{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Example data analysis notebook\n",
    "\n",
    "This notebook downloads and analyses some surface air temperature anomaly data from [Berkeley Earth](http://berkeleyearth.org/)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Import the required libraries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import requests"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use the [requests](http://docs.python-requests.org/) library to download the data file for Australia."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# URL to the data\n",
    "url = 'http://berkeleyearth.lbl.gov/auto/Regional/TAVG/Text/australia-TAVG-Trend.txt'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Open & Clean  the Data\n",
    "\n",
    "To begin there are some data cleaning steps that you need to implement here. \n",
    "Often when you are building a workflow you build it out in it's entirety first \n",
    "to get the pieces working. And then you turn those pieces into functions to \n",
    "modularize and scale your workflow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Anomaly</th>\n",
       "      <th>Unc.</th>\n",
       "      <th>Anomaly.1</th>\n",
       "      <th>Unc..1</th>\n",
       "      <th>Anomaly.2</th>\n",
       "      <th>Unc..2</th>\n",
       "      <th>Anomaly.3</th>\n",
       "      <th>Unc..3</th>\n",
       "      <th>Anomaly.4</th>\n",
       "      <th>Unc.</th>\n",
       "      <th>Day</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1876-02-01</th>\n",
       "      <td>1876</td>\n",
       "      <td>2</td>\n",
       "      <td>-0.371</td>\n",
       "      <td>1.421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1876-03-01</th>\n",
       "      <td>1876</td>\n",
       "      <td>3</td>\n",
       "      <td>0.124</td>\n",
       "      <td>1.455</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1876-04-01</th>\n",
       "      <td>1876</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.697</td>\n",
       "      <td>1.023</td>\n",
       "      <td>-0.557</td>\n",
       "      <td>0.487</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1876-05-01</th>\n",
       "      <td>1876</td>\n",
       "      <td>5</td>\n",
       "      <td>-0.142</td>\n",
       "      <td>1.078</td>\n",
       "      <td>-0.509</td>\n",
       "      <td>0.470</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1876-06-01</th>\n",
       "      <td>1876</td>\n",
       "      <td>6</td>\n",
       "      <td>-0.941</td>\n",
       "      <td>0.932</td>\n",
       "      <td>-0.379</td>\n",
       "      <td>0.464</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-02-01</th>\n",
       "      <td>2020</td>\n",
       "      <td>2</td>\n",
       "      <td>1.022</td>\n",
       "      <td>0.146</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-01</th>\n",
       "      <td>2020</td>\n",
       "      <td>3</td>\n",
       "      <td>0.434</td>\n",
       "      <td>0.195</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-01</th>\n",
       "      <td>2020</td>\n",
       "      <td>4</td>\n",
       "      <td>1.526</td>\n",
       "      <td>0.168</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-05-01</th>\n",
       "      <td>2020</td>\n",
       "      <td>5</td>\n",
       "      <td>-0.620</td>\n",
       "      <td>0.094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-06-01</th>\n",
       "      <td>2020</td>\n",
       "      <td>6</td>\n",
       "      <td>0.505</td>\n",
       "      <td>0.365</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1733 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Year  Month  Anomaly   Unc.  Anomaly.1  Unc..1  Anomaly.2  Unc..2  \\\n",
       "date                                                                            \n",
       "1876-02-01  1876      2   -0.371  1.421        NaN     NaN        NaN     NaN   \n",
       "1876-03-01  1876      3    0.124  1.455        NaN     NaN        NaN     NaN   \n",
       "1876-04-01  1876      4   -0.697  1.023     -0.557   0.487        NaN     NaN   \n",
       "1876-05-01  1876      5   -0.142  1.078     -0.509   0.470        NaN     NaN   \n",
       "1876-06-01  1876      6   -0.941  0.932     -0.379   0.464        NaN     NaN   \n",
       "...          ...    ...      ...    ...        ...     ...        ...     ...   \n",
       "2020-02-01  2020      2    1.022  0.146        NaN     NaN        NaN     NaN   \n",
       "2020-03-01  2020      3    0.434  0.195        NaN     NaN        NaN     NaN   \n",
       "2020-04-01  2020      4    1.526  0.168        NaN     NaN        NaN     NaN   \n",
       "2020-05-01  2020      5   -0.620  0.094        NaN     NaN        NaN     NaN   \n",
       "2020-06-01  2020      6    0.505  0.365        NaN     NaN        NaN     NaN   \n",
       "\n",
       "            Anomaly.3  Unc..3  Anomaly.4  Unc.  Day  \n",
       "date                                                 \n",
       "1876-02-01        NaN     NaN        NaN   NaN    1  \n",
       "1876-03-01        NaN     NaN        NaN   NaN    1  \n",
       "1876-04-01        NaN     NaN        NaN   NaN    1  \n",
       "1876-05-01        NaN     NaN        NaN   NaN    1  \n",
       "1876-06-01        NaN     NaN        NaN   NaN    1  \n",
       "...               ...     ...        ...   ...  ...  \n",
       "2020-02-01        NaN     NaN        NaN   NaN    1  \n",
       "2020-03-01        NaN     NaN        NaN   NaN    1  \n",
       "2020-04-01        NaN     NaN        NaN   NaN    1  \n",
       "2020-05-01        NaN     NaN        NaN   NaN    1  \n",
       "2020-06-01        NaN     NaN        NaN   NaN    1  \n",
       "\n",
       "[1733 rows x 13 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp_df = pd.read_csv(url,\n",
    "                      skiprows=69,\n",
    "                      delim_whitespace=True)\n",
    "\n",
    "all_cols = temp_df.columns[1:]\n",
    "\n",
    "# Remove the last row\n",
    "temp_df = temp_df.iloc[:, :-1]\n",
    "\n",
    "# CLEANUP: Drop the commas from the column names & Add a day column\n",
    "temp_df.columns = [acol.replace(',', '') for acol in all_cols]\n",
    "temp_df = temp_df.assign(Day=1)\n",
    "\n",
    "# Finally create a date time column\n",
    "temp_df[\"date\"] = pd.to_datetime(temp_df[['Year', 'Month', 'Day']])\n",
    "temp_df.set_index(\"date\", inplace=True)\n",
    "temp_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Initial  Visualization\n",
    "\n",
    "Plot the data to explore it!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(figsize=(10, 6))\n",
    "\n",
    "temp_df.plot(y=\"Anomaly\",\n",
    "             ax=ax,\n",
    "             legend=False,\n",
    "             color=\"Purple\")\n",
    "\n",
    "ax.set(title=\"Temperature anomaly for Australia\",\n",
    "       xlabel='Date',\n",
    "       ylabel='Temperature anomaly (C)')\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calculate Moving Average\n",
    "\n",
    "Next you calculate a 12-month moving average for a smoother time series."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "date\n",
