes are defined by carriers and can differ from one airline to another. In the figure below, we can dis that the proportion of passengers in the Business fare class only represent 1.8% of all coupons bought in the year 2017, whereas the coach class tickets represents more than 94% of all these coupons. This statistic shows, in fact, a characteristic of the U.S. domestic market: the passenger discrimination is focused on 2 fare classes: the first class and coach class. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "path_list = []\n",
    "for dirpath,_,filenames in os.walk(DIR_DEST+'coupon'):\n",
    "    for f in filenames:\n",
    "        if not f[0] == '.':\n",
    "            path_list.append(os.path.abspath(os.path.join(dirpath, f)))\n",
    "            path_list.sort()\n",
    "\n",
    "merge_list = []\n",
    "for frame in path_list:\n",
    "    df_temp = pd.read_csv(frame)\n",
    "    merge_list.append(df_temp)\n",
    "df_coupon_class = pd.concat(merge_list)\n",
    "df_coupon_class.drop(['Unnamed: 1'],axis=1,inplace=True)\n",
    "df_coupon_class.dropna(axis=0, inplace=True)\n",
    "\n",
    "plt.figure(figsize=(8,8))\n",
    "fair_class_distrib = df_coupon_class['FARE_CLASS'].value_counts()\n",
    "explode = (0,0,0.3,0.3,0.3,0.3,0.3)\n",
    "fair_class_distrib.plot.pie(labels=None, autopct='%1.1f%%',\n",
    "                            shadow=False, explode=explode, fontsize=14)\n",
    "labels = ['X','Y','F','D','G','C','U']\n",
    "plt.title('Fare Class Distribution',fontsize=15)\n",
    "plt.legend(labels,loc=\"best\",bbox_to_anchor=(1, 0.6),fontsize=12)\n",
    "plt.ylabel('Fare Class', fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### State of Departure Distribution\n",
    "This figure shows the distribution of the passengers having a trip in 2017 4th quarter  from a given state of origin. We can see that the outgoing traffic comes mostly from California, Texas, New York, Florida,  and Pennsylvania, which are also the most populous U.S. states. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,8))\n",
    "\n",
    "state_distrib = df_2017['ORIGIN'].value_counts()\n",
    "state_distrib = state_distrib.to_dict()\n",
    "\n",
    "# airport-codes.csv is the lookup table for airport and airport code\n",
    "df_airport_code = pd.read_csv(DIR_DEST+'airport-codes.csv')\n",
    "\n",
    "df_airport_code = df_airport_code[df_airport_code['iso_country'].astype(str) == 'US']\n",
    "df_airport_code = df_airport_code[df_airport_code['iata_code'].notnull()]\n",
    "\n",
    "state_convert_list = []\n",
