MB_CHALLENGE1.ipynb

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   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f70d0134-419a-48b6-a965-b3d058fe064b",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"/Users/mariobevilacquad/AI_RETAIL/POS_data.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "729c6650-58e6-4312-aa26-1858b8251d0d",
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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>Time</th>\n",
       "      <th>Transaction</th>\n",
       "      <th>Item</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10/30/2016</td>\n",
       "      <td>9:58:11</td>\n",
       "      <td>1</td>\n",
       "      <td>Bread</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10/30/2016</td>\n",
       "      <td>10:05:34</td>\n",
       "      <td>2</td>\n",
       "      <td>Scandinavian</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10/30/2016</td>\n",
       "      <td>10:05:34</td>\n",
       "      <td>2</td>\n",
       "      <td>Scandinavian</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10/30/2016</td>\n",
       "      <td>10:07:57</td>\n",
       "      <td>3</td>\n",
       "      <td>Hot chocolate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10/30/2016</td>\n",
       "      <td>10:07:57</td>\n",
       "      <td>3</td>\n",
       "      <td>Jam</td>\n",
       "    </tr>\n",
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       "      <th>...</th>\n",
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       "    <tr>\n",
       "      <th>21288</th>\n",
       "      <td>4/9/2017</td>\n",
       "      <td>14:32:58</td>\n",
       "      <td>9682</td>\n",
       "      <td>Coffee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21289</th>\n",
       "      <td>4/9/2017</td>\n",
       "      <td>14:32:58</td>\n",
       "      <td>9682</td>\n",
       "      <td>Tea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21290</th>\n",
       "      <td>4/9/2017</td>\n",
       "      <td>14:57:06</td>\n",
       "      <td>9683</td>\n",
       "      <td>Coffee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21291</th>\n",
       "      <td>4/9/2017</td>\n",
       "      <td>14:57:06</td>\n",
       "      <td>9683</td>\n",
       "      <td>Pastry</td>\n",
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       "    <tr>\n",
       "      <th>21292</th>\n",
       "      <td>4/9/2017</td>\n",
       "      <td>15:04:24</td>\n",
       "      <td>9684</td>\n",
       "      <td>Smoothies</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>21293 rows × 4 columns</p>\n",
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      ],
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       "             Date      Time  Transaction           Item\n",
       "0      10/30/2016   9:58:11            1          Bread\n",
       "1      10/30/2016  10:05:34            2   Scandinavian\n",
       "2      10/30/2016  10:05:34            2   Scandinavian\n",
       "3      10/30/2016  10:07:57            3  Hot chocolate\n",
       "4      10/30/2016  10:07:57            3            Jam\n",
       "...           ...       ...          ...            ...\n",
       "21288    4/9/2017  14:32:58         9682         Coffee\n",
       "21289    4/9/2017  14:32:58         9682            Tea\n",
       "21290    4/9/2017  14:57:06         9683         Coffee\n",
       "21291    4/9/2017  14:57:06         9683         Pastry\n",
       "21292    4/9/2017  15:04:24         9684      Smoothies\n",
       "\n",
       "[21293 rows x 4 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "df"
   ]
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "278bc5d1-0b7a-4198-b9ed-69b4c387dc89",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Created 2 Dataframes, based on Timestamp in order to better compare and see the POS for 2016 & 2017\n",
    "df['Time_stamp'] = pd.to_datetime(df['Date'] + ' ' + df['Time'])\n",
    "\n",
    "# Separate data for 2016 and 2017\n",
    "df_2016 = df[df['Time_stamp'].dt.year == 2016]\n",
    "df_2017 = df[df['Time_stamp'].dt.year == 2017]"
   ]
  },
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   "cell_type": "code",
   "execution_count": 71,
   "id": "fd4434bc-a1bc-43d1-898f-6f4bf9eb8d82",
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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>Time</th>\n",
       "      <th>Transaction</th>\n",
       "      <th>Item</th>\n",
       "      <th>Time_stamp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8561</th>\n",
       "      <td>1/1/2017</td>\n",
       "      <td>1900-01-01 01:21:05</td>\n",
       "      <td>4090</td>\n",
       "      <td>Bread</td>\n",
       "      <td>2017-01-01 01:21:05</td>\n",
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       "    <tr>\n",
       "      <th>8562</th>\n",
       "      <td>1/3/2017</td>\n",
       "      <td>1900-01-01 09:08:01</td>\n",
       "      <td>4094</td>\n",
       "      <td>Coffee</td>\n",
       "      <td>2017-01-03 09:08:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8563</th>\n",
       "      <td>1/3/2017</td>\n",
       "      <td>1900-01-01 09:14:31</td>\n",
       "      <td>4095</td>\n",
       "      <td>Coffee</td>\n",
       "      <td>2017-01-03 09:14:31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8564</th>\n",
       "      <td>1/3/2017</td>\n",
       "      <td>1900-01-01 09:14:31</td>\n",
       "      <td>4095</td>\n",
       "      <td>Toast</td>\n",
       "      <td>2017-01-03 09:14:31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8565</th>\n",
       "      <td>1/3/2017</td>\n",
       "      <td>1900-01-01 09:17:54</td>\n",
       "      <td>4096</td>\n",
       "      <td>Farm House</td>\n",
       "      <td>2017-01-03 09:17:54</td>\n",
       "    </tr>\n",
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       "      <th>...</th>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21288</th>\n",
       "      <td>4/9/2017</td>\n",
       "      <td>1900-01-01 14:32:58</td>\n",
       "      <td>9682</td>\n",
       "      <td>Coffee</td>\n",
       "      <td>2017-04-09 14:32:58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21289</th>\n",
       "      <td>4/9/2017</td>\n",
       "      <td>1900-01-01 14:32:58</td>\n",
       "      <td>9682</td>\n",
       "      <td>Tea</td>\n",
       "      <td>2017-04-09 14:32:58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21290</th>\n",
       "      <td>4/9/2017</td>\n",
       "      <td>1900-01-01 14:57:06</td>\n",
       "      <td>9683</td>\n",
       "      <td>Coffee</td>\n",
       "      <td>2017-04-09 14:57:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21291</th>\n",
       "      <td>4/9/2017</td>\n",
       "      <td>1900-01-01 14:57:06</td>\n",
       "      <td>9683</td>\n",
       "      <td>Pastry</td>\n",
       "      <td>2017-04-09 14:57:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21292</th>\n",
       "      <td>4/9/2017</td>\n",
       "      <td>1900-01-01 15:04:24</td>\n",
       "      <td>9684</td>\n",
       "      <td>Smoothies</td>\n",
       "      <td>2017-04-09 15:04:24</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12732 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Date                Time  Transaction        Item  \\\n",
       "8561   1/1/2017 1900-01-01 01:21:05         4090       Bread   \n",
       "8562   1/3/2017 1900-01-01 09:08:01         4094      Coffee   \n",
       "8563   1/3/2017 1900-01-01 09:14:31         4095      Coffee   \n",
       "8564   1/3/2017 1900-01-01 09:14:31         4095       Toast   \n",
       "8565   1/3/2017 1900-01-01 09:17:54         4096  Farm House   \n",
       "...         ...                 ...          ...         ...   \n",
       "21288  4/9/2017 1900-01-01 14:32:58         9682      Coffee   \n",
       "21289  4/9/2017 1900-01-01 14:32:58         9682         Tea   \n",
       "21290  4/9/2017 1900-01-01 14:57:06         9683      Coffee   \n",
       "21291  4/9/2017 1900-01-01 14:57:06         9683      Pastry   \n",
       "21292  4/9/2017 1900-01-01 15:04:24         9684   Smoothies   \n",
       "\n",
       "               Time_stamp  \n",
       "8561  2017-01-01 01:21:05  \n",
       "8562  2017-01-03 09:08:01  \n",
       "8563  2017-01-03 09:14:31  \n",
       "8564  2017-01-03 09:14:31  \n",
       "8565  2017-01-03 09:17:54  \n",
       "...                   ...  \n",
       "21288 2017-04-09 14:32:58  \n",
       "21289 2017-04-09 14:32:58  \n",
       "21290 2017-04-09 14:57:06  \n",
       "21291 2017-04-09 14:57:06  \n",
       "21292 2017-04-09 15:04:24  \n",
       "\n",
       "[12732 rows x 5 columns]"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "1068965e-d3a9-46aa-9dfa-88824215cd5f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 95 unique products\n"
     ]
    }
   ],
   "source": [
    "#Identifying the amount of unique products in the dataset\n",
    "num_products = df.Item.nunique()\n",
    "print('There are', num_products, 'unique products')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a05a3149-6e49-4d84-b4b6-09b28236f2de",
   "metadata": {},
   "source": [
    "## Obtaining TOP SALES in all POS and in each year\n",
    "\n",
    "As we can see in the above information, the top product distribution varies in the 3 cases. \n",
    "1) In overall sales, the top 10 is composed of Coffee, Bread, Tea, Cake, Sandwich, Pastry, NONE, Cookies, Hot Chocolatem and Medialuna.\n",
    "2) In 2016, the top 10 is composed of Coffee, Bread, Tea, NONE, Medialuna, Pastry, Cake, Hot Chocolate, Sandwich and Farm House. \n",
    "3) In 2017, the top 10 is composed of Coffee, Bread, Tea, Cake, Sandwich, Pastry, Cookies, NONE, Hot Chocolate and Juice. \n",
    "\n",
    "Conclusion: \n",
    "\n",
    "    - TOP 3 most sold products remained the same in 2016 and 2017, achieving the TOP 3 products in OVERALL. \n",
    "    - Most of the Products in the TOP 10 are similar, with exception of certain products. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "16d51dd6-f7ec-4ce3-ae48-1e77f9b84fa6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top Products by Sales:\n",
      "             Item  Transaction\n",
      "23         Coffee     27084057\n",
      "11          Bread     16213533\n",
      "84            Tea      7030856\n",
      "15           Cake      5932362\n",
      "74       Sandwich      4344466\n",
      "66         Pastry      4098061\n",
      "62           NONE      3395760\n",
      "26        Cookies      2930952\n",
      "48  Hot chocolate      2796539\n",
      "55      Medialuna      2350450\n"
     ]
    }
   ],
   "source": [
    "# 'Transaction' column represents sales\n",
    "top_products = df.groupby('Item')['Transaction'].sum().reset_index()\n",
    "\n",
    "top_products = top_products.sort_values(by='Transaction', ascending=False)\n",
    "\n",
    "print(\"Top Products by Sales:\")\n",
    "print(top_products.head(10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "a664e1d8-c9f7-41a0-b4d5-ae32a01e7782",
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    {
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7dqy+++67OI/VkB69mVq5cqV69epl+i9lAEiq8ufPL3d3d+3cuTPW9MuXL+uvv/5S2bJlY03fu3ev9e+GYej7779XuXLlnnht7YsqXbq0HB0d49R3+PBhXbt2zVqfl5eXfvnll1g35vr1119jBeKYU3Rv3LhhnRYYGBjrbt+lSpWSg4OD9TTpGCtWrNCgQYNkb28f5w7XK1euVO3atRUeHi5HR0d5eXlZr7mNuUP6k/z000+xXn/zzTdydnaO9YFx8+bNdebMGX3xxReqUqXKUz+cyJw5s1KlSqV169bFCoAxzp07p9SpUytv3rw6d+6cAgIC1LFjRxUsWNC6X7/88oukuB9ESI/+PRwcHHTz5k3rByYlS5ZUqlSpNHPmTF25ckVXr15VzZo1rR8uvPHGG+revbuqVKny1H707NlTISEhGjNmTKw7kseYOXOmLl68qF69esWZ16xZM504cUKHDh3S33//bb0Rndly5sypDz74QJcvX9bSpUslPTqVfseOHfL29paXl5cqVaoU6+u9997T6dOn9ddff72UmgAAL45TxBNo0aJFatmypVq3bi3p0TWF48ePV6dOnXTlypVYz2Rdt26d0qVLF+dmOwCQktnZ2WnQoEEaMWKEBg8erHfffVf379/X/Pnz5erqqi5dusQaP23aNIWFhSl//vzauHGj/P399cUXX7y0+jJkyKAePXros88+k4ODg/UZxHPmzFHBggWt14T37t1be/fuVdeuXdWtWzfdu3dPs2fPjnVNr4eHh/UxTzGPWVq8eHGsu1a7ubmpY8eOWrlypRwdHVWxYkX9/fff+vLLL/Xhhx/Kzs7OehR3586dKl26tCpXrqwZM2aod+/eat++vezt7bV+/Xo5Ojqqdu3aT92/77//XlmzZlWVKlW0f/9+bdiwQf379491vW65cuWUP39+HTp0SLNmzXrq+uzt7TVu3Dj17t1bzZo1U7t27VSgQAGFhITowIEDWrt2rfr37y9XV1flz59fadOm1aJFi5QqVSqlSpVKu3fvjnXd8X9lzJhR3bp105w5cxQUFKRKlSrp5s2bmjNnjiwWi4oUKaJ06dIpW7ZsmjRpkoKCgpQnTx7973//088//6yePXs+sXYPDw998sknGjFihNq0aaO2bdsqV65cunXrlrZs2aIDBw5oyJAh8d5Qr0qVKsqRI4c++ugj5cqVS15eXk/cztOCbv78+a1nTTxJ586dtWnTJi1dulRNmjTR33//rYCAgDj3CYjRuHFjzZkzR+vXr49107iVK1fGGZs+fXo1bdrU+nr37t3WU88f16JFC6VJk+apdQIAEo6AnUAnT57U8ePHY93QJOaaMn9//1gBe+vWrXrvvfeeeg0hAKRETZs2VZo0abR48WL17t1badOmVfXq1TVo0KA41wiPGzdOixcv1uXLl1WsWDGtWLHiuW4umRh9+/ZV5syZtWbNGm3YsEEZMmRQgwYNNGDAAOv12vny5dOaNWv0ySefaODAgcqUKZOGDRsW627b9vb2mjt3riZPnqxBgwYpc+bM6tSpk86dO6fz589bxw0dOlSZMmXS+vXrtWzZMuXKlUsfffSR9cPa+vXra9u2bRo+fLiaN2+ucePGadGiRfrss880aNAgRUVFqUSJElqxYoXeeOONp+7bqFGj9M0332jlypVyd3ePdQOyx9WqVUv37t2z3pX7aWrVqqWvvvpKy5cv16JFi3Tv3j05OjqqWLFimjVrlvUGbunSpdOCBQs0bdo09e/fX2nSpFHRokW1Zs0ade/eXYcPH7bevOxxAwYMkLu7u9atW6dly5bJ1dVVXl5eGjRokNKlSydJmj9/vmbOnKk5c+bo/v37yp49u/r06fPM68fffvtteXh4aOXKlZo7d65u374tNzc3lS9fXl9++WWcu5rHsLOzs97Rvl+/fk+97v1pH6R/9tlnz+yxo6OjRo4cqZ49e2rq1KkKDg6Wq6urqlWrFu/4HDlyqEKFCvruu+80YsQI6/QpU6bEGZsnT55YAXvt2rXxrrNBgwYEbAAwkcWI784j0PDhw3X16lXrY7pKlSolHx+fWHe9jeHu7m59Y3b69Gk1btxY27ZtU5EiRV5pzQCQHGzZskUjRozQvn37Yn04iZfPMAy9/fbbqlatmkaOHGnrcgAASHG4BjuBChUqpPPnzytv3rzWrxs3bmjatGmxbqJy+PBhZcqUiXANAEgygoKCNH/+fPXq1UuXL1+O9axqAABgHgJ2AnXv3l27d+/W/Pnzdf78ef3+++8aMWKEHj58GOu0x5MnT8Z5DisAALbk5OSk9evXy9fXV5MnT473Zp4AAODFcQ12AjVo0ECzZs3S4sWLtWjRImXIkEHe3t4aMmRIrHG3b9/mzuEA8BRNmzaNdW0oXr5UqVJp//79ti4DAIAUj2uwAQAAAAAwAaeIAwAAAABgAgI2AAAAAAAmeO2vwT527JgMw5CDg4OtSwEAAAAAJDERERGyWCzy9PR85tjX/gi2YRjiMvSEMQxD4eHh9Msk9NN89NRc9NNc9NN89NRc9NNc9NN89NRc9DPhniczvvZHsGOOXJcsWdLGlSR9wcHBOnXqlAoWLCgXFxdbl5Ps0U/z0VNz0U9z0U/z0VNz0U9z0U/z0VNz0c+E8/X1TfDY1/4INgAAAAAAZiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAIAUIyraSJbbjoyM1BdffKGmTZvK09NTlStXlo+Pj/7444/nWs/48ePl6empcuXK6c6dO3Fe4+VKZesCAAAAAMAs9nYWtV97VKduBb3S7RbNklZr2pVN1LJhYWHq0qWLrl+/rn79+snT01OhoaHavHmzunTpomnTpqlRo0bPXM/p06e1bt06jR8/XtWqVdOdO3divc6cOXOi6kPCEbABAAAApCinbgXp2NVAW5eRYHPmzJGfn5927typ7NmzW6ePGjVKQUFBmjRpkry9vZUmTZqnrufBgweSpKpVqypXrlw6dOhQrNd4+ThFHAAAAABsJCIiQps3b1bTpk1jhesYAwYM0NKlS+Xk5KSAgACNHz9eNWvWVKlSpdS6dWsdPHhQkrRlyxZ16NBBklS3bl15e3vHej18+HBJkr+/v7p3764qVarogw8+0MiRI3X79m3r9gzD0NKlS1WnTh2VLl1ajRs31vbt2192G1IMjmADAAAAgI1cvnxZAQEBKls2/tPLs2bNqqxZsyoqKko+Pj6KiIjQ9OnT5ebmplWrVqlr165at26dGjZsqLRp06pv377auHGj8ufPr99//z3W65s3b6pt27Zq1KiRBgwYoJMnT2r37t1q1aqVdu7cKRcXF82aNUs7d+7UmDFj9MYbb+jPP//UuHHj9PDhQ7Vr1+4Vdyf54Qg2AAAAANhIYOCjU9ldXV2fOm7//v06ceKEPv30U1WsWFEFCxbU+PHjVahQIS1fvlxOTk7Wdbi5uSldunRxXn/55ZfKli2bRo8erfz58+uNN97Q1KlTdffuXe3atUvBwcFauXKlRo4cqVq1ailPnjxq1qyZOnfurOXLl7/cRqQQHMFGglksFjk7O8tisdi6FAAAACBFcHNzkyQFBAQ8ddyZM2eULl06FS5c2DrNYrGofPny2r9/f4K2dfLkSf3zzz/y9PSUYRiKjo6WnZ2dwsLC5O/vr7NnzyosLEyDBw+Wnd3/H4uNjIxUeHi4QkND5eTk9Pw7+RohYCcTUdGG7O1sG2ydnZ1VrFgxm9YQIyn0AwAAAHhRuXPnVubMmXX06FE1bNgwznx/f399/PHHTzyF3DAMpUqVsFgXHR2typUra+zYsQoJCZG/v78KFCggZ2dnpUuXTpcvX5YkzZ49W2+88Uac5R0dHZ9jz15PBOxkwlaPG0iKXuQRCAAAAEBSYmdnp+bNm2v16tXq2rVrnBudLVu2TL6+vurYsaMePnyoM2fOWI9iG4ahI0eOqGDBggnaVqFChfTtt98qe/bsioyM1L///itXV1eNGzdOXbp0UfHixZUqVSpdu3ZNtWvXti63atUqnT17VhMmTDBvx1MoAnYyktweNwAAAADg2Xr16qVff/1Vbdu2Vf/+/VW2bFkFBAToyy+/1NatWzVr1ixVr15dRYsW1eDBg/XRRx8pU6ZMWrNmjc6cOaOxY8cmaDtt27bVhg0bNGTIEHXp0kUXL17UnDlzdPbsWRUuXFjp0qVT69atNWfOHKVNm1Zly5bVwYMHNX36dPXs2fMldyFlIGADAAAASFGKZkmbrLbp7OysNWvWaMWKFVq6dKmuXbsmJycnFStWTKtXr1b58uUlSStWrNDUqVPVp08fhYeHq0SJElq5cqXKlCmToO3kzp1ba9as0aeffqouXbrIYrGobNmyWrVqlfVa8BEjRihjxoyaM2eObt26pezZs6tfv37q1q1bovfvdULABgAAAJBiREUbNruc8EXuE+Ti4qI+ffqoT58+Txzj5uamqVOnPnF+pUqV5Ofn98TXklSsWDEtX75cwcHBOnXqlIoWLSoXFxfr/FSpUj2zDjwZj+kCAAAAkGLY8ka43IQXBGwAAAAAAExAwAYAAAAAwAQEbAAAAAAATEDABgAAAADABARsAAAAAABMQMAGAAAAAMAEBGwAAAAAAExAwAYAAAAAwAQEbAAAAAAATJDK1gUAAAAAgFmM6ChZ7OyTzba9vb119epV62sHBwflzJlTLVq0ULdu3cwu8ZmGDx+uq1evavXq1a982ykBARsAAABAimGxs9et7zop4t6pV7pdB7eiyvLWF4la1sfHRz4+PpKk0NBQHT9+XKNHj5azs7PatWtnZpl4yQjYAAAAAFKUiHunFH77L1uXkWAuLi5yd3e3vs6dO7cOHjyozZs3E7CTGQI2AAAAACQxTk5O1r936NBB+fLl0+nTp3X+/HmNGTNG7777rjZv3qxly5bp6tWrypkzp1q3bq0OHTrIzu7RrbYOHz6suXPn6n//+5/Cw8OVO3du9erVS40bN5YkGYahpUuXavPmzXrw4IHeeusthYWF2WR/UwpucgYAAAAAScjx48e1c+dOtWjRwjpt48aN6tixo9atW6fq1atrw4YNmjZtmvr06aNvvvlGAwYM0NKlSzVjxgxJ0s2bN9W1a1eVLFlSX3/9tbZu3apSpUpp1KhRunPnjiRp+/bt+uKLL/Thhx9qy5YtSp8+vb799lub7HNKwRFsAAAAALChxYsXa8WKFZKkiIgIRUREqHTp0mrUqJF1TNGiRWO9XrBggd5//329/fbbkh6dVh4UFKTx48erf//+CgsLU9++fdW1a1dZLBZJUo8ePbR161ZduHBBRYsW1e7du9WmTRu98847kqQRI0bo4MGDr2q3UyQCNgAAAADYUMyp3ZIUGRmpixcvatasWWrXrp02btwoScqbN691/L1793Tjxg3NnDlTc+bMsU6Pjo5WWFiYrly5ogIFCqhp06ZatWqVzpw5o0uXLun06dOSpKioKAUEBCggIEDFixePVUuZMmXk7+//snc5xSJgAwAAAIANubq6xgrQBQoUkKurq9q2bavffvtNUuxrsqOjoyU9OuJcpUqVOOvLnj27zp49q7Zt26p48eKqUqWK6tevr4wZM1pPO485qm0YRqxlU6UiIr4IrsEGAAAAgCQmJvjGhOnHZcqUSW5ubrp8+bLy5s1r/Tpx4oRmz54tSVq/fr0yZcqkzz//XN27d1fNmjWt114bhqEMGTIoU6ZM+uuvv2Kt+3//+99L3a+UjoANAAAAADYUHBys27dv6/bt27p165YOHz6syZMnK0uWLPLy8ooz3mKxqHv37lq9erXWrFmjS5cuac+ePRo3bpycnJzk6OiobNmy6caNG/r555919epVff/99xo3bpwkKTw8XJL07rvvasOGDdq4caPOnz+v2bNn6/jx469y11Mcjv8DAAAASFEc3Iomq22uWLHCepMzOzs7ZciQQeXLl9eMGTPk7Owc7zI+Pj5KnTq1Vq9erU8++USZM2dWy5Yt1a9fP0lSx44dde7cOX344YcKDw9Xvnz5NGjQIM2dO1e+vr4qX7686tWrJ3d3dy1cuFB37txR9erV1bx5c50/fz7R+/K6s3nADggI0MyZM/XTTz8pKChIHh4eGjx4sMqXLx/v+IULF1pPe3icn5/fS64UAAAAQFJnREcpy1tf2GzbFjv751rmhx9+eOaY1atXxzu9Xbt2ateuXbzzHB0dNXny5DjT33vvPUmPjppLUps2bdS1a9cEVotnsXnAHjRokG7fvq2ZM2cqU6ZMWr16tbp27aqvv/5ab7zxRpzxfn5+aty4sYYOHWqDagEAAAAkZc8bcFPKtpE02PQa7IsXL+rAgQMaN26cypcvr/z58+ujjz5SlixZtGPHjniXOXPmjIoVKyZ3d/dYXwAAAAAA2JJNA3bGjBm1ZMkSlSxZ0jrNYrHIYrHowYMHccaHh4frwoUL8R7ZBgAAAADAlmwasNOnT6+aNWvK0dHROm337t26ePGiqlevHmf82bNnFRUVpd27d+vNN99UrVq1NHToUN26detVlg0AAAAAQBw2vwb7cUePHtWIESNUv3591apVK878M2fOSJKcnZ01Z84c3b17VzNnzlTHjh21devWWA9ffx6GYVgv8k+KLBbLE+8e+DoLCQmxPh8wOQoJCYn1J14cPTUX/TQX/TQfPTUX/TQX/TQfPTUX/Uw4wzBksVgSNNZiJJGEsnfvXg0ZMkRly5bVwoULlTp16njH3bt3T25ubtbXt27dUo0aNTRz5kw1bNjwubfr6+trfQ5cUuXs7KxixYqp3KxfdOxqoK3LsTnPnK46MrCGTp48yQ8EAAAAAC+do6NjrEubnyRJHMFes2aNPv74YzVo0EBTp06Ndcr4fz0eriUpS5YsypAhg27cuJHo7Ts4OKhgwYKJXv5lS+inJa+b/PnzJ/sj2BcuXFC+fPk4Q8Ek9NRc9NNc9NN89NRc9NNc9NN89NRc9DPhzp49m+CxNg/Y69at08SJE9WhQweNGjXqqWFy1qxZ2rVrl3bt2mUdd+XKFd2/f/+FArLFYpGLi0uil4dtpJQfBM7Oznz/mYyemot+mot+mo+emot+mot+mo+emot+PtvzHPC06U3Ozp8/r8mTJ6tevXrq2bOn7ty5o9u3b+v27dt6+PChwsPDdfv2besp3PXq1dPVq1c1btw4nT9/Xn/++af69u2rsmXLxntTNAAAAAAAXhWbHsHevXu3IiIitGfPHu3ZsyfWvCZNmqhJkybq2LGjVq1apUqVKqlEiRJaunSp5syZo6ZNm8rR0VF16tTRsGHDOI0aAAAAQLIyfPhwff31108d4+fn94qqgRlsGrB79eqlXr16PXXMf7+hvLy85OXl9TLLAgAAAJBMRUVHy97ONifqPu+2R40apcGDB1tfV6tWTSNHjkzUzZuRNNj8GmwAAAAAMIu9nZ06/LxWpwJvvdLtFnXNotU12z3XMunSpVO6dOniTHN3dzezNLxCBGwAAAAAKcqpwFs6dveqrct4YT/++KPmzZuns2fPKmvWrHr77bf1wQcfWJ+6dObMGX366ac6evSoQkJClDVrVrVr104+Pj42rvz1ZdObnAEAAAAA4vrll180YMAAtWzZUjt37tTYsWP13XffaejQoZIePWbLx8dHGTJk0Pr167Vz507rY49PnTpl4+pfXwRsAAAAAEhiFi1apJYtW6p169bKkyePqlWrpvHjx2vXrl26cuWKQkJC1LFjR40ZM0YFChRQvnz51K9fP0ncGM2WOEUcAAAAAJKYkydP6vjx49q0aZN1mmEYkiR/f3/VrFlTbdu21c6dO3Xy5EldunRJp0+fliRFR0fbpGYQsAEAAAAgyYmOjla3bt3UpEmTOPPc3d11+/ZttWrVSm5ubvL29la1atVUsmRJ1axZ0wbVIgYBGwAAAACSmEKFCun8+fPKmzevddrBgwe1atUqjRs3Tjt37lRAQIB2794tBwcHSf9/anjMkW68elyDDQAAAABJTPfu3bV7927Nnz9f58+f1++//64RI0bo4cOHcnd3V7Zs2RQSEqJdu3bp2rVr2r9/vwYNGiRJCg8Pt3H1ry+OYAMAAABIUYq6Zkn222zQoIFmzZqlxYsXa9GiRcqQIYO8vb01ZMgQ6/wTJ07ok08+UVBQkHLmzKkWLVpo37598vX1VZs2bUytBwlDwAYAAACQYkRFR2t1zXY227a9XeJPEv7v3b/feustvfXWW/GOtVgsGjJkiDVwx+jSpUuit48XxyniAAAAAFKMFwm4yXnbSBr4DgAAAAAAwAQEbAAAAAAATEDABgAAAADABARsAAAAAABMQMAGAAAAAMAEBGwAAAAAAExAwAYAAAAAwAQEbAAAAAAATEDABgAAAADABARsAAAAACmGER2VLLcdGRmpL774Qk2bNpWnp6cqV64sHx8f/fHHHwlex7x58+Tt7Z3oGvDiUtm6AAAAAAAwi8XOXlcWtVP4tVOvdLuOOYoqV6+1iVo2LCxMXbp00fXr19WvXz95enoqNDRUmzdvVpcuXTRt2jQ1atTI5IrxMhCwAQAAAKQo4ddOKfTiMVuXkWBz5syRn5+fdu7cqezZs1unjxo1SkFBQZo0aZK8vb2VJk0aG1aJhOAUcQAAAACwkYiICG3evFlNmzaNFa5jDBgwQEuXLpWTk5POnDmjnj17qkKFCipRooTq1KmjFStWPHHdK1euVMmSJfXjjz9KksLDwzV9+nRVr15dVapU0ZgxY/T777+/tH17HRGwAQAAAMBGLl++rICAAJUtWzbe+VmzZlWpUqUUHh4uHx8fZciQQevXr9fOnTvVoEEDTZ06VadOxT0dfu3atZo5c6bmz5+v2rVrS5JGjBihAwcOaMaMGfryyy9VqVIl9evXTz/99NPL3MXXCqeIAwAAAICNBAYGSpJcXV2fOi4kJEQdO3ZUu3btrKeK9+vXT8uWLZOfn5+KFi1qHfvVV19p2rRpWrBggapVqyZJunjxonbu3KmtW7eqaNGiCg4O1ttvv63AwEAtX75ctWrVejk7+JohYAMAAACAjbi5uUmSAgICnjmubdu22rlzp06ePKlLly7p9OnTkqTo6GjruFu3bmncuHFycHBQzpw5rdNPnjwpSWrbtq0kyTAMRUdHKzo6WunTpzdzl15rBGwAAAAAsJHcuXMrc+bMOnr0qBo2bBhnvr+/vz7++GP17t1bQ4cOlZubm7y9vVWtWjWVLFlSNWvWjDXeYrFo6dKlmj17tkaOHKm1a9fKzs5OhmFIenTqeJo0aRQSEiJ/f38VKFCAm6eZiIANAAAAADZiZ2en5s2ba/Xq1eratWucG50tW7ZMvr6+OnTokAICArR79245ODhIkvz8/CTJGp4lyd3dXVWrVlXmzJnVrFkzrVq1Sp07d1ahQoUkSbdv31axYsUUHBysf//9V9u3b1fq1KnVv3//V7THKRs3OQMAAAAAG+rVq5fy5cuntm3bauvWrbp06ZKOHz+uESNGaOvWrZo4caLy5cunkJAQ7dq1S9euXdP+/fs1aNAgSY/uDv5fHh4e6tq1q2bPnq1Lly6pUKFCql27tsaOHasffvhBV65c0Y4dO7RixQrlyZPnVe9yisURbAAAAAApimOOos8elIS26ezsrDVr1mjFihVaunSprl27JicnJxUrVkyrV69W+fLlZRiGTpw4oU8++URBQUHKmTOnWrRooX379snX11dt2rSJs94PPvhAu3bt0siRI7V69WrNmjVLs2bN0pgxYxQYGCh3d3eNHTtWTZo0eZFdx2MI2AAAAABSDCM6Srl6rbXZti129ola1sXFRX369FGfPn3inW+xWDRkyBANGTIk1vQuXbpY/963b1/17dvX+jp16tTavXu39bWzs7NGjhypkSNHKjg4WKdOnYp193G8OE4RBwAAAJBiJDbgJvdtI2kgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAgBTDiDaS5ba3b9+uli1bqkyZMvL09FSzZs20fv16E6uLX8OGDTVv3rznXm7Lli3y8PAwfWxyl8rWBQAAAACAWSx2Fp3f8D+F3Ap+pdt1zuKi/K1KJGrZTZs26eOPP9aoUaNUrlw5GYahAwcOaNKkSbpz54769OljcrUvrmHDhqpevbqty0hyCNgAAAAAUpSQW8EKufbQ1mUk2Lp169SsWTM1b97cOu2NN97QzZs3tWrVqiQZsJ2cnOTk5GTrMpIcThEHAAAAABuys7PTsWPHFBgYGGt6jx49tGHDBknStWvXNHDgQHl5eal48eKqUaOGpk+frujoaEmPTsOuV6+e9c8SJUqoadOmOnLkiHV9Dx8+1LBhw1S+fHnVrl1b33zzjXWen5+fPDw8dOLECeu03r17q1y5coqKipIkRUdHq3Llytq2bVuc077//fdfTZw4UdWqVZOnp6fat2+v//3vf7H2Z8uWLapbt65Kliyppk2b6u+//zapg0kHARsAAAAAbKhbt246efKkatSooR49emjJkiU6fvy40qVLp/z580uS3n//fT18+FCff/65du3aJR8fHy1btkw//PCDdT3Xr1/X+vXrNX36dH399ddydnbW8OHDZRiPrg0fMGCAjh8/rkWLFmnRokX666+/dP36dUmSh4eHcubMqQMHDkiSoqKidPDgQf3777/W0H38+HE9fPhQtWrVirMPAwYM0C+//KIpU6Zo69atyp07t3x8fGJ9aPDVV19p5syZ2rx5sxwdHTVgwICX0U6bImADAAAAgA01aNBAX375perUqaO///5bn376qVq0aKEGDRroyJEjCg0NVePGjTVx4kQVKVJEuXPnVufOnZU5c2b5+flZ1xMREaHx48erTJkyKlSokLp06aJLly7p9u3bOnfunPbv368xY8aofPny8vDwUJ8+feTo6Ghd3tvb2xqwjx8/LgcHB5UpU0YHDx6UJP30008qV66cXF1dY9V/7tw5/fLLLxo7dqyqV6+uvHnzaty4cWrSpInu379vHffxxx+rVKlSKly4sLp27apr167p7t27L7O1rxzXYAMAAACAjZUpU0ZlypRRdHS0Tp8+rZ9//llr1qxR9+7dtWfPHrVv3167du3S8ePHdfHiRfn5+enOnTvWU8RjFChQwPr3dOnSSXoUvM+cOSNJKlmypHW+q6urcubMaX1du3ZtbdiwQaGhoTpw4IAqV66snDlz6o8//lD37t31888/67333otTe8y6y5QpY52WOnVqjRgxQpJ09OhRSVK+fPms89OnTy9JCg0Nfd5WJWkcwQYAAAAAG7lx44bGjx+vGzduSHp0PXaxYsX0/vvva+XKlfr333/1yy+/qHXr1lq