demo_dyntar_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Introduction\n",
    "\n",
    "This notebook is a demo of the Dynamic Tariff Analysis algorithm (version 2) on EnergyID.\n",
    "\n",
    "We try to answer the question: \"Is a dynamic tariff advantageous for me?\".\n",
    "We do this by comparing billing based on SMR3 meter readings (15 minute granularity), also known as a dynamic tariff,\n",
    "with billing based on (virtualised) SMR2 meter readings (eg. the monthly sum of the SMR3 readings).\n",
    "\n",
    "By re-dividing the monthly sum of the SMR3 readings back into 15 minute intervals, using the RLP and SPP profiles, we create a \"15 minute SMR2\" series, that can easily be compared with the SMR3 series."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "from openenergyid.dyntar import (\n",
    "    DynamicTariffAnalysisInput,\n",
    "    DynamicTariffAnalysisOutput,\n",
    "    calculate_dyntar_columns,\n",
    "    summarize_result,\n",
    ")\n",
    "\n",
    "import seaborn as sns\n",
    "from matplotlib.colors import TwoSlopeNorm\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Input Data\n",
    "\n",
    "The input data is a JSON file, containing a DynamicTariffAnalysisInput object.\n",
    "\n",
    "The object needs to have following columns in 15-minute intervals:\n",
    "- `electricity_delivered`\n",
    "- `electricity_exported`\n",
    "- `price_electricity_delivered`\n",
    "- `price_electricity_exported`\n",
    "- `RLP`\n",
    "- `SPP`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
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       "                           electricity_delivered  electricity_exported  \\\n",
       "2023-12-31 23:00:00+00:00                  0.023                   0.0   \n",
       "2023-12-31 23:15:00+00:00                  0.026                   0.0   \n",
       "2023-12-31 23:30:00+00:00                  0.020                   0.0   \n",
       "2023-12-31 23:45:00+00:00                  0.029                   0.0   \n",
       "2024-01-01 00:00:00+00:00                  0.020                   0.0   \n",
       "...                                          ...                   ...   \n",
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       "2024-04-18 20:30:00+00:00                  0.116                   0.0   \n",
       "2024-04-18 20:45:00+00:00                  0.131                   0.0   \n",
       "2024-04-18 21:00:00+00:00                  0.131                   0.0   \n",
       "\n",
       "                           price_electricity_delivered  \\\n",
       "2023-12-31 23:00:00+00:00                     0.004102   \n",
       "2023-12-31 23:15:00+00:00                     0.004102   \n",
       "2023-12-31 23:30:00+00:00                     0.004102   \n",
       "2023-12-31 23:45:00+00:00                     0.004102   \n",
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       "...                                                ...   \n",
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       "2024-04-18 20:30:00+00:00                     0.095627   \n",
       "2024-04-18 20:45:00+00:00                     0.095627   \n",
       "2024-04-18 21:00:00+00:00                     0.083856   \n",
       "\n",
       "                           price_electricity_exported       RLP  SPP  \n",
       "2023-12-31 23:00:00+00:00                   -0.003915  0.000041  0.0  \n",
       "2023-12-31 23:15:00+00:00                   -0.003915  0.000041  0.0  \n",
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       "...                                               ...       ...  ...  \n",
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       "\n",
       "[10457 rows x 6 columns]"
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     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = DynamicTariffAnalysisInput.from_json(path=\"data/dyntar/sample.json\")\n",
    "\n",
    "df = data.to_pandas()\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We calculate a bunch of extra columns\n",
    "\n",
    "- From the 2 electricity columns, `electricity_delivered` and `electricity_exported`, we make 4:\n",
    "    - `electricity_delivered_smr3` and `electricity_exported_smr3` are the original SMR3 readings\n",
    "    - `electricity_delivered_smr2` and `electricity_exported_smr2` are the virtualised SMR2 readings\n",
    "- We calculate the cost for each of these 4 columns, by multiplying the electricity with the price.\n",
    "- We add the RLP and SPP weighted prices as well.\n",
    "- We calculate the Heatmap Scores according to the formula: TODO"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = calculate_dyntar_columns(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
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       "      <td>-0.0</td>\n",
       "      <td>0.046355</td>\n",
       "      <td>0.019040</td>\n",
       "      <td>-0.003749</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>-0.003749</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-04-18 20:45:00+00:00</th>\n",
       "      <td>0.131</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.095627</td>\n",
       "      <td>0.072355</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.038904</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003720</td>\n",
       "      <td>0.012527</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>0.046355</td>\n",
       "      <td>0.019040</td>\n",
       "      <td>-0.004538</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>-0.004538</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-04-18 21:00:00+00:00</th>\n",
       "      <td>0.131</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.083856</td>\n",
       "      <td>0.062547</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.038487</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003227</td>\n",
       "      <td>0.010985</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>0.046355</td>\n",
       "      <td>0.019040</td>\n",
       "      <td>-0.003469</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>-0.003469</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10457 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                           electricity_delivered_smr3  \\\n",
       "2023-12-31 23:00:00+00:00                       0.023   \n",
       "2023-12-31 23:15:00+00:00                       0.026   \n",
       "2023-12-31 23:30:00+00:00                       0.020   \n",
       "2023-12-31 23:45:00+00:00                       0.029   \n",
       "2024-01-01 00:00:00+00:00                       0.020   \n",
       "...                                               ...   \n",
       "2024-04-18 20:00:00+00:00                       0.115   \n",
       "2024-04-18 20:15:00+00:00                       0.140   \n",
       "2024-04-18 20:30:00+00:00                       0.116   \n",
       "2024-04-18 20:45:00+00:00                       0.131   \n",
       "2024-04-18 21:00:00+00:00                       0.131   \n",
       "\n",
       "                           electricity_exported_smr3  \\\n",
       "2023-12-31 23:00:00+00:00                        0.0   \n",
       "2023-12-31 23:15:00+00:00                        0.0   \n",
       "2023-12-31 23:30:00+00:00                        0.0   \n",
       "2023-12-31 23:45:00+00:00                        0.0   \n",
       "2024-01-01 00:00:00+00:00                        0.0   \n",
       "...                                              ...   \n",
       "2024-04-18 20:00:00+00:00                        0.0   \n",
       "2024-04-18 20:15:00+00:00                        0.0   \n",
       "2024-04-18 20:30:00+00:00                        0.0   \n",
       "2024-04-18 20:45:00+00:00                        0.0   \n",
       "2024-04-18 21:00:00+00:00                        0.0   \n",
       "\n",
       "                           price_electricity_delivered  \\\n",
       "2023-12-31 23:00:00+00:00                     0.004102   \n",
       "2023-12-31 23:15:00+00:00                     0.004102   \n",
       "2023-12-31 23:30:00+00:00                     0.004102   \n",
       "2023-12-31 23:45:00+00:00                     0.004102   \n",
       "2024-01-01 00:00:00+00:00                     0.004010   \n",
       "...                                                ...   \n",
       "2024-04-18 20:00:00+00:00                     0.095627   \n",
       "2024-04-18 20:15:00+00:00                     0.095627   \n",
       "2024-04-18 20:30:00+00:00                     0.095627   \n",
       "2024-04-18 20:45:00+00:00                     0.095627   \n",
       "2024-04-18 21:00:00+00:00                     0.083856   \n",
       "\n",
       "                           price_electricity_exported       RLP  SPP  \\\n",
       "2023-12-31 23:00:00+00:00                   -0.003915  0.000041  0.0   \n",
       "2023-12-31 23:15:00+00:00                   -0.003915  0.000041  0.0   \n",
       "2023-12-31 23:30:00+00:00                   -0.003915  0.000040  0.0   \n",
       "2023-12-31 23:45:00+00:00                   -0.003915  0.000039  0.0   \n",
       "2024-01-01 00:00:00+00:00                   -0.003992  0.000038  0.0   \n",
       "...                                               ...       ...  ...   \n",
       "2024-04-18 20:00:00+00:00                    0.072355  0.000032  0.0   \n",
       "2024-04-18 20:15:00+00:00                    0.072355  0.000032  0.0   \n",
       "2024-04-18 20:30:00+00:00                    0.072355  0.000032  0.0   \n",
       "2024-04-18 20:45:00+00:00                    0.072355  0.000031  0.0   \n",
       "2024-04-18 21:00:00+00:00                    0.062547  0.000031  0.0   \n",
       "\n",
       "                           electricity_delivered_smr2  \\\n",
       "2023-12-31 23:00:00+00:00                    0.025193   \n",
       "2023-12-31 23:15:00+00:00                    0.024818   \n",
       "2023-12-31 23:30:00+00:00                    0.024259   \n",
       "2023-12-31 23:45:00+00:00                    0.023730   \n",
       "2024-01-01 00:00:00+00:00                    0.133335   \n",
       "...                                               ...   \n",
       "2024-04-18 20:00:00+00:00                    0.039762   \n",
       "2024-04-18 20:15:00+00:00                    0.040024   \n",
       "2024-04-18 20:30:00+00:00                    0.039903   \n",
       "2024-04-18 20:45:00+00:00                    0.038904   \n",
       "2024-04-18 21:00:00+00:00                    0.038487   \n",
       "\n",
       "                           electricity_exported_smr2  \\\n",
       "2023-12-31 23:00:00+00:00                        NaN   \n",
       "2023-12-31 23:15:00+00:00                        NaN   \n",
       "2023-12-31 23:30:00+00:00                        NaN   \n",
       "2023-12-31 23:45:00+00:00                        NaN   \n",
       "2024-01-01 00:00:00+00:00                        0.0   \n",
       "...                                              ...   \n",
       "2024-04-18 20:00:00+00:00                        0.0   \n",
       "2024-04-18 20:15:00+00:00                        0.0   \n",
       "2024-04-18 20:30:00+00:00                        0.0   \n",
       "2024-04-18 20:45:00+00:00                        0.0   \n",
       "2024-04-18 21:00:00+00:00                        0.0   \n",
       "\n",
       "                           cost_electricity_delivered_smr2  \\\n",
       "2023-12-31 23:00:00+00:00                         0.000103   \n",
       "2023-12-31 23:15:00+00:00                         0.000102   \n",
       "2023-12-31 23:30:00+00:00                         0.000100   \n",
       "2023-12-31 23:45:00+00:00                         0.000097   \n",
       "2024-01-01 00:00:00+00:00                         0.000535   \n",
       "...                                                    ...   \n",
       "2024-04-18 20:00:00+00:00                         0.003802   \n",
       "2024-04-18 20:15:00+00:00                         0.003827   \n",
       "2024-04-18 20:30:00+00:00                         0.003816   \n",
       "2024-04-18 20:45:00+00:00                         0.003720   \n",
       "2024-04-18 21:00:00+00:00                         0.003227   \n",
       "\n",
       "                           cost_electricity_delivered_smr3  \\\n",
       "2023-12-31 23:00:00+00:00                         0.000094   \n",