    "state_distrib_copy = {}\n",
    "\n",
    "for key in state_distrib:\n",
    "    for i, j in df_airport_code.iterrows():\n",
    "        if str(key) == str(j['iata_code']):\n",
    "            if str(j['iso_region']).split('-')[1] not in state_distrib_copy:\n",
    "                state_distrib_copy[str(j['iso_region']).split('-')[1]] = int(state_distrib[key])\n",
    "            else:\n",
    "                state_distrib_copy[str(j['iso_region']).split('-')[1]] = state_distrib_copy[str(j['iso_region']).split('-')[1]] + int(state_distrib[key])\n",
    "\n",
    "state_distrib_combine = state_distrib_copy\n",
    "plt.bar(range(len(state_distrib_combine)), list(state_distrib_combine.values()), align='center', width=0.5 ,color='b')\n",
    "plt.title('State of Departure Distribution',fontsize=15)\n",
    "plt.ylabel('Number of Passengers', fontsize=15)\n",
    "plt.xticks(range(len(state_distrib_combine)), list(state_distrib_combine.keys()))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Passenger / State Population Distribution\n",
    "By dividing the number of passengers for a given state by the population of this state, we can see from the graph below that the traffic concentration is pretty high for the less populous U.S. states, especially for the District of Columbia. We can also note the high percentage for Alaska, which can be explained by the difficulty for the residents to make domestic trips by other means of transportation than aircraft. The same arguments and the high level of tourism for Hawaii can explain the high percentage calculated for the island. For Nevada, the low population compared to the high traffic from Las Vegas and Reno also explains the high percentage for the state. Returning to the graph above, we can also note the very low outgoing traffic in Dakota, Wyoming and West Virginia, which are also among the less populated U.S. states.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Ac0jCAk8uEkrAQ0TiAgAAAADwOGANJQAAAAAAAJjCDCUAAADgEcItRgCAwoCEEgAAwGMgP5IM3KoNAABsIaEEAHhicHIMAI8u2nAAKFxIKAEAAAAACg2Sh8CjgYQSAAB47HAyAgAAXIExhW085Q0AAAAAAACmMEMJAAAUKJ5YBeBxwUwGAE8SEkoAAAAA8IQg6QXAVUgoAQAAAPmIE3gAwOOINZQAAAAAAABgCgklAAAAAAAAmMItbwAAAABQCPHQAgCFGTOUAAAAAAAAYAoJJQAAAAAAAJhCQgkAAAAAAACmkFACAAAAAACAKSzKDQAAAAB4bLG4OZA/SCgBAAAAAAC7bCfmHnydxNyTgVveAAAAAAAAYAoJJQAAAAAAAJjCLW8AAAAAAOCRx215DxczlAAAAAAAAGBKoZmhtH37ds2bN0+ZmZlq3bq1OnXqVNBFAgAAAAAAgBWFYoZSZmam5syZo2HDhmnSpEmKi4vTiRMnCrpYAAAAAAAAsKJQJJQOHjyogIAAlStXTp6engoNDdVff/1V0MUCAAAAAACAFYUioXTx4kX5+flZ/vbz89PFixcLsEQAAAAAAACwxS0rKyuroAuRkJCgHTt2qE+fPpKkDRs26ODBg+rVq1euz8XGxio2NlaSNHbs2IdeTgAAAAAAABSSGUp+fn66cOGC5e8LFy6oVKlSD3yuTZs2Gjt27BORTBoyZEihjpcfMSlj4YyXHzEpY+GMlx8xKWPhjJcfMSlj4YyXHzEpY+GMlx8xKWPhjJcfMSnjkxEvP2JSxidboUgoVa9eXadPn1Zqaqru3Lmj+Ph4vfjiiwVdLAAAAAAAAFjhWdAFkCQPDw/16tVLY8aMUWZmplq2bKlKlSoVdLEAAAAAAABghccXX3zxRUEXQpKeeeYZtW/fXq+99pqCg4MLujiFQrVq1Qp1vPyISRkLZ7z8iEkZC2e8/IhJGQtnvPyISRkLZ7z8iEkZC2e8/IhJGQtnvPyISRmfjHj5EZMyPrkKxaLcAAAAAAAAeHQUijWUAAAAAAAA8OgoNLe8PakuXbqkGTNm6IcfflBMTIwSExNVvXp1FS9eXCtXrtSoUaPUvn17FSlSxHTsd999V2+++aZSU1P1+eefq23bti4t46VLl/T1119r6dKlWrVqla5fv67g4GC5ublZjTN//nydPHlSNWvWlCSNGTNGSUlJlgXYv/vuOx0/flw1a9Y0te1du3bVmTNn9NJLL0mS7t69q3/9619KTk5W06ZNLZ8bP368oqOj1bp1a0PbPHPmTH3//fdav3691q1bp+LFi6tChQqSpHnz5mnGjBnq0KGDze21VdabN2+qbt26kqRff/1VO3bs0HPPPaeff/5Zhw4dUlBQUJ5i3blzR1OmTFGrVq3k5uamzMxMDRo0SIGBgfL397cZ7+rVqxoxYoRiYmL0yy+/KCoqShs2bNCKFSsUFRWlFi1ayMvLS9euXVP//v0VEhKip59+2m757O2XdevWafDgwQoJCVHJkiUlSQMGDFD9+vXtxpWkLVu2qH///goNDZWvr69Wr16tmTNnKiYmRjExMVqzZo3mzJmjJk2ayNfX19Bv6aisa9euVYMGDRzGyvbOO+9oy5YtljLVq1dPKSkpmjt3bq56aTbemjVrtGfPHjVo0ECenp5Wfw+jsVavXq3Y2Filp6erRo0alrp88OBBffPNN1q2bJnWrFmjlJQU1alTx/L/WXPhwgVNnTpVP/30k6Kjo3X27FnVqVNHycnJioiIUEJCgqKiopSammqps/bYqt+S9M033+Q6ju/evasPPvhAzZo101NPPWUznqN9PHr0aMXFxWnFihXatm2bypUrZ/eYkWS1ff355581duxYJSQkaNWqVVq4cKE2bdqkmJgY+fr6qmLFiqa3+7nnnpMkrV+/XlOmTNGaNWu0evVqpaen22wzjLSNW7Zs0aRJkxQdHa2YmBiVKlXK0s5ZY6udiImJ0ezZs+2W3ZGcfdZ7770nHx8fPfvss5KkOXPm6MqVK6pSpYqhWPbq4/3H4LRp05SZmWl3v+QsnzUREa4IEP0AABhdSURBVBFKSkpS48aNDZXPWsxt27bpyy+/VLFixTRr1izTbXi2+/vszZs3a/bs2UpISNCiRYsUExOjdevWafPmzWrRooXdWEb77ZkzZ5oaY9z/W+ZsY13VF2b3q5MnT7bU0ZiYGIWFhcnLy8upWKNGjVKzZs3k4+MjSVq5cqVGjBihBg0aqHTp0lZjfvHFFypZsqQCAgIsr2UfNw0aNHB6rGe0ji9evFjLly9XkyZN5OHh4TBuzuMwPDxcmzdvVnR0tNavXy9PT0/Dx2BOOfuvxMRE1a9fX15eXk6NT5csWaJZs2ZZ9mfVqlVVokQJLVq0SLNnz1ZsbKzWrVsnPz8/PfPMM4Zi3t+H3l+u2NhYzZw5U02aNLFZd+53fx3P65jeURldES88PFybNm3SqlWrdPDgQTVo0EDu7o7nHhjtXzdu3GjZb7Vr17Y7XjE7Xu7bt6+aNWumokWL2oxprb1t1KiRLl26pIkTJyoqKkqrVq3S0aNHDT0cytqx/d///lezZs3S2rVrTbe3kvX6PWXKFC1dulRr165VdHS0Tp48qaCgIEN10d6+ycjI0PTp0xUTE6N58+YpISFBsbGxOnfunF544QXT8Zo2bWo5N1y+fLlWrVqlxMRENWvWzG75jLTfK1eu1J49e1S5cmWb9cZIfzVmzBiFhYWpePHiub539OhR1apVy6mYY8eOVUhIiEqUKCFJWr58uTZs2KCGDRva3O7HTaFYlPtJlZWVpcjISLVo0UL9+vWTJKWkpOjy5csqX7684uLiVL16dW3ZskUvv/xyoSvj9OnT1bt3b9WtW1e3b9/WxIkTtWbNGrVr185qrKCgICUkJKhDhw7KzMzUlStXdOPGDcv7+/btU8+ePSXJ1LYXLVpUx48fV3p6ury8vLRz584HBnbXr1/XkSNH5O3trdTUVJUtW9bQNn/yySeSpHPnzunvv/+WJGVmZmrLli3y9/dXcnKy4ZMlSSpSpIg2b96sTp06GTrxdyZW3bp19ccff+j3339X69attWrVKlWvXt3h4Lx48eKKjIyUdO+E2NvbWx07dpR0r3H84Ycf9MEHH+jHH39UmzZtVKZMGbvxjOyX0qVLa8mSJerfv7+pbd+4caNq1aqluLg4de3aVe3atctV73788UcFBgY6PEE0U1azvLy8LL9ntnPnzrkk3uTJkxUTE6PXX39d0oO/h5lYly9f1uTJk3Xjxg117dpVly5d0ldffaV+/fqpZs2aysrK0ubNm3Xz5k2bA7WsrCxNmDBBr776qgYNGqTMzEzNnDlTixYtUoMGDRQcHKwhQ4YoPT1dgwYNUkhIiNWOOydb9Ts4OFgXL17MdRzv2rVLlSpVUqlSpWzGM7KPQ0ND9f7770uSdu/erQkTJmjkyJGG61FOXbp0UceOHZWamqpx48Y9UBdssddGJCYmKjo6WsOHD1fp0qWVnp6uDRs22IzlaJtTUlK0cOFCffbZZypbtqxSU1M1evRolStXToGBgVZj2msnunXr5rL2rUSJEoqOjtYrr7xiN5FpjaP66GonTpxQZmamkpOTdevWLXl7e5uOsWvXLs2bN0/Dhw9XQECAEhMTTbfhku0+++bNmwoODta0adPUsGFDw4kvo/32H3/8YXqbXcVRv9qhQwdLHc1rrMqVKysuLk5vvfWWJGnz5s0O24ewsDDFx8erXr16ltfi4+PVvXt3SebGO9mM1vElS5Zo3759Gjp0qFNJjICAAI0fP16SdPbsWU2YMEFZWVlq2bKlqTg5+5ypU6dqzZo1NpOz9uzfv19bt27VuHHjVKRIEV25ckV37tzRTz/9pLS0NE2cOFFFihTRpUuXlJSUZDiuvT50w4YNWr16tT7//HNLItEZeR3Tm+3nnYkXEBCgyMhIZWZmavTo0UpISLCbDMhmtn81wpXj5fvlbG/9/f01ZswYdejQQY0aNZIkHTt2zFAca8d2YmKiwsPDnWpvbdVvSfr4449VvXp13blzRz/++KPGjx+vUaNGOYxpb9+0bNnSciz37dtXI0eOdPhbO9rXP//8s1544QW99tprkqSjR4/ajWem/Y6Pj9eoUaM0ceJEq5810l/Vq1dPcXFx6tKli6R753SbNm3S6NGjrZbPSMw333xTs2fP1qhRo5SWlqbY2Fh9+eWXdrf7ccMtbwVoz5498vT01Kuvvmp5rUqVKgoODtaZM2d069Yt/eMf/1BcXFyhK+Pp06cVFBRkySgXLVpUvXr10vLly23GCgoK0v79+yXdG4BXqlRJTz31lK5du6aMjAydPHlSVatWdWrb69Wrp23btkm612mHhYXlen/z5s1q2LChQkNDHcbcvXv3A9tcpkwZtW/f3vKbVK5cWa+88orpfePu7q42bdooKirK1PfMxurRo4eWLVum48ePa/Xq1ZaBq7M6dOigAwcOKCoqSnv37tUbb7xh6HuO9kvDhg114sQJnTp1ynBZbt26pX379qlPnz6Kj49/4P2kpCQlJCSod+/ehmMaKWthUqtWLZ05c0aS49/DkRIlSig8PFyrV69WVlaW1qxZoxYtWliuxri5ualx48aWWWTW7N69W15eXpaBibu7u3r06KE//vhDt2/ftnzOy8tLVapU0cWLFx2Wy1b9dnd3V+PGjXNtq9H9ZWYfP//882rTpo1iY2MdxnUle8f1smXL9O6771oGb15eXmrTpo3dePa2ecWKFercubMlMVe2bFl17txZv/76q8vLbpavr6/q1KmjdevWmf6u0froKhs3blTz5s1Vt25dy4UHM5KTkzVz5kwNGTLEcqXb2Tbc3rjCGUb6bUczSvPbw+pXJalRo0aWfXz27FkVK1bM4QlY48aNtXXrVmVkZEi6N6vx4sWLlnbcmbGekTq+YsUKJSYmavDgwYZn1dhTrlw59ejRQ6tWrcpTnJo1axrqA6xJS0tT8eLFLckxX19fPf3001q7dq169epleb1kyZIKDQ01FNNeHxofH69ly5ZpxIgReUpq5HVMn9d+3mw8d3d31ahRw9R+cvUYypXHdU7W2tu0tDT5+flZPlO5cmVDsewd286wVr/vT8x5enqqe/fuOn/+vFJSUgzFdfW+sRcvLS0tV5ltXZzKZmY/h4aGqm7dutq4caPV9430V926dctV55OTk1WmTBmbF8mNxOzcubNKliyp9evXa/78+erSpUueks+PIhJKBejYsWOqWrWq1feyD9BatWrp1KlTunz58kMu3T22ynj8+PEHVrUPCAjQrVu3cmVucypdurQ8PDx0/vx57du3TzVr1lSNGjW0f/9+HTp0SIGBgfL09HRq28PCwhQXF6f09HQdPXrUcptEtuyY2Z+z5/jx4zb3S85YISEh2rp1q+XqgVFt27bVxo0bbf5OrohVqlQpvfbaaxoxYoTeeuutPDds2R3YggUL1LNnT8MzBhztFzc3N3Xs2FFLliwxXJYtW7aoXr16Kl++vHx8fHT48GHLe9evX9e3336rvn37qlixYoZjGimrWenp6YqIiFBERITh2SlG3L17V9u3b7cMeOz9HkaVK1dOWVlZunz5stVj2xFrx0yxYsXk7+9vSXxJ0rVr13T69GnVrl3bUFxb9Tv7qqAkZWRkKDEx0TL92h6z+7hq1aqmkp2uYmu7jx07Znrf2NvmEydOPBCvWrVqOnHihMvL