0aJHSp0+vJk2aaN26dcqWLVuc9T1+RDqGYRiyWCySFCeQp0r1/8dcK1asKEdHRx06dEi///67vLy85OXlpaNHj+rq1as6deqU6tSpE2f9j6/jaezt7eOtLSUhYAMAAACAjTg6Omrjxo3avn17nHkxR3mvXr2qEydOaNWqVerXr58aNmyotGnT6u7duwkOqEWLFpX0/0eTpUc3Jrt8+bL1tYODg6pVq6Z9+/bp77//lpeXl8qVK6fIyEjNmzdPhQsXVq5cueKsO+aoua+vr3VaZGSkvL29tWvXrgTVl1IQsAEAAADARtzc3NStWzfNmTNHs2bN0qlTp3T58mX9+OOP6tOnjypVqqQaNWpIkrZv366rV6/q8OHD+uCDDxQREaHw8PAEbSdPnjxq0KCBJkyYoN9++01nz57VggULFBEREWuct7e3tmzZoixZsih37txycnKSp6entm3bFu/Ra0nKnz+/6tevr/Hjx+uPP/7Q+fPn9dFHHyksLEwVK1Z8sQYlM1yDDQAAACBFcc7ikqy2OWDAAOXLl09fffWV1q5dq9DQUOXIkUNvvfWWevbsKRcXF40YMUIrV67U7NmzlTVrVjVs2FDZs2ePddT4WaZOnaqpU6dq4MCBioqKUq1atRQZGRlrTM2aNRUVFaXKlStbp1WpUkUHDx58YsCWpMmTJ2vatGnq37+/wsPDVbp0aS1fvlxubm7P35BkzGKktJPen1PMN+TjF/snVeVm/aJjVwOfPTCF88zpqiMDa9i6jBcWHBysU6dOqWjRonJxefW/BFIiemou+mku+mk+emou+mku+mm+hPbUiDZksbO8wsqSxrafF9+jCfc8mZFTxAEAAACkGLYMuMklXOPlIWADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACZIZesCAAAAAOB15e3tratXr1pfWywWubi4qFixYurfv78qVKjwwtuIiIjQ2rVr1blz5xdeF56OI9gAAAAAUgwjOjrZbdvHx0f79+/X/v379csvv2j9+vVKmzatunXrpmvXrr1wXTt37tSUKVNeeD14NpsfwQ4ICNDMmTP1008/KSgoSB4eHho8eLDKly8f7/grV65o4sSJ+vPPP+Xi4qLmzZurb9++sre3f8WVAwAAAEhqLHZ28t+9RKH3XjyYPg8ntxwq8GaPRC3r4uIid3d36+ssWbJo/PjxqlGjhvbs2aNOnTq9UG2GYbzQ8kg4mwfsQYMG6fbt25o5c6YyZcqk1atXq2vXrvr666/1xhtvxBobERGhrl27Kl++fFq/fr0uXbqkUaNGyc7OTv369bPRHgAAAABISkLvXVPw7Uu2LuOFpEr1KKo5Ojrq2rVrmj59uv744w89ePBAmTJlUqNGjTR48GDZ2dkpKipKM2fO1M6dO3X37l3lypVLnTp1Ups2bbRlyxaNGDFCkuTh4aFVq1bp0KFD+u233+To6ChfX181atRI33//vdq1a6c+ffpYa1i/fr3mz5+vn376yVoPns6mXbp48aIOHDigdevWqVy5cpKkjz76SL/++qt27Nih/v37xxq/e/duXbt2TV999ZVcXV1VuHBh3b17V9OmTVOvXr3k6Ohoi90AAAAAANPcvHlTkydPlouLi2rWrKn3339f7u7u+vzzz5UmTRrt27dPU6ZMkaenp+rWrat169Zp165dmjVrlrJmzaoff/xR48aNU6FChdSwYUM9fPhQkydP1v79++Xq6qpDhw7p6NGjatCggdavXy9HR0c5OTlp+/btsQL21q1b9e677xKun4NNr8HOmDGjlixZopIlS1qnWSwWWSwWPXjwIM74w4cPq3jx4nJ1dbVOq1y5soKCgnTq1KlXUjMAAAAAmGnx4sXy9PSUp6enSpYsqRo1auiff/7R7Nmz5ebmpsaNG2vixIkqUqSIcufOrc6dOytz5szy8/OTJF26dEkuLi7KlSuXcubMqfbt2+vzzz9X/vz55eTkpHTp0kmS3N3dYx2UbN68uXLlyqV8+fKpWbNmunjxoo4dOyZJOn/+vI4dO6amTZu++oYkYzb9KCJ9+vSqWbNmrGm7d+/WxYsXNXLkyDjjb9y4oWzZssWaliVLFknS9evXVbp06UTVYRiGgoODE7Xsq2CxWOTs7GzrMpKckJCQZH09SUhISKw/8eLoqbnop7nop/noqbnop7nop/kS0tOk8L75ed+jRkdHq1mzZmrTpo0kyd7eXunTp7eG4ujoaDVt2lR79+6Vr6+vLl++rH/++Ud37txRWFiYgoOD1bRpU33//feqWbOmPDw8VLlyZb355ptydnZWcHCwwsPDJcmaeSIiIpQxY0a5uLhY+5krVy4VL15cmzZtkoeHhzZt2qQSJUooR44cSTorvQqGYchisSRobJI61n/06FGNGDFC9evXV61ateLMDw0NVfr06WNNS506tSQpLCws0duNiIhI0kfAnZ2dVaxYMVuXkeScP38+RfzSunDhgq1LSHHoqbnop7nop/noqbnop7nop/me1tOk8L75ed+jRkREKDw8XP/++6912uNn84aGhmrChAmKiIhQpUqVVK5cObVs2VLjx4/X7du3rTlm2rRpOnXqlHx9fbV3716tXLlSPXv2VI0aNax3Io8Ze/v2betNoh/vZ6VKlbRhwwa9++672rp1qxo1apSkc9KrlNDLkZNMwN67d6+GDBmismXLasaMGfGOcXJysn76EiMmWLu4uCR62w4ODipYsGCil3/ZEvppyesmf/78yf4I9oULF5QvXz6bf9KaUtBTc9FPc9FP89FTc9FPc9FP8yWkp0nhffPzvkd1cHCQu7u7ihYtGu/8ffv26cKFC9q7d68yZcokSQoMDNSDBw+UOXNmFS1aVOvWrZObm5tatmypli1bSpJ69eolX19f9ezZU//8848kWbfh7u5uva768X7mypVL69at06FDh/Tw4UN16dLFeiT9dXb27NkEj00SAXvNmjX6+OOP1aBBA02dOvWJnw5ky5ZNZ86ciTXt1q1bkqSsWbMmevsxD3NH8pJSflk5Ozvz/Wcyemou+mku+mk+emou+mku+mm+pN7T532PamdnJwcHhyfuU968eSVJe/bs0Ztvvqnr169r5syZioyMlGEYcnFxUVBQkJYuXSpXV1cVKVJE586d05kzZ9SxY0e5uLgoY8aMkqRz586pYMGCcnBwsH4Y8Xg/XVxcVK9ePS1btkx16tR5oYyVkjzPBzc2D9jr1q3TxIkT1aFDB40aNeqpxVeoUEFbt25VUFCQ0qZNK0n6448/lCZNGhUpUuRVlQwAAAAgCXNyy5FitlmqVCmNGDFCK1eu1OzZs5U1a1Y1bNhQ2bNnl6+vrySpT58+ioiI0KRJk3T79m25u7urTZs26tmzp6RHN4YuXbq0WrdurenTpz91e02bNtWOHTu4uVki2TRgnz9/XpMnT1a9evXUs2dP3blzxzrPyclJqVOnVmBgoFxdXeXo6Ki6detq9uzZGjBggIYMGaIrV65o5syZ8vHx4RFdAAAAAGRER6vAmz1stm2L3fM9qOmHH3545pjOnTurc+fOT5yfKlUqDR06VEOHDo13vqurq7766qtY07p27Rrv9dU3btxQjhw5VLVq1WfWhbhsGrB3796tiIgI7dmzR3v27Ik1r0mTJmrSpIk6duyoVatWqVKlSkqdOrWWLVum8ePHq2XLlnJ1dVXbtm31wQcf2GgPAAAAACQlzxtwU8q2X9SJEyd07tw5zZ07V+3bt5ddMt4XW7JpwO7Vq5d69er11DExz3aLkTdvXq1YseJllgUAAAAAr5W//vpL06ZNU61atdSpUydbl5Ns2fwabAAAAACAbbVr107t2rWzdRnJHsf9AQAAAAAwAQEbAAAAAAATELABAAAAADABARsAAAAAABMQsAEAAAAAMAEBGwAAAAAAExCwAQAAAAAwAc/BBgAAAJBiGIYhi8WSbLbt7e0tSdq+fbvSpk0ba97w4cN19epVrV69WpIUFRWlDRs2aMuWLfL395e9vb0KFiyo5s2bq1mzZrG27eHhoVKlSmn9+vWyt7ePtd4OHTooa9asatOmjbWGq1evxlufi4uLjh079lz79DojYAMAAABIMSwWi6IO35PxMPLVbjddKtmXd0vUslevXtW0adM0YcKEJ46JiIhQ7969dfz4cfXp00fVqlVTVFSUfv31V33yySf64YcfNG/evFhh+vjx41q+fLl69OjxzBp8fHzk4+MTZ7qdHSc9Pw8CNgAAAIAUxXgYKQVGvNptvsCyuXPn1oYNG9SgQQNVqVIl3jGLFy/W4cOHtWnTJr3xxhvW6QUKFFDFihXVsmXLOGE6d+7cmjdvnry9vVWwYMGn1uDi4iJ3d/cX2AtIXIMNAAAAADb17rvvysvLS6NGjVJQUFCc+dHR0Vq9erWaNm0aK1zHKFasmBo3bqzVq1crOjraOr1bt27KkyePhg0bpqioqJe6D3iEgA0AAAAANmSxWPTxxx8rMDBQU6dOjTP//PnzCggIUNmyZZ+4Di8vL926dUuXL1+2TnN0dNSUKVN06tQpLV269KXUjtgI2AAAAABgYzlz5tSwYcP01Vdfaf/+/bHmBQYGSpIyZsz4xOVj5t27dy/W9FKlSqlbt26aP3++zpw588TlFy9eLE9Pzzhfs2bNSuwuvZa4BhsAAAAAkoBWrVpp9+7dGj16tHbu3GmdHhOeHz58+MRlY0K4m1vcG6316dNHP/zwg4YPH66vvvoq3uVbt26tDh06xJmePn3659qH1x1HsAEAAAAgiZg0aZIePnyoKVOmWKflyZNH7u7u+vPPP5+43KFDh+Tu7q5cuXLFmRdzqrifn5+WLFkS7/Kurq7KmzdvnK+nHTVHXARsAAAAAEgicuTIoeHDh2vTpk06fPiwJMne3l6dO3fWpk2b5O/vH2eZf/75R1u3blX79u3jPPM6RsmSJdWtWzctWLAg1nXaMBcBGwAAAACSkBYtWqhatWqxgrCPj49q1Kihdu3aae3atbp48aIuXryotWvXqn379qpcubK6d+/+1PX27t1b+fPn1/Xr1+PMCw4O1u3bt+P9iox8tc8UT864BhsAAABAimJJl+qFnkud2G2aadKkSWrUqJH1tZ2dnebMmaOtW7dqw4YNmjVrlgzDUKFChTRkyBA1b95cFovlqet0dHTUJ598opYtW8aZt2LFCq1YsSLe5TZt2qSSJUu+2A69JgjYAAAAAFIMwzBkXz7ujb5e1bafFXL/64cffoh3evbs2a2niD/uvffe03vvvffM9fr5+cU7vXjx4jpx4oSCg4N16tSpp9aA58cp4gAAAABSjOcNuCll20gaCNgAAAAAAJiAgA0AAAAAgAkI2AAAAAAAmICADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNgAAAAAAJiAgA0AAAAAgAkI2AAAAAAAmICADQAAACDFiI6OTpbbjoyM1BdffKGmTZvK09NTlStXlo+Pj/744w8TK5Q8PDy0ZcuWeOdt2bJFHh4epm7vdZPK1gUAAAAAgFns7Oy0Z88e3bt375Vu183NTfXq1UvUsmFhYerSpYuuX7+ufv36ydPTU6Ghodq8ebO6dOmiadOmqVGjRiZXHFfDhg1VvXr1l76dlIyADQAAACBFuXfvnu7cuWPrMhJszpw58vPz086dO5U9e3br9FGjRikoKEiTJk2St7e30qRJ81LrcHJykpOT00vdRkrHKeIAAAAAYCMRERHavHmzmjZtGitcxxgwYICWLl0qJycnBQQEaPz48apZs6ZKlSql1q1b6+DBg7HG//TTT2rZsqU8PT1VrVo1TZkyRaGhofFuOyAgQE2aNFGXLl0UGhoa5xTxhw8f6qOPPlLlypVVrlw5dezYUb6+vtb5ISEhGjVqlKpWraqSJUvqvffe0/fff29SZ5InAjYAAAAA2Mjly5cVEBCgsmXLxjs/a9asKlWqlCTJx8dHhw8f1vTp07VlyxYVLlxYXbt21fHjxyVJe/bs0fvvv69atWppy5YtGj9+vL799lsNGjQoznrv3bunjz/+WDly5NCiRYviHLk2DEPdu3fX5cuXtXjxYn311VcqU6aM2rRpo5MnT0r6/yPvS5Ys0bfffqsaNWpo4MCBunLlipktSlY4RRwAAAAAbCQwMFCS5Orq+tRx+/fv14kTJ7Rjxw4VLlxYkjR+/Hj5+vpq+fLlmjNnjpYsWaJ69erpgw8+kCTlz59fhmGod+/eOnv2rAoWLCjp0ZHrXr16KXPmzJo1a5ZSp04dZ3t//PGH/vrrL/3xxx/KkCGDJGnQoEE6evSoVq1apU8++USXLl1SmjRplDt3bqVPn179+/dXhQoVnrkvKRkBGwAAAABsxM3NTdKj0Ps0Z86cUbp06azhWpIsFovKly+v/fv3W8e8/fbbsZarWLGidV5MwJ41a5YiIiJUs2ZNOTo6xru9EydOyDAM1a5dO9b08PBwhYWFSZK6d++uXr16ycvLS6VKlVLVqlXVqFEjpUuXLoF7n/IQsAEAAADARnLnzq3MmTPr6NGjatiwYZz5/v7++vjjj594CrlhGEqVKpX17/8V8+iwmDGSVKVKFb3zzjsaMmSIfv/9d9WpUyfe5dKmTRvvI71iQrmnp6d+/vlnHThwQL///ru2bt2qhQsXatmyZfLy8krA3qc8XIMNAAAAADZiZ2en5s2ba8uWLbp+/Xqc+cuWLZOvr69KlCihhw8f6syZM9Z5hmHoyJEj1iPTHh4eOnr0aKzlDx8+LEkqUKCAddqbb76pOnXqqHLlypowYYKCgoLibLdw4cIKCgpSRESE8ubNa/1aunSp9u3bJ0maO3eujhw5ojp16mj06NHavXu3cufOrd27d794Y5IpAjYAAAAA2FCvXr2UL18+tW3bVlu3btWlS5d0/PhxjRgxQlu3btXEiRNVvXp1FS1aVIMHD9ahQ4fk7++vCRMm6MyZM+rUqZMkqVu3bvr++++1YMECnT9/Xj/++KMmTpyo2rVrxwrYMTp16qTg4GBNmzYtzryY7Q0cOFB//PGHLl68qClTpmjLli3WdV2+fFljx47V77//rqtXr2r37t26du2aPD09X27DkjBOEQcAAACQosRc15xctuns7Kw1a9ZoxYoVWrp0qa5duyYnJycVK1ZMq1evVvny5SVJK1as0NSpU9WnTx+Fh4erRIkSWrlypcqUKSPp0ZHpmTNnauHChVqwYIHc3Nz0zjvvqF+/fvFu19XVVQMHDtT48eP11ltvxZpnb2+vFStWaPr06RowYIBCQkJUoEABzZ8/33r699ixYzV16lQNHTpUAQEBypkzp4YMGaLGjRsnuhfJHQEbAAAAQIoRHR2tevXq2WzbdnaJO0nYxcVFffr0UZ8+fZ44xs3NTVOnTn3qeho2bBjvtdwx/Pz8JEnBwcGSpPfee09t27a1zm/atGms7U2ZMuWJ60qbNq0mTpz41HpeN5wiDgAAACDFSGzATe7bRtLAdwAAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAM2YrFY5OzsLIvFYutSAAAAAJiAgI3XlhEdZdPtOzs7q1ixYnJ2drZpHZLtewEAAPC66tChg4YPHx7vvOHDh6tDhw4JXpdhGPr666919+7dRNUyb948eXt7J2pZs2zZskUeHh7PtcyPP/6os2fPvqSKnk8qWxcA2IrFzl63vuukiHunbF2KTTm4FVWWt76wdRkAAACmMIwoWSz2r922JenPP//U8OHDtW/fPpvV8KpdvXpVvXr10qpVq1SwYEFbl0PAxust4t4phd/+y9ZlAAAAwCQWi70e3hmtqIjzr3S79g75lS7zpFe6zf8yDMOm27eFpLbPnCIOAAAAIEWJijivqAi/V/z18gN9QECAxo8fr5o1a6pUqVJq3bq1Dh48KEk6ePCgOnbsKEmqU6eOtmzZEu867ty5ow8//FC1a9dW165d1a9fP128eDHWmCVLlqhGjRoqVaqUOnTooAsXLiSohhi//vqrWrVqpdKlS6tGjRqaNWuWoqIeXZIYGhqq2bNnq06dOipZsqQaN26s3bt3P3Gfr127poEDB8rLy0vFixdXjRo1NH36dEVHR+vKlSuqU6eOJKljx46aN2+eJMnf31/du3eXp6enqlWrpsGDB+v27dvP0enEI2ADAAAAQBIXFRUlHx8fHT58WNOnT9eWLVtUuHBhde3aVcePH5enp6c1YG7cuFENGzaMs47IyEj5+Pjo7NmzmjVrliZMmKDo6Gh169bNGoCvXr2qo0ePasmSJVqzZo1u376tUaNGJagGSTp27Jh69OihcuXKacuWLZo0aZLWr1+vBQsWSJIGDRqkrVu36qOPPtL27dtVt25d9e/fX3v37o13v99//309fPhQn3/+uXbt2iUfHx8tW7ZMP/zwg7Jnz66NGzdKenT9uI+Pj27evKm2bdsqb9682rRpkxYtWqSgoCC1atVKwcHB5v6jxINTxAEAAADAhnbs2BHvUdzw8HCVLVtWkrR//36dOHFCO3bsUOHChSVJ48ePl6+vr5YvX645c+bI1dVVkuTm5iYnJ6c46/v999/l5+enXbt2KWvWrDp16pTGjBmjDRs2KDAwUJLk4OCgGTNmKG3atJKk1q1ba9asWQmuYfXq1SpdurQ+/PBDSVKBAgU0YcIE3b17V/7+/tq3b58WLVqkWrVqSZL69u2r06dPa9GiRapbt26sekNDQ9W4cWO99dZbyp49uySpc+fOWrp0qfz8/FS3bl25ublJklxdXZUmTRotXbpU2bJl0+jRo63rmT17tipXrqxdu3apadOmz/vP81wI2AAAAABgQ97e3hoyZEic6TNmzFBAQIAk6cyZM0qXLp012EqPHvtavnx57d+/P0HbOXPmjFxdXZU/f37r0dwsWbJo2LBh1jGZMmWyhmtJSp8+vUJDQxNcw5kzZ1S1atVY233zzTclSd9++60kqVy5crHmV6hQQTNnzoxTr5OTk9q3b69du3bp+PHjunjxovz8/HTnzh1FR0fHu48nT57UP//8I09Pz1jTw8LC5O/v/5TumIOADQAAAAA2lCZNGuXNmzfe6TEB+0k38zIMQ6lSJSzWJWScvf2T74KekBoSWsuTln9ccHCw2rdvr9DQUDVo0EBNmjRRqVKl1K5duyeuKzo6WpUrV9bYsWPjzEuXLt1z1/a8uAYbAAAAAJI4Dw8PPXz4UGfOnLFOMwxDR44csT6eymKxPHUdBQsWVGBgYKybmt27d0+VKlXSX3/9ZUoNBQoUkK+vb6zlvvjiC7Vo0cL6fOsjR47Emn/48OF4H7EVc0r6qlWr1K9fPzVs2FBp06bV3bt3rWH/v/tcqFAh+fv7K3v27MqbN6/y5s0rV1dXTZ48OVbdLwsBGwAAAACSuGrVqqlo0aIaPHiwDh06JH9/f02YMEFnzpxRp06dJEkuLi6SpNOnT+vff/+Nsw4vLy+VKFFCw4YN0//+9z9duXJFY8aMkZubm4oXL25KDd26ddNff/2lOXPm6MKFC/r555+1YMEC1apVSwUKFFDt2rU1fvx4/fTTTzp//rzmz5+vffv2ycfHJ872smXLJknavn27rl69qsOHD+uDDz5QRESEwsPDY+3zmTNn9PDhQ7Vt21YPHz7UkCFDdPr0aZ0+fVoDBw6Ur69vrFPbXxZOEQcAAACQotg75E9x27S3t9eKFSs0depU9enTR+Hh4SpRooRWrlypMmXKSJIKFy6smjVrasCAARo0aFCc0GpnZ6cFCxZoypQpev/9962nUy9btkwODg6m1FC0aFF99tlnmjt3rpYuXaosWbKoY8eOev/99yVJM2fO1MyZMzVq1Cg9ePBAhQsX1rx581SvXr042ytVqpRGjBihlStXavbs2cqaNasaNmyo7NmzW4+SZ8yYUc2aNdO0adN08eJFjR49WmvWrNGnn36qNm3ayN7eXmXLltWqVausN0R7mSxGUnsy9ysW8w9TsmRJG1fybOVm/aJjVwNtXYbNeeZ01ZGBNUxZ19W1FRV++y9T1pVcObqXUc52h2xdhimCg4N16tQpFS1a1PppJhKPfpqLfpqPnpqLfpqLfpovoT01jChZLE++jvhlsuW2nxffown3PJkx0aeIHzp0yHqe/rVr19SrVy81atRIn332WWJXCQAAAAAvxJYBN7mEa7w8iQrYW7duVadOnbRnzx5J0pgxY3Tw4EHlzZtXixYt0pIlSxJVzOLFi9WhQ4enjtm+fbs8PDzifF25ciVR2wQAAAAAwAyJCtgrV65UkyZNNHToUN2+fVu//fab+vTpo/nz52vgwIHavHnzc69z7dq1mj179jPH+fn5qWLFitq/f3+sr5gHjwMAAAAAYAuJCtjnzp3Te++9J0n6+eefZRiG6tSpI+nReenXr19P8Lpu3rypXr16acaMGcqXL98zx585c0YeHh5yd3eP9fW057UBAAAAAPCyJSpgp0+fXkFBQZKkX3/9VTly5LCG40uXLiljxowJXteJEyfk4OCg7du3q3Tp0s8c7+fnpwIFCiSmbAAAAAAAXppEPaarUqVKmj9/vs6ePat9+/apS5cukqTdu3drzpw5qlatWoLX5e3tLW9v7wSNDQwM1M2bN3X48GGtW7dO9+/fV6lSpTR06FDlz5/42+IbhqHg4OBEL/+yWSwWOTs727qMJCckJESJvQk+PY3rRfqZVISEhMT6Ey+GfpqLfpqPnpqLfpqLfpqPnpqLfiacYRiyWCwJGpuogD1q1CgNHTpU8+fPl5eXl3r27ClJmjJlinLkyKHBgwcnZrXP9M8//0h6tINTpkxRaGioFi5cqLZt22rHjh3KnDlzotYbERGhU6dOmVmqqZydnVWsWDFbl5HknD9/PtE/EOhpXC/Sz6TmwoULti4hRaGf5qKf5qOn5qKf5qKf5qOn5qKfCePo6JigcYkK2G5ublq+fHmc6evWrVOOHDkSs8oEKV++vH7//XdlzJjR+gnC/PnzVatWLW3ZskU9evRI1HodHBxUsGBBM0s1VUI/LXnd5M+f/4WOYCO2F+lnUhESEqILFy4oX758nKFgAvppLvppPnpqLvppLvppPnpqLvqZcGfPnk3w2EQF7Bj+/v46cOCAbt26pQ4dOujatWtKnz690qZN+yKrfSo3N7dYr52dnZUrVy7dvHkz0eu0WCw8XD0Z4geBuVJSP52dnfk/bSL6aS76aT56ai76aS76aT56ai76+WzPc3AuUTc5i46O1ujRo/XOO+9o8uTJWr58ue7cuaMFCxaocePGunHjRmJW+0wbNmxQpUqVYl0vHRQUpAsXLiTpI9AAAAAAgJQvUQF7wYIF2rFjhyZNmqQDBw5YTysdOnSoDMPQrFmzTCkuKipKt2/fVmhoqCSpRo0aio6O1ocffqh//vlHvr6+6tu3r9zc3NS0aVNTtgkAAAAg+Yq24SVvidm2t7e3PDw89Pnnn8c7f8yYMfLw8NC8efMSXZe3t7d1+S1btsjDwyPBy86bNy/BN6VGIk8R37x5s/r166dmzZopKirKOr1o0aLq16+fZsyYYUpx169fV506dTRlyhQ1bdpU2bNn18qVK/Xpp5+qTZs2MgxDVatW1apVq5Q6dWpTtgkAAAAg+bKzWDTvWKCuBkU9e7CJcqa1V19P10Qt6+DgoN27d1ufzhQjMjJS33//van3D2rYsKGqV69u2voQW6IC9p07d1S0aNF452XNmlUPHjxIVDGffPJJrNe5cuWSn59frGnFixfXihUrErV+AAAAACnf1aAonX8QaesyEszLy0u//vqrbty4oWzZslmn//HHH3JxcTH1XjlOTk5ycnJK0o8pTs4SdYp43rx59fPPP8c779ChQ8qbN+8LFQUAAAAAr4tSpUopR44c2rVrV6zp3377rd56661YR7CPHj2qdu3aqVSpUqpVq5bGjx+voKAg6/yHDx9q2LBhKl++vCpXrhzn1PP/niJ+9uxZ9ezZUxUqVFCJEiVUp06dpx7Q9PDw0JYtW544bd68eercubOWLFmiGjVqqGTJkmrfvr38/f2t48+cOfNc20xOEhWwO3XqpFWrVmnChAn67bffZLFYdPHiRa1YsUIrVqxQ27Ztza4TAAAAAFKst956K1bADg8P1969e/X2229bp50+fVpdunRR9erVtX37ds2YMUMnTpyQj4+P9b5YAwYM0PHjx7Vo0SJ9/vnn+umnn3T16tV4txkWFqb3339fGTJk0Pr167Vz5041aNBAU6dO1alTpxK9L4cPH9aRI0e0ZMkSrVu3Tnfv3tX48eMlPXo8mI+Pj+nbTCoSdYp4ixYtdO/ePS1cuFBffvmlDMPQoEGD5ODgoG7duqlNmzZm1wkAAAAAKdZbb72l5cuX6+bNm8qaNasOHDggNzc3FStWzDpm+fLlqlq1qnr16iVJypcvnz799FPVrVtXhw4dkru7u/bv36+VK1eqfPnykqRPP/1UtWvXjnebYWFhatu2rTp37qw0adJIkvr166dly5bJz8/viZcFP0tkZKSmTZsmV9dH16S3bt1a06dPl/QoYHfs2FHt2rUzdZtJRaKfg92zZ0+1a9dOR48eVWBgoNKnT6/SpUsrQ4YMJpYHAAAAAClfiRIllDt3bu3evVsdO3bUt99+G+votSSdPHlSFy9elKenZ5zl/f39df/+fUlSyZIlrdMzZ86s3Llzx7vN9OnTq2XLltq5c6dOnjypS5cu6fTp05IePZo5sTJnzmwN15KULl06RURESJLc3NzUtm1b07eZVCQ6YEtS2rRpVaNGDbNqAQAAAIDXVsxp4q1atdK+ffu0cePGWPOjo6PVqFEj6xHsx7m5uem3336zjntcqlTxx76AgAANHjxYmTNnlre3t6pVq6aSJUuqZs2aCa45MjLuzeQcHR2fOP727dtq1aqV3NzcEr3NpCzBAdvb2zvBt4e3WCzau3dvoosCAAAAgNfNW2+9pSVLlmjz5s3KnTu3ChQoEGt+oUKFdPbs2Vg3lfb399f06dM1aNAg6+nVR48eVa1atSRJDx480KVLl+Ld3oEDB/TgwQPt2bNHDg4OkmR9ipPxhGd6Ozg4xLqp2sWLF59rH3fu3KmAgADt3r07wdtMThIcsCtWrGjq89cAAAAAAP+vaNGiyps3rz799FP17NkzznwfHx+1a9dO48ePV/v27fXgwQONHz9eoaGhypcvnxwdHdWgQQNNmDBBjo6Oypw5s2bOnKnw8PB4t5cpUyaFhIRo165dKleunM6dO6cpU6ZI0hOXKVOmjDZu3KgKFSrIMAxNmTLlqUes/ytbtmzPvc3kJMEB+7/PqAYAAACApChnWvtku8233npLCxcuVMOGDePMK1OmjJYtW6Y5c+aoSZMmcnFxkZeXl4YNG2YNuVOnTtXUqVM1cOBARUdHq1WrVrp3716826pUqZIePHigTz75REFBQcqZM6datGihffv2ydfXN96bV48bN07jxo1Ty5YtlSVLFvXv3183btxI8P41aNBAJ06ceK5tJicWI5HH4cPCwuTn56fw8HDrofzo6GiFhITo8OHDGjJkiKmFviy+vr6SYt8IIKkqN+sXHbsaaOsybM4zp6uODDTn2v+raysq/PZfpqwruXJ0L6Oc7Q7ZugxTBAcH69SpUypatKhcXFxsXU6yRz/NRT/NR0/NRT/NRT/Nl9CeRhuG7Gx05q0tt/28+B5NuOfJjIm6ydnBgwfVv39/BQbGH/bSpEmTbAI2AAAAgJTDlgE3uYRrvDyJCtizZs1SxowZNXHiRG3fvl12dnZq2rSpfvnlF3355ZdaunSp2XUCAAAAAJCkJSpg+/n5adKkSapXr54ePnyo9evXq2bNmqpZs6YiIiK0cOFCLVmyxOxaAQAAAABIsuwSs1B0dLSyZs0qScqbN6/++ecf67w333xTJ0+eNKc6AAAAAACSiUQF7Dx58lifVZY/f36FhITo3Llzkh49aPzff/81r0IAAAAAAJKBRAXsRo0aacaMGVqzZo3c3NxUokQJTZw4UT/88IM+++wzFSxY0Ow6AQAAAABI0hIVsLt166bWrVvr77//liSNHTtWp06d0gcffKBz587pww8/NLVIAAAAAACSukTd5MzOzk7Dhg2zvs6TJ4/mz58vR0dHvfHGG0qbNq1pBQIAAAAAkBw81xHs48ePq1evXtq6dat12po1a1SjRg116NBBHTt21IYNG8yuEQAAAACAJC/BAfv06dPq0KGDTp06JRcXF0mSr6+vPv74Y+XOnVvz5s3TBx98oFmzZmnv3r0vrWAAAAAAAJKiBJ8ivnjxYhUpUkQrV66Us7OzJGnVqlWSpBkzZqhIkSKSpDt37mj16tWqW7fuSygXAAAAAICkKcFHsP/880916NDBGq4laf/+/cqdO7c1XEtStWrVeA42AAAAAOC1k+CAHRAQoGzZsllf+/v76/79+6pUqVKscc7OzgoPDzevQgAAAAAAkoEEB+wMGTLo7t271td//PGHLBaLvLy8Yo3z9/eXm5ubeRUCAAAAAJAMJDhgV6xYUV999ZUMw1BkZKQ2b96s1KlTq3r16tYx4eHhWrt2rcqWLftSigUAAAAAIKlK8E3O3n//fbVq1Up169aVYRi6du2aevfurXTp0kmSNm/erLVr1+r8+fOaNm3aSysYAAAAAICkKMEBu1ChQvrqq6+0YsUK3b17V927d1ebNm2s82fPnq1UqVLps88+U9GiRV9KsQAAAAAAJFUJDtiSVLBgQU2ePDneeZs2bZK7u7vs7BJ81jkAAAAAACnGcwXsp8maNatZqwIAAAAAINnhcDMAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGCCJBWwFy9erA4dOjx1zP379zV48GBVqFBBFStW1Pjx4xUSEvKKKgQAAAAAIH6pbF1AjLVr12r27NkqX778U8f169dPISEhWrlypR48eKBRo0YpODhYU6dOfUWVAgAAAAAQl80D9s2bNzV27FgdPHhQ+fLle+rYY8eO6dChQ/r2229VoEABSdKECRPUrVs3DRo0SFmzZn0FFQMAAAAAEJfNTxE/ceKEHBwctH37dpUuXfqpYw8fPix3d3druJakihUrymKx6MiRIy+7VAAAAAAAnsjmR7C9vb3l7e2doLE3b95U9uzZY01zdHRUhgwZdP369ZdRHgAAAAAACWLzgP08QkJC5OjoGGd66tSpFRYWluj1Goah4ODgFyntpbJYLHJ2drZ1GUlOSEiIDMNI1LL0NK4X6WdSEXPDQ258aA76aS76aT56ai76aS76aT56ai76mXCGYchisSRobLIK2E5OTgoPD48zPSwsTC4uLoleb0REhE6dOvUipb1Uzs7OKlasmK3LSHLOnz+f6B8I9DSuF+lnUnPhwgVbl5Ci0E9z0U/z0VNz0U9z0U/z0VNz0c+Eie9Ab3ySVcDOli2b9u7dG2taeHi4AgIClCVLlkSv18HBQQULFnzR8l6ahH5a8rrJnz//Cx3BRmwv0s+kIiQkRBcuXFC+fPk4Q8EE9NNc9NN89NRc9NNc9NN89NRc9DPhzp49m+CxySpgV6hQQTNmzNDFixeVN29eSdKhQ4ckSeXKlUv0ei0WywsdAYdt8IPAXCmpn87OzvyfNhH9NBf9NB89NRf9NBf9NB89NRf9fLbnOThn87uIP01UVJRu376t0NBQSVLp0qVVtmxZDRw4UMePH9cff/yhMWPG6L333uMRXQAAAAAAm0rSAfv69euqVq2avv32W0mPPjmYP3++cuXKpU6dOmnAgAGqUaOGxo0bZ9tCAQAAAACvvSR1ivgnn3wS63WuXLnk5+cXa1qmTJk0d+7cV1kWAAAAAADPlKSPYAMAAAAAkFwQsAEAAAAAMAEBGwAAAAAAExCwAQAAAAAwAQEbAAAAAAATELABAAAAADABARsAAAAAABMQsAEAAAAAMAEBGwAAAAAAExCwAQAAAAAwAQEbAAAAAAATELABAAAAADABARsAAAAAABMQsAEAAAAAMAEBGwAAAAAAExCwAQAAAAAwAQEbAAAAAAATELABAAAAADABARsAAAAAABMQsAEAAAAAMAEBGwAAAAAAExCwAQAAAAAwAQEbAAAAAAATELABAAAAADABARsAAAAAABMQsAEAAAAAMAEBGwAAAAAAExCwAQAAAAAwAQEbAAAAAAATELABAAAAADABARsAAAAAABMQsAEAAAAAMAEBGwAAAAAAExCwAQAAAAAwAQEbAAAAAAATELABAAAAADABARsAAAAAABMQsAEAAAAAMAEBG0CKYbFY5OzsLIvFYutSAAAA8BpKZesCAKQMUdHRsrez7Wd2zs7OKlasmE1rkJJGLwAAAPDqEbABmMLezk4dfl6rU4G3bF2KTRV1zaLVNdvZugwAAADYAAEbgGlOBd7SsbtXbV0GAAAAYBOcwwgAAAAAgAkI2AAAAAAAmICADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNgAAAAAAJiAgA0AAAAAgAkI2AAAAAAAmICADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNgAAAAAAJiAgA0AAAAAgAkI2ACAeFksFjk7O8tisdi6FAAAgGQhla0LAADEZURHyWJnb9ManJ2dVaxYMZvWECMp9AMAAOBZCNgAkARZ7Ox1ZVE7hV87ZetSbM4xR1Hl6rXW1mUAAAA8EwEbAJKo8GunFHrxmK3LAAAAQAJxDTYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACmwfs6OhozZ07V9WrV1eZMmXUvXt3Xb58+Ynjt2/fLg8PjzhfV65ceYVVAwAAAAAQm82fg71gwQKtW7dOn3zyibJly6bp06erW7du2rFjhxwdHeOM9/PzU8WKFTVz5sxY093c3F5VyQAAAAAAxGHTI9jh4eFasWKF+vXrp1q1aqlIkSKaNWuWbty4oe+//z7eZc6cOSMPDw+5u7vH+rK3t3/F1QMAAAAA8P9sGrBPnz6tf//9V15eXtZp6dOnV7FixfTnn3/Gu4yfn58KFCjwqkoEAAAAACBBbHqK+I0bNyRJ2bNnjzU9S5Ys1nmPCwwM1M2bN3X48GGtW7dO9+/fV6lSpTR06FDlz58/0XUYhqHg4OBEL/+yWSwWOTs727qMJCckJESGYSRqWXoaF/00F/0034v0NCkICQmJ9SdeHD01F/00F/00Hz01F/1MOMMwZLFYEjTWpgE75h/zv9dap06dWoGBgXHG//PPP5Ie7eCUKVMUGhqqhQsXqm3bttqxY4cyZ86cqDoiIiJ06tSpRC37Kjg7O6tYsWK2LiPJOX/+fKJ/INDTuOinuein+V6kp0nJhQsXbF1CikNPzUU/zUU/zUdPzUU/Eya++4PFx6YB28nJSdKja7Fj/i5JYWFh8R69KV++vH7//XdlzJjR+gnC/PnzVatWLW3ZskU9evRIVB0ODg4qWLBgopZ9FRL6acnrJn/+/C90hBCx0U9z0U/zvUhPk4KQkBBduHBB+fLl4wwFk9BTc9FPc9FP89FTc9HPhDt79myCx9o0YMecGn7r1i3lyZPHOv3WrVvy8PCId5n/3i3c2dlZuXLl0s2bNxNdh8VikYuLS6KXh23wg8Bc9NNc9NN8KaWnzs7O/M4xGT01F/00F/00Hz01F/18tuc5+GHTm5wVKVJEadOm1cGDB63THjx4oJMnT6pChQpxxm/YsEGVKlWKdb10UFCQLly4kKSPQAMAAAAAUj6bBmxHR0e1b99eM2bM0L59+3T69GkNHDhQ2bJlU/369RUVFaXbt28rNDRUklSjRg1FR0frww8/1D///CNfX1/17dtXbm5uatq0qS13BQAAAADwmrNpwJakfv36qXnz5ho9erTatGkje3t7LV++XA4ODrp+/bqqVaumb7/9VtKjU8pXrlyp4OBgtWnTRp07d1a6dOm0atUqpU6d2sZ7AgAAAAB4ndn0GmxJsre319ChQzV06NA483LlyiU/P79Y04oXL64VK1a8qvIAAAAAAEgQmx/BBgAAAAAgJSBgAwAAAABgAgI2AACvgMVikbOzM885BwAgBbP5NdgAALwKRrQhi53twq2zs7OKFStms+0/zta9AAAgpSJgAwBeCxY7i85v+J9CbgXbuhSbcs7iovytSti6DAAAUiQCNgDgtRFyK1gh1x7augwAAJBCcQ02AABIlriuHQCQ1HAEGwAAPDcjOloWO9t+Tp9UrmtPCr0AACQNBGwAAPDcLHZ28t+9RKH3rtm6FJtycsuhAm/2sHUZAIAkgoANAAASJfTeNQXfvmTrMgAASDI4nwkAAAAAABMQsAEAAAAAMAEBGwAAAAAAExCwAQAAAAAwAQEbAAAAAAATELABAAAAADABARsAAAAAABMQsAEAACCLxSJnZ2dZLBZblwIAyVYqWxcAAADwujMMw+bB1tnZWcWKFbNpDTGSQj8AIDEI2AAAADZmsVgUdfiejIeRti7F5izpUsm+vJutywCARCFgAwAAJAHGw0gpMMLWZdicYesCAOAFcA02AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAm47FnwOuJm5wBAAAgxYmOjpadne2OJSWlx57ZuhfA64SADQAAgBTHzs5Oe/bs0b1792xdik25ubmpXr16ti7DFJwVgOSAgA0AAIAU6d69e7pz546ty0gRDCNKFou9TWtIKmcFJIVeIOkiYAMAAAB4KovFXg/vjFZUxHlbl2JT9g75lS7zJFuXgSSMgA0AAADgmaIizisqws/WZQBJGnc7AAAAAADABARsAAAAAABMQMAGAAAAAMAEBGwAAAAAeM3w2LOXg5ucAQAAAMArFG0YsrNxsE0qjz2TkkY/zELABgAAAIBXyM5i0bxjgboaFGXrUmwuZ1p79fV0tXUZpiFgAwAAAMArdjUoSucfRNq6DJiMa7ABAAAAADABARsAAAAAABMQsAEAAAAAMAEBGwAAAAAAExCwAQAAAAAwAQEbAAAAAAATELABAAAAADABARsAAAAAABMQsAEAAAAAMAEBGwAAAAAAExCwAQAAAAAwAQEbAAAAAAATELABAAAAADABARsAAAAAABMQsAEAAAAAMAEBGwAAAAAAExCwAQAAAAAwAQEbAAAAAAATELABAAAAADABARsAAAAAABMQsAEAAAAAMAEBGwAAAAAAExCwAQAAAAAwAQEbAAAAAAATELABAAAAADABARsAAAAAABMQsAEAAAAAMIHNA3Z0dLTmzp2r6tWrq0yZMurevbsuX778xPH379/X4MGDVaFCBVWsWFHjx49XSEjIK6wYAAAAAIC4bB6wFyxYoHXr1mnixIlav369oqOj1a1bN4WHh8c7vl+/frp48aJWrlypOXPm6Oeff9a4ceNebdEAAAAAAPyHTQN2eHi4VqxYoX79+qlWrVoqUqSIZs2apRs3buj777+PM/7YsWM6dOiQpk6dquLFi8vLy0sTJkzQtm3bdPPmTRvsAQAAAAAAj9g0YJ8+fVr//vuvvLy8rNPSp0+vYsWK6c8//4wz/vDhw3J3d1eBAgWs0ypWrCiLxaIjR468kpoBAAAAAIhPKltu/MaNG5Kk7Nmzx5qeJUsW67zH3bx5M85YR0dHZciQQdevX09UDRERETIMQ8ePH0/U8q+KxWLR9MppFB7lbOtSbM7R3k6+vr4yDOOF1mOxWBRV6BPpjQiTKkum7B10z6R+TsteWeFZo0wqLHlytLM37/vzzekyol7z709J4fYOpvU0soK9LFGuJlWWPIXZW8zrZ4H6ss8XaVJlyVO4fSrT+ql00VLaF1tPimCxSL43Telp/vz5lTdvXpMKS57s7Mx732RE95RhvN6/lywWB12+Y04/G7lEK9LJpMKSsVR2kq/v1Rfu6csUERHx6Od0Atg0YMfcnMzR0THW9NSpUyswMDDe8f8dGzM+LCwsUTXENCqhDbMl97Rx9/11Zsa/mb2zuwmVpAxm9NPdKa0JlaQMpnx/ps9iQiUphxk9TZWGn6MxTOmnczoTKkkZTHkfkdrmt8ZJUszoqbMzByZimNFPi11GJf13zK+GGf1M78j/+ccl5TxmsViSR8B2cnr0kU14eLj175IUFhYW7w9EJyeneG9+FhYWJhcXl0TV4OnpmajlAAAAAAB4nE0/Nok53fvWrVuxpt+6dUtZs2aNMz5btmxxxoaHhysgIEBZsnCkBwAAAABgOzYN2EWKFFHatGl18OBB67QHDx7o5MmTqlChQpzxFSpU0I0bN3Tx4kXrtEOHDkmSypUr9/ILBgAAAADgCWx6irijo6Pat2+vGTNmyM3NTTlz5tT06dOVLVs21a9fX1FRUbp3757SpUsnJycnlS5dWmXLltXAgQM1btw4BQcHa8yYMXrvvffiPeINAAAAAMCrYjFsfLu2qKgozZw5U1u2bFFoaKgqVKigMWPGKFeuXLpy5Yrq1KmjKVOmqGnTppKku3fvavz48fr111+VOnVqNWjQQCNGjFDq1KltuRsAAAAAgNeczQM2AAAAAAApAfeGBwAAAADABARsAAAAAABMQMAGAAAAAMAEBGwAAAAAAExAwAYAAAAAwAQEbAAAAAAATEDABgAAAADABARsAACAFMowDElSdHS0jSsBgNcDARsw0a1btyT9/xsaAABs6eDBg5IkOzve8gHAq8BPW8Ak27ZtU7du3XT8+HFZLBZCNgAkwn+PtPKzNPEmTZqkbt266d69e7YuBQBeGwRswCQWi0UuLi6aMWMGIRtIwQzDsP7ffvz/OKfimiPmSGvMkVeLxWLLcpKtyZMna8eOHdq0aZPc3NxsXU6KEfP//OHDh7p586aNq0n+Yvrp7++vI0eOaMuWLbp3757Cw8NtXBmQeBaDBPDaMgxDFotFFy5c0PXr1/Xvv/8qV65cKlKkiK1LS7Z++OEHrVmzRuHh4Ro5cqSKFStm7TOeX0zvLl++rNu3b6tw4cJKmzatrctKtmL6GRkZqcjISNnb28vBwSHWPDxbaGionJycFB4eLkdHR/3+++/66aef9ODBA3Xv3l1vvPGGrUtM9k6cOKH27dtrwYIF8vLysnU5yc7kyZP19ddfa/Xq1SpSpIgiIyOVKlUqW5eV7MX8nNy3b5+WLVsmPz8/9ezZU926dZO9vb2ty0t2Yvq5Z88eTZ8+XS4uLrpz544cHBzUpk0bde7cWY6OjrYuM1mJ6emdO3cUFRWlrFmz2rqk1xJHsF9Tj/9Q69q1q6ZNm6a5c+eqdevW2rhxo63LS3YiIyMlSXnz5lWePHl08uRJffzxxzpx4gRHshMp5nt079696ty5s3r06KGWLVvql19+4ZPtRIjp588//6wRI0aocePGGjZsmJYuXSqJo4QJtWnTJnl5eenevXtydHTUt99+q549e8rX11e//fabWrZsqUOHDtm6zGQvQ4YM8vDw0JkzZyRxVsDzmDJlirZt26ZVq1bFCdd79+7V//73PxtXmHxZLBb9+OOPGjhwoKpWrarp06erbt26sre3V1hYmK3LS3YsFouOHDmi4cOHq0ePHtq6dau++uorXb9+XZkyZVJYWBj/959DzO/5H374Qb169VLz5s01fvx4nT9/3talvXYI2K8pi8WiY8eOacSIEfLx8dHXX3+t4cOHKzQ0VHfu3FFQUJCtS0xWUqVKpe+++04dOnRQZGSkPD09dfXqVU2ZMkV///03ITsRYn5JDBw4UE2aNNHatWtlb2+v+fPn6/fff7d+qIGEiTnqMmDAAOXIkUPvv/++IiMj9emnn+rw4cO2Li/ZyJMnj3LlyqVWrVrp8uXL+u233zRu3DitW7dO69atU7Vq1fT+++9bT2/Gs8X3BjpnzpyqX7++5s2bp6tXr3KDrgSaN2+eVq1apaVLl6po0aIKDw+3huuFCxdq7Nix1rNW8HwMw1BgYKA+//xzDRw4UH369FGVKlXk5+enXr166f3339fatWv5Xf8UgYGBCgkJiTXtxIkTqlGjhpo3b65z586pQ4cOat68uSpXrqyZM2cqICDANsUmQzEHzvr166cyZcqoa9eu2rhxoz7//HP5+/vburzXCr+xXkMxP/yPHDmiqlWrql27drp27ZpGjRqlDh06qGnTppo2bZr8/PxsXGnycfPmTS1atEi9evXSpEmTtHz5co0ePVoZMmTQ9OnTOZKdCAEBAVq8eLH1jUy+fPkUHh6uCxcuaNy4cTpw4IAiIiIkcROkZzEMQ/fu3dOKFSvUv39/DRw4UHXr1tWxY8f0wQcfKFOmTPrtt99sXWayUKFCBU2YMEFp06ZVixYtdOrUKXl4eEh6FApHjhxpDdkcyX42wzCs4fnQoUM6ceKEdV6zZs1UtGhR7d69WxJHsZ8m5r4Ax44dk7u7uy5cuKCgoCDr6bVLlizRF198oSlTpli/X/F8LBaL0qdPL2dnZ927d09+fn7q0aOHFi1apNDQUEVFRWn9+vW6e/eurUtNksLDw7V9+3brh48xffLz81NUVJTCw8Pl4+OjqlWratKkSXJ1ddXmzZv1888/27LsZOXy5cuaMWOGxo4dq9GjR6tz585KkyaNvvrqK82bN0/nzp2zdYmvDQL2ayjmVNDAwEClS5dOV69eVZs2bVS9enWNGjVKgYGB2rNnD592PYfIyEjdvXtXuXPntk6rW7eumjVrpmvXrmnq1KnWI9lImPDwcN29e1eenp76999/NWnSJHl7e+vQoUNycnLS3LlztWbNGgUGBtLXZ7BYLHJ0dFRgYKC8vLx09epVNWzYUNWrV1fv3r21c+dOrV+/Xv/++6+tS03SoqOjZbFY5OnpqY8++khFihTRyZMnrUcIo6KilCVLFo0ePVq1a9dWx44dOTvgKR6/7n/Lli3q1auX+vXrp2nTpsnf31+urq4qV66cduzYIenRzc/4MC1+t27dksVi0ZIlS1SsWDF99tln+vbbbyVJn3/+uZYvX65PP/1UNWrUiLXcvn37CITPITQ0VJkzZ9b333+vxo0bK3Xq1Ordu7dWrlypoUOHKjIykkuYnsDR0VG+vr7q06ePZsyYoWHDhikoKEi1a9fWyZMnVaVKFdWsWVMTJkxQVFSU7t+/r+zZsytXrly2Lj3ZiPlQrUaNGgoICNCQIUPUpk0brV27Vt9//71WrlypX375xdZlvhYI2K+xTJky6dtvv1WLFi1Uu3ZtTZgwQZLk6uqqjBkzcjOp5xAVFaU0adLoypUrioqKsk6vXbu28ubNq//9739auHChQkNDeYP4FI/3xsXFRblz55ZhGPrpp58UHBys6tWrS5LeeOMN/fPPP/r55595M/OYx+9sHfP3mzdvKjQ0VA8fPlRwcLD+/PNPderUSTVq1NDEiRNlb2+viIgInTt3jlNHnyLmSGtgYKAePHig0qVLa+DAgSpRooR69uype/fuyd7eXtHR0XJ3d9eHH36oJk2acPfmJ3g8XM+cOVOHDx/WhAkT1LVrV23btk2DBg3SyJEj9fbbb+v+/ftau3atJO4VEJ+NGzdqxIgROnbsmFKlSqX58+crX758Wr16tfr27auFCxdq/vz5qlq1aqzlZs+erd69e3Pt8BPE/Ay9fPmyTp06pQMHDigqKkpjx47V9OnTtXbtWi1btkxvvvmmJOmbb75RhgwZeO/0FNOmTVORIkW0bNky5c+fX2nTplWhQoWUJ08epU+fXuXKlZMkhYSEaNu2bYqOjlaePHlsXHXy8fDhQ0VGRioqKkrfffedHBwcVLt2bZUrV0558+bV1q1btW7dOj148MDWpaZ43FLyNRDzRsbf318PHjzQxYsXVbduXXXq1EknTpzQd999p8aNG1s/+Yq5CzankcXv8Ts0BgcHK0+ePMqTJ488PT21cOFCFSpUSBUqVLC+2c6UKZM6duyo9u3by8nJydblJzlRUVGys7OTxWLRgwcPlCpVKt2/f1+5cuXSjBkzlClTJg0YMEDZsmVTlSpVJEnp0qXTRx99JG9vb2XKlMnGe5B03Lp1S1mzZrWGwcOHD+vDDz/Uhg0blD17djVo0ECTJk1S7dq1NWnSJOtyd+7cUeHChW1YedL2+J2DlyxZohs3bqhMmTIaPny4RowYoYkTJ6pp06basmWL3NzcFB0draxZs2rSpEncWTgeUVFR1r78+OOPOnTokEaOHKlSpUpJkurXr69du3Zp27Zt8vHxUXR0tH7//Xe1bt3a+rMC/y86Olq3bt3SF198IYvFojJlyuizzz5T//79tWfPHnXs2NEaXGK+l+fOnasvvvhCGzduVI4cOWy8B0nP4zfZnDp1qtKmTatr164pa9asatOmjdq0aaN79+5p7dq1unTpkkJDQ7Vz506tWbNG6dOnt3X5SVJUVJSCg4N17949FSpUSNu2bZOXl5e8vb3Vv39/zZ07V5MnT9bcuXOVKVMmXblyRUuXLuUu2E/w+HtRSUqbNq0qVqyo6dOnK3PmzNq3b58qVqyo4sWLKyQkRAUKFFD79u1Vp04dvkdfBQMpVnR0tBEdHW0YhmF8//33Rv369Y13333XqFy5slGrVi1jxYoVxqlTp4wOHToYpUuXNho2bGi0a9fOqFKlinHixAkbV580xfRz7969RqNGjQwvLy+jV69ext27d43IyEijU6dORqVKlYy5c+caGzZsMCZOnGhUrVrVuHz5so0rT3omTZpk/Pbbb9bXP/74o9G1a1fjzTffNGrXrm3MmjXLuH79uhEZGWm8+eabxscff2xER0cbn376qVG1alXj6tWrNqw+6fnmm2+McuXKGX/++ad12o4dO4z33nvP+vrixYvGoEGDjOLFixvLly83vvjiC2PixIlG2bJljdOnT9ui7CQpKioq1p+GYRj79+83ypQpYyxZssTYu3evsWPHDiMkJMQwDMP4888/jRYtWhh16tQx7ty5Y5Oak4NTp07Fer1//37jzTffNN59913jwYMHhmEYRnh4eKwxmzdvNkaOHGkUL17c+Omnn15ZrcnN1q1bjXfffdfo27evcezYMcMwDCMiIsLo1auX8dZbbxnr16+3fr/OmjXLKFGihOHr62vDipOmiIgI69///PNPo2zZssaaNWsMwzCMffv2GR4eHsbq1auNoKAgIzg42Bg5cqTRpk0bo2/fvoafn5+tyk7SYt43xfw8jfm/3qdPH6NcuXLGvn37DMMwjEuXLhk//PCDMX36dOOrr74yLl26ZJuCk5E9e/YY9evXN+rXr2+0adPGuHv3rmEYj37XFy9e3Pj1118Nw3j0f75+/fr8fnqFCNgp0LZt26y/SA3j/39JbNy40TCMRz/EPDw8jK+//toICgoyDMMw1q5da8ybN89Ys2YNP9SeYc+ePUaJEiWMyZMnG5s3bzYqVapk9OvXz7hx44ZhGIYxbtw4o1mzZkb9+vWNLl26GCdPnrRxxUnPlClTDA8PD+sb7h9//NEoVaqUsWzZMuPPP/805syZY3h4eFgD+IIFC4wiRYoY9evXN6pWrcoHQPE4cOCA4ePjY9SvX98asr/++mujSZMmscZduXLFmDp1qlGjRg2jYcOGRteuXeMEn9fdwYMHrX+Pjo42IiIijMGDBxsTJkyIM/bMmTPGTz/9ZPz9999GrVq1jHfeeceIioqyvqnE/xszZozRo0cPwzAehe2ff/7ZGDx4sPX3UYyoqKhYH26EhYUZEydONIYNG2aEhYXFmvc6enz/Hw+EX3/9dbwhu0ePHsabb75pbN261ZgxY4ZRsmRJwvV/LFu2LM731dy5c40BAwYYxv+1d+fxMd/b48dfk82SEEIpsSuTWJPGllpqKxWxxF6iCBKChNi3xlLUFsQehEqIPUoVtXNVCbWUUvsSSyQqiUTWmffvj3wzFXT7Xbcz4Twfj/u4j0w+k575mPnM57yXc1TWfVOzZs3UlClT1N27d1VQUJB69uyZ4V4rLS3tX485N8i+DkZFRamvvvpKhYaGGgZzdTqdGjx4sKpVq5Y6dOiQUkrJwPk/cPbsWVWtWjW1ePFiNX/+fNW2bVvVuHFjQxLt7e2ttFqt6tq1q6pdu7bcN/3LJMF+yyxcuFBptVoVHR1teGz16tUqICBAKaXUjRs3VLNmzdSECRPU3bt3VWBgoHr27Jmxws11Hjx4oFq3bm0Y0Y6Pj1f169dXjo6OytPTU8XGxiqllHr+/Ll6+vSpSk5ONma4JmnWrFnKxcVFXb9+XSmlVEpKihoyZIhavHixUirrHDdr1kxNnz5dXbt2TR05ckRlZmaqM2fOqF27dskX8J+IiopS3t7eqmnTpurixYvq9OnTysnJSZ07d07dvHkzx7EJCQkqNTVV3qMvOXTokHJycjKsSsnm6emppk6dqpTKujHM/t2IESNUp06dlFJKnT9/XgYoXyP7JnvXrl3K2dlZffzxx6pRo0ZKKaV++eUXNXToUFWnTh21a9euHM95cZBiwYIFqkuXLjJwobKukX9k8+bNyt3dXQ0ZMkT99NNPSqnfZ7K1Wq1ydnZWFy9e/LdCzRVu3Lih3N3d1Y0bN3I8PmrUKDVv3jyVlpamGjZsqCZOnKiUUurKlSuvrKiQ9+Wrss/J7t27lZOTk+rUqZOqWrWq6t+/v/rxxx8NxwwZMkRVrVpV9ezZU/Xo0UMlJCQYM+xc4fr162r58uUqODjY8NjZs2eVh4eHaty4sUpISFBxcXFqzZo1asmSJerWrVvGC/YdJUXO3iLx8fHs27cPX19f7O3tuXfvHpDVAkEpRXp6On369OGjjz5i6tSpFCxYkK1bt7J//37D31BSgOtPJSQkkJGRQYsWLXj27BnTp0/H3d2dnTt3cvnyZaZNm8YPP/yAhYUFhQoVIn/+/MYO2aQsXryYVatWMWLECCpWrAhkVWC/fPkylStXJiEhga5du+Lq6srYsWO5ePEikyZNIjY2lg8//BA3NzfZL/ga2e2LatWqhZeXFxUqVGDYsGHs37+flJQUBg8eTOfOnenSpQsBAQGEhIRw8+ZN8uTJI+/Rl1SvXp29e/diZ2fHw4cPDY9bW1tz/vx5gBz7gF1dXTE3N0en01GjRo0cnQREluxz5ebmRp06dXj06JHhc+zo6IiXlxeNGjVixowZ7N69O8dzIKu2wP3793n27Nk7X+k+ODiYJk2aMGjQIEaPHs327ds5deoU9+/fB6BTp04MHz6c6Ohovv76a86dO4eFhQULFy7Ew8ODDRs2ULVqVSO/CtNStmxZNmzYQIUKFThz5ozhelq+fHlCQ0P5+OOPadWqFRMnTgQgT548lC5dmkKFChn+htQF+F1mZiaQdU6ioqL44osvGDt2LJs3b2b+/Pn85z//4euvvyYqKspQD8DLywsbGxsmTpwo+4P/wqNHj5g+fTpLly7NUeOjRo0aTJgwgYIFC9K5c2c0Gg29evVi4MCBlCtXzngBv6MkwX5LhISEEBsbS/ny5dm8eTNhYWH4+/sTGxtL48aN+fnnn6lfv76hWrhOpyM+Pp6SJUvmuCGUL4lXvTjoYGlpaWh39N1336GUws3NjdKlS1OiRAl2797N8uXLSUlJMWLEpmnatGmsXr2akiVLEh4ezvHjx8nMzMTGxgZHR0f+85//0K5dOxo3bsykSZMAeP78ORYWFtja2ho3eBOm/q+gWXYl4Lp16+Lj48MHH3zA+vXrqV+/PkuXLmX27NlotVoePHhARESEnNM/UKRIEYoVK2YoBrl06VIAhg0bxs2bN/H39wcw9G6+ePEitra2OboHiN+pFyrbJycno9VqGTFiBDdu3MDb2xvIGtTo2bMnrq6uzJw5k8jISOD376PsSsLz589/5ys0ZycfBw4c4MSJE8yePZvPP/+cbt260b59e0aNGkVqaiplypTh119/zZFkz5gxQ4oZvkSv12Nubo61tTXx8fEEBATQsmVL9Ho9n3/+ObVr1yYjI4NOnTphaWmJTqcjMjISnU6Hvb29scM3KdnVqS0sLMjIyADg6NGjNGrUiC5duhAXF8e6deto3rw5ly9fZtGiRYY2hgEBAcybN0+K6/6B7Otoeno6RYoUoXnz5hQtWpS9e/caBjTMzMxwdnZm8uTJZGRk0KtXL3Q6nWHASPzLjDd5Lt6U1atXK61Wq65cuWIoCKXVatWyZcuUUll7BD///HPVtGlTwxK8pKQktXDhQvXJJ58Y9g6LnLKXN6WlpSm9Xm9YtnTt2jWVkZGhfHx8DOc4PT1dBQQEqL179/7p8r131YwZM1TNmjUN58bd3V21aNHCsMc6JCREabVa5enpqeLj4w3P++qrr1Tv3r0NtQJETtnv0ZMnT6opU6aoadOmGZaCnT59WvXr10+5uLio06dPK6V+37sp20L+3PXr19X58+fVjBkzlKOjo1q9erVSKmuJc61atZSHh4caM2aMCggIUC4uLlIg7g+8uKf1yZMn6smTJ4YiZjt37lS1a9dW/fv3Nxxz8eJFNWDAADVw4EClVM5lty/uNX4Xvfj6IyIilFarVcuXL1cXL15UFy5cUBEREWro0KGqa9euqm7dusrV1VVptVql1WrV8OHDDd9j4ncvbkPI3tpx+PBh1aJFC+Xh4aH0er06d+6c6tq1q6pRo4bq1q2b6t69u6pXr57sZ33JgwcPVMOGDVWTJk1yFCz08fFREydOVGlpaSooKEiNHz9eKZVVy0ar1ar27dsbrq/izx09elQFBASoR48eKZ1OpyIjI1XTpk2Vl5dXjhoAer1etiuZAEmwc7nU1FTl4+OjhgwZopTKqm5dtWpV1bx5c9W0aVPDPteTJ0+qXr16qXr16qkWLVqorl27KldXV/mS+APZX7pHjx5Vo0aNUh07dlSenp5q7969SimlfvvtN1WnTh21YcMGpZRSQUFBqkmTJurx48dGi9lUPXnyRPn4+OQopJWWlqbc3d1V8+bNDQW5pk6dqpycnNSwYcPUrFmz1KhRo5Szs7MU4PoDL+5vq1GjhvL09FTOzs6qdevWhv1t586dU3379lWffvppjortcqP9ejqdTj158kTVqlVLbd26VSml1OzZs5VWqzXUXbh586YaOXKk8vf3VxMmTFDXrl0zZsgm68XketGiRapLly7KycnJ8D5MSUkxVL739vZWycnJ6vDhw+r06dPvfBGzv2Px4sVKq9WquXPnvjIAefPmTXX58mUVFhamvvzyS3mPvuThw4c5roFRUVGqadOmKikpSaWnp6tjx46pJk2aqM6dOyu9Xq+SkpJUaGiomjRpklq5cqW6ffu2EaM3TTqdTp06dUq1a9dONW/e3JBkHz58WH377bfq8uXLysvLS+3atUvpdDq1d+9e1aJFCzVp0iRJBP+mQ4cOKa1Wq0aNGqViYmJUZmam2rp1q/r0009V3759pdCeiZEE+y3w9ddfK61WqwIDA1Xt2rXVvn371OPHj1XXrl1V48aNDUn29evX1b59+9S0adOkBcLfsG/fPlWzZk21YMECtWnTJjV48GCl1WrVpUuXVFpamgoICFA1a9ZUbdu2VXXr1pVq4X8i+8KfXZE5+zF3d3fVtGlTdebMGaWUUqGhocrHx0d5eHio0aNHS9uTv3D69GlVp04dtW3bNqVU1mdcq9Wqjh07GgYusmdg2rVrl6O7gMiSfaP94g33/PnzVbNmzdT9+/dVUlKSmjt3rtJqta/MtLxYBE283ty5c1WdOnXUN998o3bt2qViY2NVenq64Zqwe/duVbduXcP79uWWPu+648ePq9DQUOXr66smT55sGOhRKut6qdVqVVBQkKxE+5vCw8NVo0aN1KlTp3IU32vRooXhmMzMTEOS7eHhIe/Fv/DiNTQqKsrwvZ696k+n06m1a9fmaBk5a9YsFRgYaEjExe9eLvD4oiNHjigHBwc1fPjwHEm2u7u76tq1qyTZJkQS7LeEt7e3cnBwUCNHjlRKZX1Ab926pbp27ao+/vhjQ5It/p6nT5+q7t27G26oY2JiVJMmTdSsWbPUtWvX1K1bt9SjR49UZGSkjGj/f3hdkv1i/+aUlJRX+uG+654/f64ePXqUY5XEihUrDKtXYmJiVN++fdWUKVNU69atVevWrVVUVJTS6/XqypUrUn39D2TfyLzYeeHu3bvKy8tLhYaGKqWUevTokQoKClJVqlQxVLt/8bni9S5fvqzatWunLly4oJTKWka6adMm1bVrVzVkyBBDj9abN2+qbdu2Ga4Lcl6zBAUFKTc3N+Xp6amGDx+u3NzcVJ06dVSbNm0MK3tWrVqltFqtmjdvnvS4/Rvi4+NV48aNVfv27Q1JdnZ7sxelpaWpo0ePqubNm6vGjRtLkv0Xss+PTqdTUVFRys3NLcdMdkREhKpSpYoKCQlR48aNU7Vq1ZIB9NfIvgZm///169df2XZ4+PDhV5LsiIgI1alTJ9miaEIkwX4LPH78WHXq1El5eXkpBwcHFRERYfhddpLdvHlzdfXqVSNGafpevKnL/hK+cuWKevz4sWrYsKEaP368yszMVEuXLlW9e/eW9kb/pZeT7JYtW6ojR46883stX2f16tXKx8dHOTk5KRcXFzVnzhyllFLDhg1Tvr6+SqmsNkZjx45VGRkZ6uLFi0qr1So3Nze1fPlyY4aeK1y6dMmwCih7JUpISIj65JNPVGpqqlIqK8n+8ssvlYuLi3r69KkkgX/DrVu3VIsWLdSePXvUwYMHlYeHh3J3d1f9+/dXHTp0UH5+fq/MuMjnP8uCBQuUq6urOnnypGEmMCEhQe3bt0+5u7urJk2aGFrvLV++XGm1WhUcHCzblP5E9nsrISFBNWvWTLm7u6vz58+rPXv2qObNm6udO3eqJ0+e5Fhyf/jwYeXh4SEr/v5A9nUwOTlZPX361DAwfuHCBfXpp5+qZs2aqcTERJWenq7GjBmjWrVqpTw9PWXr12ts3LhRdezY0XBv+eDBA6XVatWYMWPUw4cPcxx74MAB5eDgYFhir9PpZDWAidEoJX2ZcrvMzEyePHlC8eLFmTlzJmvWrCEwMJBu3boBcOfOHQYNGoSZmRlbt27F0tLSyBGbrqNHjxITE0O9evUYOXIkbm5urFmzhgYNGhAYGIi5uTkzZswgKiqKbdu2GTvcXC8zMxMLCwvS09MNVTHXrVtHvnz5jB2ayZgzZw47d+6kf//+2NjY8Pz5c5ycnKhSpQp37tzh0qVLODo6MmnSJDp06IC7uzsnTpxgzpw5VKtWDR8fH2kd9RK9Xm+oAg5w9uxZevTogUajoVWrVtjb2zNo0CD69etHuXLlmDJlCgBPnjxBo9FgZ2dnrNBN1svnFCAmJoYvvviCK1euEBMTQ7du3fjkk0+oX78+Cxcu5OeffyYkJMRIEZuuS5cuMXHiRIYNG0bDhg2B38+vXq/nypUrjBgxAmtrazZv3gzAmjVr+Oqrrxg6dCje3t6v/FuILBkZGVhaWpKYmIiHhwdFihTB1dWV5cuX88EHH/Dw4UPee+89ateuTeHChXFzc6NMmTLSzvA1lFJoNBoOHTrEhg0buHr1Kvb29tSqVYuhQ4dy6dIlRowYgV6vZ+vWrdjY2BAbG0u+fPne+W4AL9Pr9WzatImvv/4ae3t7goODyZ8/P5s3b2bSpEl07twZHx8fSpQoYXhOhw4duHz5Mr1792b48OFYWFgY8RWIl8m/Ri6UfVH7+eef+fXXX3n06BE1a9bExsaG0aNHAzB58mQ0Gg1du3albNmyLF26FI1GI8n1/8k+h0opQ5uOCxcuMHz4cMaNG2douzV9+nQ++eQTQ3INkJKSQrly5UhPT8fS0lJam/0XLCwsyMzMxMrKiv379xMTEyPJ9Qt27NjBnj17WLhwITVq1ABAp9Nhbm6OXq+nbNmylC1blq1bt3L79m3atWsHwMmTJ3FwcGDs2LFYW1sb8yWYlJiYGIoXL/5K8uHs7My4ceNYtmwZhQoV4uLFi7Rq1Yo6depw48YNrly5goODA0WKFDFS5KbtxeR6//79PHjwgCpVqlCrVi0CAwO5d+8ednZ2VKpUCch6D587d45SpUoZM2yTFR0dTWJiIuXLlzc8ln1+zczM0Gq1DBgwgBkzZnDgwAGaNWtG7969sbS0pG7dupJcv0b2d372PVDBggXZtm0bHTt2ZPny5Wi1WhYsWMC5c+e4fv06p0+f5uHDh3Tu3FmS6z+g0Wg4cuQI/v7+9OnTB1dXV65fv05YWBj3799n9uzZzJo1i3HjxtG0aVMOHDjAe++9Z+ywTZKZmRkdOnQgb968rFq1ioEDB7J48WI6d+6MhYUFY8eOBWDgwIEUL14cACcnJ7p06UL9+vUluTZB8i+SC2k0Gvbu3cv48eNxcHDg+vXrbNmyhUqVKjFnzhxGjx6NRqPhyy+/JDU1lV69eskM1kt0Oh0WFhZoNBpDcr1582ZatWqFh4cHAF999RXx8fGcPXuWFStWULhwYa5cucK3337Lhg0bsLKyMvKreDu8mGTL+zRL9s3guXPnaNasGdWqVTM8lj3Qk30T/cMPP5A/f35SU1MZP348AN9//z1hYWGSXL8gPDyc/fv34+/vj7OzMydOnGDbtm10794dJycn2rVrx6VLlyhWrBj9+vVj5cqV7Nq1i6dPn3LkyBEcHByM/RJMkvq/PuwAs2bNYtu2bZiZmaHT6fD29qZjx47UrVuXmzdvsmTJEtLT0/n55595/Pgxy5YtM/wNGaj83eXLlylYsKBhAOLl82Nubk6DBg0wNzfn4cOHhsd79Ojxr8eaG2SfvwsXLhjeew4ODrRq1YpvvvmGHj16cOfOHRISEmjfvj0AycnJmJmZyYDvH1D/19d+/fr1+Pn50a9fPwCSkpJwcnJi9uzZLF++HB8fH8aNG0dwcDC//fYbBQoUMHLkpkkphZWVFW5ubuj1ekJDQxk0aBCLFy/Gw8MDjUbDmDFjSEtLM1xPDxw4gJ+fH4UKFTJ2+OI1ZJgzF7py5QozZ85k3LhxrFy5kh9//JH+/fsTFxfH+PHjSUlJYejQoXTt2pUlS5aQmJho7JBNyvr16xkzZgyDBw9m8eLFABw6dIjIyEiOHDlCXFwcAHny5GH58uXUrVuXb7/9ltDQUKKjo1m/fj2VK1c25kt468jo66vS09M5fvw4ZcqUwczMjNft5nn+/DlBQUFs3ryZ3r17c+3aNWJiYggLC5OE8CX29vZcv36d1atXc/bsWXQ6HSdOnGDGjBlMmjSJvHnzotVqOXnyJNbW1kyYMIHp06fTpUsXmjdvbuzwTVZ24rd06VK2b9/OvHnz+OGHH3B0dGTdunVs2bKF5ORkMjIyuHLlCqdOnaJkyZJERkZiaWlJZmamJNfAN998w9mzZwGoUKEC9+/f58KFCwCvPT92dnbY2try/PlzgNdeH0QWjUbD999/T//+/dm5cycHDhxg2LBhDB8+HL1eT3h4OEWKFGHy5MkcP34cvV6PtbW1JNd/QqPRYGZmxu3btw3LvZVS2NjY8Omnn9KgQQNOnTqFXq+nbt26rF69mrJlyxo5atOUPQCk0+mwsrLC3d2dfv36ERcXx6BBg0hKSqJ9+/bMnDmT//znPwQHB7N7926WLFkiybUJk7taE5eSkkJiYiJmZmaGpTW3b9+mcOHCNG3a1JCYdOrUifT0dNauXculS5cMe2B8fX0pWLCgMV+CSZk5cyY7d+6kc+fOXL58mR07dpCYmMjYsWOxsLAgIiKC4OBg/P39KVKkCFZWVsydO5cnT55gYWGBpaWlLBcT/3MajQYrKyvy58/PtWvXAF5Z9qnX68mfPz9Vq1bl/v379O3bl/79+5Oeni7v0ZfodDqaNGlCUFAQY8aMYe3atQwZMoT9+/ezefNmNm/eTNu2bfH19eXixYvMnj2bKVOm0KRJExo0aCBba15y8uRJ4uLiqFatGkWKFMHc3JzDhw8zYcIEXF1duXTpEnfv3qVEiRKsWrUKc3NzevToQXBwcI7l5Nk1GN51N27cYOXKldjY2BAYGIizszOpqal8//33VKhQwZDAvHju7ty5Q4ECBXB2dgZen4SLLFevXmXq1KkMHz6cdu3aodFoOHr0KAEBAeTJk4fp06ezdetWmjVrxqJFi3BxcSFv3rzGDtvkpaenk5KSwtOnT4HfP882NjaULVuWmzdvkpaWRr58+eR8/oHs5Pr8+fOcPHmSYsWK8emnn9K2bVs0Gg0hISGGmex27dpRvXp1zMzMKFiwoNQCMXEyg23C1qxZw7Bhw/j0009p1aoVc+bMAeDWrVs8efKEQoUKGQpE5cmTB09PT54+fcrPP/8MgI2NjXwAXzBt2jS2bNnCsmXL8Pf3Z9GiRXh4eBAVFQXAoEGD+Oyzz/jpp58ICQnht99+Mzy3SJEi2NraSuIi/hVKKTIzM6lUqRJnz541JNkvyr7R1ul0JCcno9FosLCwkPfon6hUqRItW7bk0KFDzJo1i3v37tGzZ0+2b9+Oq6sre/fuxc7Ojk2bNnHo0CEASa5fMmDAAMaPH8+oUaNo3749YWFhREdH8/DhQ+zs7IiOjiY0NJTPP/+cdevWUb58eVauXMmwYcO4d++e4X2rlJLk+v9UrFiRgQMHYmFhwbRp07CysmLkyJGEhobyzTffkJSUBOQcZNu2bRsZGRlUqFDBWGHnGvfu3aN06dK4u7uTJ08erKysaN68OTNnzmTbtm0cOHAAW1tbDh8+zFdffSXJ4Gtkr5C4cOEC69atIzQ0lJSUFHr37s2CBQs4cuRIjpo0MTExaLVa+Yz/iezkes+ePfTp04ft27czZswYxo8fz4MHD2jTpg3e3t7ExcXh7+9PUlISFSpUoFy5cnJvnwtIgm2i5syZw+rVqw3VqwMCAmjdujUAjRs35smTJyxduhQAKysrw022g4NDjsIoIsu8efPYsmULmzdvplq1aqSlpWFhYUHjxo2JjY1l48aNrFq1ihYtWlCnTh1OnjzJihUrciTZQvxbspPlPn36cOvWLUJDQw1bF16Unp5OQkICH374oSSCf8Lc3Jw9e/bQrFkznj17houLCz/++CPBwcGcPn0aMzMzvvjiC/r06YOHhwdFixblgw8+MHbYJqd79+789ttvLF68mL179+Lu7s6qVavIkycPHh4eFCpUiB9++AHAMLNaokQJ7OzsKFmyJCVLljT8LZlxzaLT6QBwc3Oje/fuZGRkMGLECD744AP69+/P1KlTmT9/PkeOHCE9PZ0TJ04wa9YsNmzYwLRp06Tw3t/w+PFjrl27xrNnz4CslQAA9evXp2TJkty5cwfAMPMqXpW9zL5fv37s2bOH77//npMnT9KyZUtat26Nj48Pc+bMISQkhClTprB79268vLzke+k1MjMzgaxzeuLECcaNG8fo0aP57rvvmDlzJrt27WLx4sXExsbSpk0bBgwYwK+//sro0aNlK0guIkNLJuivKgeXL1+e3r17s3r1ajIyMhgwYABPnz5l48aNPHr0SPYHvyQmJobly5fTunVrw3L5PHnyALBv3z6ePn3Khg0bePjwIWFhYUycOBE7OzvWr1+PlZUV/v7+UpVVGIWjoyOBgYEEBgaSnp6Op6enIXFJSkpi5cqVnDt3joCAACNHatpiYmJYuHAhw4cPNxSCyk5U1q5di7m5Oc7Ozri4uODi4kLPnj1l/+VLunXrZtiGlL1kediwYURGRnLhwgWGDBmChYUF06dPp169etSsWdMw8Nu3b1/D0tzXtfN6l5mbmxuW1rZq1Qq9Xk9ERASLFy8mICCAsmXLsmTJErZs2YK1tbVhsCIsLEy+6/+mSpUqYWVlxXfffUeHDh2wtbUFslYE2NnZ8f777xs5QtN38+ZNpk2bRkBAAN26dSMuLg5bW1ssLS3x9vamQYMGLFmyhPz581OiRAmpVfMaixYtomfPnob3H2R1XXB3d6dr167ExsayZcsWmjVrxo4dO0hLS2PkyJG0adMGKysrHB0dZWAyF5EE24T83crBefPmxd7enl69erF27VrWrVtH0aJFSU5OZvHixTlmCQQUL16c8PBwRowYwdKlS+nVqxelSpUiJCSENWvWMH/+fGrWrEm+fPno168foaGhrFu3Dr1ej4eHh9wMCqPy8PAgb968BAYGcu7cOcqXL4+1tTUpKSlcu3aNkJAQWbXyF8zMzEhJSTFcG5VSuLq6MnbsWLy9vQFIS0ujXr16ALJE9CV9+/bl2bNn7Nq1C8haOWFlZUVmZia2trZYWVkZloI+f/6cs2fPcuLECUJCQoiPj6dNmzaSXL8gLCwMMzMzihcvjouLS47z17p1a6ysrFi1ahVBQUHMnDmTli1bcu/ePR4/foxWq8Xa2lr6CL/Giy1Mr127xr1796hduzYfffQRbdu2Zf78+WRmZtKyZUtsbGxYs2YNsbGxODk5GTt0kxcTE0PBggVp0aIFAEWLFgUgNjaW8ePHG5bb58+fn/T0dBmgfMn9+/c5cuQILVu2NCTYqamp/Pzzz9StWxfAUAjuyy+/ZOPGjQQGBhIfH0/37t1p2bKlMcMX/x8kwTYx2ZWDP//8c8zMzNDr9a+MWD1//pzt27dTqlQptmzZwrFjx7C3t6dy5co5mtCL39WqVYu5c+fi7+9PgQIFSEtLY8uWLSxYsIAGDRoYjnN2dubYsWMA+Pn5GStcIQzMzMxo3bo11atXZ/fu3Zw/fx69Xk+9evWYOHGitDb7GxITE0lKSjIss8/IyMDS0pI6derg5OTE4cOHKVKkCE5OTuTNm1dmCV5w+/Ztjh8/jqenJ48fP6ZYsWKGFoVffPEFxYoVM9x0A/j4+DB16lSmTp1K0aJF2bRpE+bm5oZVWO+6mJgYpk2bBmQtES1evDgWFhZ8+OGHlClThvr16/PRRx+RkJDArl27GD16tKElp3QG+HN/1MLUycmJBQsWoNFoCAsLIzg4mEqVKhm22smkxF9LS0vjxo0bPHr0CDs7O8NgRnJyMo8ePeLatWtUrFgRkAHKlz169Ah7e3vWrVuHlZUVJ0+eRKvVUqhQIXr27AnA+fPnuXr1Kp07dwayBotKlixJvnz55HOfS0mCbUL+SeVgrVbL9evXKV26NN27dzdGuLmOi4sL8+fPZ+DAgaSmpjJ16lQaNGhg2NOi0WiIj4+nQoUKpKWlYWVlJTfawmSUKVMGHx8fY4dh8rJv/GJiYkhPT8fe3p6KFSvi4eHBlClTqFixIh9++KHh+GLFiuHl5UWXLl3kxvA1ypUrx7p16xg2bBgajQYfHx+KFi2Kn58f0dHRrF27Fvi9gvAnn3xCnTp1ePLkCeXKlcPMzEyqhb+gePHibNq0iT59+lClShUcHR2xsbHhxIkTHDlyhJCQEMzMzPjggw+4efMm5ubmjB49mrlz50pdgL/wYgtTNzc38ubNy7p169iwYQMjR45k7ty5tGrVitu3b2Nra0vlypVlefhrvK4vfeXKlfnggw+IiIigX79+hr3q9vb2lCpVKsfxct/0u4iICLZu3crw4cNxdXXl+fPnTJkyhbi4OPbu3UubNm3IzMxk+fLlJCUlGWaqb926Rdu2benXr5+sVsml5BvPhCil0Ol0OSoHV6pUKccx2Qm3Xq9HKSVL7v6hWrVqsXLlSry9vbl69aqhuijAggUL2LdvHxEREYY92kKYkhdvfF53EySybu727dvHzJkzyczMpHDhwgQHB+Pj48Pdu3fp2bMnQ4cOxcbGhtu3b3PkyBF27NhB8eLFjR26yXJxcWHevHn4+/uTN29erly5wuPHj1m2bJlhNuvFBNrW1tawDFKv10ty/ZIaNWqwYsUKRowYgZOTE71798bPz4/k5GRu3brF5cuXuX//PgBPnz4lOjpalty+5J+2MF2zZg0//fQTH374IdWrVzdm6CbtxbZRv/zyC7dv36Z27do0bNgQLy8v5s+fj06no3Pnzoa91g8ePDDUCxI5OTg48PTpU0JDQwFwdXU1rPDp2LEj27Ztw9bWFgsLC27evMn27du5ePEiO3bsYN26dZJc52IaJSXpTM7ly5fp2rUrrVu3Zvjw4Ya9LtnS09MZPnw4ZcqUYeTIkUaKMnc7ffo0Q4cOxd3dnf79+7Np0yaWLFlCREQE1apVM3Z4Qoj/TxcuXKBHjx4MGjSIfPnysXPnTuLj41m5ciV2dnaEhoaya9cu8ubNS+HChRk7diyOjo7GDjtXOH36NN7e3lhaWrJ48WJq1apl7JBytdOnT+Pn50ebNm3o3r37KxWsswfRExISpC3PC9asWcOPP/7IyZMnMTc3p1u3boYaKxs3buTw4cPA77UCMjIyqF27NkOHDqV3795GjT03+P777xk7dizVq1fn9u3b6PV6KlSowOLFizl48CBhYWFcuHCBypUrk5SUxKJFi6hSpYqxwzY52St3rl69ip+fH2XKlKF///7Url2b8+fPM2HCBJKTk4mMjCQlJYWJEydy48YNChcuzJdffinfS7mcJNgmauvWrQQGBtKyZcvXVg7eunUra9euleJG/4UzZ84wYsQIbGxsuHfvHuHh4ZJcC5GLXblyhUuXLhEdHY2/vz8Ad+/eZdSoUcTGxrJixQoqVKhAbGwstra2ZGRkYG1tbeSoc5fz588zcOBA2rdvz2effSY1AP5LZ86cwd/fH3d3d3r06GE4n5mZmZibm8sqlZfMmTOHnTt30r9/f2xsbHj+/DnOzs44Ojpy+fJlunTpgq+vLwMHDgSyOrA8e/aMAQMGMGDAABo3bmzcF2Dirl27xsCBA/H19cXd3R0rKyu2bt1KREQERYoUYeHChTx//pxbt25hZmZGyZIlDSsIRE7ZK0xjY2MJDw9n9erVODs74+fnh4uLCxcuXGD8+PGkpaWxbds2bGxsePDgAdbW1jkqjYvcSRJsE6XX69m9ezeBgYHY2tq+Ujl4yZIlMrr1BkRFRTF06FBWrVolhSSEyMV+++03Bg0axNmzZ/H09GTChAmG392+fZsxY8YQFxfH0qVLX9l6I/6ZF1cAeXp6UqpUKWOHlKvJ+fx7duzYQXBwMEFBQa9tYZqens7ixYvZuHEjnp6eOVqYbtu2jfXr10tBs79w+PBh5s2bx8qVKylcuDAWFhZkZmayZcsWlixZwowZM6hfv76xw8w1vv/+e0aMGEGnTp2Ii4vjxx9/pHr16nh7e1O3bl3Onz/PF198wf3799m/fz+FChUydsjiDZEE28TdvXvXUDk4u1frJ598IrMGb1BqaqoUNxIil0tNTeXYsWMsWbKEzMxMIiMjsbCwMMwi3Llzh0GDBmFmZsbWrVuxtLQ0dsi52pkzZxg2bBgNGzbE39+fYsWKGTukXO3MmTMMHz6cRo0aMWDAAEkEX5C9L3jKlClYWloyevRoNBrNa2f3N2zYwJMnTwzF915sYVq1atV/O/RcI/scr169mhUrVnD8+HE0Go1hmT1A3bp16dWrF76+vkaONneIi4ujb9++eHh4GLYmXL58mUmTJmFjY4Ovry8uLi6cOXOGOXPm8NVXX72yTUTkXpJgCyGEyHVerBYO8N5772FmZsbRo0eZMGECJUqUYOPGjcDvS/Xu3buHRqORGcI35MSJE3z99dcsXbpUljK/ASdPniQwMJDw8PBXaq+8y5RSZGRk0KZNGz7//HN69Ojx2gKvz58/x8vLi1KlSuHv7y8tTF8j+7qZ3QJWo9Hk6KRy69YtPDw86NatG2PGjAGyVgmkpKTg7e1Nr169pCfz35SYmEjHjh0ZOnQorVu3Nqy2uHr1Kp6enlSvXp0+ffrQoEED0tLSpLjuW0ZKe+YCUjlYCCF+l30dPHDgAAsXLiQuLo5GjRrRq1cvGjVqxJdffsn48ePp2rUrGzduxMzMDKWUrPx5w1xdXalXr57hhl06Wvx36tatS2RkpFQMf4m0MH1zHjx4gL29PUopzMzMOH78ODt37kSn09GyZUuaN2+Ot7c3K1euRK/X4+fnR3x8PNu2bePevXuyCuAvZF8HlVIkJSWRkpJi6Aig1+uBrJZntWrV4ujRoxQrVgwXFxf5zL+F5NswF5D+gkIIkSU7ud6/fz/+/v7Ur1+ffv36cfDgQZYvX86VK1do1KgR06ZNIzY2llatWgFy7fxfyZ4Bk+T6zZAb7VcppcjMzMzRwvRlr2thKnLas2cP7u7uHD9+HHNzc/bv34+Pjw9xcXFcvXoVf39/vvvuO3x9ffH29mbLli00btyYfv36sX37dpYtWyarf/5A9iqAtLQ0dDodGRkZlCxZEi8vL4KCgti/fz+WlpaYm5sDWa0MBwwYgJ+fn3zm31KyRFwIIUSucu/ePQYMGEDv3r3p3LkzAPXq1UOv11OvXj0GDx5M5cqVOXjwILNnz2bFihVyYyhELictTP87p06dIjQ0lOvXrzN69GhOnjxJ5cqV6dKlC9HR0axZs4bw8HCCgoJwc3PjwYMH/PDDD5QqVYry5ctTvHhxY78Ek5Q96Hvs2DEiIiK4f/8+aWlp9O3bF0dHRzZu3MjmzZvp27cvhQsX5tGjR2zbto1du3bJ1oW3mCwRF0IIYbJOnTrFnTt3SE1NxdHRkVq1apGSkgJA7dq1iY+PZ/r06XTp0oU6derg7e2Nubk5bdu2pWnTpri6usoMgRBvAUdHRwIDAwkMDCQ9Pf21LUzPnTtHQECAkSM1TXXq1MHKyoqVK1cyY8YMLC0tadOmDQClSpWiX79+AAQEBJCamkqHDh3o1KmTMUM2WRkZGVhaWhqWhB84cIDhw4fTr18/evTowdatW5k4cSIbNmxg2LBhODg4sGHDBiwtLbGzs2P9+vWSXL/lJMEWQghhkubNm8f+/fvRaDTExsZSqVIlVq5cSWJiInny5MHc3Jzvv/8ec3NzmjVrRs2aNXFwcODEiRPExsbi4uJCwYIFjf0yhBBviIeHB3nz5iUwMJBz58690sI0JCSE8uXLGztMk5OdCDo5OdGnTx9Wr17N/v37efr0qeGY999/n/79+2Nubs64ceNyJODid+vWrSMlJYVu3bphY2NDUlISYWFhhl7rMTExXLx4kT59+lCgQAFu3bpFjx49cHNzo1ChQqSmpsqg7ztAlogLIYQwOfPmzWPjxo0sWLCAKlWqEB8fj7W1NXZ2dgDcuHGD0qVLM2jQIGrUqMHAgQPJzMxk6NCh1K1bF3d3d9577z0jvwohxP+CtDD9+7KXMMfFxWFmZka+fPl48OABX331FZcvX2bWrFl89NFHhuMfPHhAREQE7dq144MPPjBi5KYnKiqKnj17UrZsWXr27En79u2xtLSkVatWLFu2jOLFi+Pu7k7jxo2ZOnUqq1evZtu2bWzatIk8efIYCqBJTZC3n8xgCyGEMCkXL17k2LFjLFiwgLp16wJQoEABIKuVUXayrdPpOHv2LF5eXlhYWLBkyRJu377N1KlTJbkW4i1WpkwZfHx8jB2GyXuxKOSiRYtISEigZMmSBAUF4evry8qVK5kwYQLTpk3D1dUVgJIlSzJ06FBDQS7xu/fff59ixYpx9+5dvvvuO5RStGnThkqVKrFx40YOHjxI06ZNGT9+PJBV9AzAysrKUIhPkut3gyTYQgghTEpMTAxJSUmG2RO9Xs/p06eJjIwkMjLScFz2vus+ffpQvXp17ty5w5o1ayS5FuIdIC1M/5pGo+HEiROMHDmS4cOHU7p0aSwsLLCxscHZ2Zk+ffrw9ddf88UXXzBx4kQaNWoEIMn1a2S3ehw5ciTh4eGkp6cTHh6OTqfDzs6OnTt34uDgwOTJkw3PefToEfb29mRmZso5fcdIgi2EEMKkWFlZkSdPHs6dO0fdunVZtGgR3333Hc+ePaNPnz7Uq1ePtLQ0/P39mTx5Mm5ubsTFxdGkSRPKli1r7PCFEP8CaWH657IHHfbs2UOLFi3w9PTM8fuLFy/y7NkzhgwZwpQpU5g9eza1a9cmb968cj5f8uIAjlarpVy5crRt25Zvv/2WrVu30qpVK8qXL09SUhJjx46lWrVqXLp0ib179xIREUGePHmM/ArEv00SbCGEECalcuXKhkI7CQkJmJubU716dQIDA6lUqRIWFllfXR9++CHx8fF06dJFZrCEEOIF2dfDu3fvGtoU6nQ6w0zqoUOH2LhxI8eOHWPkyJEUL15cim+9JDY2lvfeew+NRmM4d5UrVyZ//vwsXbqU8PBwRo4cyYEDB2jSpAmPHj3izp07nD9/nrJly7J+/XoqV65s7JchjEASbCGEECalePHiLFq0iGPHjvH06VOcnZ2pVq0aBQoUIDMzE8i68TEzM5OKwUII8ScqVKjAvn37SExMpGDBgmRmZmJhYUHFihUpXrw4Op2OmjVrGjtMk7NkyRKOHj3Kxx9/bGj/mG3UqFF4e3uza9cuZs+ezeDBgzlw4AAdOnQgICAAW1tbdDodVlZWRnwFwpjMjB2AEEII8bJSpUrx2Wef4evri6urq6HIWfbs9dq1a3n8+DHVq1cHZImoEOLdlJGR8drHs5sEdenShUKFCtGvXz8SExMN19Cff/6ZAgUKkJ6e/q/Fmls8fvyY4OBgzp07x9KlS+ncuTPr1q3jzp07QNb3UO3atTl48CAAixYtomzZsgQHB3PgwAHMzc0luX7HSZsuIYQQJu3YsWPcuHGDGjVqkJCQwLFjx9ixYwdr166lSpUqxg5PCCGM4rfffuPAgQO0atUKGxsbUlNTyZs3b45j9Ho9+/btY/ny5cTExFCvXj2Sk5M5ffo04eHhODg4GCl603b+/HkGDhxIo0aNiI2NRaPRcOPGDXx9fWnWrBkWFha4u7vj6+tLt27dABg3bhw+Pj5SC0RIgi2EEMK0nThxgsGDB6OUokiRIpQuXZoxY8bI3jYhxDstOTmZdu3aUaFCBdq2bUt0dDS9evUy7KXOrk2h1+u5e/cukZGRPHz4EDs7Ozp37kzFihWN/ApM2+nTpxk7dixubm7UrFmTu3fvsmLFCipUqECzZs2wsrLi3LlzjB07lsKFCxs7XGFCJMEWQghh8qKjo4mLi6NQoUIUKVLEsGRcCCHeVUopfv31Vz7//HMSExOZNm0aHTt2fOUY2ULz/+/06dMEBATg5ubGsGHDePjwIQcPHmTNmjU8e/aMlJQUtmzZQrVq1YwdqjAhsgdbCCGEyStVqhROTk6UK1dOkmshhCCr9oSFhQWJiYnky5ePffv2kZyc/Mox8PuebPHP1KpVi6CgIHbs2MHcuXOxtrbGy8uLXbt20aNHD6pXr46NjY2xwxQmRmawhRBCCCGEyIWSkpKIjo4mPT2dAQMG4OjoSHBwMNbW1sYO7a1y5swZ/Pz8cHd3p3v37pQtWxa9Xk9aWpq0NxOvkARbCCGEEEKIXCB7yffDhw9JTEwEoFixYhQuXJgff/yRgIAAqlSpQnBwMPnz5ychIQFbW1sjR/12OHPmDMOHD6dRo0b079+f0qVLGzskYaIkwRZCCCGEEMLEZSfX+/btY/bs2WRmZvL48WOqVatG3759+eSTTzh58iQBAQGUL1+eSpUqkT9/fvz9/aVt1Bty8uRJAgMDCQ8Pp2jRosYOR5goSbCFEEIIIYQwUXq9HjOzrLJJUVFRDBw4kCFDhvDRRx9x+/Zttm7dytWrV5kwYQJNmzblzJkzzJkzh9jYWBYtWiStuN6wlJQUWRYu/pQk2EIIIYQQQpiY8+fPU7NmTQAyMjKwtLRk+vTpPHv2jBkzZhiOu3DhAsHBweh0OoKDgylQoAA6nY7k5GQKFixorPCFeGdJFXEhhBBCCCFMyOHDhxk8eDAhISEAWFpaopTixo0bhsrgGRkZANSoUYM2bdoQFRVFbGwsAObm5pJcC2EkkmALIYQQQghhQsqVK0f9+vXZtWsXq1atArJabr3//vv8+OOPPH/+HEtLS0OSXapUKcqUKUPevHmNGbYQAkmwhRBCCCGEMBlKKcqVK8egQYOoUqUKkZGRhpnsXr16YWFhQb9+/UhOTsbS0hKA/fv3kz9/funJLIQJkD3YQgghhBBCmIDsgmbZFcPv3bvH119/zZEjR+jduzc9evRgz549BAUFkZqaSvXq1cnIyOCnn34iLCwMR0dHY78EId55FsYOQAghhBBCiHfZL7/8QpUqVTAzM0Ov16OUwtzcnNKlS2NpacmjR49Yu3YtSik8PT1xcHAgPDyc3377jfLlyzNmzBgqVKhg7JchhEBmsIUQQgghhDCa3bt3M2/ePPr06cNnn30G/N7zOiQkhNDQUEaPHs1PP/3EmTNn6NKlC7179zZu0EKIPyQz2EIIIYQQQhhJ1apVKVOmDNu3bwfgs88+Q6PRsHz5ckJDQ5kzZw4NGzbExcUFnU5HZGQkiYmJ+Pn5GTdwIcRryQy2EEIIIYQQRhQdHc2XX35JXFwcffv25f79+6xYsYLZs2fTqFGjHHuy58yZQ0xMDMuWLaNQoULGDl0I8RJJsIUQQgghhDCy7CT76tWrPHnyhGXLluHq6vpK4bPo6GisrKwoVqyYsUMWQryGtOkSQgghhBDCyEqVKsXEiRPRarXY29vz4MEDAEPhM41GYzhOkmshTJfMYAshhBBCCGEiXlwu3rlzZ7p27Qr83sJLCGHaJMEWQgghhBDChGQn2fHx8bRq1YpevXoZOyQhxN8kw2BCCCGEEEKYkFKlSjFhwgTMzc05ePAgiYmJxg5JCPE3yQy2EEIIIYQQJujBgwdoNBpKlChh7FCEEH+TJNhCCCGEEEIIIcQbIEvEhRBCCCGEEEKIN0ASbCGEEEIIIYQQ4g2QBFsIIYQQQgghhHgDJMEWQgghhBBCCCHeAEmwhRBCCCGEEEKIN0ASbCGEEEIIIYQQ4g2QBFsIIYQQRiGdQoUQQrxtJMEWQgghcoGePXui1Wpz/K9atWo0btyYyZMnk5CQ8D/5727btg2tVkt0dPQb/bubN29m5syZb/RvCiGEEMZmYewAhBBCCPH3VKlShcDAQMPPGRkZXLp0iaCgIC5fvkxERAQajcaIEf59S5cupU6dOsYOQwghhHijJMEWQgghcgkbGxucnJxyPFa7dm2Sk5MJDg7m/Pnzr/xeCCGEEP8eWSIuhBBC5HLVqlUD4MGDB/Ts2ZMRI0bg5+eHk5MTffr0AeDZs2fMmDGD5s2bU716ddzd3dmyZUuOv6PX61myZAmNGzemZs2a+Pr6vrL0fMyYMTRt2jTHY9HR0Wi1WrZt22Z47PHjx4wePRpXV1ecnZ3x9PTk7NmzADRt2pT79+8TGRn5P1l+LoQQQhiLzGALIYQQudytW7cAKF26NAC7d++mbdu2LF26FL1eT2pqKt27d+fJkyf4+flhb2/P/v37GT9+PHFxcQwYMACA2bNns3btWgYOHEjNmjXZvXs3c+fO/cfxJCcn89lnn6HT6Rg5ciTFixcnNDQULy8vIiMjWbRoEd7e3lSpUgVfX1+KFSv25k6GEEIIYUSSYAshhBC5hFKKzMxMw88JCQmcOnWKpUuX4uzsbJjJtrS0ZPLkyVhZWQGwfv16rl69yoYNG3B2dgagYcOGZGZmsmTJErp164aZmRlhYWH06dOHwYMHG455/Pgxx44d+0dxRkZGGmaoHR0dAfjwww9p3749UVFRdO7cGSsrK+zs7GRJuxBCiLeKJNhCCCFELhEVFUXVqlVzPGZmZsZHH33ElClTDAXOKlSoYEiuAU6dOoW9vb0huc7Wtm1btmzZwvnz59FoNGRkZNCkSZMcx7Rq1eofJ9hnzpyhVKlShuQaIF++fOzdu/cf/R0hhBAit5EEWwghhMglqlatyuTJkwHQaDTkyZOHEiVKYGNjk+M4a2vrHD8nJCTw3nvvvfL3ihYtCkBiYqLhscKFC+c45nXP+yvx8fEUKVLkHz9PCCGEyO0kwRZCCCFyCWtra6pXr/6Pn2dra8udO3deeTw2NhbImVQ/efKEChUqGH6Oj4/P8RyNRoNOp8vx2PPnz3P8XKBAgdcWLvvpp5+wtbWlYsWK//g1CCGEELmBVBEXQggh3nK1a9fm/v37hire2Xbs2IGlpSU1atTA2dmZvHnzsmfPnhzHHDp0KMfP1tbWPH36lLS0NMNjZ86cyXFMrVq1uHfvHteuXTM8lpaWxpAhQwyVy83M5BZECCHE20dmsIUQQoi3XIcOHVi/fj2DBg3Cz8+PUqVKcfDgQbZu3crgwYMpWLAgAL6+vsyfP598+fJRr149jhw58kqC3aRJE8LCwhg/fjydOnXi6tWrrF69GnNz8xz/vbCwMAYOHIifnx+FCxdm7dq1ZGRk0L17dwAKFizIL7/8wqlTp6hRowZ58+b9906IEEII8T8iw8dCCCHEWy5fvnyEhYXRpEkTFixYwMCBAzlz5gzTpk1jyJAhhuN8fHwYN24ce/bsYeDAgfz666+MHj06x9+qX78+o0eP5syZM/Tv35/vvvuORYsW5UiwbWxsCA8Pp2bNmkydOpWhQ4ei1+tZu3atoZWYl5cXcXFx9O3bl4sXL/47J0IIIYT4H9MopZSxgxBCCCGEEEIIIXI7mcEWQgghhBBCCCHeAEmwhRBCCCGEEEKIN0ASbCGEEEIIIYQQ4g2QBFsIIYQQQgghhHgDJMEWQgghhBBCCCHeAEmwhRBCCCGEEEKIN0ASbCGEEEIIIYQQ4g2QBFsIIYQQQgghhHgDJMEWQgghhBBCCCHeAEmwhRBCCCGEEEKIN0ASbCGEEEIIIYQQ4g2QBFsIIYQQQgghhHgD/h9Wz22vY/IKdwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# PLOT the top products \n",