       "2023-12-31 23:15:00+00:00                         0.000107   \n",
       "2023-12-31 23:30:00+00:00                         0.000082   \n",
       "2023-12-31 23:45:00+00:00                         0.000119   \n",
       "2024-01-01 00:00:00+00:00                         0.000080   \n",
       "...                                                    ...   \n",
       "2024-04-18 20:00:00+00:00                         0.010997   \n",
       "2024-04-18 20:15:00+00:00                         0.013388   \n",
       "2024-04-18 20:30:00+00:00                         0.011093   \n",
       "2024-04-18 20:45:00+00:00                         0.012527   \n",
       "2024-04-18 21:00:00+00:00                         0.010985   \n",
       "\n",
       "                           cost_electricity_exported_smr2  \\\n",
       "2023-12-31 23:00:00+00:00                             NaN   \n",
       "2023-12-31 23:15:00+00:00                             NaN   \n",
       "2023-12-31 23:30:00+00:00                             NaN   \n",
       "2023-12-31 23:45:00+00:00                             NaN   \n",
       "2024-01-01 00:00:00+00:00                             0.0   \n",
       "...                                                   ...   \n",
       "2024-04-18 20:00:00+00:00                            -0.0   \n",
       "2024-04-18 20:15:00+00:00                            -0.0   \n",
       "2024-04-18 20:30:00+00:00                            -0.0   \n",
       "2024-04-18 20:45:00+00:00                            -0.0   \n",
       "2024-04-18 21:00:00+00:00                            -0.0   \n",
       "\n",
       "                           cost_electricity_exported_smr3  \\\n",
       "2023-12-31 23:00:00+00:00                             0.0   \n",
       "2023-12-31 23:15:00+00:00                             0.0   \n",
       "2023-12-31 23:30:00+00:00                             0.0   \n",
       "2023-12-31 23:45:00+00:00                             0.0   \n",
       "2024-01-01 00:00:00+00:00                             0.0   \n",
       "...                                                   ...   \n",
       "2024-04-18 20:00:00+00:00                            -0.0   \n",
       "2024-04-18 20:15:00+00:00                            -0.0   \n",
       "2024-04-18 20:30:00+00:00                            -0.0   \n",
       "2024-04-18 20:45:00+00:00                            -0.0   \n",
       "2024-04-18 21:00:00+00:00                            -0.0   \n",
       "\n",
       "                           rlp_weighted_price_delivered  \\\n",
       "2023-12-31 23:00:00+00:00                      0.004102   \n",
       "2023-12-31 23:15:00+00:00                      0.004102   \n",
       "2023-12-31 23:30:00+00:00                      0.004102   \n",
       "2023-12-31 23:45:00+00:00                      0.004102   \n",
       "2024-01-01 00:00:00+00:00                      0.086561   \n",
       "...                                                 ...   \n",
       "2024-04-18 20:00:00+00:00                      0.046355   \n",
       "2024-04-18 20:15:00+00:00                      0.046355   \n",
       "2024-04-18 20:30:00+00:00                      0.046355   \n",
       "2024-04-18 20:45:00+00:00                      0.046355   \n",
       "2024-04-18 21:00:00+00:00                      0.046355   \n",
       "\n",
       "                           spp_weighted_price_exported  heatmap_delivered  \\\n",
       "2023-12-31 23:00:00+00:00                          NaN          -0.000000   \n",
       "2023-12-31 23:15:00+00:00                          NaN           0.000000   \n",
       "2023-12-31 23:30:00+00:00                          NaN          -0.000000   \n",
       "2023-12-31 23:45:00+00:00                          NaN           0.000000   \n",
       "2024-01-01 00:00:00+00:00                     0.062453          -0.009356   \n",
       "...                                                ...                ...   \n",
       "2024-04-18 20:00:00+00:00                     0.019040          -0.003707   \n",
       "2024-04-18 20:15:00+00:00                     0.019040          -0.004926   \n",
       "2024-04-18 20:30:00+00:00                     0.019040          -0.003749   \n",
       "2024-04-18 20:45:00+00:00                     0.019040          -0.004538   \n",
       "2024-04-18 21:00:00+00:00                     0.019040          -0.003469   \n",
       "\n",
       "                           heatmap_exported  heatmap_total  \\\n",
       "2023-12-31 23:00:00+00:00               0.0       0.000000   \n",
       "2023-12-31 23:15:00+00:00               0.0       0.000000   \n",
       "2023-12-31 23:30:00+00:00               0.0       0.000000   \n",
       "2023-12-31 23:45:00+00:00               0.0       0.000000   \n",
       "2024-01-01 00:00:00+00:00               0.0      -0.009356   \n",
       "...                                     ...            ...   \n",
       "2024-04-18 20:00:00+00:00              -0.0      -0.003707   \n",
       "2024-04-18 20:15:00+00:00              -0.0      -0.004926   \n",
       "2024-04-18 20:30:00+00:00              -0.0      -0.003749   \n",
       "2024-04-18 20:45:00+00:00              -0.0      -0.004538   \n",
       "2024-04-18 21:00:00+00:00              -0.0      -0.003469   \n",
       "\n",
       "                           heatmap_delivered_description  \\\n",
       "2023-12-31 23:00:00+00:00                              0   \n",
       "2023-12-31 23:15:00+00:00                              0   \n",
       "2023-12-31 23:30:00+00:00                              0   \n",
       "2023-12-31 23:45:00+00:00                              0   \n",
       "2024-01-01 00:00:00+00:00                              4   \n",
       "...                                                  ...   \n",
       "2024-04-18 20:00:00+00:00                              1   \n",
       "2024-04-18 20:15:00+00:00                              1   \n",
       "2024-04-18 20:30:00+00:00                              1   \n",
       "2024-04-18 20:45:00+00:00                              1   \n",
       "2024-04-18 21:00:00+00:00                              1   \n",
       "\n",
       "                           heatmap_exported_description  \\\n",
       "2023-12-31 23:00:00+00:00                             0   \n",
       "2023-12-31 23:15:00+00:00                             0   \n",
       "2023-12-31 23:30:00+00:00                             0   \n",
       "2023-12-31 23:45:00+00:00                             0   \n",
       "2024-01-01 00:00:00+00:00                             0   \n",
       "...                                                 ...   \n",
       "2024-04-18 20:00:00+00:00                             0   \n",
       "2024-04-18 20:15:00+00:00                             0   \n",
       "2024-04-18 20:30:00+00:00                             0   \n",
       "2024-04-18 20:45:00+00:00                             0   \n",
       "2024-04-18 21:00:00+00:00                             0   \n",
       "\n",
       "                           heatmap_total_description  \n",
       "2023-12-31 23:00:00+00:00                          0  \n",
       "2023-12-31 23:15:00+00:00                          0  \n",
       "2023-12-31 23:30:00+00:00                          0  \n",
       "2023-12-31 23:45:00+00:00                          0  \n",
       "2024-01-01 00:00:00+00:00                          4  \n",
       "...                                              ...  \n",
       "2024-04-18 20:00:00+00:00                          1  \n",
       "2024-04-18 20:15:00+00:00                          1  \n",
       "2024-04-18 20:30:00+00:00                          1  \n",
       "2024-04-18 20:45:00+00:00                          1  \n",
       "2024-04-18 21:00:00+00:00                          1  \n",
       "\n",
       "[10457 rows x 20 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "cost_electricity_delivered_smr2    75.351600\n",
       "cost_electricity_delivered_smr3    83.939318\n",
       "cost_electricity_exported_smr2     -9.485280\n",
       "cost_electricity_exported_smr3     -8.439498\n",
       "cost_electricity_total_smr2        65.866320\n",
       "cost_electricity_total_smr3        75.499819\n",
       "ratio                               0.113553\n",
       "dtype: float64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summarize_result(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "output_model = DynamicTariffAnalysisOutput.from_pandas(df)\n",
    "\n",
    "output_model.to_json(path=\"data/dyntar/sample_output.json\", indent=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualisation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from openenergyid.dyntar.const import (\n",
    "    ELECTRICITY_DELIVERED_SMR3,\n",
    "    ELECTRICITY_EXPORTED_SMR3,\n",
    "    ELECTRICITY_DELIVERED_SMR2,\n",
    "    ELECTRICITY_EXPORTED_SMR2,\n",
    "    COST_ELECTRICITY_DELIVERED_SMR2,\n",
    "    COST_ELECTRICITY_EXPORTED_SMR2,\n",
    "    COST_ELECTRICITY_DELIVERED_SMR3,\n",
    "    COST_ELECTRICITY_EXPORTED_SMR3,\n",
    "    HEATMAP_TOTAL,\n",
    "    HEATMAP_DELIVERED,\n",
    "    HEATMAP_EXPORTED,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Detail Graphs for one month\n",
    "\n",
    "To show the difference between the SMR2 and SMR3 profiles, we show the following graphs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "result_slice = df.truncate(\n",
    "    before=pd.Timestamp(\"2024-03-01\", tz=\"Europe/Brussels\"),\n",
    "    after=pd.Timestamp(\"2024-03-31T23:45:00\", tz=\"Europe/Brussels\"),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Show line graphs of electricty delivered for SMR2 and SMR3\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "# Set the size of the figure\n",
    "fig.set_size_inches(12, 8)\n",
    "\n",
    "# Give both lines a bit of transparency\n",
    "result_slice[[ELECTRICITY_DELIVERED_SMR2, ELECTRICITY_DELIVERED_SMR3]].plot(ax=ax, alpha=0.7)\n",
    "\n",
    "# Set the labels\n",
    "ax.set_ylabel(\"Elektriciteit [kWh/15 min]\")\n",
    "ax.set_xlabel(\"Datum\")\n",
    "\n",
    "# horizontal ticks\n",
    "plt.xticks(rotation=45)\n",
    "\n",
    "# Title of the graph: \"Afname van elektriciteit in maart 2024\"\n",
    "plt.title(\"Afname van elektriciteit in maart 2024\")\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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8gfLyckfwumrVKqxYsSLp91lquu/RgZ0VGO3atQsNGzbEunXrkJGREfO9qRwLINxd9sQTT8ScOXNw++23Awh3dc/MzHSMlw2FQnjooYfw2GOPYc2aNQgGg/Z7BxxwQI3Snci2bduwe/duPPnkk3jyySfjfib6eFp+++03mKaJm2++GTfffHPCv23btq39+0UXXYTMzEysWLECrVq1SpiuRFI5l1aA6eYyWKnmYZFqc36r+/tGjRoBAAoKCmJej/7Od999F3fccQeWLFnimPchutLjyy+/xK233opFixbFzOOwZ88ee5tA3e5J8QSDQXsG9g8++CBmOEheXl7MnBUAUFJSYr8fz9VXX40PP/wQzz33HA4//HDHezfddBOaNm2acgUdEZFsDNKJiCQKhUJo0aIFXnzxxbjvRwcT8QqgiVoVI4NBN4RCIZx00km4/vrr475/8MEH2z+fd955eOKJJ/DBBx9g6NChmDNnDg455BBH4TgUCqFnz5544IEH4n5fdNBR0xmjE834bUZNplUX5513HkaPHo0lS5agV69emDNnDk488UTHeNdp06bh5ptvxiWXXILbb78dTZs2RUZGBiZOnBh3HHZt0m19z4UXXoiRI0fG/cxhhx1W7d9Onjw5YYtodMXF2Wefjeeeew4PPfQQpk+fnjBdiahakaAmeViUuubLRH8f7/XI7/z8889x5pln4vjjj8djjz2G1q1bIysrC7Nnz7ZnRAeA1atX48QTT8QhhxyCBx54AAUFBcjOzsb777+PBx98MCbPun0ux44di3fffRcvvvii3asmUuvWrfHnn3/GvG69Fh3UA8DUqVPx2GOP4a677sJFF13keG/VqlV48sknMWPGDPzxxx/26yUlJSgvL8fatWvRsGFDNG3atK67RkRUawzSiYgk6tSpEz799FMcc8wxtS7sWi1xu3fvdry+bt06x+8tWrRAbm5u3JnCU5k9vFOnTigsLMTgwYOTfvb4449H69at8corr+DYY4/Ff//7X8eM3Nb3/fTTTzjxxBNr3X25Ltq1a4dQKIQ1a9bYaysDqR0Ly9ChQ3HZZZfZXd5//fVX3HjjjY7PvPbaaxg4cCCefvppx+u7d++Ombyqtpo3b44GDRogGAymdH4idezYEUB4ybBU//bqq69G586dccstt6BRo0b4xz/+4XjfjfNppet///tfjf820fZrkodT/c508frrryM3NxcfffSRo7v47NmzHZ975513UFpairffftvRah89/CSZ2hyv6667DrNnz8aMGTNw/vnnx/1Mr1698PnnnyMUCjkmj/vmm29Qr169mIqWRx99FFOmTMHEiRNxww03xHzfpk2bEAqFMGHCBEyYMCHm/Q4dOuCaa67hjO9EpBTHpBMRSTR8+HAEg0G7u3SkioqKmMA7noYNG6JZs2Yx42kfe+wxx++BQACDBw/G3LlzHS1Gv/32Gz744IOU0rpo0SJ89NFHMe/t3r0bFRUV9u8ZGRk455xz8M477+D5559HRUWFo6u79X2bNm3CU089FfN9xcXF2L9/f9I01YXVahx9nKLHq1ancePGGDJkCObMmYOXX34Z2dnZGDp0qOMzgUAgppX01VdfjRnnXReBQADDhg3D66+/Hjeo3bZtW8K/bdGiBU444QQ88cQTcVsoE/3tzTffjMmTJ+PGG2+MWZ7LWn86lfybSPPmzXH88cdj1qxZWL9+veO9ZK3O+fn5cbddkzwc7zutz6WjQCAAwzAcPWzWrl0bs4qC1SIfeYz37NkTE8wnk+gcJHLvvffivvvuw//93//hmmuuSfi5c845B1u2bMEbb7xhv7Z9+3a8+uqrOOOMMxwVEK+88gomTJiAESNGJOyxc+ihh+LNN9+M+dejRw8cdNBBePPNNx3j/YmIVGBLOhGRRAMGDMBll12G6dOnY8mSJTj55JORlZWFVatW4dVXX8VDDz2Ec845J+n3jBkzBnfddRfGjBmDvn374rPPPsOvv/4a87