7oxOnTpp5cqVyszMNPU9R/Ux+zbM7H/OJIFySkhIUGhoqKH+5X537tzR+PHjFRERketWQ2fbcHvjCmcY7bfNytk+RkRE6KeffspTOe3Vu6ioKMv/Y+SKvr1YTz31lPz8/HTs2DHFxcWpSZMmDuMVL15cNWrU0Pbt2yXdS1KEhobKzc3N6bGeozq+b98+xcTEaOjQoU7NmLOlatWqOnnypNPfz8zM1O7duw3dTmRN3bp1deHCBX3yySeaPXu2kpKSdObMGfn7+5vu87PZ6kPPnTunuXPnasSIEXYvqBiR1zG9K/p5M/HS09N18ODBXDNvHHHUv8bHx+c65tPT0x3GNHpcR0REGEp+2WpvO3TooFGjRuk///mPVq5cqevXrxvYYvvHtjOs1W9r3N3dFRgYaHh84urxrb14bdu21YwZMzRq1CgtWbLE0H4xM26w1wYZ6a8CAwPl5uZmScY5SrAZ7QN79uypxYsX6+rVq2revLnD7XjckFAqpOLj4xUWFiZ3d3eFhIQoISGhoIuUi72HA9prSIOCgrRv3z7LQVmzZk3t379f+/fvt8yIcGbbAwMDde7cOcXFxal+/fq53rt06ZLOnDmjWrVqqXz58vLw8DA8nVWSZs+erYiICA0dOlR37txRYmKiGjVqpGLFiunZZ5/Vzp07DceS7g36mjdvrujoaFPfMxurbdu2yszMdNntktu3b1epUqVM/Xb29ku2pk2b6sCBA0pNTTUUM2fjf/+Ms1mzZqlZs2ZOXR0yUlYzsqf4R0ZGKiIiIs/xsk/AhgwZIn9/f7Vq1UqS/d/DjLw+8NPacZ+VlSU3NzclJydr4MCBCg8PV8OGDQ0Pzm3V7xo1aujWrVs6deqUEhMT9eyzzxo64Xb1PpZst3fODigl17YR9rY5e/+4kivLXrZsWdWoUcPm1Uh77NXH4OBgy7EZGRnp9MmtdG+9MV9fX5UpU0Z16tTRkSNHdO3aNcPf9/DwUFBQkH7//fcH3nN1G+4sI/22WTnbx8jISL3zzjt5KqO9etehQwfL/zNy5Mg8xZLutbPx8fH666+/FBISYqh8OZONOdvsvIz17NXxgIAAZWVlmR6fOOJsP5Hdf/Xq1UvXrl2zuT6LI97e3ho3bpzCw8Pl6+urSZMmac+ePU7FymarD/X19ZW/v79LZgTldUzvqn7eUbwzZ84oIiJC77//vvz8/BzOLsnJUf8aGhqa65g3MmvO6HEdGRlpaJkCW+1ty5YtNWnSJDVu3FhJSUkaPny4ZdaRI7aObWdYq9/OzNK9n6vHPvbi1atXT1OnTlXr1q118uRJDR48WFeuXLEbz8y4wVEbZKS/yr4oeffuXf39998OLwwYiVm6dGk9//zzeuWVVxxuw+OIhFIBqlSpko4cOfLA60ePHtXp06f173//W3379lV8fHyB3fZmq4yVKlV64IrG2bNn5e3tbXNRXOneVOd9+/bp+PHjqly5suWg3Ldvn4KCgvK07S+++KIWLlz4wILH8fHxunbtmj788EP17dtXqampdgcI929z79699dlnn+nKlSvavn27bty4oYEDB6pv377au3evUyc7HTp0cNntF7ZiGVlI0aiUlBTt3LlTY8aMUVRUlNLS0gx/19Z+yebh4aE33nhDy5Ytcxjr6tWr2r17t2bMmKG+fftqxYoVio+PV1ZWltatW6dz585Z1rZwhqOyFqScJ2C9evWSp6en3d/DjLNnz8rd3V0lSpRQxYoVTV/9tPadGzdu6MKFCypXrpyCg4M1YcIETZgwQb/99pvhadqS7fqdPQjOHqgbZWYfHzlyxO4C1dK9K5T3JxCuXbuWa8FHZ1jbbmvtrhG2trlixYo6dOhQrtcOHz7s1JpRObmyfevcubOWL19uqk47qo+uFBcXp5MnT6pv37766KOPdPPmTW3evNnw993c3NS/f38dOnTogZmazrThtvrsvHDUbxcWD6Nfle4dTxs2bJCfn5/hWTEhISHavXu3Dh8+rPT0dFWrVi1P4x1HdbxEiRIaOnSoFixYoN27dxuKaURKSopT7UN2/zV9+nTduXNHq1evdroM7u7ueu6559S1a1e9//772rp1q86fP6+bN2+ajmWrD5XuLeUwbNgwxcTE6M8//3S6vHkd09srozPsxcteQ2ny5Mk6cOCA6dmb+TGGcuVxba+9LV26tFq1aqVBgwbJw8NDx48fNxTT2rGdF/fX702bNj3wmczMTB07dszh+CQnV+8be/F8fHzUtGlTffTRR6pevbqh9cyM7ueUlBS7222kvwoLC1NCQoJ27dqlwMBAy2LaeYkp3atfrjz3epQ8mVtdSDz//PPKyMjItUbHwYMHLfdfTps2TdOmTdPMmTN18eLFPC3o6+oyPvPMM9q7d6/l6ld6errmzZvncOHLWrVqadu2bfLx8ZG7u7t8fHx0/fp1S5Y3e6E0Z7a9ZcuWevvttx+49zkuLk7Dhw+3xBw3bpzdzjx7m3/77TfLa9lTczdu3KgPPvjAEmvq1KnauXOn6Y7Ox8dHTZo0sXpV2ixXxrImKytLs2bNUs+ePeXv76+OHTtq4cKFhr