    "plt.figure(figsize=(10, 6))\n",
    "colors = sns.color_palette(\"colorblind\", n_colors=len(top_products))\n",
    "bars = plt.bar(top_products['Item'][:10], top_products['Transaction'][:10], color=colors)\n",
    "plt.xlabel('Product')\n",
    "plt.ylabel('Sales')\n",
    "plt.title('Top Products by Sales OVERALL')\n",
    "plt.xticks(rotation=45, ha='right')\n",
    "plt.legend(bars, top_products['Item'][:10], loc='upper right')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "78788fe4-5b65-4f04-bac6-11ce95c07c85",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top Products by Sales:\n",
      "             Item  Transaction\n",
      "16         Coffee      4566949\n",
      "8           Bread      2970019\n",
      "63            Tea      1164639\n",
      "48           NONE      1011859\n",
      "42      Medialuna       728831\n",
      "51         Pastry       665753\n",
      "12           Cake       640456\n",
      "35  Hot chocolate       629329\n",
      "55       Sandwich       562000\n",
      "26     Farm House       372385\n"
     ]
    }
   ],
   "source": [
    "#2016\n",
    "\n",
    "top_products_2016 = df_2016.groupby('Item')['Transaction'].sum().reset_index()\n",
    "top_products_2016 = top_products_2016.sort_values(by='Transaction', ascending=False)\n",
    "\n",
    "# Display the top products\n",
    "print(\"Top Products by Sales:\")\n",
    "print(top_products_2016.head(10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "6aa0250a-951d-4a26-9f0d-03467209c4e6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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cnJzk5eWl0aNHS5J1hPSn+fHHH2O9/uabb+Ti4qKSJUtapzVq1Ejnzp3T559/rgoVKjz1zL/0OOA6ODhozZo1evToUZz5Fy5c0Guvvaa8efPqwoULunPnjtq0aaNChQpZj2vfvn2S4n4QIT3+/3B0dNSNGzdUvHhx6x8HBwdNmzZNV69eVWBgoKpWrWodnK1AgQLq1KmTKlSo8Mx+7N27V5988ok8PT31xRdfPPE4K1WqJH9/f+vo8pJ0/vx5+fv7q2LFik/d9r+VLVtWrq6u+uabb2JN37NnjxwcHLhaDgCSqRR7BvtZ5s+fryZNmqhZs2aSHt/nN3LkSLVt21ZXr17VvXv3JEkDBw5Ujx49NGDAAO3atUvdunXTsmXL5OXlZcvyASBFsbOzU79+/TR48GD1799f77//vv7++2/Nnj1b6dKlU/v27WMtP2nSJD169Ej58+fX+vXr5e/vr88//zzR6kufPr06d+6sOXPmyNHRUdWrV9fVq1c1c+ZMFSpUyHpPePfu3fX999+rQ4cO6tixo4KDgzVjxoxY92S7u7sre/bsmjNnjlKnTi2LxaIFCxbEGo3bzc1Nbdq00fLly+Xk5KRy5crp999/1xdffKFPPvlEdnZ21rO427ZtU8mSJVW+fHlNmTJF3bt3V6tWrWRvb6+1a9fKycnpiY+I+qdvv/1WWbNmVYUKFbR//36tW7dOvXv3jjUwWpkyZZQ/f34dOnRI06dPf+b27O3tNWLECHXv3l0NGzZUy5YtVbBgQYWFhenAgQNavXq1evfurXTp0il//vxKnTq15s+fLwcHBzk4OGjXrl3asGGDJD1xFPEMGTKoY8eOmjlzpu7du6e33npLN27c0MyZM2WxWPT6668rTZo0ypYtm8aMGaN79+4pT548+uOPP7R371516dLliXU/evRIQ4YMUapUqdS1a9dYAVp6PGhctmzZVLduXc2fP1+dOnWyjhswdepUFSlSJF4DoaZKlUq9evXShAkTlDZtWtWqVUvHjh3T4sWL1aZNm3jdIgAASDpeyYB9+vRpnThxwvoDXPrffV7+/v7WX4Y6dOhg/cXJw8NDp0+fJmADQCJo0KCBUqVKpQULFqh79+5KnTq1KleurH79+sW5R3jEiBFasGCBrly5oqJFi2rp0qXxHsgyvnr27KlMmTJp1apVWrdundKnT6/atWurT58+1vu18+XLp1WrVmnChAnq27evMmbMqIEDB8Yabdve3l6zZs3SuHHj1K9fP2XKlElt27bVhQsXYj3i6eOPP1bGjBm1du1aLV68WLly5dKwYcOsHwzXqlVLW7Zs0aBBg9SoUSONGDFC8+fP15w5c9SvXz9FRUWpWLFiWrp0aZzL2v9tyJAh+uabb7R8+XJlzpw51gBk/1StWjUFBwfHeYzVk1SrVk1ffvmllixZovnz5ys4OFhOTk4qWrSopk+fbh3ALU2aNJo7d64mTZqk3r17K1WqVPLw8NCqVavUqVMnHTlyxDp42T/16dNHmTNn1po1a7R48WKlS5dOXl5e6tevn/U+6NmzZ2vatGmaOXOm/v77b2XPnl09evR46r3bx44d061btyRJPj4+ceb36NFDPXv2lJOTk5YtW6axY8dq2LBhcnR0VMWKFTV48GA5OMTv16r27dsrbdq0WrZsmdavX68sWbKoZ8+e6tSpU7y2AwBIOizGs4bDTCEGDRqkwMBA62O6SpQoIR8fn1gj0cbInDmz/Pz81KJFC61evTrWL22TJk3Sjz/+qO3bt7+02gEAj23atEmDBw/W7t27E3QvNRLOMAzVq1dPlSpV0qeffmrrcgAASLJS7D3Yz1K4cGFdvHhRefPmtf65fv26Jk2apPv37+uNN95QqlSp9Pvvv8da79y5c7FGEgUAICW7d++eZs+era5du+rKlSuxnlUNAADieiUvEe/UqZP69Omj2bNnq169erp+/bqGDBmiXLlyWS9F7Nixo+bMmaOsWbOqRIkS+uabb3TgwAEtX77ctsUDAPCSODs7a+3atYqOjta4ceOeOHAoAAD4n1fyEnFJ2rFjhxYsWKDz588rffr08vb21oABA6wDx0jSsmXLtGrVKt24cUMFCxZUz549n+veMwAAAADAq+eVCNgAAAAAACS2V/IebAAAAAAAzEbABgAAAADABClqkLPjx4/LMAzrc6wBAAAAAHgRERERslgs8vT0/M9lU9QZbMMwxC3lz88wDIWHh9Mzk9FX89HTxEFfzUdPEwd9NR89TRz01Xz0NHHQ1/iJT85MUWewY85cFy9e3MaVJA8PHjyQn5+fChUqJFdXV1uXk2LQV/PR08RBX81HTxMHfTUfPU0c9NV89DRx0Nf4OXny5HMvm6LOYAMAAAAAYCsEbAAAAAAATEDABgAAAADABARsAAAAAABMQMAGAAAAAMAEBGwAAAAAAExAwAYAAAAAwAQEbAAAAAAATEDABgAAAADABARsAAAAAABMQMAGAAAAAMAEBGwAAAAAAExAwAYAAACQYkRFG8ly35GRkfr888/VoEEDeXp6qnz58vLx8dGvv/4ar+2MHDlSnp6eKlOmjIKCguK8RuJysHUBAAAAAGAWezuLWq0+Jr+b917qfj2ypNaqlqUTtO6jR4/Uvn17/fXXX+rVq5c8PT318OFDbdy4Ue3bt9ekSZP03nvv/ed2zpw5ozVr1mjkyJGqVKmSgoKCYr3OlClTgurD8yNgAwAAAEhR/G7e0/HAEFuX8dxmzpyps2fPatu2bcqePbt1+pAhQ3Tv3j2NGTNG3t7eSpUq1TO3c/fuXUlSxYoVlStXLh06dCjWayQ+LhEHAAAAABuJiIjQxo0b1aBBg1jhOkafPn20aNEiOTs7686dOxo5cqSqVq2qEiVKqFmzZjp48KAkadOmTWrdurUkqUaNGvL29o71etCgQZIkf39/9ejRQ+3bt1fNmjXVv39/3bp1y7o/wzC0aNEivf322ypZsqQ++OADbd26NbHbkGJwBhsAAAAAbOTKlSu6c+eOSpd+8uXlWbNmVdasWRUVFSUfHx9FRERo8uTJcnNz04oVK9ShQwetWbNGdevWVerUqdWzZ0+tX79e+fPn1y+//BLr9Y0bN9SiRQvVqVNHH374oXLkyKFFixapadOm2rZtm1xdXTV9+nRt27ZNw4cPV4ECBXT48GGNGDFCoaGhatmy5UvuTvLDGWwAAAAAsJGQkMeXsqdLl+6Zy+3fv1+nTp3S1KlTVa5cORUqVEgjR45U4cKFtWTJEjk7O1u34ebmpjRp0sR5/cUXXyhbtmz65JNPlDNnThUtWlQzZszQ7du3tXPnTj148EDLly/Xp59+qmrVqilPnjxq2LCh2rVrpyVLliRuI1IIzmC/wiwWi1xcXGSxWGxdCgAAAPBKcnNzkyTduXPnmcudO3dOadKkUZEiRazTLBaLypYtq/379z/Xvk6fPq0///xTFSpUUHR0tOzs7GSxWPTo0SP5+/vr/PnzevTokfr37y87u/+di42MjFR4eLgePnwoZ2fn+B/kK4SAbSNR0Ybs7WwbbF1cXFS0aFGb1vBPSaEnAAAAwMuUO3duZcqUSceOHVPdunXjzPf399fYsWOfegm5YRhycHi+WBcdHa3y5cvrk08+kb+/vwoWLCgXFxdJUpo0aXTlyhVJ0owZM1SgQIE46zs5OT3vYb2yCNg2YqvHByRVL/JYAwAAACC5srOzU6NGjbRy5Up16NAhzkBnixcv1smTJ9WmTRuFhobq3Llz1rPYhmHo6NGjKlSo0HPtq3Dhwtq+fbuyZcum+/fvK0+ePAoPD9fAgQPVvn17vfHGG3JwcNC1a9dUvXp163orVqzQ+fPnNWrUKPMOPIUiYNtQcnt8AAAAAADzde3aVT/99JNatGih3r17q3Tp0rpz546++OILbd68WdOnT1flypXl4eGh/v37a9iwYcqYMaNWrVqlc+fO6bPPPnuu/bRo0ULr1q3Tp59+qho1asjOzk6zZs3S2bNnVaRIEaVJk0bNmjXTzJkzlTp1apUuXVoHDx7U5MmT1aVLl0TuQspAwAYAAACQonhkSZ2s9uni4qJVq1Zp6dKlWrRoka5duyZnZ2cVLVpUK1euVNmyZSVJS5cu1cSJE9WjRw+Fh4erWLFiWr58uUqVKvVc+8mdO7dWrVqlSZMmacSIEXJ0dFSZMmW0YsUK673ggwcPVoYMGTRz5kzdvHlT2bNnV69evdSxY8cEH9+rhIANAAAAIMWIijZsduvhi4wp5Orqqh49eqhHjx5PXcbNzU0TJ0586vy33npLZ8+efeprSSpatKjmzp0rPz8/eXh4yNXVNdZ8BweH/6wDT8djugAAAACkGLYcNJcBe0HABgAAAADABARsAAAAAABMQMAGAAAAAMAEBGwAAAAAAExAwAYAAAAAwAQEbAAAAAAATEDABgAAAADABARsAAAAAABMQMAGAAAAAMAEDrYuAAAAAADMYkRHyWJnn2z27e3trcDAQOtrR0dH5cyZU40bN1bHjh3NLvE/DRo0SIGBgVq5cuVL33dKQMAGAAAAkGJY7Ox1c0dbRQT7vdT9Orp5KEudzxO0ro+Pj3x8fCRJDx8+1IkTJzR06FC5uLioZcuWZpaJREbABgAAAJCiRAT7KfzWb7Yu47m5uroqc+bM1te5c+fWwYMHtXHjRgJ2MkPABgAAAIAkxtnZ2frv1q1bK1++fDpz5owuXryo4cOH6/3339fGjRu1ePFiBQYGKmfOnGrWrJlat24tO7vHQ20dOXJEs2bN0h9//KHw8HDlzp1bXbt2Vc2aNSVJhmFo7ty5Wrt2re7evas6dero0aNHNjnelIJBzgAAAAAgCTlx4oS2bdumxo0bW6etX79ebdq00Zo1a1S5cmWtW7dOkyZNUo8ePfTNN9+oT58+WrRokaZMmSJJunHjhjp06KDixYvrq6++0ubNm1WiRAkNGTJEt2/fliQtXbpUixcv1ieffKJNmzYpbdq02r59u02OOaXgDDYAAAAA2NCCBQu0dOlSSVJERIQiIiJUsmRJvffee9ZlPDw8Yr2eO3euPvroI9WrV0/S48vK7927p5EjR6p379569OiRevbsqQ4dOshisUiSOnfurM2bN+vy5ctydnbW2rVr1aZNG7377ruSpMGDB+vgwYMv67BTJAI2AAAAANhQzKXdkhQZGanLly9r+vTpatmypdavXy9Jyps3r3X54OBgXb9+XdOmTdPMmTOt06Ojo/Xo0SNdvXpVBQsWVIMGDbRixQqdO3dOAQEBOnPmjHW50NBQBQUFqXjx4rFqKVWqlPz9/RP7kFMsAjYAAAAA2FC6dOliBeiCBQsqXbp0atGihX7++WdJse/Jjo6OlvT4jHOFChXibC979uw6f/68WrRooTfeeEMVKlRQrVq1lCFDButl5zFntQ3DiLWugwMR8UVwDzYAAAAAJDExwTcmTP9TxowZ5ebmpitXrihv3rzWP6dOndKMGTMkSWvXrlXGjBm1bNkyderUSVWrVlVQUJB122nSpFG2bNl09OjRWNv+448/EvfAUjgCNgAAAADY0IMHD3Tr1i3dunVLN2/e1JEjRzRu3DhlyZJFXl5ecZa3WCzq1KmTVq5cqVWrVikgIEDfffedRowYIWdnZzk5OSlbtmy6fv269u7dq8DAQH377bcaMWKEJCk8PFyS1L59e61evVrr16/XxYsXNWPGDJ04ceJlHnqKw/l/AAAAACmKo5tHstrn0qVLrYOc2dnZKX369CpbtqymTJkiFxeXJ67j4+Oj1157TStXrtSECROUKVMmNWnSRL169ZIktWnTRhcuXNAnn3yi8PBw5cuXT/369dOsWbN06tQpVa5cWU2aNJG9vb3mzZunoKAgVa5cWY0aNdLFixcTfCyvOgI2AAAAgBTDiI5Sljqf22zfFjv7eK2zZ8+e/1xm5cqVT5zesmVLtWzZ8onznJycNG7cuDjTP/zwQz148EB+fn6SHj9jO2aANbw4LhEHAAAAkGLEN+CmlH0jaSBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmcLB1AQAAAADwKho0aJC++uqrZy5z9uzZl1QNzEDABgAAAJBiREVHy97ONhfqxnffQ4YMUf/+/a2vK1WqpE8//VR169ZNjPLwEhCwAQAAAKQY9nZ2ar13tfxCbr7U/Xqky6KVVVvGa500adIoTZo0caZlzpzZzNLwEhGwAQAAAKQofiE3dfx2oK3LeGE//PCDfH19df78eWXNmlX16tVTt27d5OTkJEk6d+6cpk6dqmPHjiksLExZs2ZVy5Yt5ePjY+PKX10McgYAAAAAScy+ffvUp08fNWnSRNu2bdNnn32mHTt26OOPP5YkhYWFycfHR+nTp9fatWu1bds21a5dWxMnTpSfn5+Nq391EbABAAAAIImZP3++mjRpombNmilPnjyqVKmSRo4cqZ07d+rq1asKCwtTmzZtNHz4cBUsWFD58uVTr169JDEwmi1xiTgAAAAAJDGnT5/WiRMntGHDBus0wzAkSf7+/qpatapatGihbdu26fTp0woICNCZM2ckSdHR0TapGQRsAAAAAEhyoqOj1bFjR9WvXz/OvMyZM+vWrVtq2rSp3Nzc5O3trUqVKql48eKqWrWqDapFDAI2AAAAACQxhQsX1sWLF5U3b17rtIMHD2rFihUaMWKEtm3bpjt37mjXrl1ydHSU9L9Lw2POdOPl4x5sAAAAAEhiOnXqpF27dmn27Nm6ePGifvnlFw0ePFihoaHKnDmzsmXLprCwMO3cuVPXrl3T/v371a9fP0lSeHi4jat/dSWpM9gXL15UgwYNNGzYMDVo0MDW5QAAAABIhjzSZUn2+6xdu7amT5+uBQsWaP78+UqfPr28vb01YMAA6/xTp05pwoQJunfvnnLmzKnGjRtr9+7dOnnypJo3b25qPXg+SSZgR0REaMCAAXrw4IGtSwEAAACQTEVFR2tl1ZY227e9XcIvEv736N916tRRnTp1nrisxWLRgAEDrIE7Rvv27RO8f7y4JHOJuK+vr1KnTm3rMgAAAAAkYy8ScJPzvpE0JIl3wOHDh7Vu3TpNmDDB1qUAAAAAAJAgNr9E/O7du/rkk080dOhQZc+e/YW3ZxhGkr/M3GKxyMXFxdZlJElhYWHJftTDsLCwWH/jxdHTxEFfzUdPEwd9NR89TRz01Xz0NHHQ1/gxDEMWi+W5lrV5wB4xYoQ8PT313nvvmbK9iIgI+fn5mbKtxOLi4qKiRYvauowk6eLFiynmC/3SpUu2LiHFoaeJg76aj54mDvpqPnqaOOir+ehp4qCvz8/Jyem5lrNpwN68ebOOHDmir7/+2rRtOjo6qlChQqZtLzE876cfr6L8+fOniDPYly5dUr58+bhSwST0NHHQV/PR08RBX81HTxMHfTUfPU0c9DV+zp8//9zL2jRgb9y4Ubdv31a1atViTf/ss8+0fft2LV68ON7btFgscnV1NalCvGwp6QvcxcWF96LJ6GnioK/mo6eJg76aj54mDvpqPnqaOOjr84nPCVKbBuwpU6bo4cOHsabVqlVLvXr10vvvv2+jqgAAAAAAiD+bBuysWbM+cXrGjBmfOg8AAAAAgKQoSTymCwAAAACA5M7mo4j/29mzZ21dAgAAAAAA8ZbkAjYAAAAAJJQRHSWLnX2y2be3t7ckaevWrUqdOnWseYMGDVJgYKBWrlwpSYqKitK6deu0adMm+fv7y97eXoUKFVKjRo3UsGHDWINxubu7q0SJElq7dq3s7WPX1LFjR6VKlUozZ8601hAYGPjE+lxdXXX8+PF4HdOrjIANAAAAIMWw2Nnr6vyWCr/m91L365TDQ7m6rk7QuoGBgZo0aZJGjRr11GUiIiLUvXt3nThxQj169FClSpUUFRWln376SRMmTNCePXvk6+sbK0yfOHFCS5YsUefOnf+zBh8fH/n4+MSZbmfHXcXxQcAGAAAAkKKEX/PTw8vJ56xr7ty5tW7dOtWuXVsVKlR44jILFizQkSNHtGHDBhUoUMA6vWDBgipXrpyaNGkSJ0znzp1bvr6+8vb2VqFChZ5Zg6urqzJnzmzOAb3C+DgCAAAAAGzo/fffl5eXl4YMGaJ79+7FmR8dHa2VK1eqQYMGscJ1jKJFi+qDDz7QypUrFR0dbZ3esWNH5cmTRwMHDlRUVFSiHgMeI2ADAAAAgA1ZLBaNHTtWISEhmjhxYpz5Fy9e1J07d1S6dOmnbsPLy0s3b97UlStXrNOcnJw0fvx4+fn5adGiRYlSO2IjYAMAAACAjeXMmVMDBw7Ul19+qf3798eaFxISIknKkCHDU9ePmRccHBxreokSJdSxY0fNnj1b586de+r6CxYskKenZ5w/06dPT+ghvZK4BxsAAAAAkoCmTZtq165dGjp0qLZt22adHhOeQ0NDn7puTAh3c3OLM69Hjx7as2ePBg0apC+//PKJ6zdr1kytW7eOMz1t2rTxOoZXHWewAQAAACCJGDNmjEJDQzV+/HjrtDx58ihz5sw6fPjwU9c7dOiQMmfOrFy5csWZF3Op+NmzZ7Vw4cInrp8uXTrlzZs3zp9nnTVHXARsAAAAAEgicuTIoUGDBmnDhg06cuSIJMne3l7t2rXThg0b5O/vH2edP//8U5s3b1arVq3iPPM6RvHixdWxY0fNnTv3qc+8xosjYAMAAABAEtK4cWNVqlQp1oBlPj4+qlKlilq2bKnVq1fr8uXLunz5slavXq1WrVqpfPny6tSp0zO32717d+XPn1/Xr1+PM+/Bgwe6devWE/9ERkaafowpFfdgAwAAAEhRnHJ4JPt9jhkzRu+99571tZ2dnWbOnKnNmzdr3bp1mj59ugzDUOHChTVgwAA1atRIFovl2TU6OWnChAlq0qRJnHlLly7V0qVLn7jehg0bVLx48Rc7oFcEARsAAABAimFERylX19U227fF7smXaD/Nnj17njg9e/bs1kvE/+nDDz/Uhx9++J/bPXv27BOnv/HGGzp8+LD8/Pz+swbEH5eIAwAAAEgx4htwU8q+kTQQsAEAAAAAMAEBGwAAAAAAExCwAQAAAAAwAQEbAAAAAAATELABAAAAADABARsAAAAAABMQsAEAAAAAMAEBGwAAAAAAExCwAQAAAAAwAQEbAAAAQIphRBvJat/e3t5yd3fXsmXLnjh/+PDhcnd3l6+vb4Lr8vb2tq6/adMmeXp6Pve6vr6+8vb2TvC+XzUOti4AAAAAAMxisbPo4ro/FHbzwUvdr0sWV+VvWixB6zo6OmrXrl1q3759rOmRkZH69ttvZbFYzChRklS3bl2VLVtWt27dMm2b+B8CNgAAAIAUJezmA4VdC7V1Gc/Ny8tLP/30k65fv65s2bJZp//6669ydXWVi4uLaftydnZWpkyZCNiJhEvEAQAAAMCGSpQooRw5cmjnzp2xpm/fvl116tSJdQb72LFjatmypUqUKKFq1app5MiRunfvnnV+aGioBg4cqLJly6p8+fJxLj3/9yXi586dU5cuXfTmm2+qWLFievvtt7V06dKn1uru7q5NmzY9dZqvr6/atWunhQsXqkqVKipevLhatWolf3//BO8zOSFgAwAAAICN1alTJ1bADg8P1/fff6969epZp505c0bt27dX5cqVtXXrVk2ZMkWnTp2Sj4+PDOPx/d99+vTRiRMnNH/+fC1btkw//vijAgMDn7jPsLAw+fj4KH369Fq7dq22bdum2rVra+LEifLz80vwsRw5ckRHjx7VwoULtWbNGt2+fVsjR45M1H0mFQRsAAAAALCxOnXq6LffftONGzckSQcOHJCbm5uKFi1qXWbJkiWqWLGiunbtqnz58qls2bKaOnWqfv/9dx06dEgXLlzQ/v37NXz4cJUtW1YeHh6aOnWqnJycnrjPsLAwtWnTRsOHD1fBggWVL18+9erVS5J09uzZBB9LZGSkJk2apNdff13FixdXs2bNdOzYsUTdZ1LBPdgAAAAAYGPFihVT7ty5tWvXLrVp00bbt2+PdfZakk6fPq3Lly8/cRRwf39//f3335Kk4sWLW6dnypRJuXPnfuI+3dzc1KJFC23btk2nT59WQECAzpw5I0mKjo5O8LFkypRJ6dKls75OkyaNIiIiEnWfSQUBGwAAAACSgJjLxJs2bardu3dr/fr1seZHR0frvffeU9euXeOs6+bmpp9//tm63D85ODw59gUFBaldu3Zyc3OTt7e3KlWqpOLFi6tq1arPXXNkZGScaU87Yy5Jt27dUtOmTV9on0kZARsAAAAAkoA6depo4cKF2rhxo3Lnzq2CBQvGml+4cGGdP39eefPmtU7z9/fX5MmT1a9fP3l4eEh6PBBatWrVJEl3795VQEDAE/e3Y8cO3blzR7t27ZKjo6Ok/12mHXNP9785OjrGGlTt8uXL8TrGbdu2xXufyQkBGwAAAACSAA8PD+XNm1dTp05Vly5d4sz38fFRy5YtNXLkSLVq1Up3797VyJEj9fDhQ+XLl09OTk6qXbu2Ro0aJScnJ2XKlEnTpk1TeHj4E/eXLVs2hYWFaefOnSpTpowuXLig8ePHS9JT1ylVqpTWr1+vN998U4ZhaPz48c88Y23GPpMTAjYAAACAFMUli2uy3WedOnU0b9481a1bN868UqVKafHixZo5c6bq168vV1dXeXl5aeDAgdaQO3HiRE2cOFF9+/ZVdHS0mjZtquDg4Cfuq0aNGurQoYMmTJige/fuKWfOnGrcuLF2796tkydPqnnz5nHWGTFihEaMGKEmTZooS5Ys6t27t65fv/7cx1e7dm2dOnUqXvtMTixGSjgP//9OnjwpKfZN/UlZmen7dDwwxNZlJAmeOdPpaN8qti7DFA8ePJCfn588PDzk6vryv7mnRPQ0cdBX89HTxEFfzUdPEwd9NV9CempEG7LYWf57wURgy33HB+/V+IlPzuQxXQAAAABSDFsG3OQQrpG4CNgAAAAAAJiAgA0AAAAAgAkI2AAAAAAAmICADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNgAAAAAAJiAgA0AAAAAgAkcbF0AAAAAALyqvL29FRgYaH1tsVjk6uqqokWLqnfv3nrzzTdfeB8RERFavXq12rVr98LbwrNxBhsAAABAimFERye7ffv4+Gj//v3av3+/9u3bp7Vr1yp16tTq2LGjrl279sJ1bdu2TePHj3/h7eC/cQYbAAAAQIphsbOT/66Fehj84sE0PpzdcqjgO50TtK6rq6syZ85sfZ0lSxaNHDlSVapU0Xfffae2bdu+UG2GYbzQ+nh+BGwAAAAAKcrD4Gt6cCvA1mW8EAeHx1HNyclJ165d0+TJk/Xrr7/q7t27ypgxo9577z31799fdnZ2ioqK0rRp07Rt2zbdvn1buXLlUtu2bdW8eXNt2rRJgwcPliS5u7trxYoVOnDggPbu3as8efLowIEDeu+99/Ttt9+qZcuW6tGjh7WGtWvXavbs2frxxx+t9eDZ6BIAAAAAJCE3btzQuHHj5OrqqqpVq+qjjz5S5syZtWzZMqVKlUq7d+/W+PHj5enpqRo1amjNmjXauXOnpk+frqxZs+qHH37QiBEjVLhwYdWtW1ehoaEaN26c9u/fr3Tp0unAgQM6c+aMSpcurS1btigqKkrOzs7aunVrrIC9efNmvf/++4TreKBTAAAAAGBDCxYs0NKlSyVJkZGRCg8PV8GCBTVjxgy5ubnpgw8+UJ06dZQ9e3ZJUrt27bRo0SKdPXtWNWrUUEBAgFxdXZUrVy5lyZJFrVq1UoECBZQ/f345OzsrTZo0khTrMnRJ6tq1q7JmzSpJatiwoZYvX67jx4/L09NTFy9e1PHjxzVmzJiX2Inkj4ANAAAAADbUrFkztW7dWpJkZ2en9OnTW0OxJLVq1Uo7d+7UiRMndPnyZZ09e1ZBQUGK/v9B1Vq2bKnvv/9eVatWlYeHhypWrKh69eopY8aMT91n2rRpY+2jSJEiKl68uDZv3ixPT09t3rxZJUqUUKFChRLpqFMmRhEHAAAAABtKly6d8ubNq7x58yp37tyxgu+DBw/UrFkzzZ8/X2nTplX9+vW1Zs0aZcuWzbpMvnz59O2332rx4sUqX768fvzxR3344Yf66quvnrpPJyenONMaNmyoHTt2KDw8XF9//bXq169v7oG+AjiDDQAAAABJ1P79+3Xq1CkdOHBAmTJlkiTduXNHt2/fto4OvmLFCmXMmFH16tVTxYoV9cknn6h9+/bavn276tevL4vF8lz7evfddzVhwgQtW7ZMQUFBevfddxPtuFIqzmADAAAAQBIVc6Z669atCgwM1JEjR9StWzdFREQoPDxckhQcHKxRo0Zp9+7dCgwM1E8//SQ/Pz95enpKevwYMEn6448/9PDhw6fuK02aNKpZs6bmzp2rt99+W2nTpk3ko0t5OIMNAAAAIEVxdsuRYvZZokQJDR48WMuXL9eMGTOUNWtW1a1bV9mzZ9fJkyclST169FBERITGjBmjW7duKXPmzGrevLm6dOkiSSpfvrxKliypZs2aafLkyc/cX4MGDfT111+rQYMGiXI8KR0BGwAAAECKYURHq+A7nW22b4td/C4S3rNnz38u065dO7Vr1+6p8x0cHPTxxx/r448/fuL8dOnS6csvv7S+rlq1qqpWrfrEZa9fv64cOXKoYsWK/1kX4iJgAwAAAEgx4htwU8q+X9SpU6d04cIFzZo1S61atZJdMj4WW6JrAAAAAPCK++233zR06FCVLFlSbdu2tXU5yRZnsAEAAADgFdeyZUu1bNnS1mUke5zBBgAAAADABARsAAAAAABMQMAGAAAAAMAEBGwAAAAAAExAwAYAAAAAwAQEbAAAAAAATEDABgAAAADABARsAAAAACmGYRjJct+RkZH6/PPP1aBBA3l6eqp8+fLy8fHRr7/++tzb8PX1lbe3d4JrwItzsHUBAAAAAGAWi8WiqCPBMkIjX+5+0zjIvqxbgtZ99OiR2rdvr7/++ku9evWSp6enHj58qI0bN6p9+/aaNGmS3nvvPZMrRmIgYAMAAABIUYzQSCkk4uXu8wXWnTlzps6ePatt27Ype/bs1ulDhgzRvXv3NGbMGHl7eytVqlQvXigSFZeIAwAAAICNREREaOPGjWrQoEGscB2jT58+WrRokZydnXXu3Dl16dJFb775pooVK6a3335bS5cufeq2ly9fruLFi+uHH36QJIWHh2vy5MmqVauW2rdvrzZt2mj//v2JdmyvIs5gAwAAAICNXLlyRXfu3FHp0qWfOD9r1qzKmjWrwsLC5OPjo4oVK2rt2rWyt7fX+vXrNXHiRHl5ecnDwyPWeqtXr9a0adM0e/ZsVa1aVZI0ePBg+fv7a9y4cbp7964CAwPVtWtXzZ49W9WqVUvsQ30lELABAAAAwEZCQkIkSenSpXvmcmFhYWrTpo1atmxpvVS8V69eWrx4sc6ePRsrYH/55ZeaNGmS5s6dq0qVKkmSLl++rG3btmnz5s3Kmzev/Pz85O3trQsXLmjJkiUEbJMQsAEAAADARtzcHg+MdufOnf9crkWLFtq2bZtOnz6tgIAAnTlzRpIUHR1tXe7mzZsaMWKEHB0dlTNnTuv006dPS5JatGghwzAUHR0tOzs7RUZGKm3atCYf1auLgA0AAAAANpI7d25lypRJx44dU926dePM9/f319ixY9W9e3d9/PHHcnNzk7e3typVqqTixYtbL/+OYbFYtGjRIs2YMUOffvqpVq9eLTs7O+sjxGJe+/v7q2DBgnJxcZGdHUNzmYVOAgAAAICN2NnZqVGjRtq0aZP++uuvOPMXL16skydP6tChQ7pz546++OILdevWTTVr1rReXv7P529nzpxZFStW1JgxY3Ty5EmtWLFCklS4cGFJ0q1bt5QnTx5ly5ZNefLk0aZNm7Rp06aXcKSvBgI2AAAAANhQ165dlS9fPrVo0UKbN29WQECATpw4ocGDB2vz5s0aPXq08uXLp7CwMO3cuVPXrl3T/v371a9fP0mPRwf/N3d3d3Xo0EEzZsxQQECAChcurOrVq+uzzz7T3r17dePGDS1fvlwLFixQnjx5XvYhp1hcIg4AAAAgRbGkcXih51IndJ8J5eLiolWrVmnp0qVatGiRrl27JmdnZxUtWlQrV65U2bJlZRiGTp06pQkTJujevXvKmTOnGjdurN27d+vkyZNq3rx5nO1269ZNO3fu1KeffqqVK1dq+vTpmj59usaMGaOQkBDlzp1bY8eOVf369V/k0PEPBGwAAAAAKYZhGLIv62azfVsslgSt6+rqqh49eqhHjx5PnG+xWDRgwAANGDAg1vT27dtb/92zZ0/17NnT+vq1117Trl27rK9dXFz06aefqk+fPvLz85OHh4dcXV0TVC+ejEvEAQAAAKQYCQ24yX3fSBpsHrBv376tjz/+WOXLl5enp6c6d+4sf39/W5cFAAAAAEC82Dxgd+/eXZcvX9bChQu1YcMGOTs7q127dgoLC7N1aQAAAAAAPDebBuyQkBDlzJlTY8aMUYkSJVSwYEF169ZNN2/e1J9//mnL0gAAAAAAiBebDnKWLl06TZ061fo6ODhYy5cvV7Zs2VSoUCEbVgYAAAAAQPwkmVHEhw0bpi+//FJOTk6aN28eo9kBAAAAAJKVJBOw27Ztq6ZNm2r16tXq3r271qxZozfeeCPe2zEMQw8ePEiECs1jsVjk4uJi6zKSpLCwMBnGy35qoblixg9gHAHz0NPEQV/NR08TB301Hz1NHPTVfPQ0cdDX+InP49csRhJLM9HR0Xr33XdVsmRJjR8/Pl7rnjx5UuHh4YlUmXlcXFxUtGhRlZm+T8cDQ2xdTpLgmTOdjvatotOnT/OFDgAAACBJcXJyUvHixf9zOZuewQ4ODtYvv/yid955Rw4Oj0uxs7NToUKFdPPmzQRt09HRMcnfv83z8Z4uf/78KeIM9qVLl5QvXz6uVDAJPU0c9NV89DRx0Ffz0dPEQV/NR08TB32Nn/Pnzz/3sjYN2EFBQerXr58WL16sypUrS5IiIiJ0+vRpeXt7J2ibFouF+7eTsZTwBR5zC4Crq2uKOJ6kJKavMBd9NR89TRz01Xz0NHHQV/PR08RBX59PfE6Q2vQxXUWKFFGVKlU0ZswYHT58WOfOndOgQYN09+5dtWvXzpalIZkyoqNsXYL1FoCkEK6TQj8AAABepujo6GS179atW2vQoEFPnDdo0CC1bt36ubdlGIa++uor3b59O951SJKvr2+CT3SaZdOmTXJ3d4/XOj/88EO8zjInJpsPcjZt2jRNnTpVffv2VWhoqMqWLavVq1crR44cti4NyZDFzl43d7RVRLCfrUuxOUc3D2Wp87mtywAAAHip7Ozs9N133yk4OPil7tfNzU01a9Z8qfv8t8OHD2vQoEHavXu3Tet4mQIDA9W1a1etWLEiSdwqbPOAnSZNGo0YMUIjRoywdSlIISKC/RR+6zdblwEAAAAbCQ4OVlBQkK3LeOmS+1hGCZHUjtmml4gDAAAAAJ7PnTt3NHLkSFWtWlUlSpRQs2bNdPDgQUnSwYMH1aZNG0nS22+/rU2bNj1xG0FBQRo6dKg6d+6sypUrq0uXLrp8+XKsZRYuXKgqVaqoRIkSat26tS5duvRcNcT46aef1LRpU5UsWVJVqlTR9OnTFRX1+NbFhw8fasaMGXr77bdVvHhxffDBB9q1a9dTj/natWvq27evvLy89MYbb6hKlSqaPHmyoqOjdfXqVb399tuSpDZt2sjX11eS5O/vr06dOsnT01OVKlVS//79devWrXh0OuEI2AAAAACQxEVFRcnHx0dHjhzR5MmTtWnTJhUpUkQdOnTQiRMn5OnpaQ2Y69evV926deNsIzIyUj4+Prpw4YL69++vzz//XNHR0erYsaM1AAcGBurYsWNauHChVq1apVu3bmnIkCHPVYMkHT9+XJ07d1aZMmW0adMmjRkzRmvXrtXcuXMlSf369dPmzZs1bNgwbd26VTVq1FDv3r31/fffP/G4P/roI4WGhmrZsmXauXOnfHx8tHjxYu3Zs0fZs2fX+vXrJT2+f9zHx0c3btxQixYtlDdvXm3YsEHz58/XvXv31LRpUz148MDc/5QnsPkl4gAAAADwKvv666+feBY3PDxcpUuXliTt379fp06d0tdff60iRYpIkkaOHKmTJ09qyZIlmjlzptKlSyfp8f3gzs7Ocbb3yy+/6OzZs9q8ebMePHigAgUKaMyYMVq+fLlCQkIkPX7s8ZQpU5Q6dWpJUrNmzTR9+vTnrmHlypUqWbKkPvnkE0lSwYIFNWrUKN2+fVv+/v7avXu35s+fr2rVqkmSevbsqTNnzmj+/PmqUaNGrHofPnyoDz74QHXq1FH27NklSe3atdOiRYt09uxZ1ahRQ25ubpKkdOnSKVWqVFq0aJGyZcumoUOHWrczY8YMlS9fXjt37lSDBg3i+98TLwRsAAAAALAhb29vDRgwIM70KVOm6M6dO5Kkc+fOKU2aNNZgKz1+fFTZsmW1f//+59rPuXPnlC5dOuXNm1d+fo8HBc6aNasGDhxoXSZjxozWcC1JadOm1cOHD5+7hnPnzqlixYqx9vvOO+9IkrZv3y5JKlOmTKz5b775pqZNmxanXmdnZ7Vq1Uo7d+7UiRMndPnyZZ09e1ZBQUFPHbH99OnT+vPPP+Xp6Rlr+qNHj+Tv7/+M7piDgA0AAAAANpQqVSrlzZv3idNjAvbTBvMyDEMODs8X655nOXt7+6fOe54anreWp63/Tw8ePFCrVq308OFD1a5dW/Xr11eJEiXUsmXLp24rOjpa5cuX12effRZnXpo0aeJdW3xxDzYAAAAAJHHu7u4KDQ3VuXPnrNMMw9DRo0etj6eyWCzP3EahQoUUEhKigIAA67Tg4GC99dZb+u2330ypoWDBgjp58mSs9T7//HM1btzY+nzro0ePxpp/5MiRJz5iK+aS9BUrVqhXr16qW7euUqdOrdu3b1vD/r+PuXDhwvL391f27NmVN29e5c2bV+nSpdO4ceNi1Z1YCNgAAAAAkMRVqlRJHh4e6t+/vw4dOiR/f3+NGjVK586dU9u2bSVJrq6ukqQzZ87o/v37cbbh5eWlYsWKadiwYTp//rz8/f01cOBAubm56Y033jClho4dO+q3337TzJkzdenSJe3du1dz585VtWrVVLBgQVWvXl0jR47Ujz/+qIsXL2r27NnavXu3fHx84uwvW7ZskqStW7cqMDBQR44cUbdu3RQREaHw8PBYx3zu3DmFhoaqRYsWCg0N1YABA3TmzBmdOXNGffv21cmTJ2Nd2p5YuEQcAAAAQIoSM/BVStqnvb29li5dqokTJ6pHjx4KDw9XsWLFtHz5cpUqVUqSVKRIEVWtWlV9+vRRv3794oRWOzs7zZ07V2PGjNH48eNlb28vLy8vLV68WI6OjqbU4OHhoTlz5mjWrFlatGiRsmTJojZt2uijjz6SJE2bNk3Tpk3TkCFDdPfuXRUpUkS+vr6qWbNmnP2VKFFCgwcP1vLlyzVjxgxlzZpVdevWVfbs2a1nyTNkyKCGDRtq0qRJunz5soYOHapVq1Zp6tSpat68uezt7VW6dGmtWLHipbwvLEZSezL3C4hpcvHixW1cyfMpM32fjgeG2LqMJMEzZzod7VvFlG0Fri6n8Fu/mbKt5MwpcynlbHnI1mWY4sGDB/Lz85OHh4f1U0q8OPpqPnqaOOir+ehp4qCv5ktIT6Ojo2VnZ5sLdW257/jgvRo/8cmZSf9/HwAAAACeky0DbnII10hcvAMAAAAAADABARsAAAAAABMQsAEAAAAAMAEBGwAAAAAAExCwAQAAAAAwAQEbAAAAAAATELABAAAAADABARsAAAAAABMQsAEAAADAxrZu3aomTZqoVKlS8vT0VMOGDbV27dpE36+3t7d8fX3jvd6mTZvk7u5u+rLJnYOtCwAAAAAAsxhGlCwW+2S17w0bNmjs2LEaMmSIypQpI8MwdODAAY0ZM0ZBQUHq0aNHIlT7YurWravKlSvbuowkh4ANAAAAIMWwWOwVGjRUUREXX+p+7R3zK02mMQlad82aNWrYsKEaNWpknVagQAHduHFDK1asSJIB29nZWc7OzrYuI8nhEnEAAAAAKUpUxEVFRZx9yX8SHujt7Ox0/PhxhYSExJreuXNnrVu3TpJ07do19e3bV15eXnrjjTdUpUoVTZ48WdHR0ZIeX4Zds2ZN69/FihVTgwYNdPToUev2QkNDNXDgQFWuXFldunTRypUrrfPOnj0rd3d3nTp1yjqte/fuKlOmjKKioiRJ0dHRKl++vLZs2RLnsu/79+9r9OjRqlSpkjw9PdWqVSv98ccfsY5n06ZNqlGjhooXL64GDRro999/T3DPkioCNgAAAADYUMeOHXX69GlVqVJFnTt31sKFC3XixAmlSZNG+fPnlyR99NFHCg0N1bJly7Rz5075+Pho8eLF2rNnj3U7f/31l9auXavJkyfrq6++kouLiwYNGiTDMCRJffr00YkTJzRz5kwNHjxY+/fvV2BgoCTJ3d1dOXPm1IEDByRJUVFROnjwoO7fv28N3SdOnFBoaKiqVasW5xj69Omjffv2afz48dq8ebNy584tHx+fWB8afPnll5o2bZo2btwoJycn9enTJzHaaVMEbAAAAACwodq1a+uLL77Q22+/rd9//11Tp05V48aNVbt2bR09elQPHz7UBx98oNGjR+v1119X7ty51a5dO2XKlElnz561biciIkIjR45UqVKlVLhwYbVv314BAQG6deuWLly4oP3792v48OEqXbq08uXLp3HjxsnJycm6vre3tzVgnzhxQo6OjipVqpQOHjwoSfrxxx9VpkwZpUuXLlb9Fy5c0L59+/TZZ5+pcuXKyps3r0aMGKH69evr77//ti43duxYlShRQkWKFFGHDh107do13b59OzFb+9JxDzYAAAAA2FipUqVUqlQpRUdH68yZM9q7d69WrVqlTp066bvvvlOrVq20c+dOnThxQpcvX9bZs2cVFBRkvUQ8RsGCBa3/TpMmjaTHwfvcuXOSpOLFi1vnZ8yYUblz57a+rl69utatW6eHDx/qwIEDKl++vHLmzKlff/1VnTp10t69e/Xhhx/GqT1m26VKlbJOe+211zR48GBJ0rFjxyRJ+fLls85PmzatJOnhw4fxbVWSxhlsAAAAALCR69eva+TIkbp+/bqkx/djFy1aVB999JGWL1+u+/fva9++fWrWrJnmz5+vtGnTqn79+lqzZo2yZcsWZ3v/PCMdwzAMWSwWSYoTyB0c/nfOtVy5cnJyctKhQ4f0yy+/yMvLS15eXjp27JgCAwPl5+ent99+O872/7mNZ7G3jzvCeszl6ykFARsAAAAAbMTJyUnr16/X1q1b48yLOcsbGBioU6dOacWKFerVq5fq1q2r1KlT6/bt288dUD08PCT972yy9HjQs4CAAOtrR0dHVapUSbt379bvv/8uLy8vlSlTRpGRkfL19VWRIkWUK1euONuOOWt+8uRJ67TIyEh5e3tr586dz1VfSkHABgAAAAAbcXNzU8eOHTVz5kxNnz5dfn5+unLlin744Qf16NFDb731lqpUqSJJ2rp1qwIDA3XkyBF169ZNERERCg8Pf6795MmTR7Vr19aoUaP066+/6sqVKxo6dGic9b29vbVp0yZlyZJFuXPnlrOzszw9PbVly5Ynnr2WpPz586tWrVoaOXKkfv31V128eFHDhg3To0ePVK5cuRdrUDLDPdgAAAAAUhR7x/zJap99+vRRvnz59OWXX2r16tV6+PChcuTIoTp16qhLly5ydXXV4MGDtXz5cs2YMUNZs2ZV3bp1lT179lhnjf/LxIkTNXHiRA0aNEgRERFq0qRJnEeDVa1aVVFRUSpfvrx1WoUKFXTw4MGnBmxJGjdunCZNmqTevXsrPDxcJUuW1JIlS+Tm5hb/hiRjFiMFXfQe8+b65437SVmZ6ft0PDDkvxd8BXjmTKejfauYsq3A1eUUfus3U7aVnDllLqWcLQ/ZugxTPHjwQH5+fvLw8JCrq6uty0kx6Kv56GnioK/mo6eJg76aLyE9NYwoWSxx7/V9GWy57/jgvRo/8cmZCb5E/NChQ/rtt98kPX7oedeuXfXee+9pzpw5Cd0kAAAAALwQWwbc5BCukbgSFLA3b96stm3b6rvvvpMkDR8+XAcPHlTevHk1f/58LVy40NQiAQAAAABI6hIUsJcvX6769evr448/1q1bt/Tzzz+rR48emj17tvr27auNGzeaXScAAAAAAElaggL2hQsXrA8Y37t3rwzDsN7wXrx4cf3111+mFQgAAAAAQHKQoICdNm1a3bt3T5L0008/KUeOHMqXL58kKSAgQBkyZDCtQAAAAAAAkoMEPabrrbfe0uzZs3X+/Hnt3r1b7du3lyTt2rVLM2fOVKVKlUwtEgAAAACApC5BZ7CHDBmiDBkyaPbs2fLy8lKXLl0kSePHj1eOHDnUv39/U4sEAAAAACCpS9AZbDc3Ny1ZsiTO9DVr1ihHjhwvXBQAAAAAAMlNggJ2DH9/fx04cEA3b95U69atde3aNaVNm1apU6c2qz4AAAAAAJKFBAXs6OhoDR8+XBs3bpRhGLJYLKpTp47mzp2ry5cva/Xq1cqWLZvZtQIAAAAAkGQl6B7suXPn6uuvv9aYMWN04MABGYYhSfr4449lGIamT59uapEAAAAA8Dyi/z+bJJd9t27dWu7u7k/8M3HixESoMn7c3d21adOmJ87z9vaWr6/vS64oaUvQGeyNGzeqV69eatiwoaKioqzTPTw81KtXL02ZMsW0AgEAAADgedlZLPI9HqLAe1H/vbCJcqa2V0/PdAlat06dOhoyZEic6S4uLi9aFl6yBAXsoKAgeXh4PHFe1qxZdffu3RcqCgAAAAASKvBelC7ejbR1Gc/N2dlZmTNntnUZMEGCLhHPmzev9u7d+8R5hw4dUt68eV+oKAAAAADAYyEhIRo6dKgqV66sN954Q15eXho6dKjCwsIkSQcPHlTRokW1cOFCvfXWW2rQoIGuXLkid3d3ffPNN/rwww9VvHhxNWjQQP7+/lq4cKG6du2qqlWrauTIkdZbfl+Uv7+/unbtqrfeektlypRRr169FBgYaJ3funVrDRo0KNY6/562ZMkS1ahRQ8WKFZO3t7fmzJkTq74ffvhBDRo0UIkSJVSzZk3NmDFD4eHhptRvhgSdwW7btq2GDx+uiIgIVa9eXRaLRZcvX9bBgwe1dOnSOE0DAAAAACTMoEGDdOPGDc2ePVsZM2bUsWPH9Omnn6pQoUJq166dJCkqKkp79+7VunXrFBYWJovFIkmaPn26xo0bp7Rp06pHjx5q3ry5KlWqpGHDhunvv//WuHHjVLlyZXl7e79QjYGBgWratKkqVKigzz//XI8ePdKECRPUqlUrff3118/1pKk9e/ZowYIFmj59uvLnz6/ffvtNn3zyiXLlyqUPPvhA+/btU58+fTR48GBVqFBBAQEBGj16tC5evKiZM2e+UP1mSVDAbty4sYKDgzVv3jx98cUXMgxD/fr1k6Ojozp27KjmzZubXScAAAAApEhff/21du3aFWtamTJltHjxYklSxYoV9eabb8rd3V2SlCtXLq1atUrnzp2LtY6Pj4/y5csnSbp69ap1Wrly5SRJNWvW1MqVKzVkyBBdunRJNWrU0IIFC/Tnn38+M2B/9tlnGj16dJzpMWfQJWnNmjVydXXVlClT5OTkJEmaNWuW3n77bW3ZskUtW7b8zz4EBATIyclJOXPmVI4cOZQjRw5lyZJFOXLkkCTNnz9fTZo0UbNmzSRJefLk0ciRI9W2bVtdvXpVuXLl+s99JLYEPwe7S5cuatmypY4dO6aQkBClTZtWJUuWVPr06U0sDwAAAABSNm9vbw0YMCDWNGdnZ+u/W7RooT179uirr77SpUuXdP78eV29elUFChSItU5MuP6nf96+6+rqqkyZMsUaPM3Z2fk/L7Hu1auXatWqFWd669atrf8+d+6cihUrZg3XkpQ5c2blz58/zgcBT/P+++9r48aNeuedd1SoUCFVqFBB77zzjjVgnz59WidOnNCGDRus68RcPu7v75+8A7YkpU6dWlWqVDGrFgAAAAB45aRKleqp41hFR0erS5cu+vPPP/Xuu++qbt26euONNzRs2LA4y7722mtxpjk4xI58dnbxH4YrY8aMT6zvn9t+2n3c0dHRcnR0fOq2IyP/Nxidm5ubtmzZouPHj+vAgQPav3+/VqxYoZ49e6pHjx6Kjo5Wx44dVb9+/TjbSSqDxD13wPb29rZex/9fLBaLvv/++wQXBQAAAACQ/Pz8tG/fPn355ZcqWbKkJCkiIkIBAQHKnTu3jav7H3d3d23dulXh4eHWs9hBQUG6fPmyWrRoIUlydHTUvXv3rOtER0frypUr1vC+detWhYaGqmXLltZB0oYOHart27erR48eKly4sC5evBgr7B88eFArVqzQiBEj5Orq+hKP+MmeO2CXK1fuuQM2AAAAAODFZcqUSQ4ODtqxY4fc3Nx0584dzZ8/X7du3UpSo2c3b95cX3zxhT7++GN99NFHCg8P18SJE5UhQwbVq1dPklSqVCktW7ZM+/btU968ebV8+fJYj3h+9OiRJk6cqFSpUqls2bK6fv26Dh8+rLJly0qSOnXqpD59+mj27NmqV6+erl+/riFDhihXrlzJ7wz2hAkTErMOAAAAADBFztT2KWafWbNm1YQJE+Tr66vVq1crc+bMqlatmtq1a6c9e/Ykyj4TImbgtcmTJ6tp06ZycnJSxYoVNXnyZKVNm1bS4wHXAgIC1Lt3bzk5OalRo0aqV6+e9fLyxo0b686dO5o7d67++usvpUuXTu+88471/vTatWtr+vTpWrBggebPn6/06dM/8f51W7IYCXzo2aNHj3T27FmFh4dbGxIdHa2wsDAdOXLEJgd58uRJSVLx4sVf+r4Tosz0fToeGGLrMpIEz5zpdLSvOffzB64up/Bbv5myreTMKXMp5Wx5yNZlmOLBgwfy8/OTh4dHkrj0J6Wgr+ajp4mDvpqPniYO+mq+hPQ02jBkZ6Mrb2257/jgvRo/8cmZCRrk7ODBg+rdu7dCQp4cDlOlSpWkPkUAAAAA8GqwZcBNDuEaiStBAXv69OnKkCGDRo8era1bt8rOzk4NGjTQvn379MUXX2jRokVm1wkAAAAAQJKWoIB99uxZjRkzRjVr1lRoaKjWrl2rqlWrqmrVqoqIiNC8efO0cOFCs2sFAAAAACDJiv9D0PT4XuusWbNKevzg8j///NM675133tHp06fNqQ4AAAAAgGQiQQE7T548Onv2rCQpf/78CgsL04ULFyQ9flD4/fv3zasQAAAAAIBkIEEB+7333tOUKVO0atUqubm5qVixYho9erT27NmjOXPmqFChQmbXCQAAAABAkpaggN2xY0c1a9ZMv//+uyTps88+k5+fn7p166YLFy7ok08+MbVIAAAAAACSugQNcmZnZ6eBAwdaX+fJk0ezZ8+Wk5OTChQooNSpU5tWIAAAAAAAyUG8zmCfOHFCXbt21ebNm63TVq1apSpVqqh169Zq06aN1q1bZ3aNAAAAAAAkec8dsM+cOaPWrVvLz89Prq6ukqSTJ09q7Nixyp07t3x9fdWtWzdNnz5d33//faIVDAAAAABAUvTcl4gvWLBAr7/+upYvXy4XFxdJ0ooVKyRJU6ZM0euvvy5JCgoK0sqVK1WjRo1EKBcAAAAAgKTpuc9gHz58WK1bt7aGa0nav3+/cufObQ3XklSpUiWegw0AAAAAeOU8d8C+c+eOsmXLZn3t7++vv//+W2+99Vas5VxcXBQeHm5ehQAAAAAAJAPPHbDTp0+v27dvW1//+uuvslgs8vLyirWcv7+/3NzczKsQAAAAAIBk4LkDdrly5fTll1/KMAxFRkZq48aNeu2111S5cmXrMuHh4Vq9erVKly6dKMUCAAAAAJBUPfcgZx999JGaNm2qGjVqyDAMXbt2Td27d1eaNGkkSRs3btTq1at18eJFTZo0KdEKBgAAAAAgKXrugF24cGF9+eWXWrp0qW7fvq1OnTqpefPm1vkzZsyQg4OD5syZIw8Pj0QpFgAAAACApOq5A7YkFSpUSOPGjXvivA0bNihz5syys3vuq84BAAAAAEgx4hWwnyVr1qxmbQoAAAAAgGSH080AAAAAAJiAgA0AAAAAgAkI2AAAAAAAmICADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNgAAAAAAJiAgA0AAAAAgAlsHrDv3Lmj4cOHq0qVKipdurSaN2+uI0eO2LosAAAAAADixeYBu1+/fjp+/LimTZumjRs3ysPDQx06dNCFCxdsXRoAAAAAAM/NpgH78uXLOnDggEaMGKGyZcsqf/78GjZsmLJkyaKvv/7alqUBAAAAABAvNg3YGTJk0MKFC1W8eHHrNIvFIovFort379qwMgAAAAAA4sfBljtPmzatqlatGmvarl27dPnyZX366acJ2qZhGHrw4IEZ5SUai8UiFxcXW5eRJIWFhckwjAStS1+f7EV6mlSEhYXF+hvmoK/mo6eJg76aj54mDvpqPnqaOOhr/BiGIYvF8lzL2jRg/9uxY8c0ePBg1apVS9WqVUvQNiIiIuTn52duYSZzcXFR0aJFbV1GknTx4sUEf6HT1yd7kZ4mNZcuXbJ1CSkSfTUfPU0c9NV89DRx0Ffz0dPEQV+fn5OT03Mtl2QC9vfff68BAwaodOnSmjJlSoK34+joqEKFCplYmfme99OPV1H+/Plf6Aw24nqRniYVYWFhunTpkvLly8dVCiair+ajp4mDvpqPniYO+mo+epo46Gv8nD9//rmXTRIBe9WqVRo7dqxq166tiRMnPvenA09isVjk6upqYnV4mfgCN19K6qmLiwtf34mAvpqPniYO+mo+epo46Kv56GnioK/PJz4n8mz+mK41a9Zo9OjRatmypaZNm/ZC4RoAAAAAAFux6Rnsixcvaty4capZs6a6dOmioKAg6zxnZ2elSZPGhtUBAAAAAPD8bBqwd+3apYiICH333Xf67rvvYs2rX7++JkyYYKPKAAAAAACIH5sG7K5du6pr1662LAEAAAAAAFPY/B5sAAAAAABSAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADSPIsFotcXFxksVhsXQoAAADwVA62LgBA0hYVHS17O9t+Fufi4qKiRYvatIZ/Sgo9AQAAQNJDwAbwTPZ2dmq9d7X8Qm7aupQkwSNdFq2s2tLWZQAAACAJImAD+E9+ITd1/HagrcsAAAAAkjSucQQAAAAAwAQEbAAAAAAATEDABgAAAADABARsAAAAAABMQMAGAAAAAMAEBGwAAAAAAEyQpAL2ggUL1Lp1a1uXAQAAAABAvCWZgL169WrNmDHD1mUAAAAAAJAgDrYu4MaNG/rss8908OBB5cuXz9blAAAAAACQIDY/g33q1Ck5Ojpq69atKlmypK3LAQAAAAAgQWx+Btvb21ve3t62LgMAXjkWi0UuLi6yWCy2LgUAACBFsHnANpthGHrw4IGty3immF9qEVdYWJgMw0jQuvT1yehp4njRvjo7Ocpib9tvwS4uLipatKhNa4hhREXqYXhEgnuaVISFhcX6G+agr+ajp4mDvpqPniYO+ho/hmE89wmJFBewIyIi5OfnZ+synikp/VKb1Fy8eDHBX+j09cnoaeIwo69X57dU+LWk/f3qZXDK4aFcXVfr4sVzKeYH/aVLl2xdQopEX81HTxMHfTUfPU0c9PX5OTk5PddyKS5gOzo6qlChQrYu45m4HPPp8ufP/0JnBREXPU0cZvQ1/JqfHl4+bmZZydqL9DSpCAsL06VLl5QvXz6u/jARfTUfPU0c9NV89DRx0Nf4OX/+/HMvm+ICtsVikaurq63LQALxBW4+epo46Kv5UlJPXVxc+FmUCOir+ehp4qCv5qOniYO+Pp/4nHSy+SjiAAAAAACkBARsAAAAAABMkKQuEZ8wYYKtSwAAAAAAIEE4gw0AAAAAgAkI2AAAAAAAmICADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNgAAAAAAJiAgA0AAAAAgAkI2AAAAAAAmICADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNgAAAAAAJiAgA0AAAAAgAkI2AAAAAAAmICADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNgAAJjEYrHIxcVFFovF1qUAAAAbcLB1AQAAmMGINmSxs22wdXFxUdGiRW1awz8lhZ4AAPAqIWADAFIEi51FF9f9obCbD2xdSpLgksVV+ZsWs3UZAAC8UgjYAIAUI+zmA4VdC7V1GQAA4BXFPdgAAAAAAJiAgA0AAAAAgAkI2AAAIEljdHYAQHLBPdgAAOCpjOhoWexs+3l8UhqdPSn0AwCQdBGwAQDAU1ns7OS/a6EeBl+zdSk25+yWQwXf6WzrMkzBVQEAkDgI2AAA4JkeBl/Tg1sBti4jxTAMw+bBNildFSAljZ6YgQ8uABCwAQAAXiKLxaKoI8EyQiNtXUqSYEnjIPuybi+8nejoaNlxO4NVUugH8CoiYAMAALxkRmikFBJh6zKSBMOk7djZ2em7775TcHCwSVtMvtzc3FSzZk1blwG8kgjYAAAASBGCg4MVFBRk6zIAvMK4bgQAAAAAABMQsAEAAAAAMAEBGwAAAAAAExCwAQAAACRJPPoMyQ2DnAEAAACIwzCiZLHY27SGpPToMylp9ARJGwEbAAAAQBwWi71Cg4YqKuKirUtJEuwd8ytNpjG2LgNJHAEbAAAAwBNFRVxUVMRZW5cBJBvcgw0AAAAAgAkI2AAAAAAAmICADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNgAAAAAAJiAgA0AAAAAgAkI2AAAAAAAmICADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNgAAAAAAJiAgA0AAAAAgAkI2AAAAADwCrFYLHJxcZHFYrF1KSmOg60LAAAAAIBXRbRhyM7GwdbFxUVFixa1aQ0xkkI/zETABgAAAICXxM5ike/xEAXei7J1KTaXM7W9enqms3UZpiJgAwAAAMBLFHgvShfvRtq6DCQC7sEGAAAAAMAEBGwAAAAAAExAwAYAAAAAwAQEbAAAAAAATEDABgAAAADABARsAAAAAABMQMAGAAAAAMAEBGwAAAAAAExAwAYAAAAAwAQEbAAAAAAATEDABgAAAADABARsAAAAAABMQMAGAAAAAMAEBGwAAAAAAExAwAYAAAAAwAQEbAAAAAAATEDABgAAAADABARsAAAAAABMQMAGAAAAAMAEBGwAAAAAAExAwAYAAAAAwAQEbAAAAAAATEDABgAAAADABARsAAAAAABMQMAGAAAAAMAENg/Y0dHRmjVrlipXrqxSpUqpU6dOunLliq3LAgAAAAAgXmwesOfOnas1a9Zo9OjRWrt2raKjo9WxY0eFh4fbujQAAAAAAJ6bTQN2eHi4li5dql69eqlatWp6/fXXNX36dF2/fl3ffvutLUsDAAAAACBebBqwz5w5o/v378vLy8s6LW3atCpatKgOHz5sw8oAAAAAAIgfi2EYhq12/u2336pnz576/fff5ezsbJ3eu3dvPXz4UAsWLIjX9o4dOybDMOTo6Gh2qaazWCy6dS9c4VHRti4lSXCyt1Pm1E560bejxWJRVNgtKSrCpMqSMXtH2btkNqWntx7eU3h0lEmFJW9OdvbK7JzanPfq3ZsyeK/KYu8o+7RZTOlp5P1wGVE2+7GWpFjsLXJIZc731ciwUBlRkSZVlnxZ7B3k4JLGlJ7qUbRku1/BkhaLRXrNzpS+hoWFKTqa363s7Ozk4uJiSk+N6L9lGPyskiSLxVEWuwym9PVueLQieavKwU5K6/TiX/+JLSIiQhaLRaVLl/7PZR1eQj1PFRYWJklycnKKNf21115TSEhIvLdnsVhi/Z3UZU7t9N8LvWLM+L+zd8lsQiUphxk9zeyc2oRKUhZT3qtps5hQScphRk8dUvF99d9M6atLGhMqSTlM+T3jNZsPg5PkmNFXFxcXEypJOczoqcUug5LHb9Yvjxl9TevE94B/Sur5zWKxPHeNNg3YMWetw8PDY53BfvToUYK+QXp6eppWGwAAAAAA8WHTj06yZ88uSbp582as6Tdv3lTWrFltURIAAAAAAAli04D9+uuvK3Xq1Dp48KB12t27d3X69Gm9+eabNqwMAAAAAID4sekl4k5OTmrVqpWmTJkiNzc35cyZU5MnT1a2bNlUq1YtW5YGAAAAAEC82DRgS1KvXr0UGRmpoUOH6uHDh3rzzTe1ZMmSZDESOAAAAAAAMWz6mC4AAAAAAFIKxocHAAAAAMAEBGwAAAAAAExAwAYAAAAAwAQEbAAAAAAATEDABgAAAADABARsAAAAAABMQMAGAAAAAMAEBGwASEEMw5AkRUdH27gSAACAVw8BG3gON2/elPS/8AIkVQcPHpQk2dnx7R0AAOBl4zcw4D9s2bJFHTt21IkTJ2SxWAjZSLLGjBmjjh07Kjg42NalAP/p31dZ8L0VAF7cP7+38n3VNgjYwH+wWCxydXXVlClTCNlIssaNG6evv/5aGzZskJubm63LAf5TzFUWMVddWCwWW5YDPFHMz3t/f38dPXpUmzZtUnBwsMLDw21cWfJjGIa1n//8PYpbm8zxpD7yfdU2LAZJIcUwDEMWi0WXLl3SX3/9pfv37ytXrlx6/fXXbV1asrdnzx6tWrVK4eHh+vTTT1W0aFFrvxF/Mb27cuWKbt26pSJFiih16tS2LivZGjdunL766iutXLlSr7/+uiIjI+Xg4GDrslKMmPdrUFCQoqKilDVrVluXlGKcOnVKrVq10ty5c+Xl5WXrcpK9mPdqZGSkIiMjZW9vL0dHx1jz8Pxievbdd99p8uTJcnV1VVBQkBwdHdW8eXO1a9dOTk5Oti4z2Xj48KGcnZ0VHh4uJycn/fLLL/rxxx919+5dderUSQUKFLB1iclWzHv1l19+0fbt2xUQECBnZ2f17NlTRYoU4X36knEGO4X45w+BDh06aNKkSZo1a5aaNWum9evX27q8ZCsyMlKSlDdvXuXJk0enT5/W2LFjderUKc5kJ1DMe/X7779Xu3bt1LlzZzVp0kT79u3jjEACjB8/Xlu2bNGKFSvihOvvv/9ef/zxh40rTN5i3q979uxR165d1ahRI40cOVIXL160dWkpQvr06eXu7q5z585J4gzWi4h5r+7du1eDBw/WBx98oIEDB2rRokWSOJOVEBaLRUePHtWgQYPUuXNnbd68WV9++aX++usvZcyYUY8ePeI9+5w2bNggLy8vBQcHy8nJSdu3b1eXLl108uRJ/fzzz2rSpIkOHTpk6zKTrZjfq7p166bUqVOrZs2aunXrltq1a6eAgABbl/fKIWCnEBaLRcePH9fgwYPl4+Ojr776SoMGDdLDhw8VFBSke/fu2brEZMnBwUE7duxQ69atFRkZKU9PTwUGBmr8+PH6/fffCdkJEBNW+vbtq/r162v16tWyt7fX7Nmz9csvv1g/1MB/8/X11YoVK7Ro0SJ5eHgoPDzcGq7nzZunzz77zHr2CgkT88Flr169VKpUKXXo0EHr16/XsmXL5O/vb+vykpUnBZGcOXOqVq1a8vX1VWBgIIPzvQCLxaLdu3erT58+ypEjhz766CNFRkZq6tSpOnLkiK3LSxZCQkIUFhYWa9qpU6dUpUoVNWrUSBcuXFDr1q3VqFEjlS9fXtOmTdOdO3dsU2wykydPHuXKlUtNmzbVlStX9PPPP2vEiBFas2aN1qxZo0qVKumjjz6y3jKC+AkODtbcuXPVu3dvDRw4UDVr1tTff/+t5s2by87OTteuXZPEPdkvCz/JUoCYL5ajR4+qYsWKatmypa5du6YhQ4aodevWatCggSZNmqSzZ8/auNLk58aNG5o/f766du2qMWPGaMmSJRo6dKjSp0+vyZMncyY7Ae7cuaMFCxaob9++6tGjh/Lly6fw8HBdunRJI0aM0IEDBxQRESGJHwRPE3Mf2/Hjx5U5c2ZdunRJ9+7ds14CtnDhQn3++ecaP3683N3dbVxt8nblyhVNmTJFn332mYYOHap27dopVapU+vLLL+Xr66sLFy7YusRkwTAMa3g+dOiQTp06ZZ3XsGFDeXh4aNeuXZI4i50QhmEoODhYS5cuVe/evdW3b1/VqFFDx48fV7du3ZQxY0b9/PPPti4zSQsPD9fWrVutAe/27duSpLNnzyoqKkrh4eHy8fFRxYoVNWbMGKVLl04bN27U3r17bVl2svHmm29q1KhRSp06tRo3biw/Pz/rz6ecOXPq008/tYZszmTH3/3793Xnzh198MEHunXrlho3bqzKlSurT58+2rhxo8aPHy+JK1leFgJ2ChDzxRISEqI0adIoMDBQzZs3V+XKlTVkyBCFhITou+++42xLAkRGRur27dvKnTu3dVqNGjXUsGFDXbt2TRMnTrSeycbzCQ8P1+3bt+Xp6an79+9rzJgx8vb21qFDh+Ts7KxZs2Zp1apVCgkJoa9PcfPmTVksFi1cuFBFixbVnDlztH37dknSsmXLtGTJEk2dOlVVqlSJtd7u3butvzTi+cR8cFGlShXduXNHAwYMUPPmzbV69Wp9++23Wr58ufbt22frMpO0f977u2nTJnXt2lW9evXSpEmT5O/vr3Tp0qlMmTL6+uuvJT0e/IwP1+LHYrHIyclJISEh8vLyUmBgoOrWravKlSure/fu2rZtm9auXav79+/butQky8nJSSdPnlSPHj00ZcoUDRw4UPfu3VP16tV1+vRpVahQQVWrVtWoUaMUFRWlv//+W9mzZ1euXLlsXXqSFx0dLYvFIk9PTw0bNkyvv/66Tp8+bb3iKioqSlmyZNHQoUNVvXp1tWnThqsu4um1115T+vTptX37djVp0kTVqlXT8OHDZW9vr7///psrLV4yAnYKkjFjRm3fvl2NGzdW9erVNWrUKElSunTplCFDBgaRSoCoqCilSpVKV69eVVRUlHV69erVlTdvXv3xxx+aN2+eHj58yC+Ez/DP3ri6uip37twyDEM//vijHjx4oMqVK0uSChQooD///FN79+7lfuynWL9+vQYPHqzjx4/LwcFBs2fPVr58+bRy5Ur17NlT8+bN0+zZs1WxYsVY682YMUPdu3fXo0ePbFR58hQaGqrIyEhFRUVpx44dcnR0VPXq1VWmTBnlzZtXmzdv1po1a3T37l1bl5ok/TNcT5s2TUeOHNGoUaPUoUMHbdmyRf369dOnn36qevXq6e+//9bq1aslcZblaf45AnPMv2/cuKGHDx8qNDRUDx480OHDh9W2bVtVqVJFo0ePlr29vSIiInThwgVuGfkPkyZN0uuvv67Fixcrf/78Sp06tQoXLqw8efIobdq0KlOmjCQpLCxMW7ZsUXR0tPLkyWPjqpO2mKtXQkJCdPfuXZUsWVJ9+/ZVsWLF1KVLFwUHB8ve3l7R0dHKnDmzPvnkE9WvX5+nYTxDzNd+cHCwbt26peDgYKVPn17p0qXT6NGjVbx4cY0aNSrWBxi5cuVSVFQUv6u+JATsZOifj4w4fvy4Nm/erHv37qlt27Z6++23dffuXX3wwQe6d++ewsPDraNfc6nos8X0NSgoyDogRJ48eeTp6al58+bp8OHD1pAdHR2tjBkzqk2bNhozZoycnZ35hfBf/vmN/O7du7p//76uXr2q1KlTa8qUKSpdurS+++47Zc6cWRUqVJAkpUmTRsOGDdPUqVOVOXNmW5afZEVHR+vmzZv6/PPP9dtvv8nBwUFz5sxRnjx59N133+nDDz+0/hIY0/9Zs2bp888/1/r165UjRw5blp+k/fN7QFBQkB4+fKhy5cpp8uTJypQpk3bv3q38+fPrjTfeUFhYmAoWLKiBAwdqxIgRSps2rY2rT3qioqKs3xd/+OEHHTp0SM2aNdO7776rFi1aaMuWLWrcuLH+/PNP+fj4KCIiQr/88gu/BD7DzZs3Jf3vg4sjR46oefPmCg0NVfbs2VW7dm2NGTNGhQsX1pgxY2Rvby/p8Xu6SJEitiw9yYuKilJoaKiCg4NVuHBhbdmyRXv27FHevHnVu3dv5c+fX+PGjVONGjXUoUMHffHFF5o5cyZPFXiGmPfp7t271blzZ7333nvq16+fsmTJosGDBytDhgxq0KCBgoODZWdnp+joaGXNmlVjxoxhRPGn+OdAsR999JHeeecdbdiwQU5OThozZoyyZs2qq1evatmyZfrhhx80evRoff/99+rQoYPs7e35XfUl4TFdyUjMf1XMoDtTpkyRs7Ozbt68KWdnZ7Vp00ZeXl4aN26cTpw4oZw5cypDhgy6ePGiFi1apKJFi9r4CJKuf/4QmDlzpoKCglSyZEmNHTtW6dKlU4cOHXTmzBm1bNlSWbNm1blz57Rz506tXbuWy8P+ZezYsfL29rY+cufHH3/UqlWrdPXqVYWHh+v9999Xs2bNlDlzZtWrV09VqlTR4MGDNX36dG3atElffvklIfA/bNmyRUuXLlXevHnl4+OjUqVKKTIyUj179tTly5fVtm1bffDBB3J2dtaMGTO0ZMkSffHFFypWrJitS0/yvv/+e02ePFnS46uCZs+eLTc3NwUEBKhu3bqaP3++KlWqpBkzZmjHjh1as2aNMmbMaOOqk5YzZ87EejzkgQMHNHr0aL322mtatWqV0qRJo4iIiFhnUzdt2qSjR49qy5YtmjNnjqpWrWqL0pO07du3a/jw4Zo/f77Kli0rSdq2bZuWLFmir776SpIUEBCgmTNnateuXerXr58cHBwUEBCgr776SmvWrOGD9ieI+fkfHR0tOzs7hYaGKk2aNOrZs6d++eUXTZo0Sd7e3rpy5YrOnz+vo0ePKm/evCpfvnys28cgaw9j/pYef/336NFD3bp1U4ECBRQWFqYaNWrI2dlZR44c0aRJkxQcHKx169bxvfQ57dmzR71791a/fv2UK1cuFSxYUPny5ZOdnZ2CgoI0dOhQnT59Ws7OzsqcObP1sny8RAaSvC1bthhhYWHW14cPHzZKly5trF+/3jAMwwgICDDc3d2Nr776yrh3755hGIaxevVqw9fX11i1apUREBBgk7qTm++++84oVqyYMW7cOGPjxo3GW2+9ZfTq1cu4fv26YRiGMWLECKNhw4ZGrVq1jPbt2xunT5+2ccVJz/jx4w13d3fDz8/PMAzD+OGHH4wSJUoYixcvNg4fPmzMnDnTcHd3N37++WfDMAxj7ty5xuuvv27UqlXLqFixonHq1Clblp8kRUVFWf8dERFh/fdXX31lvP/++0bPnj2N48ePW+d37tzZeOedd4zNmzcbU6ZMMYoXL26cPHnyZZedLB0/ftwoVqyYMWfOHGPGjBnG+++/b1SrVs0ICgoyDMMwOnfubLi7uxtNmzY13nzzTd6vTzF8+HCjc+fOhmEYhp+fn7F3716jf//+1p9TMaKiomK9vx89emSMHj3aGDhwoPHo0aNY82AYBw4cMHx8fIxatWoZhw8fNgzj8feB+vXrx1ru6tWrxsSJE40qVaoYdevWNTp06GD9nozYoqOjDcN4/HvVhAkTjKVLlxpnzpwxDOPx+7NHjx5G2bJljR9++MEwDMMIDAy0VanJwsGDB63/jo6ONiIiIoz+/fsbo0aNirPsuXPnjB9//NH4/fffjWrVqhnvvvuuERUVZf0/wZPdvXvX6NKli7FixQrDMAwjLCzM2LZtm9G5c2ejYcOGxpdffmkYhmHcvHnTuH79uhEaGmrLcl9ZBOwkztfX13B3dzeuXr1qnbZs2TKjX79+hmEYhr+/v/H2228bQ4cONQICAozPPvuML6YEuHbtmlGvXj1j1apVhmEYxp07d4yKFSsaHh4eRqtWrYxbt24ZhmEYDx48MP7++2/j/v37tiw3SZo0aZJRpkwZ4/z584ZhPP6m37NnT2POnDmGYTzu8dtvv22MGzfO+PPPP429e/cakZGRxtGjR41vvvmGX1ye4tq1a0+dt379euPdd981evbsaRw7dswwjMchu2vXroa7u7vh6elp/PHHHy+r1GTt/PnzxoIFC4xZs2ZZpx0/ftyoX7++Ua1aNSMkJMQICgoyli9fbsydO9e4ePGi7YpNomJ+Mf7mm28MT09Po2rVqkaVKlUMwzCM06dPG3369DHKlStnfPPNN7HW+ecv1DNnzjSaNGnCL9lPcfjwYaNz586Gt7e38ccffxhHjhwxSpUqZfz222/GhQsXYi0bEhJiPHz4kJ9XTxHzHtuxY4dRqlQpo1GjRsYbb7xhdOrUyfj111+ty/Ts2dN44403jNatWxstW7Y0QkJCbFl2kvXDDz8YpUqVMm7fvm1ERkZap7dq1coYPXq0YRiPP7SImTdgwACjUaNGhmEYxu+//87JoOf06NEjo2nTpsb48eON8+fPG82bNzc++OADo1WrVsaAAQMMb29vfj4lAdyDnYTduXNH3333nbp166acOXPqypUrkh4/MsIwDIWHh6t9+/aqUKGCRo8erbRp02rjxo36/vvvrdswuAPguYSEhCgiIkK1atVSaGioxo0bp3fffVdff/21/Pz8NHbsWP38889ycHBQ+vTp5erqauuSk5Q5c+ZoyZIlGjBggAoWLCjp8Qjsfn5+KlKkiEJCQtS0aVN5eXlp8ODB+uOPPzRixAjdunVLpUuXVt26dbks/AlmzZql6tWrq3v37ho4cKA2b96sQ4cOKTAwUJLUqFEj9e/fX1evXo11T7avr6/q16+vtWvX6o033rDxUSR9169f17hx4zRv3jzrPauSVKJECQ0dOlRp06ZV48aNZbFY1LZtW3300UfKly+f7QpOomLu7atbt67KlSun69evW7+uPTw85OPjoypVqmj8+PHasWNHrHWkx/cXBwYGKjQ0lNGu/yXm0WVly5aVj4+PChQooL59++r7779XWFiYevToocaNG6tJkybq16+fFi5cqAsXLui1117j59W/REZGSnr83jt8+LCGDx+uwYMHa/369ZoxY4b279+vzz//XIcPH5bFYtGsWbPk4+Oj1KlTa9iwYYy38BTFixfXrl275Obmpr/++ss6PVWqVPr9998lPX5CQMzXvJeXl+zt7RUVFaUSJUpwuf1/OHv2rP788085OTmpUqVK+uabb1SvXj2lSpVK3bt318qVK9W4cWO5urryNZ8EELCTqIULF+rWrVvKnz+/1q9fr5UrV6p37966deuWqlWrppMnT6pixYrW0cKjoqJ0584d5ciRI9Y3KQYzeLp/fvjg6OhofcTJ9u3bZRiG6tatq9y5cyt79uzasWOHFixYoLCwMBtWnDSNHTtWy5YtU44cObRq1SodOHBAkZGRSp06tTw8PLR//3598MEHqlatmkaMGCFJevDggRwcHJQuXTrbFp/Exfwit3v3bv3yyy+aPHmy2rRpo2bNmunDDz/UJ598oocPHypPnjw6e/ZsrJA9fvx4BjV6hpiv//DwcGXMmFE1atRQpkyZtGvXLusv4HZ2dvL09NTIkSMVERGhtm3bKioqiuc0P4Hxj9Gt79+/L3d3dw0YMED+/v7q3LmzpMe/gLdu3VpeXl6aOHGi9b7hmJ9TMSMyz5gxg6de/IPx/6MwxzwB4K233lKXLl1UqFAhrVmzRhUrVtS8efM0efJkubu769q1a/riiy/4/vovMaP9Ozg4KCIiQpK0b98+ValSRU2aNFFQUJBWr16tGjVqyM/PT7Nnz7Y+Kqpfv36aPn0697A/Q8aMGZUlSxZdvnxZNWrU0Lx58yRJffv21YULF9S7d29Jst6b/ccffyhdunSxntCCJ/vrr7/Ur18/+fr6KjAwUJ07d9aCBQu0atUqLVq0SDVr1pQk7d+/X87OznJycrJxxXCwdQGIa/ny5Zo2bZqqVq2qqVOnql69eho7dqz69u2rzJkzq0CBAsqRI4eio6NVrlw5SdLDhw/19ddfyzAMBt36D8b/D2gSM8hOaGioChYsqOnTpytfvnyaMmWKPD09VaJECUVERKhIkSLq2bOnihcvzifX/zJhwgStX79eO3bsUPbs2fXee+9p1KhRGjFihLy8vFS8eHFNnTpVb775pvr37289O3jlyhXlzJmToPIUkZGRcnBwULt27eTs7KwRI0aoVatWqlixoqKjo3Xq1CkdPHhQAQEBGjFihOzs7BQcHKyLFy/K3t5eRYsWlaOjIx+wPYPFYtFPP/2kzZs365NPPlHTpk3l4uIiX19fdenSRfPmzZOTk5MsFotKliypGTNmKEOGDLHOcOOxfw5o9Pfff0uSevToIUdHR2XLlk2jRo1S586dtXDhQpUoUUJt27ZVaGiovvvuO9WvX9/6PTlbtmzq0qWL9dEy+N/Pq0OHDmnXrl2yt7dXixYtVLZsWevPsePHj+vRo0eqXr26qlatKjs7O927d48PKf7hr7/+0vz587V48WJt2bLFOtDen3/+qSxZsig8PFwr/6+9O4+rqtwaOP47h0FUcE4ycUhTnBUnJM2cylAcSA3HFFEQVEDNwJGc8ioKiooTYgqIE2CW5YCW8ZY54JReh3JGZVIRmYfzvH/4cpLUsjfzYK3v53M/98NmH1pnu8/Ze+3nedYKC6N69erMnTuX2NhYxo0bp+/KMmLECEqVKmXot1HiXbp0iczMTEaMGMGyZcsoXbo0I0aMYM6cOfj5+fH+++9jbW1NXl4eBw8eJCIiQpLBZ1CtWjX69+/Pjh07WLJkCWPGjKFRo0akpaWxYcMGrl27RkFBAV999RVhYWFUqFDB0CH/68lVrITJzc3lxx9/5N1338Xa2pr9+/eTkJBAjRo12Lp1K926daNevXqMHTuW4OBg5syZw9KlS6lYsSLXr18nJCREWkb8jqKblbi4OL788ksuXbpE6dKlGTZsGO+++y737t3jxIkTdO7cGYDly5dz4sQJfH19pW3Ub9y9e5erV6+yefNmqlWrBkBUVBT9+vVj5syZzJ8/n9GjR5OUlERUVBSzZs2iWrVqpKamsm/fPjZt2kTZsmUN/C5KpkcTjIEDB3L37l0CAgLIyMjAzc2Npk2bMnDgQACuXLlCbm4ux44d49q1azg5OckNyzMqLCxk165dGBsbM2nSJHr16oVOp2Pt2rV4eHgQHBysT7KbNWtm6HBLpEeT6xUrVvDdd99x8eJFgoODsbOzo1u3bmi1WmbOnImbmxuBgYGkpqYyatQobGxsgOIzrSS5/lXR9Wr37t34+PjQrFkzzp49yw8//MCMGTOwtbVl3LhxLFu2jOnTpzNz5kx99wb5bi3O0tKSxYsXM2/ePN5//32io6OxsLBg0KBBZGRkcPnyZc6cOUO/fv3Q6XTodDpq1apFixYt6Nq1q6HDL/F0Oh1paWkMHDiQKVOm4Ovri7GxMf/5z38wMTFhyJAhNGzYkJUrV5KdnY2FhQWbN2/mjTfeMHToJVLRZz83N1f/YMfZ2RkTExO2bNnCqlWrGDt2LFWqVCEtLY1Tp05Rp04dNm3aJDPXSgoDrPsWf2DDhg3K2tpa+fn5qTZt2qh9+/ap5ORk5eTkpDp16qQvIvXLL7+offv2qXnz5qmtW7dKgYhntG/fPtW8eXO1dOlStXXrVjVu3DhlbW2tzp49q3Jzc9XEiRNV8+bNVe/evZWtra1UC/8dubm5Sqlfq4UWbXNwcFBdunRR8fHxSimlQkNDlZubm3J0dFQ+Pj7qwoULBou5JPv+++9VaGio8vDwULNmzdIX3VPq4TG0trZWAQEB+sr24tn8tpDWow4ePKgaNGigJk2apJKSklRBQYGKiopSDg4OysnJSX+Oi9+3ePFi1bZtW/X555+rXbt2qZSUFJWXl6c/fl9//bWytbVV1tbWql+/fvp/D6kU/vuOHTum2rZtq6Kjo5VSD6/7RcewqJL4yZMnlZOTk+rTp0+xjiPioaJzTafTqaNHj+qvT0XFygoLC9XGjRtV37599a9ZuHCh8vPzU+np6QaJ+WXw6HEtsmTJEtW1a1d18+ZNlZGRoRYvXqysra3V+vXri7320SJo4smOHTumpkyZ8ti9/caNG1XXrl3VpEmT9PcCOp1OrlUljCTYJZSrq6tq0KCBmjx5slLq4YfnypUrysnJSb399tv6JFv8Offu3VODBw/Wf9knJSWpzp07q4ULF6qff/5ZXblyRSUmJqqYmBgVEhKirl69atiAXzJPSrKLbgKVelhZPC8vz1DhlWgBAQGqR48eaujQoWrSpEmqR48eqm3btqpXr176Fjvr1q1T1tbWKjAwUN86Svy+onOy6P9/+eWXxyqzf/vtt48l2ZGRkap///6/W8VdPHTu3DnVp08fdfr0aaXUw8r3W7duVU5OTmr8+PEqLi5OKaXU5cuXVXR0tP7fQiqFF5eVlaUSExNVcnKyftvatWvV+PHjlVIPr1cuLi5q9uzZqmfPnqpnz57q6NGjSqfTqfPnz0snht9R9CCnsLBQHT16VPXo0UN169ZNn0BHRkaqRo0aqTVr1qipU6eq1q1by4PgP1D0+X20y83169fVyJEjVWhoqFJKqcTERBUQEKAaNWqk7yjy6GvF061atUp17txZzZgxQ924caPY7wICAlTjxo2Vu7u7vq2cKFkkwS6BkpOTVf/+/dXIkSNVgwYNVGRkpP53RUl2t27d1MWLFw0Y5cvj0S/ytLQ01alTJ3X+/HmVnJys3nrrLTVt2jRVUFCgVq5cqUaMGCEtTf6i3ybZ3bt3VwcPHizWw1kUt3TpUmVnZ6cOHz6sH1W5f/++2rdvn3JwcFCdO3fWt+BZvXq1sra2VkFBQcVuxMXjtmzZovr166f/TN+6dUtZW1srX19fdfv27WL77t+/XzVo0EB98skn6vr166qwsFBGr57RlStX1Lvvvqt2796tDhw4oBwdHZWDg4MaPXq0ev/995Wnp+djoyvyfVDc+vXrlZubm2rRooVq1aqVWrRokVJKqQkTJigPDw+l1MPviSlTpqj8/Hx15swZZW1trXr06KFWr15tyNBLtKLrf2Zmprp3757+Ae/p06fVe++9p7p27arS09NVXl6e8vX1Vfb29mro0KHSN/wZnT17Vj/jsmi235o1a9Q777yjcnJylFIPk+y5c+eqVq1aqXv37kly/SeEhIQoe3t7NW3atGIj2fv27VO9evVS06ZNkxltJZRUES+BKlasyPLly1m3bh0jRoxg1qxZbN68GYDatWuzYMECSpUqxaRJk/SVMMXTaTQavvvuO7Zt20Z6ejqWlpYcPnwYJycnOnXqxKxZszAyMuLevXvcv39f2hv8RcbGxhQUFGBqakpUVBRZWVksWbJEztWnOHv2LN9++y0LFiygbdu2lCtXDp1OR7ly5ejSpQsLFizAzMyMjz/+GABXV1d8fX1ZsWIFUVFRUijuKYrWUWZmZuLp6UlWVhbVqlVjzpw57Ny5k1WrVhVrJdOlSxcaNmzI5s2b2bRpEzqdDgsLCwO+g5LpSedb6dKlqV27Np9++inu7u40a9YMX19f1qxZQ6dOncjOzn6sLoCstf7VokWLWL9+PR06dMDPz4+JEydib28PgJeXFz179uTKlSvEx8dja2uLRqPh3r17NGjQABsbG/2+ojj1f+tYv/nmGyZMmICjoyPOzs4sWbKEpk2bsmjRIkxMTOjfvz+5ubnMnz+fDRs2sHLlSho0aGDo8Euk337+c3Nz0Wq1bNu2jXXr1hEYGMjw4cN59dVXmTdvHvBw/fuYMWPYu3cvFSpUkOKbT6D+rwvD5cuXiY+P54svviAjIwMXFxeGDBnC8ePHWbNmDdeuXQMeVmB/++23mTx5stRdKqHkClcCFF0EfvrpJy5cuEBiYiLNmzfH3NwcHx8fAGbNmoVGo8HJyYlatWqxcuVKNBoNJiYmBo6+ZCk6lkopdDodRkZGnD59mkmTJjF16lR9261PP/2Ud955Bz8/P31V4OzsbGrXrk1eXp5UYP6LHk2yY2NjSUpKonTp0oYOq0RKSEggPT2d119/Xb+tqGiUVqvF2tqaMWPGMH/+fPbv30/Xrl0ZMWIEJiYm2Nra6vcVxWm1Wt5//33MzMxYt24d7u7urFixggEDBmBsbMyUKVMAcHd319+gtGjRgg8++ID27dtLAvgEjxY0i42N5datWzRq1IjWrVvj5+fHjRs3qFSpEvXq1QMeFpE7efKkdLb4HTt37mT37t0sW7ZMX0ivsLAQIyMjfaGtWrVqERUVxdWrV+nTpw8Ahw8fpkGDBkyZMkUKmj2FRqPh4MGDeHl54ezsjJ2dHb/88gthYWHcvHkTf39/Fi5cyNSpU+nSpQv79++XYqZPkZSUhKWl5WPXGxsbG6ZOncqqVauoUKECZ86cwd7enrZt23Lp0iXOnz9PgwYNqFy5soEiL/mK7lv37t3LvHnzKFWqFNevX6dWrVp8+OGHDBkyBKUUmzZt4n/+53+oWbMmJ06cICoqSlrxlWByB1ECaDQa9uzZw7Rp02jQoAG//PIL27dvp169eixatAgfHx80Gg1z584lJyeH4cOHF+t1LX5VWFiIsbExGo1Gn1xv27YNe3t7HB0dgYetpdLS0jhx4gRr166lYsWKnD9/ni+//JLNmzdLBebn5NEkW87Xpzt37hzlypXTJyFFF9siRkZGdOjQASMjo2IjrkOGDHnhsb5MlFKYmprSo0cPdDodoaGhjB07lhUrVuDo6IhGo8HX15fc3FxsbW25fPky+/fvx9PTU1qcPIH6v17MAAsXLiQ6OhqtVkthYSGurq7069dPfxyDg4PJy8vjp59+Ijk5mVWrVun/hjy4fKjoWJw8eZKuXbvSpEkT/baih75Fx/uHH36gTJky5OTkMG3aNAD27t1LWFiYJNdPof6vH/umTZvw9PRk1KhRAGRkZNCiRQv8/f1ZvXo1bm5uTJ06laCgIO7evSuzVp4gPDyc2NhYvLy8sLGx4dChQ0RHRzN48GBatGhBnz59OHv2LFWrVmXUqFGEhISwa9cu7t27x8GDB2U2wB/QaDQcP36cmTNnMnnyZNq0aYO5uTkzZ84kPDycUqVKMXToUCpXrsyZM2fIzMxk5syZ1K1b19Chi98hCXYJcP78eRYsWMDUqVPp0aMHZmZmREREsH37dqZNm4a/vz/e3t7k5eURHByMo6Oj9GN+gk2bNnH8+HFycnJo2LAhY8eO5ZtvviEmJobKlSuTmppKlSpVKFWqFKtXr2bKlCl8+eWX5OfnU7NmTWlv8DeQUcAn+/zzz6lZsyY2NjbUqVOHyMhITp8+TbNmzZ6YgFSqVIny5cuTlZUFSKLyR4qOT2FhIaampjg4OKDValm7dq0+ye7bty8ajYZFixZx+PBhjIyMCA4OluT6KYrOt5UrV7Jjxw4CAwOxs7NjxIgRREREoJRi0KBB5Ofnc/78eVJTU6lbty6rV6/WP2yT74Pi8vLy+P777/nwww/RarXodLrHPtdZWVkEBARQrlw5RowYwTfffEO5cuUICwuTxOV3aDQatFotV69e1bfdVEphbm7Oe++9x6FDhzhy5AijR4/G1taW9evXY2ZmZuCoS6bq1avzyy+/sH79euDhQMahQ4e4du0aDRs2ZPr06VhbWxMXF8egQYOYPn067du355tvvqFbt24Gjr7kOXbsGDVr1qRq1arFHrTZ2Njg6OhIYWEhJiYmLFy4kAkTJrB+/Xp69eqFvb099vb2xWYSiZJLrnYvWHZ2Nunp6Wi1Wv1UpKtXr1KxYkW6dOmivwHp378/eXl5bNy4kbNnz9K6dWu8vb3x8PCQ5PoJFixYwBdffMGAAQM4d+4cO3fuJD09nSlTpmBsbExkZCRBQUF4eXlRuXJlTE1NWbx4MXfu3MHY2BgTExNZey1eiEuXLhESEoK5uTl+fn7Y2NiQk5PD3r17qVOnDubm5kDx6bjXrl3DwsLiiX2DRXFFNyynTp3i8OHDVK1alffee4/evXuj0WhYs2aNPsnu06cPTZs2RavVUq5cOSpVqmTo8EuUw4cPk5qaSpMmTahcuTJGRkZ8++23TJ8+HTs7O86ePcv169epVq0a69atw8jIiCFDhhAUFFTs/JXk+nEajQZTU1PKlCnDzz//DPDYTbNOp6NMmTI0btyYmzdv4uLiwujRo8nLy5Pr1TPIy8sjOzube/fuAb+eh+bm5tSqVYvLly+Tm5tL6dKlJbl+isLCQjp37kxAQAC+vr5s3LiR8ePHExsby7Zt29i2bRu9e/fGw8ODM2fO4O/vz+zZs+ncuTMdOnSQZYy/cejQIdzc3Bg1ahSDBw+mSpUqKKX46aefSEtLQ6vVotVq9Z/xmTNn0rVrV3788Ufefvtt4PHvCVEyyb/SC/TZZ58xYcIE3nvvPezt7Vm0aBEAV65c4c6dO1SoUAFjY2Py8vL0U0Lu3bvHTz/9BIC5ubncAD7BvHnz2L59O6tWrcLLy4vly5fj6OjI0aNHARg7diyDBg3SF4m4e/eu/rWVK1emfPnycrMiXpi6devi7u6OsbEx8+bNw9TUlMmTJxMaGsrnn39ORkYGUPwiGh0dTX5+PnXq1DFU2C+FouR69+7dODs7s2PHDnx9fZk2bRq3bt2iV69euLq6kpqaipeXFxkZGdSpU4fatWvLd+tvjBkzhmnTpvHxxx/Tt29fwsLCSEhI4Pbt21SqVImEhARCQ0P58MMPiYiI4PXXXyckJIQJEyZw48YN/fmrlJLk+gmUUhQUFFCvXj1OnDihT7IfVXQMCwsLyczMRKPRYGxsLNerJygqEnX69GkiIiIIDQ0lOzubESNGsHTpUg4ePFistkpSUhLW1tZybj6jevXq0b17d7755hsWLlzIjRs3GDZsGDt27MDOzo49e/ZQqVIltm7dyjfffAMgyfUT2NnZMXDgQHbs2MHmzZtJSUlBo9Hw5ptvcuPGDf2xMzU1paCggPT0dGrXri11LF5C8s3ygixatIgvvviC0aNH895775GVlaUfjerUqRPBwcGsXLkSd3d3TE1N9RfUBg0aFCt+JIoLDAxk+/btxMTEULt2bXJzcylVqhSdOnUiIiKCLVu2kJGRwbvvvsudO3c4fPgwWq2W0aNHyw21eOGKihf16NEDjUbDhg0b+Oijjxg7diyjR49mzpw5XLlyhbfeegs7Ozvi4+OJi4sjKiqKDRs2SKGYpygamdJoNBw6dIipU6fi4+ODk5MTn3/+OT4+PpiamuLt7U2vXr3QarUsWLAAHx8fli9fLjMCfmPw4MEUFBSwYsUKypYty+rVq1m3bh09e/bE0dGRChUq8MMPPwDor2PVqlXjwYMHvPbaa7z22mv6vyXH9smKkmVnZ2ecnJwIDQ1l0qRJVKlSpdh+eXl53L9/n5YtW0rC8juKikQVTVfOz8+nUqVKdO/enbNnz+pHDcuVK0diYiJff/01mzdvlmP6B4yMjNi9e7d+CWOrVq348ccfCQoKYvjw4bRu3ZqZM2cSHx9PfHw8Gzdu5I033jB02CVS0fV/6tSpaDQatm7dCjz8vm3Tpg21atViw4YNKKXo0qULhYWF7N27F2NjY1m69DJ6Uf3A/s0+//xz1bVrV3Xq1Cn9toKCAqWUUoWFhSo7O1stWrRItWnTRi1dulTl5uaqxMREtXTpUvX222+rmzdvGir0Ei0xMVFZW1uriRMnqjt37hT7XVBQkGrcuLHq27evsrW1VW+//baKjY1Vy5YtU3Z2diogIEAVFhYaKHLxb/Zo/98vv/xSDRkyRA0dOlQdP35cRUVFqa5du6rmzZurN998Uzk4OChXV1d14cIFA0Zcci1btkylpaUV2zZ79mw1Y8YMpZRSycnJaujQocrDw0M1atRITZgwQd26dUsppdTu3bvVtWvXXnjMJZ2Tk5NydHRUDx480G+7c+eOaty4sfriiy/05++wYcPUihUrlFIPr2dubm4qJiZG3+NWvl+f3fbt21Xjxo3VxIkT1fHjx/XbHzx4oAIDA1WHDh3U5cuXDRhhyXfp0iXVsWNHFRkZqZRSKiUlRd/z+vz58yo6Olp169ZN9e7dW7m5uUmf62eUmJioevToocLDw/XbfvjhB9W3b181fvz4YuerUkplZWW96BBfKkX3/ko9vH516NBBLVu2TOXl5amjR4+qIUOGqLZt2yoHBwc1ePBg1bZtW3X27FkDRiz+v2QE+2+knrFKqJmZGdWrV2f48OFs3LiRiIgIqlSpQmZmJitWrCg2GiB+ZWlpSXh4OB999BErV65k+PDhWFlZsWbNGj777DOWLFlC8+bNKV26NKNGjSI0NJSIiAh0Oh2Ojo6yjkW8EGFhYWi1WiwtLWnVqhWmpqb6aYk9e/bE1NSUdevWERAQwIIFC+jevTs3btwgOTkZa2trypYtq1+XLX518+ZNDh48SPfu3fWtSnJycvjpp5+wtbUFYP369dSqVYu5c+eyZcsW/Pz8SEtLY/DgwXTv3t2Q4ZdILi4uPHjwgF27dgEPR0+LpiqWL1++2LmblZXFiRMnOHToEGvWrCEtLY1evXqh0WikCM+f5OjoiJmZGX5+fpw8eZLXX3+dsmXLkp2dzc8//8yaNWtkJtsfSEpKoly5crz77rsA+pkAKSkpTJs2jQULFhAdHU2ZMmXIy8uTtpHPSKvVkp2drb8PVUphZ2fHlClTcHV1BR72wm7Xrh2ArGX/jZ9++olatWoVq51U9P1oYWFBSkoKmzdvBsDNzY0FCxZw8uRJjh49Sr169ejQoQO1atUyVPjiL5AE+2/2rFVCd+zYgZWVFdu3bycuLo7q1atTv359qlWrZqDIXw6tW7dm8eLFeHl5YWFhQW5uLtu3b2fp0qV06NBBv5+NjQ1xcXEAeHp6Gipc8S+TlJTEvHnzgIdTGC0tLTE2NqZly5bUrFmT9u3b8+abb3L//n127dqFj4+Pvl2fVAh+usTERKpXr05ERASmpqYcPnwYa2trKlSowLBhwwA4deoUFy9eZMCAAcDDG8PXXnuN0qVLy7F9gqtXr/L9998zdOhQkpOTqVq1qr5l4cyZM6latao+eYGHN4Nz5sxhzpw5VKlSha1bt2JkZKSfBimenVarpWfPnjRt2pSvv/6aU6dOodPpaNeuHTNmzJA2h88gNzeXS5cukZiYSKVKlfSDGZmZmSQmJvLzzz/r2xpJEvjs0tPTycjIIDU1FYD8/HxMTExo27YtLVq04Ntvv6Vy5cq0aNECMzMzWRLyf5RS/PDDD7i4uODr60u/fv2wsLDQfzeuWrWK9evXs2nTJvbv369PsgcPHkzPnj3p2bOnIcMXz4Ek2H+jP1Ml1Nraml9++YUaNWowePBgQ4T70mrVqhVLlizB3d2dnJwc5syZQ4cOHfRFTzQaDWlpadSpU4fc3FxMTU3lIiBeCEtLS7Zu3YqzszONGjWiYcOGmJubc+jQIQ4ePMiaNWvQarW88cYbXL58GSMjI3x8fFi8eLGsY3uKyMhIoqKimDRpEnZ2dmRlZTF79mxSU1PZs2cPvXr1oqCggNWrV5ORkaEfqb5y5Qq9e/dm1KhRMiPgCWrXrk1ERAQTJkxAo9Hg5uZGlSpV8PT0JCEhgY0bNwK/rnd/5513aNu2LXfu3KF27dpotVqpFv4X1axZEzc3N0OHUeKpJ7QprF+/Pm+88QaRkZGMGjVKP+pXvXp1rKysiu0v1/8nKzquSUlJ5OXlUb16derWrYujoyOzZ8+mbt26tGzZUr9/1apVGTlyJB988IE8tPgNjUZD+/btGTx4MAEBAWg0Gvr164e5uTlr1qxh/fr1+Pv707JlS1q2bElhYSHR0dFkZ2czcuRIqbfyDyBXwr+RUorCwsJiVULr1atXbJ+ihFun06GUkql1/0+tW7cmJCQEV1dXLl68yI0bN/RP/ZcuXcq+ffuIjIykVKlSBo5U/Ns0a9aMtWvX8tFHH9GiRQtGjBiBp6cnmZmZXLlyhXPnznHz5k0A7t27R0JCgkxf/B0NGjTg3r17hIaGAg+rshaNpPbr14/o6GjKly+PsbExly9fZseOHZw5c4adO3cSEREhyfXvaNWqFYGBgXh5eWFmZsb58+dJTk5m1apV+lHBRxPo8uXL66fn63Q6Sa6fg0eTxyclkv926pE2fP/973+5evUqbdq04a233mLkyJEsWbKEwsJCBgwYQLVq1di0aRO3bt2iWbNmhg69xNNoNOzbt48FCxZQUFBAxYoVCQoKws3NjevXrzNs2DC8vb0xNzfn6tWrHDx4kJ07d2JpaWno0Eucopk8M2fORKvVsnDhQsqXL09CQgJhYWEsXryYDh066Pfz9fUlKyuLb7/9FhcXF0OHL54DjSoa5hN/m3PnzuHk5ETPnj2fWiV00qRJ1KxZk8mTJxsoyn+GY8eO4e3tjYODA6NHj2br1q0EBwcTGRlJkyZNDB2e+Bc7duwYnp6e9OrVi8GDBz+2rqroAdv9+/elwv1TFI2QXrx4EU9PT2rWrMno0aNp06YNp06dYvr06WRmZhITE0N2djYzZszg0qVLVKxYkblz59KwYUNDv4WXwrFjx3B1dcXExIQVK1bQunVrQ4ckhN7evXuZMmUKTZs25erVq+h0OurUqcOKFSs4cOAAYWFhnD59mvr165ORkcHy5ctp1KiRocMu8U6fPs2QIUMYO3YspUuX5osvviAtLY2QkBAqVapEaGgou3btwszMjIoVKzJlyhT5Tv0djy6XmTt3LuHh4ZiamhIQEEC3bt2euN+dO3dk9PofQhLsFyQqKgo/Pz+6d+/O0KFD9a1NMjIyCAkJISoqio0bN0ohk+cgPj6ejz76CHNzc27cuEF4eLgk16JEiI+Px8vLCwcHB4YMGaKfZVFQUICRkZGMVv2Bohk+KSkphIeHs379emxsbPD09KRVq1acPn2aadOmkZubS3R0NObm5ty6dYuyZcvqR1rFszl16hTu7u707duXQYMGyTpgUSL8/PPPuLu74+HhgYODA6ampkRFRREZGUnlypVZtmwZWVlZXLlyBa1Wy2uvvcYrr7xi6LBLvPPnz3P27FkSEhLw8vIC4Pr163z88cekpKSwdu1a6tSpQ0pKCuXLlyc/P5+yZcsaOOqS79HkOTAwkNWrVzNz5kwcHByeWPhM/HNIgv2C6HQ6vv76a/z8/ChfvvxjVUKDg4PlSeBzdPToUby9vVm3bp0UNBIlyqOzLIYOHYqVlZWhQ3qp7N27l48++oj+/fuTmprKjz/+SNOmTXF1dcXW1pZTp04xc+ZMbt68SWxsrPQP/QvkXBUlzbfffktgYCAhISFUrFgRY2NjCgoK2L59O8HBwcyfP5/27dsbOsyXyt27dxk7diwnTpxg6NChTJ8+Xf+7q1ev4uvrS2pqKitXrnxsmaP4Y78dyY6MjMTX15e+fftiYWFh4OjE30US7Bfs+vXr+iqhRkZG2NjY8M4778jowN8gJydHCm+IEik+Pp5JkybRsWNHxowZI634nlFqaiouLi44OjoyYsQI4OESnE8++QRzc3M8PDxo1aoV8fHxLFq0iP/85z/S4uQvio+PZ8KECbz11lt4eXlRtWpVQ4ck/oWK1l6vX7+etWvX8v3336PRaPSt5ABsbW0ZPnw4Hh4eBo725ZKTk0NcXBzBwcEUFBQQExODsbGxflT12rVrjB07Fq1WS1RUFCYmJoYOucQqOk9/Wz/ht0n2tm3bGDduHIMGDZK6IP9QkmALIYQBHD58GD8/P8LDwx+ryyCeLD09nX79+uHt7U3Pnj31Ny0XL15k6NChNG3aFGdnZzp06EBubq4UNXxODh06xIYNG1i5cqUsYxB/q6LEpKilaVGyAg+LcF25cgVHR0cGDhyIr68v8DB5yc7OxtXVleHDh0uP+z/waLVwgFdeeQWtVst3333H9OnTqVatGlu2bAF+nbp848YNNBqNzGJ5ikfbwj06df7RRPvRJHvq1KkcOHCAPXv2yPKlfygp+WkAUiVUCGFra0tMTIxUDP8DRTd4SikyMjLIzs7WV13X6XTAwxY9rVu35rvvvqNq1aq0atVKjutzZGdnR7t27fSJj6wVFH+XW7duUb16dZRSaLVavv/+e7744gsKCwvp3r073bp1w9XVlZCQEHQ6HZ6enqSlpREdHc2NGzdo3Lixod9CiVZ0z7l//36WLVtGamoqHTt2ZPjw4XTs2JG5c+cybdo0nJyc2LJli/67V2ZZPl3RMT148CAbN27E3NwcR0dH7OzsKFWqlP73RkZG+iT7008/JTU1VZLrfzC5ShqA9GMUQgCSBP6OolGr3NxcCgsLyc/P57XXXmPkyJEEBAQQGxuLiYmJfkSgfPnyjBkzBk9PTzmuf4OikURJrsXfZffu3Tg4OPD9999jZGREbGwsbm5upKamcvHiRby8vPjqq6/w8PDA1dWV7du306lTJ0aNGsWOHTtYtWqVjLD+jqJELzY2Fi8vL9q3b8+oUaM4cOAAq1ev5vz583Ts2JF58+aRkpKCvb09IPepf0Sj0XDkyBHGjx9PpUqVOHv2LPPnz+fzzz8nJyen2CwMIyMj/YNhqRb+zyZTxIUQQpQoRTeCcXFxREZGcvPmTXJzc3FxcaFhw4Zs2bKFbdu24eLiQsWKFUlMTCQ6Oppdu3ZRrVo1Q4cvhPh/OHLkCKGhofzyyy/4+Phw+PBh6tevzwcffEBCQgKfffYZ4eHhBAQE0KNHD27dusUPP/yAlZUVr7/+uvRjfgY3btxgzJgxjBgxggEDBgDQrl07dDod7dq1Y9y4cdSvX58DBw7g7+/P2rVr5aHFUzw6A/Wzzz4jKytLv/7f3d2dq1ev4uzsTJ8+fYqNZIt/B5kiLoQQwuDy8/MxMTHRT0Hev38/kyZNYtSoUQwZMoSoqChmzJjB5s2bmTBhAg0aNGDz5s2YmJhQqVIlNm3aJMm1EC+xtm3bYmpqSkhICPPnz8fExIRevXoBYGVlxahRowCYOHEiOTk5vP/++/Tv39+QIZdoR44c4dq1a+Tk5NCwYUNat25NdnY2AG3atCEtLY1PP/2UDz74gLZt2+Lq6oqRkRG9e/emS5cu2NnZyWygpyhKln/88UfOnz9PXFwcb775pv73QUFBjB8/ntDQUDQaDb169ZKiu/8ykmALIYQwqIiICLKzsxk4cCDm5uZkZGQQFhbGmDFjGDNmDElJSZw5cwZnZ2csLCy4cuUKQ4YMoUePHlSoUIGcnBy5ERTiJVb0YK1FixY4Ozuzfv16YmNjuXfvnn6fV199ldGjR2NkZMTUqVOLJeCiuMDAQGJjY9FoNKSkpFCvXj1CQkJIT0+nVKlSGBkZsXfvXoyMjOjatSvNmzenQYMGHDp0iJSUFFq1alWsT7Mormiq/YQJE3jttde4du0aycnJDBo0iDJlymBiYsLy5cvx9vYmMDAQExMT+vbta+iwxQskU8SFEEIYzNGjRxk2bBi1atVi2LBh9O3bFxMTE+zt7Vm1ahWWlpY4ODjQqVMn5syZw/r164mOjmbr1q2UKlVKX4RHpt4J8XIq+vympqai1WopXbo0t27d4j//+Q/nzp1j4cKFxUYHb926RWRkJH369OGNN94wYOQlU2BgIFu2bGHp0qU0atSItLQ0ypYtS6VKlQC4dOkSNWrUYOzYsTRr1gx3d3cKCgrw9vbG1tYWBwcHXnnlFQO/i5ItIyMDf39/WrRogb29Pbt372bdunVUrFiRFStW6PtbFxQU4OPjg5eXFzVr1jRw1OJFkmolQgghDObVV1+latWqXL9+na+++oqYmBiys7OpV68eW7ZsoW/fvnTp0oUZM2YAD4ueAZiamuoLbklyLcTL6dHCW6NGjaJfv36MGjVK39e+efPmTJ8+nUOHDulf89prr+Ht7S3J9ROcOXOGuLg4li5diq2tLRYWFtSoUYNKlSpx+PBh9uzZw+3bt7l69SonTpygdevWGBsbs2bNGq5evSrJ9VM8OhZ54cIFOnfuzIkTJ3j11VcxMzPDwcEBFxcX0tLS8PDwICMjAwBjY2MWL14syfW/kEwRF0IIYRBF7V8mT55MeHg4eXl5hIeHU1hYSKVKlfjiiy9o0KABs2bN0r8mMTGR6tWrU1BQoK8gLoR4OWk0Gg4dOsTkyZOZNGkSNWrUwNjYGHNzc2xsbHB2dmbDhg3MnDmTGTNm0LFjRwD57D9FUlISGRkZ+ocPOp2OY8eOERMTQ0xMjH6/onXXzs7ONG3alGvXrvHZZ59Jcv0HTpw4QZUqVejcuTM7d+7k5s2b+vohDg4OaDQaNmzYwLBhwwgLC8Pc3NzQIQsDkQRbCCHEC/fotG5ra2tq165N7969+fLLL4mKisLe3p7XX3+djIwMpkyZQpMmTTh79ix79uwhMjKSUqVKGfgdCCH+iqLvgN27d/Puu+8ydOjQYr8/c+YMDx48YPz48cyePRt/f3/atGmDmZmZzFp5ClNTU0qVKsXJkyextbVl+fLlfPXVVzx48ABnZ2fatWtHbm4uXl5ezJo1ix49epCamkrnzp2pVauWocMvkYrO06LlTIsXL+aTTz4hJycHf39/LC0tsbOzw9jYmJ49e5KXl0dMTAz379+XBPtfTNZgCyGEeGFSUlL0oySFhYX6kahZs2bx888/Ex4ezuTJk7l8+TKdO3cmMTGRa9eucefOHWrVqoW3tzfW1taGfAtCiOfI2dkZKysr5syZU+w7YdmyZWzZsoW4uDhOnz6NpaUlr776qoGjLdmSkpJwc3Pj9u3b3L9/HyMjI5o2bYqfnx/16tXD2PjhuNqQIUN4++23cXV1lRoWzyA+Pp74+HiMjIxwcXEBIC8vj4kTJ3L06FEWLVqkT7ILCgrIycmR5PpfTkawhRBCvBDBwcF89913+hu7R6d5fvzxx7i6urJr1y78/f0ZN24c+/fv5/3332fixImUL1+ewsJCTE1NDfgOhBDPW506ddi3bx/p6emUK1eOgoICjI2NqVu3LpaWlhQWFtK8eXNDh/lSsLS0ZPny5cTFxXHv3j1sbGxo0qQJFhYWFBQUAA8fcmq1Wl5//XUDR/tyyMzMZP78+Zw5cwYnJyd9xXtTU1MCAgKYMGECU6ZMYfbs2XTs2FG/xEH8u0mRMyGEEH+75ORkgoKCOHnyJCtXrmTAgAFERERw7do14GExmDZt2nDgwAEAli9fTq1atQgKCmL//v0YGRlJci3ESyg/P/+J24smUH7wwQdUqFCBUaNGkZ6erh9l/emnn7CwsCAvL++FxfpPYGVlxaBBg/Dw8MDOzk5f0brouG7cuJHk5GSaNm0KSJHIP1KmTBnmzp1L27Zt+e6777h69Srw8Pw1NTUlMDCQunXr8umnn8q5KvRkirgQQogX4tSpU7i7u9OxY0dSUlLQaDRcunQJDw8PunbtirGxMQ4ODnh4eDBw4EAApk6dipubm6wPFOIldPfuXfbv34+9vT3m5ubk5ORgZmZWbB+dTse+fftYvXo1SUlJtGvXjszMTI4dO0Z4eDgNGjQwUPQvv7i4OC5dukSzZs24f/8+cXFx7Ny5k40bN9KoUSNDh1ciFU2Zv3HjBgUFBVhYWFClShUuXbrEhAkTKCgoYN26dVSrVk2/b15eHnfv3pUlDEJPEmwhhBAvzLFjx5gyZQo9evSgefPmXL9+nbVr11KnTh26du2KqakpJ0+eZMqUKVSsWNHQ4Qoh/oLMzEz69OlDnTp16N27NwkJCQwfPpzSpUsDvyYzOp2O69evExMTw+3bt6lUqRIDBgygbt26Bn4HL7dDhw4xbtw4lFJUrlyZGjVq4OvrS/369Q0dWon0aNs4f39/0tLSaNasGUOHDuXtt9/m0qVLeHt7o9PpCAkJKZZkC/EoSbCFEEK8UMeOHWPixIn06NGDCRMmcPv2bQ4cOMBnn33GgwcPyM7OZvv27TRp0sTQoQoh/gKlFBcuXODDDz8kPT2defPm0a9fv8f2kQTl75OQkEBqaioVKlSgcuXK+inj4sliY2Px9vZm7Nix1KhRg7Vr11K2bFnc3Nz0SfZHH31ESkoKUVFRWFpaGjpkUQLJGmwhhBAvVOvWrQkICGDnzp0sXryYsmXLMnLkSHbt2sWQIUNo2rSpFIkR4h9Ao9FgbGxMeno6pUuXZt++fWRmZj62D/y6Jls8X1ZWVrRo0YLatWtLcv0bsbGxJCYm6n9OSkoiODiY6dOn4+7uznvvvcf9+/dJTEwkJCSE//mf/6Fu3bosXLgQKysrcnNzDRi9KMlkBFsIIYRBxMfH4+npiYODA4MHD6ZWrVrodDpyc3P1U0iFEC+3jIwMEhISyMvLY8yYMTRs2JCgoCDKli1r6NDEv9js2bOJi4sjIiKCqlWrAnD79m1GjBjB/PnzqV+/PvPmzaNChQq88847jB07ltq1a9O3b1+cnJzIz8/HxMTEwO9ClFQygi2EEMIgWrVqRVBQEHv27GHdunXcuHEDrVYrybUQL7GicZvbt29z4cIFbt68iaWlJc2aNSMgIIBz587h5eVFVlYWAPfv3zdkuOJf6NNPP+XLL78kKChIn1zDw3PRysoKc3NzYmNj0el0dO3alZYtW9KoUSNu3rxJeHg4d+/eleRa/C4ZwRZCCGFQhw8fxs/Pj/DwcKpUqWLocIQQ/09F66n37duHv78/BQUFJCcn06RJE1xcXHjnnXc4fPgwEydO5PXXX6devXqUKVMGLy8vacMnXoh58+YRExOjr1Bf1He9yOXLl6ldu7Z+Dbavry9KKby9vWnZsiV9+/aVApziD8kIthBCCIOytbUlJiZGkmshXlI6nQ54uJ766NGjTJkyhSFDhrB69WoCAwOpUKEC8+fP58CBA9ja2hIUFERhYSFxcXH06tVLkmvxQixatIgdO3awdevWx5LrQ4cOAVCnTh3S0tI4d+4c1tbWZGdnExwczIULF7C3t5fkWjwTGcEWQgghhBB/2qlTp2jevDmAfk3qp59+yoMHD5g/f75+v9OnT+uT6qCgICwsLCgsLCQzM5Ny5coZKnzxL7J79268vb1xc3NjwoQJwK8zLtasWcPWrVsJCQmhdu3aAMyZM4eIiAjq1atHcnIy69evl97h4pnJCLYQQgghhPhTvv32W8aNG8eaNWsAMDExQSnFpUuX9JXB8/PzAWjWrBm9evXi6NGjpKSkAGBkZCTJtXhhmjRpwltvvcWRI0eIiIgAHs64WL16NSEhIXzyySf65BpgxowZLF26FDc3N7Zv3y7JtfhTjP94FyGEEEIIIX5Vu3Zt2rdvz65duzAyMsLFxQWNRsOrr77KoUOHyMrKokyZMvqRbSsrK2rWrImZmZmhQxf/QlZWVvj5+TF37lxiYmKoWLEit27dIjQ0lMWLF9OhQ4fHXtO9e3cDRCr+CWQEWwghhBBCPDOllL4QVKNGjYiJidGPZA8fPhxjY2NGjRpFZmamvtpybGwsZcqUkR73wmCsrKyYPn06VapUYdGiRSxbtowlS5bw1ltv6esICPE8yBpsIYQQQgjxTHQ6HVqtVr9+9caNG2zYsIGDBw8yYsQIhgwZwu7duwkICCAnJ4emTZuSn5/P8ePHCQsLo2HDhoZ+C+Jf7ubNm8ydO5dr167h4uJCv379gF/PbSH+KjmLhBBCCCHE7/rvf/8LgFarRafT6Uf8atSogYmJCYmJiWzcuJHw8HDee+891qxZw7vvvkupUqWoX78+W7duleRalAjVq1dn2rRp1KxZk8jISLZs2QL8em4L8VfJCLYQQgghhHiqr7/+msDAQJydnRk0aBBQvAJzaGgoPj4+HD9+nPj4eD744ANGjBhh2KCF+AMJCQnMnTuXtLQ07O3tGT58uKFDEv8QMoIthBBCCCGeqnHjxtSsWZMdO3YQGRkJ/FqBed26dfj7++Po6Mjo0aNp0aIFMTExBAUFGThqIX5f0ZpsIyMjDhw4QHp6uqFDEv8QMoIthBBCCCF+V9FoX2pqKi4uLty8eZO1a9fi7+9Px44di63JXrRoEUlJSaxatYoKFSoYOnQhftetW7fQaDRUq1bN0KGIfwhJsIUQQgghxB8qSrIvXrzInTt3WLVqFXZ2do8VPktISMDU1JSqVasaOmQhhHjhZIq4EEIIIYT4Q1ZWVsyYMQNra2uqV6/OrVu3gF+LQ2k0Gv1+klwLIf6tZARbCCGEEEI8s0eniw8YMAAnJydA2hwJIQRIgi2EEEIIIf4kqcAshBBPJo8ZhRBCCCHEnyIVmIUQ4slkBFsIIYQQQvy/SAVmIYQoThJsIYQQQgghhBDiOZAp4kIIIYQQQgghxHMgCbYQQgghhBBCCPEcSIIthBBCCCGEEEI8B5JgCyGEEEIIIYQQz4Ek2EIIIYQQQgghxHMgCbYQQgghhBBCCPEcSIIthBBCiL+VdAQVQgjxbyEJthBCCFGCDBs2DGtr62L/a9KkCZ06dWLWrFncv3//b/nvRkdHY21tTUJCwnP9u9u2bWPBggXP9W8KIYQQJZWxoQMQQgghRHGNGjXCz89P/3N+fj5nz54lICCAc+fOERkZiUajMWCEz27lypW0bdvW0GEIIYQQL4Qk2EIIIUQJY25uTosWLYpta9OmDZmZmQQFBXHq1KnHfi+EEEIIw5Mp4kIIIcRLokmTJgDcunWLYcOG8dFHH+Hp6UmLFi1wdnYG4MGDB8yfP59u3brRtGlTHBwc2L59e7G/o9PpCA4OplOnTjRv3hwPD4/Hpp77+vrSpUuXYtsSEhKwtrYmOjpavy05ORkfHx/s7OywsbFh6NChnDhxAoAuXbpw8+ZNYmJi/pbp50IIIURJIyPYQgghxEviypUrANSoUQOAr7/+mt69e7Ny5Up0Oh05OTkMHjyYO3fu4OnpSfXq1YmNjWXatGmkpqYyZswYAPz9/dm4cSPu7u40b96cr7/+msWLF//peDIzMxk0aBCFhYVMnjwZS0tLQkNDGTlyJDExMSxfvhxXV1caNWqEh4cHVatWfX4HQwghhCiBJMEWQgghShilFAUFBfqf79+/z5EjR1i5ciU2Njb6kWwTExNmzZqFqakpAJs2beLixYts3rwZGxsbAN566y0KCgoIDg5m4MCBaLVawsLCcHZ2Zty4cfp9kpOTiYuL+1NxxsTE6EeoGzZsCEDLli3p27cvR48eZcCAAZiamlKpUiWZ0i6EEOJfQRJsIYQQooQ5evQojRs3LrZNq9Xy5ptvMnv2bH2Bszp16uiTa4AjR45QvXp1fXJdpHfv3mzfvp1Tp06h0WjIz8+nc+fOxfaxt7f/0wl2fHw8VlZW+uQaoHTp0uzZs+dP/R0hhBDin0ISbCGEEKKEady4MbNmzQJAo9FQqlQpqlWrhrm5ebH9ypYtW+zn+/fv88orrzz296pUqQJAenq6flvFihWL7fOk1/2RtLQ0Kleu/KdfJ4QQQvxTSYIthBBClDBly5aladOmf/p15cuX59q1a49tT0lJAYon1Xfu3KFOnTr6n9PS0oq9RqPRUFhYWGxbVlZWsZ8tLCyeWLjs+PHjlC9fnrp16/7p9yCEEEK8zKSKuBBCCPEP0aZNG27evKmv4l1k586dmJiY0KxZM2xsbDAzM2P37t3F9vnmm2+K/Vy2bFnu3btHbm6uflt8fHyxfVq3bs2NGzf4+eef9dtyc3MZP368vnK5Viu3GkIIIf49ZARbCCGE+Id4//332bRpE2PHjsXT0xMrKysOHDhAVFQU48aNo1y5cgB4eHiwZMkSSpcuTbt27Th48OBjCXbnzp0JCwtj2rRp9O/fn4sXL7J+/XqMjIyK/ffCwsJwd3fH09OTihUrsnHjRvLz8xk8eDAA5cqV47///S9HjhyhWbNmmJmZvbgDIoQQQrxg8lhZCCGE+IcoXbo0YWFhdO7cmaVLl+Lu7k58fDzz5s1j/Pjx+v3c3NyYOnUqu3fvxt3dnQsXLuDj41Psb7Vv3x4fHx/i4+MZPXo0X331FcuXLy+WYJubmxMeHk7z5s2ZM2cO3t7e6HQ6Nm7cqG8lNnLkSFJTU3FxceHMmTMv5kAIIYQQBqJRSilDByGEEEIIIYQQQrzsZARbCCGEEEIIIYR4DiTBFkIIIYQQQgghngNJsIUQQgghhBBCiOdAEmwhhBBCCCGEEOI5kARbCCGEEEIIIYR4DiTBFkIIIYQQQgghngNJsIUQQgghhBBCiOdAEmwhhBBCCCGEEOI5kARbCCGEEEIIIYR4DiTBFkIIIYQQQgghngNJsIUQQgghhBBCiOdAEmwhhBBCCCGEEOI5+F9kbVPUuObHSAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# PLOT the top products \n",
    "plt.figure(figsize=(10, 6))\n",
    "colors = sns.color_palette(\"colorblind\", n_colors=len(top_products_2016))\n",
    "bars = plt.bar(top_products_2016['Item'][:10], top_products_2016['Transaction'][:10], color=colors)\n",
    "plt.xlabel('Product')\n",
    "plt.ylabel('Sales')\n",
    "plt.title('Top Products by Sales 2016')\n",
    "plt.xticks(rotation=45, ha='right')\n",
    "plt.legend(bars, top_products_2016['Item'][:10], loc='upper right')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "73f8e572-8922-4f50-9aab-e0a31413b201",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top Products by Sales:\n",
      "             Item  Transaction\n",
      "15         Coffee     22517108\n",
      "7           Bread     13243514\n",
      "59            Tea      5866217\n",
      "10           Cake      5291906\n",
      "52       Sandwich      3782466\n",
      "47         Pastry      3432308\n",
      "18        Cookies      2599566\n",
      "45           NONE      2383901\n",
      "35  Hot chocolate      2167210\n",
      "38          Juice      1870406\n"
     ]
    }
   ],
   "source": [
    "#2017\n",
    "\n",
    "top_products_2017 = df_2017.groupby('Item')['Transaction'].sum().reset_index()\n",
    "top_products_2017 = top_products_2017.sort_values(by='Transaction', ascending=False)\n",
    "\n",
    "# Display the top products\n",
    "print(\"Top Products by Sales:\")\n",
    "print(top_products_2017.head(10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "2814f1c0-16fe-43dd-95aa-92f5ffc4f073",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# PLOT the top products \n",
    "plt.figure(figsize=(10, 6))\n",
    "colors = sns.color_palette(\"colorblind\", n_colors=len(top_products_2017))\n",
    "bars = plt.bar(top_products_2017['Item'][:10], top_products_2017['Transaction'][:10], color=colors)\n",
    "plt.xlabel('Product')\n",
    "plt.ylabel('Sales')\n",
    "plt.title('Top Products by Sales 2017')\n",
    "plt.xticks(rotation=45, ha='right')\n",
    "plt.legend(bars, top_products_2017['Item'][:10], loc='upper right')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8ed6b6a-bb21-452e-bb30-ab3716755f42",
   "metadata": {},
   "source": [
    "## Sales Distribution (HOURS)\n",
    "\n",
    "As we can see the hourly distribution of the sales is likely the same in all the 3 scenarios, peaking at around 11 am and having the most sales from 10 am to 2pm; which leads to a clear conclusion, the best selling hours is around noon for Mid-morning snack or lunch. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "8f4377ea-de27-4be7-ab13-11b4a822435c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Group by hour and count the number of transactions for each DataFrame\n",
    "sales_by_hour_df = df.groupby(df['Time'].dt.hour)['Transaction'].count()\n",
    "sales_by_hour_2016 = df_2016.groupby(df_2016['Time'].dt.hour)['Transaction'].count()\n",
    "sales_by_hour_2017 = df_2017.groupby(df_2017['Time'].dt.hour)['Transaction'].count()\n",
    "\n",
    "# Plot the distribution of sales by hour for each DataFrame\n",
    "plt.figure(figsize=(18, 6))\n",
    "\n",
    "# df\n",
    "plt.subplot(1, 3, 1)\n",
    "sales_by_hour_df.plot(kind='bar', color='skyblue')\n",
    "plt.xlabel('Hour of the Day')\n",
    "plt.ylabel('Number of Transactions')\n",
    "plt.title('Sales Distribution by Hour - Overall')\n",
    "plt.xticks(rotation=0)\n",
    "plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
    "\n",
    "# df_2016\n",
    "plt.subplot(1, 3, 2)\n",
    "sales_by_hour_2016.plot(kind='bar', color='salmon')\n",
    "plt.xlabel('Hour of the Day')\n",
    "plt.ylabel('Number of Transactions')\n",
    "plt.title('Sales Distribution by Hour - 2016')\n",
    "plt.xticks(rotation=0)\n",
    "plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
    "\n",
    "# df_2017\n",
    "plt.subplot(1, 3, 3)\n",
    "sales_by_hour_2017.plot(kind='bar', color='green')\n",
    "plt.xlabel('Hour of the Day')\n",
    "plt.ylabel('Number of Transactions')\n",
    "plt.title('Sales Distribution by Hour - 2017')\n",
    "plt.xticks(rotation=0)\n",
    "plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b9c8415-7c26-4940-8c53-572de752b420",
   "metadata": {},
   "source": [
    "## Sales Distribution (Daily)\n",
    "\n",
    "As seen in the distribution charts: \n",
    "    - 2016: only contains data for 2 months, it can be seen as slow decay in the sales\n",
    "    - 2017: contains the lowest transaction day (01/01/2017) and the highest ever sales. (Sales are more or less contstant with regular peaks and decreases following a pattern. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "82a444f4-171c-48ec-a7d8-1d5a5e7a2c87",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/wf/hhls5kc15k165gzt06s69rnc0000gn/T/ipykernel_20912/3862894962.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_2016['Date'] = pd.to_datetime(df_2016['Date'])\n",
      "/var/folders/wf/hhls5kc15k165gzt06s69rnc0000gn/T/ipykernel_20912/3862894962.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_2017['Date'] = pd.to_datetime(df_2017['Date'])\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['Date'] = pd.to_datetime(df['Date'])\n",
    "df_2016['Date'] = pd.to_datetime(df_2016['Date'])\n",
    "df_2017['Date'] = pd.to_datetime(df_2017['Date'])\n",
    "\n",
    "# Group by date and count the number of transactions for each DataFrame\n",
    "sales_by_date_df = df.groupby(df['Date'])['Transaction'].count()\n",
    "sales_by_date_2016 = df_2016.groupby(df_2016['Date'])['Transaction'].count()\n",
    "sales_by_date_2017 = df_2017.groupby(df_2017['Date'])['Transaction'].count()\n",
    "\n",
    "# Plot the distribution of sales by date for each DataFrame\n",
    "plt.figure(figsize=(18, 6))\n",
    "\n",
    "# DF\n",
    "plt.subplot(1, 3, 1)\n",
    "sales_by_date_df.plot(kind='line', marker='o', color='skyblue')\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Number of Transactions')\n",
    "plt.title('Sales Distribution by Date - Overall')\n",
    "plt.xticks(rotation=45, ha='right') \n",
    "plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
    "\n",
    "# 2016\n",
    "plt.subplot(1, 3, 2)\n",
    "sales_by_date_2016.plot(kind='line', marker='o', color='salmon')\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Number of Transactions')\n",
    "plt.title('Sales Distribution by Date - 2016')\n",
    "plt.xticks(rotation=45, ha='right')  \n",
    "plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
    "\n",
    "# 2017\n",
    "plt.subplot(1, 3, 3)\n",
    "sales_by_date_2017.plot(kind='line', marker='o', color='green')\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Number of Transactions')\n",
    "plt.title('Sales Distribution by Date - 2017')\n",
    "plt.xticks(rotation=45, ha='right')  \n",
    "plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1fd37567-c6e7-4489-90de-775846ac30bd",
   "metadata": {},
   "source": [
    "## OUTLIER CHECK\n",
    "\n",
    "In order to check for outliers in the Overall POS (df), I am performing 2 type of Analysis: \n",
    "\n",
    "1. Box Plot: a boxplot has been graphed with the variable to be studied being Transaction, where there is no clear outlier as you can see. \n",
    "\n",
    "2. Z Score Test: a more statistical approach has been made, with 3 SD from the mean as the threshold (covers around 99.7% of the data in a normal distribution). The results of the Overall POS Dataset Outlier detection, is that there is no clear outlier in the transaction amount in the dataset.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "15ed7ae7-b08f-48c7-9a47-e868e69d9877",
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.stats import zscore"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "1d598486-1fbd-4cbb-a00b-d4cb23a80076",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Time</th>\n",
       "      <th>Transaction</th>\n",
       "      <th>Item</th>\n",
       "      <th>Time_stamp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016-10-30</td>\n",
       "      <td>1900-01-01 09:58:11</td>\n",
       "      <td>1</td>\n",
       "      <td>Bread</td>\n",
       "      <td>2016-10-30 09:58:11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016-10-30</td>\n",
       "      <td>1900-01-01 10:05:34</td>\n",