kpU6bg448/xjHHHIMrrrgCwWAQjzzyCA499FAsWbKk2m1cd911ePvtt/HXv/4Vo0aNQp8+fbB//34sW7YMr732GtauXetoGT733HPxr3/9C7feeit69uyJbt26Ob7voosuwpw5c3D55Zdj/vz5OOaYYxAMBvHLL79gzpw59trLovTp0wfDhg3DjBkzsGPHDnsJNuu4pdoSeO655+LCCy/EY489hiFDhqBx48aO9//617/itttuw+jRo3H00Udj2bJlePHFF+2WYrfcddddmD9/Po488kiMHTsW3bt3x86dO/HDDz/g008/xc6dOxP+7aOPPopjjz0WPXv2xNixY9GxY0ds2bIFixYtwsaNG2PWdLfce++92LNnD6666io0aNAAF154IYDwsQWACRMmYMiQIQgEAvbSezXx8MMP49hjj8URRxyBcePGoUOHDli7di3ee++9avNrnz598Pjjj+OOO+5A586d0aJFCwwaNKjGeTj6OwHgn//8J8477zxkZWXhjDPOsIN3rzv99NPxwAMP4JRTTsEFF1yArVu34tFHH0Xnzp2xdOlS+3Mnn3wysrOzccYZZ+Cyyy5DYWEhnnrqKbRo0SJuJU4iffr0waeffooHHngAbdq0QYcOHXDkkUfG/eybb76J66+/Hl26dEG3bt3wwgsvON4/6aST7GX0zjnnHPTv3x+jR4/G8uXL0axZMzz22GMIBoOYOnWq/TeLFy/GxRdfjAMOOAAnnnhizJCio48+Gh07dkSzZs1iKtYA2C3n8d4jIpKNQToRkWQzZ85Enz598MQTT+D//u//kJmZifbt2+PCCy/EMccck9J33HLLLdi2bRtee+01zJkzB6eeeio++OCDmAnp+vTpgw8++ACTJ0/GzTffjIKCAtx2221YsWIFfvnll2q3Ua9ePSxcuBDTpk3Dq6++iueeew4NGzbEwQcfjKlTpzomkwLCheCCggJs2LAhphUdCLe2z507Fw8++CCee+45vPnmm6hXrx46duyIa665Rsr44Oeeew6tWrXCf/7zH7z55psYPHgwXnnlFXTt2tWeLTqZM888E3l5edi3b1/c/fy///s/7N+/Hy+99BJeeeUVHHHEEXjvvfdiuojXVcuWLbF48WLcdttteOONN/DYY4/hgAMOQI8ePRxrw8fTvXt3fPfdd5g6dSqeeeYZ7NixAy1atEDv3r1xyy23VPu3M2fORGFhIUaPHo0GDRrgb3/7G84++2xcffXVePnll/HCCy/ANM1aBemHH344vv76a9x88814/PHHUVJSgnbt2mH48OHV/t0tt9yCdevW4Z577sG+ffswYMAADBo0qMZ5ONJf/vIX3H777Zg5cyY+/PBDe6hEugTpgwYNwtNPP4277roLEydORIcOHXD33Xdj7dq1jiC9a9eueO2113DTTTdh8uTJaNWqFa644go0b94cl1xyScrbe+CBBzBu3DjcdNNNKC4uxsiRIxMG6VYl0KpVq2LGjAPhrvZWkB4IBPD+++/juuuuw8MPP4zi4mL85S9/wTPPPIOuXbvaf7N8+XKUlZVh27ZtcdM9e/Zs1yvKiIhEMUw3Z9QhIqK0MHToUPz8889YtWqV6qQot2TJEvTu3RsvvPACRowYoTo5RERE5HMck05EpLnodYRXrVqF999/HyeccIKaBCkUb03lGTNmICMjA8cff7yCFBERERE5sbs7EZHmOnbsiFGjRqFjx45Yt24dHn/8cWRnZydclkpn99xzD77//nsMHDgQmZmZ+OCDD/DBBx9g3LhxMUvAEREREanA7u5ERJobPXo05s+fj82bNyMnJwdHHXUUpk2bhiOOOEJ10qT75JNPMHXqVCxfvhyFhYU46KCDcNFFF+Gf//wnMjNZb01ERETqMUgnIiIiIiIi8giOSSciIiIiIiLyCAbpRERERERERB7huwF4oVAIf/zxBxo0aADDMFQnh4iIiIiIiDRnmib27duHNm3aICOj+rZy3wXpf/zxB2fwJSIiIiIiIuk2bNiAAw88sNrP+C5Ib9CgAYDwwWnYsKHi1BAREREREZHu9u7di4KCAjserY7vgnSri3vDhg0ZpBMREREREZE0qQy55sRxRERERERERB7BIJ2IiIiIiIjIIxikExEREREREXmE78akp8I0TVRUVCAYDKpOCpHvBQIBZGZmcslEIiIiIvIFBulRysrK8Oeff6KoqEh1UoioUr169dC6dWtkZ2erTgoRERERkVAM0iOEQiGsWbMGgUAAbdq0QXZ2NlvviBQyTRNlZWXYtm0b1qxZgy5duiAjg6N0iIiIiEhfDNIjlJWVIRQKoaCgAPXq1VOdHCICkJeXh6ysLKxbtw5lZWXIzc1VnSQiIiIiImHYJBUHW+qIvIXXJBERERH5BUu+RERERERERB7BIJ2IiIiIiIjIIxik+8CCBQtgGAZ2796tZPuGYWDu3LkpfXbKlCno1auX0PT4herzTkRERERENccgnWqspsHfn3/+iVNPPTWlz06ePBnz5s2zfx81ahSGDh1ai1SmJ90D6507d+Lqq69G165dkZeXh4MOOggTJkzAnj17VCeNiIiIiMgTOLs7CVNWVobs7Gy0atUq5b+pX78+6tevLzBV3lVeXq46CUKVlZXhjz/+wB9//IH77rsP3bt3x7p163D55Zfjjz/+wGuvvaY6iUREREREyrElPQnTNFFSHlTyzzTNlNMZCoUwffp0dOjQAXl5eTj88MOrDXq++OILHHfcccjLy0NBQQEmTJiA/fv32++XlpbihhtuQEFBAXJyctC5c2c8/fTTWLt2LQYOHAgAaNKkCQzDwKhRowAAJ5xwAsaPH4+JEyeiWbNmGDJkCIDY7u4bN27E+eefj6ZNmyI/Px99+/bFN998A8DZ3X3KlCl49tln8dZbb8EwDBiGgQULFmDQoEEYP368Y3+2bduG7OxsRyt8IqWlpZg8eTLatm2L/Px8HHnkkViwYAEAoKSkBD169MC4cePsz69evRoNGjTArFmzAADPPPMMGjdujLlz56JLly7Izc3FkCFDsGHDBsd2Hn/8cXTq1AnZ2dno2rUrnn/+ecf7hmHg8ccfx5lnnon8/HyMHTs24bFN5fy+//77OPjgg5GXl4eBAwdi7dq1SY+FZd26dTjjjDPQpEkT5Ofno0ePHnj//fcBVLXuf/TRR+jduzfy8vIwaNAgbN26FR988AG6deuGhg0b4oILLkBRUZH9nfHyw6GHHorXX38dZ5xxBjp16oRBgwbhzjvvxDvvvIOKioqU00tEREREpCu2pCdRWhHCVS/+oGTbj444ArlZgZQ+O336dLzwwguYOXMmunTpgs8++wwXXnghmjdvHvPZ1atX45RTTsEdd9yBWbNmYdu2bRg/fjzGjx+P2bNnAwAuvvhiLFq0CA8//DAOP/xwrFmzBtu3b0dBQQFef/11DBs2DCtXrkTDhg2Rl5dnf/ezzz6LK664Al9++WXcdBYWFmLAgAFo27Yt3n77bbRq1Qo//PADQqFQzGcnT56MFStWYO/evXa6mjZtijFjxmD8+PG4//77kZOTAwB44YUX0LZtWwwaNCjpsRo/fjyWL1+Ol19+GW3atMGbb76JU045BcuWLUOXLl3w4osv4sgjj8Tpp5+Ov/71r7jwwgtx0kkn4ZJLLrG/o6ioCHfeeSeee+45ZGdn48orr8R5551n7/ebb76Ja665BjNmzMDgwYPx7rvvYvTo0TjwwAPtQBwIV0TcddddmDFjBgKBAM4888y4x7a68ztgwABs2LABZ599Nq666iqMGzcO3333Ha699tqkx8Jy1VVXoaysDJ999hny8/OxfPnymB4NU6ZMwSOPPIJ69eph+PDhGD58OHJycvDSSy+hsLAQZ511Fv71r3/hhhtusP8mWX4AgD179qBhw4bIzOTtiIiIiIiIpWINlJaWYtq0afj0009x1FFHAQA6duyIL774Ak888YSjVRgIB3wjRozAxIkTAQBdunTBww8/jAEDBuDxxx/H+vXrMWfOHHzyyScYPHiw/X2Wpk2bAgBatGiBxo0bO767S5cuuOeeexKm9aWXXsK2bdvw7bff2t/TuXPnuJ+tX78+8vLyUFpa6ugyf/bZZ2P8+PF46623MHz4cADh1u1Ro0bBMIxqj9X69esxe/ZsrF+/Hm3atAEQrgz48MMPMXv2bEybNg29evXCHXfcgTFjxuC8887DunXr8O677zq+p7y8HI888giOPPJIAOFgtFu3bli8eDH69euH++67D6NGjcKVV14JAJg0aRK+/vpr3HfffY4g/YILLsDo0aPt39esWQPAeWyTnV/rvHXq1An3338/AKBr165YtmwZ7r777mqPR+RxGTZsGHr27Gl/f7Q77rgDxxxzDADg0ksvxY033ojVq1fbnz3nnHMwf/58R5CeLD9s374dt99+e0weJSIiIiLyKwbpSeRkZuDREUco23YqfvvtNxQVFeGkk05yvF5WVobevXvHfP6nn37C0qVL8eKLL9qvmaaJUCiENWvWYNmyZQgEAhgwYECN09ynT59q31+yZAl69+5tB+i1kZubi4suugizZs3C8OHD8cMPP+B///sf3n777aR/u2zZMgSDQRx88MGO10tLS3HAAQfYv1977bWYO3cuHnnkEXzwwQeO9wAgMzMTf/nLX+zfDznkEDRu3BgrVqxAv379sGLFipjA85hjjsFDDz3keK1v375J05zK+V2xYoVdYWCxAvpUTJgwAVdccQU+/vhjDB48GMOGDcNhhx3m+Ezk7y1btkS9evUcwXzLli2xePFix99Ulx/27t2L008/Hd27d8eUKVNSTisRERERkc4YpCdhGEbKXc5VKSwsBAC89957aNu2reO9nJwcrF69Oubzl112GSZMmBDzXQcddBB+++23WqclPz+/2vcju8bXxZgxY9CrVy9s3LgRs2fPxqBBg9CuXbukf1dYWIhAIIDvv/8egYDzvEZ27966dSt+/fVXBAIBrFq1Cqeccoor6Y6W7HgByc+vG8aMGYMhQ4bgvffew8cff4zp06fj/vvvx9VXX21/Jisry/7ZMAzH79Zr0cMWEu3fvn37cMopp6BBgwZ48803Y76LiIiIiMivOHGcBrp3746cnBysX78enTt3dvwrKCiI+fwRRxyB5cuXx3y2c+fOyM7ORs+ePREKhbBw4cK428vOzgYABIPBGqf1sMMOw5IlS7Bz586UPp+dnR13Oz179kTfvn3x1FNP4aWXXnKMF69O7969EQwGsXXr1ph9j+xSf8kll6Bnz5549tlnccMNN2DFihWO76moqMB3331n/75y5Urs3r0b3bp1AwB069YtZhz2l19+ie7duyfdX8B5bFM5v1ZX+0hff/11SsfEUlBQgMsvvxxvvPEGrr32Wjz11FM1+vtU7d27FyeffDKys7Px9ttvIzc3V8h2iIiIiIjSEVvSNdCgQQNMnjwZ/+///T+EQiEce+yx2LNnD7788ks0bNgwpoX5hhtuQP/+/TF+/HiMGTPGnijsk08+wSOPPIL27dtj5MiRuOSSS+yJ49atW4etW7di+PDhaNeuHQzDwLvvvovTTjsNeXl5KS+bdv7552PatGkYOnQopk+fjtatW+PHH39EmzZt4nbPbt++PT766COsXLkSBxxwABo1amS3uloTyOXn5+Oss85KafsHH3wwRowYgYsvvhj3338/evfujW3btmHevHk47LDDcPrpp+PRRx/FokWLsHTpUhQUFOC9997DiBEj8PXXX9tBdFZWFq6++mo8/PDDyMzMxPjx49G/f3/069cPAHDddddh+PDh6N27NwYPHox33nkHb7zxBj799NNq0xfv2CY7vyNHjsTll1+O+++/H9dddx3GjBmD77//Hs8880xKxwQAJk6ciFNPPRUHH3wwdu3ahfnz59sVDm6yAvSioiK88MIL2Lt3L/bu3QsAaN68eUzvBiIiIiIi3zF9Zs+ePSYAc8+ePTHvFRcXm8uXLzeLi4sVpKxuQqGQOWPGDLNr165mVlaW2bx5c3PIkCHmwoULzfnz55sAzF27dtmfX7x4sXnSSSeZ9evXN/Pz883DDjvMvPPOO+33i4uLzf/3//6f2bp1azM7O9vs3LmzOWvWLPv92267zWzVqpVpGIY5cuRI0zRNc8CAAeY111wTkzYA5ptvvmn/vnbtWnPYsGFmw4YNzXr16pl9+/Y1v/nmG9M0TfPWW281Dz/8cPuzW7dutdMJwJw/f7793r59+8x69eqZV155ZY2OVVlZmXnLLbeY7du3N7OysszWrVubZ511lrl06VJzxYoVZl5envnSSy/Zn9+1a5dZUFBgXn/99aZpmubs2bPNRo0ama+//rrZsWNHMycnxxw8eLC5bt06x3Yee+wxs2PHjmZWVpZ58MEHm88991y1x8US79hWd34t77zzjtm5c2czJyfHPO6448xZs2bFnPdExo8fb3bq1MnMyckxmzdvbl500UXm9u3bTdM04+Yf6xhEij538fKD9V3x/q1ZsyZh+tL52iQiIiIiqi4OjWaYZg0W49bA3r170ahRI3vZp0glJSVYs2YNOnTowC64aWDt2rXo1KkTvv32WxxxhLzJ/Z555hlMnDgRu3fvlrZNv+O1SURERETprLo4NBq7u1PaKS8vx44dO3DTTTehf//+UgN0IiIiIiIikThxHKWdL7/8Eq1bt8a3336LmTNnOt77/PPPUb9+/YT//OrUU09NeEymTZumOnlE6W3vH0DhNtWpICIiIk2wu3sEdqlNf8XFxdi0aVPC9zt37iwxNd6xadMmFBcXx32vadOmdVq3XgZem+RZZfuB1ypXl7jgFbVpISLyqsJtQHY9IDv50rNEumJ3d/KtvLw83wbi1YleX52IXLJ/e9XPpgkYhrq0EBF5UdFO4O3x4Z9ZmUmUEnZ3JyIiqi0zVPVzKKguHUREXrXzd9UpIEo7DNKJiIhqKzJIj/yZiIiIqJYYpBMREdUWg3QioiQ4DIiophikExER1ZYjMPfVPKxERKmJjNFDrMwkSgWDdCIiotpiSzoRURIRUXqoQl0yiNIIg3QfWLBgAQzDwO7du5Vs3zAMzJ07N6XPTpkyBb169RKaHr9Qfd6JfIFBOhFR9SJXvQiVq0sHURphkE41VtPg788//8Spp56a0mcnT56MefPm2b+PGjUKQ4cOrUUq05MfAuvLLrsMnTp1Ql5eHpo3b46//e1v+OWXX1Qni6h2Imd0Z5BORFQ9tqQTpYRBOglTVlYGAGjVqhVycnJS+pv69evjgAMOEJkszyov17t22coPffr0wezZs7FixQp89NFHME0TJ598MoJBLl9FachkkE5EVC0uVUlUYwzSkzFNoLxEzT8z9UmIQqEQpk+fjg4dOiAvLw+HH344XnvttYSf/+KLL3DcccchLy8PBQUFmDBhAvbv32+/X1paihtuuAEFBQXIyclB586d8fTTT2Pt2rUYOHAgAKBJkyYwDAOjRo0CAJxwwgkYP348Jk6ciGbNmmHIkCEAYru7b9y4Eeeffz6aNm2K/Px89O3bF9988w0AZ3f3KVOm4Nlnn8Vbb70FwzBgGAYWLFiAQYMGYfz48Y792bZtG7Kzsx2t8ImUlpZi8uTJaNu2LfLz83HkkUdiwYIFAICSkhL06NED48aNsz+/evVqNGjQALNmzQIAPPPMM2jcuDHmzp2LLl26IDc3F0OGDMGGDRsc23n88cfRqVMnZGdno2vXrnj++ecd7xuGgccffxxnnnkm8vPzMXbs2ITHNpXz+/777+Pggw9GXl4eBg4ciLVr1yY9FpZ169bhjDPOQJMmTZCfn48ePXrg/fffB1DVuv/RRx+hd+/eyMvLw6BBg7B161Z88MEH6NatGxo2bIgLLrgARUVF9ncmyg/jxo3D8ccfj/bt2+OII47AHXfcgQ0bNtQovUSe4WhJ58RxREQxNv1Q9TODdKKUZKpOgOdVlAKvjlSz7b8/C2TlpvTR6dOn44UXXsDMmTPRpUsXfPbZZ7jwwgvRvHnzmM+uXr0ap5xyCu644w7MmjUL27Ztw/jx4zF+/HjMnj0bAHDxxRdj0aJFePjhh3H44YdjzZo12L59OwoKCvD6669j2LBhWLlyJRo2bIi8vDz7u5999llcccUV+PLLL+Oms7CwEAMGDEDbtm3x9ttvo1WrVvjhhx8QijPb5+TJk7FixQrs3bvXTlfTpk0xZswYjB8/Hvfff7/dQv/CCy+gbdu2GDRoUNJjNX78eCxfvhwvv/wy2rRpgzfffBOnnHIKli1bhi5duuDFF1/EkUceidNPPx1//etfceGFF+Kkk07CJZdcYn9HUVER7rzzTjz33HPIzs7GlVdeifPOO8/e7zfffBPXXHMNZsyYgcGDB+Pdd9/F6NGjceCBB9qBOBCuiLjrrrswY8YMBAIBnHnmmXGPbXXnd8CAAdiwYQPOPvtsXHXVVRg3bhy+++47XHvttUmPheWqq65CWVkZPvvsM+Tn52P58uWoX7++4zNTpkzBI488gnr16mH48OEYPnw4cnJy8NJLL6GwsBBnnXUW/vWvf+GGG26w/yZZfti/fz9mz56NDh06oKCgIOX0EnlGZNdNtqQTEcX67dOqnzkmnSglDNI1UFpaimnTpuHTTz/FUUcdBQDo2LEjvvjiCzzxxBOOVmEgHPCNGDECEydOBAB06dIFDz/8MAYMGIDHH38c69evx5w5c/DJJ59g8ODB9vdZmjZtCgBo0aIFGjdu7PjuLl264J577kmY1pdeegnbtm3Dt99+a39P586d4362fv36yMvLQ2lpKVq1amW/fvbZZ2P8+PF46623MHz4cADh1u1Ro0bBMKpfi3P9+vWYPXs21q9fjzZt2gAIVwZ8+OGHmD17NqZNm4ZevXrhjjvuwJgxY3Deeedh3bp1ePfddx3fU15ejkceeQRHHnkkgHAw2q1bNyxevBj9+vXDfffdh1GjRuHKK68EAEyaNAlff/017rvvPkeQfsEFF2D06NH272vWrAHgPLbJzq913jp16oT7778fANC1a1csW7YMd999d7XHI/K4DBs2DD179rS/P9odd9yBY445BgBw6aWX4sYbb8Tq1avtz55zzjmYP3++I0hPlB8ee+wxXH/99di/fz+6du2KTz75BNnZ2SmllchTGKQTEaWOY9KJUsIgPZnMnHCLtqptp+C3335DUVERTjrpJMfrZWVl6N27d8znf/rpJyxduhQvvvii/ZppmgiFQlizZg2WLVuGQCCAAQMG1DjJffr0qfb9JUuWoHfv3naAXhu5ubm46KKLMGvWLAwfPhw//PAD/ve//+Htt99O+rfLli1DMBjEwQcf7Hi9tLTUMRb+2muvxdy5c/HII4/ggw8+iBknn5mZib/85S/274cccggaN26MFStWoF+/flixYkVM5cgxxxyDhx56yPFa3759k6Y5lfO7YsUKu8LAYgX0qZgwYQKuuOIKfPzxxxg8eDCGDRuGww47zPGZyN9btmyJevXqOYL5li1bYvHixY6/SZQfRowYgZNOOgl//vkn7rvvPgwfPhxffvklcnNT6zlC5BkM0omIUscgndLdhm+B7HpAyx5CN8MgPRnDSLnLuSqFhYUAgPfeew9t27Z1vJeTk4PVq1fHfP6yyy7DhAkTYr7roIMOwm+//VbrtOTn51f7fmTX+LoYM2YMevXqhY0bN2L27NkYNGgQ2rVrl/TvCgsLEQgE8P333yMQCDjei+zevXXrVvz6668IBAJYtWoVTjnlFFfSHS3Z8QKSn183jBkzBkOGDMF7772Hjz/+GNOnT8f999+Pq6++2v5MVlaW/bNhGI7frdeihy0k2r9G9bLRqH0BunTpgv79+6NJkyZ48803cf7557uyP0TSMEgnIkodx6RTOtu/A/j8vvDPF7widFOcOE4D3bt3R05ODtavX4/OnTs7/sUb53vEEUdg+fLlMZ/t3LkzsrOz0bNnT4RCISxcuDDu9qxuybWZjfuwww7DkiVLsHPnzpQ+n52dHXc7PXv2RN++ffHUU0/hpZdecowXr07v3r0RDAaxdevWmH2P7FJ/ySWXoGfPnnj22Wdxww03YMWKFY7vqaiowHfffWf/vnLlSuzevRvdunUDAHTr1i1mHPaXX36J7t27J91fwHlsUzm/Vlf7SF9//XVKx8RSUFCAyy+/HG+88QauvfZaPPXUUzX6+5SFgsDeP4C9mwDThFn5r7S0VMz2iEQKcZ10IqKUsSWd0lnJbmmbYku6Bho0aIDJkyfj//2//4dQKIRjjz0We/bswZdffomGDRvGtDDfcMMN6N+/P8aPH48xY8bYE4V98skneOSRR9C+fXuMHDkSl1xyiT1x3Lp167B161YMHz4c7dq1g2EYePfdd3HaaachLy8vZpKxRM4//3xMmzYNQ4cOxfTp09G6dWv8+OOPaNOmTdzu2e3bt8dHH32ElStX4oADDkCjRo3sFlxrArn8/HycddZZKW3/4IMPxogRI3DxxRfj/vvvR+/evbFt2zbMmzcPhx12GE4//XQ8+uijWLRoEZYuXYqCggK89957GDFiBL7++ms7iM7KysLVV1+Nhx9+GJmZmRg/fjz69++Pfv36AQCuu+46DB8+HL1798bgwYPxzjvv4I033sCnn35aXfLiHttk53fkyJG4/PLLcf/99+O6667DmDFj8P333+OZZ55J6ZgAwMSJE3Hqqafi4IMPxq5duzB//ny7wsFNv//+O175z39wcv9D0bxZU2xcvgl33Xsf8vLycNppp7m+PSLhTAbpREQp4yoYRClhS7ombr/9dtx8882YPn06unXrhlNOOQXvvfceOnToEPPZww47DAsXLsSvv/6K4447Dr1798Ytt9xiT6QGhJcPO+ecc3DllVfikEMOwdixY+0l2tq2bYupU6fiH//4B1q2bBmzHFp1srOz8fHHH6NFixY47bTT0LNnT9x1110xXc8tY8eORdeuXdG3b180b97c0Tp9/vnnIzMzE+eff36NxjLPnj0bF198Ma699lp07doVQ4cOxbfffouDDjoIv/zyC6677jo89thjdiv1Y489hu3bt+Pmm2+2v6NevXq44YYbcMEFF+CYY45B/fr18corVd1ehg4dioceegj33XcfevTogSeeeAKzZ8/GCSecUG3aEh3bZOf3oIMOwuuvv465c+fi8MMPx8yZMzFt2rSUj0kwGMRVV11lf/fBBx+Mxx57LOW/T1Vubi4+/+ILnHb+pej8lxNx7gUXoEGDBvjqq6/QokUL17dHJBzXSSciqgEG6aQJwRVOhmn6q0pr7969aNSoEfbs2YOGDRs63ispKcGaNWvQoUMHTmCVBtauXYtOnTrh22+/xRFHHCFtu8888wwmTpyI3bt3S9umVoJlwO7KNeUbtAKyk4/L57VJnrXiHeDHF8I/nzIdaBq7MgIRka+9dG7Vz4NuBlodqi4tRHWxYzXw0f+Ffz7vP0BGzdq7q4tDo7G7O6Wd8vJy7NixAzfddBP69+8vNUAnF0TWC/qrjpB05OjuzvxMRETkC2YIIjuls7s7pZ0vv/wSrVu3xrfffouZM2c63vv8889Rv379hP/86tRTT014TGrSLZ6IonBMOhFR9eq3VJ0CIgHEVsyzJZ3SzgknnIBEozT69u2LJUuWCN3+qFGjMGrUKKHbcNu///1vFBcXx32vLmvW1wpbG0knIY5JJyKqVuTcHRyTTroQ/MxnkE5aycvLQ+fOnVUnw3Oi11dXiw9o0ohj+AaDdCKiGJGPfVbUUzozjKqfBedldnePw2dz6RHJVYvri9ckeRbHpBMRJcF7I2lIcMU8g/QI1vrbRUVFilNCpLOaP6yta9K6Rok8g0uwERFVz3FvZMBOuuCYdGkCgQAaN26MrVu3AgivhW1EdmsgororKwHKKgOb0lLATHwbMk0TRUVF2Lp1Kxo3boxAICApkUQp4sRxRETVY48j0pEfxqQ/+uijuPfee7F582Ycfvjh+Ne//oV+/frF/ewzzzyD0aNHO17LyclBSUmJK2lp1aoVANiBOhG5rKIUKN0b/jmnCMjMSfonjRs3tq9NIk9xFD6DiT9HRORXjsCcQTppQnCFk/Ig/ZVXXsGkSZMwc+ZMHHnkkZgxYwaGDBmClStXokWLFnH/pmHDhli5cqX9u5ut3YZhoHXr1mjRogXKy8td+14iqrRhMbDyP+Gfe18ItD2k2o9nZWWxBZ28KzJI37kGaNNbXVqIiLyIvYxIR7q3pD/wwAMYO3as3To+c+ZMvPfee5g1axb+8Y9/xP0bwzBSblUrLS1FaWmp/fvevXtT+rtAIMDAgEgEoxwo2xn+OSME5OaqTQ9RXUQuwbb0FeDQs9WlhYjIkyJXwWBLOqUxiSu6KJ04rqysDN9//z0GDx5sv5aRkYHBgwdj0aJFCf+usLAQ7dq1Q0FBAf72t7/h559/TvjZ6dOno1GjRva/goICV/eBiGqINeqkE+ZnIqLqceI40oXESialQfr27dsRDAbRsmVLx+stW7bE5s2b4/5N165dMWvWLLz11lt44YUXEAqFcPTRR2Pjxo1xP3/jjTdiz5499r8NGza4vh9EVAORLY98WFO6i3xgtz9OXTpIHNMEVs8Hdq1TnRKi9BQ9LIgobcnrFaK8u3tNHXXUUTjqqKPs348++mh069YNTzzxBG6//faYz+fk5CAnJ/nEVEQkCSfXIp2whUh/GxYD38wM/3zBK2rTQpSOIoOZZa8CPc9RlxaiupC4oovSlvRmzZohEAhgy5Ytjte3bNmS8pjzrKws9O7dG7/99puIJBKR27gUC+nEsU4687OWdrMFnahOOCyIdCFxpQKlQXp2djb69OmDefPm2a+FQiHMmzfP0VpenWAwiGXLlqF169aikklEbmJ3d9IJW9KJiIh8Qt7Eccq7u0+aNAkjR45E37590a9fP8yYMQP79++3Z3u/+OKL0bZtW0yfPh0AcNttt6F///7o3Lkzdu/ejXvvvRfr1q3DmDFjVO4GEaWKNeqkE+ZnIqLq8T5JupA4u7vyIP3cc8/Ftm3bcMstt2Dz5s3o1asXPvzwQ3syufXr1yMjo6rBf9euXRg7diw2b96MJk2aoE+fPvjqq6/QvXt3VbtARDXBhzXpJMQ5FvRnqE4AUXrjUCDShcQhm8qDdAAYP348xo8fH/e9BQsWOH5/8MEH8eCDD0pIFREJwTHppBPmZ/0ZDNKJas00waFApA+fjEknIh/imHTSicRJZIiI0g4rL0knEru7M0gnIrm4BBvphMM3iIgS4z2SdCKx9xyDdCKSK8Qlq0gj7O6uP3Z3J6oD3hdJJ2xJJyJdqa5V37kGeOcaYMNitekgTbC7u/4YpBPVmupnPpGb/LJOOhH5kKl4TPrn9wH7NgOf3y9/26QfFkCJiBJjDyPSSmRLOoN0ItKJY9INBduvKFWwUfIFFkaJiJxYkUk64cRxRKQtritNOnE8pBmka4lj0onqgPdFqX6eCyx5SXUq9PXHj1U/+2GddCLyEdXd3YncxNZzH2CQTlRrbEmXxzSBn/4T/rnzYKB+C7Xp0dFvn0b8wu7uRKQTPrBJK4qHbxAReRmf+WoEy1SnQH/s7k5EWuESbKQT5mH9sbs7Ue3xHkm64sRxRKQVk2PSSSMck+4DDNKJao0t6aQrtqQTkVZCDGpIU2wx0pOqlvR9m4ENi5mvKL0x/5KuGKQTkVYib2p8eFO6YysRifLONcDn9wN/LlGdEqI64HOedMXu7kSkFT6wSVfM23pS3N19+29qt09UF6yMV4PHXTy2pBORVhwPDhUPEY4vJRdF5mcWivSkeuI41dsnqgv2NpKHzyC5GKQTkVaUP7D5ECM3MT+RYAzSKZ0pf+YTpScG6UQkGVseSSPKe4aQeKpb0llUo3TG+yJRbfDOT0RyKV+yiq1S5CYWQLWnvCVb9faJ6oAt6US1wiCdiORi6znphKsVkGjKKwmI6oBBukR8BumEQToRSab6IaJ6+6Qv5i09sbs7Ua2x8pKoVnjnJyK5OBs26YStRCQcW9IpjfEeqQjLV+mOQToRycUx6aQTVjrpT3V3c9XbJ6oT3hdJU4KzNoN0IpKMD2zSCWd315/qIJ1FNUpjrLyUh8davJY9pG2Kd34ikosPEdIJ8zMJx5Z0SmPs7k5UKwzSiUgudg8mnXB2d/2p7m7OlnRKZ7wvqsHjLoYpr/cc7/xEJBm7B5OumJ/1pDpIZ0s6pTPeF4lqg0E6EcnFlkfSCbty+ouSexaDdEpjoaDqFBClJQbpRCQXA3PSCvOz9lTHyKq3T1QnvEcS1QaDdCKSjA9s0ohj9Abztp4iomQV55hj0imd8b5IVCu88xORXJEP7C0/q0sHkSs4x4L2IseEKxnewKZ0rQUrgD9+BMqKVKdEDA4JkojPIPHkHWMG6UQkV+QDe/NS4M+l6tJCVFdcrYBE48Rxevv5DWDBXcD8O1WnRAwG6aQrwc98BulEJFnUTW3L/9Qkg8gVDMz9RdL5jiz8sbu73n5fGP5/x29q0yEM75FEtcE7PxHJFV3zyNZHSmeOViLmZT0pGJPuyFdsSac0xpZ0olphkE5EckU/sPkAp3TG7u76c3Q3VxCksyWd0hlvi/LwGaQV3vmJSLLohwgfKpTOmH99RVYheMPiqp85Jp3SGSviSVsck05EOolpSWeQQ2mM+dcHFLSkL34iwfaJ0gyDdEX4bEp3DNKJSK6YhnQ+wCmdsSCkPUPBmPSMzIjts6hG6Yz3SKLa4J2fiCSLnjiOQTqlMY5J9xlJ59gIRPzMlnRKY3zGk04kPvMZpBORXDE3NQY2lKY2fQ+UF6lOBckkrSU9MkhnUY3SGCsviWqFd34ikoxLsJEmFt4T9QLzsp4UjEmPbEnnmHS96X562ZKuBstWaY9BOhHJxYnjSFfMy3pSMiadxTPf0P62of0OEgnBpwARycXu7qQt5mU9qW5JJ0pjbEmXiM8gnTBIJyK52JJOROlK1v3KMQ6d90hKYwzSSSvy7scM0olIMs7uTppihZOmzAQ/C5TBlnTf0H5MOu+LpCvO7k5EOmF3d9IW87L2pLWkM0gnTTBIl4fHWisM0olILnZ3J6J0ouIexZZ00gV7yxHVCoN0IpIsurt7UE0yiIhqSlbAXq+pnO0QicZnPOlEYqUtg3SvM01gx2qgbL/qlMhXuA3Yt0V1Ksht0Tc4tqSTLpiXfUDSOW7SIWKTzFeUxkIVqlNAJIbgezODdK/b8jPw0f8BH1yvOiVyhYLA2+OBdyYA5SWqU0Ou4ph00hXzsp4izisDZqKaCZarToFP8V6V7hike93mpeH/929Xmw7ZIm/qpXvVpYPcF9OSzvFqpAkGcCQE8xWlsRC7uxPVBoN0r2vQqupnv7YoM4jTC7u7E1G64vOIqGY4Jp2oVhike11WftXPwVJ16VCJQZxeOLs7aYt5WX88x0Q1wu7uRLXCID2d+CqYMRP8TOmPY9JJU766R/tI5HlV0XWX+YrSGSeOk4jzZ+iEQXpa8dEFF9nayu6F+oj30JD9IDEMudsjIn2EZLUK+uh5T3pjkE7a4uzuZPFTrZjJ2kDfkF0Jw/xEwjBv6SnivAYZcBDVCCeOI6oVBunkUZFBOlvStRH3XDKwIaI0Ia0lnUgTbEknrcgrszJIJ28yOSZdS3G7u7MShjTBXhr6kxVw8BlIumCQLg+fQVphkO55fu327df91ly8gFx2kM4x6URUW5ypmqhmGKSTrgTHJwzS04qPglVOHKcpD0wcx0ofEoZ5S0uO2d0ZcBDVCMekE9UKg/R04qfgwuSYdC3FzcM+ytekNz/do/1KRUs68xWlM1ZsScR7hXAS78cM0r2OD2fWwuqE3d1Ja7xf6ymyJZ3d3YlqhA0tRLXCID2t+KgA6GhJZ5CuDw90dydyS7ODw/+3O1ptOkgeLsFGVEN8xhPVBoP0dOKnYCay5pUt6frwQks6kVusXhn5zcP/++gW7VtsSSeqGT7jiWqFQXpa8VMJkGPSfcNPlU+kFzvvWkMomJe1p2R8LfMVpbF4ZbjiXfLTQeQ6zu5OFj8FM+zurie2pJNWKu9TnOdAb3569hK5Ld4z/s3L5aeDKM0wSPc8M8HPuuM66VqKdy5ZCUPpysrPBh+l5DI+90gXzMtEtcKSBXkTx6TrKV6NOs8vpb3KlnQWRjWl+LwyX1E6Y/4lXQnO2wzS04mfbnRcJ90/eH4pXZnR3d19dI/2Kz89h4ncYD3jD/mr2nT4gcleqDphkO51Jru7szu0RuI9NJRMxETkIo5J15uSR6+fnvekt8q83LSj82X2oiOqFoP0dOKnWrHIfWUQpw9OHEdaiZrd3U/3aCKiVFjP+Oi5O+ZcDPw8V3pyfIOVx2mPQXpa8VEBMDJwY8FXI/EmjmOQTmkqZuI43qv0p+IcM1/pTfNgKlGQHqoAfvqP/PT4BcvOEnBMOll8dcH5tZu/5uJ2d2eXN0pXUUG6r+7RROQOze8biYJ0EkDzvOQzvGLImzhxnKbiPUD4UKE0FTNxHOmJ9yiiWuNSlaQTiZXxvGLSip8KCpyhUkueGJPOgIrcwu7uJAGfgZTO7JZ0PnuJaoJBuuf5NFjlMhJ6Wvl+7GvSg3TmJ3IbC59aU/E84nPPRzS/f7C7uyK8h6Q7XjHkTezurqdVn8S+xvNL6Sq6uzsDKxKC+YrSGLu7E9UKr5h04qtghkG6b7C7O6UrthARESXBIJ00JbhinleM1/m1Zcax3z49Bn7h1zxOGrEqfpiXyS3MS6QJVmYS1QqvGPIotqT7Bpdgo7TFJdj8geeVqNasMlxGQG06/IDPIK0wSE8nfrr4IgNzP+23L5k8x5SeuAQbycD7I6UzuzzH+yTpht3dfc6n3b45cZy/sBBKaSk6SGc+1hLvT0S1x4njiGqFV0w62fsHULRTdSokYZCuneoKujzHlI7sPM0WItJIWRGw83fVqSBdcJ100oq8SlsG6enk68eAuVeoToUcnDhOf+2OrvqZQTqlMxY+fUTF80jyNt+7FvjwRuCPH+Vul/TEieMkYnlZJ7xiyJs4Jl0/0YF4v8sSv0eUFtiS7g8KnkEqn3vFlT32NixWlwbSCLu7E9UGrxjyPgZweogudEY+sE3O8E5pKHriOFYoEhE5cXZ3olphkO51fi30sSVdP9GVLY4gnRUxlI7Yku47vnoeMV+TCzhxnBq+ulfpiVcMeRTHpOsn6jxG1qozSKd0ZMfoDGZIIFWFbeZrOXQ/zhyTTjpxrD7FJdjIjxwt6QzgtBDT3T2iYMJzTGkpuiWdFYpaUhIkMy/5hu4tnmxJV0TzfOUDvGI8jxcZAzhNxDuP1kNb90IK6Y2FTyKiWKYJThxHVDu8YsibJHYnIVninEc7SJdYEaN710KShxWIPqH6GaR6+0S1FFl+Y5BO2mF3d/IjR5DOgrAW4rakG4nfE5YOFnjJZaz4IaLa0vn+Efls13k/vYLlGwnkHWMG6eRNHJOun3gPDxUt6URuMaPHpBMRkc0RpDPkkIoBe9rjFUNpgDcaPcQL0itneGeQTmmJYy2JqI50DqYYpBPVGq8Y8ia2pMux8gNg/ddytlXtxHEck05pyJ61mHlKa44gSlJAxXlZSAscky4Xly/WCa8Yr/Prw9kRpPv0GIi2ZyPw/TPAFw/K2Z5XurszP5FrmJdIY6x8kkPn48yWdHX2blKdAqojT1wxjz76KNq3b4/c3FwceeSRWLx4cUp/9/LLL8MwDAwdOlRsAkk+MxjxMwvCQhTvlrs9rwTpRG6JbknnvUpTPK9EtcIgXZ3FT6lOAdWR8ivmlVdewaRJk3Drrbfihx9+wOGHH44hQ4Zg69at1f7d2rVrMXnyZBx33HGSUkpShSqqfmYApwmPBOk6t1qQIsxTviGtIobdVkkDXIKNdCb4eaD8innggQcwduxYjB49Gt27d8fMmTNRr149zJo1K+HfBINBjBgxAlOnTkXHjh0lplYFnz6cgxFBul+PgWile+Vur9qWdInnmK2d5BqOSSciSshRAc/7pHAs32hFaZBeVlaG77//HoMHD7Zfy8jIwODBg7Fo0aKEf3fbbbehRYsWuPTSS5Nuo7S0FHv37nX8ozTg6O7OlnQhvnxI7vYiz+PJd4T/V7FOOpFbYpZgYwGJBGC2onRlPdvZik5UY0qvmu3btyMYDKJly5aO11u2bInNmzfH/ZsvvvgCTz/9NJ56KrWxFtOnT0ejRo3sfwUFBXVON0ng6O7OEooeKs9jZi7QrEv4Z3Z3p7TGlnRf2L9d/jY98dxjvqY6suftyOB9kvQgcbWPtKra2rdvHy666CI89dRTaNasWUp/c+ONN2LPnj32vw0bNghOJbkiWF71M1tZ9RD5sLZYP4eCsZ8n8rqYlnRJZE/66GeFW4FfP1SdCnkcY4gZVFFdsSKTqLYyVW68WbNmCAQC2LJli+P1LVu2oFWrVjGfX716NdauXYszzjjDfi0UCgdwmZmZWLlyJTp16uT4m5ycHOTk5AhIPQkVYnd3/cR5WHN2d0prCgqgy98GlrwIHH4+0GOovO361ealqlMg15czVKeAdGI/2w2wZwZRzShtSc/OzkafPn0wb948+7VQKIR58+bhqKOOivn8IYccgmXLlmHJkiX2vzPPPBMDBw7EkiVL2JVdJyFOHKcdx8O6UkYg6j2idCSx8LnkxfD/P/1H3jb9zG+Pn/Vfq04B6YRj0klngp8PSlvSAWDSpEkYOXIk+vbti379+mHGjBnYv38/Ro8eDQC4+OKL0bZtW0yfPh25ubk49NBDHX/fuHFjAIh5XRueGJemAJdg00913d15jikd2QVQthDpywvPYFVpYL6mOooM0nmfJC3Iux8rD9LPPfdcbNu2Dbfccgs2b96MXr164cMPP7Qnk1u/fj0yMlgD5zucOE4/8QIaBumkBRY+tcXnD1HtxaucJ6KUKA/SAWD8+PEYP3583PcWLFhQ7d8+88wz7ifIU3xaQGCQrqF4D2trCTaeY0pDJidF0p+qe1PEdnl/pHTF3kZEtcaqLfImzvYtl4xCYLyZsLlOOunA7hHCYEo7PKcknMYBLMekE9UarxryJsfEcaQFdncn3TCA84Goc8xzTpQ6jkknqjUG6V7n1/JAsDTiF78eBE0ZnN2ddMHxltpTFZR7oTKAQZUkHjjXwvAeKZUX7hvkGl415E3lxVU/86YjnpTu7nGWYGNLOqWzeEM4SDN8/hDVGu+RpDWxzwcG6eRNZUWqU+AzEsekx12CjXMQUBpji6O+PFFJ7IU0kDga3z/s7u5qk0GUjhikkzeVM0iXSkpBNM5M2GxJp7TG4El/0efYT+eckRXVkR2kB9SmgygNMUgnb2KQrh/PdHdnwZNc4IkWVhLOC+fZC2kgqg0uU0m6ibwfC743M0gn7zFNoGx/5AvKkuIfqru7SwzSWVggt3FSJH2xlw9R7XEJNqJa41XjeT4MUMuLnEuwsRVBPJkTxxnx1kmXeY4ZpJMLIvMsK37IdWaCn4nSSLwedESUEgbp5D3Fu1SngETwSnd3lhXIFZGBEzOVtvzckr5ng+oUUNqrvE9mcEw6UU0xSCfvKd6tOgU+JLElPfJhzTHplK7itaSz1w/pZPMyYO8fqlNB6Ywt6ZLxGSSevGPMIN3r/Fjoi+zqDoA3HU3EG5umpCWdtz1yQ2SQzjylL0XPH688+/dsUp0CSmcck05Ua7xqyIM8UjhRpbxE/jaljEmPN3FcZau6qonjvFIQpvTDvOMP0efZb+c9O191CiidMUgnrXF2d/I7PxWKlvwHeHUk8OdS1SlxX9yJ4xR3d/dT3iKB2JWTBOJ9itKVlXU5uSZRjTFIJ/KS5XPD///wnOQNy5zdXXF390h+nhSK6ije7O4MprTDewTpRmalT7zKeRKHFXpaYZBO3hNzk+FNRzipS7B5aEw6C+BUWybHpJMsfAaSS5a8BLx9NVC6T8722N2ddCOxIoRXDXkQCyTyj4GMID0Y/t8RpCuYFdtRo8+8RrXFvOMLP8+NeoHnndLY8reA/duAXz+Ssz0G6aQzwWVXXjWexwIBacJ+WHtoCTZ2DaPacuQdduXUllW5KH/DirZLviDtmRtnwlgiSgmvGvI+BlLiqeruHsgO/19RKn77Fsfs7qoK4JT+4nR3572KiNKBrKCZ66QT1RqDdK/zY6HPh7scQ/R5V5Gv4gXp1vI+ZYXy0uEYk87MRrXEvENEVL1QRfj/jEy16SASgt3dyXc4cZxwKibnC8UJ0nMahv8vlRikOzBvUW1x4jgSKPIerbRCiPdIqgOrcj4jUP3niCgGSxZEfqRiVnP7YR0ZpNcP/1+6V146OLs7uY3LCxERxQrFmTCWBGKlmk541XgeLzgSIDo4lTImPc7DOqte+P/yIvHbj4dBOtUWu7uTNMxr5DJZFYtWkM6WdDUKt6pOAdUBg3TynujCLwvDAijo7h5vTLr14JZ5jj3TjZTSG/OOL/GeQVqQFKTblfMM0pX44AbVKdAQ10knisBCketUdnd3PKytgoLMc8wgnVwQmXfY3Z1c55F7E++RVBdsSVdLVS9FcgWD9HSk/UNT9/3zACXd3eO0pFvBjbI8zbxGtWXlHSPOa0REHiarYpEt6XJpHx94jODhBAzSyXt4kxEvpiVdVZCe4XxPNo5Jp9py3KfYkk5ELtj+W1Xrsw7Yki5XyW7VKfCXle8L/XoG6UR+pGLcf9xZXhUEN44x6QzSqY7Y1d1nFFQis+LaPz7+J/DjCxI2JKslnUuwSfXJLapTQC5ikO51fDjzGAihsKAZGdTY3d1VtaQzb1Et2fmZj1EicpHg1jmpQhXh/9ndnXQhsdzI0gV5kIKZx/1GRXe6eN3dlU8cx5Z0IvI6PgPJZbKXYGNlpnhsdNAOrxryHt5ooGWhrNqJ4+QnR/GGKe1xdncSiM9BEkp2d/dMOdvzM6vXAmmDQbrn8UHNwooAKmd3jzs2TdE5Zks61Va84RtERDWl8z3EChw5Jl28YLnqFJDLGKQT+ZGKig+vzO7umDiOFUBUWwnyDvMUuY15itwmbQm2eMPcSIgQg3Td8KohD2KBRHihTMkSbHHGpilpQeCYdHIBJ44jIjfoXAnDJdjkCbK7u25YukhHOt/Q4/Lb/kqgsrt7vInjlLWkM0in2uJ9yZf4/CUtyGpJt4J0jkkXLlimOgXkMgbp5D2+KwSp4JXu7laQznNO6Urj8aREJJ6KHmXSZne3lmBjuCEcu7trh1cNeR8DOPcp6e4ep3uw/TMnjqM0w4njSBo+AylNcUy6PJw4Tju8aryOASqJ4JngVEVLOru7kxusfGSArelERNVgkC4el2CTRF55lVdNWtI9cNd9/zwgOiiWMiY9TsujoWBMeiRWglFtsSXdH2LG0vrsnsF7pKYkz+7Oikzx2JKuHQbpnufDByQLBeIp6e4e72Gt4MHNiePIFZEt6aQtVS2AXCqSRGLlIpHnMUgn8iMlwakXW9IZpJPLGFCRTlbPA8qKVKeC0hV7HBHVGoN08iAFXbH9TmZ397gt6Zw4jtJM5IRILIDqy+/ndv3XwOInVKeC0hZ7HJFmJMYkDNKJ/Kh0X9QLMm461czurmziuKDE7ZJWWHnoT9LOu4fy1/pvVKeAXCdrTLqczRDAg60fBunpiIVDqqsF0+Vvs7qJ42Q+XDgmndwU09LK+zO5TXWeUr19cp3sHiJsSCeqMQbp5D0xlRAsIAgnpbt7NRPHqap4YoUX1Rq7cRJRupJ13+J9kqi2GKR7nS+DCD/uczTZx0Bmd/d4LemKhNjdnWqJEyKRSL589pN2eJ+Uh/cM7TBIJw9T3MpK7jLjjEm335PZ7Zzd3ckNbCEiSfgMpLTF+yRRbTFIpzTgwwKKloWyOPtkKKiIcYxJZ0s61VKiFiItr10iEkdBACurZZst6US1xiDd83xY4ONNXT6ZS7DFm92dS7BRWuO9iohqS8Xzj/csIq9jkE4eVE23aBJE4pj0uOukQ83SRhyTTnXGwq7eOHs/Ue2xuztRbTEKIu9j91F3Fe+OfU3m7O6OlnQVQXoEdnen2rLzs9pkEBF5FntGknbklVUzU/nQEUccUaMvNQwDb7/9Ntq2bVurRFEEBqjktv+9rma7cbOykewDYvH6ojpj4ZNE4L3JP1SMSZe1IeZjotpKKUhfsmQJrr32WtSvXz/pZ03TxF133YXS0tI6J44S0fymF1Pzqvn+yhZ3HLYHlmCTFTBHbobd3am2Iu9TbCUiorQi+Z7F4YtENZZSkA4A1113HVq0aJHSZ++///5aJ4ioCgu+QmQEYl+TOnFcojHpsiZx4xJs5AaOtfQlJcNyWFGtNwXnV9rs7tYzlvdJ8Xif0E1KQfqaNWvQvHnzlL90+fLlaNOmTa0TRX7HMUxCZaRcN+eueA9r1bXrHJNOdRVzn2JBSSuqnkMMzImIvEfivTmlEnK7du1g1OBBVVBQgEAgTmsdUSrs/K9gDW0/UBWkWxJ2d1fQqs3u7lRbiVqI/lwqPSkkyG/zgPJi1akAK350p3GDBCeOI6q1WpXWd+/ejcWLF2Pr1q0IhZwF64svvtiVhFE1/BK08qYuRtwgXdHs7iomjjPZ3Z1ckOg+/Nk9wAWvyE0Lua94N7D4SdWpIBJEVvmKw4KIaqvGQfo777yDESNGoLCwEA0bNnS0sBuGwSDddT4JyOPixHFCxAvSpVT8xHlYK1+CjUE61RErE/XkiRZ0IkF439KPXxrwfKTGA0KvvfZaXHLJJSgsLMTu3buxa9cu+9/OnTtFpJF8J+pGwxuPu1SPSU80cZy0yhi2pJMb2EJERFQtdncnqrUaB+mbNm3ChAkTUK9ePRHpoWh+DFDtm7qfl+wQeN5Vj0lP2JKuIGBmkE615Sh8sgBKRB6npDzJykzSjccmjos0ZMgQfPfddyLSQkQyqOruHm9MuoqKmMh95cRxVFuhivD/fqxI9YOELX8qevwwj5HbZC3BxpZ0eXif0E2Nm9ROP/10XHfddVi+fDl69uyJrKwsx/tnnnmma4kjn/PzTV1koSwQedkbCN/YJa6TnvB9tqRTGvnxhfD/ezepTQcRUSoin8HSyldsSSeqrRoH6WPHjgUA3HbbbTHvGYaBYJAtU1RX0Td11g4Kk98M2L9N0sbiDGNQMnFcZAsV71dUS3s2VP3s5wpFkoDPQHKDislZ2ZKOkj1ATkN/HwOqlRr3NQ2FQgn/MUAnV1k3ND929RN5M7eOZ9s+ch8aCR/WkitjTHYjJSKP472J3ObIUwwYpfhtHvDGOGApl+WkmvPzzFzkVSa7R4ktoEUc38Kt4R9XfiBwe9Zm462THvE7C6WUTgqODP+f01BtOkgu3qeIasGn5bnvZoX///lNtekgd5im1GdASt3dH374YYwbNw65ubl4+OGHq/3shAkTXEkYWeJlBt0LCeweJVS8OpB1XwLHKLp2DaNyWLzu+Zq0klW5wskhp6lNB5Fb9nB+Bb0pGJNu96CTszkiof57O1C0Q9rmUgrSH3zwQYwYMQK5ubl48MEHE37OMAwG6eQi3tXFULTEnWfGprEygNwQWdulOk+TNL9+CPQZpWaokGhLXpKzHVJDaXd3n94jlZd3yFVbfpa6uZSC9DVr1sT9mUgow88TxwncZ2Ut1gmGMdhzD3CmdUojnql0Iun2bgIaHag6FUTeZw9z432SqKY4Jt3r/NgFOHpMuh+PgVCqWtITPKyD5eH/96yXlA7mJ3KDouuI1GOFIqUllUuw+ZWGPW5ImhovwWaaJl577TXMnz8fW7duRSjkfFi98cYbriWOEvDLhciKVzHsAqaqA5xguz+/GZ5xXiqfXEvkPr/chymW9HPPvEYuUHrP8mmBjj0IqA5qHKRPnDgRTzzxBAYOHIiWLVvCYAYk17FAIpSqbrqJZne3NG4nLy1EdcaWdP+S8Yzic5BEkj1xnF9jBb/uN7mhxkH6888/jzfeeAOnncYZbUkwu/DLwoq7FC1xl+hh3bYvsOk7oN4BshIiaTukNeU9Ukisas4re1FQWlKRb32+pC4rcakOapx7GjVqhI4dO4pIC1EY10kXS3VLevR5zWtsfUBSOsz4PxPVhO9biHyMY9IpHZkqxqSTPCzP6KbGQfqUKVMwdepUFBcXi0gPUSwGUi5TXAmSqHDA86yHNZ8Bf/6kOhUSRFxHLPCS21iZSK5TsASb6fNhQXw2UB3UuLv78OHD8Z///ActWrRA+/btkZWV5Xj/hx9+cC1x5FdsoRLKay3p1sObrVPpb+8fwKJHwz9f8IratIjGlnT/4r2KKDW+v1b4fKDaq3GQPnLkSHz//fe48MILOXEcCebjddKF7rKqlvQEQY30IN2H+UmWoh2qUyARh+UQURpR2SPDr7GCX3sQ6CjR9WOawvJ3jYP09957Dx999BGOPfZYEekhquLXm7poylrSE3R7s4N0BWPSGbC7KxRUnQJ52JLuX1IqFHmfIrdFjkmXFTyyMpOotmp8lRYUFKBhw4Yi0kLx+HEsGieOE7zrilvSY7q7V/7u+25xGvDVOYzMzz6+V+mqusoXPzyXA1nJP0PpRcXEcX64VqrDSlyqgxoH6ffffz+uv/56rF27VkByKDW63/SiWqh0393iXUDZfudrIvdZ9Zh0dnfXl58KZHaMzkKY78iujPLTdeVH0u4h7O4uHbu7Ux3UuLv7hRdeiKKiInTq1An16tWLmThu586driXOc8pLwv9n5UrcqJ8fzj64qZftB968PPyztIm2IrqdN+0E7FwNHNRf2mY5cZzG/HQOE1U6EWmB+VoarSth2DNSGp2zkRekw5j0GTNmCEhGGghWAK+ODP983n+ADNaOCRPT0qvxnWfvH1U/qxiT3e6ocJCeIaNrY5KJ43Q+z35h+mhMuo2FT9/xU2UU6UNFZYDf5+5gS7pG5F8/tZrd3ZdK9lT9XFEMZOerS4tv+OCmnhFxCTom3ZJwM1A1cVwMyWPStW61UMxPwQtb0n3MB/cQ5msNqci3bEknqi1W8dQKbzZS+KGQEDk5T6hczjYdgZTM3grJZndXMCadAbu7/DS7u80H9ylyknHf4L3JP3SexM3vLel8Pugj4fUj7rpikJ4yBbNiJqL9wztq/3Te38iW9KCsID0iWLYn55NY6Izp7i4xDSQWW9JJG9XN7i