       "1876-02-01         NaN\n",
       "1876-03-01         NaN\n",
       "1876-04-01         NaN\n",
       "1876-05-01         NaN\n",
       "1876-06-01         NaN\n",
       "                ...   \n",
       "2020-02-01    1.322000\n",
       "2020-03-01    1.208583\n",
       "2020-04-01    1.236833\n",
       "2020-05-01    1.113667\n",
       "2020-06-01    1.141083\n",
       "Name: Anomaly, Length: 1733, dtype: float64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp_moving_avg = temp_df[\"Anomaly\"].rolling(window=12).mean()\n",
    "temp_moving_avg"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot the Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(figsize=(10, 6))\n",
    "\n",
    "\n",
    "temp_df.plot(y=\"Anomaly\",\n",
    "             ax=ax,\n",
    "             legend=True,\n",
    "             color=\"DarkGrey\",\n",
    "             label=\"Anomaly\")\n",
    "\n",
    "temp_moving_avg.plot(ax=ax,\n",
    "                     legend=True,\n",
    "                     color=\"Purple\",\n",
    "                     linewidth=2,\n",
    "                     label=\"Moving average\")\n",
    "\n",
    "ax.set(title=\"Temperature Anomaly for Australia\",\n",
    "       xlabel='Date',\n",
    "       ylabel='Temperature anomaly (C)')\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Modularize Your Workflow\n",
    "\n",
    "The function below may be bigger than you want. It is a \n",
    "starting  place. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from agu_oss import open_and_clean\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on function open_and_clean in module agu_oss.clean_data:\n",
      "\n",
      "open_and_clean(url)\n",
      "    A function that is designed to clean up  data downloaded  from \n",
      "    the Berkely earth website. This function assumes that your data\n",
      "    are always in the same format.\n",
      "    \n",
      "    Parameters\n",
      "    ----------\n",
      "    url : string\n",
      "        Path to the data  from the Berkeley earth  website\n",
      "    \n",
      "    Returns\n",
      "    -------\n",
      "    Pandas.DataFrame\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(open_and_clean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Anomaly</th>\n",
       "      <th>Unc.</th>\n",
       "      <th>Anomaly.1</th>\n",
       "      <th>Unc..1</th>\n",
       "      <th>Anomaly.2</th>\n",
       "      <th>Unc..2</th>\n",
       "      <th>Anomaly.3</th>\n",
       "      <th>Unc..3</th>\n",
       "      <th>Anomaly.4</th>\n",
       "      <th>Unc.</th>\n",
       "      <th>Day</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1876-02-01</th>\n",
       "      <td>1876</td>\n",
       "      <td>2</td>\n",
       "      <td>-0.371</td>\n",
       "      <td>1.421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1876-03-01</th>\n",
       "      <td>1876</td>\n",
       "      <td>3</td>\n",
       "      <td>0.124</td>\n",
       "      <td>1.455</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1876-04-01</th>\n",
       "      <td>1876</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.697</td>\n",
       "      <td>1.023</td>\n",
       "      <td>-0.557</td>\n",
       "      <td>0.487</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1876-05-01</th>\n",
       "      <td>1876</td>\n",
       "      <td>5</td>\n",
       "      <td>-0.142</td>\n",
       "      <td>1.078</td>\n",
       "      <td>-0.509</td>\n",
       "      <td>0.470</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1876-06-01</th>\n",
       "      <td>1876</td>\n",
       "      <td>6</td>\n",
       "      <td>-0.941</td>\n",
       "      <td>0.932</td>\n",
       "      <td>-0.379</td>\n",
       "      <td>0.464</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Year  Month  Anomaly   Unc.  Anomaly.1  Unc..1  Anomaly.2  Unc..2  \\\n",
       "date                                                                            \n",
       "1876-02-01  1876      2   -0.371  1.421        NaN     NaN        NaN     NaN   \n",
       "1876-03-01  1876      3    0.124  1.455        NaN     NaN        NaN     NaN   \n",
       "1876-04-01  1876      4   -0.697  1.023     -0.557   0.487        NaN     NaN   \n",
       "1876-05-01  1876      5   -0.142  1.078     -0.509   0.470        NaN     NaN   \n",
       "1876-06-01  1876      6   -0.941  0.932     -0.379   0.464        NaN     NaN   \n",
       "\n",
       "            Anomaly.3  Unc..3  Anomaly.4  Unc.  Day  \n",
       "date                                                 \n",
       "1876-02-01        NaN     NaN        NaN   NaN    1  \n",
       "1876-03-01        NaN     NaN        NaN   NaN    1  \n",
       "1876-04-01        NaN     NaN        NaN   NaN    1  \n",
       "1876-05-01        NaN     NaN        NaN   NaN    1  \n",
       "1876-06-01        NaN     NaN        NaN   NaN    1  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url = 'http://berkeleyearth.lbl.gov/auto/Regional/TAVG/Text/australia-TAVG-Trend.txt'\n",
    "\n",
    "temp_australia = open_and_clean(url)\n",
    "temp_australia.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(figsize=(10, 6))\n",
    "temp_australia.plot(y=\"Anomaly\",\n",
    "                    color=\"purple\",\n",
    "                    ax=ax)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Try this on another location\n",
    "\n",
    "http://berkeleyearth.lbl.gov/country-list/\n",
    "\n",
    "http://berkeleyearth.lbl.gov/auto/Regional/TAVG/Text/belize-TAVG-Trend.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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L88LJL+C/x/0XaxasiTVfgghDc/fRSkoo9GvPug112fJTzvKXTVsGIL/Zd6F46fSX8ODQB2PNM3SQ57h9tEKwadUm+7cutI9qfsg0JLNKnQStYlAswacRDaSRibmNraXvDbUUaZ6IQFz9shn6aHHOMeHuCZ5gk7GuOvRpz7pNWUGrrIVzHVnt2loAQEUbte8PACyZsgT/6vMvh0Ago35zPd6/8X3Ub673vb/NqzZrzxeK0M8hxrHaeg6AXmC0BCp3nyeNVhOCHLWTh9qYKGmibiodo49W7brc5FTachYWT16Mt37zFl47/7XkCvFpT2ulmihorf15LTatzApOlW3lJimLD//0IVbPXY35H83Xpvvyni/x8c0f4/M7PlfWSTbG1W2q85jMkh4LbWElrJzlp1EN0C9FQUmr0WqQV1Z1PCokaBUDkgGSJ+42pmdGlBDW5BbV1LFi1gp70l+3aB1Gs9H44bUfItcvKptWbsKW9Vucx1ZkhZn6za5l+RyY/sJ0vHLOK5HL9RNKrLLLW2SdqWvX1eLO7nfi3WveBeCv0bJMj37O2JY2pnZdrVrLIjl8S8tb8OTBTzqTJSQ8eKoTUaCLQ6Mq3quJRsv0eFRI0CoCSXxhLJq4yP6qIuJv48box0JkWb90PX76pLAOviri3usw6s4HK35YYf+2InN//fDXkfKMg793+Dvu7Hmn45gleFW09gozz5/0PL55/JvoBfs8Htt0WJXVaNVtrHOcL2+pF6Dse2hVgYYtDfi/Hf4PM9+Y6UmXrkgDyO63pxK0VMfnfTjP/r1mwRqsXbhWW6ei49PmKgFs8+rNyDRkHBtii4JSGB8t0mg1JRJ4lg/t/hAe2/8x6bn/Xfi/+AsscVbObkTbiRCJ8vDwh/Hovo+Gvn7Dsg2Y/uL0WOoSlw+I7QwfdWKQzWEl8jHh9j3SCVpx4avRcpkO3U7x7r/dbNmQvYfyluVYt3gdVs5eiTcve9OTLl2eFbQydRm1UGAgtN/V8y78q/e/fNMFIdOQwczXZ3rLj9q1A/S72nW1+Fv7v+G9697D+L+Mz9dN+PDQabSWz1guPU4arSZEUg53y75bJj1eKl/zhUS2FJpo/PAMR82MmkDXrJ63OlKZz/ziGTx/4vO+DswmWO9+XHG0ok4MjnqUiIClwvIlq2hT4ahrrNprn6ysydsShIJimQ79cGi0FPfn67i/0aysoEz41wSMOWoMpr+Q+/iwXLRCPAfOeajr1i/O7o/4/cvf2+EcAOeHh06jJVK7rtYWgEmj1YQgR+1GSCNZmdXU+fT2T3HfgPuweLJ8A1odYd+71XNXA4hng/LYPrKsyS0JjVYIatfWxiKI6pA5ogOI1UJgPZ/P/vmZIkH2v7CLESzhR+yLsn6ZKs9OzQ11wU2HFvYiBwlrFqzBnHFzpOdUY9xHf/4IS79bijU/ZUPceEySIZ6D2H+VY6vksHVvlW0rHeZa8cPDNEzFbW1vwx3d7vBcHyexCFqMsUcYY8sYY1PjyC8upv53aqRouokRs5xlOoGQkBCeUvDRGnPUGDx+4OPFq0AJYMUpWj1/deBrS2GD8bhNh3FqtKKMD3d0uwN/3/rvxulX/bgKn/7900Bl2NpAl3lu/dL1gfLRlpF7z9+5+h3teWsccLe/XxvawrpPN7A0WpktatOhXx66vnZXz7vw1KFPya+TzCf1tfX4cNSHeHjPh8HScrN1mA+ZTH0m1HwohtOw/OUA5z03bDEPxVO7JptfqWu0HgNwWEx5xcaLp7xYkiak2B21S2ACIZJn5uszMe+DecWuRnGJoFmMQyMVlbje1VRZTuMRYDIRmfnGTIxmo6VRxa22fft3b+Pbp781ys+9QtCPpw57Cu/+4V2sX2IuJFnjpvvZWxrHWDAUXqJG5ueca/uwZZo0dYaXahNdl1lashWzVnjTGpKpyyCVzubjiUUVoiky9Rnfj1hZO21Zl+1vlW0qnYJWCNOhoz4JabTK/JP4wzkfzxjrFUdezYK4NVokaBHNjRDKl0Itc9fWIaOfVEwpq8wO3ZY5LSjTns1unCuNZJ6r2xd3ZreTGXz64FBl6LAmylgi28f4XP3q49aqBS3bzt9Qo6U1HYrmR0k93NfZwnnEoMsqjVYYRMEmyMeTGDhWDJURxnQoUuoaLV8YYxcxxiYyxibW1ARzZm1qkEarEdJImnjNT2swmo3Gz1/9XOyqxEZ9bT02r4ke/TqsRquQkcdVrJi5Ivtcv8w+13RldiL2xJQyJF0luT4Gs7i41N6IIM1hpWXOSTnW8c8vK6EOocq25CyfPhU0vIM7Te3aWjwx0mnNsTRRfisjpW0gHHNrtOwkhu+JaOo1MR2uXbgW056bJq0PSzG06drGmZ/1O6BGazQbjc2rk4myXzBBi3P+IOe8mnNe3bFjx0IVW5qQRqvRYfolWmxmvz0bADDpwUlFrkl8PLLXI/jbVn8DEE3oiWo6jCWgYiZcP5r9Vva5fvNkNlaUJWhZX/ZBscwtMu1GlPs0XukWRiOpMB2G7RN1G+s89fUbS9118JiaTO+L68cUSxhqqG1Q9hVHFHRXPd7743uOGGlinn6Clsx8JraxUqNl+BhEdx7HO6mo1tJvl+KFk19w1MvxHIRyxfyM3g1XmWt/TibmGK06LAJF02g1E1/4JFd1lvyK0RKvXhgcKwwNfbTqNtbltTWW43JEQSuWZx8yC8vsY92DpVUIq9GyBC1RAxV3ZG6j9EHa1KVN8hwPyC2tbsFtW90WrD6uVYdBP3Kt/Dnn2msXTVzkn0447G73r+75ypPcEpD8/JBkz1BcYRhGo/WXir/Yv1fMzAuADh8tHxwfBUJfEK//6t78fYv7HqqwTNh2GSF9Hv0gQasYxK3RMhzcmovmK0lfnMbShk1+hanP7d3S6hY7UGPUKOpR29LhS+Py0Zr23DSjOHeWoGX1bSufsD5atkZLNrFEuF3T9yNMmzq0GMLlURyYPeYlrhcY3M8vrOnQ79oPR30oTSf2YbdGy09gsQUkH5OarD3v6XeP/duj0cq1xaw3ZqnzrJPX++O/fmxr3hzmYMXKR1keYpuKgapNBC037vfB0hxHJa7wDmMAfA5gR8bYQsbY+XHk21QplkarFJyBC0Eiq8u46/8YmPb8NDsmTVyUvMYtIkHuz1rRFlcohNDPXjK5WvsLvnDyC0ZR690aLasd/DRaq+evlo4PUtNhDLJ54DYO6aPlJ7A8d8JzePW8V4PVBbl21dTJbTp0j6l+AqRoLjQet4V042/OR0F3O8P75WdrtHzGR795QqXR+v7l740c0MV6T7x/It75vTeUxlu/fctzTOyr4upPMb+l3yy1f7u1VSa4Ba24PlhjEbQ456dyzrflnJdzzrtzzh+OI98mS5F8tEpheXshCLPaxJQ4BZkXfvkCHt4zoVelqSu0AgyA9sQQsP8vnLAQ056fZj9zXQBIHQ7fEuFdnfWmWgPgxrouiEarZkYN/tXrX/j0dm+8KpnpMA4KofH1PHtR6Mo9qxkvzcCUR6cEz9xPAHI5s0dxhg8jaK2as0p6PNPgjLfV+8Dennys98BvfDQV2GQC2d+2+pt/XDNV9sJjlZk+pRotl9AtEodGy/ZrS0cbUMl0WASKpdEy/drkGY6xvxkbKd5KMQkTP8WUuCYSqw+sW7QulvzyGcebXVPA9EvezcPDH8YLv3zB/vs/e/wnVPmq1WFrFphrM639St0BL3WCkrX10PwP53vOWeEhVFqCsBRMay5uweMyI0X50PITgNwCVlBneJlGyzSkBJBdLbr257VYPc+pqeQN3NH2sjxN3wO/ecKtXRWp21jnXSGoqZOjfj79TuyrMsd4T11CLBTxCFq5NjvqoaMC5yVCglYRiN1cFLNGa8k3S/Dl3V/ixVNfjFKtopGERivuVYdJfPnXb65XrsxqMoRotqg+WhabVoTbYkb8so763D0TvcFHhW7SdZyLoUsmuTDHZM8/znmk58wzPoKWa9VolIClxhot4b7LqspwZ/c7s/6HwuVujZZuJaPYZ2SamqCmw5WzVjrOq9o/yHMx9dFyrzp0ZmJcnI3KdNh9j+7BMxMgQasIPH3Y07HmF7ePluX3YX25hCHTkEksyq5v2Qn6aMWmjYxZzlq/ZD3+2uKvmPCvCfFmXGKE2QopLkErLG9c+ob9O6qgZUUMt9pBt0pKJ2zLonnHEUw16Dsfx6pD92KDSG0c1HQY0EdL9PV0bxdz/6D77fAsjksyTkFLdtztoyW7B5kJveU2LT3pdM+Qc54X0jMcDVsa7BWS9vUK4d/3o8Cn6ay+nmnI5Ps9U/ehMGM1mQ6bEOJu43EQt+nQUtGKL3VQ7ux+J27f5vbQ10chSdNhqWq0rK1U7Ng5TVShFWYLHmuCKdZiEHGLmKjP3dpGxcrHaDm6Tm5waYNkfHzrx8b1i7IKzzepoK1VBizlzuesMmPpyjAxHao0Wqo2nPHyDGxcsVEZ3mHtz2uxbOoyvHHJG55rxXRibCz3akQ/c5olLIirXGUfH37viRgVX2a6VlkUXj7z5UhzX0NtAzL1Gdzd926M/fXYbF00Gq3FkxYHFvxVgpY1hoSFBK0mQNymQ0ujZflxhGH9kvWJRdn1I0nNRWw+WjELWokKl6VIEI1WSB+tICyZsgS162ox78N59vuzZf0W1G+ud2iGVc/9iZFP4JbWt0jP/fjej/ZvO69cNlozuaW0kk3+kvAEKh+t969/X12GC1Nh1l61J9Rt6n+nYszRYzSZWxery3QLMC+c/AICwX0+SF0Clud5Sm5/w7INeO745/Df4/7rSCcLXmv51UnTAZj5v5n5U0LbmZgOLWFh/F/yKxelgpbf2MTzZcrcYFRj0YyXZuCDUR8os/X7eFq/dD0eP+BxrJnvLFMl3M7/aD7e/6N53wW8AXxNg7z6QYJWI2L1/NX4R+d/YNWPqxzHYxe0cl8pUTRaxSQJk6X4JRpnfnFQu64Wm1Y6/YdMND6LJi5KLEBfKRF21aEpmfoM/r3rv3H/oPvx+AGP247rt7a5FfcPvt9hdlA5r899by7qNsidd58c+WT+D5eAFNV06Dc526cM+yvPcNRvrjd3RM5l++U9X+LFU17EzP/N9N3bzxMZ3iUsiu9/iw4tzOohlGHio2XVxSRop/XMV89d7TA9hll1qDpu6gzvjoQveyd8A5oKK2DvH3i/93rde6a55frN9XjryreyPo2SdM8d/5w35pxm1SEAzB6bN8X23KenOmGOLRucISHIdNgM+fbJb7Fh2QZ8/cjXjuNJ+Wg1VkErkSXm3PW/pMwgTvhx1vG2trc5v5YBX43Pipkr8NDuD2Hc1eNiq4eK2zvejk9u+ySWvNxf8W7/EBlJ+2hZdbK+tH/6ND8ZrJy10mEuEU1DYRYsNNQ2YNrz0+zQBVE1mcaCluHYkWnI4J9d/4lbWsq1c6ryx14+1j62Zb1P/CONj5ZbAxRUKx/ZGd70tfbzBZOVKcnDwq3RUvlofTfmO8exMKZDd6gRN5n6DGrX1uL9G73aJJ3APvut2Zhw1wRpOBIV7jhabtYtzq/qNtFKuQVRMh02RxSmANMXVtzlXIclaMUVFbfQJBoZXvFSv3bha7i54mbzfBKON+Q3iW9ckZ38F33lL6hEZePyjXjvuvdizZMxhvF/GY+Hdn/IV9iKLGj5WVJcz9K9OtG9KisKUx6d4gg5EdpHS2M6lAnppm3HGzg2rzJ3GZC9T5tWKVZ3qp6DKGdxp2YnsK+ijwDk1my7xxrZ/Xz98Nee86YaLV0AVZ0zvGrVoTu2lOy56j4YGWP5Fa+KPpEqS+H9G9/Hxzeb+/aJBHZZ0TSjKDiZaKXqNzo1zrZwFtHnlQStYhDyoclWCgH+k3bHAdlNvE1Up0B+8IgqxRcLP9X3W1e+hfdvCGa7t1C19ZRHpgTMKFTxseE2HW1cvhGvXfBa6E2Kk8IzcQl/Lp6U3QNR/Gq9uepmfPp35xex6R5v4Svp/DNMoMSwmPhoSU9JNkXWaQaMBa2A4R1k6cXtXhx5G4R38AhKAd8zXwEohI/WR6M/yv7QRLTXbT9jYjp0r/JWmQ7d0dJlH6UqE7a7XNX7lCpPYf0iRdBSg+dR2a7SP5GFZtWhp14G85lKoxV5EUukq4mConrofp3A0kwF7iyNdOWa331OuGsCPv5rsK+txhBHy4HPs7P7Uu6+3r/hfXz98Nf45olvkq1XQNwaGzG8g+28LbwXDbUNePcP7zquSdpHq5jbHjVsaUDt2lpjs/WMl2Zk/fl8nOHd92TadnFswaPU0onme0XAUrePVmAMNVrg2UUKTxz0hPy8BLFdnzjoCWXAUtPxXbsFj+SSVDpltLuBW9jwlOtjOvzoTx9hwWcL5NcavCuVbYMJWroxWRRgo5gOSdBqTihMh0GcFwNRZK1LWBIxHVrja1zO8EkLWj64B5C4Bcm48OzlZ8lZggnDGkxVwkZk06FfaCTJsyyU8JWpy+C2drcZBReuXVeL5054Dv8Z/h+7Hdf9nNcGiqZD9z1l6jNYu3AtZr4+EzpM+7XUGd8Hq00/Gv2Ro184BA63Rirgx6KvRiuTTzfudxL/Rr/bEYRFE98rwFyj5Reqg6WZv/8bvA7hbqz5RtdOyh0vDB53ResK/0Q5/Hy0xOdvYjp033v3PbOBSstbmrndqCBBqwSp21SHcb8f510BEdB0WL+5Hh+M+sDeD83Y+TLmFXaFJlEhJqasZYEJ48TPR8staMmW2yfB1498jfF/He+fMId7ubWIvQotdy8qTUji4R1kWhlNvePEWoE848UZyjTu4KYrZ62UP2eFWQvItt2D1Q9izFGa8AsI/pETpL+JdbI25faUyaN9aD11yFMO4dON/VHL5XX33U7HFVxVmsbUYiHetnvVocIZ3mRsjGo6jEpgl5U4NVquez/m0WNw4cQL0apjq2B1clGygtaiiYvw8lkvF/3LPxF8bmni/RPx+T8+967UUvg1qNros39+hvF/Ho8VM7NB7oLsddiYSTIivV/bmE4cL532kv1b9DEqBJn6jG061TlAJ8Fr57+GD274wDi9R6Ml4K67SrhJ3BletqRfU+9C4f4wcwskbnRCQKY+gw1LN0jLMREeVATSaCnSirGc/FYNypj7wVz796aVm/DO79/xrYOpNkpHVEHLodGqN9iCJ838V7oyc0ErjEBrMj4G+tiL2Udr8eTFjr/LW5Sj69Cu5vVRlR05h4QYc/QYfPvktwWfhEoBa0JoqG3Ah3/6EKPZaABqrYPqRXS/MMYDUAnIWRuXbww9WSVhOjTV8oURUhMxdWrG02+f+hYzXspqQEIvT48Bzrlve7rjTul8tGQaLc554pHhZc88dN8NqVEsayFZqeXqA76O71zxG3oh1W3CCoTB7S6bugwNWxrU45zgV8O500dLJViI9//EgU4/q/nj57uT569r0I8Dvs9PpjV0acc8gpbBIgAjZ3gDjU5Vuypf02EkjZZJ9w76CujSi6ZD1/13rY4uQJlSsoKWRZPdHFeH4Itlr1iB0FEMTYeeYHpB47YUUeC6vePtePKQJ/0TSihGHC1PuphYt3gdpjw+JdY8HUKAJbcYmA4XfL4Ao9lorJ6/OpZ6fHHnF/hz6s/q5fxQT/Crflxlr6Cy3gtpMFAeTqP14NAHjdNKTYchNzb/c+rPWPB53pHYVPCqaKX2a7Hy+PnLn7V5OJzhJRotVZ384jdJ0aw6FFk5ZyXuH3Q/3r3uXeNJ2ihsQkih229sDKLxdgSiVZltNffjDu/wya2CBUR2icEtV7ar1AvVgg9bYotLAmo5de9I7Zq8879b0Cqka0zpClpWGzRHOUvhixXUdOiJ8WI4uJSK6fCnj3/yTyQhbtPhkilL7KCTSWi03NzT/x7c3im7T+TThz+NV895NfAeYbIPlLpNdZjzzhzHsSCmw8kPTQaQjWIeB1Z+65coloID3ncg9/cbl7xhCw5ajVaGh/LREk0IYr41M2owmo3GD//7IV+GzFcnQj/48u4v7d+mdZbFyHP3gf8e69wCxo1DI+KqvxV3TXbOPeEHwe99snzQln6z1EyAynCjOoQdI2xHcEW9P/rTRw5TpCk6YVX5IV3vfF7fPP6N429PGT5tvf/o/dGqYyvfPhdF0IrddMhh/HHr0egVcJorWUFLtd1Ck8B06b3rZQlqOvR7YT/52yeYM8458YrpCu0M/9j+j+HPZX+OnE+Yr9Upj03B/I/lJoPvnslHU47LR0t3zYofVmBjTXZiW7twbeh83Yy9fCyeOuQp1EyvUZZtooaPexsinabFxIxirzr0MR2G/QIXV2pZAV6nPz9dWUcAeHA3f42Yqi+J92FaZ3E/RRNkgrv93khWHVp+noCPoGUgDM16c5bdpn7pra2lWrRvYSZoGQYCDdoX6jbWYcOyDf4+WnD6XzrQhCJwr5x0nDPoJ0bmRp9m6X9sf6TKUpg9djZmjZ2lTGeVNe+DefoMpRcbJInBb0+KMO9e8OUFvsn3H72/ed4+lKygVQp+QkVDpVa3Ooqh6dCtKXB/xb137Xt46tCnPNcVa6n//I/mx+JHE0ab8Oq5r+Kx/R6TnnNsju2Tddw+Wm4/JGMkyZd/vxyA836ssk1Mh0pNa0RePedV5TkToc7WaEmc4XmGx7oFj6Ud83Msd+89KcPUyVnFfjful6+X7oNUUswHN37gOWaNDzLToSiY6QQtP03Rqrmr8MyRz+Sj5/s8Xqsdq7auMnu3uJm2KkhfWDlnJR7d91H8o/M/8s/d4INEWj2F9lOM62eq0Xpk70fs3557lslZnOuD2KYZWDr77J854hllukhae5NLA2S/ctZK423ExHek2+7dfMeW6kuqzSviQ8luZic6vTY33MEkrd+y44C6408dM9UonZtSMR2GJW7ToUMwCeDsaoquvu7wC3HjMR2aaLTi6h9xfd1aqw5l4R244KMVQ7+wtWOGEdV1mPhW6gQCMS6QVBBXBPVU1kcTHsDSsMrOBdFoueM4mWq0KlpVGG035F51aOpWoWP8n8fbpmQ/06GnHIN0G5Zt0Jv9DIoS+0mqLBXKnJ1Kp4w0o0lucQYEG19UgVGlBBhCz//8fLTqFC2kg0jparRyNEnTYY7adbW4b+B9eGzEY44XRWo65Oogf3ELUI1d0Ip7IBCXtT++/+O2OU9adoZjy4YtePt3b/tGWLavMdBoBZ3MZe+N7FiQfFWCvoxFkxbh9o63Y9KDk4zzt3hk70fw7dPf5iroOqkpOoyP1nMnPoenD3/auG6yvMK+LyYaLd0OBo7n6TNMmqyCtAU8yZJ5ccGCbvzxm/jcfdCvL1mhQCxNix+mex0G0Wg5VjUaLBRybKfjfrdDfFyYfCCI5ZS3Kpe3lU/ZLM2MBK3P7/jcN42IuKWO0b0k5LLiGf80xXQf3j3WsktX0LIaoRHKWU8d+pR053I3kx6chJppNZg/fr7DB0ImUDnUvoamQzdBneEpYGkWcRUYACycsFBdNuf49O+f4os7v8BX931llL/J0vlY7knyLrk1Zh5tKed468q3sGTKkkCmw4eqH8LG5Rvx+sWvB6pipiGDBZ8twMtnvOyon1gf1T3IBnE/H60ZL87A7LfMg8daE5Gf6dAE1aQj5v35PzWTmmbpuiM/zrFokv/m4TpNkNh2Cz5dgFvb3mo7yItpv3/pe99ynIWaJWMpnwjgQn5ifVSCQxBBS1xB6hfeweL1S1/HpIcmhdKiusd9I+d+4X7KW5QrTYeisFHRxrlSlaXMBK1MXbB72nbXbe3ffjG6AMTummDjlrNyz7DLkC4JFZinZAWtxuwMP2fcHP3O5bmOJO5SLg6USo1WQNOhp1gDR+7bO92OifdPdNSzseEe3B4/8HG8ep7aD8g3vwADC89we0mxyZYPgJnpMLCgpfPFEN8pnl1Jt/DzhfbfIptWbMKEuyZkQ23E7AwvwxqIg2jPdG0Ut4+WTGgL2x6q+pg+a8eYodNgcuDtK9/2zU9nOhTfgfF/GY8t67ZgwacLPGmDtrHpvZpGNeeZfBytdtu187y7dRvr8Or5r2LDMnnwVRlrF+Q12FYdvrjjC2X6dYvWYdIDk/D6Ra+H0667Lgnqc1bWoszIGb5F+xaOv01Mh0GFLABIV6Tt3yaaVZ7hsZrtLFSyhOk4HYWSFbSaA2VVekHL/WIE3YLHjd8Lm6nLYGPNRqyas8oov1LFPbjN+2Aepjw6pTAaOp4fTMpbmO2PZWI6DCv0Lvh8gb3vmNR0mOG4b8B9WDRRrvGw7oWlmNJ07ckzgv+KtemtFa7AxF9FK4wKHyhxOsNn6jN4YuQT2b3/wmq0FJOWsaCl2F6kvrYe3435zpF2+8O396+PxhleJkzJFgaIbbxq7irc0e0OrJqrHk9M+wpLBTcdllWWeZ75149+jSmPTMH7f/S3OFiIoT4cY6hB1U2Cp7rRaRNNykmVpRwWEjtflzN81VZVjvNGkeNDEFjQ4hxV7at80wVFFd4h8JY/IShdQauRalOCkK7Md0A/jZb4kng0WjHFx1L5FC3/YTnWLFhjVEYpoLrPFT94B58wuAcj0Tfop09/sveWFAVpHUmYDq06PrLXI7h3wL25g5L8JaZCEStKdLoibeQw//2r3+PPKbMQHbL7tpyl7QCcQllz3pkjjdrNMxyf/O0T6eQp+mjF4btnffFv2bAFc9+bi/8e99/QZl1VUFPZB9Fhdx/mjWTN5L8/uOkDvHTaS44l+iZ7tek0WuI5q96ycUp8pt8+9S3WLVqHyf+ZrC4zgPbOdNWhlS5dmfa0sW36C/nMgoY0CLVNjaLtd7toN6NyVs5aKX9HXcfcsddS6VTw1c0GiPNc3SZ/0yHPcNRvqsfAUwfmD8ZRLUUeTVqjtXHFRiycsFDZ8I19Y2Mtuefq0GiJDzv30wroCMBpOgzrDO/z0rsFLavt7+1/L+7qeZdRGaWASnNnsuTenf7WNrf6phNXUo35xRj7q026LYqEREyHAmJ0ZE/+Pn3Curd0edooBIRuc2M3Mud1K9q7rdESynrqEG8okmyibKiSxZMWe0/FEEdLxHoHLRNnpj4TLIq8QBDTYedBnT3t7tBoCb8tU5e1WtZkqyPA5Qyv0apY7WxvbZTxCmFA3jS1eVV+1a4sDIFxCA+DxyeaDssqyzxawzj9T4NqmkxRtX3PvXtGqgvPcEy8b6L9d7o87TjP0iwRn2ixHBON1vol67HmpzWO6+LQOqkWYiQhXLopmqA15+05eHj4w44NQR1w1/9FgGc4vrr/K/nWHhGwVKkOQctnl3GHI2NI02FgjVYjlXFV9+m3h5ebBZ8t8CxHNynP+ngw1WjxBo7NqzcnHjxWZTrUYd1/qjylNGn7lSGDZ7hU0LL6oNV2Jn3bEedMUo7VdrFsGZKrjtiXgvj7iAQxHVZtVWVrSm1UzvC5yyc/mP1Q++njn4zeZet5sDTzpJdp3/w0WpZpSha3zf47w42eSyDToUajZYdniGFxicluDVE1WvM/mm+bLnXjiUkbure6SpU7p/8wGq1Ogzr5pilrma+3iaA1/s/jAcBh/o5FGHJnwWPM24eiCVqWCl75VVcATdaCzxdg7c/qpfrfPfMd3rzsTe0S6zAMOGEAAKczvO8KIp5PY+IMb3pMJKggUqqoBjcToUlEqVJ2m/pd7WoNJqJvgo5MfQbPnfAcnjr0Ke/gbbloBR2wZVU3MB26J1hRoxWnM3ymISMVtKzxwP6CNShK9w6LpqQ4BC0rL6PVUz4oxz7Js65sV+npv45xQpSzZCszTTRadfm2X/7Dcuk5R/lpvaBl9f+6DXV49dxXsfS7pd79Vzk3crDmnOObJ77xTQcOrY9WVJ9HERNBK9Q2Na7xxJp/dBpyE82ZtZ2RhUyjFdRHa8ejd/RNIzrYez4WJFirIcV+EYcwpLq3MA7+QSmeoFVups5PUuB6ZK9HcO9O9yrPb16T/RILus+cCnvi1cR2WTV3lTLekX3crX2XCFAyLZzfy6gyHcbJ1498jdFstHbTXVm501+crhQEHxr2EB4b8Zj9t+o+6zbUBdrs11Rd7a6v/eIaNl+mIWNHbVd98cWtVbXwC59gmX0c/hy6+zIcD3kDl0ZyF81XsvrJ0JmEeYbb9fVMugpn/NFstD4/BBfaZYir2WRliPUrb1nu0f4rteCSJjNpR9v3Ks08ZlrZOC0zHYrprPx+eO0HTHlsCp4/6Xmp4GPyTq743sy/UjQdpivT4A1Os2mhQ9c47s3w3RC3/BJxfJi7MPoQcyWRabTEOq6cvRIAsH6pdy9SSxgy8W8S+6mJj5YYHNfOIwY/KpU/qrUAJ0lKVqMVt9mqdm0txl09zjORWT4hMkx8UtwEWo4upuXAuKvH4e4+d8tNEaKPloFGy60tSJX5L4/2Mx2OvWIsHtjlAW0eflgOyzpzi7uei79ejOdPfB5vXPqGNP2irxZh/vj5vv5MW9Zvwfibx+fLybWjysdG9RXlsfWrAk+arr5rUEf9t5AJJQCUX/mmAUv9AoLakblbVyh9BB1lGH55Zuoz0gk2yJZAFlrToeCfZLJNid9HVZyC1rTnpkmPy8xb0mX3Ci14mH3ugPxikUkPeIPMysZpqelQ0A64NQWZ+ow0gKeJRsH66PWDc25/HFghAsT8Y41LZ8CTI5+0f5tqi2TbIwHRTYdu/DRa/7fD/wEAXjvvNc+11mIVk49RsT+amA4tug3rZv+Ow0dL1c90MkBclKygFfd+ex/f8jE+/+fnmPRQgEjVBqus3GhXkHHXS86d5+a8nfXR8RtUTJzh3Z3K+rrT4RbO3Pl++X9fYum3S7V5+NFi67yDbN3GrElhQ41L6HKbr3Ivwuq5q7V5T7h7QvZy131aE8KWDVuwZn5eK2ClE5dvy67zRdGs7vbbULMBC7/wBjvNNGSkk9YTBz1h/5ZptGrX1uKVs18xqyMg/aL2EyysoJTlLcvNJgpNEvHeM/UZdNs9O5CKgRPt0AEGQp2F1tk/oEbLL45QnGZIvzLEe3dPioDaGV65z10EZPe7ev5qjGajMe35adJ04sbb1jmP6dBQo2Vs3uH5PV7bdm/rqVPUVYdBsbRCcaA1HWr6Y7+j+mGHI3fwHPfTaFnIPipki1U8aVqWe+oWxEx35ANH2r/j0Gh5xtBc1WvXkkYrdhVvkC/RMDFFtB3JuifZV5XgSyKT3h0rh9wfhQb+WOnytDdchAu3oBX3noEA7Pgom1ZuwpTHp2DKY1PwwU3OL7gnRj7h+Ns0eKUVgsJTb8sM1cAdg4vfZKl6uf1CIuRPOP985ohn8PCeD3vKzdRnpKayue/PtX/LNFpalXfIcUllOszUCXUUVgTPfmu2o866d+bhPR+2f/+t/d/s+vca0QtA9t20YzkZON5b6AQtrY+WTCDx+RiZ+8Fc7XlT3DGMRKxVfUE0WknswSkiE4asj65vn/g2X4xQ51lvznKkz9RlpKbDWW9k0+kECVOT/6d//xTrl65HWVWZ/VHniOweo49WodFqtDRj9SH/PEQqqLtNkSzNlAuxVHXRCazW1juOOGsB5hRVnMmwqPbKbNamw7gFLCuWRxDVZRhMl9kCznsUV0dJJ3hhwjDRaLmPeUyHLm0a4O2IJpu4BsWaYN75/TuY/tx0T12A7EobB4b+On5aEJ7hjglL99J/ec+XWL/Y65sAeCdjXXkiK+dkv27deyWKpkPVBCDTaPkGDnWdt4Ug3ZjlytIqd8v6LZ6ApdNfmI6nD38aX977pVCItkoOaqbVZPPjHPfudC9ubXNrfleCAD5aYVcdysYYv4lg2bfLfOtjQusurbXnnzzkSYfjsEzQEoXaRV8tym+JE9IZXofURytXJ9NxQmY6fPXcV/G/C/8HADjkH4eorzXUhEx5dAo2LtuIshZleT9gmemwEYYNCmo6bNujLa5afBU67NBB+l7udqEzLlcqnfJ8KNXX1kvHJMvfWCtotc0KWg5zcgBNsFiXOEyHqn6a9CbZQCkIWn4vUExtYHVSla+LtgoBXkojJ28rO5ew46fRMjVRAd4JI1WWchxzaLesL37Xs9i0IljcKRMsgeLnL3/GvA/nZcv3aV/TPfZsQcstCAnmAoegpXjp1/68FmMvH4sXT31Ret5EMwJ478syZbiDv6pMhyKyfqv1lZJE9w6j5bL6xIqZKzymdMs5WzTphtEC8wy3FwNY5vM4fbRsTXK9WxUsr4sO9xL5sLTs2FJ7/sd3fnRE65cKWq6vfOvDIMyKYz9k47Q1TpmaxzYs2+AZl6xdCwBnYEtP+UH2JtzSgFQ6ZWtxZBuAF8p0KBJVuNMJWiphwRLoZe9lz3164oYtN9h/s5RXo2W9l26sttW1Y0Xr3OpBienWBEcQ7xhMh+4xtJDCdiyCFmPsMMbYD4yx2Yyxa40KLqAz/IZlG+ztUExWPdhEmJik+JgO7bgePhotv/ACsmOp8pRUuBLr7Jb4w8YHih3BZLVu8TqMZqPx9aNfe5NZW62oNuvNcIcKXdX3/AZ12RJ1VXkils+Ce9FBpj7ju71NHBqt/AnNNYoVlBuWbfBqA6ykYn8MMx5K6hPER8tYo2Xw3ArxdQvk+4IO8ZlLTSeuQ1OfnZrdPFp2CxFvS+cMH4QZL6kD2uoEiSCrhes31zs2SBavnfCvnB9nEQStqOi29JI9H/Eel02Va2I9JkXXI7WEJc91Bhot27yoEWi0fcgv5FFAkrDQmBJZ0GKMpQHcC+BwAAMAnMoYG+B3nexrQyTOyPD/6PyPUKZDU02KiMmAIDUdCj5Yvj5aivx0x1JlKecWG0Je1jNwd8QwYS0m/N8EvHf9e4Gv0yGa1ayv5ymPTFGm05nyRCFWNamKX9kylLF5PAU6/7R8ItyxZMKuOtROFswrWJhoiXgm63f1zjXvZMuV9WdLzpJs/B5Wo+UmiI+WMuhx7vogPlp+psO4BDExxlr34d2ladz9ZPCZgx1/u9v6479+jMf2eywR06EuYGkQ1v2sfre0prEATtR1G+uy/kauOF9b1m+xHZ9lewEmTsSuE1TjJ75XpvdruqLaMstqBa3ceKfrJ7rNo8Xr4jAdqpzhk9jA2k0cGq1hAGZzzn/knG8B8CyAY3wLNtVoFdN0GCJAo25AsPL54bUf8OJpLzrvTZgQpJ2Xq4MkhnKGF35bg6h7MA3zBfDWFW/hk1s/CXaRn0lQ0PbIvlLtdCmGFbNW4Mv/+9Jzzr5eeGH/1edfqJle40n3yF6PaOtjajp0T9rWQOnWqpqYDmPRaBn4PfEGjqcPfxqf3f5Ztm6S/uxePasKnGmK9P0K4KOlzTvgqkPfbaqCaMQ1iJqEbQZsI03j/ig87onjcNHki/IHGHDBhAuc9dtYVziNVghzjkpDAujjRAXRaNVtrHP4G1l9aOxvxtppknCL8CNqX9atiJWFKAhVnsRaIntPTEyHljCmE7TcKx8dVfHZLcWU8pbl2PGYHXHoHYc6jlv3der/Tg2dtylxCFrdACwQ/l6YO+aAMXYRY2wiY2xiTU1NwZ3hLUEraWd404F46pipHo2WPSEovqrHXTUue74u41g9KUvvCXGQZkofLZVGi2c4pjw2xeBussx+a7Zx2kAI75hOE5pKp/DKWa84QjiI8Ax3vLB1G+pw3873Ba6OxwdM0VdfPMXp46XSaGXqE/LRUggNOmHC0S8aXLGu3B8/EtNhbBqtXD5PH/504PwceXPNFjwhNFomka1NECeYyjaV8rIkwrVbeyjGGtKRhI9WmMlPJ2jF5aNVt6nO4W9k3btMC15Ios5pOkFLGuTUsDgxurtMo7V8htdPq23PtvZ5FVZeuq19tJqqmEyH5S3Lccorp6B9n/bS85bTfpLEIWjJWsDT+pzzBznn1Zzz6o4dO0oFLZ7h+OwfnzmWW8YlcNkby4YJtx+gCqLWiXOOz+/8PO9A68rHrWGyNVqSiVBsh2nPTXNsdhxm1aGJjxbPcLx67quevFWYTIphJmK7PpzrBXTm4zDqErTC4mc6lEa2f2G6va2JJwK/aDpMUKNltb1OmBDPvf27t6Xvi/V+ykyHofwaJc/yp09+wjNHPmOcx1a9tpIeL3WNVp+RfbBNf4VGSybUGUw+svuaPVb9EbTNTvLyReLy0dIJC+nyNI5/5njpuVVzVhmXYZsOA5ifC0LEegQ1n5nOnSe9cBKuXZN1rXY/U57hnp0Xeu7bEx0HdLTP+5XP0kz53HV9KG5neNVeh4UgDkFrIYAewt/dASxSpM0XnGv4T277BO/fkI0W/sP/fsA7v38H464eF7vp0A5hEEAFHUYoELeJmT9+Psb9bpwyonlQ06EKI9NhRRqZuoy0DGsQVe10nzS+qw6FAVO3ddNX93yl3a/R7aMlw2SrG5MI426eP+l5rJyV9S/Tmg4VE/1PH//kORbUR0uMJ6ZCPDf5ocnS9+XT2z51lh9Vo6WojzsOkw6VZmfC3RPsQKmyqOSeuvj0+bg1Wv2O6qcsU+bkbyTUSrKTBcq16LlPT+U5iyDjpg6dkJ8qT6F1Z33YCxPqNso1WsUmqtIgqGCru+9zxp9j/06Xp/NaHQNhpMuQLoHalqUYTnvjNOk5neAdd3gHj7aOe8evpIhD0PoKwA6Msd6MsQoApwDwxux3F5xr4KXfLLU3zbTMeptXbbYb4fM7P8edPe7ErLGz8J89/uNZGq9CtVluGI1WkBfE0milK9O23VwV4t/jDG857cpMgT4OzH7HOuzQAZn6DJZ+t9Rz3vbR8okMH4UtG7bgjm534Mf3fgx8rehrYf2umVaDv2/zd0x8YKKdbuPyjVj0lVrG5xnuu9HzG5cphGIBE82IDpnp0HrZVRORO8r28h+W+24doXp+uslOvKasqswZg0jxTjHGsHbhWkx9dmo4jVYMgXFVz/Wre77KlxNDHC3PNlU+7D96fwBA+77tccm3l9jHrfqyNFP2H+lm2QZC7czXZwaqo8kzk33YhNowWSPkp8vTgftCn4P7eI7Vb6p3RDkvhKB1U+Ym/0QFkPd++dIv7X6mu+/t9t1Oelym0dKlMxW0+ozsY2vBHOc0H75hNFqH3nmo9yBz/e8+7XqPRCE0LiILWpzzegC/BvA2gBkAnuOcyzfxEgvWxIURH96EuyZg7cK12FizET9/+bO5g7br+VtBIgN9mbniBplgDcTlLcrtslLlKXsw3e+m/fJVFO7zzV+9aW8dIR2MAmq03ANW38P6AgC+f+V7zzUqH604qZlWg3WL1ikd+rUIixLESWnTik1qbaEEnuFouY0+ftG89+f55uNrOvQxP7m1ZiamQ0f5DRnc2/9ePHvss8o0sjhatsCqqZ/Yb7bqtZXZ+8KAu/verYw75kcc29mYfO3HERk+KJbZpcuQLug8qLN93F611cCVfkuyTaejLjwIi+wD9YMbPgicj659U+WpQH1h55N3xpnjzvQcd5sOw2iSgjpIR3GJMMHUF6+ssszehzAuZ3hpMp9wNNmTubS55yB7R1mKofrSat+6iNce9Z+jlEX2P66/8pz7GVk7B4iyyBVzrlAKoVGIJY4W5/xNznk/znlfzvlfjQqWrDZwhFNwfzzL/EH0dXL8/c7vs8vVg2i0woR3sExX5S3L7bLEFUaOzibkK5qGQmu0mORYjq222wplVWWo21CHFTNXOJzcrXomseWOhfaLxKd9xecQ5etU9NeJgp8JSpwspL5VDRzdhnXD1jtsnU1vYDqUlb9hqTrOWbpCsrelpTXT7cfZwLH94dsDAPof29/xvljO/FZ0f/GdtIX0EO0bi3ATQisTRqMVlD4H90H7vu2x/5/2dxy3xoSGugYMPmMwhpwzxHOtLI5d1FAaMkzyiWtvR137psvTgcpRmZNUzvBB8NvzMgx+YWN0DDx1oFE6lsqHtRDfxV3O3sXsesPwDoE0Wrn6iHOApXlKpVM48r4j5dcJc6XldgEA2+yo9imU9WXVjhgnv3QyDrv7MIeTvMphPipFjwwvIn6BqMwUxl9xiucfSqMVAEtjU9aizB40UmUp+dezKi5WbuJxbNNhoNESO5lHm5FiSFek0bClAfcPvh/vXP2Ofc6qZ5Iq9kg2dkGjFUVQEhccRMFvwhYnky3rt3jP12d95Sx/FHHVoclEbyQMMI3pUCdoZZwxvRwbwubKbdvDueJI9DkLoz1IcoNmWTkbajZkfxdAo9WqYytcMfsKdBrYCUD2i7tt97aO7WFS6RSOefQYz7VS03BMK7FUeaqIy0crTo2Wci/SBi4N7+BGFTT2/M/PL6i20ARTwU+lydvxmB1Vlzivj9F02O+ofgCAoRcNBeCcAzoN6iQtz1EGY2jTrQ0AZ7QAP99UXX4ibbq2wR6X76G+IEZKStBy2NRVGi3DwUU14IdadRgAW6OlMB3qhCG7jrnBRhxIrH3MZEg1Wu7wDimGVHkKDXUNnlABVj2TFLQiTQq5ai37bhlWz18tydwwG0VMmKD4mQ7F8w21DZ4+l2nIClrWZFszvSaYRkvznI5+5OhcInXAUt1klmnI70fHM9y5Ia9wXPw76jsVhxbJVCuTacjgH53+gRdPe7EgGi13vz/5pZNx5YIrHRotFdbqzqEXD83nJ3GG3/eP+0aro0nbxTRuFkKjBcC5nYzidaloIzfZdh/ePXFTYFBUgtavvv+V42+WYna7iOOE8fjrNh0qgt9aK2W33XVbZVZb9doKo/goO43MmqMVIBnQtbqrtHwA6LJrF4+mTvrcfHy0CkFJCVqilOx+wDKtTRhCOXCGdIa3BieHmVSsviJbazASB5L7BnjjPXkCRxpotGQDZiE0WroX3a99xfOylWimcVDmjJuDsb8eq03j1wYsxXxXHYp9rG5Tncf3zdJoWZPtlEemBNJo6YSxIWcPyabhEu2dj8O9lbddf+6cYK1VcDXTarBp1SY7H8f9hehC1ubSkTAxHTZk8O1T3wLILS4Q6vrRXz7CaDZau5giVLVU8YMkGx67sTRajlWBEmf4Xvv3Mq7Pr2f+2jhtEhRCowWYxabzm+RViP5Sw383HKe8doq+ojGgqqvb51Q0HToELcN506PRUjyvXvv3wqXfXer4CPDLS/a8TJ3hnZXK/lfZphLHPnas6yJldkUVnktG0OJc7xBsP/ACmg7D+GiJq5KsQSNdnnbkYb0cfqZDv68Qt4ZB56MFlq2HzOF9zfw1GM1GY/6H87XluZn+wnTM+3AeZr8923dj2UhxUIRbkQZONHyBZIH3PEX5hZpIM/8teIQ/6zfXKwUtUQA3cVS3r9cJY8ICDtmCB/dvWd624M25oz9PeXSK/Xv8zePtuor3V8iNWh0YdIFVc1bh1XNelZ778KYPAQDv//H9GCsFZb2sVYcmGi3H6iuJRivIu9Vhhw7Gdey2h5kDdhC04R3S4QStw//vcM+5ZVOX+Qpann3+xLw1Y4rlWwkAnQd3xo5HmZnlomDdq+UfaR93CzOCRksch0w1Wu77nv+xek7oNLCTtp3cZco0kH6mQ1n+QcMyqHy0Cok6umPCuAWthi0NdqPPesOrtbDNaYU0HYq+QYbYcZx4fhAV75Uxhh2O3AHzPpznu/zebwDN1Gewau4qzH13rp23RRCNlrVabOm3S7XluXn+pOeN00YNVGohfX5xvkA+j9q9ZyTg7R9i2y+fsRxzxs1xns9d73gHRLO5XxU1wpjVzg11DQ4fn7eufMvIdMgz3KHhtFZwycqUabSKFbPIpH+541IVQihUjVe26VC30teaTxQrDcXI25HqqGi7JPaA035IMKDXiF6B8xz262EYe7lTU13WoszxTskc0cNotE587kTM/F8+fIZfuJi4sOp6+tjT8fCeD9vHPcJMWUqq0TIeI13p3r3mXW8aw9fGXTdZaCY/86+s3rYFR7aKUSf4NUeNlruR6jfXaxvCFrRyadYsWOOZwBz4aLRMBtkwD8YyHfIMd5gOxfLspfeKKtgTsc8AmqnP4J5+9+TNaUJ1Pf45OR8td5RfFa23VQcODDNBaa/RnFr14yqHI2TijtM+j1z61e1WaAkD3DvXvINxvxvnOF+/uT6rwZXs5RWXM/wnt3yCf+/6b/vvr+75Cj+89gMA6GONNeT9sras24JNKzdJww+wFJNqtIoWhTvMGGpYV2sVZhhUY4iJ6dDOQ6HRspfNR42arbg8iZV3ur7LGEO7nu3QZdcukcspb1nucAr/+pGvPWncQtKwK4bhvE/Ps+siY+eTdnb0m0ILWt2Hd8coPip/3DVHVLSukDrDi31IFTwUiFcYcc/xorDbY68e2PnknbWhGlT9UidoSa9pzj5ajDnD8vttj2K/oLkkDwx+AE8d+pR9fvxfx2PRpEWY+0FWu+Or0QoyIQRIawWjXDJlCT77R3ZjXofpkOX+cY3pUNeRBNwTvp9Ga+Xslcb7EfY5yBsIUJW3ESEn4Lv73o1XznrF/ltmaolTi+In3KbKvIKWJ46W8Pfquas9eXz75LdY9t0yp3bCErQMJt64V8a587buz9qcu3ZNrScdY0zuo1UkwizLNv1gaNezHQCgbfe2gctQvcPW/nKysA66PGTaragarUIJC4D8Xd33hn0x7IphaNU5oAZN8/jSFWm7rf4z7D/44MYPPGncIYYGnToIPfbKbnKi2hYJAFps08JRTiFQCr2u7lXZplLuDC/MDTscsYO6oFwya8WgDNP3Rjd/lVWV4cRnT7RDNfxm3m+816uEPq4+TxotWeFiR+c+DtMuvyXRDJCpz+CDGz7AQ9UP4YkDn8CSKUsCa7R+eO0HjGaj8/sSAqEkYPGLbf3ibABSt+mQpZg2VIF9r36mQ8UWK4Bc0AoUQ0z3LEIINlGEoVU/rrJ/y+4hTsHD7ys+VZZCpiEbYZ9nOL5+9Gt7D0O7Pob3KtNOfHHXF77XJRHvbK/f74W2Pdo6TIc6lkxZgi/vzgpi4irWYpkOdzlrF/9EAizFjIX/vof2xVnvn4V9rt8ncL1U71H73u2zK7J2U6/akuYhMR1G1WiVt5CHOUhiYpK9q12GdMHh/zo8fz8xlKvy7xGx3vVue3TD7xb9Dt2Hd7fPtenaRnndQX89yP5txZYDgFF8lFZA0zHo9EFo2VEdTLnLLnItn/seK9pURDIdWh8A243YzuwCDTrHevc5ldZc9gzLWmTbXNpeuvtsjhotAME0Wi7ToeOca+LZtHITaqbLVzKpNFrjbx4PAFjxwwplHe4ffD8+v+Nz5XlAPtF4ttlg0MZ0kq06lKZza7SE9lNFBTdGk5xnOJZNXRYoO5MIwiYkrtGSBNK1OPvDs8HSDD9P+BkPDH4An/ztE7x23mt4+YyXnfUxNa1KNFrzPpjne1kSGi2WZkiXpzHzjZmO4IAqfnwnv5WSGJQ1SW2bjqBaHd3WN7K8ex/Q2zGpmhcU/BJPFj7O8HHsA6djr2v2MkpnEmZC9pEQJPRL+76Gmkvmn6/lJ8dSDG229QpWKmGjvGU5WnTIarUcsQ4R7F5E2vdpj9PHni49d/3G69Ghn2QRgwRRoxXGGb7PQX0wio9Ct93VCyHCrmAMnFZxec99euKIe4/Akfd7A53qtFzNV6PlErR0g5LbdGhfx71f4CzF8NDuD8nzEVZUiVjmD4cqOJdk+ffLkWnIYNl3yzDuKqe/jQfJ2O0eHK2v6airDrWmQ0kcrSDo0s//aD7uH3R/oPzicjyWarQKYDrssXcP9BrRC6myFFbNyWrYFn4u36g3jEbL2jbDhCS0RtaG25tWbPLs59dliN5nRhQOCxV81E3Q/p1Ky4MI6/LWCeF+10YhaY2Wb/mGE9ROJ+zkm2b+R/P989cUd/Hki3H4Pd5VhrI8/dreep6qdGeOOxO/mvEr6Tmrn1tmZbvckM9bXHXvRqVxzBbo/DNdmZaHUQgoZEQJx2OSR5TrGWPY/bLdUdWuSnJSdoHmXIEoGUGrbmOdvbm0DJVGi2e4cqsRGbZGxHWJvV1OZV7QsjrUoomL8P4NZsu+lZ1Q/LrwcYYPsurQgZBc9F8DgnX6fa7fR+sMv2yaXJvVeXBntOzYElv12spzLi7hwK3RYinmcJaPisp0ePJLJ9vnLaHcHfjVwvRexSC01r5bJiRhOtT1R12sHDdxRRDX0e8X/fCHVX9wHAsqbATRaNmCVgjn8LgFLZlGKyqqdqjcKhufrue+PaXn3bg/Urru7g02KSOQ5iPNzDR4QTRaCiEkXZH2hFOwOHPcmdjz6j1R2c4Vwy/kM/ELlaBCvGboJUOVAqZ1rOPO3o2d5RkHroqyTCNUCooYhSPSaAH49O+fas0mKi2PI8BiDl2D1m+qx6aVm5QaLZVDuexLTFpPxSQrRoa3fLRUaX/6JLvvYVDToe4L3bTTb9V7q6wPgiYvy+FfRo+9eqC8Vf4LbDQbjbUL12qFjyDaLrdGK27tjmoytZa6p9IpW5iQ7WMYpE7i6j9VlGpp/gmY53iG50OTuAgiYBRKoyWLHxSEMBotXdwl5bVx+BupNFq54yqBPyqH3XkYDr79YOxwuMZ5WsDzDDTt+4t//0J9nQb3akI31s4IJpO0kYZSkUe3Yd1wyO2HxPJ8L/3uUgw8eWA4oVy4pP8x2Q2VGWPY4YgdnIFUg3qO6OoSMryDDtmzFK/f6/dm5mvt8yCNlmJfLwF7AGfe47JQBjoe2OUBT2exBC1HXkIa2eQ29jdj8c+u/3QelHVC5vpt+WgpBAzLiT6oRksrsBh2MpOXQ6VBskIWuCeknz79KbZl/2G0OXtevadxWj+hYtWPq2xhT7Xazth0GFLbkZRGywpN4iZIPcU+OeS8Ifbvfa4L7kiuRKKtSNJHy3oPS02jZf1WCfwqTnr+JKN0lW0rsdfVe5kHuwxwr2LIDI/QHGHlmG1OMtBoWSY5bciJgM9P9qHRZ6R6BTcAex/MMH1FbA9x5e1pb5zmCKQap+tIEnnotuQDAqwqlhTZ99C+2VOk0fKfnKyX4YWTX/Acd3dua5sNFWsXrvVqtHJaCjEvR2RtycvYsKXBu7Tf0HQIDl/hI6iPVhwarSiClrVy1P3SrFu0LjZn+KTjNAWZTN0+WtZS/SCCVvWl1ajaqiqQVi8xjdZ678eOqj1Uxxd8usD+vf2h+clUNMnHgtutJ6hGS7HRu8g+1+0DlmboOjRrAgvjoxW7Ccb90YbsUvkguFfUicv9z3z3TOk1F351IU549gTzekL/4ScKxnFM6u68THy0rE2ldVrYoJOzLC9Ts3ZUjZbOYT5OHy0V7lAl7jz2H72/8tqqdlU48b8nOq8XV46aKgpc93nFj1fgF/f/IlAeSVBUQUvUfPgKWrkO7FaTZ+q9gtakf08KXBdLOyFOYmKdZPXL1GW8WwnFYDq0CGo61A1sQQUtXV5KjVZuQYN7Qlr3s4+gFcSUH8KpPshecFGCNNoDagDV+ubVm7F59WZ8dc9XxuUkpdGS9nHFJKSa3Dcuz/udJemk7dGCBCwrlU759qVue3TDTfU32f5zpn3jwL8eGKgufqjiaFmTSrfdu+H4Z443Xh0ovm+j+Cj03Dvvg6V6V7pWd8XAkwca11OsnzRtWn5PUbHzYv7CheXioAt7E7Ruso8gU21rVI2WPmHAfEM4wx/z6DHaMkfcNEJb5s6/3Nlbh6BNIqS/bt11aN+7vb3AjTRaAKY+O1Wb1hrw3ZPMh3/6EM8e/WzwwoW+snjyYqnp0LH1i2TCydRnvH4bfpOsgenQTuozefx7yL+dBwqk0arbJDcxrZ63Wmo6XLdoXSxCIBDcJ+vaNdei35Hq4HtuojhzS+PX+KTfsHRD4HISCaGgUzhKnp1M++XG8VxjrrJ70Aw8STH41sm9qMPUR2voxUPR+6DeOOo/R6F9b0OThwYTZ/hBpw4y3lxd11ZRhB73teIKbrcTtlajlftzxCjnxHzq66c6zvvVQXYvp72Zj4puabS073zA5vDTaPU+qLe6qIgaLW2yoKbDuH0Lc/z6h1/jlFcNN+EWu7ppSAlxJbc7NlcRNVpF2+sQCKY9sCaXtQvWYsrjU+zjVtDEoIiTx4NDH7R/K02Hkq+eIBotT0yTGEyHniJ8hBnVnnWOdAYdumGzfGCq21iX1Wi52mTDsg1a4SOQoBVQyDCdfCxE05fFoXceanStLCKzX/owg2vcCwD6HtIX+1y3D76611yrZoI4mca9r2BUZ3hdeBUAuG79dZ6QG6bjVdVWVTjr3bOC1UeDnzO8hbHmJKHo2TpBSysYu+WsXFp3WBFPmBHZSjUf06EYINbIdBiDj5bYbwacOABz35sLIBscVFwUEEYQCCOAGKVPyEerQ78OxjHBdH1EfZHmVHPVaAVR91uapjU/rcGr57wavXCVPCRO5MJP2VdPpl4iaEkG79lvzsYzRz4DIG931gUstQgciFCn0WJmy6JNXrC1C9dqr/f4snC9cBDW2boQdB/eHcN/O9z+e/iVwz1pLP8jqy8E8dEKM6DFbTo84+0z0LabZnuZkDJSnCYhb+bOP3V9e+ApA7Hbhbs5junCWbAUk8Y1c/frPX67h/37uCePc1wfFcduEj7O8PbfpuOpJNnWO2wdrIKybN2CVmU6b0Z1l6kRGK1zoYRplv9fll7sJ7bpMEZBa+vtve0olik+14rWFY6ApyWl0XKl77hzRxzyz0Mi5REU0UcrFiGpufpoFXOC9YvK7k4jK7+hrkEqVLhZNHER5o+fb/9t+2hFNB26cWwimvYOUib52c9EU7V5H85TX8+8zvB+Zpog+4UVIk6TA1eTyfZjs1YvmZgOxbg8LB1O0HJr9U5/Sx5ROi7CaqPi9tESTQGqyVnG4LMG2+E5LDYs24AnD35Sml7l9O7u1607y2PNxTEpOAQtsR3FrDXC5qXfXarcm1HW58775Dyc/eHZoeqqyressgxb9d4qe06j0VK9A74+X5LLRI2W9LzQlpYpWOujFfBZylbHiffh8G10304J+2j12LuHvfVN2DwiocnqyAfyEeJpr0MJQR7EqtmrYi37k9s+kR53OMMLE4x7Kf/m1Zux7ud15qZDC5b9p/uitpOGMIdYVLSuwLArhjnykn31ux13I78czOvLYgdojQHVoJjU5q4mX9WW8GcvJNDca+26/AbNYU2Hbo1WlC1YfvnSLwOldwcK1RH31jBtuuVXy3kmbs0gmipLSYW+lbPlWw2p4lK533Uxz7hNo6KwZ6rREuvXpmsb5eQka6tWnVqh14heIWvrrScAtNuunXBSXQdjQcudTmM6VGm0xGP2puiaj7eg76cYQ9CuptA32vVshx57Zzeu1gmf2x+WXbE78m8jA5WvIqpGyyEgJhBHyzcvzftdfXG1kFCXSWzVCUyjEbR0WpQwfHKrXNAy9dG6o/sd+PnLnz1Cha+WyvId8DGnAcEnKqvsTEMGtWtqPYOZrL0HnjJQaaYIA2Ne0+GP7/6IL/9P7Uu3as4qzHpzllH+qkEx1NJ7gfM+O0963DOZSZ6J1TdMTIeOjVVj0mhFWSnp3kJEXmD2v90u3E0ZKVtGXM7wI/40AkMvGYr9btxPyNz8+lRZKlIbWXg+IBJ09le+kxqNliX4dR/eXb/TQEITjljPYx49xiEkBNFo2eYilUlRp7Xw0ZSJ768Vv0prLQnYVjJBy1F+WQpDLxoqzVus78kvn4wrF16Jva/ZO1gFFITV5my9w9bY76b9cOBfDiyKn1dgTVyJarSK6wyf8GaoYVCZDt0TvBXcURwQ1yxYYxRB3vbRitt02MAx842Z9oa/tWvy2hMweX6p8hTSFen8FkcxaLRkk9qMl2YoL5n91mzMfmu2UfYqjVbUerfcRrITvCRfWRtafSOoM3xYHy3PhuERTHRJDj5xmA4PvfNQ20fuh9d+yOcdoN6pslQsY427Xyc5fhn5aCmc4X3HlYR858R83TGVAvloKa7xbL+miSbuiMEknhf6pCWMmvpoiSsWVVgO9sr8NIFyxfqWVZXp/SaDEtQ4khtj0uVpHDD6AOc5U+1tnB8fpvUnjZaXRJ1lQ6JyhhcneHHTXXFAfHSfR/0LsEyHPAHTIYAxvxiD71/+HoDTTKWa1NMVaefqIMv8FdYvJ+UN7xAn6xatkx73m/Qu/e5S7XnjwV6WLtdUxXKGj23Cl1Rl4KkD830hop9HGNy+VWEQ96eMlI9LayreX+ymQwMts9IZ3m9cSUi41oaNCOKjpdBcmfQnMcCl1HQoCjOVWT2DaRwtk62Ihl44VLvSWQyUGzlESQBCr2DXaFD9iNOvOo7VleSjVUKoTIeiRuuWVrfYv8XBd81PawBkv0Z0G/GyFEOmLuM7+IedQO3gqK7BTJZfulwuaIVFZjosBH7aE8tMoLze0E9E90ysOpgOMH6Cliqaujv/uNq7+tJqz7ETnvFGA7+x/kbH36q2T0KLFCqPdAq1a2v9Ewasi+O+C2Q61C14cQv6yomlAKZDvzJ1vmaqa/w0XGIdlJHhhUPW+6X10Qo4Obfp2gbXrrkWN9bdKD3v6EMmH3ExEVjIUAiDQYhD0AoaGR4su2DJb7wvNCRouVAGLFV89VgvjmjW6Lp7V+z5O/n+eowxLP1mKQDggxs/0NYlrOnFGmjdQQFl7V3VvsohFJqsOtSiMB0mTZhJvd8v8oFMjbUGuq/23DnT8AupdEo7gKiir7s1Zp7AfAEQ+/jhdx+O1ttKVtK5Bl2xrTsP7qx83nGHOYiSR899evonzHHsE8dKj2t9tGJGLEtVTsed5EFAS8F06DmnWTEY9t3TbkSs0miJKwAtjVaM4R0sdFtXibuExFGWCbFotOyTZnnEuUI8iEbr6iVX+1owCg0JWi5UW/CosAZEt4+R0imSAeuXrDeqS9j2sfzHROFK1VEZY3DsQRXxkcSh0TJy0HaX6xJKtxuxnTb9KD4Kh96VD0RqvPJJI/zag2tMq3KUgpbLGV4W88miz8H6DW3FuqbSKWleuon7wq8uVJqK41iVF4e2LlWWwk7H74SLp1xslF7lSC5OnpfPvjzRgKxK06FQjDt8QymbDnXaG98wDu7jumJUCwckeVsaLW0Q5BiaSiwzVZbKzysF1GgFvo8YNFpBg0VLKT0RIRQkaLlwaCMMxk5rQHRfp3WKNByTw5peLN8slmZ2oMZUuVp7IgpHUX20kCq+RoulGM4cdyauXXut9hqVk7EzkfoaXR2MVNcM2r6g2p5n3kfzHH/r+lpQHyfpx4V1SDZxpSVx03Kk0ikc8JcDnHkExLHxfIA+uc1O23jy6LJLF1VyB6pnbL0jZS3KsHXfrYuy6tBqgxYdvMKgR6Ol6qpFMB3qwnEE9Y+0Nvm2QiDIrmEpuTO8w3RoEBImbqHUMabHKGiJG4PHQVi/TIuzPzgb2+y4jX9CUwKYDksRErRcqHy0VMgcoHmGK7UMQV7c0KbDhrxq+oh7j8CVC65EZRv914VySXVAlL4RCeMIRJhz8Pe9Z5+l4LLjJj5agFzYPOejc3DRpIu0dTJhwl0T7N/lLcu1/SSIyQzwMaMofGJUWiddP+iwo9k2HGGE9isXXokLvrggdB6qd9TzrifUzbcbsR1G/GlEvj5CO1pagn3/uK9//RTE8X6KMfqM8g2g0fLLo8uQLrhu/XXY+aSdvUkEDb6sHWTO8IVEdIb3EPKx3NRwU34fyLiQaLSCzF2qzcmDEjikRBEd3nWUpKAV10MKQ1DToTXJeGIbaUwepl/mcSyPT6VTtolB1wktx/wVM1cACGe+yxZSHAFaFIBUTuTDf+fcPsdI0AqwzYk4oddMr/Gc326/7Rx7rcVBectyZd1Pe/M0OziiKTJBS7uHpmwnAOucpq0u/trMjCczS/oNpm27tXWYLYK+R6r2tOoiGxfiNB2e8sopDrOg269oFB+FPa/0+oAW0nR4+L8O9+ySEJuPlkrBJaRTfsgKaaQfDaJGSzFOxE2PffLvYBI+WkrtnSytabpcX4rF/BcDSUXALxQlKWh137N7YmWK0aVl1G3Kh24Ycu4Q3/z2vCo74Dk0YZzrTVEJmw6jYJmrhv1qGE557ZTApqdYNFohLhf9zA69Q74J9KH/PBS7nLVLvpgQGi1T06FpOIGoE3R5y3JlX6vaqirwswgTvFHpo6UJf2BtW+RHXM7wQVCaDnP5SE0iMccMChNE2D1eKH2dYtoaKYqgYBQZPkD0f09eTN6Xi6HRGvbrvPavWKsOLUzHm86DO+PAWw7ECWO8q47j9keME5M+Il3wkzAlKWgF3VMpCG221Qtam1dttn+bBIyz/AUcwUF1vpVMHbDOkzbigOgpxyA7y4mfpRh2PGrH4EIPK476dsCJA+zfu563qzLdsY8fi1F8FABX/zP0Z9GaDoX8djxmR3VlY6SidYVaAxBC6JWuFPLprjofLdP+M+S8Idjrmr2M8w6CmMeIUSM0KbPoBK3Tx56Os947K3Kd/AgjaNl7bfqML0n5UAYxHerORQlLIZoO/cILFMqX1O0MX4w4WkFhjGHf6/bNbuWUw9oVQhXcGUjgHkLMPzrOGHcGLpoY3X0jKCUpaPlF141WqP70plWbQmUr1tlXkCqURsunnK67d/Uci7pnYNggnFEJU6bbgV6WXyCNljBwi6Ej9r52b5z57pneCzgia0Kq2qu1VrJnUd6qHHtfuzc6D+6crYKrrwb10QLUE5bfMzlhzAlo37c9gKygvMflexjnHQQxj/3/tL+vWVxX7+0P216q5a1qb741kR9uc6yxRsvQR6sYgpbptjnOE+b5y641DbNSSFiaFWfVYQwMOHEAfvHvX2D/Ufsr01y37jpcv+H6wlXKhd9Hft+D+zqEx0LR7ASt/W7YT3te1GgFwTG46cY5FsBHS/Pi7fV779d/EM54+wyc+Y538nf7moVxRozDoT7wNSHK1C4xV4TF0GkZxXMVbfI+JLueuyv6HOQTZiEkVe2q1CYiiaBV2aYSI28dmReoXV1RFi/OV0Oicob30cgOPGUgOg7IxoJq2NIgFRDiCu8g4vv+hei+Ox2/U/CLNOVHMh1qVok60inoNqwb+h3VT5tGln9YjVacpkMxbbdh3dB9uL8bypDzhhjnGxXHc41wf8WApRiGXjRUGXYGyM7dSczfpWyuNCHSKMYYO4kxNo0xlmGMecNK+11fBEFr+8MlS4IFwm7VoQp0KkVxesSfRjh8yHQTVVQ7c9fdu6KqnfcrXPcVeOJ/T/TPmBXnyywxQSukRkt0Iu3QT7PCTlPtk18+WX0yR9VWVWrToU67qJqEZYKN38StMx2683DRsmNLO61VtugIHkt0eVceUTRaymviDgMQg+kwqAbS4oIJF+DU10KsYtMJU0JdxBWVgOT+NP3ZF1dcuF/8+xfa5KP4KBzz8DH++YbgmhXX4A+r/uA4JjrDuyl1jVYhuGrJVbhs2mW4aslVAEK8VyXahFFHsakAjgcwPszFSkHL0FE2zjKB7L5uxz91fKh8VXskesrX+Gh1H97d4aCpm2SimvhUDsy64H1dhvjHIWKMFaezhygzjKBl+kx0fgwONH3F5BlXtKkIZDr0ayfLD0Oan2LQ0znDi9fI+s9hdx6Gg247CDscsQPabNsGxzx6DC786kL7fBxmLvfqMrcAe8R9R2DX8/N+fcWe8EKbDt0aLVW6mEyHgTQywim36SloeAcd7vhPcTn+h6HF1i0875MjvEMjMx0WgtadW6PjgI5o3TmcIqFUtYKR3jjO+QzO+Q/+KeUUQ6Ol68wLP18YOD/rxTbWaPl89YmTgq6uYTZudjhlujQXVrk6jZbJQBCHj5aJmvikF07Km09Z9t6Oe+o4nDP+HONyHIKWykToHgw1A7coGG3dd2vjeqgwmRBTZalApkM/ZIKW75YuijZxR4Y/4+0zPGkq21Zinz/sY9dzyDlD0LpLfpCNY/Jxry5r1dHpY1VWVebwsSr6hBfSdGiZdOpr67XpihFQOJSPVoA8bDTbRZUCDr/QIjjDl6og4ovPlNDrgF4FqUZYCtYLGWMXMcYmMsYm1tRkYwypBugwgpZpGAJdR1s9b3Xgci0NkKlGSwuD8QbPJl9qugnSLaid98l5APSDsNFAEIfp0KD9+h/b316dapU3+PTB2G5f/dY7ImIbxmE6tCb0dj3bxaLVM/FPYim1BpGlGOo36yddNyc9dxIGnzHYcazPyKx/2YCT8is7TQQBd90q2wWPyROHRsK3P7oX5xZb0IJ+oYYKK1q87Weq6hdxaXkk2Yz8+0gc/cjRRmntU+53LOhGwgKlpNGSwVKaVeelVdXSINcmfh97p752Kn4141cFqFA4fEdyxti7jLGpkn+BDNuc8wc559Wc8+qOHbMOsLpl1J0GBdt9Ow6n2TBYDrymGi3GmFKQYIw5zUW6Fy+MMCfk5zGJ5dpPpylzD1oj/zbSmyYGZ3iT1UKpdF6TE/YrTScsqJzhtabDnFawvJU6tpWbIMKwFJ1gy7L+Yftcvw/2uym7CMSvXtv03wbHPXmc41innTthFB/lEGKv+PEKW3to5XngXw90CmMuH61CLXIIivsZFPurnzGm/QhQYZmrN6/WL+iJW6NlbfMFAHv/fm/seu6unjRajZbqXJgxrsQ1WgDydVQJmISNaZtUtK7ANv1j3PInZnx7Ied8JOd8oOTfq1EL