9va7/k9PLLL2vXrl0Or2Js2rRJLVq00PTp0zVt2jR9++23Klu2rJKTk7V48WJ9/PHHhp5ik5eyFia2fo+9e/cajnHlyhXNmjVL7dq1k5ubm9q1a6f169frwIEDls9s2LBBly5dshmjTp06un37ttavXy/p3mDnu+++08svv5xrIe/y5curU6dOhpKH2WzV76ZNm+rPP/80ffuE0X2clJSk2NhYh0+F9Pb2VqlSpbRr1y5J95JJO3bscHoNhWzWtrtTp076/vvvLfsiIyPD0BU9W9vcsWNHLVu2zDI7MDU1VUuXLjW8RpqZsjurQoUKqlChgrZu3Wr4O0brY15lL+Y5YcIES58QERFh+gJQ0aJFNWTIEG3cuDHPv5mtPtvMAsX3c9RvFxYPq1/18vJSt27dTC0q7e3trdq1a+vbb7+1JMDzMt4xUsfLly+vAQMGaMqUKaaS+LakpqZq4cKFNh+8YkSxYsX03nvvacWKFaaXC5CkU6dO6fTp05a/U1JSVL58ebVq1Urz5s2zxExLS7P7wIJstvrQCxcuSLo3S2n48OFatGiR5bYms/Kyn42U0Swj8UqVKqVu3bpp6dKlpmLnxxjK1WNca+3t9u3bLXXn0qVLunr1quEHs1g7tp1lrX7fv7ZP9qLcZmeQuXrf2Iq3e/duyznRzZs3dfbsWUNPJzWynzdt2qQdO3bYTYoZ6a8CAgLk4+OjH374wdA+e1T6wILEU94KkJubmwYOHKj58+dr+fLlKlKkiMqUKaM9e/Y8sKBwSEiI4uLi1KlTJ6f+r1OnTqlPnz6Wv3v06GHo3n9bZezZs6cGDRqkuXPnas6cOcrMzFTz5s0dDjQqV66sq1ev5moMKleurFu3bsnX11dxcXEaNmxYru8Y3XY/Pz/LUwWypaam6vz587nu7y1btqyKFSumAwcOWL2P2M3NTREREVqwYIGWL18uX19feXt7q0uXLlqwYIHCw8Mtn/X29latWrW0detWwwtAZnv99ddzXaXLzMx06iks1mK50tq1a+Xv72+Zot62bVutW7dOSUlJhtbCsbZf7ufp6an27dtr/vz5dj9nrR689NJLWrdunW7fvq0JEybkeq9Xr16mFqM1Uta82rVrV65j8dNPP3W6Q7L1e2zcuNHudmfffnD37l15eHioWbNmlifGlSxZUv369dPChQt1+fJlubu7Kzg42O4aRdntxOzZs/W///1PWVlZql+/vv75z39aFjPM9uqrr2rFihUOn7aYk7X6XbFiRRUtWlTVqlUztUaIvX0cHx+vvXv3Kj09XWXLltWAAQMMXY3/8MMPNWfOHH333XeSpLfffjvXY4Sddf92N2jQQJcvX9bo0aMtt7YYedqSrW2uUqWKunXrpnHjxlnqQvfu3Z16LLijsufFm2++qcGDBxv+vJn6aEZ6enquY/f1119X6dKlc5141K5dW5MnT1ZaWprdpw7ez8fHR8OGDdPIkSNVvHhxy9OGzLLXZzvLUb9969Ytp2O7mrV6FxUVlWuGSUREhKG2x14ddubEsWnTppowYYLl6Xt5Ge8YreM1atTQ//3f/2ncuHEaOXKk6XbpzJkzGjRokDIyMuTt7a127dqZfsLb/apWrarAwEDFx8ebTrzfunVLc+fO1fXr1+Xh4aGAgACFh4erWLFiWrx4sfr37y8vLy8VLVrU0JPQbPWhORMpZcuW1aBBg/Tll19q4MCBptefyct+dlRGZ8b2RrZZurcA/S+//KLk5GTD4ygj/Wu23r17G57h6Oox7v3tbVJSkubNm2e5Da979+6m1s26/9h2lq36/dVXX2ny5MkqUqSIMjIyVKdOHQ0aNMhUbFePb23FO3z4sObMmSMPDw9lZWWpVatWqlGjhqGY9trv27dvq1KlSg6fROeov8oWFhamRYsWGbpt2WjMJ5lbVl4XzgDgEpGRkWrdunW+PNYaAAAAAABX4pY3oBAYMGCA3NzcVLdu3YIuCgAAAAAADjFDCQAAAAAAAKYwQwkAAAAAAACmkFACAAAAAACAKSSUAAAAAAAAYAoJJQAAAAAAAJhCQgkAAAAAAACmkFACAAAAAACAKf8Pto84f4ci5gEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,8))\n",
    "\n",
    "state_distrib = df_2017['ORIGIN'].value_counts()\n",
    "state_distrib = state_distrib.to_dict()\n",
    "df_state_pop = pd.read_csv(DIR_DEST+'state_pop.csv')\n",
    "df_airport_code = pd.read_csv(DIR_DEST+'airport-codes.csv')\n",
    "df_airport_code = df_airport_code[df_airport_code['iso_country'].astype(str) == 'US']\n",
    "df_airport_code = df_airport_code[df_airport_code['iata_code'].notnull()]\n",