47n6u4NzJfkxt8/lyXehn5/FhriEF6rfDhJVTMetoa33giW5VlBelxu5/JCNKtgm2iieM0Ps9+4asx6RHXEQN1n/HBvYp5Wh5fPPt8mp84Jl1/Aq9f5h6v88XNOxEf3NQjz6+07u6RLdoyj3GylnSOSU97vmpJTzB8gzRRzX1Cyj1E9bAcHzx//UZJd/fK/31b6ePX/SY3sHSRKhbsSYiIfKW0JV3GZr0yJp2ECfnpHPKZ4F889+QirQNYXiukC/l5OeUgfevWrY7flyxZgpEjR+KYY47BOeecgwULFridNkpI95ueTycaCZbJ2U5kS7rU8eAJKgcYpOvDT+eQLel6q+6eyEp7SksKe2f4rTxn4fOB6iDl3NO6dWs7UP/qq6/Qr18/rFu3Dscccwz27t2Lk046CZ999pmwhHqK1JuNDwsD0Q8PvxSIQhWSNqRqTHqSddL9FODpypdj0gF2afQZPzyT/BpU6UxJd/cEc9EQpRsF10/K66SbEYmbMmUKLrroIjz99NP2axMnTsTUqVMxb948d1PoGT54KHuNXUjQ+NibCbq7i7wZqB6THrNNyefZDwVsVfxU0cKWdB/T9B7COIrIXXw++IDHJo773//+h7FjxzpeGzt2LJYuXepKojyJBXsF/FBiUDBxXOR65TJbSxItWcWWdH34aZ105lfNeam7OyeOIzdwnXTppJaxGKfoJuWWdADYt28fcnNzkZubi5ycHMd7ubm5KCoqcjVx3sLML52f188WeWOPdzylrpOueuI4H+YnWfwYuLKlxH9k5HOVM3ED/g2qdKakLKVoolrP8Ot++4hXlmA7+OCD0aRJE6xduxbfffed472ff/4Zbdq0cTVxnuXHoFEJn93cIvOV0DwWGSzL7GrukYnjpB1nH/JTkJ6oZwjAfKU9yeeX+YlcYSb4WeQmfZ53WdmlEQ+PSZ8/f77j99atWzt+X7NmDcaNG+dOqsjf/NQ9yvTRQzPhxHHW+4K2W7QT2L8NaN5V0AbI5qcgfcdvlT/44D5FTr4IPJivyUV+KM/F5df9JjekHKQPGDCg2vevueaaOifG01QHNr4S3eKq8zFQ2P0scky61HwmuSV97hXh/wdPBVocImYbFOaXIH3nmqqfWQbTU7X3RJk9j2Rtj9SRdBNR2d3dr8OCoisn9m8P/5/fTMDGeJ8QSsH144mr5tFHH0X79u2Rm5uLI488EosXL0742TfeeAN9+/ZF48aNkZ+fj169euH555+XkEpmful8W/MKCM1vjkDKRxPHbfmflRCx2/Ezv1Qqbv814hcjNk/75Tj4lbTlMivJyk9+fuQqpfH9gvfCKsFy4K2rwv+Cku8hJJBHxqRX56effkIgEKjx373yyiuYNGkSbr31Vvzwww84/PDDMWTIEHtN9mhNmzbFP//5TyxatAhLly7F6NGjMXr0aHz00Ud13YX04bebnt/2VxZHzbbEieMSpUNJKyzzlqv8UrFmRDzr4u4z81X6q+Ycfv24vGQAUJKf/HIt+5W0cpXPJ46LLGeVFVb9XFEsPy2UdlxtSTdrcdE/8MADGDt2LEaPHo3u3btj5syZqFevHmbNmhX38yeccALOOussdOvWDZ06dcI111yDww47DF988UVdk+9RPizs+Wn9YcckZgq2KXXbic6rH4Y1+JDOlWuOAIYTx5GOfBpUkbv8NMdQXBH77ZfnQkWZ6hQI4uGJ484+++xq39+zZw+MGl6EZWVl+P7773HjjTfar2VkZGDw4MFYtGhR0r83TRP//e9/sXLlStx9991xP1NaWorS0lL7971799YojREbq93fEVVL8bqlsp6bkdePynXSeR2TGyIrmvxQmUhqqbhv+TaoUkHag1jSdsiW8DoScM69UL754Xngl3eBk27zz2S9XliC7Z133kFJSQkaNWoU91/9+vVrvPHt27cjGAyiZcuWjtdbtmyJzZs3J/y7PXv2oH79+sjOzsbpp5+Of/3rXzjppJPifnb69OmOdBYUFNQ4nWEeyPy+4aOJ41TM7u44viqOseIl2CJ54aFG6ccRpEdeRxbmKyIi33d395tf3g3/v+RFtekQQUF5MeWW9G7dumHYsGG49NJL476/ZMkSvPvuu64lrDoNGjTAkiVLUFhYiHnz5mHSpEno2LEjTjjhhJjP3njjjZg0aZL9+969e+sQqFtUF8BUb1+gP5cCP78Z/pk1+WI4WtJlzSobEYCrbEkncoOj9Zzd3bWk+hyq3j6DKolUn2uB/N7dPdF++/V4UI2kHKT36dMHP/zwQ8IgPScnBwcddFCNNt6sWTMEAgFs2bLF8fqWLVvQqlWrhH+XkZGBzp07AwB69eqFFStWYPr06XGD9JycHOTk5NQoXaTQ/DsjflGxPJgfxKnZFn2MHd3dozrwyFwGjnlJHtPUtyCSkWziOCIX8b5FaSuFlnSdnxV+rezS8p7l4SXYZs6ciXvvvTfh+926dcOaNWsSvh9PdnY2+vTpg3nz5tmvhUIhzJs3D0cddVTK3xMKhRzjzoXgOunyaXvTjhQ5cZykc62kZruafZPVkm6a1aeDKFWJKppII166V3BMut40PtZsSVedAhJO3P055Zb0L7/8EgMGDHA9AZMmTcLIkSPRt29f9OvXDzNmzMD+/fsxevRoAMDFF1+Mtm3bYvr06QDCY8z79u2LTp06obS0FO+//z6ef/55PP646CVRvPTA9gsf3NwSBeYiA3Z7vfIMSBuT7omWdF7Dcml8vCPzcNzKJY33nSRRUIFL5Dq/j0mP7LHIIX1UMykH6WPGjMHu3btxyimn4G9/+xtOPfVUNGzYsM4JOPfcc7Ft2zbccsst2Lx5M3r16oUPP/zQnkxu/fr1yMioKhDt378fV155JTZu3Ii8vDwccsgheOGFF3DuuefWOS0p4wNTDkNSAOkZkieOMzLkBciOhxNnd6c0lyxIZz7TW6ueqlMggV+DKpJO5+7uBoN0qr2Ug/Tff/8dS5cuxdtvv437778fo0aNwrHHHoszzzwTf/vb32o8Hj3S+PHjMX78+LjvLViwwPH7HXfcgTvuuKPW26o1ZYUuPxf2fDwmXeQDy35QKOruHrNv1nnmA0wrOl+3SVvSiVykIo9pGjP5mop7st+7uydqSRdyLjR+5nqBgp6vNVrg9bDDDsNNN92ExYsXY/Xq1Rg2bBg++OADdO3aFb169cItt9yC7777TlRaiTSUoEujtO7ukjj2J0FLupIHDB9qVAvs7q4/1ZVMSjbv10DKj2RnsOrylsb3y4Qt6RrvM7mm1qX0Nm3a4PLLL8f777+Pbdu24aabbsLatWtxyimnYNq0aW6m0SN4QUnnh+7uCQuCmo1Jd7SkR49Jr/w9FBSchqh0ENWWo+AVJ0+pDvBIM8xPpDGt75fs7q4P+eX1lLu7V6d+/fo455xzcM455yAYDGLnzp1ufK2HSbyhaH3zSsK33aMAoS0akUG6ijHpidZJl3Fd+fl6Ivc4ui2yJZ0E432L0p1fy3OR+y2lIYJ0Uqsgfd68eZg3bx62bt2KUKiqgGIYBp5++mk0b97ctQR6hpcekl5KC7mounHbbm4m3hgxmXkqOkhXOCad15JAPjm2bB3RlE/yr0M1PZ5IAwrHpJP4Mek81tqpcZA+depU3Hbbbejbty9at24Nw6+1YySePes3bzyuitfdffsqOdsEErekC2/NZz4ilzjmjwj5t5WIJDGBsv3AzjVAyx6S8hvzNLnB58/dhPOX+Py4pCMFZcgaB+kzZ87EM888g4suukhEejyMFxQJIGuyOMc240wcV1ESLgA27SBom9X0ErCDdI5J14rWlSJRQXrM2zrvu0946RyaJvDxzcDeTUDfS4GDT1adIkp30sobqWzHQ9eaSL7qdeWTcypYjfszlZWV4eijjxaRFqIoPpg4TgU7SDecAfP2X0VutPL/OK0zdpAucPN2MpiXxPJh61tmXpwXmc/ITWY4QAeAtZ8L3I4Pr18ikSLLHByTnuY8vgQbAIwZMwYvvfSSiLR4Gwv38vmiC6mKMWJWkB6As1Amexx89Gf8VMtMaS3yedD2CHXp8KuSvT54JiveP188f0maap/9Ol/Lkb2uIoJ0rfeZ3JJSd/dJkybZP4dCITz55JP49NNPcdhhhyErK8vx2QceeMDdFPpevAvZLxe3nwsJkmZ3lxUY20F6nHpBabO7++W6IWkO6By/8MkCmDiblwH/vQNodzRwzDWqUyOHkgpMPz9/yT3V9KLzG7aka0rxEmw//vij4/devXoBAP73v/85XuckcuQqWcuDeYbkMWKGAU88OLlOuqY0PtZJe4ZovO+q/fxm+P91XwkO0j10Dtd/HfGLh9JFlCq/xgeOGd0jyzi8jim5lIL0+fPni05HevFN0KiaD27qKvJSopZ0ocu+RYyDjyZznfQYvJapNtg6pI5PjnmiZwPLH1Rbns07Xk2Xy0QvweaX46iKgusn5THps2fPxvr160WmxdtU3dw8e1OVwBc1rwlmd5cSMEcswRZ+Qdw2U5o4TkKXTj9fT7LpfKx13jcK8/s59sXzl4Ty+zUERE0cx3l3qGZSXoLtyiuvRFlZGdq1a4eBAwfa/9q2bSsyfR7Cm418LCQIkcokbq5vs7qWdJnDGngdkxuqmWMBYOGUNMDnL7mJE8fJWWbWI7Q8px5eJ3337t346quvsHDhQsyfPx8vvfQSysrK0LlzZztgP+GEE9CyZUuR6SWiuopsSY8MmqWUyaprSRf8AIv30NDyQULCcUw6ERHVBCeO05PAcmTKQXpOTo4djE+ZMgUlJSVYtGgR5s+fjwULFuDZZ59FeXk5KioqhCXWO1gAk8IO3jQ+3o59kzVxXKLu7rK2GcUP55n8hXlZHL93wxaat5hv9Sa5vCFrCJ+XJZo4TsR1zOeOWF4ekx7zhxkZyMjIgGEYMAwDpmnioIMOcjNt5Et+u5ErnDgu5lgrWiedY9Ip7XDiOP358F4Ruct+DarIRaleQxpfa5FlDiVLKZJ4HmhJLysrw9dff40FCxbgv//9L7755hu0a9cOxx9/PMaOHYsXXngBBQUFwhKqnLLCvcY3r2TsQoLGx8BxA3eUkARus5pWbXEbrfw/3n7JKgya0DoveY7Gx1rFvA7kHb6YP4N5m9zE/MTu7lRTKQfpjRo1QosWLXDGGWfgqquuwssvv4xWrVqJTJvHqH5gRtC5NdAwIgrA7AYtRMIx6apa0itf4wMs/fkmaE3Sks57Vvrz7Dn0arqIoqR6DXn2WnNDopZ0nfeZ3JJykH744Yfjxx9/xGeffWZ3dT/hhBNwwAEHiEwf+Y5fCvnx+GBMenUTx8EMP6x9E+hpTueCF1vSFfL5Mdf5uvKbUBD49SNg7yY521OZd6q9V2qcpx1LsAkek07aSbm/69dff40dO3bgnnvuQV5eHu655x60bt0ahx56KMaPH49XX30VW7duFZlWf+KFrLkE51fokuUJWtJlFH6rmzhOBl5P5ArmI3+TPOmW7G2THL9+CPzwrJpt81moAI95WlNwzaTckg4A9evXxymnnIJTTjkFALBv3z58/vnn+OSTTzB27FgUFhbqO7s7b2hyGEZET1IftJgoyVdJ1ngWsskU1kkHwjXNgRrdluqI17U4fji2XIJNOj88F5RRsNqIn21fpToFgjEPJZ53iLThhSXYIoVCIXz77bdYsGAB5s+fjy+//BL79+9Hu3bt3E6fh3jp4vJSWmTwyf7KuoEn6qortPBbzRheR2WB6GPgk7xEYlVX6QSwMEbpiflWLlPzeVhkTYabNlgJRjWTcpC+ePFiLFiwAAsWLMAXX3yBwsJCHHjggTjhhBPw8MMPY+DAgWjfvr3ApHoIH2SS8KYuhJIx6SkswQZwiRJKM7xHkWQsf+gj5KPnXXWNAFrn6QQTxwnZZ52Po5d5oCW9f//+aNWqFQYOHIgHHngAAwcORKdOnYQlzHO0vol4iGO28cjgTdcJxRTUrFqTlxgZUTGGjOObLEgXeAzifTeva6qNpBPHSc5X+zYD9Vtqeo+M5od9rI7kHlckTkjT4aE1pnFeY8ODRjw8Jn3FihXo2rVrtZ8xTROGLwoJJEV0C6sRUJcWUXw3Jj3emxEviu7+x4KnPFofaw8twfbrx8B3TwOdTgSOHCdvu7rTOv+SJ+je3R3s7u4ck84l2LQk8FmRcindCtDvvffeuO8Hg0FccMEF7qTKk1RdUH5r/aumJd1XRK5ZnmA8rZR10pPM7i70PPstD5E6MvJa5fW6bE74/9XzJGyT5OH9Snsh2UG65Dzlu3JbHKbEZdd4vMVScHxr3JR277334umnn3a8FgwGcd5552HJkiVupcvjeCEIk7C7O7sMuUbFmPRUJ46Tfp55LYuj8bFNNnGcTBkyV0Pwk2ryr8rCMCsy9eGn7u5euFeq4BiHrnk59uc3VadAOzV+ur/33ns4+eST0ahRI5xzzjmoqKjA8OHD8csvv2D+/Pki0ugNrKGSz3FT1/X4J1ieQ+QDzR6THpD34Kx24jiZ51nXfERS2dnIAwXPDA2HAVXHr4V9G+9h2tA9aEuVzuXrRF3cddznn15WnQLt1DhI/8tf/oLXX38dQ4cORXZ2Np5++mn89ttvmD9/Plq2bCkijf6m44WcKj+0pDvOr6wJgSqPZUZA3hIp9vlLEqTrep5JTwnnjZN4387IkrctkkfFsz+rXtXPeY2BvZvkp8FPpHd3jyQjf3FMeuIZ3TUv2/s5dnFRrfrJDRo0CM899xyGDRuGbt26YeHChWjWrJnbafMYZjg52N1duMjZ3SGp9d7eRqIRNkY4LaJnd+eDg1yRZOI4mc+LAIN0X5HR3f2Ii4FN3wvcDgGQP3Gc7OdfytvT+LksdZk9Rcfx57nAhsVqti2VR2d3P/vss+O+3rx5czRu3BjjxlXNKPvGG2+4kzKvYeFejuqWYNNSov0SFDCHQlXblDmWNVkli5Hhg5lufUbbaxYpLMEmEVvSxag2/2qat6ub4JPcp7QlnaTww5j0n/6jOgXaSqmU3qhRo7ivDxkyxNXEUJSKMmDVx6pTIVlkkO6HMemSRQbCMWNZRQYcSQp/hhH+iM6BHWkkST6V2t3dZ2PSfdNtNlEe4sRx2tB+4jjJPfW8KFF3d5Z10k+icybwXKYUpM+ePVtYAtKHggvqt0/kb9NTfDBWWfZNO7Lm3gjIy9bJWh6t13U9z76kcSHEvlYT5OcN3wCN4vdAcx27uwuicf5NyoB/KkMUqq73mGlqFthWsy86B6yOc+yjMenkCvZpSpWKm0jpPvnb9BIjoqDgt+BN1MM5suY+uru70AJBsjG8RtTnJNG5cKCEToXK6iSpdFr6irykcAk2fxE9bwegWXDoYVLHK0fhs0+OhBPHUfrx6DrpRxxxBHbt2pXylx577LHYtEm3WUEVdFPxW2AKxBYOrO7R2t7cEtWsCiokxXR3l5yX2ZKuOV2v00Q8EMwwSCfXJKtMJVfp3t2dE8clXoKNKAUpPd2XLFmCn376CU2bNk3pS5csWYLS0tI6JYygcWBaneggXeOxyhVlwC/vy92m3d3diBMwK5zdXfvKGNJKskonmRik+wzvkdqorlJai+7uKY5J1/m5n2jiOJ33mVyT8tP9xBNPhJlipjLS/sYSh4oLyvetipGBpIY3tOVvAVv+V/W7jF20gnRrsinpvUJUdnePtwSbhvnKK1gIkcNvE8fJKl/4Mf+yu7tkslcQUJmnfZqnIucB8tM66TpK+ExQPHHcmjVravzFBx54YI3/xttUXFw+vIgTte7qWGDavjLqBQkzoZpRQbosdi/KRN3drZZ0gRVTOuYhUiPZxHEy2NeSTwu/Ksm4lyiYSdjR3Z2BOlHdyQzMvVTGqSgB1n8DtD4MyMpTnZq0lVKQ3q5dO9Hp8L59W+Rv00sXnCr2WGUfrCfqON+iJo6zgnTr0o/Y5q61QLujxGzXjxVOvqfzOed60urICh51zr8JeKDuiSoJL/9Jrmjya6WPX5dg27sJ+OIBoHUvYOCNqlPjEvkVpyxhpOqHZxVsVEVNumrRY9Ild8tWScbwBmuimnjHdflcoHCrmO2aSYIaGS3pJJ4frlMipSS1pBPVmc+fB6YJ56TTPizf/LlEdQrSGoN0L/NjgTdmdneNx6TH8EB3993rBW03ycPJ0HhYA+nHSxPHkRjK70Uq5sHhmHTvEHD+lefpBLyarroKVdcDVLc5B0gEBum1Ie2G4vMLzm/rpEvp7l55HBMF6cKOs1da0n1+Tcmka8EL8MaYdFJIYd7W+boiffmx4ie6POOHciy5ikG6l/nygk60TrofjoXElnSru3t0YVNUATBpC42fekzojOePBPNhWd+J3d19QYfKGB32oS5iyq0+GpOuIwXnrMZBeseOHbFjx46Y13fv3o2OHTu6kijPUXUx+fEidgRxETPMVtttSBMyzrc1Jj3h7O6i0pCk8Ceru3v09/vxGiMXeGHiOFZskcvY3V0u7Z8/uu9fEtETHmt/vv3KQxPHrV27FsFgbMBUWlqKTZs2uZIoIptVCP7wH8DXM9WmRTiJs63aPRQ80pIuJUjnA5JcwsKWQh4IIHn+iWog2TWr6fUU092d66SnN/nnLKUl2ADg7bfftn/+6KOP0KhRI/v3YDCIefPmoX379q4mzvd80cU7iciWqt/nA/0vV5cW0RznW1RBNNlNRnBLesKWR7YKUjphi6P+/HgvqqbHk2kyv0vlcv7bsxH46P/c/c5kUq3M0rXSq7ru7qQPgfk35SB96NChAADDMDBy5EjHe1lZWWjfvj3uv/9+VxPne7reuKoVUQiInDjOD2SsKRoz4ZWslvRks7urmnvAj9cY1ZkXJo5jwKS3RPdioZ2NIiufmL+UcvtZ/M0T7n5fTfj1XlVdS7ovy/dUUykH6aHKWaE7dOiAb7/9Fs2aNROWKM9RdjH58CKOWYJNTTLkiNo5mQFqooemqDQkXSedS7BpwW+FEL8WPv3As/lX0cRxbElPb9Z8NBbP5m+NhDi7uz94oCXdsmbNGhHpoHgS3kQ1vrlG77ORaIIz3Unq7h6TxxRNHCeju7tpiv1+IqJ0Vu3cIbx3Um35tXJH8jWjouLFT5U9CvY1pSD94Ycfxrhx45Cbm4uHH3642s9OmDDBlYR5i6rZ3Vnr5qua+8jzLa27ezVpELFdtqSTDqzrxE/3J6/wzTFXcS9M0pJOErl8vFUGcEmvWb/kLQ3301dxikeD9AcffBAjRoxAbm4uHnzwwYSfMwxD0yBdFQ0v6BrTuUCm8PwaElquHZJtxwrSBd/wWdAUjMeXSCgOv/MHPqvSX3Wr5+hyfnXZD49KKUiP7OLuy+7uytZJ91MNVTyG4nWIJfPC7O7CWtKtlsdELenW67zh60Pjc+mFieNIMK/mX9FDghCuxI1u/WRhXDIfHW9f5i1N9tlPcYqCfFrrCKisrAwrV65ERUVF8g+Tu/x0Q6soUZ0Cgaop4Mvq0iltnfTK/xMOSZfV3d1H1w4JxCXY/E3hfSQUFPjlrHySS+XzSMa2U92GX57LGpZv/BSkJyKw3FrjIL2oqAiXXnop6tWrhx49emD9+vUAgKuvvhp33XWX6wn0JFlBst8zv2EARTtUp0IeGec7aQugoonjpCzBFmff/FThJZsvji2DGfkUVWB6hbJygUePR7oyTaC8WOYGJW7L2iQrMx28ek+pC7/HKYLVOEi/8cYb8dNPP2HBggXIzc21Xx88eDBeeeUVVxPnezpe0En5cZ8rSTnf0Q/N6JZ0UZtN9rCWPUaeqA44cRypYgpsSa/uPu3L8ohAm76v/n0ebw1Us3qONudXl/2oCw8twTZ37ly88sor6N+/P4yIG3mPHj2wevVqVxPnHZyohWSQeb4lz+5uVw4kGZPOWtn0pk3BI1UM0qXzQsWIynwurbt79HH227Ut2A5dy8vkK74qs6XBmPRt27ahRYsWMa/v37/fEbSTC3xX4PUZFRPzxFTsSlon3b6RJ+rubo1JF7P58HfH+3JeY1QLwfLw/4EstekgfSV6HogsFLMlXY6yImDPhiQf0uF4pzjHgV/ylmM/NdlnXwXp8tU4SO/bty/ee+89+3crMP/3v/+No446yr2UeYmy2d01uYgpNTJvdokq1ISvk654vVReUxJpfKxDlUF6Ro07o1Ha8Gj+VTZxnEePRzp6ZwKw8VvVqRAv5eetpnlLViOISn4qUynY1xqXMKZNm4ZTTz0Vy5cvR0VFBR566CEsX74cX331FRYuXCgijT7mo8wfl996ZiiYbTUzN/7HhG03WUu63/N8uvPJ+WNLOolUUQZUlCZ4U9ISbCRO6b7kn9HpWcj8FEuX88uWdKFq3JJ+7LHHYsmSJaioqEDPnj3x8ccfo0WLFli0aBH69OkjIo3+pctFXBcte6hOgTzBMvnbPLCv83fhLemJbjlWkC76hs9rShqd719WkJ7BIF0+zWd3N03gtdHArjVqtp+IztczCZJintE2b0la4lbW93tlm14j8BjUqq9ep06d8NRTT7mdForBzI8OA4AtP6tOhRyrPqn6Wdh65VHfmxEA2hwB/PGD2O0my8t28C50UHpKL1Ed+OWBbXV3D2SrTQfpp6IUCFUoTgS7u6vn8vH28r3545uAv89WnQrJPHw+aoIt6ULVuCU9EAhg69atMa/v2LEDgUDAlUR5j6JxJQlvqppc3MkYRjUtrzpQ0QUsWXdGwZUDCWd3Z3d3/Wh8LoOVQVSAY9LJZSq7Btv36WreI6qxJHm6vEhOMpTjEmzpTX5MVuMIyEyQsUpLS5GdzVYFV7GGKjao0+bGpoh9/GRPHJdkXWkuwUbpxBqawu7uGuOzxonHI60pWU2Gcxw46Fh+9VOZzcsTxz388MMAwrO5//vf/0b9+vXt94LBID777DMccsgh7qfQC5RdWBpe0MnE644d/T5v+O6KPJ7Cu7snOndG1OeIPCzEieNIFJXPt2Rzh5A0WgR0KS7B5huizynHpOsm5SD9wQcfBBBuSZ85c6aja3t2djbat2+PmTNnup9CP/NTDVUiMYUF3hBc4ajoiPxZdHf3ZLO7C87zfKCQG+zu7gqDdL8OEWElrTjV3X/9ls+U89GYdNnWLQJWfQQcPQGo11TcdqKPuZnwlzSmy354U8pB+po14ZlGBw4ciDfeeANNmjQRlijPk3WzS7QdP91s2d3dZUmOn+iW9IRj0q3u7hKWFyI5dD7eIc7u7jsHdAZ2/KY6FZIYcbpHs9FAKp3vn6p9OSP8/w/PAcdOVJMGnl9KQY37NM2fP9/fATpJFGfiOBYU6ibZmHTRLekJyerurmgSSN/wyfG0l2DjxHHair5nZeUlfs/dDQv87mSb5hhi/+CYdJTuFbwBnzwPk/nxBb0rJVQvwTZp0iTcfvvtyM/Px6RJk6r97AMPPOBKwrxF48zlOVHHmt3dxYh8aDp6u6vq7i6hJZ0k0/lcerzwSekrlXtgKARkiBg3zjHE+lJxP/b4M0B6o4/oddLFfn2trXgHKDgSaNZFdUrSTkpB+o8//ojy8nL750QMFljITfGWYPNNECdzvXIvTBwX/TlKS365PpMtKUgCySpneDkvc4IoSicejQ1CQbnbc1xDmlxPqd4XdFhmT8Gy2CkF6fPnz4/7s2/w4aROzOzu7O5eJ/G6uxsyJ45LNiad55fSAZ8JpJCUHk8eDayI3KKyvOG7uIL3k9qocTPAnj17sHPnzpjXd+7cib17RY/voDAfXdzs7i5Gol4vwh5aSc6bqhXYfPegJFewJV0d7XvspXBPEn6fjnOMWYEqlw7PJq/vg+j0xXy/x49Hrei4T4nIn8y7xiWM8847Dy+//HLM63PmzMF5553nSqK8R1Em1L4wkoyfu7trxist6cw/5AqO3SUN8f5IrqrB3B0q8p6psru7z/g+nqmdGgfp33zzDQYOHBjz+gknnIBvvvnGlUQR2Yyo7u5+qbUTPjY8UuSYdMEtNAlv1Kqa0kkYnQskXp+1WGuSjrmq7JvKdSO6MjNuZarG17Mn6XS8vRqkq+wdotP5TQWflbVR4yC9tLQUFRUVMa+Xl5ejuLjYlUR5n98uLomib9Rcq9Vdycak71wj5mFpn7dEs7sbUZ8Thdcu6YKFHnVU30dEjUmv5v6rc6UbiVGjPKMgfwmfOK6a7u5+u55YoV0rNQ7S+/XrhyeffDLm9ZkzZ6JPnz6uJIrIpnV3d4VLoiS6YW5eCvwuYHJILsHmExrOXhuPFcyw4KExZU3pKXxEdEt6vHyt8fXsRX57FvqhJV34Pnp51QcNnpUK8mhKs7tHuuOOOzB48GD89NNPOPHEEwEA8+bNw7fffouPP/7Y9QR6gt9ull6i8+zu1e6Lwjy36hOg0yCXvzTZGF4J3d1Nk9cyucwLBQ/mad9RvlQmpR2Vz76UKjN9EKT7pRLbdzw0cdwxxxyDRYsWoaCgAHPmzME777yDzp07Y+nSpTjuuONEpJH8Kt466TpRWuFgJPgZYo65Z1vS+aB0lV8qQdiSTkrJWIIt+j2NKshJ0r26BpU+Kp4dodihu1RTKZ43LZ6VadCSDgC9evXCiy++6HZa0odfCqJeoHN3dxWFnniFsOibp5CbabLZ3WVMHKdR3iG14s3tQHJ4obAn8jnkhYnjyAM0eF7V5DpRkaeLdoj9/uj916n8WmMeuG+LIvC8phSk7927Fw0bNrR/ro71Ob34+cJSydB7dvfcRgo2msLxE9mSnnijlZ9j4VMbWhdIOLu79pTl31SCdAXd3bW+nj3I9ePt9e7ufiB44jgl4/r91JIuX0pBepMmTfDnn3+iRYsWaNy4MYw4B9s0TRiGgWBQ8rqDfuSnh6XWLekq96Wa7u7bVgKF24D6zV3cXoot6TqdX9KXmSQ/y8BCj49J6O4ek794b5bLZ8dbywr66s6hz86vDrw6cdx///tfNG3aFAAwf76AmZ+JbNFLsEUH6TrdyD1c6/nj88Bxk1zcbrLzpmgJNlYKCKTzsWV3d/1F518PnWvhLelEbqjJfZJ5T2s6zy8lUEpB+oABAwAAFRUVWLhwIS655BIceOCBQhPmbbJuJh4qFKiSEX1ha3QjVxIgpjAmHRC3fmjClnTrdcVjPYlSkWwiRBJI1TH30MzMou9l8e7TWlWQk5Q8XKMx6T54PvthH7Um//zVqGojMzMT9957LyoqfDYjIi8sddjdXZBquruLkGxfZXV31yn/eJLgMXeewZZ0EiSl60Zwd/eavkfuc/t4cwk2+WKOuRn3x/Tmo3XSE/LQEmyDBg3CwoULRaSFUqbN1V09A3pPHFcd3QpESZdg45h0SiNcgk1/vpw4LhLztlo+exbKvN5yG6vZroPPzq8Oz8qYvCJ+n2q8BNupp56Kf/zjH1i2bBn69OmD/Px8x/tnnnmma4nzDp9dTF7CMekubzLF7u7ub9jaWIL3ZSzBRuQ2DQoelH5EPQerrUzlvZlEkpm/FOVlrcqvldiwon4JtkhXXnklAOCBBx6IeY+zu5Pr2N3d7Y0q2CZSaEmvPM86PsT8RKfrszpsSVdH2TH30rnmEmxURzJOp5mscj7ys4qe/aap0X3cw9eojvcPwxC+XzUO0kMhFqKl0ebGUQOODG8AGVHd3X0TxIkac2j9IDtvJXlYi8rrjvwU75hq+ODwDI2PbU0KnzJpVeD0qVQKfToWeMlJp3Oc0pB0ifsrbVvVrCaj0/lNid/21x01HpP+3HPPobS0NOb1srIyPPfcc64kisgWM8usThe6V/ZF4sRxCZfhULQEG7nMZ8e3umVlKmKfk+QyoQVdL+dlCeukx7znlwpyr/By/ktVOuwDx6TXjS77kQqPz+4OAKNHj8aePXtiXt+3bx9Gjx7tSqI8x3c1Xh5hGOzu7v5Gw/9Jb0hP0j2YE8fpR+dzmcq+/fiC+HT4kgeWYFNdOSAsYPZoDxHSn6rnhdTtavxMTEbL8oD4+2SNg3TTNGHEKWhv3LgRjRo1ciVRnqdlZvOo6LzG2nyXeG1cp4SWdNPktUsuSWGd9E3fy0mKn4m8nr18rxCVtmRzh5A8rj8LvbLkayIaBsvR16no7u4q7lkpb9PD99NURe+rhPtkymPSe/fuDcMwYBgGTjzxRGRmVv1pMBjEmjVrcMoppwhJpHoaZC5d6BSkq9iXlAthbq/Rmqwl3aovlHytebkgTt7FfOMRMs+DpMA1pTHpClrSmefl0uF416TSR8sx6dUoie2RTBQt5SB96NChAIAlS5ZgyJAhqF+/vv1ednY22rdvj2HDhrmeQCIHnYJ0X1X+pDhxnNsPTy88jElDyeZYkCHONeO3ieN8u8axipZ01ftM6acmecZn1/J3TwMHn6xm2yroXBbzwhJst956KwCgffv2OPfcc5GbmxvzGVPXk+C1/fJaemQKcYm/uomTd2QU6rkEmw9pep+KvP/6KSD2Ch5zcWWAsv3yt0kJiD3eO4vK8PKC33B8l+Y4tK3ooaoeX4JNx21ZGrSSv824dLh/pMHEcVu3bo0boAeDQVxwwQWuJMr7dMhs6UDzGWaVjh/y2BJs9utuH5Nk38dr2VW+K8h7IGD0ddAqcwI3D+VtEc/BPRvhuE/HZCsP7b8fCO5V9uLX6/D92l14fMFqd7dTW1o+O2TvU5ztZdePfU0FHc+vhGdvjYP0e++9F08//bTjtWAwiPPOOw9LlixxK11E8ekUpFd3Axd2Q0txjJioAkKi7sGGhInjWMiUS8eHMuDMo54LkDU95g4Rx1xqHvPQmHQRfptX9bPn8jW5KWiaqAiG72Ml5UFs2VsiZkM1yssaThznhe3q+hxWIeGxFHeMaxykv/fee5g8eTJee+01AEBFRQX+/ve/4+eff8b8+fNrlYhHH30U7du3R25uLo488kgsXrw44WefeuopHHfccWjSpAmaNGmCwYMHV/t5SjdJMrvJ7u7uk1EgS3JelY7tJaoBx4NaYTDDQEosLxduRaQtIyB/m1QNccfbCtAtv27ZJ2hL6TBxnMQVInS8hvw0u7sCNS4Z/+Uvf8Hrr7+OSy65BG+//TaGDRuGlStXYv78+WjVquZjH1555RVMmjQJt956K3744QccfvjhGDJkCLZu3Rr38wsWLMD555+P+fPnY9GiRSgoKMDJJ5+MTZs21Xjb6csnmT3ejV2XlvSincCWnxUmQHIBP1lLevTn3N6u9bOOD0mSzGNj0pmnfUhEkB45RREnjlNO4HVdHnR+966icmHbCvPaEmyRm/VDC74HaPmc8mB3dwAYNGgQnnvuOQwbNgxr1qzBwoUL0bJly1ol4IEHHsDYsWMxevRodO/eHTNnzkS9evUwa9asuJ9/8cUXceWVV6JXr1445JBD8O9//xuhUAjz5s2L+/n05oECoNfocqH/9LKa7apaB9feboL37YnjBJ7ftZ8DC6aL+37yB6+0pMejy/3R1xQtwRYZpBsGYvI285Y2giHnudxdVCZmQzXJM37MX1rssw77UEteWSf97LPPjvt68+bN0bhxY4wbN85+7Y033kh542VlZfj+++9x44032q9lZGRg8ODBWLRoUUrfUVRUhPLycjRt2jTu+6WlpSgtLbV/37t3b8rps2lxIWlCl9ndk66RKXhMunQpTlgnuqdEWaHY7ycfiGxJ5zAN+SR1VfUy4d3d2ZKus+ggfY/wlvQUSO0l6ZFWe18tmanD/SPBPqhegq1Ro/jLMwwZMqROG9++fTuCwWBMK3zLli3xyy+/pPQdN9xwA9q0aYPBgwfHfX/69OmYOnVqndJJEiXL7Lp0d/dbsJjqEmxa3MhJa6y09QkVE3um+N1SWtKjt8l8L5XAsk50kF4eFFyuSikQ1XBMeuyGk/yuMd4/aiWlIH327Nmi01Erd911F15++WUsWLAg7rJwAHDjjTdi0qRJ9u979+5FQUGBrCSS23SZOE5VkB5vCTYpNblJWtLt2d0l38j54KAa80pLul9aYCiW4DHpulSGU4SqPBMMmTBgon5uJgpLKlAeEvUcrMGSr6qexSrLAIKX2SOXpcPs7kB4RvdPP/0UTzzxBPbtC88K+ccff6CwsGaBR7NmzRAIBLBlyxbH61u2bEk6Cd19992Hu+66Cx9//DEOO+ywhJ/LyclBw4YNHf/qjBeCJJU39siCsC6Fh/IkS56oXoLN7ZtOqi3prp9fXqtSRU/UpyNPL8HmM7rmsWRE7LcR0d09GK/7s0+PtSoC83ZFKHwPa5ibFf5dVEt6WizBpmG+bnwQcMxEOdvy9ezuHpw4bt26dejZsyf+9re/4aqrrsK2bdsAAHfffTcmT55co+/Kzs5Gnz59HJO+WZPAHXXUUQn/7p577sHtt9+ODz/8EH379q3pLtSCoszFAmDYWTOB7Prhn3UZk678hmUk+FmUZLO7G87PEXmVlyeO4/XjnmoLnyKPcyrfLXhMerAstvzh1woRZcQd78LSCgBA5xbhclX0bO9K6Ji/ki7BJmifGx0IZGaL+e7a0uL8Ru2DhBitxkH6Nddcg759+2LXrl3Iy8uzXz/rrLNqNcP6pEmT8NRTT+HZZ5/FihUrcMUVV2D//v0YPXo0AODiiy92TCx399134+abb8asWbPQvn17bN68GZs3b65xKz6lAesCyG0ENO8a/lmXlnQtblg1kOy82d3dXT6/SY+zz86DcJq3UADw3BJs5D8inh+R35nbON4H3N8mSWfCRFlF+DlbFaR7YUy6H+i4brqfW9LFS2lMeqTPP/8cX331FbKznbU07du3r9Va5eeeey62bduGW265BZs3b0avXr3w4Ycf2pPJrV+/HhkZVXUJjz/+OMrKynDOOec4vufWW2/FlClTarz9lGhxIaU5GUt0+YGqJdgsiVrSOUs2pQvPtaTzniiG/FaT8GYVTRxnfWcgG8g/IM77zGdSCRqvHAoB1hD0pvnhcnyFsJb0mizBJrEBRtqwLNlBebzvF7zNwi3JP6MtjyzBFikUCiEYjO1yvHHjRjRo0KBWiRg/fjzGjx8f970FCxY4fl+7dm2ttuEuxQ8rPz4s7SBdk+7uynoExMk7Mgqf9v4mXCg96nNEXuXhlnTfPRt03F9F3d2te2+b3vK2SdhfWoEd+8vQpnEeMjMi7ydijrc1Hj0zYCA/OxwClIdEj0n32H3SQeXEcaLKOwakHfNFj6b2OZ2fTQL3rcbNVyeffDJmzJhh/24YBgoLC3HrrbfitNNOczNtRFWs8XIM4upG9UMz6cRxGt/I/cAP589MMUj3w7HwK9XnVmRLOns1SbVm+37s3F+GtTv2O98QlMes8ef1sjORGQjfv8S1pFdKpTLTD+uk+7qiS4N9j74mDfFzKdW4Jf3+++/HkCFD0L17d5SUlOCCCy7AqlWr0KxZM/znP/8RkUYf83Lto2RWwUGbieM8zvWudkla0iXc7Egy1YGMMOnQOuQTMvOYl/KzkKQkGQrlpf3XSEVl3/PCkgqYMGEIvq9Y488b5GYiK5BRmQYPNH74IX/JmjiOBIk+Xx7s7n7ggQfip59+wssvv4ylS5eisLAQl156KUaMGOGYSE4vvJDUiFzLW9QSXaoorsmV3U036Vh4Ud3dee2Sy1Kd18FrXeGpZjwdNAjs7h65FJvobZLDvuIKNMwLL4smqqxjTRoXDtKNytc8MCZdZv7yylKhAre9eO1OdCwsRbOmwjZRMzrfPgSexxoH6QCQmZmJCy+80O20ECHhlWxo1t1d+azjsgOIJK2PbEjXkKYnM9UhI54O8nQh8RjrPnGc1UstUXd3ZmfXWQGzpaQihIaCt2m1pDfMzUR2Zvhcm6aJ8mDIbll3TU2G1ym7XwrcbtKWczHb3lcaxIerNuPM3cWo17Ic9YRspaZ4A6mNlIL0t99+O+UvPPPMM2udGM/yXGHLa+kRxIjXks7u7nWiKi8na30U1VMi2f567tqmtOHJlnLmZ/d4OGgQsgRbsjHpzFtus9YrryJ+CUtrTHr9nEzkZQUQyDAQDJnYV1Jhz/buush75bGTgC8eiPMhH+QvSeWNLXtLYFWM/Lm3BJ2kbNUHYnq7e6S7+9ChQ1P6MsMw4s78TlRn1jJ8Xhg75QrFDyTpAYYVpCcqALIpXQ8+OH+pViR5MognPagI0slt0euTB0MR51VQQGe13tfPyYRhGGiQm4XdRWXYU1wuIEiPsw8tDknwUR2fHWoaCbbtK7V/3lccXRGkiJbn1yMTx4W0CYxqS/Zahz6W8NhqFsQpa+FN9XvFrNGadOI4XluULpIF4czLYvC4CmpJj+7tZMR/n1wT3d3dEaQLEqo8j7lZ4SGEDfMysbuoDHuLy4Vvu1pS10mP2JbUfC24u3vlvhSXVzWWRlcEqaPD/SPBPnhpCTYieeJ1d9fhQgeU3bBULcFmFwATvK9sYkBd8pMHaXOtRkm2UoFKuh7zRHwxjjXeZ1QsweazvCWBNbN7TuXYcGeQLuZ4W0F6ZmXvxHrZ4WC9pFxkL1iP3StN8cc5+Xbj/O6Ssogl9cq8EqTr+GyS0Fsu5SD9tNNOw549e+zf77rrLuzevdv+fceOHejevburiaMEdMzsKfPzvrtIWVfcJLO78/ymN1/cmzwyuzu704vl6bysoLu7p49HegpWHtMsO0iPeFPQ8bbqASob0pGTGf6htEJExU8N9sEP66Tv3xb1gqB5ByLOZVlFECavXXfEHEcPBekfffQRSkurxjlMmzYNO3futH+vqKjAypUr3U0dkUW3lnRd9iNVdgEw2cRxbh8Xnx1nT9H02Nu9QtgRTT0d8xhb0v3CajnPrpxVPSShhdcK2AIZ4WexNcN7dNd7l7YW/i+le6Xq3oU6CO9LZOt5MGhi/c4iVQmKoMNxjtoHQ3zjUsqljOiaGF/VzCRdRkEQtpRUkXAxyKXLfqQqxTHpvjsulH4UDRkhyTx8L5Ixu3t0+cNPZT5JQpVBurVeeUjwMTZN025Jz6zcptXVXmhLeiplWVn5S2Y+VjD3UMg0URG05h0In9utERPJKaPD/UPBPrApgNKENbGYR8bXpKuaPDSFbDfJ7O6yl2AjcXQ99rruF6VOeR7g7O46CNpBemV398h8JaCsEznk3RqTbreki1iZKe51kqjsoWGQnpT7abGW2AsEDHsow54ixZMCakv8hMcp340Nw4ARVbCP/l1fXrqodRdxrB3rpGs2+7eXJjyKdx3L7nau2/kljSmq6EoJr5+0l9LEcSqCdOYtN5mmWdXdvTJQDgme3T2ypT7LbkmvHJNerri7u7TspXI29+i3RQTp4fPYMDfLPsd7S7wQpOtw/5C/DyktwQaEbyijRo1CTk4OAKCkpASXX3458vPzAcAxXp3IfewOndZUtaSTZH66PhUE6azEcvLt8eDEcemuImTaZ7FqTHrEB0Sc4srvzDCq7l5VLemKu7uraknXLF9bQXr93Exk7guf28JSD6yVrsNxjt4HCcM0Uw7SR44c6fj9wgsvjPnMxRdfXPcUpQMdMlu68V1Lq6D9THkJNpe3nyz4tguGklvwfZOfSD9ebMnXiJd6O8V8hBPHpTtr+bXMDMOexC0UMmHChAEDIo631ZIe2QvWqiAQMnFcTZarlFZBr2ZMejBkwjRNZAYy4r7vlvJguPKnYW4WKrOVoEkBScYzOOUgffbs2SLTQVQ9YUGcIqoLgKq66iYqAPquEsYPND2XXs6jXk6bEBrub0rd3QVuN9GzwXd5Syyrq3tmwEBG5TE3AYRCQEDQtACRLemWnCyBE8dZPD1xnPjt7i+twG9bC5GRYaBbqwbOQN1lVkt6g9wsuzLGG2ula3z/8MKYdF/jw8k7tDkXqvdD9sRxyZZgY5CuBV+cP4UVXb44vpSUiFbHUGWX2IxEbTfMe26qqAycMjMykJFR9US2x40LmvkbgF0pAAA5AZGzu8f2zli2aQ+27iuBGZOfZOUvufk4ZJpYs30/TIQrZorKIifocz8tVqt5o7yqlvTyCg9cu1o8u6K7uyd43UUM0j1N8SyYXsKW9DSXrJu9qq67fjsPEumax1MdMqJk/zU95kqoP5bBkImd+8vsVtcqAtIWqpxcKpDl/ndTDKu7eyDDgAEDGVaXd/u+ISJID//vCNLtlnQBs7tHPfc37CzCzIW/44/dJSgsiRonraolXfB2S8tD9rkGoipD3N62aaK4shKgVaNcO08Jmbm/xtTfT+ss5nyJL7cySE+JBpkr7ek2sZiisdLKl2BL1pLOJdiIEmN+Vify3iXyPFR99597irF+ZxHW7tgf9RGRLekJgnTeS11lrWVtrVdutXqGrFMrYIWVqjHpVa9mBwTO7h7Vg+6+j1fabxXHbE/PlvRg1HmMrXBzV3koBBMGGtezurub9rJs5DIJ5WgG6ZQedOoOvXONwo2rngwpUZCuWU8JIlkVYTrcE2tL5L574LDuKioDAOwrqXAsnyVEqLK1LSOQ4AMeOCAaqQhZ3d0rg/TK/6ODOjeZcbq7C53d3RbeXmTreTAUtT0tx6SbMUG58zp2d9sVIdPevZzMTDvA88TEcVo8pxLsA8ekky9pcVHH8cePqlMA+WPSk7XgK+opoWseI4FS7I0iZC1r5lf1FY2iN1O1HWsNawDOsaxSxqRH5W/mPVeV2y3p4WJ4oPJ+UhXUud8Vuqq7e9XLdpAuYUx6RsSGY0dwaDi7O2Jbzh1Busv7HFnRkpNpRHR390CQrkMlH7u7EyWgU0t69Ji/3hfJ27byWeUTze5e+bqALn4kkw+Od8rLGJIQAluivMSEac/UDEQFUSLu45w4TioreMuqDKSsZdjsoE7gxHGRS7DlCA3SnfsQiNiulHkW4pE5Jt00Y3rAiOztXl4ersjLDBgwDMMuNpd7oSVdC4lOHlvS1VKwZEO1dAhUE0m4bxqNSY8uBDU+SH4aVI1JT/o5Dc4vVdL4PgUkv4Y4+7tmIs6nhONcHnSOJS13tIYJ2H6wcuK4hEE6uanc6u5utaTLnjiucjtCW9IjKudN01npFDN8Q9q9S255ProywvG7y/tstZhnVeapjMp7VrkXWtIFnt89ReUoKVcwOZ6EZzzvxpQeErXApiMj0Zg/GRTPTJ1w4jiOSSfNMGAWT+gxVtvrKBg12ZOjoC2ku3tlITeQoFjI/Owqe+I4a0x6dHd3Ace7akx61WvW9itCIZim6Whld2GD4f8NI2bysugh6cpa0gWzzmdmhoGKUHTLuuAgPQMwPDNxnJg07CgsxfWvLQUAnNmrDf7Wq62Q7cRnNR6K24JGkY9IXsjgPhTvYaFDS2t0IUhmBUTcB5SEFj/7vHGddK2Z4loJvEPlfvmjqzfFTiBWViH42oru7h7z/GV+c0vIrJpQzGpJz4zu7u46M+466VZAZ5oCth0xNCh6XLQdrDYqiPqsaHLzsbX8mtVjQeQEkGWVy+hlBQwAhl3h4o0x6WJ8u3aX/fPbS/7A1r0l4jamoEzDIN3LVHSXVC5BQUTnlvS451nwzUBV3krWkq5DJQzpLdUx6aKvsbgFBj8EUnq2uEVvNzpgEt+SnmRMuh+yliRW4GYYQGWMXDW7u6iJ41DV3T2yOGUtAReZLtcZsd3p7f2075OSMtj6b5y/C77O7bkHKk+0oweB293dK6whFOEyplUZEwrFzjIvnaDjvLek3PG7Y4JN13FMujcpGzsTQacgtTZEraOtQswSNzIDZlUFzyQt6RD0oNa2NZeU4+zuJJDV4pYZd4ZmThyXziqCVcuvGZXPPnt2d+saF9ndPeI5nJVRVbZ0fexyxOzupRXO4Mlagk7cpLEJfPd01AvitlsRDGJfZRAZvyXd3W2X293drSEUse+pI+Y4/7a10PF7qcxJ8iTEZT6P/NLIMROBQLbqVCgkubZVpOiKBpmt2inPTC0oWE7Ykq6qu7sG+clTeDzlEdfi5mk+qagIVbZ85WaFK3WDka1hKmZ398lxl8E6jYGIKCpmdneRE8dlVH1/RkbVUl0Vro9dripvWC2cVitvRdDqfi/n2V8eDOGJhauxvbBU6HYibdhVjJAZLt40yguv6uNcgk1MS7rVah9Z3FLe5V3Q6d1bHN2SXiFmQwC7u1M1jAwgu77qVKij05jlUFR3nHi1caYJ/PA8sHq+mDRI7+4ep59dJGETx2mQX9KVDr1e6sKXw5XILVa8lBXIsLtEC20NS9qSTm6xKmAix4bHBukCthtnCTagquW1PHY2t7qxW9INFFcG6S0aZCPDCD+Zy4OmtEljF67chsVrdmLjrmKh24m0eU94Ww1zs+weMc7TK3biOAOGncfEzN6vnrXPDSsrQYpldneXEJcwSKc0oVNLego3kf3bgF/eBb6ZKT49MoKJlJdg0+D8UiVNz2WqvVFE52Wu165wdnfxedsK5AIZQMCI6iqrYky6rtezAvEmcLODdIHd3a0YPCPqlpFZ2eXd/ZZ0i4HiyiWy8nIy7SCyPBiSEuiUlAfxn8Xr7d9FLoMWvV0gXAmSEbHEngkx57i8wjkZIVA114Gu3d2tPGv1VCgsFdiSnhCDdMVUPZwSFb58+LDUqiU9+mapYky6R1vSZZ9fHfITSWblZYXbjvnZeon5Oe1ZE8dFBHIxraxKururLuTrIxgvSI+Y5CtMQJCO2O0CVZPHuR6kR7Sk768MnvKyAnaQ7mzdFXfvevX7jY7fhc/vUKm4PLydQIZhn1/TFHebDtoVe1Xn1/qxvELxs0HQTluVD60a5QIAtokczhC9DxyTTg5+7j6p0zraqbSkC9t2krHhorebbAk2Hc4vhfk9YPTz/VooSflKWf4Nb9fuEp1hwJrbq2pZNhFBeuVzid3dhbPq6SMaPO3bRVWM7nbAHDFxXHR398oM5n5396rKeatVOS8rgJzKSdRKyoPCK+hLK4JYtHq74zVZM51bk+UFDMPxOKjavLvpsCbjC8TpoVEWVFjuFMQ0TTtIP7BJHgDgz90Cl2BLnBBhX80gPRV+L2x6gkazu6ucOE6ViBr1+DQ6v34mcObatCN6dneRARtVT0KZwArIA0ZVK1xVS7qAYMpqSQ9w4jjR4o0Nz7BbWgW2pCd4DFst6e53iY6dOK5edibyc8J5bH9ZhfAK+i17SlFaHkJ+TibaN8sHIC9IL6nc54yM8NjwqooYMT1ighEVe5ZAhlUhorps5f4xD4ZM+xB2bdkAALDiz70CJ4/jxHFk2b8d+HNJ1e9+COSqo9P+R08cJ5Xa1qGkLemutx6wYKmMrofeM2PB4x1gXQ96BGkVQWqPZVVLeuSkYpVvun1fi3wmcUy6cFaQFtktObIl3RR0rBN1d7e6n7vf3b2q554VpOdmZyA3K6K7u92SLiaItLo/N2+Qg3rZVSslxKRRgOLKYNGaNC4jZkiDu0JxurtnGsBBpasQ3LdFyDZTJuA4V0Qcx3YH5Nv5+PEFq4HyYmDDt0BFmXsbjNkF8T1AGaTXioSH1VtXVdVsE7RqafVCd3dHgBEn2BAVLCdcgk3sg5pU0LVQr2jICFVSl68KSyscBUMhKu+V9jJdEWPShY1XjixrZGRV/hCVv1nh6Zp4E7hFBs6mCSHH20wwcVyWqJZ0+3leNbt7XlYmsu2J40yIns9suyNID1dAOVvSxeXrnUXhANFaI90O0gVNAGl1d88wYD+fGpdvxt92P4uCz29wdVs15/5xjpxbICtgoEXDnKrXv5gBfH4f8N0s17dri+j9Ygq6PzJIT0c6PywT7ZtOQ5aVtqRXqry5vPjNOsz5boOENTSTtT6KOsE6ZJh0IqeFwhuSBelygjlfk3gMNu0uxm9bC/Hb1n1S7irBiGW6MkRPHBeKWGuYLenCxZs4LnbMsvvPwkRLsFmzgbtfARXbkp6XHUAgYNjj8YutyeMEVdBbQXqz+jnIz6lsSRe4VrmltCKI/SXhyq/szPB2rbklRNXzWR0hnBPHRVUMaMTq+ZEZMGAYBv7Wq034DRNVPZF/n+/iFmOPYXkwhEfn/4bb3l2OCgHlaAbpKdEvc6cdrSaOU9laXHX8SsqD+O+KrSguD2LXfhe7BMXdbNUEMnHpNHs/VeK5dF+cY8rDLMV3a3cCCI/tLKucEApFO4FgeTV/VRtWS3rV+FJ7TLqoJdjslnSjKpKISRYzmlsiz63FMCKqqk1TzNyACSeOE9WSHjEmvbxqdncDBrID4cC1qExQxVOl7fvCZZtm9bORlxWnu7sg+yoD9AyjaoJA0d3dg5WTwwUiruGqIF3IJpUqj1oXPqeyMqRU1JrwMXnUwL6SCuwrKcf6HUXYsKvY9U0ySKf0okNBwRNdug1s21e1VIXyNTR1qoShMB2u1Xh03S9KKPr+GAyZwJ6NwNwrgPevE7JNe9xyvCXYXO/uXlnpkGjSOMAjzy092GOHI1vSYUS0tAro6o6qSbYyDDjuY5mixqRHLL1aWjlxmRVIWV3sS+yASsx91ZpErEFu1YR1MoL0wpIKGDARyDBgVFa/BGK6u7ubDnuITGRLusA8VSMCtm8t4WcF6dZcB9as+sIZhmMZwT+2bnN9PxmkpyL6oKvO7H6kUxCnsrt7xNjwwtKqcYjCn1lJl34TNOcAr1WFdD32KY5JFz27u6xteo2sfYzYTnTLTMg0gXWLwr/s+1PI5q17smPiOEGF+7hrpMfkbx/kLUlCkcFyBCuYMwV0dw+Fqr4x0TrpwlrSDcO+hnIqAykrT9uTjgvrdl5VOZAXb+I4QfnaKl9lOlq1w/+LXoIt8vyKbr1PqnWvyh/c3741PMOq8LEqgMTNZB/bkl5aEYQBoF3pSrRfMMH1MfAM0im96FAIVTlxXIS9xVXdNGNrll0+zsmCb8FrpZIC2p9LxRPHaX98UyHnGFRErR8tdPI404QJs2p2d8OoWp5L1BJs8YL0OOkid0TONxDJiGxpdb2Vter7outfIidyE8Vq3bTWSM+IDtIFXcuR282PN3GcoHy9vzJIDwQihzSIHR8edMzubs0oD6HbjGZW3r9ksCqVMu3u7oJb0uMcw9KKEAyYOKbwY5SUB4FVH7u6SQbpacXHswnrNPu3Rwo7eyKCdGldoZKNSZfdWuORc6ENPxzPlPdRxLGI1wLkg2PuIGt/q7YT3Q1YdHfZyCHJzvWVY9PmCmtcfXVBuu/ymThWEJMR1ZRu/SqiJd2sLDsZiK0csFq1oyuj6r7RqoXZrW7B2ZnOrt8VoiZDrBTZkh53CTZBissrx4dHHOuYVRoErZOuakx6MGRi5