100Q4iRuEpPIxJ+l8y6djetmiiUUmESRBwAwdVqWYrZWpPue3bUDrNEqjAADlTWpewRWjXAmrR+LPmBoN3mVlR+yOCNBK4BGy2rvilbq2FZh66fC7QclO3fQXw9Cux5yB/Cwq3na9WiXF7xyxXcZ0gUnPXeSum4h2iSpifLI+4/M/1GCGi2xDqZtYC3AUDn7n/bGaYHy88N6tvvduJ8dm06dWHMqoB+hEdbQUALP0k3UfQSbEwNPGwgA6LFnsB0uSo3Cb/YkYPoSaFdt5QjjsxQHYUyHOtWxJTD23Len0aQehI4DOmLtgrXScyYaLU/kaUn9CqXRUpUfBMf17rFeIcTpTBGWb0xF6wqtsHnk/UfijUvfyP6heY6WoMVS8n3b7HpqTIf5P1znrPrFsGpaZepxt1XUlaF+XPLtJdql5yLVl1Tbz8Cj0QrZr059/dRQ7gceXB8rQXyYznznTPvLXsyjRYcW9sbDRVkVHIOPlgmeZ1lipkMAsW9A3pTZ/tDt/YX4RkDU8A7HMcYWAtgTwBuMsbcDXa+Jn+IYaAxelmKZDi2hIG7ToZ8js7EGTUAXnsESonTtaKLdicUZPqBGSxb7yeh6zWQWRqNlhQYpb1Wu/Vq1YkeZxqfSpcvUZ7QaLe9B1/8xoIw5FoNpRPfun//F+Y6/Ow/qjA47mG1WDSDvnhCTRqvfkf0w7FfezZaD4nYhCFKfPiP7OMJjiHkmhsnrGkSjZWUbRtvaCEyHuvAbrbdtjcP+dVjsZVptnOSuK4SaqKsOX+acd+ecV3LOO3PO5ZvMKTANcGcy0Og0MfaXXAKDTezO8JWCoKWpr4nWxz1QyeJm2fnlIoJrfbQMTYemk7i13Y+nLgXSaOnyMvHROuW1U9Bzn572371G9EKLrVtgvxv3M17qrmsrEy2tTsiUrapM4h1Qaf/EtuKchxLudM+4+x7R9kS1glnGpdGKE8em2HHUJ4lbspSiBgJREI1WlD5a6s7wDiRVu2rRVdjjCu8OCVHpOKAjRvxpBH75wi9jz7sp0L5v+0T7SklGhg+yv5xF1LhSAFB9aeCYq4E1WmBAn4PlUcKDaLT89vHKVsQ/iYUVybz3Qb2VaUxMQUFMh9evl2/VEMTfLS5UApVOuNzxqB0dz7LlNi1xzYprsgKATs4SyzIwHeor7j0k/WpNcr6xJjVJiAxrJVzLDi1DTaAmQU/DYj9Ld77Fnptz5VsazdCCVsCP1UQJodEK87w7DeyEyraVOOAvBwAoTY1WMUyHjDHsP8p/+6nmyq9/+DVu2HxDYvmXhI/W0EuGYtIDk5znAvooxGE6PODPBwS+xtZoGW7BwxjDwbcfjK/u/cp7LiUIWj4Ci5GgJeH4p4/H4q8Xe4632bYNLpt2GbbeXh3/ydgZvsCmwyQw9dFSxdvSZ26WzEjQkjTVwbcfjLG/HuvQYEZZMu+Hsq1SDLuetysYYxhyzpBoeSvouHNHpaP/1cuu1puVLTkrU1oarSTiKyWhydx2122xdsFaowDTgXy0IlS1sk0lrl1zrTrvEsA2HZZg3ZorSQvkJSFotdi6hfN4gP3lLLRmFsP+HEYrZq86FIQDP1W6sq4MDo2Wrt5hBa1Bpw3CoNMGSc9ZvkOOKolBTk2c4WPw0SqG6VCVtycMhqsNbIf1AFGyxXO6vmILWgG/gIf9ahiqL652CmoqpUEMe4ipNEOpdAqpdAq7XbCb9yLTvGXvvnDosqmXKa91Byb1ZJN7DqVoOgSgDAMQhr6H9o2ch5vjnz4eS6YsMYthGEajJdBtWLcANRPylvSfrXfYGruet2uo/GLB5UdGNH1KQtCSSpMB1d5GGi1NNkc/crTDL8IUK3ZNpiGT3Zm9gftuKq1bBCCaC5LQaEVBqdFi2ZV2W9Zt8SxkMKVrdVcsmrgIQACNVq4c05VmQdBpaURsYcZ9y7omMGwe9weISN9D+mLOuDnK825tWJIb2CYpsCT6pWlVr9TCOwTpSwac9uZpsW1qXtEm+54D2Xde9FHUYeyzKCD2pwsmXGBcRxFZ/7l85uWh8oqLxr5BMhGckjBge0wkTK9JMcojILIgeyZYca94AzcPMaEac5hzSb9uwE9yP0gVKh+tsqoybNVrq9xB/UR13brrpMdFQdlUo9VQl13lN+zy6Cu93ChXHbrawPblCqnRUqZJM3uxgOW0LdLv6H4AAgzaLj+qA/5yACrbVaLTwGCBgXV5ewSWQkR1j5J3RAHRevfFfRLj5KDbDgIQXti07q99n/ax+LACwFWLr8K1a6/1T+ipjOaUq727VncFgED73R310FF2nDBH3kIfvOSbS4zzi5vLZ1+O38z7TfYPn03aiaZHUTValm+En5BkpNFy5bHfTfuBpRg++tNHvtf2PSS6Wj3TkEG6Io36zfW+4R10y/FtYY3pJ+Rhvx6GcVeN09Yp7i8nlS9Fujxt19tvU+mK1hXS447nZ1jthtqsoOXeNDgOTEMWRNZoqe41F0n9gi8vQIcdOuBv7f/mzCKgRsqdvs/IPrh2dYgJU5O39T6f//n5mPrfqbFozRJdNaYSEA3rPfCUgVgxcwX2unqveKuVK3+vq/bCXlfFm7dIGHNiRSv5+6vCGhd026q536mDbjkIA04aEOgjQGWeFoXUzoPjD1htimzvUzIdNh9KQtDyaEqEybqiTYVZHC23qSTFjGzhe/xmDxx2lzpuSao8ZRSnafXc1XkTlo/pUHkqgOkwXZFG2+5tsXZhNgBpn5F98OO7P/rWMyiOEAEK02GqPOUQOMIMIGECzloBQt2bBsdBYB+tAEvUg7RPt90VvilBmzhg+pOeP8k8UGbKqRnqPry7VAsXhlLWaKXKUqEW0PgS9y1LxqObMjfFXIic/sf1x75/3BdDLx6KGS/OkKaRfbwo+31AihVfUUdTMx1eNv0yCsLqQ1F7odXhZKZDi2123MZoEnbnIdOSySY4v1ACVy26CrucvYs2zZJvlqBuYx02rdyUzTPsiySYDsHNB/zD7zkcJ79yMo5+5Gjs/Mud8yfiiPot1EHlDJ8uTzsFjhAThft5Wb5vOixfkTCbkMs46NaD7N+q1YQqU6KuD3tQaFJEYtdGBlx1OODEAdjp+J3M8rYELYOwHJ136YwjHzjSN51Fs/TRigufj7pCaFRS6RQOvPlAtGiv9jcshDBdUjQx02HHnTpKF1IReYoraFmmQ8lg6vDRMvC/cqepaF1hT1ZRJq2W27R0bJoqYvnQdB7UGbuevyuGnDske8InvIPunHUfmfqM/4uYO9/7wN6oaFWBXc/dFT33M3NONcUxCCqEjsp2lbbAEXYAd395ujc2lrF67moAyPuHRUSMP2Xso1Um37ooLo2W9HqxTqZdO8lBPZe3iaB1yZRLUH1xgHh1SVoOS3TVYUkKB1EJ4KNVahzz6DF2XK440EWGJ5omxQ1Yam2TIFshZX2Ap5iR+tft7FnZxmwFoYkQ1nPvnlLz5cWTL7brePR/jradYoMIdkfcd4T9W/TRaqhrMDfdCC9s3Hs+yqKLu8+1aN8iLyxrqlzVXh2ZPpBGKIe94ejeMW04Kjw2k8jw4t+hNFouHBokv5WrEX204kQZ+DOOvJOcjEpVoxVz8aVgqirUXodJMOScIdjvhv3iy7CJabQIf4q78ZElTOl8sJjTD0b11dxuO2fQQtHpWjtYRxiD3PFjdCYU24fKVRV3rCNRo+U3ANnbqojmPSG/WGMkac5Vta+y9/ljTP2Mtt1tWwDATifshH5H9XOcC6IRshh06iAMOlUeEywMYnspNVoKZ3j3x0CYOFqmjt+hJibrXUtiCx6m7veljEqj1VQmwDg3Do+MjxmzOUEareZHScTRkm2BIe7NZk3C7Xq2w+p5q6V5uYMTVrSpMNpaI4ow4p7wLC3alvVbPGmtmEgeDYkgGDHGULexDkA2fIOYtrxluX3OWxEhP3HCj2OA1cmouYm1sm2l7Z/G0kwZnsGKUybbbyuMRisOOu/SOR9BXaLR8osMbwtaMWi0TP2RxH5n2n8LoRkqBc1JIEpUo9UUJ+CmeE+RidAkvQ/qjbnvzY2vLkSilMReh9IvYZb/35rEWnbUOEgz4Lfzf2v/KQsjEOVll13rnnQt01jtmlrjfB2TKwNq12WvrWhT4Rjwj3nsGEmlcv8J6ZI0HbqxtFhlVWUODZAYcPT8z8/H/qP3B6D3pQqiEYqTS6ZcgnM+OgeAS7uk2ITZ1Bk+jI9WII1W0OZJUs5K0HSYJKXqoxUbpXQbpVSXYhPDe3LmuDNxY/2N0TMiCkJxNVqqgU7c51BwENcF6WQphnY929nhGNIV6byKNjeBSYP2Rej07gHZWllTv7neW4xihWXnXfKxXRhj9kq6yraVtsCyVa+ttAsCgi4cCIJW0BLiWImBO0WNVsuOLbHfDfuhxdYttFuxiPVu272tZ2DeeoetsXLWyjC3YIwo8C+enN0PcuIDEx3hP1ThHQIJuOK9Cf1PzPvoh49WXy4R1M4Yd4Y0Vo/nmgQmvMZqOixVjVbclIKmkTRaeaxFVKqYgiawFAMj6bXRUBIaLZmwI/ofWdoOXWBKe5KSxM7adrdtsc/1++CEZ0/wXBdlEHJPutaqNZlmQhUzrMsuXezfLMVsh/q+h/R1xCfSDv4q02EMmGi00hXp/KpDl0bL2hx72K+HabfKsa6vvqwal027zFsuz4YcSBRJV7CESQulj1YAAVcXsNZCtxebbNVh34P7on2f9ppCjasXGHccraSIO/8227YBYBZKpDFSUsJNCVWl2Ox+6e448JYDYw90S5QuxY3mZslZGY4Dbj7AcdweVFleoEmXpzHwlIHyrFyDvRiwFAw46K8HoV2Pdt4Lo2i0JIFWj3nsGOlWD7pQFmJ+PffuiVF8VLauwhd3kCCKcaIrVwwY6jAdCpqNoPVu3bk1KttWeiYJzjl+8e9fBKp7UEwmctUWPIHaXZSTwjjDp4OH0CjEqsPGptHa4zd74LinjsOQc4Y4TzSu21DSpltWkEwioG9QSkroKzLpijT2vW7fknguRGEoCWd4nuHY74/74ZNbP0HdBq/Dt60NSjHsd9N+mPrsVGVesh3v437JR4wagb2v2VsqNA05e4j0GpVGS0QVEFTUaHUa1Mne00u2qkg0YSW96tCh0RIELYczvGHTe8JDuK/jBYjybNBcKtNhGAHXYzJvpKsOg8TRKiVS6RQGnz642NVIjBPGnIBZb87C1turTcoFo4hy1h9W/6F4hROx0XX3rvGF8ikwJSNoOY4z5hCYRCFF5Qsj1WgZsPUOhoOQaJ4rSwWORi4Ki8oiFJs2g+cn+FYdW8k1c1bdYhZGdBo40UdLqdEynNite7fbSaLRSvqrWCYouCcp48jwGtw+iKq8Ta4vhVWHhXKG73dkPww5b0gy2940QVp2aIldztTvalEoiqnRslcVE42aC7+8sNhVCE1JOcM7JhBhwrU0JCzFlLvQyzRaJpPQnlfuGaLiwS8xMR16NFpC+0j9YKxblqyWy54IXk8PmntVmg5FH62A++WpgvnxjI+fWgzIhKVjnzjW8bfSdBhAwBWfl/g7THgHY5L00VLFo4qZdEUaxzwsWX1LlD5kOSSaMSXhDO/RJLh8tEQhRTWheSYfpvjtd50BYa6x71FXF41GS9ZW0pATMQsjuvy6Vne1/xfjToUxHfpO1tw8r7AM+/UwzzG3YO9uD7tvhjAd+oWOUF4Xwiye5KrDVp2zMeyirKJyc+QDR2LgqXJ/zCRp2bGlJxAxEZ0oGq2qrUgjRTRuStJ0mD2YS8PyGhJxixpVXo6/FXP2wbcfjHd+/06wuoYw8TiQ+I65MfHRkt6TeEzI/sBbDgxeTxdWuYPPdPqyXPrdpeg0sBO6z++Odj3bYcqjU+z07lWHZgXl/lfJWQUwHZa3LEeLDi2wacUm+5hqyx2Lhrqs+TSORQim/coSbIAAWqQEm+7Amw9Eh34d0P/Y/rHlWX1xdbA9EWNir9/TSrAk6Xto30DpL5p0Edp0bZNQbQiiMJTEFjyeODaMOTRaFumKtEPDIE6KSm0QvJP9XlfvFVjQUuVtimj+VObrdoaWrDqUmQ5ldWNphm123CZwPVX5VV/inPQ6DewEIButX6xL2FWHHiFKNCFyBFp5GQW/LXfcf2fqs881dKBY8XEaOMMfcd8R6LZ7Nyz+enGgYpIUUsuqyjD0oqGJ5U80Da748Qq07tI60DXWtl0E0Zgpqulw55N2BgDPvncAHBqg/sf1R/Wl1Tjkn4c4TId+Gx4n5TMSxXQYVaMl0/4pfbRiwHTpvhj3LIzpULWNi9UmnPOC+Hl4+pFbgE/LBa04NFomPlq7X7q7bbINAy2z96FxLZxsVLTv3V4bdJogmipFFbS23W1bjOKj0HlQZ+cJwUeLMYayyjIced+RaNWplUOj5RC0dJqHOOYWMbswk5WB6VCllRMdwUWBp+OAjgCcEfPjXgFmHCNJ1GiFMB2q0lmCtckm23HgCUiqWKBgYcXCadkpXNDL4VcOV5ZthOlzZq7/CYIgiIJQ3IClCsTwDm7Eic/hNyUJHpoUhdJo2dqcjNxH6/injscZb5+R3bLGrlzgqmkJur0KS7Hsht7C32YX5v53FWMJkQ21DQXRxviZCt30ObgPDr3rUMc2PUHoe0hfO1hvkH5VSgFLCYIgCDWlJWgJc4FJPCyVGdH+OyEzQCRBS7fZsDt0QM4cxRvyZjPRtFbZthJ9D3E6lyZmOvQxw4qbMO973b7CiZDl5K6ztjWq21RXGNOhIk6Wm2GXZ1coMsYw/DfDUdmmMnBZ9r0qQlqInPvxuRjxpxGBy7CxNI4kcBEEQRSU0twDgJmFQ5CazCR/xzG5jLxtJN6+8m1pWSa4NVoDThyArrs7fW08ZqrcJJ9pyEijwMuIe9+5oKZDsKxztLUJtHFsKMUzsgLDlpJGaxQfFa0M1V6HmvvruU9P9Nynp+d4KQQsbVJQMxEEETOlpdESkWwO7cbSdgDyCTJOZ/jhvx2eXwETcDA+fezpni14Tnr+JOx9zd6OdKoNi3mDImCpjLhNhwGd4S3OevcsHPnAkeYxcFSmw4AR+CPjaj9TQTEKofpp0OdMAgRBEERRKElBSxXewU1ZlV7Qyv8RT71M/KxkbH/Y9pFMh5mGTN506CfwxOwwvtMJOwHwbkWjJFe9dj3bBYqDpNRoFXiVkqnpMFYMTIdRSTJgKUEQBKGmpEyHsu1jZBPwgBMHYPoL07WClh1/KUaWTFkCAFi7YG3ga