    "\n",
    "state_convert_list = []\n",
    "state_distrib_copy = {}\n",
    "\n",
    "for key in state_distrib:\n",
    "    for i, j in df_airport_code.iterrows():\n",
    "        if str(key) == str(j['iata_code']):\n",
    "            if str(j['iso_region']).split('-')[1] not in state_distrib_copy:\n",
    "                state_distrib_copy[str(j['iso_region']).split('-')[1]] = int(state_distrib[key])\n",
    "            else:\n",
    "                state_distrib_copy[str(j['iso_region']).split('-')[1]] = state_distrib_copy[str(j['iso_region']).split('-')[1]] + int(state_distrib[key])\n",
    "\n",
    "state_pop_distrib ={}\n",
    "for key in state_distrib_copy:\n",
    "    for i, j in df_state_pop.iterrows():\n",
    "        if str(key) == str(j['Short']):\n",
    "            state_pop_distrib[key] = (state_distrib_copy[key] / int(j['Pop']))* 100\n",
    "\n",
    "state_distrib_combine = state_pop_distrib\n",
    "plt.bar(range(len(state_distrib_combine)), list(state_distrib_combine.values()), align='center', width=0.5 ,color='b')\n",
    "plt.title('No. of Passengers as % of State Population', fontsize = 15)\n",
    "plt.ylabel('Percentage', fontsize=15)\n",
    "plt.xticks(range(len(state_distrib_combine)), list(state_distrib_combine.keys()))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Market Share Distribution\n",
    "We can examine the distribution of the passengers in the year 2017 by respective reporting carrier and their percentage (figure below). We note that the top 5 largest reporting airlines (in terms of the number of passengers) consist of two low-cost carriers: Southwest, and Skywest and the 3 legacy carriers: Delta, American Airline, and United Airline."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x1296 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,18))\n",
    "carrier_distrib = df_2017.groupby(['REPORTING_CARRIER'])['PASSENGERS'].sum().sort_values(ascending=False)/1000000\n",
    "# airline_code.csv is the lookup table for airline name and its IATA code\n",
    "df_airline_code = pd.read_csv(DIR_DEST+'airline_code.csv')\n",
    "carrier_convert_list = []\n",
    "for index, row in carrier_distrib.iteritems():\n",
    "    for i, j in df_airline_code.iterrows():\n",
    "        if str(index) == j['REPORTING_CARRIER']:\n",
    "            carrier_convert_list.append(j['NAME'])\n",
    "\n",
    "ax = carrier_distrib.plot.barh(color='b',fontsize=15,label=None)\n",
    "plt.title('Market Share Distribution',fontsize=15)\n",