       "      <td>2</td>\n",
       "      <td>Scandinavian</td>\n",
       "      <td>2016-10-30 10:05:34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016-10-30</td>\n",
       "      <td>1900-01-01 10:05:34</td>\n",
       "      <td>2</td>\n",
       "      <td>Scandinavian</td>\n",
       "      <td>2016-10-30 10:05:34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016-10-30</td>\n",
       "      <td>1900-01-01 10:07:57</td>\n",
       "      <td>3</td>\n",
       "      <td>Hot chocolate</td>\n",
       "      <td>2016-10-30 10:07:57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016-10-30</td>\n",
       "      <td>1900-01-01 10:07:57</td>\n",
       "      <td>3</td>\n",
       "      <td>Jam</td>\n",
       "      <td>2016-10-30 10:07:57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21288</th>\n",
       "      <td>2017-04-09</td>\n",
       "      <td>1900-01-01 14:32:58</td>\n",
       "      <td>9682</td>\n",
       "      <td>Coffee</td>\n",
       "      <td>2017-04-09 14:32:58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21289</th>\n",
       "      <td>2017-04-09</td>\n",
       "      <td>1900-01-01 14:32:58</td>\n",
       "      <td>9682</td>\n",
       "      <td>Tea</td>\n",
       "      <td>2017-04-09 14:32:58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21290</th>\n",
       "      <td>2017-04-09</td>\n",
       "      <td>1900-01-01 14:57:06</td>\n",
       "      <td>9683</td>\n",
       "      <td>Coffee</td>\n",
       "      <td>2017-04-09 14:57:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21291</th>\n",
       "      <td>2017-04-09</td>\n",
       "      <td>1900-01-01 14:57:06</td>\n",
       "      <td>9683</td>\n",
       "      <td>Pastry</td>\n",
       "      <td>2017-04-09 14:57:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21292</th>\n",
       "      <td>2017-04-09</td>\n",
       "      <td>1900-01-01 15:04:24</td>\n",
       "      <td>9684</td>\n",
       "      <td>Smoothies</td>\n",
       "      <td>2017-04-09 15:04:24</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>21293 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Date                Time  Transaction           Item  \\\n",
       "0     2016-10-30 1900-01-01 09:58:11            1          Bread   \n",
       "1     2016-10-30 1900-01-01 10:05:34            2   Scandinavian   \n",
       "2     2016-10-30 1900-01-01 10:05:34            2   Scandinavian   \n",
       "3     2016-10-30 1900-01-01 10:07:57            3  Hot chocolate   \n",
       "4     2016-10-30 1900-01-01 10:07:57            3            Jam   \n",
       "...          ...                 ...          ...            ...   \n",
       "21288 2017-04-09 1900-01-01 14:32:58         9682         Coffee   \n",
       "21289 2017-04-09 1900-01-01 14:32:58         9682            Tea   \n",
       "21290 2017-04-09 1900-01-01 14:57:06         9683         Coffee   \n",
       "21291 2017-04-09 1900-01-01 14:57:06         9683         Pastry   \n",
       "21292 2017-04-09 1900-01-01 15:04:24         9684      Smoothies   \n",
       "\n",
       "               Time_stamp  \n",
       "0     2016-10-30 09:58:11  \n",
       "1     2016-10-30 10:05:34  \n",
       "2     2016-10-30 10:05:34  \n",
       "3     2016-10-30 10:07:57  \n",
       "4     2016-10-30 10:07:57  \n",
       "...                   ...  \n",
       "21288 2017-04-09 14:32:58  \n",
       "21289 2017-04-09 14:32:58  \n",
       "21290 2017-04-09 14:57:06  \n",
       "21291 2017-04-09 14:57:06  \n",
       "21292 2017-04-09 15:04:24  \n",
       "\n",
       "[21293 rows x 5 columns]"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "60702b11-b84d-4283-a7ba-de3b73fc840b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.boxplot(x=df['Transaction'], color='skyblue')\n",
    "plt.xlabel('Transaction Amount')\n",
    "plt.title('Box Plot of Transaction Amount')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "4334765a-3464-429a-bbd4-3bd881ce1759",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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mTJky+vDDDzV37lwtX75cixYtUsGCBdW5c2c9++yzslgs2rlzp8aNG6edO3cqKChIERERuv32213qOnfunIoWLer268vJcb36PUv/UiCr9+z06dP67rvvlJKSogYNGmRYv3TpUg0bNsxlWWYz5F1db7qLFy/KMIwMV5GltODmTp/IrF/mNJg0b95c7733no4eParNmzerbt26aty4sZKTk7Vjxw7t2rVLxYsXz/QKryfbln7F6++//1Z4eHim21y6dElnzpy55tWxG3Xu3DkZhuESrK8UHx/vDF1X/77dd999cjgcWrx4sXOYb+nSpTV06FDnVTQAuQ/hC4DXpaamauvWrapbt26GcJKuadOmzuE4W7Zs0aJFi/Taa6+pdu3aqlWr1g3Vnz4LYDq73a6zZ8+6nLhffb9V+lWa7CpUqJDOnj0ru93u8hrj4+MlpQ11dFehQoUkpU06cOWJYkpKis6ePXtD+86JoUOH6sCBA1q4cKEiIyPl7++vxMREffzxxzneV61atTRr1izZbDZt375dS5cu1Zw5c1SlShU1bdpUvXr1UuXKlfXZZ5+pQoUKslqt+u6777R27VrnPkJDQ10mTkn33XffZevK1808rqtXr1Zqaqpmz56t0NBQl3UzZ87UihUrNHjwYOcw25wKDQ2VxWJxTohxpZMnTzq/5MgqJF5rsoobUb9+fYWEhGjz5s3OIZklS5ZUeHi4tm7dqu3bt6tFixYenV0wM9HR0Zo0aZK+/PLLLJ+v9vXXX8vhcDgnZklv05W/wzd6nEJDQxUcHKxFixZluv6OO+64Zvl27dqpXbt2unjxor7//nu9++67GjZsmOrVq5fhnjkAuQPDDgF43dKlS3Xy5Enn5ABXe+ONN9SxY0cZhqGgoCC1bNnS+UDlf/75R9L/rg6544cffnCZ6GPt2rVKTU1Vo0aNJKVdcTh+/LhLme3bt7v8nFVoTNewYUOlpqY675FJlz5Url69em63v2HDhpKkzz77zGX5Z599JrvdfkP7zont27erdevWatSokTM0pM/4l9UVoMwsXLhQLVu2lM1mk7+/vxo3buycROCff/7RgQMHdO7cOXXv3l0RERHO9/7quurXr68ffvjBZcjj7t271adPH/3nP//J1nsm3ZzjumLFCtWpU0etWrVSo0aNXP48+uijOnPmjL7++mu39x8cHKwaNWroiy++cPni4OLFi9qwYYOz7elX067s3/v378/whUR2ZOd30M/PT02aNNH69eu1Z88e5zGOiorShg0bFBcXd837LG/k9/xKFSpUULt27fTOO+9o165dGdYfOXJEkydPVmRkpKKioiRlfqyu/hzIaRsbNmyohIQEGYahmjVrOv/88ccfmj17dqYTEKV79tlnnfdNhoaG6t5771W/fv2Umprq/FIHQO7DlS8Aprl06ZJ+/fVXSWknyGfPntX333+vpUuX6sEHH8wwyUC6qKgovffeexo5cqQefPBBpaSkaN68ebrtttucJ0YFCxbUL7/8os2bN+f4OTonT57UwIED1a1bNx06dEhTp05VkyZN1LhxY0lSy5Yt9c0332jChAmKjo5WXFxchpnI0q9ebNiwQYUKFcowfXWzZs3UqFEjvfjiizpx4oSqVKmin376Se+++67at29/Q88Ei4iIUPv27TVjxgwlJiaqQYMG2rNnj2bNmqVGjRq5PKT2ZqpVq5bWrFmj6tWrKywsTD///LPmzp0ri8WSo3uDoqKiNHnyZPXv319du3aVj4+PlixZIn9/f7Vs2VLFixdXSEiI5syZI19fX/n6+mrt2rVavny5pP/dZ9WvXz899thjevrpp9W9e3clJSVp2rRpqlWrlpo0aeIMZZs3b1bFihVd7p+Sbt5x/e233/THH3/opZdeynT9PffcowIFCmjJkiUZ7jfLieeff149e/ZUnz591LlzZ6WkpGju3Lmy2WzOk/ZGjRopMDBQEydO1ODBg3X58mXNmDEj0+G/11OwYEGdOnXKeWWxRIkSmW7XvHlzvfDCC86AmN6OJUuWKCAgQHfeeWe267gRY8eOVXx8vLp27arOnTurSZMmslqt+uWXX/T++++rWLFimjp1qjNMNW/eXBMmTNCYMWPUs2dPHTt2TLNnz1aBAgUytPHnn3/Wtm3bMtyLltmxaNCggfr166d+/fqpYsWK+u233zRjxgw1bdrU5bl7V4uKitLLL7+sN954Q82aNdOFCxc0a9YshYeHZzp9PoDcgfAFwDS7d+/WY489JiltCE+BAgVUqVIljR07Vp06dcqyXPPmzTV58mQtWLDAOclGvXr1tGjRIudJYpcuXbRr1y717t1bEyZMyPLELzOdO3fWxYsX1b9/f/n7++uBBx7QsGHDnMOMOnbsqL/++kuffPKJlixZogYNGmjGjBkuV+r+9a9/qV27dvroo4+0adMmffrppy51WCwWvfPOO5oxY4YWLlyoM2fOqEyZMhoyZIieeuqpbLc1K+PHj9cdd9yh2NhYvfvuuypRooS6d++ufv36eexqwfVMnDhRr776qvMqVXh4uMaNG6fVq1crLi4u2/upUqWK5syZo9mzZ2vIkCGy2+2qUaOGFixYoAoVKkiSYmJi9Oabb2rw4MEqUKCAqlatqg8//FC9e/dWXFycoqOjVa1aNX3wwQeaMmWKnn32WYWEhKh58+YaOnSo/P395e/vr6eeekpLly7Vd999px9++CFDW27GcY2NjZWPj0+Ws3AGBQWpTZs2WrFihVtTwqdr3Lix3nvvPc2YMUNDhgyRv7+/6tevrzfeeMM5s2bBggU1c+ZMTZkyRf3791fp0qU1YMCADF8uZEeHDh303XffqX///ho0aJBzhsirNW/eXBaLRXXr1nVOeNGoUSNZLBY1atQoy/vYMqvjRu5tCg0N1XvvvafY2Fh98sknWrZsmex2u8LDw9W7d2916dLFpS3ly5fXG2+8obffflt9+vRRxYoVXfp7ur59+yomJka9e/fO8Lyuq1mtVs2dO1fTp0/XO++8o9OnT6tkyZJ66qmnnAE5K48//rhSUlK0ZMkSLV68WIGBgWrcuLGGDRsmPz8/t48LgJvLYtzMaXwAAAAAAJK45wsAAAAATEH4AgAAAAATEL4AAAAAwASELwAAAAAwAeELAAAAAExA+AIAAAAAE/Ccr6v88ssvMgyDZ2QAAAAAt7iUlBRZLBZFRkZ6ZH9c+bqKYRjKLY8+MwxDNpst17QHeRP9CDeKPgRPoB/hRtGH4Ak57UeezgZc+bpK+hWvmjVrerklUkJCgvbs2aOIiAgFBwd7uznIo+hHuFH0IXgC/Qg3ij4ET8hpP9q5c6dH6+fKFwAAAACYgPAFAAAAACYgfAEAAACACQhfAAAAAGACwhcAAAAAmIDwBQAAAAAmIHwBAAAAgAkIXwAAAABgAsIXAAAAAJiA8AUAAAAAJiB8AQAAAIAJCF+5mMVikb+/vywWi7ebAgAAAOAG+Xq7AflJkt2hFLvhsf05LL4qUTZcNouvUm32a27r52NRoE/2s/TIkSP1ySefXHOb33//Pdv7y22+/fZblS1bVhEREdq6dau6d++u9evXq0yZMje13rfeektz5szRCy+8oCeeeOKm1uVJ27dvl2EYql+/vrebAgAAkG8RvjwoxW5o+8lEJaR6JoA5HHZdvpygAgXsslp9stwu2NeiesWDFJj1JhmMHj1azz//vPPnu+66Sy+88ILuu+++G2lyrvD333+rb9++WrRokSIiIhQZGanvv/9eRYoUuan1OhwOrVy5UuXLl9fSpUvzVPjq3LmzJkyYQPgCAAC4iQhfHpaQauhyqsMj+7LbHbpkS5Xh75CPz7WGHuZ89GhoaKhCQ0MzLCtevHiO95XbGIZr+PX39zfldX3//fc6fvy4YmJi1K9fP23btk0NGjS46fUCAAAgb+CeL2RpxYoVuueee/Taa6+pXr166tevnyRp3bp16tSpk+rUqaOaNWuqQ4cO2rRpk7Nct27dNHnyZL3wwguqX7++6tatq+eff16XLl1ybjN//ny1atVKNWrUUHR0tGbPnu0MTQ6HQ++8847atGmjGjVqqG7duurVq5f++usvZ/nLly/r1Vdf1V133aXIyEh17dpVu3bt0tGjR3X33XdLkrp3766ZM2dq69atqly5so4ePSpJSkpK0rRp03T33XerZs2aeuihh7R27doMrzv97xo1aqhDhw7avn37dY9XpUqVFB0drVKlSmnJkiWZHs8lS5aoRYsWql27tgYNGqQTJ05o6NChioyMVLNmzbR8+XJnGbvdroULF6pNmzaqWbOm2rRpo//7v/9zrr/6tWW2rFevXvq///s/jR07NtP3o3LlypKkUaNGaeTIkdd8jQAAAHAf4QvX9Ndffyk+Pl4rV67Uc889p127dmngwIG6//77tWbNGn388ccqUqSIhg8fLpvN5iy3cOFCFStWTMuXL9ekSZO0fv16LVy4UJL0zTff6J133tG4ceP01VdfaejQoXr77be1evVqSdKiRYs0f/58jRw5UmvXrtXs2bN16NAhTZw40bn/Z599Vhs3btSECRO0cuVKlS1bVj169FCBAgW0bNkySdLMmTPVo0ePDK9pyJAhWrlypV566SWtXr1arVq10uDBg7Vu3TrnNseOHdOSJUs0adIkffLJJwoKCtLIkSMzXFVLd+7cOa1fv15t27aVxWLRvffeq7Vr1+rMmTMu2/3zzz/68ssvNXfuXM2YMUPr16/XAw88oOrVqys2NlbNmjXT2LFjdfbsWUnSxIkTFRMTowEDBmjNmjXq0qWLxo8f7zyW2fXFF1+oaNGimb4f33//vSTphRde0OjRo3O0XwAAAGQfww5xXf369VPZsmUlSXv27NFLL72kzp07O9d3795dvXv31unTp1WqVClJUkREhIYMGSJJCg8PV5MmTfTLL79ISgt0/v7+Kl26tG6//XbdfvvtKlGihG6//XZJUrly5fTGG2+oZcuWkqTSpUurbdu2+vLLLyVJBw4c0MaNGzV//nzdddddkqSxY8eqYMGCOn/+vPPerkKFCqlAgQIur2X//v1av3695syZoxYtWkiSBg4cqL1792rOnDlq1aqVJCklJUXjxo1T1apVJUlPPfWU+vfvr5MnT6pEiRIZjtGnn34qm82m+++/X5J0//33a8GCBVqxYoV69erl3C41NVUvvfSSKlasqEqVKqlKlSry8/PTU0895axn2bJlOnTokPz8/PR///d/GjlypB544AHnsTx69Kjmzp2bo3vKSpcurYEDByo4ODjD+5E+JDOzoagAAADwHMIXris8PNz576pVq6pQoUKaO3euDhw4oMOHD2vv3r2S0obIpatQoYLLPkJDQ3XhwgVJ0oMPPqjY2Fi1adNGERERuvPOO9WmTRtn+IqOjtaOHTs0ffp0HTx4UAcPHtS+fftUsmRJSdIff/whSapTp45z/wEBARo1apQkuQzBu1r6DI716tVzWd6gQQNNnTrVZVnFihVd2i+lhbLMxMbGqnr16s5jVaNGDYWHh+vjjz9Wz549XR4XUK5cOee/g4ODnYE1/XVIks1m04EDB5SSkpKhrQ0bNtT777+v06dPZ/k6r5Z+bK98PenvBwAAAMzh9WGHJ06cUOXKlTP8WbFihaS0Ky1du3ZVnTp1FB0drUWLFrmUdzgcmjFjhpo2bao6deqod+/eOnLkiDdeSr4VGBjo/PdPP/2kNm3aaOfOnapSpYoGDBigSZMmZSjj7++f5f6KFCmiVatWafHixWrTpo127NihLl26aNasWZKkuXPnqnv37jp79qwaN26scePGuQwf9PX1/HcGhmFk2G9mryGzYYd79+7V7t27tXv3blWrVs355/Dhwzp8+LB+/PFHl+39/PxcfrZaM/81zGqIo8ORNqFLVsfhyhCcVZ0AAAAwn9evfO3du1cBAQFat26dy9WB0NBQnT17Vk899ZSio6M1btw4/frrrxo3bpwKFCigjh07SpJiYmK0ePFiTZw4UWFhYZo0aZJ69eqlNWvWXDMAwD0LFixQo0aNNHPmTOeyDz74QFLWYeFqq1ev1sWLF9WlSxfVq1dPgwYN0osvvqjPP/9cAwYM0Jw5c9S/f3/16dPHWWb+/PnO/adfkdq5c6caN24sKW04X+vWrTV8+HDVrFkzy7rTJ5fYvn27c1ijJMXFxSkiIiJb7b/a8uXL5efnp0WLFikkJMS5/PLly+rWrZuWLl2qJk2a5Hi/FStWlJ+fn7Zv3+4c/pje1uLFi6tQoULOUHXlZCaHDh1y63UAAG6cu8/8zOnzOgHkTV4PX3/88YfCw8MzvY/m/fffl5+fn1555RX5+vqqYsWKOnz4sObOnauOHTvKZrNpwYIFGjp0qPP+nbfeektNmzbVV199pXbt2pn8avK/UqVKad26dYqLi1NYWJi2bt2q6dOnS5LLhBvXkpycrDfeeEMFChRQ/fr1dfz4cW3bts35jKlSpUrphx9+UHR0tKxWq1atWqWvvvpKxYoVkySVL19erVu31rhx4zR27FiVLFlSc+fOVXJysho2bOgM8X/88YeqVavmUnfFihXVsmVLjRs3ThaLRXfccYc+++wzrV+/XtOmTcvx8bDZbFqzZo3atGmjunXrZljfrl07rVmzRidPnszxvkNCQvTYY49pxowZuu2221SzZk19//33Wrx4sYYMGSKLxaJKlSopODhYc+fO1bPPPqvDhw/rvffey3FdwcHB2r9/v86ePavChQvnuDwAII07z/x053mdAPImr4ev33//3eXemivFxcWpYcOGLsOroqKi9M477+jUqVP6559/dPnyZefVD0kqWLCgqlWrpm3btnklfAX7WuSp0ZwOqyGLv68K+FmzHJr2vzrNMWjQIJ06dUp9+/aVlDaxxuuvv65hw4Zp586dWb6XV+rUqZPOnTunmJgYHTt2TIUKFVKbNm00dOhQSdKbb76pV155RR07dlSBAgVUu3ZtZ9D6559/dPvtt+v111/Xm2++qcGDB8tms6l27dqaP3++c7KNjh076s0339Thw4d1zz33uNQ/depUTZ06VaNHj9aFCxdUqVIlzZw5M8N22fHtt9/q3Llz6tKlS6brn3zySX3yySdatmyZwsLCcrz/UaNGqXDhwpo8ebJOnTql8PBwjRkzRo8++qiktIA2adIkTZ48Wffdd5+qVKmiESNGqH///jmqp0ePHpo3b57279+vOXPm5LidAID/yfkzP7niBdwqLEZ2x4rdJA8++KAKFy6s1NRUHTx4UHfccYeeeeYZNWvWTA888ICaNWumYcOGObfft2+f7r//fi1fvlzHjh3TwIEDtWPHDpf7kgYPHqykpCS98847OW7Pzp07JemaQ9ey4u5Qg6w4HA4lJSUpMDDwmuFLYrgCspaQkKA9e/aoatWqCg4O9nZzkAfRh+AJt0o/umiza9OxhByFrwK+VjUtFaxQfy59Xcut0odwc+W0H91INsiMV698paam6sCBA4qIiNDIkSMVEhKizz77TH369NF7772npKSkDPdtpc8Gl5ycrMTEREkZJ0YICAjQ+fPn3W6XYRhKSEhwq6yvxXNXoZKSkhR/9KjKlCkj/yvCZWYcqYbcazHyu/Tfk/S/gZyiD8ETboV+ZLFY5LD4yuGwy27PfvhyWA05HA4lJtqyff/0rehW6EO4+XLajwzDcJmX4kZ5NXz5+vpq69at8vHxcV65qlGjhv7880/Nnz9fgYGBGe4jSk5OlpR2j0p6GZvN5nLlKzk5WUFBQW63KyUlRXv27HG7vKcdOHDA201APsBEHLhR9CF4Qn7uR/7+/ipRNlyXLyfoki012+Us/r5KSvLRX0cOZfv+6VtZfu5DME9O+pEnJ/Hz+j1fVz8EV5L+9a9/6fvvv1dYWJji4+Nd1qX/XLJkSaWmpjqXXfnspPj4eOesdu7w8/Nze+Y7T0pMTNShQ4cUHh5+Q2EStzb6EW4UfQiecCv0I4vFIpvFVwUK2GX452DYoZ9VgYGBioiI4MrXNdwKfQg3X0770b59+zxav1fD159//qnHHntMb7/9tho1auRcvmvXLkVERKhq1apasmSJ7Ha7fHzSxkFv2bJF5cuXV9GiRRUaGqqQkBBt3brVGb4uXLig3bt3q2vXrm63y2Kx5KqxxEFBQbmqPcib6Ee4UfQheEJ+70epNrusVh/5+GR/mJLVmjaxVpA/gSI78nsfgjmy2488OeRQ8vL0OhUrVlSFChX0yiuvKC4uTvv379eECRP066+/6plnnlHHjh116dIljR49Wvv27dOKFSu0cOFCPf3005LSLgF27dpVkydP1vr167V3714999xzCgsLU+vWrb350gAAAADAhVevfFmtVs2ZM0dTpkzRs88+qwsXLqhatWp67733VKlSJUnSvHnzNH78eLVv317FixfX8OHD1b59e+c+Bg0apNTUVL344otKSkpSgwYNNH/+fOfDZwEAAAAgN/D6PV/FihXThAkTslxfq1YtLV26NMv1Pj4+GjZsmMt09AAAAACQ2/BgKAAAAAAwgdevfAEAANwMSXaHUuzuzR7o52NRoA/fUQPwLMIXAADIl1LshrafTFRCas4CWLCvRfWKBynQ5yY1DMAti690ILvdrsWLF+uRRx5RZGSk6tevr8cff1zLly/P0fNGUlJStHDhQufPM2fOVHR0tPPnypUra8WKFZ5sOgAA15SQauhyqiNHf3Ia1gAgu7jydYtLSUlR//799dtvv2nAgAG66667ZLfbtWnTJk2cOFHffPONZs6c6XzO2rV8+umnmjBhgp588slM13///fcKDQ318CsAAAAA8gbCl7fZ7dKmTdKxY1KpUlLTplI2go6nvPPOO4qLi9Py5ctVoUIF5/KKFSuqYcOGevTRRzV//nz16dPnuvu63lWy4sWL33B7AQDA/7h7Xxv3tAHewW+dN61YIYWHSy1bSp07p/0dHp623AQOh0MffPCBOnTo4BK80lWrVk0PPfSQPvjgAx05ckSVK1fW1q1bneuPHj3qXLZixQqNGjVKkjJsl+7qYYexsbG69957VatWLd177716//335XA4XPb9zjvvqEmTJrr77rt16dIlfffdd+rQoYNq166txo0ba+TIkTp//rynDw0AAHlC+n1tm44lZPvP9pOJbk9EAuDGEL68ZcUK6ZFHpKNHXZf//XfachMC2MGDB3Xu3DnVrVs3y20aN26s+Ph4ZyjKyn333acXXnhBUtrwwsjIyGtuv3TpUr355psaMGCAPvvsMz377LN69913NXnyZJftPvnkE73//vuaNm2abDabBgwYoI4dO+rzzz/XrFmztG3bNr355pvZfMUAAOQ/Ob2vjXvaAO9h2KE32O3S4MFSZsP0DEOyWKRnn5X+85+b2oz0K0aFCxfOcpv0dWfOnLnmvgIDA533c2VneGFMTIyeeeYZ3X///ZKksmXL6tKlSxo3bpwGDx7s3K5z586KiIiQJO3Zs0c2m0233367SpcurdKlS2vOnDmy2+3XrQ8AAADwNsKXN2zalPGK15UMQzpyRNYffpBu4n1S6cHq4sWLWW6THtCKFCnisXrPnDmj48ePa+rUqZo+fbpzucPhUHJyso4ePaqAgABJ0h133OFcX7VqVbVr1059+/ZV8eLF1aRJE7Vo0UL33HOPx9oGAAAA3CyEL284dixbm1mOH7+p4atcuXIqXry4tm3bptatW2e6zU8//aTixYvLYrFkWOfuFaf0IYyjRo3SnXfemWF9qVKlFB8fLyntitqVpkyZov79+2vjxo368ccfNWzYMNWrV0/vv/++W20BAAAAzMI9X95QqlS2NjPCwm5qM3x8fPTkk09q+fLl2r9/f4b1f/75p1auXKmuXbs6r0RdunTJuf7QoUMu22cW0DJTtGhRFSlSREeOHNEdd9zh/POf//xH06ZNy7Lcjh079Prrr6tChQp68sknNXfuXL3++uvasmWLTp8+na26AQAAAG/hypc3NG0qlSmTNrlGZvd9WSxSmTJyNGki/fHHTW1Kjx49tHPnTnXp0kUDBw7UXXfdJSlt0owZM2YoKipKvXv3ltVqVenSpfX+++8rPDxc586d0/Tp010CV3BwsCRp165dzvu0MmOxWNS7d2+99dZbuv3229WsWTP9/vvvGjt2rO6++275+/tnWi4kJESLFy+Wn5+fHn30USUnJ+vzzz9XeHj4Ne9bAwAAAHIDwpc3+PhI06enzWposbgGsPQwM22aKc/7slqtmj59ulauXKmlS5fqrbfekmEY+te//qWhQ4fqkUcecQasN998U6+//roeeugh3XHHHRo1apTL87+ioqJUu3ZtPf7445o0adI16+3Ro4cCAgL0wQcfaOLEiSpWrJgeffRRDRo0KMsyFStW1MyZMzVr1iwtXrxYVqtVUVFRevfdd2W1chEXAAAAuRvhy1s6dJCWL0+b9fDKyTfKlEkLXh06SAkJpjXn4Ycf1sMPP3zNberXr+/ynC5J2r17t/PfhQoV0scff+yyfuDAgc5///777y7runTpoi5dumRaV5kyZTJsL0ktW7ZUy5Ytr9lOAAAAIDcifHlThw7SQw+lzX547FjavWBNm5pyxQsAAACAuQhf3ubjI7Vo4e1WAAAAALjJuFEGAAAAAExA+AIAAAAAExC+AAAAAMAEhC8AAICrWK6/CQDkGBNuAAAAXMHfapHFYtFFmz1H5SySHDenSQDyCcIXAAB5XJLdoRS7keNyfj4WBfowCOZqvlYpxWHo11OJSkjN/nEtEmBVlcKBN7FlyI/4/b21EL4AAMjjUuyGtp/MWVAI9rWoXvEgBfJoySwlpBq6nJr9a1nBvu4PVmSY462L399bC+ELAIB8IKdBgdu+cw+GOYLf31sH4QsAAMCLGOYI3DoIXwAAALmAmcMcAXgH4QsAAAC4RTDBh3cRvgAAAHBTccKfezDBh3cRvgAAAHBTccKfuzDBh/cQvgAAAHDTccIP0KsBAAAAwBSELwAAAAAwAcMOAQDwMCYX8Cx3jicPIAaQGxG+AADwMCYX8Cx3jicPIAaQGxG+AAC4CZhcwLN4ADGA/IBPegAAAAAwAeELAAAAAExA+AIAAAAAExC+AACAKXx9fWWxcC9WbsC7AHgHE24AAABT3F7uDtksvkq12bNdhinjPc/fapHFYtHFHLwP6XgcAnBjCF8AgGuyWCzy9/fnigVuiMVikcPio+0nE5XkyH5fYsp4z/O1SikOQ7+e4nEIgNkIXwBwi7veA2wdFl+VKBue4YoF34DDHQmpDiXmIHwxZfzN487jEHg3gBtD+MIt53onmlnhRBP51fUeYOtw2HX5coIKFLDLak37yptvwIFbj7vDFW9k6OiVYY+r8MgPCF+45VzvRDMznGgiv7vWN+B2u0OXbKky/B3y8Uk/6eGLCOSMxWLhpDmPc3e4ortDR68Oe1ldhc8MX5gityJ84ZbkzlALAEAat0YQWHzk52+VlHpT2gTz5PT/UHeHjl4d9jK7Cp9VfXxhityK8AUAyPcYbuxZ7owgKOwnVS4cKCY5R06lh73Mr8Jnht9Z5F6ELwBAvsdwY8/L6dWPQCuhCwAIXwC8hqsRMBPDjQEA3kb4AuA1XI0AAAC3EsIXAK/iagQAALhVEL4ASHJ/CKDEMEAAAIDsIHwBkOTeEECJYYAAAADZRfgC4JTzIYASwwABAMj/mK/UMwhfAAAAALLkb7XIYrHoos2e47LcmuCK8AUAAAAgS75WKcVh6NdTzFB8owhfAAAAAK6LGYpvHOELAPIJd2astEjK6V1+AJBfuTvzL0PrkF2ELwDIJ9yZsbJIgFVVCgfexFYBQN7hzucoQ+uQE4QvAMhHcjokJNiX+asA4EruDK3jkzRrHBtXhC8AAADATTcyE2B+H/rNLIkZEb6QAeOdAdxM7n7GSHzOAMh93J0JUMr/Q7+ZJTEjwhcycGe8cyF/i+oUC9ZFO99sALg2dz5jpPz9nzGAvC/nwxVvnaHfzJL4P4QvZCrn94348M0GgGxz5yQlP/9nDAC4NRC+cjlfX19ZLHnnWxG+2QAAAAAyR/jK5W4vd4dsFl+lcqMiAMDD8s5XewCQPxC+cjGLxSKHxUfbTyYqyZGz/yIZzpd7MIEJgNzI3VnI8vvsbABwMxG+8oCEVIcScxi+GM6Xe/DARgC5kbuzkOX32dmAvIIr13kT4QswAffCAciteDA3kPdw5TrvInwBAAAAeQhXrvMuwhcAAACQB3HlOu9hbBMAAAAAmIDwBQBAFviOGADgSQw7BHIpTvoA7+KGdgCApxG+gFzI3ZM+ieeDXQvPXENOcEM7AMDTclX4OnjwoDp06KCXXnpJHTp0kCTt2bNH48eP165du1SkSBE9+eST6t69u7OMw+HQrFmztGzZMl28eFENGjTQmDFjVLZsWW+9DOCGuXvSx/PBro1nrsEd3NAO5D38FiK3yjXhKyUlRUOHDlVCQoJz2dmzZ/XUU08pOjpa48aN06+//qpx48apQIEC6tixoyQpJiZGixcv1sSJExUWFqZJkyapV69eWrNmjfz9/b31cgCP4PlgnscxBYD8jSHDyM1yTfiaOXOmQkJCXJZ9/PHH8vPz0yuvvCJfX19VrFhRhw8f1ty5c9WxY0fZbDYtWLBAQ4cOVYsWLSRJb731lpo2baqvvvpK7dq188IrAQAAgLcwZBi5Wa74Snfbtm1aunSpJk6c6LI8Li5ODRs2lK/v/zJiVFSUDh06pFOnTmnv3r26fPmyGjdu7FxfsGBBVatWTdu2bTOt/QAAAMhd0kc6ZPdPkhv3BAM55fXwdeHCBQ0fPlwvvviiSpUq5bLu+PHjCgsLc1lWokQJSdKxY8d0/PhxScpQrkSJEs51AAAAAJAbeH3Y4dixYxUZGakHHnggw7qkpKQM920FBARIkpKTk5WYmChJmW5z/vx5t9tkGIbLvWfekpycLFl85bA7ZM/hIGSH1ZDD4VBiok2Gkf1vciwWixwWXzkcdtlzUKnDYZGUVqfdnv0x1u62011uv748fDzTf0/S//ZkO7OqMzvyzHtxg33UYsn5bd/u1nOz+prjv/tzXLFfs98Hb9Tp9u+hyZ+Heeb12a3/LW9XDoqZ3k5v1Em57JXL7LMoN7YzJ/JKW/PK52F2ZOe86EqGYbj1f3lWvBq+Vq5cqbi4OK1ZsybT9YGBgbLZbC7LkpOTJUnBwcEKDEwbl2uz2Zz/Tt8mKCjI7XalpKRoz549bpf3FH9/f5UoG67EpCRdsqXmqKzF31dJST7668ihDMcwO3VevpyQozpDFCCHI0iJiQm6lJRy09spSb6+vrJac3bx1t/fX4XDSuf49eWH43no0CGPt/N6dV6Lu3Xmlfp8fX11e7k75LDkfJpEq2HXP38dVmpq9ttpRl9LSPzfl1Jmvw/eqNPd30OzPw/zyusLCQmQVEDJycnm1OdmOW/USbmclbvysyg3tzM31plXyt3I+WF2Xeu86GqenMTPq+ErNjZWp0+fdk6Wke7ll1/W559/rrCwMMXHx7usS/+5ZMmSzhOT+Ph4lStXzmWbypUru90uPz8/RUREuF3eU5KTk2WTFBQYKCOH73kBP6sCAwMVERGR429QbRZfFShgl+Gfg6mVg3xltVoUFBQsu2/2v9lwt52SJF9/pThyVsZqkRyyqkCB1By9vrx8PBMTE3Xo0CGFh4dn+aWEu+3Mqs7scLfOvFZf2tT2OZmm3Kp6xQuoUqVKuaavOewOJSQmKDgoWNb/Pu/M7PfBG3W6+3to9udhXnl9gf5pfScgIEAhvgG5tp3eqJNy2SuX2WdRbmxnTuSVtuaVz8PsyM550ZX27dvn0fq9Gr4mT56spKQkl2WtW7fWoEGD9OCDD2rVqlVasmSJ7Ha7fHzSvj3esmWLypcvr6JFiyo0NFQhISHaunWrM3xduHBBu3fvVteuXd1ul8ViUXBwsPsvzEMsFotsyamy+ljlk8PLnVarVVarVUH+Ob8CmGqzy2r1kY9P9utMuwJlkdVqlU8Ovui/kXZetNn1y+kkt2Yycuf15fXjGRQUdM1+7U47r1fn9bh7bPJSfUkOixIdOajPYcm1fc3qY3V+FlutVvmY2M70OnPrsfFUuXz9+v7bNqvVRzm5Hmx2O71RJ+VyVu7Kz6Lc3M7cWGdeKufu52F2Xe+8KJ0nhxxKXg5fJUuWzHR50aJFVbJkSXXs2FHz5s3T6NGj1atXL/32229auHChxo0bJyntEmDXrl01efJkFSlSRKVLl9akSZMUFham1q1bm/lScqVb4QGDPPwU8A6eowMAQM55fcKNaylatKjmzZun8ePHq3379ipevLiGDx+u9u3bO7cZNGiQUlNT9eKLLyopKUkNGjTQ/Pnz5efn58WWex8nRgBuJp6jAwBAzuW68PX777+7/FyrVi0tXbo0y+19fHw0bNgwDRs27GY3LU/hxAiAGbj6DABA9uW68AXPygsnRpyKAQAA4FZA+IJXMTwSAAAAtwrCF7yK4ZEAAAC4VRC+kCvkheGRAAAAwI3I+gl1AABJ3JcIAAA8gytfAPIcM8MQ9yXmLgRhAEBeRvgCkKeYHYa4LzH3IAgDAPI6wheAPMVbYYj7Er2PIAwAyOsIXwDyJMLQrYv3HgCQVzHhBgAAAACYgPAFAAAAACYgfAEAAACACQhfAAAAAGACwhcAAAAAmIDwBQAAAAAmIHwB2cRk1TALfQ0AgPyJ53wB2eBvtchiseiizZ6jchZJ2X8aEUBfAwAgPyN8Adnga5VSHIZ+PZWohFQj2+WKBFhVpXDgTWwZ8hv62q2Nq54AkL8RvoAcSEg1dDk1+9cXgn3NP5W6ukaLxSJ/f39ZLJzW5SV5oa/Bs7jqCQD5H+ELyEcyO3lzWHxVomy4bBZfpWZxUsfJG+B9XPUEgPyP8AXkI5mdvDkcdl2+nKACBeyyWn0yLcfJG5B7cNUTAPIvwheQD1158ma3O3TJlirD3yEfn8xP0jh5AwAAuPmYah4AAAAATED4AgAAAAATEL4AAAAAwASELwAAAAAwAeELAAAAAExA+AIAAAAAExC+ANwwJqoHAAC4Pp7zBeCG+Fstslgsumiz56icRVL2HyMLAACQ9xG+ANwQX6uU4jD066lEJaQa2S5XJMCqKoUDb2LLAAAAchfCFwCPSEg1dDk1+9eygn0ZrAgAAG4t3PMFAAAAACYgfAEAAACACQhfAAAAAGACwhcAAAAAmIDwBQAAAAAmIHwBAAAAgAkIXwAAAABgAsIXAAAAAJiA8AUAAAAAJiB8AQAAAIAJCF8AAAAAYALCFwAAAACYgPAFAAAAACYgfAEAAACACQhfAAAAAGACwhcAAAAAmIDwBQAAAAAmIHwBAAAAgAkIXwAAAABgAsIXAAAAAJiA8AUAAAAAJiB8AQAAAIAJCF8AAAAAYALCFwAAAACYgPAFAAAAACYgfAEAAACACQhfAAAAAGACwhcAAAAAmIDwBQAAAAAmIHwBAAAAgAkIXwAAAABgAsIXAAAAAJiA8AUAAAAAJiB8AQAAAIAJCF8AAAAAYALCFwAAAACYgPAFAAAAACYgfAEAAACACQhfAAAAAGACwhcAAAAAmIDwBQAAAAAmIHwBAAAAgAkIXwAAAABgArfC16effiqbzeaRBpw+fVrDhg1TVFSUIiMj1adPH+3fv9+5fs+ePeratavq1Kmj6OhoLVq0yKW8w+HQjBkz1LRpU9WpU0e9e/fWkSNHPNI2AAAAAPAUt8LX8OHD1aRJE40dO1a//fbbDTWgf//+Onz4sObOnavly5crMDBQTz75pBITE3X27Fk99dRTKleunGJjY9W/f39NnjxZsbGxzvIxMTFavHixXn31VS1ZskQOh0O9evXyWDgEAAAAAE9wK3x988036tGjh7Zs2aLHHntM9913n+bPn6+TJ0/maD/nz59X6dKl9dprr6lWrVqqWLGi+vXrp/j4eP3555/6+OOP5efnp1deeUUVK1ZUx44d9eSTT2ru3LmSJJvNpgULFmjQoEFq0aKFqlSporfeekvHjx/XV1995c5LAwAAAICbwq3wFRYWpmeeeUZffvmlPvroI9WvX1/vvvuuWrZsqb59++qrr75SamrqdfdTqFAhTZkyRZUqVZIknTlzRgsXLlRYWJgiIiIUFxenhg0bytfX11kmKipKhw4d0qlTp7R3715dvnxZjRs3dq4vWLCgqlWrpm3btrnz0gAAAADgpvC9/ibXVrduXdWtW1edOnXSm2++qQ0bNmjDhg0qVqyYnnjiCfXo0UM+Pj7X3c9LL72kjz/+WP7+/nr77bcVHBys48ePO4NZuhIlSkiSjh07puPHj0uSSpUqlWGb9HUAAAAAkBvcUPj6+++/tWrVKq1atUp//fWXypUrpyFDhqhFixbasGGDZs+erX379umNN9647r6eeOIJPfbYY/roo4/Uv39/LV68WElJSfL393fZLiAgQJKUnJysxMREScp0m/Pnz7v9ugzDUEJCgtvlPSU5OVmy+Mphd8juyFlZh8MiyZDD4ZDdbqfcLVzO8d/O47hGJ3K3Pk+3lXK5s1xmfcjsdnqjTsp5uJzd+t/yduXkraevUS69XHb+P8sN7cyJvNJW08tZ08okJtpkGEa2y2VHen5I//t6DMOQxWLxWP1uha9ly5Zp1apV+vnnnxUQEKC2bdtq/Pjxql+/vnObSpUq6ezZs1qyZEm2wldERIQkafz48dqxY4c+/PBDBQYGZpg4Izk5WZIUHByswMBASWn3fqX/O32boKAgd16aJCklJUV79uxxu7yn+Pv7q0TZcCUmJemS7frDOK8UogA5HEFKTEzQpaQUylFOCYlZf6Hgbn03q62Uy53lruxDZrfTG3VSzsPlQgIkFVBycnKubqc36qRczspd6/+z3NTO3FhnXiln8fdVUpKP/jpy6KZNonfo0KFsb3v1hZ4b4Vb4eumll1S7dm2NHTtW9913n0JCQjLdrnLlynrsscey3M+ZM2e0efNmtWnTxnlfl9VqVUREhOLj4xUWFqb4+HiXMuk/lyxZ0nlfWXx8vMqVK+eyTeXKld15aZIkPz8/Zxj0puTkZNkkBQUGysjhex4c5Cur1aKgoGDZfbP/TQPl8l85h92hhMQEBQcFy+qT+W2e7tbn6bZSLneWy6wPmd1Ob9RJOc+WC/RP6zsBAQEK8Q3Ite30Rp2Uy1657Px/lhvamRN5pa1mlyvgZ1VgYKAiIiJuypWvQ4cOKTw8PFsXa/bt2+fR+t0KX59++qkiIiJkt9ud93MlJSUpJSVFoaGhzu0efvjha+7n1KlTGjJkiObNm6emTZtKSrvqtHv3bkVHR6tYsWJasmSJSz1btmxR+fLlVbRoUYWGhiokJERbt251hq8LFy5o9+7d6tq1qzsvTZJksVgUHBzsdnlPsVgssiWnyupjlU8OL3darVZJFlmtVmXjljvK3QLlrD7WLO+/dLe+m9VWyuXOclf2IbPb6Y06Kefhcj6W/5b3UU7eevoa5a4ud63/z3JTO3NjnXmpnNVqVZC/+yPZricoKChb5/ueHHIouTnbYXh4uF5++WU9+uijzmU///yzGjdurDfeeEMOR/ZuUKpUqZKaNWum1157Tdu2bdMff/yhkSNH6sKFC3ryySfVsWNHXbp0SaNHj9a+ffu0YsUKLVy4UE8//bSktEuAXbt21eTJk7V+/Xrt3btXzz33nMLCwtS6dWt3XhoAAAAA3BRuXfmaMWOGVq9erUGDBjmXVatWTUOHDtXMmTNVuHBh9enTJ1v7mjp1qqZMmaLnnntOFy9eVP369fXRRx/p9ttvlyTNmzdP48ePV/v27VW8eHENHz5c7du3d5YfNGiQUlNT9eKLLyopKUkNGjTQ/Pnz5efn585LAwAAAICbwq3wtWbNGo0YMUKPP/64c9ltt92mJ598Ur6+vlq0aFG2w1doaKjGjh2rsWPHZrq+Vq1aWrp0aZblfXx8NGzYMA0bNixHrwEAAAAAzOTWsMOzZ8+qbNmyma6rUKECz9gCAAAAgKu4Fb4qVKigtWvXZrrum2++0R133HFDjQIAAACA/MatYYfdu3fXyJEjde7cObVq1UpFixbVmTNn9O233+qLL77QhAkTPN1OAAAAAMjT3ApfDz/8sC5fvqyYmBh99dVXzuWFCxfWSy+9dN0p5gEAAADgVuNW+JKkLl26qHPnzjp48KDOnTunggULqkKFCv+dzx8AAAAAcCW3w5eU9tCxChUqeKotAAAAAJBvuRW+zpw5o/Hjx2vDhg1KTEyUYRgu6y0Wi3bv3u2RBgIAAABAfuBW+HrllVf07bff6v7771dYWBhDDQEAAADgOtwKXxs3btQLL7ygxx57zNPtAQAAAIB8ya1LVn5+flk+ZBkAAAAAkJFb4euee+7Rp59+6um2AAAAAEC+5daww2rVqmnatGk6cuSIateurcDAQJf1FotF/fv390gDAQAAACA/cHvCDUnatm2btm3blmE94QsAAAAAXLkVvvbu3evpdgAAAABAvnbDc8RfvHhR+/fvl81mk91u90SbAAAAACDfcTt8bd26VZ06dVLDhg31wAMP6M8//9Tzzz+viRMnerJ9AAAAAJAvuBW+Nm/erJ49eyowMFBDhw6VYRiSpCpVqmjRokV67733PNpIAAAAAMjr3Apf06ZN0913360PPvhATzzxhDN89e3bV7169dKyZcs82kgAAAAAyOvcCl979uxRx44dJaXNbHilJk2a6O+//77xlgEAAABAPuJW+AoNDdXJkyczXXfs2DGFhobeUKMAAAAAIL9xK3zdfffdeuutt7Rz507nMovFouPHj2vOnDlq0aKFp9oHAAAAAPmCW8/5ev7557Vjxw49+uijKlasmCRpyJAhOn78uEqVKqUhQ4Z4tJEAAAAAkNe5Fb4KFSqkZcuWaeXKldqyZYvOnTun0NBQdevWTR06dFBQUJCn2wkAAAAAeZpb4UuS/P399eijj+rRRx/1ZHsAAAAAIF9yK3ytXLnyuts8/PDD7uwaAAAAAPIlt8LXyJEjM11usVjk4+MjHx8fwhcAAAAAXMGt8LV+/foMyxISEhQXF6d3331Xs2fPvuGGAQAAAEB+4lb4Kl26dKbL//WvfyklJUWvvvqqFi9efEMNAwAAAID8xK3nfF1L5cqV9Z///MfTuwUAAACAPM2j4ctms2n58uUqWrSoJ3cLAAAAAHmeW8MOo6OjZbFYXJY5HA6dPXtWycnJGjFihEcaBwAAAAD5hVvhq2HDhhnClySFhISoZcuWuvPOO2+4YQAAAACQn7gVviZOnOjpdgAAAABAvuZW+Prnn39ytP3tt9/uTjUAAAAAkG947J6va9mzZ4871QAAAABAvuFW+Jo2bZpefvllVa9eXQ8++KBKliyps2fP6ptvvtEXX3yhZ555JstngQEAAADArcit8LVq1Sq1bNkyw71f9913n4oWLaqff/5ZAwYM8EgDAQAAACA/cOs5X5s3b1a7du0yXdesWTNt3779hhoFAAAAAPmNW+GrcOHC2rFjR6brNm/erJIlS95QowAAAAAgv3Fr2OEjjzyit99+W4mJiYqOjlaRIkV06tQpffnll/q///s/vfTSS55uJwAAAADkaW6Fr379+unixYtauHCh5s+fL0kyDENBQUF67rnn9Pjjj3u0kQAAAACQ17kVviwWi0aOHKl+/frp119/1fnz51W4cGHVqVNHISEhnm4jAAAAAOR5boWvdCEhISpRooQkqU6dOkpNTfVIowAAAAAgv3E7fK1atUpTpkzRyZMnZbFYtGzZMs2cOVN+fn6aMmWK/P39PdlOAAAAAMjT3Jrt8PPPP9eIESMUFRWlqVOnyuFwSJLuuecefffdd4qJifFoIwEAAAAgr3PrytecOXP0+OOPa+zYsbLb7c7lHTt21JkzZ/Txxx/r2Wef9VQbAQAAACDPc+vK18GDB3XPPfdkuq527do6ceLEDTUKAAAAAPIbt8JX0aJFtX///kzX7d+/X0WLFr2hRgEAAABAfuNW+Lrvvvs0Y8YMffnll7LZbJLSpp/ftWuXYmJi1LZtW482EgAAAADyOrfu+Xr22Wf1xx9/6Nlnn5XVmpbfunXrpoSEBNWvX1+DBw/2aCMBAAAAIK9zK3z5+/tr3rx5+uGHH7RlyxadO3dOoaGhatiwoZo3by6LxeLpdgIAAABAnuZW+OrZs6d69eqlJk2aqEmTJp5uEwAAAADkO27d8/Xzzz9zdQsAAAAAcsCt8NW0aVOtXr1aKSkpnm4PAAAAAORLbg07DAgI0OrVq/XFF1+oYsWKCg4OdllvsVj0/vvve6SBAAAAAJAfuBW+jh8/rsjISOfPhmG4rL/6ZwAAAAC41WU7fH311VeKiopSwYIF9cEHH9zMNgEAAABAvpPte74GDx6sQ4cOuSx79913dfr0aU+3CQAAAADynWyHr6uHEtrtdk2dOlXHjx/3eKMAAAAAIL9xa7bDdNzbBQAAAADZc0PhCwAAAACQPYQvAAAAADDBDYcvi8XiiXYAAAAAQL6Wo+d89e/fX/7+/i7L+vbtKz8/P5dlFotF69atu/HWAQAAAEA+ke3w1b59+5vZDgAAAADI17IdviZMmHAz2wEAAAAA+RoTbgAAAACACQhfAAAAAGACwhcAAAAAmIDwBQAAAAAmIHwBAAAAgAkIXwAAAABgAsIXAAAAAJiA8AUAAAAAJiB8AQAAAIAJCF8AAAAAYAKvh69z585pzJgxatasmerWrat///vfiouLc67fvHmzOnTooNq1a6tt27b67LPPXMonJydr3Lhxaty4sSIjI/X888/rzJkzZr8MAAAAALgmr4evIUOG6JdfftHUqVMVGxurqlWrqmfPnjpw4ID279+vp59+Wk2bNtWKFSvUqVMnDR8+XJs3b3aWHzt2rL7//nvNnDlT77//vg4cOKBBgwZ58RUBAAAAQEa+3qz88OHD+uGHH7R48WLVq1dPkvTSSy9p06ZNWrNmjU6fPq3KlSvrueeekyRVrFhRu3fv1rx589S4cWOdOHFCK1eu1Jw5c1S/fn1J0tSpU9W2bVv98ssvioyM9NprAwAAAIArefXKV+HChTV37lzVrFnTucxischisejChQuKi4tT48aNXcpERUVp+/btMgxD27dvdy5LV758eZUsWVLbtm0z50UAAAAAQDZ49cpXwYIF1bx5c5dla9eu1eHDh/XCCy/ok08+UVhYmMv6EiVKKDExUWfPntWJEydUuHBhBQQEZNjm+PHjbrfLMAwlJCS4Xd5TkpOTJYuvHHaH7I6clXU4LJIMORwO2e12yt3C5Rz/7TyOa3Qid+vzdFsplzvLZdaHzG6nN+qknIfL2a3/LW9XTt56+hrl0stl5/+z3NDOnMgrbTW9nDWtTGKiTYZhZLtcdiQmJrr8fT2GYchisXisfq+Gr6v9/PPPGjVqlFq3bq0WLVooKSlJ/v7+Ltuk/2yz2ZSYmJhhvSQFBASkBRc3paSkaM+ePW6X9xR/f3+VKBuuxKQkXbKl5qhsiALkcAQpMTFBl5JSKEc5JSRm/YWCu/XdrLZSLneWu7IPmd1Ob9RJOQ+XCwmQVEDJycm5up3eqJNyOSt3rf/PclM7c2OdeaWcxd9XSUk++uvIIdlstmyXy4lDhw5le9vM8oa7ck34WrdunYYOHaq6detq8uTJktJC1NUHPP3noKAgBQYGZvqGJCcnKygoyO22+Pn5KSIiwu3ynpKcnCybpKDAQBk5fM+Dg3xltVoUFBQsu2/2v2mgXP4r57A7lJCYoOCgYFl9Mh9p7G59nm4r5XJnucz6kNnt9EadlPNsuUD/tL4TEBCgEN+A62ztvXZ6o07KZa9cdv4/yw3tzIm80lazyxXwsyowMFARERE35crXoUOHFB4enq28sG/fPo/WnyvC14cffqjx48erbdu2euONN5zpslSpUoqPj3fZNj4+XsHBwQoNDVVYWJjOnTsnm83mkkjj4+NVsmRJt9tjsVgUHBzsdnlPsVgssiWnyupjlU8OL3darVZJFlmtVvn4UI5ySutHWezM3fpuVlsplzvLXdmHzG6nN+qknIfL+Vj+W95HOXnr6WuUu7rctf4/y03tzI115qVyVqtVQf7uX0y5nqCgoGyd73tyyKGUC6aaX7x4sV599VV16dJFU6dOdQlR9evX108//eSy/ZYtW1S3bl1ZrVbVq1dPDofDOfGGJB08eFAnTpxQgwYNTHsNAAAAAHA9Xg1fBw8e1Ouvv6577rlHTz/9tE6dOqWTJ0/q5MmTunjxorp166bffvtNkydP1v79+7VgwQJ9+eWX6tWrlySpZMmSuv/++/Xiiy9q69at+u233zRkyBA1bNhQderU8eZLAwAAAAAXXh12uHbtWqWkpOjrr7/W119/7bKuffv2mjhxomJiYjRp0iS9//77KlOmjCZNmuQy/fyrr76q119/XQMGDJAkNWvWTC+++KKprwMAAAAArser4atv377q27fvNbdp1qyZmjVrluX64OBgvfbaa3rttdc83TwAAAAA8Biv3/MFAAAAALcCwhcAAAAAmIDwBQAAAAAmIHwBAAAAgAkIXwAAAABgAsIXAAAAAJiA8AUAAAAAJiB8AQAAAIAJCF8AAAAAYALCFwAAAACYgPAFAAAAACYgfAEAAACACQhfAAAAAGACwhcAAAAAmIDwBQAAAAAmIHwBAAAAgAkIXwAAAABgAsIXAAAAAJiA8AUAAAAAJiB8AQAAAIAJCF8AAAAAYALCFwAAAACYgPAFAAAAACYgfAEAAACACQhfAAAAAGACwhcAAAAAmIDwBQAAAAAmIHwBAAAAgAkIXwAAAABgAsIXAAAAAJiA8AUAAAAAJiB8AQAAAIAJCF8AAAAAYALCFwAAAACYgPAFAAAAACYgfAEAAACACQhfAAAAAGACwhcAAAAAmIDwBQAAAAAmIHwBAAAAgAkIXwAAAABgAsIXAAAAAJiA8AUAAAAAJiB8AQAAAIAJCF8AAAAAYALCFwAAAACYgPAFAAAAACYgfAEAAACACQhfAAAAAGACwhcAAAAAmIDwBQAAAAAmIHwBAAAAgAkIXwAAAABgAsIXAAAAAJiA8AUAAAAAJiB8AQAAAIAJCF8AAAAAYALCFwAAAACYgPAFAAAAACYgfAEAAACACQhfAAAAAGACwhcAAAAAmIDwBQAAAAAmIHwBAAAAgAkIXwAAAABgAsIXAAAAAJiA8AUAAAAAJiB8AQAAAIAJCF8AAAAAYALCFwAAAACYgPAFAAAAACYgfAEAAACACQhfAAAAAGACwhcAAAAAmIDwBQAAAAAmyFXh65133lG3bt1clu3Zs0ddu3ZVnTp1FB0drUWLFrmsdzgcmjFjhpo2bao6deqod+/eOnLkiJnNBgAAAIDryjXh66OPPtK0adNclp09e1ZPPfWUypUrp9jYWPXv31+TJ09WbGysc5uYmBgtXrxYr776qpYsWSKHw6FevXrJZrOZ/AoAAAAAIGu+3m7AiRMn9PLLL2vr1q0KDw93Wffxxx/Lz89Pr7zyinx9fVWxYkUdPnxYc+fOVceOHWWz2bRgwQINHTpULVq0kCS99dZbatq0qb766iu1a9fO/BcEAAAAAJnw+pWv//znP/Lz89Pq1atVu3Ztl3VxcXFq2LChfH3/lxGjoqJ06NAhnTp1Snv37tXly5fVuHFj5/qCBQuqWrVq2rZtm2mvAQAAAACux+tXvqKjoxUdHZ3puuPHj6tSpUouy0qUKCFJOnbsmI4fPy5JKlWqVIZt0te5wzAMJSQkuF3eU5KTkyWLrxx2h+yOnJV1OCySDDkcDtntdsrdwuUc/+08jmt0Infr83RbKZc7y2XWh8xupzfqpJyHy9mt/y1vV07eevoa5dLLZef/s9zQzpzIK201vZw1rUxiok2GYWS7XHYkJia6/H09hmHIYrF4rH6vh69rSUpKkr+/v8uygIAASWnBJP2gZbbN+fPn3a43JSVFe/bscbu8p/j7+6tE2XAlJiXpki01R2VDFCCHI0iJiQm6lJRCOcopITHrLxTcre9mtZVyubPclX3I7HZ6o07KebhcSICkAkpOTs7V7fRGnZTLWblr/X+Wm9qZG+vMK+Us/r5KSvLRX0cO3bR5HA4dOpTtba/OGjciV4evwMDADAc8OTlZkhQcHKzAwEBJks1mc/47fZugoCC36/Xz81NERITb5T0lOTlZNklBgYEycvieBwf5ymq1KCgoWHbf7H/TQLn8V85hdyghMUHBQcGy+mQ+0tjd+jzdVsrlznKZ9SGz2+mNOinn2XKB/ml9JyAgQCG+Abm2nd6ok3LZK5ed/89yQztzIq+01exyBfysCgwMVERExE258nXo0CGFh4dnKy/s27fPo/Xn6vAVFham+Ph4l2XpP5csWVKpqanOZeXKlXPZpnLlym7Xa7FYFBwc7HZ5T7FYLLIlp8rqY5VPDi93Wq1WSRZZrVb5+FCOckrrR1nszN36blZbKZc7y13Zh8xupzfqpJyHy/lY/lveRzl56+lrlLu63LX+P8tN7cyNdealclarVUH+7l9MuZ6goKBsne97csihlAsm3LiWBg0aaPv27S5jRLds2aLy5curaNGiqlKlikJCQrR161bn+gsXLmj37t1q0KCBN5oMAAAAAJnK1eGrY8eOunTpkkaPHq19+/ZpxYoVWrhwoZ5++mlJaeMvu3btqsmTJ2v9+vXau3evnnvuOYWFhal169Zebj0AAAAA/E+uHnZYtGhRzZs3T+PHj1f79u1VvHhxDR8+XO3bt3duM2jQIKWmpurFF19UUlKSGjRooPnz58vPz8+LLQcAAAAAV7kqfE2cODHDslq1amnp0qVZlvHx8dGwYcM0bNiwm9k0AAAAALghuXrYIQAAAADkF4QvAAAAADAB4QsAAAAATED4AgAAAAATEL4AAAAAwASELwAAAAAwAeELAAAAAExA+AIAAAAAExC+AAAAAMAEhC8AAAAAMAHhCwAAAABMQPgCAAAAABMQvgAAAADABIQvAAAAADAB4QsAAAAATED4AgAAAAATEL4AAAAAwASELwAAAAAwAeELAAAAAExA+AIAAAAAExC+AAAAAMAEhC8AAAAAMAHhCwAAAABMQPgCAAAAABMQvgAAAADABIQvAAAAADAB4QsAAAAATED4AgAAAAATEL4AAAAAwASELwAAAAAwAeELAAAAAExA+AIAAAAAExC+AAAAAMAEhC8AAAAAMAHhCwAAAABMQPgCAAAAABMQvgAAAADABIQvAAAAADAB4QsAAAAATED4AgAAAAATEL4AAAAAwASELwAAAAAwAeELAAAAAExA+AIAAAAAExC+AAAAAMAEhC8AAAAAMAHhCwAAAABMQPgCAAAAABMQvgAAAADABIQvAAAAADAB4QsAAAAATED4AgAAAAATEL4AAAAAwASELwAAAAAwAeELAAAAAExA+AIAAAAAExC+AAAAAMAEhC8AAAAAMAHhCwAAAABMQPgCAAAAABMQvgAAAADABIQvAAAAADAB4QsAAAAATED4AgAAAAATEL4AAAAAwASELwAAAAAwAeELAAAAAExA+AIAAAAAExC+AAAAAMAEhC8AAAAAMAHhCwAAAABMQPgCAAAAABMQvgAAAADABIQvAAAAADAB4QsAAAAATJAvwpfD4dCMGTPUtGlT1alTR71799aRI0e83SwAAAAAcMoX4SsmJkaLFy/Wq6++qiVLlsjhcKhXr16y2WzebhoAAAAASMoH4ctms2nBggUaNGiQWrRooSpVquitt97S8ePH9dVXX3m7eQAAAAAgKR+Er7179+ry5ctq3Lixc1nBggVVrVo1bdu2zYstAwAAAID/sRiGYXi7ETfiq6++0sCBA7Vjxw4FBgY6lw8ePFhJSUl65513crS/n3/+WYZhyM/Pz9NNzTHDMGTIIpvDUE7fJB+LRX5Wi2x2Q44clKZcPixnpPUli8UiWTxbn8fbSrncWS6TPmR2O71RJ+U8W85qscjfalGyPWfvPH2Ncs5y2fj/LFe0MwfySltN/7yQ5O9jlSXHZ8DXZxiGUlNT5evrm9aXriMlJUUWi0V169b1SP2+HtmLFyUmJkqS/P39XZYHBATo/PnzOd5f+puQnTfjZktvQ5DV/bYE+lp0zU8oylHOA+W8USflbs1y3qiTcp4tF+Tr3qAb+hrl8ms5b9SZV8q5ezyvuUeLJUNuuN72nswFeT58pV/tstlsLle+kpOTFRQUlOP9RUZGeqxtAAAAAJAuz9/zVapUKUlSfHy8y/L4+HiVLFnSG00CAAAAgAzyfPiqUqWKQkJCtHXrVueyCxcuaPfu3WrQoIEXWwYAAAAA/5Pnhx36+/ura9eumjx5sooUKaLSpUtr0qRJCgsLU+vWrb3dPAAAAACQlA/ClyQNGjRIqampevHFF5WUlKQGDRpo/vz5uWLGQgAAAACQ8sFU8wAAAACQF+T5e74AAAAAIC8gfAEAAACACQhfAAAAAGACwhcAAAAAmIDwBQAAAAAmIHwBAAAAgAkIXwAAAABgAsJXLuVwODRjxgw1bdpUderUUe/evXXkyBFvNwtecu7cOY0ZM0bNmjVT3bp19e9//1txcXHO9Zs3b1aHDh1Uu3ZttW3bVp999plL+eTkZI0bN06NGzdWZGSknn/+eZ05c8Zlm+vtA/nLwYMHFRkZqRUrVjiX7dmzR127dlWdOnUUHR2tRYsWuZTJzufS9faB/GHlypW67777VLNmTd1///364osvnOuOHj2qp59+WnXr1tVdd92ladOmyW63u5T/6KOPdPfdd6tWrVrq3Lmzdu/e7bI+O/tA3pWamqrp06erZcuWioyMVJcuXfTrr7861/NZhGt555131K1bN5dlZvQZj52bG8iVZs6caTRq1Mj49ttvjT179hg9evQwWrdubSQnJ3u7afCCp556ymjXrp2xbds248CBA8a4ceOMWrVqGfv37zf27dtn1KxZ05g6daqxb98+Y968eUa1atWMH3/80Vl+5MiRRqtWrYxt27YZO3bsMB5++GGjS5cuzvXZ2QfyD5vNZnTo0MGoVKmSERsbaxiGYZw5c8Zo1KiRMWrUKGPfvn3G8uXLjZo1axrLly93lrve51J29oG8b+XKlUa1atWMDz/80Dh8+LARExNjVKlSxfj5558Nm81mtG7d2ujTp4/x+++/G19//bXRsGFDY/r06c7yK1asMGrVqmWsWrXK+PPPP41hw4YZDRs2NE6fPm0YhpGtfSBvmzFjhtGkSRNj06ZNxqFDh4zRo0cb9erVM06cOMFnEa7pww8/NKpUqWJ07drVucysPuOpc3PCVy6UnJxsREZGGh999JFz2fnz541atWoZa9as8WLL4A2HDh0yKlWqZMTFxTmXORwOo1WrVsa0adOMl156yXjkkUdcygwZMsTo0aOHYRiGcfz4caNKlSrGhg0bnOsPHDhgVKpUyfj5558NwzCuuw/kL1OmTDG6d+/uEr7mzJlj3HXXXUZKSorLdq1btzYMI3ufS9fbB/I+h8NhtGzZ0pg4caLL8h49ehhz5swx1qxZY9SoUcM4d+6cc92SJUuMunXrOk9QWrdubbz55pvO9SkpKUbz5s2NOXPmGIZhZGsfyNsefPBBY8KECc6fL168aFSqVMlYu3Ytn0XI1PHjx42nn37aqFOnjtG2bVuX8GVGn/HkuTnDDnOhvXv36vLly2rcuLFzWcGCBVWtWjVt27bNiy2DNxQuXFhz585VzZo1ncssFossFosuXLiguLg4l74iSVFRUdq+fbsMw9D27dudy9KVL19eJUuWdPan6+0D+ce2bdu0dOlSTZw40WV5XFycGjZsKF9fX+eyqKgoHTp0SKdOncrW59L19oG87+DBg/r777/1wAMPuCyfP3++nn76acXFxal69eoqVKiQc11UVJQuXbqkPXv26PTp0zp06JBLP/L19VX9+vVd+tG19oG8r2jRovr222919OhR2e12LV26VP7+/qpSpQqfRcjUf/7zH/n5+Wn16tWqXbu2yzoz+ownz80JX7nQ8ePHJUmlSpVyWV6iRAnnOtw6ChYsqObNm8vf39+5bO3atTp8+LCaNm2q48ePKywszKVMiRIllJiYqLNnz+rEiRMqXLiwAgICMmyT3p+utw/kDxcuXNDw4cP14osvZvh8yaoPSNKxY8ey9bl0vX0g7zt48KAkKSEhQT179lTjxo3VqVMnffPNN5LoR8ie0aNHy8/PT3fffbdq1qypt956SzNmzFC5cuXoQ8hUdHS0Zs6cqbJly2ZYZ0af8eS5OeErF0pMTJQkl5NtSQoICFBycrI3moRc5Oeff9aoUaPUunVrtWjRQklJSRn6SvrPNptNiYmJGdZLrv3pevtA/jB27FhFRkZmuGohZd4H0gN7cnJytj6XrrcP5H2XLl2SJI0YMULt2rXTggUL1KRJE/Xr10+bN2+mHyFb9u3bp9DQUM2ePVtLly5Vhw4dNHToUO3Zs4c+hBwzo8948tzc9/qbwGyBgYGS0k560/8tpb35QUFB3moWcoF169Zp6NChqlu3riZPniwp7Rf/6oCU/nNQUJACAwMzDVBX9qfr7QN538qVKxUXF6c1a9Zkuj6zfpL+H0pwcHC2Ppeutw/kfX5+fpKknj17qn379pKkqlWravfu3Xrvvfdy1I+u3oZ+dGs4duyYnn/+eS1cuFD169eXJNWsWVP79u3TzJkz+SxCjpnRZzx5bs6Vr1wo/ZJmfHy8y/L4+HiVLFnSG01CLvDhhx9q4MCBatmypebMmeP8RqZUqVKZ9pXg4GCFhoYqLCxM586dy/ChcmV/ut4+kPfFxsbq9OnTatGihSIjIxUZGSlJevnll9WrVy+FhYVl2gckqWTJktn6XLrePpD3pb+PlSpVclkeERGho0eP0o9wXTt27FBKSorLfcySVLt2bR0+fJg+hBwzo8948tyc8JULValSRSEhIdq6datz2YULF7R79241aNDAiy2DtyxevFivvvqqunTpoqlTp7pc9q5fv75++uknl+23bNmiunXrymq1ql69enI4HM6JN6S0+zZOnDjh7E/X2wfyvsmTJ+vzzz/XypUrnX8kadCgQRo/frwaNGig7du3uzxLacuWLSpfvryKFi2arc+l6+0DeV/16tVVoEAB7dixw2X5H3/8oXLlyqlBgwbavXu3c3iilNYHChQooCpVqqho0aIqX768Sz9KTU1VXFycSz+61j6Qt6XfV/P777+7LP/jjz8UHh7OZxFyzIw+49Fz8xzNjQjTTJ061WjYsKGxbt06l2cJ2Gw2bzcNJjtw4IBRvXp1o3///kZ8fLzLnwsXLhh//PGHUb16dWPSpEnGvn37jPnz52d4RteQIUOM6OhoY8uWLc7nfF05TWt29oH858qp5k+dOmU0aNDAGDFihPHnn38asbGxRs2aNY0VK1Y4t7/e51J29oG8b/bs2UZkZKSxZs0al+d8bdmyxUhKSjJatWpl9OzZ09izZ4/zGV0zZ850ll+6dKlRq1YtY8WKFc7nfDVq1Mj5nK/s7AN5l91uN/79738bbdu2NTZv3mwcPHjQeOutt4yqVasav/76K59FuK4RI0a4nMOY1Wc8dW5O+MqlUlNTjTfffNOIiooy6tSpY/Tu3ds4cuSIt5sFL3j77beNSpUqZfpnxIgRhmEYxnfffWe0a9fOqFGjhtG2bVvjs88+c9nH5cuXjdGjRxv169c36tevbwwZMsQ4c+aMyzbX2wfynyvDl2EYxo4dO4xHH33UqFGjhtGyZUvjgw8+cNk+O59L19sH8ocFCxYY0dHRRvXq1Y0HH3zQ+Prrr53rDh06ZDz11FNGzZo1jbvuusuYNm2aYbfbXcrPmzfPaNasmVGrVi2jc+fOxu7du13WZ2cfyLvOnTtnjB071mjRooURGRlpPPbYY8bWrVud6/kswrVcHb4Mw5w+46lzc4th8BAfAAAAALjZuJkDAAAAAExA+AIAAAAAExC+AAAAAMAEhC8AAAAAMAHhCwAAAABMQPgCAAAAABMQvgAAtwyeruI5HEsAyDnCFwDcgkaOHKnKlStf80+3bt283UyPOX78uPr06aO///7buSw6OlojR440tR3PP/+8KleurAULFphar6ctW7ZMb7zxhrebAQB5Dg9ZBoBb0F9//aUzZ844f46JidHu3bs1a9Ys57KQkBBFRER4o3ket2LFCo0aNUrr169XmTJlJEm7d+9WSEiIypUrZ0obLl68qLvuukvlypWTzWbTl19+KYvFYkrdnhYdHa2GDRtq4sSJ3m4KAOQpvt5uAADAfOXKlXMJHUWKFJG/v7/q1KnjvUaZrFq1aqbW9+mnn0qSRo8erSeeeEJbtmxR48aNTW0DAMC7GHYIAMjSihUrVK1aNS1btkxNmjRRw4YNtW/fPtntds2dO1ft2rVTrVq1VKdOHT3++OPasmWLs+zMmTN1zz33aMOGDXrggQdUo0YNtWnTRitXrnSp4/3331fbtm1Vs2ZNNW3aVGPHjtWlS5ec68+cOaNx48apZcuWqlGjhho2bKj+/fvr6NGjLvtZuXKl2rdvr9q1a6tFixaaMmWKbDab86qXJN19993OoYZXDzu8ePGiJkyYoFatWqlmzZpq166dli9f7lJHdHS0ZsyYoTfeeEN33nmnatWqpZ49e+rQoUPXPZaxsbFq3LixoqKidMcdd2jJkiUZtunWrZvGjBmjmJgYNW3aVLVr11bv3r116tQpxcbG6p577lFkZKSefPLJDK//888/V4cOHRQZGakmTZpozJgxOn/+vHP9yJEjFR0d7VLm6NGjqly5slasWCFJ2rp1qypXrqzNmzerR48eql27tpo0aaJJkybJbrc7j8Hff/+tTz75RJUrV87QDgBA1ghfAIBrstvtWrBggcaPH69Ro0apYsWKmjx5smJiYvTYY49p3rx5evXVV3Xu3DkNHjxYiYmJzrInT57UK6+8ou7du2vu3LkqU6aMRowYof3790tKuxo0adIkdenSRfPnz1f//v21atUqvfrqq5LSJnV4+umn9cMPP2jo0KGaP3++BgwYoM2bN+vll1921vPRRx9pxIgRql69umbNmqU+ffrogw8+0GuvvaYWLVromWeekSTNmjVL/fr1y/Aak5KS1LlzZ61Zs0a9evVSTEyM6tWrp9GjR2vOnDku2y5atEgHDhzQhAkT9Nprr2nXrl0aMWLENY/hn3/+qZ07d+rhhx+WJD388MNav369Tp06lWHbTz/9VJs3b9b48eM1evRobd68WV27dtWiRYs0YsQIvfLKK9qxY4deeeUVZ5mYmBgNGTJEderU0YwZM9S/f3+tXbtW3bp1U1JS0jXblpmhQ4eqXr16mjNnjtq1a6d58+Zp2bJlktKOYfHixdW8eXMtXbpUJUqUyPH+AeBWxbBDAMB19e3bVy1atHD+HB8fr+eee85lUo6AgAANHDhQv//+u3P4YmJiosaPH+8cXhceHq6WLVvqu+++U8WKFfXTTz+pTJky6tKli6xWqxo2bKjg4GDnFZv4+HgFBQVpxIgRql+/viSpUaNG+uuvv7R06VJJksPh0OzZs9WqVSu99tprzvYkJibqs88+U2hoqHOIZdWqVZ33fF1pxYoV+uOPP7RkyRJFRkZKkpo2barU1FTFxMTo8ccf12233SZJKliwoGJiYuTj4yMp7f65mTNn6uzZsypcuHCmxy82Nla33Xab88pT+/btNXPmTC1fvlx9+/Z12TY1NVWzZs1SoUKFJElfffWVNm3apHXr1qls2bKSpF9//VWrVq2SJJ0/f15vv/22Hn30UY0ZM8a5n0qVKqlLly6KjY1Vly5dMm1XVjp16qT+/ftLkho3bqx169Zpw4YNevzxx1WtWjX5+/urSJEit9QwVQDwBMIXAOC6qlat6vLzlClTJKUNCTxw4IAOHz6sb7/9VpJks9lctr3yBD0sLEySlJCQIEmKiorS0qVL1aFDB7Vq1UrNmzfXAw884JyIomTJklq0aJEMw9DRo0d1+PBhHThwQD///LOznoMHD+r06dO65557XOrt2bOnevbsma3X99NPP6l06dLO4JXuwQcf1PLly7Vjxw41b95cklSzZk1n8LryNSUmJmYavlJSUrR69Wq1atVKSUlJSkpKUoECBVSvXj19/PHH6tOnj6zW/w1EqVixojN4SVKxYsVUuHBhZ/CSpNtuu00XL16UlBbEbDab2rVr51Jv/fr1Vbp0af300085Dl9XH4ewsDDnewYAcB/hCwBwXcHBwS4/79y5U+PGjdPOnTsVFBSkiIgI3X777ZIyPv8pKCjI+e/0kJG+zX333SeHw6HFixcrJiZGM2fOVOnSpTV06FDdd999kqTVq1dr6tSpOnbsmG677TZVrVpVgYGBzn2eO3dOklS0aFG3X9/58+dVvHjxDMuLFSsmSbpw4UKmr+fK1+RwODLd94YNG3T69GktX748wz1kkrRp0yZnsJPSZpm82tXH/+q2X9nWq9ufHtJy4srjK6W9RiZHBoAbR/gCAOTIpUuX1KtXL1WuXFmfffaZKlSoIKvVqu+++05r167N8f7atWundu3a6eLFi/r+++/17rvvatiwYapXr56OHDmiESNGqFu3burZs6dKliwpSXrzzTe1fft2SWnDACW5TJ0vSWfPntXu3bszXMXJTKFChXT48OEMy0+ePClJWQ4nzI7Y2FiVLVtW48ePd1luGIYGDBigJUuWuISvnEq/Snbq1ClVqFDBZd3JkyedV8wsFotz0ox0XM0CAHMx4QYAIEcOHDigc+fOqXv37oqIiHBe+dm4caOkrK8AZebZZ5913lsUGhqqe++9V/369VNqaqri4+P1yy+/yOFwaODAgc7gZbfb9eOPPzrrqlChggoXLuwc9phu1apV6tOnj1JSUlyG9WWmQYMG+vvvv/XLL7+4LF+9erX8/PxUq1atbL+mK508eVKbNm3S/fffr0aNGrn8iYqKUtu2bfXdd9/pxIkTbu1fkmrXri1/f3/nVPbp4uLi9M8//6hu3bqSpAIFCujs2bNKTk52bpMeYHPqescTAJA5rnwBAHKkfPnyCgkJ0Zw5c+Tr6ytfX1+tXbvWOaTuytkOrycqKkovv/yy3njjDTVr1kwXLlzQrFmzFB4eripVqjivzLzyyivq2LGjzp8/r48++kh79+6VlHblJiQkRAMHDtQrr7yiokWLKjo6WgcPHtSMGTPUpUsXFSpUyHl17Ouvv1azZs1UsWJFl3Z06NBBixcvVv/+/TVo0CCVKVNG33zzjWJjYzVgwABn+ZxauXKlUlNTdf/992e6/uGHH9ayZcv08ccfa+DAgW7Vcdttt6lPnz6aPXu2/Pz81LJlSx09elTTp09XRESE2rdvL0lq2bKlPvjgA40ePVqPPPKI/vjjD7333nsu969lV8GCBbV792799NNPqlWrVoZhigCAzPHVFQAgR0JDQxUTEyPDMDR48GANHz5c//zzjz788EMVKFBAcXFx2d7X448/rhdffFEbN25U3759NWbMGFWsWFELFiyQn5+fGjVqpDFjxuiXX35R7969NXHiRN1+++2aNWuWpP9duenSpYsmTpyorVu36umnn9bChQvVu3dvDR8+XFLaDIl33nmnpkyZojfeeCNDO4KCgvTBBx+oZcuWmj59up555hlt375d48ePdzsUSWmzKP7rX/9SpUqVMl1fr149lSlTRsuWLcswJDAnBg4cqJdffllbtmxR3759NWvWLLVt21aLFy923i/WpEkTjRgxQtu3b1fv3r31+eefa9asWW6Frx49eujUqVPq2bOndu3a5Xa7AeBWYzG4gxYAAAAAbjqufAEAAACACQhfAAAAAGACwhcAAAAAmIDwBQAAAAAmIHwBAAAAgAkIXwAAAABgAsIXAAAAAJiA8AUAAAAAJiB8AQAAAIAJCF8AAAAAYALCFwAAAACYgPAFAAAAACb4f6Yhw9Dd/LemAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Details of Outliers:\n",
      "Empty DataFrame\n",
      "Columns: [Date, Time, Transaction, Item, Time_stamp]\n",
      "Index: []\n"
     ]
    }
   ],
   "source": [
    "# Detect outliers using z-score\n",
    "z_scores = zscore(df['Transaction'])\n",
    "threshold = 3\n",
    "outliers = df[(abs(z_scores) > threshold)]\n",
    "\n",
    "# Plot the distribution of Amount and mark outliers\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.hist(df['Transaction'], bins=50, color='skyblue', alpha=0.7, label='Transaction Amount')\n",
    "plt.scatter(outliers.index, outliers['Transaction'], color='red', label='Outliers')\n",
    "plt.xlabel('Transaction Amount')\n",
    "plt.ylabel('Frequency')\n",
    "plt.title('Distribution of Transaction Amount with Outliers')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "# Display the details of outliers\n",
    "print(\"Details of Outliers:\")\n",
    "print(outliers)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c4be382d-9ad2-41e9-a9b7-2c25ca5e2a6c",
   "metadata": {},
   "source": [
    "## TIME SERIES ANALYSIS (Transaction)\n",
    "\n",
    "1. Plot the Time Series, ACF and PACF\n",
    "    \n",
    "2. Perform Basic Statistics: mean, stf, kurtosis and skewness. \n",
    "\n",
    "3. ADF TEST\n",
    "\n",
    "4. SHAPIRO and LJung Box Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "caf264d5-41ca-44fe-9161-27c1325e4cd7",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Adjusting for Time Series Analysis\n",
    "df['Time_stamp'] = pd.to_datetime(df['Time_stamp'])\n",
    "df.set_index('Time_stamp', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "dafe8e41-fe1e-4d44-abfe-61ade3d3453b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "As seen in the Graphs, we could reach the conclusion that the Time series is not stationary, and is Autocorrelated.\n"
     ]
    }
   ],
   "source": [
    "# 1) Analyzing the Time Series Data in order to see if it Stationary or Not\n",
    "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n",
    "y = df['Transaction']\n",
    "\n",
    "num_lags=25\n",
    "\n",
    "plt.plot(y)\n",
    "plt.show()\n",
    "plot_acf(y,lags=num_lags)\n",
    "plt.show()\n",
    "plot_pacf(y,lags=num_lags,method=\"ols\")\n",
    "plt.show()\n",
    "\n",
    "print (\"As seen in the Graphs, we could reach the conclusion that the Time series is not stationary, and is Autocorrelated.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "56da77de-3d66-4611-aaa4-56b236238778",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean 4951.990889024562 Standard deviation 2787.692937078474 Skewness -0.07180210651128335 Kurtosis -1.191413742530874\n"
     ]
    }
   ],
   "source": [
    "# 2) Basic Statistics\n",
    "from scipy.stats import kurtosis, skew\n",
    "\n",
    "# Basic statistics\n",
    "mean = np.mean(y)\n",
    "std = np.std(y)\n",
    "kurtosis = kurtosis(y)\n",
    "skewness = skew(y)\n",
    "\n",
    "print(\"Mean\",mean,\"Standard deviation\",std,\"Skewness\", skewness, \"Kurtosis\",kurtosis)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "593a7c03-100b-4677-94fe-e7aada7399d4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADF test for the original series\n",
      "Statistic Value: -5.492373412000647\n",
      "p-value: 2.1608472396255496e-06\n",
      "The results of the ADF indicate that the Time Series is instead Stationary, by rejecting the H0\n"
     ]
    }
   ],
   "source": [
    "# 3) Confirm Stationarity or not with ADF TEST\n",
    "\n",
    "import statsmodels as sm\n",
    "\n",
    "# Ho: the process is not stationary. We need, at least, a unit root\n",
    "# H1: the process is stationary. We have to check different models (lags)\n",
    "\n",
    "\n",
    "adf_test = sm.tsa.stattools.adfuller(y) \n",
    "# print(\"adf_test\", adf_test) # first output \"The test statistic\", second output \"p-value\"\n",
    "print(\"ADF test for the original series\")\n",
    "print(\"Statistic Value:\" , adf_test[0])\n",
    "print(\"p-value:\" , adf_test[1])\n",
    "\n",
    "print (\"The results of the ADF indicate that the Time Series is instead Stationary, by rejecting the H0\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "3c63d125-dce4-44c2-8ae7-cb60067a34df",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/wf/hhls5kc15k165gzt06s69rnc0000gn/T/ipykernel_20912/192961696.py:10: UserWarning: \n",
      "\n",
      "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
      "\n",
      "Please adapt your code to use either `displot` (a figure-level function with\n",
      "similar flexibility) or `kdeplot` (an axes-level function for kernel density plots).\n",
      "\n",
      "For a guide to updating your code to use the new functions, please see\n",
      "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
      "\n",
      "  ax = sns.distplot(y, hist = False, kde = True,\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saphiro ShapiroResult(statistic=0.9548773169517517, pvalue=0.0)\n",
      "Shapiro P Value of 0.0, means that we reject the Null and therefore the Time Series is not Normally Distributed\n",
      "Ljung Box test P value of 0.0, means that there is evidence of autocorrelation in the time series. It goes with the ACF and PACF Graphs plotted before\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/mariobevilacquad/anaconda3/envs/MarioBevilacqua/lib/python3.9/site-packages/scipy/stats/_morestats.py:1882: UserWarning: p-value may not be accurate for N > 5000.\n",
      "  warnings.warn(\"p-value may not be accurate for N > 5000.\")\n"
     ]
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import scipy.stats as st\n",
    "\n",
    "mu = np.mean(y)\n",
    "sigma = np.std(y)\n",
    "x = np.linspace(mu -5*sigma, mu +5*sigma, 1000)\n",
    "pdf = st.norm.pdf(x, mu, sigma)\n",
    "ax = plt.plot(x, pdf, lw = 2, color = \"g\")\n",
    "ax = plt.hist(y,density=True, range = (mean - 3*std, mean + 3*std), color = \"r\")\n",
    "ax = sns.distplot(y, hist = False, kde = True,\n",
    "                 kde_kws = {'linewidth': 2}, color = \"blue\")\n",
    "ax.set_xlim(mean - 5*std, mean + 5*std)\n",
    "\n",
    "plt.show()\n",
    "\n",
    "from scipy.stats import shapiro\n",
    "# Normality test\n",
    "saphiro = shapiro(y)\n",
    "\n",
    "print(\"Saphiro\",saphiro) # first output \"The test statistic\", second output \"p-value\"\n",
    "\n",
    "#Correlation test\n",
    "import statsmodels.api as sm\n",
    "box_test = sm.stats.acorr_ljungbox(y, lags=[20])\n",
    "box_test\n",
    "\n",
    "print (\"Shapiro P Value of 0.0, means that we reject the Null and therefore the Time Series is not Normally Distributed\")\n",
    "print (\"Ljung Box test P value of 0.0, means that there is evidence of autocorrelation in the time series. It goes with the ACF and PACF Graphs plotted before\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f75723eb-53a4-4220-a2d5-096722b9456b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:MarioBevilacqua]",
   "language": "python",
   "name": "conda-env-MarioBevilacqua-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}