018zkw0Wr6mw5hNREMvHorBZw5GRSufqN8JTeBxhE0IQlBn+DiQbUFlfrFhOhKwtFirmQvd35ozF02+CGsXBh9LCaKxUVKClg0zE0wK6aMlsnL2ysDXiNHtVbjraWu06jPmq/8SWHXoK2QJhDbXSpz9RQaeUpjtWPzCOyRCCI0WrTqMl32v2xeZugx2v3T3Ylel2bDtrtti210pICnR9ClNQQvQTj7WZsaV7fIrvdwRhJMMWFq3oc4oXZ+RfWwtWBizoyOUhenqv5jjaBmj8LEyvlwjCNyw5YbCCDxohBotU2jVoZaK1hU4+O8HF7saBEE0QUpS0BJ9tGQTg+Ugvet5u2LrHbbGXlfvhap2TqfrJCfILRu2GKU7850z7d8mGjo3DjOGqY9WkSZS302hfTPI/S+5PPT2NiHY44o98Oav3rT/LnkfLdOtDknAIgiCKAqRBC3G2O0AjgKwBcAcAOdyzleHzzD/Uxfe4Yh7j0CXXbugz8F9PHGk7KwScIa3y7/niMDXhNJolUmCsxqGdyg4EYtV7nVYYHa/bHfsftnuGJ0aDfDCrjoMJAzRqkOCIIhGQdRZ5B0AAznngwHMBHBd9CrB4cgum3xadmiJff6wj34Fnya6fFSsDZWDcPxTx2PgKQMDXSvVaBU4vENgwra56f0VCoMtk+IqwyZAUb327wUAGHLuEKP0tOqQIAiiOETSaHHOxwl/fgHgxGjVceSd/RFyYkjSGT4MnQZ2wgljTgh0jUOjZbrqsEgaraht7NHYFf+RAUjIdOjOMoRs2b53+2CBU0ukPQmCIJobcdpFzgMwVnWSMXYRY2wiY2xiTU2NNiNRGxV2Ak/SGb5QiJN82MChhSayj5YB3YZ1C1dGCJqKM3yx+wVBEERzxVejxRh7F0AXyak/cs5fzaX5I4B6AE+r8uGcPwjgQQCorq6WzsbiZBCnRqvUv+ZbbtMSG5dv9By3NFosxYoW3sGYmFYd+glqVy680jzafAyUaniHwOTypjhRBEEQhcVX0OKcj9SdZ4ydDeAXAA7isW2wh8g+MkluKh03l02/DBtr1IJWqjxl7MNUbNNh0hqttt3ahss/JIVYdVhIjZYVmJMgCIIoDFFXHR4G4A8ARnDOvZJC+HyjTz6iQqvEzSatOrZCq46tPMctQStdni5aZHhj4lp1WGLCcRLt2bJDSwBAn0P6ZA8U0C+NBC2CIIjCEtWOcA+ANgDeYYxNYYw9EEOdskScfJLQ7Ox20W7ounvX2PNVYZmtUuUpY9Nh0cI7WIRVaJluml0gDr3z0MQ2tG7dpTV+M+83OOT2QwAURqOVqc8AIEGLIAii0ERddbh9XBVxwIA+B/dBq06tsPc1e4fLIgFn+KP+fVSs+fmRaRAmxxIJ73DFnCtQ1sLbbSILCSWmdBz+2+EY/tvhieW/1XZb2b+HXjgUUx6ZgkGnDcJ7172XSHkNWxoAkKBFEARRaEorMrww2bbq2ApXL706fFaNyBleheX0vd+N+5WM6bB9n/ba86WikSoFTn/rdIdApWLr7bfG72t+n2hdbEGrgFH2iWDsctYu+OaJb4pdDYIgYqa0BK0ccQgLjckZXkV5i3I7VtKan9YAANKV+omy6JHho+512Mifmcj2hyaj8A0DabRKn2MfPxbHPn5ssatBEETMlKSgFQeisFbqzvAmtO3RFvuP3h+DTh+kT1gsOatAqw6JcJCgRRAEURxKU9CKadJtSmYsxhhG3DTCP10j12hZz8xacZmUQ3pzgwQtgiCI4lBSglZimqdmpC1ptNo7V7W7D++OEX8ageqLq4tTnyaGJWilKihgKUEQRCEpyVE3LmGh/zH9AQC9RvSKJb/GQGMNWOr20WKMYf9R+6N1l9ZxVK/ZM/CUgeh/bH8c+JcDi10VgiCIZkVJClpx0fvA3hjFR6HLENkOQk2UIim0tj886/jdY88eoa4vtThaTY2K1hU4+eWT0aZrm2JXhSAIollRUqZDm0Zq/SoFimU63OHwHfDHzX9EWWXILkXPnCAIgmiClJZGiybbyBQzMnxoIUuEFFoEQRBEE6K0BK0cUbQyLTu2jLEmjZBGKqw2Wid+giAIgtBQmqbDCFwy5RKsnL2y2NUoGkXf6zAi5KMFbLPTNsWuAkEQBBETpSloRZAV2nRt06wdfhutZihiHK6mwo11NzZarSRBEAThpTQFLSI8NEk3aqxArQRBEETToCRH9UarlSkBGrvpkCAIgiCaEiUpaJFWJjyNVUhtrPUmCIIgCB0lJWjRZBudxq7RImd4giAIoilRUoKWBQlcEWisTUfO8ARBEEQTpCQFLSI8jVWjRcI1QRAE0RQpzVWHBZhzy1uVI1OXSb6gAtPYBRYyHRIEQRBNidIStAooI1yz4prCFVZIGqmcZW38vd2+2xW5JgRBEAQRH6UlaOUohFYmln35SpDGajrssVcP/G7R79Bm2+YbbJYgCIJoepCPVhOjMZsOScgiCIIgmhqlKWg1XlmBIAiCIAjCpqQErcasjSEIgiAIgnBTUoKWBQlcBEEQBEE0BZqmR3gzZ8+r9sSOx+xY7GoQBEEQRLOHBK0myCH/OKTYVSAIgiAIAqVmOiSLIUEQBEEQTYjSErQoKDhBEARBEE2I0hK0CIIgCIIgmhClJWiR6ZAgCIIgiCZEaQlaOWhjYYIgCIIgmgIlKWgRBEEQBEE0BSIJWoyxvzDGvmWMTWGMjWOMdY2rYgRBEARBEI2dqBqt2znngznnQwC8DuCmKJlRRHiCIAiCIJoSkQQtzvla4c9WiCtAA7loEQRBEATRBIgcGZ4x9lcAZwFYA+CAyDUiCIIgCIJoIvhqtBhj7zLGpkr+HQMAnPM/cs57AHgawK81+VzEGJvIGJtYU1MT3x0QBEEQBEGUKL4aLc75SMO8ngHwBoBRinweBPAgAFRXV8uNg+SiRRAEQRBEEyLqqsMdhD+PBvB9tOoQBEEQBEE0HaL6aN3GGNsRQAbAfACXRK8SQRAEQRBE0yCSoMU5PyGuirjyTSJbgiAIgiCIglJSkeEpjhZBEARBEE2JkhK0CIIgCIIgmhIlJWid+NyJ2OGIHdC6S+tiV4UgCIIgCCIykQOWxknPvXvitDdOK3Y1CIIgCIIgYqGkNFoEQRAEQRBNCRK0CIIgCIIgEoIELYIgCIIgiIQgQYsgCIIgCCIhSNAiCIIgCIJICBK0CIIgCIIgEoIELYIgCIIgiIQgQYsgCIIgCCIhSNAiCIIgCIJICBK0CIIgCIIgEoIELYIgCIIgiIQgQYsgCIIgCCIhSNAiCIIgCIJICBK0CIIgCIIgEoIELYIgCIIgiIQgQYsgCIIgCCIhSNAiCIIgCIJICBK0CIIgCIIgEoIELYIgCIIgiIQgQYsgCIIgCCIhSNAiCIIgCIJICBK0CIIgCIIgEoIELYIgCIIgiIQgQYsgCIIgCCIhSNAiCIIgCIJICBK0CIIgCIIgEoIELYIgCIIgiIQgQYsgCIIgCCIhSNAiCIIgCIJIiFgELcbY1YwxzhjbJo78CIIgCIIgmgKRBS3GWA8ABwP4KXp1CIIgCIIgmg5xaLTuBHANAB5DXgRBEARBEE2GSIIWY+xoAD9zzr+JqT4EQRAEQRBNhjK/BIyxdwF0kZz6I4DrARxiUhBj7CIAFwFAz549A1SRIAiCIAiiceIraHHOR8qOM8YGAegN4BvGGAB0BzCZMTaMc75Eks+DAB4EgOrqajIzEgRBEATR5PEVtFRwzr8D0Mn6mzE2D0A153x5DPUiCIIgCIJo9FAcLYIgCIIgiIQIrdFywznvFVdeBEEQBEEQTQHSaBEEQRAEQSQECVoEQRAEQRAJQYIWQRAEQRBEQpCgRRAEQRAEkRAkaBEEQRAEQSQECVoEQRAEQRAJQYIWQRAEQRBEQsQWR4sgwnDq66di7YK1xa4GQRAEQSQCCVpEUel3ZL9iV4EgCIIgEoNMhwRBEARBEAlBghZBEARBEERCkKBFEARBEASRECRoEQRBEARBJAQJWgRBEARBEAlBghZBEARBEERCkKBFEARBEASRECRoEQRBEARBJAQJWgRBEARBEAlBghZBEARBEERCkKBFEARBEASRECRoEQRBEARBJAQJWgRBEARBEAnBOOeFL5SxGgDzQ1zaDsCaCEVHvT6OPLYBsLyI5ceRR7GvB4rfjk3hOURtwzjqUOzr48ij2H0xjjyKfT1A7RjH9UDx27EpPAdZG27HOe8YKjfOeaP5B+DBYl4fUx0mNoF7KIXnUNR2bCLPIVIblsg9lMJzoHe6CbzTpdAOTaEdm8hziDw2iv8am+nwf0W+Pq48il1+sdux2G0IlMY9lEIdolLseyiF51AK5Re7HYvdhgC1Y1yUwj2UQh1ioyimw+YMY2wi57y62PVo7FA7RofaMB6oHeOB2jEeqB2jE3cbNjaNVlPgwWJXoIlA7RgdasN4oHaMB2rHeKB2jE6sbUgaLYIgCIIgiIQgjRZBEARBEERCkKAVEcbYI4yxZYyxqcKxIYyxLxhjUxhjExljw4RzgxljnzPGpjHGvmOMVeWOn8wY+zZ3/O/FuJdiEqQdGWMVjLFHc+33DWNsf0l+r4l5NRcU7bhLrs99xxj7H2Osbe54B8bYB4yx9Yyxe1z5NNv+GKQNhfM9c+14tSQ/6ov5Y8p2pLFRTsB3msZGCYyxHrmxbkauH/0md3xrxtg7jLFZuf/b547HOzbGuYSxOf4DsB+A3QBMFY6NA3B47vcRAD7M/S4D8C2AXXJ/dwCQzv3/E4COueOPAzio2PdWwu34KwCP5n53AjAJQEq47ngAz4h5NZd/inb8CsCI3O/zAPwl97sVgH0AXALgHiF9s+6PQdpQOP8igOcBXO06Tn3RrC/S2BhPO9LYKG/DbQHslvvdBsBMAAMA/B3Atbnj1wL4W+53rGMjabQiwjkfD2Cl+zAA60utHYBFud+HAPiWc/5N7toVnPMGAH0AzOSc1+TSvQvghEQrXmIEbMcBAN7LXbcMwGoA1QDAGGsN4HcAbk62xqWJoh13BDA+9/sd5PoW53wD5/wTAJtd6Zt1fwzShgDAGDsWwI8ApokXUF8M1I40NioI2I40NkrgnC/mnE/O/V4HYAaAbgCOQVZYQu7/Y3NpYh0bSdBKht8CuJ0xtgDAPwBclzveDwBnjL3NGJvMGLsmd3w2gP6MsV6MsTJkH3aPAte5FPkt5O34DYBjGGNljLHeAIYi315/AfBPABsLXNdSZiqAo3O/T4J/36L+6EXahoyxVgD+AGC05Brqi15UfZHGxmCo2pHGRh8YY70A7ApgAoDOnPPFQFYYQ1YLqCNUfyRBKxkuBXAl57wHgCsBPJw7XoasOvL03P/HMcYO4pyvyl3zXwAfA5gHoL7QlS5BVO34CICFACYCuAvAZwDqGWNDAGzPOX+58FUtac4D8CvG2CRk1eZbdImpP0pRteFoAHdyzteLiakvKlG1I42NwVC1I42NGnJavRcB/JZzvjbo9WH7Y1nQgggjzgbwm9zv5wH8J/d7IYCPOOfLAYAx9iaytvf3OOf/Qy6aLWPsIgANBa1xaSJtR855PbKCFwCAMfYZgFkARgAYyhibh2zf7sQY+5Bzvn8B61xycM6/R9Y0A8ZYPwBHGlxD/VFA04Z7ADgx5xS7FYAMY2wzsu1FfdGFph1pbAyAqh1pbFTDGCtHVsh6mnP+Uu7wUsbYtpzzxYyxbQEs88snTH8kjVYyLEK2YwPAgch2dAB4G8BgxljLnNpxBIDpAMAY65T7vz2Ay5AXzpoz0nbMtV+r3O+DAdRzzqdzzu/nnHflnPdC9qt4ZnMaSFQIfSsF4AYADwS4hvoj1G3IOd+Xc94r1+fuAnAL5/we6otyNH2RxsYAqNqRxkY5jDGGrEVkBuf8DuHUa8h+0CP3/6sGeQXuj6TRighjbAyA/QFswxhbCGAUgAsB/Cs3YGwGcBGQVTsyxu5AdsUIB/Am5/yNXFb/Yoztkvv9Z875zALeRtEJ0o7I2tHfZoxlAPwM4MzC17g0UbRja8bYr3JJXgLwqJB+HrILDipyTt2HcM6noxn3x6BtSMgJ0o40NqoJ2B9pbJSzN7Jt8R1jbEru2PUAbgPwHGPsfGRXE55kXRDn2EiR4QmCIAiCIBKCTIcEQRAEQRAJQYIWQRAEQRBEQpCgRRAEQRAEkRAkaBEEQRAEQSQECVoEQRAEQRAJQYIWQRCNCsbYnxhjV2vOH8sYG1DIOhEEQaggQYsgiKbGschurksQBFF0KI4WQRAlD2PsjwDOArAAQA2ASQDWIBvEtgLZzV7PBDAEwOu5c2sAnJDL4l4AHZHdUPfC3BYmBEEQiUOCFkEQJQ1jbCiAx5DdV7AMwGRktxx5lHO+IpfmZgBLOef/xxh7DMDrnPMXcufeA3AJ53wWY2wPALdyzg8s/J0QBNEcoS14CIIodfYF8DLnfCMAMMZeyx0fmBOwtgLQGtn98hwwxloD2AvA89ntzgAAlUlXmCAIwoIELYIgGgMy1ftjAI7lnH/DGDsH2f3g3KQArOacD0msZgRBEBrIGZ4giFJnPIDjGGMtGGNtAByVO94GwGLGWDmA04X063LnwDlfC2AuY+wkAGBZdgFBEESBIB8tgiBKHsEZfj6AhQCmA9gA4Jrcse8AtOGcn8MY2xvAQwBqAZwIIAPgfgDbAigH8Czn/M8FvwmCIJolJGgRBEEQBEEkBJkOCYIgCIIgEoIELYIgCIIgiIQgQYsgCIIgCCIhSNAiCIIgCIJICBK0CIIgCIIgEoIELYIgCIIgiIQgQYsgCIIgCCIhSNAiCIIgCIJIiP8HjFFUg7/DLJMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "url_belize = \"http://berkeleyearth.lbl.gov/auto/Regional/TAVG/Text/belize-TAVG-Trend.txt\"\n",
    "temp_belize = open_and_clean(url_belize)\n",
    "\n",
    "f, ax = plt.subplots(figsize=(10, 6))\n",
    "temp_belize.plot(y=\"Anomaly\",\n",
    "                 color=\"purple\",\n",
    "                 ax=ax)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}