    "#ax.set_xticklabels(carrier_convert_list,fontsize=15)\n",
    "\n",
    "totals = []\n",
    "for i in ax.patches:\n",
    "    totals.append(i.get_width())\n",
    "total = sum(totals)\n",
    "\n",
    "for i in ax.patches:\n",
    "    # get_width pulls left or right; get_y pushes up or down\n",
    "    ax.text(i.get_width()+.3, i.get_y()+.38, \\\n",
    "            str(round((i.get_width()/total)*100, 2))+'%', fontsize=13,\n",
    "color='dimgrey')\n",
    "\n",
    "ax.set_yticklabels(carrier_convert_list,fontsize=15)\n",
    "plt.xlabel('Number of Passengers (million)',fontsize=15)\n",
    "plt.ylabel('')\n",
    "plt.gca().invert_yaxis()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Airline Revenue Ranking\n",
    "We can examine the revenue distribution in the year 2017 by respective reporting carrier and their percentage (figure below). We note that the top 5 reporting airlines by revenue (in terms of U.S. dollar) are Delta, American Airlines, United Airlines, Southwest and SkyWest. Being the legacy airline company, Delta, AA, and UA earn the most revenue compare to other low cost airlines."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x1296 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,18))\n",
    "carrier_distrib = df_2017.groupby(['REPORTING_CARRIER'])['ITIN_FARE'].sum().sort_values(ascending=False)/1000000\n",
    "df_airline_code = pd.read_csv(DIR_DEST+'airline_code.csv')\n",
    "carrier_convert_list = []\n",
    "\n",
    "for index, row in carrier_distrib.iteritems():\n",
    "    for i, j in df_airline_code.iterrows():\n",
    "        if str(index) == j['REPORTING_CARRIER']:\n",
    "            carrier_convert_list.append(j['NAME'])\n",
    "\n",
    "ax = carrier_distrib.plot.barh(color='b',fontsize=15)\n",
    "\n",
    "totals = []\n",
    "for i in ax.patches:\n",
    "    totals.append(i.get_width())\n",
    "total = sum(totals)\n",
    "\n",
    "for i in ax.patches:\n",
    "    # get_width pulls left or right; get_y pushes up or down\n",
    "    ax.text(i.get_width()+.3, i.get_y()+.38, \\\n",
    "            str(round((i.get_width()/total)*100, 2))+'%', fontsize=13,\n",
    "color='dimgrey')\n",
    "\n",
    "\n",
    "plt.title('Airline Carrier Revenue Ranking',fontsize=15)\n",
    "ax.set_yticklabels(carrier_convert_list,fontsize=15)\n",
    "#ax.set_xticklabels(carrier_convert_list,fontsize=15)\n",
    "\n",
    "plt.xlabel('Revenue (million)',fontsize=15)\n",
    "plt.ylabel('')\n",
    "#ax.invert_yaxis()\n",
    "plt.gca().invert_yaxis()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}