ZZ9+GXzvqoypcAGGDtPRY1JL6sIyakoiOru7v5wEQbplDZ0mt49tsuMvE1XbfuP3VWTXAgN0sPryYR/TtrdXYfzSwD0qFDzsrjXis+uH0n3i+hCvdhCvunompphVBW07YKnqHXSMwLVJMtneUsgO36Jet0RUAkar1z1CJYwJj0iUKsKqCpnOjeiu7uLeV7YY+GzMqq6u0vIy9b+OpfZC/8vrrt7ZEt65TYzxLbeR9pVVIaS8hBKy0N2TwKRDTBVE8dVdnevHEphmqIqJcyY3yKfBSLmdmKQXkPbC0vxv017FGxZXSv6z3/swa9b9inbPgC9Zv/2wj4YBrZETBzndgV6NRtO8LJG55c0l+KYdFl4zQgXHZQLHd9pmo4xy0bclnS3t1kZpBsM0mVINEVL1XmOqNh2a5uVmSd6+TUAyBY1Jr1yH4Jm1TVkrRle1XovLl+Zpml3fc7bvQqtvrwlnB4JY9LDy9qa8ceHi5o4LuTcDhAxWZ2EpnRrmT2ganZ7kbGLlXeiu7sDcva3IhiqzD2mnR63K0MYpNdASXkQG3cV48Vv1glbuN5r9paU44GPf8XdH/wipYtQYjq1pKtkHT8DRY6J40S3pFubTTbZFltf05v4wo93eHDiON+RNSY9uiU9JHTb0etoZ9gTigkakx4XJ44TxeoRYUQdY7uuWsCxttdIj/OeNbmZ6wGzaQUvVS/lVC6DZgXp+wUuwVYerJrRPv+z25G9bwOAcJBuCgqULVUt6dWtWe7etk3TRDBkLcEWuU1UbtO1TSUUuU54UblV8SeuAaY8anZ3wzDsSiAhZdqo7yyvqJocMMOoCtTdxCA9FZUnJrKWcX+ZNyb/Em3znhL758KSimo+KZhWE4sp3IeI4xdZ6ym0AsZRoEzUkq7R7P0UpmuFi2fuQXHS4Zm0CaRgdveyihB+zvtLxFJoYjcdvY52TEu6qGNQXSWqH/KWJLFdz8OqZuKGsO7u0ePRAYGzu1st6XYrPpBZmaet8eG7isorKyXcz1+RE4iF1yuv2neBc+RVbjs8oVjE8PCIrueVL7h4jiODw8j9dExW99l9QNFO17YZraocaVTlJYHd3cus7u4R+2u1povpHerchzIjBwBQLzvDHhdf4fI1xCC9BiIvgsiZsaVR0Lvyyc9+t3/eW6Jgn2OwoOAKw7AnNgEMVIRMKTOeJiwERr7u5rZZsCStMD+rUB4MYVN2e3xbMBoAEBRaAWXGdFu1x6SLaklP6T7JvOcW6zxGdz13nmeXu7ujKlCOliVqdvfKfFpuVi2RZfUesLYZNK1pa0QE6VUtrUblKglWPBcUPMbPakk3HC3p1rbFjc8GnEF6IHJM+sZvgW+fdn3blsgYqdyavE1gA5s1h0JWRDd3a/I4ob1D2/QGhj2NvaXhY944L9OuHHD7GmKQnpLKbgwRB192wBo0TbHLviSwa3+Z/fM+tqS7I3of6jWt2efrtnH7K0vKnb1ByioEPbQiC5QJZ3fnrUg7OlyrcXlsTLrvgidZ+1u1HevZm9eoBQCJLemVWSyyx6iYVseqFrDEH9G0Z4wC9tFONCZdwDYTtd4DVa3bbrcCWs+AYGXZOXLMcNW+GpVpExekZ0ds15r5XPTwTasVPyCpu3tkfJARp2LArpPYv821bUazjqmJcH4Lb1Pcc9Jegi2iUiI3S0J39+x8IKe+3bu4ZcNce/I6t1dIYMm4BiIv6v2l8gLWkGli5sLf8c3vO1EsuZv9gU3y7J/3lykM0i1aFBQq81H744DT7gVyGkrcdHjbZRFjtRrkZgEQsPxK1UYjfk4yuzsg+Rz7LcCRSfdjm6zwofv+e4CEiqDwWM/wdprUywYAhES2wplmnO7u1uzu4lodSYLdG2Auey3p7O6maQK/L3B103brfZz7ltWq7X5DUOVQUSu2iQrSDQAmMsJpE/DcLy13rs0OIHbIiuAx6ZGVIlbXdxETx5VXhGCYVZNN2tuMmaxOzL2rPBhCRch05K5gyJTS3T3y/FpzHoiZwd9ZmVleeb3kZAWqeoa4fA1VtygmRYk86ftL5QXLpeUh7CwtRcg0sau4DHkSH9CRY++LVI7D13HMcv2WQOODgGCSyg/TdL3VzqphzgwYyDMErx2aysRxorq7k1yR507X85hoamYVTFPf4+wRkYFL48ogXXSvNmtm4oDd3b3qPRFraKeUh7SoIE/sw/9txk8bd+Py4zuhUb0sMRt5f7Jj0uHo8eGOuQd2rwf27wDyD3Bl09G9MyJVdXcX05JuBzOZGfZOGjAqg1ZDWNdke430rAygsvNr5a5GDFkRt20DUa3aiJhzwOVtW92sEw2hEB2kWz0zc7IyUB7KQDBYUVmmFDhxnNXdPVAVpDfICYe1ItYsj1YRMhEAkBMILwNXBk4cp5SqlvTiiG7JOwvLhMz8mUhRROu57FZ8B52W6KppIV/ATdWqgayXnYkcYbXolhRa0iO7u2teGPQPDa7VulAxu3vJ7nALXEVZ9Z9LZ45jID6PWc/93OwAGuSFC4DChgZVilyCDXA+KkKCWh1jNhRNh2dvAjsKS/Hqdxvw6+Z9+G6duIm1gOrrrGNm8S8rdHG78YM4oGriOPfXSQ/n02Bl0TGyJR0IB+pW12ghLelWkJ5ZtbRgwJDT3d2e3T3uxHECWtKDUeuyR1XwhUwxcx1YrMMZMAwE7K7fptChjGVxhjM0yM2s2rYohnW9hH/NDmTY3d3Zkq6CNa7GmqEScmd3L6kI2tUpFSETRWVB5EvYbllFCKXlVTfO6DHMQiQsgHmg1UoL4WNaWlE5xjI7gGzEe2i5eKNJaQm2yNfdvMkl+S6NC57KKTq2ZuX8HZG16y5vQdD31kJ0wfaTW4FgGbBrHdBnpJo06SLquZ+fnYmm9bKxBc5ZowVsOGYJNgPhtdLDY9JFqu4566F877JfNu+zf16/s0jotqor1Rh2d+h4n64bq3dG/InjRM3uHmYVI6OD9AzDgAmjsru7+/krXnf3TDuYcn1zzm1XhJCJBOPDRUyiZscnUS3pEV0nQiYQEFTBZy/xl2Egy8hAGYDisgo0ENndvfI+HPmsb5hXOXxTxAmOOm8VIRM5COfrrAwxQTpb0msg8sIqkjg+OzJQBoDdRXJaSXbsL3X8XiwjSE/Evs41LCgkbVF3P2Auq6wxr5cVsJeOEDOGB6h5S7qG51ihjbuK8Ps291pkqie3lTOexxeuxrVzfkKh8N5OKioOo45p9LUSrHw2bPhGTnKUkJuvrMJvfk4AjfPD3d3Lg6bAOTxil2ADosYru36PTKW7u7735bU79ts/7yoSOylw1djwOF2To1vSXV3ppHKMdJzux+LWSa+c3b3yUols0QbCj33TyBA2cZzVHdoxcZxhBVOViRI1Jj0YAmAmWCfdesW9bVv7E28yQuulkMDhUfY9CwYaVs5zFG7MlNvdvV52uO1ZTE8J6zsjegoAyA4YVb1RGKSrED7oIUd3d3kBa3Tt5h5Jy79t2+cM0uWPSTfi/KxvQSEhIUuThM9lXnYAWdaSFcLGpEfO7p5CYONmTa/GBctUlFWEcOtbP+PO91ZIq9yzKTr036/dhf2lFfh2jaBuq14ak57oIIcUVqiKJitf7dkAoGpCzfzsTOQEqoIMYWMeTdO+F0eOH64qaANSDkJ0/tZ4GNL6HVWt56KX163u9uEYk+6yamd3t7u7i1kn3TEmPUIGwi3pooLH8lDVEmyWQEyLp5hryWpci7yGRXZ3r0jQU6Jq7L/YoTLWrmRkVE3eVlYREtvdPd7EcdY66UJidOeXWvk63JJe2djFJdjUCSpqSY+uLZK17d+37Xf8LqW7eyL2mHQNCgoxT2kDu4vLsWTDbmwvLI33B25uHEDVWJ562Zl2VzcpK/yltASbvwNrN/2+vaoFfdVWCa3pZsJfpDClVMqkug0JaUk0xjDkgZU4ZBB1vjf9AKz5DEBEd/ecLGRkVBW6y4PinodVY9IltaT7eJ100zQdXdxFLzVbtV55bLTsXCfd5e2asUGjxZ44zvWW9PD3VSTs7o7K7u4QUrYrr9xwXqjq/GYI6pYcrcweI151wAP2+bUCdReDdGviOFSVK2H/FFHGE9aSHv4/wzDs81weDAmtzI43Jt36WWhZwHAOD8nJzIgYRsEgXZnIGRnFd6W0tlTVra5e5ayFsiat+2NPMQCgfbPwCHg5E8clyOBaraPt7DJjAli7PVwhsnFXcWx3GVe7vIW/yx6TnpWBzHhLRwjoZlctx+zuXILNLTv3V7We7yiU3ZIu/9hGDsmROcEmAKD/lVEvSGhpLyuMf5xDcnpbqSHhvK793P7RKvzWr5yQKMMwYJimXXkuQrzu7s65UwVt24cTxxWXBx0TAe4rKRfXqwwRdfRx3ottSXcvHdVNHGcH6YImRKywW9IDcASPGREt6QK3mx+qmnMgU1KQbo2Hj3cNA+5fTuH9MRP00Iis/BHb3d0wgOzK3pkVIRP2bVJId/fYnhLZIlvSI8rupmna5ejciDHpXCddIceYdEnd3UOhqrxdLzuc8WUF6VZQ3rxBTvh36S3pkVeZRi3pUTbsLHb8LnZSImsb4WNbLzvT7qYj6kHpkHAJNt6KRCiMaBWS2ftHlcghOWUV4rojh0Xl5Y4DnL+LaM2OvkbnXgFsXhr7Oa27u0ceA/H3LCsYb1wvE4BhF7pFTbIFmDFLsAFR41mF3av9N3Gc1XKenZmBQIaBYMjEToFDg6rr7i6yJb3a7u52gOF2S3r4GilL1JLu6O7u/vVk7U/kUHir67fdM1bAsS4pDyIYMmGYpuMajpke18V9dnR3j1mGrXKbgnosAJFL/BkIZFS155faz2GRQXrV/lpzLAkpz0Z8Z0nEXGG5WQF7RvuQ6e7QUZaMU2HN8hpxgvaVymmpsGr7AhmGnfmKy+UEqta4+wMqJ8tRO3GchkuwVdpb4sxLMTW8rt5UrZb0iDHp1s1F+Jh0dUvO+VVkjx+ZK1IAUHIeIytPhVdKJOvGV1GiLljWOUiXzCoINswNPwetQrfIdXijl2ADIltZRbSGpfB9Ojx749hX+fxtlJeFZpUNEtHz8bip+u7u4f9FPIrt7u5x5vcRvU66da3EjEnPAEzDENY7xOoZkBVnAkYRa5VbrDJdVmaGYwk2w6gKXt2uiKlafSo2X9nFZ0DYs8GMuGcZqJrnoFjgcpXxurtnBUS2pFcyDOyvLF9kGEBWhrNCtdTFfWaQnqKQaTqeUaXlISljtO01WrMC9oQXotdotRSXhzNhs/r/n70/D7clue4C0V9k5t77THesW3WrSlWqUYM1WJJlWfIoMLJl+WEjt5jh0ajd5rVpN3yf+Exbr/2QaehnHjZu+wPxxGcwYEy/FqbBGATC8iDZmixrtGapqlSDqupW3fHce8+0d2bG+yNiRazMjBzOzhX7ytdn6Sudc/fOs2NnZmTEWuv3W79lNq79VTj5rQvXTSgcZx/q3iA9RusKeys3pqlb1KL5nEOEtkz6t3q8zOCCn/UHz3iQvrsiBo631V/7HRaYx0Q6jQ1IOu2cjzS21HF/sExrjfc/dB5fPHdtNcwfePGpk5tGsTh6TbputmADuKOtI8TooTX6a0EYMb5dtUj6sbUMt1pf59mYQXon3T2eurvuaMEWrU+6E44z/wq1YANUNHYIUY8zds5O3T3i+kHig5uzrBE0V/Amwa+Qt6i7A7wmPR7dnfxWuqfUMcAFrBGuN9X9T4N09xjn6ff+3YMCGsrFZZScAGTZsEdB+iDTlawMPeSxVUABv5DMJikSO+nnK6BDAx5JP22R9NWruzO7mZD0mpN/db96XaPWStnrt0+CKtPUbdAx6/AA9FPabyZxwK8Ru7zj16jVI+mrf1Y5ej6PiHQe2Y2xr17ew8Vr+9hbFPjC09eiCwVqaKd4fXLD7IMqUQC0uIovH7W7BZs5ZuV2k67L5McdW5vgtuOrQNKNrVrdvWvciWvBVso+U/azFi1IulJAiSRawo32gIzRoZ3COl3kCGNTCcXmtOnzuEQMZAPmotS2eKADSY9YKlNZs5RyY+ZlPICNStp4TXpUdXdmBICYZIS59sSakARSj4L0gVayLOTxdZNRryOgMYwCtvVJ6uqGDmLVWjKb56WrfT97fA2AQabkW3QMtZsISa8tktdq8yiqcJxTdzcBm1F3j9wnfejnxqhLvymSOsvbpR3vbD57dX8FI5oA49LOHPuL1dfA89aY0daqQ00pYTTyD/l8/tzTV93v86LEp5/cjjpeWQI0jU7Y3r+0SonX79bGBeot2BgadiPmwQrGfHp7Dz/+K5/Ghx+5GH0sMnK2j61lrrQvZrtKJ7AVWBscFTuCn0N09xDNnoJYrYVBglqf9DCSbpkDMWrS7cPLhyWQLSYTJ9S/m4yuvvTy0daCDYh/nQE0dDRozJjrJLHlVkZ3Z4wjYu2lpkUBAH/OR3T3VZv2me1UKaxNbG34PH7A6ujumae7r0JY7LLdpKZZgjNbU/f6/oqo9g27qZB0a47u7mtbgFAWTv6caRFZn7Ca9GjXdgDdvXL4Cu/xzTSfAnaRqbufv3aAp7f3Oo6Wsa9e3sPjl3bx3i9KU737jSPpMWuGAQybz18TvdRvHnv0wk4ltHns4k7rsRJGTmCaKKzZ3r8U5MRkPHERJrLVbIEd83UFSPq//vDjePrKPn7+tx+JWK5StWuO7j7Bpu2gE7N7z5A+6e4eC95sBzTVvwiqwWSMoKqtJl0pQCOJRnenZzTjAoyuV3k8tXO3bnTcYwifMzF7ehkakZ7jgiPpUM6fjanu3tWCrdDsQkQYm0DMNMB2OqK73wDjE5A261UIqdEiM2M16bHaZHCjft23bE2RpYlbxFfThi1ghLLehJQ7QtI3psZBmNedkwgLjFd3T10LNt+7ExDduNrUsOsWhe5+cwfhXbY3L9zzeptlwzz8bNygBhZFB4CHnrnac7CszfMSv/zRr/p/R69JP7JVm1Hd1li3e/B25JKzgiXnyRxCFGkv0rqb7h7H0f7amNOcVfabX3h2JWN6unuGrRW0ue2inZOoWxxh6mbih4yrY4smR2rq7jMus26/S6niqbvPnfo3H9P/HiuPOw+0BiOjJF8pTHfPy/b76/MC8WrSif1DU8knM+kI2XG11p0t2JQufOnG9hOiYwOm/JfXpEPrIyT9RpqnnymsZ6SyvkrhuATpCmvSydG+ZdPUaFH7t/hBetuDfDMhUtWglTL55Hg2ax3lA2Zek84XuCh16bT59qKKN1FJw9eAURuhjVmGe2/ZAHCDOzREto89drny7+hI+iC7mdatG2+Xd+ZQ0Di+boKp85FLOHh3FQCVWstYSHr55V93QVoaRNKjRHDVQYLHxE+Q8/Xp0QuRE4rWqGzx+NoEx9biI+l0rUN0dzTusdy99n3SA8Mq31pQdt2kmnTzr4a6uwJKpNF0FuhcslqyyyHLZZzSEQLSOMpKFqs+vGs98oKEWA2SrnzwGovuvmDztCIcx/1ZOiT1bOBRxtbJPQrSldEoAbRLAB0F6TfAPN0dmE1WhyrTxOfq7gcroIFdvG6DdEt1X5uujj0QtJtJVKzmEFEm39N0YgYXBqWhKbQxTZGoADVJeExjNwJJ/8Nrl+gZ3pxi/QY8vwo6urAXN2L/kEWjy97kJRJfq1aWGpd3zVq5NTP14Rd34gl8AYEgHR6JixWk669+1P3OA6pKr+PIicyDvMDnz12tPUNxxyxLjUtc6HJF3Siu7plxjq9nju5OifMY1tWv3N3jGAO7mvTw24Smx0HSzc86kq4U75Mej3Zeyw1EV3h3/dlDQXqFLSEYpFeSMKpyo5NIiQFu9Zp0Gt0F6cLj8nnKmSD0+16y6ZmhYj6lPwcKxCst9iJ04DoK0geZ9u0FEuUWmr0VCCO53ofH7qjQ3WM7v1dZ71DAo7yraDsXtpsTZdVaO4fAtY6I2iedzSnl7yvNrSiKp0NQGiCOcFyv3VzziRsFMLdsTl2JTuw2itzpUfBB1SosL6vPSfSa1qN685Xa1f0FylJDAVi3ifL5Iq6YaThItw5+JKZG6WirVeqqp7vHCGiqn/eLH3wMn3z8Ch7lNf+RfY4re4uKX3P9YDW+BkfSie6+Ny/idllBSws2F8DJ78MuOdCSLM+cwnsMRNv8nGZJIHhUlqkaYdyWYNnXpcetSc8CRenOkxV+jmkdTAL3t9LaL8JzrKEDNemEpPujJI2usVJwJZvm3wqTNMG5yd0eSRc/Z+UAj0Qp9/mUoDhC0m+A8XqeNaK7r0g47rPr34jkxB2VFiySkyBkFIzfdv3zwFc/6mhKUcetP0j8375J7E1kCgd56RabWVt/R+GAuSg1NIy2Ai3etGnFySwPRNId1+8ISZcwKlk5vTX1SbbIpTL1wPjLz1yLOh63/UU9SI+1WAydz5AP5P8Qo/g0n03pl7+uuxETx21BuoKORuMMicYBdVGxWPPADELq6juVQDnu3LtUY0U8dnGnIgQZw4pSO8T++PoEm9PMXeedSGM7dfdQ7XBdOE7QvA8bfj+LiqSbf4bU3UulTK10THX32jk7hffIVOwscI9jsSW61N3pJZMLkb/OPPZ3SLq91UUkJH0eUHYno9d8skvonBngRDFSiGV1ILgnHQXpQ0xr0C1WnO6+opr0Jyf3YnOWIU1MDlRB42ARN5A5WJRQusDzP/ePgN/+KRyDUYVehbJ8t90MTipHC7yye8ZaR8RjSviM57pTU1Ge/hW7uWSXOXHACCj+H0LzuhI+SN+NjKRzmpeCxldWVFcKNFk+0eiyh5pTR2i7lNF+O01NgEPOUcyys2aQvoKa9JYgPS6Sbo0cbOV/d0yFyMlTorrfcXLNvfb+L1+IOub1/Rxam1M9NsuQJArrVsD1eiTKu0vxtdSG0zHiyuMdLdgADxKIJjd1tbyuHlAZunsSke5OSHr1daIoF7Fp9iEknaPagve39FSJwJiIMiYZXwuTxAzoBTYjlRS4exsO0hV0BLo7mfJ0d6pJ1/7eSorWHgXpA43uNUfSV0H95n3SFTziGTtY3s8LJCjdeFuJyXJHrcOvP8x8M4kRwN0oq4lPAKjUhQO1Ho+iQatfzEkMEGB09wg0u8FW6U1yZGNMa40nr5jE2unNmUssxk7uLfIq8hZVgKlmhKR/70vvAGBq1FdV19puR3NZyigBRH4vJRZjJp6cunuI7l7GeZbIv6v7njyAE59XbL3XWlfOd4/WjMh7Aj2rd5xYxzc/cAsA4JlrcTUHiOq+ZQN0+h2IJx7ntv8QLZkfJzxuRwwHwAc7smVCujJtpjW18wRAiSQa3b0tWHYJr0jboa+F72BLAKLP1ILKZGr16AAqLNwY5jS7Ej+v6dS9SyA7uAvSA4kQVzrq6O4RatIXRjjOd+DQnu4u6GcdBekDzVOUTDs0ANGpWIAP0knQhOZDndopbfT59HDTOcem2ffbzeD0sgc995QZrjoaUzyOixGSecczQuZxaE36Ed1dzP75Bx7F4xd3AQCnN6fOOZoXkZF05uBtFVejCjDVjZKmt59Yw5ZVab68O+/6k3E2hMoeuXb4D5PNa4rJhlmmo+7DDkk30DIA3EAknb0fbV4p7MyLisK334siB+n2Pm5MU9x92nSjiK2hwXukk23NzL4YL0jvoCUrfhxE77MfN7xuUZcXWbq7ma/ajjmpB8uJgo5Id6dzWdt5sjouZ6VEmNe0VnXXpMuOWbAa7epIccsogGr3Kxq7gaTHorsH2txN0xqSHuEe7y8Ko2Kv4M6NEqtHNek3wFw9DxTWJoSkr6Am3S5wRFelrE3s2lITPPoHjR6EuEF6x4N0U/ZJV41kiM/wVqB00VG1BrRSlQ2EHF/veMZYzXuCmihsiT+cQc0HHvI00Vs2py6zLKk6GrJ57q/3S/c+ckOC9FmWRG4Z6QOaI1udEXWVli0KWmPO6faa9Hithfpq0mOhjmR19kkUMdGA7dr6981p5p7f2OU5JP67MfMJa+occGPo7v73hjaN0MhtNemx1N1NGGx0JOoJAqXMe2WJKPMrLzXWyh2c/OwvVV5PIgetfC+qWyy6e6FNiVno9lZ7s8tbVTSOxjQ/Y7VCJaHYViRda3nhuEpNOqm7W7o7/JotyXQ+CtIHma60zVhbUX0n4BdqSgzQJIhNtTcTUIOSVLNVqLsPEUy7GejuZAHxibSS4bUmHLSaj1OVWp64m9bAD70RLdhupvnUYifWJ64jRewgPbdIPSUFVsE2IqMgbpolcdfowcwQICYt2Y+gcW5732kQ3KxGwQOtlcrWAsYKloFwkO6C5Uhrhy+tq77ulL+hgevno61d9WcmlvBT3RySPkt9kB65gw4J421MMvfaVuxe6R20c8U0D6TLGnSjBVv1s30iVxoU0NDgwRRLeIG1YIvUJ/14cbmxVCvuZ0WY114/IxSkm5+G7i63H+cOSfesHzem/RnrEa4yjow5dqYbU3bwhZ2nwZr0NJJwHEvQE1Aa6sBx1ILtBhhXd3eocuRAudS+nodaV8SQ+A9ZVRQBmKWrGbfVXHuumyCoYiulR9LNv52gSeUyC56zFXLRUJV6qSSUHFi13Uz3+GvIkkQ5Byz280ubNc2tVfZlpyBukjIk/Ya1jLS2gudpe2+Bc1f38fil3ehj3UijuUtKzeQbLaLM6SqzKFSTHhtJr6OOtDeUWgO7F4BP/f/kB1fKJdYIk4tZesWNkgOb08wl2aJq4PAxK0i6pbtHQtIJzWyjnfuEuWwA2VULD/AWbMJIegAUIEsSM8+0Fd6StkVRQiNpXOsqGBKDCl3t2MMtVsDcpe7ua9Ijs38C66QTIhQee1F2q7srxGUB7duadJeY0Nqrux8F6Ss2XUXS6cGLTTn388onBlaFpFMCgh66lSDpXRa7qGalxoP06nWOj6T7j+O9JRtBerZW/7PxAw5tR7WSe3zzUpVDfaNnK6K70/whh2yV6wU5l5PUlwfFdvIb9sfeVnsh/lzmwcQNTbJFNkrC0FrpUIsofdLNdWxH0rWrARUfuWW59D207Quf+w+Cg/pf689MGUOnJGBX92y/8vUMG1ZhPTZbkRIS60xEdXNlwnFhq9xnwWveVQsPAJNMHgUk5p6GalU619QnPUpNukHxG6wUx4YRHxKASQ4nuuiku0uj+PSchunu9phVIelMXylWMpNo9HWdA/NaAs6AFtuH7f0qtBlfw+5HNtkTQ9j7KEgfaBUknVCpRRmxVZbPYCulXEBFcVXMevhFUTYeuikJx0V1uruupRpwzHj74rlr+MBDF6LeV29NykzSqA0HZM9Zu0/ji1tzEY9x/n016RESMTdx0NJmHD1+y3c/H4AP0mMj6TR/yCHLCy2sFtxuRNOcpIlroxQHSfeUt4bd+sII43UbP8eY1O8bbS5Ir9Wki7aMYqahq0G6UpXWQrGE47ivwS2qQvP7f8b83L/SeGbi6pR427ZB+on1SWRNCW8cvScjdfd4LRzNj7ZguboNSiLp4XlFNnXCcZL7b4kShrk3CSHpSqFUKTTkuyUUpbbn3KyFj40s33/xt/E/Pvs2bF38dOO9WOUMeWk4CYoFyo0xIz3CtETwVpWecURHCSPpTkF/QAu2UmodMZ/H3SieAIpBd8/6DzkyADUk3d+V/UVZycJKGi0gPJiKIUxQN+7I0wRcjXBch60ISf/77/4CAPOQv+re03EGCYhPpDV0KC6SbgL1EIUzTgu2oZ8VIxHT91k3X1BDju1skuDFd54AAEZ3L6C1bqVajrU63R0waPokUJsnbZzuHlUo7zDMkBWou/NzzIsyWAd5M9i8QXc3mGOcJJBB9+hqpwGHN1YLNvrU+vSqqLuLD2oD0p0Lrk6brIiyJzSNgvTjaxOsTT1zryx1hUYrabRWch/uWOSa9D66u5nV2lLA5RDAvmUriro7OHOvOXCifFlFWZaQ9KTpPHSA4J8ooFSp8esjzOtXX/6PKABsPPUBIKuelfsu4nT3uuYAH9MmJSL5O4TiVwNW+l6R6O5uv2+eMO3/fkhZJN0njCkZUT3/I7r7DTCehZykiXsQYtI5yQfgDq5Td4+IpO870QufgVybrIBm3/UQr6BemSuqf+qJK9HG8aYcakFOYFjATRZZdjViFbp7aFy5MQdZFHX3trFuXro7zSneYo9vWjHR1lL7zYum16rqwrna6yxdDb2/YY15FXcul1pXkK9Vqumv2mgekbPvkfRI/coZPZiDNYmrV48ybKWTDLdVVXzt165zuQIkPS9K96xurWWuXAWIu34Qkr4RoLtfu1F09whIelH68Ey1TKQskrq7acGWBBO1Spk+6eY7yt5n2ue0Uk26exJXsK5NV4K/VkomYeDXo9C8iubfOfq3XbOCNek0n2QH93T35rya1VuwidfDWzCiNrYDUY/6pK/adCW7raCcAxyzLp0m2ISpYlIwFzNYpiwQZwxMs6zy3g2ziHVx15kSdVxn1y8Yvvbf/FuFkHRho0z+pFJnWR83wvh9gbF7/4juPsZCjidHV2M+w4SkK8X0M+bx1wyttXPyp2mC2cQzByKMFuEzhw5dHbuecFl5UmKFRvOaWBoGSdfR6O6Fa/mmKlgcrdWiAlvMOGuP26rEPevrh0fS482tXebPrGUpJqkP6mLWpe+y3uxkRHePJRxH1oqku/sMsWueswC4bRem50o0iat9TXoI8VSsVr0UTh47bRbVFI4jBD/GI6w5ayHwfqxyhsIh6e2JgVj0/qC6u51PizIOgu/o7oEgnfQVykhrF+05FXaI1lF0Uo6C9IFWrefRPkiPiGg7EaYA4hnT0Q71eHRieTdMOC4+yso35S+eu7aSc3XCcV1IujD1nDbNCt2dKweLjznU6ORlM/ndY918QTwhTxyNytLE3e+YgRxfJ2mTXgWSbuoPze+TNFlRDf6NoLtXre7YrkqJ+0YYUZMnLqFpfoaEEiWMrmVageE8u2zVNem+ljV2kG72QarT9kBYvHH35579Q+vG+grq0n1ColmTvjvPowQ1DmVted+nquWQVi5y2JYrT60TIBssa9aCLRxupKlNBglHzD6QCtfCAypK33CeNAzV/xNDRlq9n8YNJgbsz1gkujKwZjkR5JJ01eKg2e3Ccex8hVuwubmVWB/LMQnMP4+E41ZtWruMG00H6lsele7OnE4yT3ePNy6v7STzyFRMp7frIY5Rr1w1jp4vihJPXtmLM1CgJp0WtwoVyv+B6Nhm01T+/irFNg65odig9mcfkn5Ed5cwX2dZlRyJWqdtrWRIeqoUoPVKkl0c/TFBuhW6vNE16eLrVfXz6qhqrMDxa8EooKJ1ixLmcdTdQ8ruiv2/2Z/FA2at+5H0yGQJWj8oWM2L0p5nvLm1y4J0MudjRWQrhlhHdN5aAzsREgR9y0c1US9zzTnro23czCGfsv5GSeV1LboCPjkgHaSTsFioFl6hRAJdavEHqvdaR0PSGcW+keCLVJNOdPfGWqlZiYESZ0kAPjkbortPLN3dJ9mExqea9Abd3ayPXDhOKsF3FKQPNJrcFCSvZfFbknkkvVrnoaCjqqwvmEoyGa/xjPHAAeipSY+PfF7bX1T+/cz2fqSRfNBK8yd1FE57RGQknY9pxo0ZpLtB3K8PPXsNP/Grn8XHHrvUfF+UmnTzBi1t5oL0SVWwZhVBesEy6mli1qpVIOnkbCeJoVXGPddDzKnICad6fHozB+l7C5NEJYIX7U7R6O6B9muA34OBOMiUD+LaHO14tFXAU89v2ZpCwSTA8kIW9aubY/9MOXsvvo9Fc4oLx2Vp4pIFMSjvfUF6hZosdMl5e662Punk24r6d7q0EnjhPukAkNn7XBbCNemuZrn5nlLAQk3M81vMZcdl1y90jyvqSoKXmmtoNMaM5j7TOlhFks338FoAMdbJriTMtN6CTZzu7vVvnDG6u9Zy+9JRkD7ImtntVdLdJ4lHxHwfvnjjzu1iOWMTcMoUKm9MXXp85PPxS7uVf1/alV28Q9ZowcapUM5kVzj6tHALtgh098Bn/eP3PownLu3iF97/qH8xhjjgTUz/bTPeL5ybR5djil16hdlEKRwvLq8kSD9/7QAAcGZrCqVYm8w/BMJx3G7mIJ3uJflkFMxEEY5TKkjhRE2EKsby4gCB2lTiXyPmbaYkH9WGA5Tsih+kc9r5+jSuj5UXpRN42qyxjmJqWtD9bQuWY7ToItSxi/wTpSadlde5gKb2JSh4l9Z4WNA+qJrnkyiFXE3MM14uGu+PGjf31zp0j2PVh3fd42gYl/1AunW+Jp3KNxW0sgkE4cHnHcJxXihX2p8lurv5Vz3xxNdsqbXjKEgfaBXFVa1XQsVy6u5MwI3WuZjZ5XkASZ+kiiUIbkBd+gqQ9Hf9/tOVf1/elV28nbFT8C3YzL99sMyPFw7SXa2lv79Vx6D2JYVte3eBbXtt9xcFrjoGQ4x73PJZNzHdnZyseoZ5FXXaHCVKE4Xvv/Kvovc6BoCL1ylInwHg5xpz7K+BmnRdvdexRcVupBEyltR8/UWkkgZag5vBsq9LF7/evLSuTnevHBaTem7Q48kkdYm+hSssjWMh9k9stiIXq6uzjmKWyzgeXRuSTsdpiCGAXaJiZMQYEa0Nt8+RVmHhOABI0zh097yzJh3I1cRc4zwOkt7Wjz5GEsaPq4O7EiULYu0PlGBpsI4iquh30d2zREFpL/gt2coQCOgdMDV/ad2woyB9oLUh6TFp517dnQvH2ZqHWP1fEO4/qKCYeFyssQc8SBEVZskoi351L1KQTqZCwnGRkXS2aVbKKOoIfpTF3Izx2ae2K68+ftEyGGLQ3W/ioKXN2pyTVQTphOQmthPFyeLCSmrSqacx1ZN+7dSkRxrbmqNkk0LyTTzdyREkJ8jQzoVraJlp5njVTSlAaR0hWNatSKtJDpjfY+6CewvqkuDbdBq6e7xRQ/3KY+v+OMbANG30YZ9FLJfx8yr8fiUBJCUcx+jubRYHSafz7aC7W+E46QCS/NhpYFiDpE/jIOmEaLe8X03CyJ2z14NRjdGbIIycaWgGDFTRJi8eJ4+k5yGFdWvTzHi02vVoj8PSqNakG+N16RJ2FKQPtLri6mwFdHevVlytSQci092plRFTd4fybeeioVNDatIjGUf7/uJr7gEAXIlGd6ccantNejwknfVJr9Sk18eNh2Y/erFaVvCY+7cKHn/T2ZMfAy49Eu3j25D06QrQZd4flvbrmC2UyBxd1gbpq6lJH7ImxZ3L5HxTIjcmwnqjbeFaopl/x+6T7unuzffS0DotZHQLQ+OGk7iCY0Njj5D0NPFIelEC158BHn1/lMTnrqO78yCd2tzGub9t2h1AXCaOy/H10d01sEq6u0PSJTUeNNHdgUkWDjdI3V26Jn1RlFC6wAPXP954zwTpmXnGpWvSi2qsULdodPdGIqYZN8RIKnKSTRNJN98jxjpJQOW0RTguTk16C5LO3pOO0Y6C9AGmA4qr65P4oiYkBMEngqlzidcbFggj6dDaOYKxnKJO4/XKEZyEyzYgX5+mOHt8DQBwJRrd3T7orG1UN5IuPDxqWU9E7qNZQx6f3jaq+URNfvaaFeiLoe7e+1krDmq2vwq87+8D735rtCHylv6h0zRm4GqMU4SpnGIVSPp8Zxv3HXwB67Y0KCYSdiiL4BRxI8eM7m0UxfGvAStLXekcYH4qADoO3V2pxtpcfduMLb5eal1JdDXGtT+jtVJiDjfvVb4oNLC/DXzwHwKPvFd83P0udfdIST7n5AeCx5iaFv3q7nYv5gePNKcVUkkMVD+b/AHZNo4aRjouwaRF3Z3mmLSeRl5qvHz3w3jh9u803lOW7l5qQIvT3bsTIhU2jCDCmxeG6t7G/AHi1KQ79pziwnGsJh3KHrM6JN21YKMxhZF0Xw/PLmxNPO+oJn2FxhcPWkBpA4kpikQOQKVVFonlRBWO83Q3bvRvqlmXt67PjYukU5B+cmOCE+sTAMD23iJqsFydV9WfVSRdlv7dEHKBai7iEc/74o651vfdugmAKei6zSUeiu/tBtWkX326/5iR1tY/dCXq7pUWbPbF689EG4/s6z/7/8Efv/JLuO/C+wCshjXwtWBF4F7fjGD6gtWr+oSmfS86kt5cK2KqFt9IJJ1TjrNKkM6u8fkviI9LdfBhJD3OM3ywaEfiotLd7c82JN0dp+VKDIrSXMMuJJ2CC9FgWZduPvukcfVLZJFq0hdFiXvmX2pRO1dYwPh5xUI2SHf9yntq0qXl3bvU3WN2huAdXdycroFOkqUbZG118AATjvNF6TKD1mvSkyYLh65BfqTuvjrLGQ3H1aRnq1B3Nz8nNSQdMAtQrI2aJmAlSFfqBiPpVVRf2gg1P7UxdUF6UWpX6xrDHH0z8UJE0QSJnFGf9CodutLtMYLIhzEFrTUuXTeb4r23bABA8xqvIsq4mYXjivDm5RzPiM+v1l6giMaf7MRPTEz3LwIAbr3yCQD+XPNCy7eMPFRNety5HBLPuRnr0rnD01B3j3TCbf3KzXdQtT68guNSTXoIEUuq303aOIquWCJXyuFsM6qDX8sCQXokIMR1sVk5kt4eTAFx2mXlRfeYAFdZl6a7Uwu28OCO7l7Kt2BLULYm2Qpl/LxcGknvudYUxEmuHVrrSpu95pje5LfD9mQm+QAx/NncJahbhOPgWUnidPc8zFYE5JPHR0H6AOO1HnXhuKh09xqVEag+CLEo75Q9rk9+qilaXZDOz48H6fLjU5B+cmOKSZpg09a2xqG8m/Oq15MCtcxjJKNFOkR3998ujl07yN38ufu0CdKvOiQ9Bt29Z67chLAjzau6UA+1UTyImFikpSFRXEBlBXT3gpx8c86zqC0jPRbWf2jc+eWfZY/LraIu/akre/gf/4+P41c/9VT0sQAmxqSApNaiLBarrMv5jIeka7dkBZH0CA4+N9p3KEhdVWJ+rwtJj7Re0boQCtJvqLq7Qz3lkHRXk96xZnl1d2G6e4O5VzWHpEdAWhNdtCLLRUJI+r7ouIuawGVzbPPTMMBlzjkPsH1DYwLS/l2zFNj+y34Xc+/NJZGmu7f3SZ+RcJz7mtLCceanZ7D5c1P2+xz1SV+h8cwYLXKraMFGG3GW8SDOvx8LEVu01LS6nqmxNuwbKBy3Myd1aLM5n9rwlHdxs+eZNx50TzmrML+ENy9Xkx7ok+6Gi1EXruBQ9BPrE5zamAIArlELthjq7q12g5D0FSD4nop1Y5F0UkyOmBNwRoHa+oSCC1/CcVNR3uvq7iyQdGvHCoL0f/+JJ7E/L/AfPvFk9LEAVNWDWc220jrafG44n0w1ORrtnNekB3ssV7+btLUF6XnJUKkIayeVDVbU3V03mUhIekgg19oq1N2Tluvok22AVGBT13MIWRYjSKfyOtWl7m4AES1Md5/nGgl0u4CbHbfIZdmSrk966/311HOp+1u5Z5X1yv8aJYnL1qtwMpO1YBNX7w+DEUAg8SM1tv2cuUsQNIEl+jZHSPoKLW/0mNSsBdsq6e6GFu0yNZEQhEVLTfpEOEPUtK7PjYukk9LrxtQs3Mct5T1mG7YQXSeMpMtvmkC1bylfX2P0tCS7ZGv/T29OsbVmrvXevDBZUYekx2/BdsPw8xUEUF44rhakR25pVBHYBC/NiXvO87x0zxIlT5VSK6nBJytKHbEbRLs5Bynx9YCroLtf3vHnSj3qo1nh2TeGzVVD0iMF6d1Ierxr3YW0xq9JNz/p2UkTf51jUt6DQXpkJH3ukPRmXWnMtaMv11HRh5FC0kNiZrU5REh6Lvk86dKCAu190idpyOcZb3lZQnU0K9SpEQguhJO4vk96+H1/f+XOlyPpig/iXgvoDglZsPorVJMubI4x2NKCDbaTUYzyTaf7U0nw+eQxcBSkr9ToGeYPXewenoCf2HVEbJLEpaARxWta27to44opWtdqqvkwSNruvNoCJrZoDcCQdPagp6FFTVhtlYTjUtbTUkFVa+GExyQjJP301hRb08wt7DsHBaKg2wEn59zVffzeo5dx7qosze1rxdpqtWLraCwqdcNM5DJykE6aBkoBGZtCVCYkTlkNeCVv/62H8Df+zafwlQs7tWNjUe2NEfjEywti092LUuPRi/48v/TM9XiDXXwYeOdfwPQz7wRgE8UVoSKNeR5Hn4XuXDhYNuPFcD67kgMrQ9LTxO0LWZ3yHoEN5PbfSeZeiy4c14GkxxSe7OMjOF0aQT+nJIbTELp7JH8jVDsMAMqKb0kj6XmhkeiiNVjWmQ3SS2Ek3ZXmtCDp5GcBYn4Wb5s3qIxC0LqQdPMStWCTTsKQn9Mcd5KavcF8P9SoqeNtkVOCgM1pdx3MP4/6pK/QcqeM6SfDLItfk16nnpFR4jdWr/RFQIzIjHsDheO4RXCMSF12vR6kRwlozPcv7MLBW5NwJ8wvpsJIumvBVl3c4tfDK1yyCNwtm1MkiXK1/1f3Fyuju5/b3gegcG57X9gh+dowQk3q95fmdqw1K2cboVJss4odpFtNA16XDcSsK2262Z964goA4De/8KzwWN3GHaTYomJkV/cWlSX4oWevxRvsE/8KALD2pf8IoLoX+qREnERQUOCrhhBJd8PQTA17ZUg6+yyaO7xO2/VKF3Z0udGatDb148Zuc9tNd49Yk87KNUJWobsL7YVc06HN6D5L091LEo5rQdIpOaCl64aLEgnK1uuMCSHpskF6n3BcVVdCKEhnAWI7zd6Y7P7A2wg3R0uUglaR1N2dQG4gycZiF1Ek3dHd60E6T5JYRorQhc76DzkymgxVJH116u51leZJmgB5vGC5je7uWrDdkJr0VSHp5pGI6iA0atLDwoBlaeiG0lY6unv1w83YOh7dXSnW6s7Uo2/NMlzfzw0aqpoL3nhrftYkVZjba3/9IMcJwdGW+T7S1tY/NLpasqvFoyDdI+la63ZnaaRdtZoGpj7MX1+i94ujYR23sCFiEzEJpMF61CbKOX+xa9Kv1EqAnr0Wme4Oe07K0xiBpj5LKNgaY15KwxV5uvdideEwydnqGNyiIOksOCpLDaTVwNU8VwVLhMg+x0WpXdkg7b9AfLZit3DcClqwtQVxPBEjlfzpUP6ujytb1tCPpFOQJY6klxqJLttp56kpaSwL4SDdCcf1IOmCjEUfsLYfQ/5drJr00Hpll44ownFeIJeXwmrgN/8u1OyYQ6BLel3EzPVbOKp96se1dqTufgMsr/c91NptIIuiFFbD9Ob7pFd557Frw726e3Xye6XXG4A+VpTN5DfOJt2dHIR4SHoeqGvhSUFx0Qs7Ns2revKngsRFQmp27HXesgj6sTWzURrKcgQkPXAe/KWYmhI3yioiW8wo8URzXdrI6aX6aMfMgJJt61MzqmdNGRUaiOtoc+Of/9Czdeq38HmzZ+PpK75cw5QX2EMiL891Mc3LK6jFryC8zCkkcUL5e6x6+pWbn9JIes7aUIVcfBfACbOr/K+M7m7NIay07wsn2/ZYEL7G9sIZ0/2JUc5AXSdWSXfXDHlsp7vTsRAP4roSpbRfiLLLtPc32lqwJda/lb7Hi8LUpLcyFlzrN2kEvzshUrm/Qs+xr4NvJhQb464CSVf0mhWOiwBO5KGa9GtPA898Bnj8Q8gSc1/LUgNa7jnmrkyIHaKUbHx2FKQPsFBLBUKlgHjqwby9DjeiWMRyPmlyVTOfegXtWLomdRwUjoxawFAgQ/d3L2I5Qx64zrw23KM0sguctmhNvZbHIXGlNJLuEZh6q51jVjzu2v4CUVqwBc6j1Bp6he3BVm1twnFEd481p+d5CQXN+ljTOypqoOzUdBXA73d04Th7fjxoferKHnYOZJGZirFngyPYaeJbv0RH0m1Qftvxmf13PHFNsrbSL8fuinCPu/qVuzVavK0Qp00234+OpNvP5dc5TmsubyTaOs2SSo0nJcqBOLTzuWMMrg5J549mK9IaOHas0b3ryq+kaQQkXZcoNVCqpFXd3SHpEdS/E5StnmOSGN+jFK5JD4r0Mav0SZeqSW8E6YFxK8kBOetE0m1HDF3KnSsZXecK2KR8XDaBWVdENZYcc8CMmVWVGAEcIek3xNLrps6QT8JJmrjJEYvy7jKQdZX1yLTzeRFA0nEj+qQzi4yk19VlVyEMuCCmRFtteITLrEuDwWilGi32XAsnyC+oZDu1sgIfpOfsHsdBiQCzoXBK6SqUv1dtixYkfebQoViCk+be0vzlbV9irhmLFgdlmq6mJr2OLD9+aZcduhrWkYJym/mqkPR7b9kEYIKs2G3uvKBZCr4+TFagwt1ZG+6GlUXEescVRTt5kN5MhlAQFYsNQ0H6+qTKGJymibsGMfZhYlGFkPRYrMEht03xeyzk6xBa3CkcZ8cVF44LtHytjEvCccJ+XV6Ulu7eg+AXsnOLRMUG0d2FrImkB8bl5VCCg3fXpMOOCUinB/JQC7bEl8tMYJIvxp8VusfapGVLmPivkpioJStumiD97W9/O+69916sra3h1a9+NT7ykY+0HvvZz34Wb3rTm3DvvfdCKYWf/dmfXcl3zK49AaB5saI6CPDtjLIa3Z2QddFWGcycoEpbTfoNCWziIenzvHQPvKO7k3BMxJp02hvqTgJROB1KI7ig8jvXKhwX6/Yqhd2DKpJOtPeKurvoZl29dvW5m0cUQ+L20LPX8P9978PYmUdEWa0VLTXprudx1K4Qvi+tgqEja8RdMypIOqe7TyIlJWrRWz1IP8h5CZR0YNP+ebHqpOtG53v7iTW3dm1HRtPpMZ0yujvAdVIiqHCTGFNg72kg6WIqzX4ur65Puv8wmju8LZnvnx3nGSb19rVaOxmlFNYmKdbL60g+8k+AC18WHdch6R1092j6O+hS4TY/zchSyZ9+4bisXtYgYZqYe6wFW+1LOCQ0Rk06itZzTl1/duEgvQ9JdyUrcmt14cRiu/YH81NSkPBQfdIFTWsdbsHGgVTFkHSpe6wLaK2hkRh/qhNJvwno7u985zvxlre8BW9729vw8Y9/HC972cvw+te/Hs8+G1bI3d3dxf3334+/9/f+Hm6//faVfc+i0Sfd2Cwi/ZvP6XrtMNGzYm0gixa6bPSa9E7huHhIOqHoSvlsvuspHSW4MOfpxSfqAm7mZwyfyNdfqR51d3k0W2uPpJOqOyHqO1w4LlI9PODbdZEVK2KF/OR//gI++uglvOdz56KPtXBdA6rzyqk0R9ayqLDP7P/HQu+BOorAgvSIbZS4hfqEu2SMdMDMPo+WxOOWjZI6urvskHW7vGMC8hPrEycAeTl2kO6Cx6o4IO2FMdhsdB27EW3ZMfOiykZpjFtRhhayw9LdhWvSPSjQdEfXJin++/N/D9mj7wV+7cejjBvqk+58HeF1qww8v3XzwVQMJL3dCEmXZUwQ2NQhHGdfl24NRjXpwWdpuokkoZp02cS53we7yxnM2DL3dxCS7ujucvMK4MJxzcEqPqXgmsXnaJvWgUPSJWvSXfmGamh2kVFy9aZA0n/mZ34GP/RDP4Q3v/nNeNGLXoR3vOMd2NjYwC/8wi8Ej3/Vq16Fn/qpn8Kf/bN/FrPZbNAYBwcHuHr1auW/w5qv96i+TotOnDYd/ncXxNkJn6Wyk6BuTt2dO/n6BtekB2glUkZ0u9kkdYmY2ErYgJ9XdcZCzFZo1C9Vo5n8id0nvdBU795E0o26Ox0uPzYZbaCewik4VIvtMaG2C1fjK2HTvEpr84rWEZ6FljSn7p4oYHYcACySrqIiUjl3QCvCcWnle8Uy6hn+bc87416Lx/vxRkmY20+sVcZcFZJ+cmOKM1smSH/m6n7Xn4w2OqXWmvQoifKA89mgccoyJlztcMv78WvSQ3T3GMGbN7p3IZX1zdQ42jGWj4OO5AA5/qK+zrVzFWX39lZZ8gmgw9Skay2oAG4/q0SzvI4spnBcosvmOb/uJ4A//r8jcUi67OTqDdLZy2JBuk28JxWfLuxXSvt3tCxUz9em5xUskg5IAj9FJUgPz6vM1qSXgCCSXjokPatpdpE5JP0Pep/0+XyOj33sY3jd617nv0yS4HWvex0+9KEPiY3zkz/5kzhx4oT77+677z70Z5Rugash2hFrtF12Cj7DibmpddwsjYLwPJffNLXWrH9olcoRPUi351xqjav7i0Ag4aI40WFdPTqriYsapNvzDLVgA0JBumD9UOnH8POZFtRISLo1l+1NlHPINmfmOu/EasFW24xo7tK9jkXh5PbIBa/4HasNGTcnSFgXnGT/jvEMk7OdQAEbp83vdpOOSnev9ABmKGu0ciTnaqMsNT711W0AwDc/cItjiBQRnt365/neuOa+xhb4IruyZ4TjTqxPcNepdQDAVy/vRR2TztWou/vXJxFFVH1VQ4h2HgtJ7w6mYvdJd8kQtidljXkVB0kPIa2k9h4j8UTrxiRrns/M+XaC4/6Xv9mr7A7EoSUXLT4sN74/yCVkPD5e34/IorVgKzQy5M1n6bavA9ZOIKXkgDDd/SDAKOPGv4+U/9EGJFbGtT/lyV3tc8uVboqLxvUj6ZkTjhNkDugSWpuadIOkt+8Nf+CR9AsXLqAoCpw9e7by+tmzZ3HunBwl9K1vfSu2t7fdf0888cShP6MIqLsDcdWDedmjm/x7lwAAL3viF824ERztovQtFeqTn4L2mKgYYBy+R87v4OOPX66+EaeHBHZriuMAD9LjC171BumiWU+i2DcXl7SRHBAySkrYebM59YwFV5M+j9SCjXn0i6J0dPd1S7OPHdAAwNU9T6e7th9fCduXq9Tp7v7fMVCxRVFCaW0FCKt0t7hBOgtWeb1yLKE8tjhfn+fYt0yJB2/dwn1njJia870iPUua0QzJEaL7HXNOa62NyCNMkH7bMYPix27D5lqD1ejuWSSdlFL74CLkJMVao/OW0jqy2DXpNHdmLXR3aUoywILlFro7/16SFhSespbFACTyg86AhqzSZk+sZtmW9HUcw5l1Ytdbl/ZZqiOPfNw46u6mT3rRylggdXfpIN0h6S3Bo2LfSOoyO6VzmlcdiUVREEZrhqRXBrOvGSadZixKCeMtBSvXmc0h1ydda0CqpKE0dHetAuUbLmlu/rkQOt8bLhwX22azGY4fP17577BWRyxogscUF+lvayBfLwVUz6U+Cb3wVNzA5tKOcfg+/Mil2jtxgvSQuixl8OPQ3S39m2qHG8Jx5mcMX9s79s1Hv9onXX5smq4UIAO+Nn3noGA16XECus89fdUFdPQdYvbvJuMtufYWRVQ6Mqey18sZjBqp+T2GeNw817YFm2ps0lHp7hX00V/beDXpfowdl/RJkaVJIKiIc695iR85ZlEoujXbmRfO2Tq2luHExgSAb8sWyyp90pnFQtKrtcOhPdjMdelnuY+WHAVJZ0FKNRlijNYRDUs7j1WTHqC7r2XxSr+cdkcgYU3fpSi1aHAxhItQRTxlxqakYSfdnb0ptS8a6rwZ2AMD4TIsab+O1sE+dXcxKrS1ec+4gL8PUki6o7t3IekVhoYgUyIoHFctCwJkWYuuR3rHCVfOV5DuTkmninAcS3wo4fjshgXpZ86cQZqmeOaZZyqvP/PMMysVhRtiZcvGuQqqXWgO0veI4YxR+wilAi3YIvdnB6oZ3EY2NxJVmOjuGyx4nDFnO5YatqO7twi46QgBJNVApYEgveoARkAu7PnwZMimvea789x3NI1A5Sy1rnzsbOtU5TvFNC5Wp/Xqnp+Q80moUQzxuEptOKtJU9BREoqNcWtIugvSI7JhrltUmVoJUuvGGCwYbnza0vLhun6UGrGq4okJsj5NMUkTnFw3QXps4TiP8KbVexypJp0/Hr4qqJp8AvhXkUXSQ4ry/Lu4sxWeXyHhuEQpN8eKCHPLaeAEgvSZo7uLDgmAIekdNemA8NxiDMk2ixFM5YSkdwwcA0nXTAOnLaCK1YJt0VM6Eo3uviDxx/ZjHKotTncfwtCQtbCeZPPaiwbpLR1s+NlVhFSlkHRd2qaClHSy4+9vu0Numj7p0+kUr3zlK/Ebv/Eb7rWyLPEbv/Eb+OZv/uYb9bWC1qruHgtJ19q1djFjhoO4GOgUfWaW1NwEJhwXs20VD2DmeVlFst3uJTs+UdpJ0R2oIjYx7i/gN5Em3d38LIUdQPOZYZTVjMsWNVGjQNn8iztjVJOuNeBjKXmPrO50rB+/xb0uTbOrW73tWkwxQp50CN1jYm3EeIbzQiOBrmzMNKcOIqK7jl5Ye52E4+IpyyuXgKGyjRM2aI3GHKCkE6tBpH0pVv0fNyrdOG7Pc2uNdWeIaG10d6onlmZLcPQ0rO5uj3OECSFaMs3VoUi6xF7IvrvvR199mpzDGyFa9gJugfUqrZ2voOWuC0YASWfnLwmGlDW0LWTVftYyYzugib9Yu6ZKKXFdCxpXQ7UKfKUOSZcO0rtrw6MJxxXheIGbp7sLrRshNLs2vmdoCIIwTGQwqN0B5ZIhkiUrrqSvfnM5A8r+lHyOTAs2W5OeJMClR8zrD/s41iHpNwPd/S1veQt+/ud/Hv/yX/5LfP7zn8cP//APY2dnB29+85sBAH/pL/0lvPWtb3XHz+dzfPKTn8QnP/lJzOdzPPnkk/jkJz+Jhx56KOr3LFuyVK6l0YqRdHotBiLnxVTqU0O7jSua06t1w7m9EGhvJG2hmriMUYNjCU9RQNWgu0esSdcuSA8h6fDj7tZLDUYNCqAm/mQtSxOXHJkXgo5nfWy2YM4mCbKt026saC0FrRHaShYTveefXW/BZl6zaGuEczbPbp3ubpD0mOwBOmezOfrzWnN90oWTIrwm3QanVLZx16kNAHB16vIJp+qzxPck150hAiWZjJB0Yg4Q+2he6Q0vb6EEHwBkjlooO7a/vmEVblUPloUs1+GEkxvX/nRxhQQK2NaCjc0hF7xFEXALJ6sBH7jHSDx1IelJ4gNWyf3hUMJx7P/H2hDhOIAr+cus19q2vtJOaKtpSayadAqWW662Q9Kl2nNZWwyinssmvWgu+8R8aM0yP2Xp7kzdnb/IPj9zpSNyPoDvkd4ewlaS1tJ0d2Xp7he+xL6U2Rul1d2z/kPi2Z/5M38G58+fx9/6W38L586dw8tf/nK8+93vdmJyjz/+eKV29qmnnsIrXvEK9++f/umfxk//9E/jta99Ld773vdG+56ux6RPRQGI26/cq7u3OwhRKKtuw1SNB5moJTFr0utZ6/PXDpzjG6tmOVQTp5TCLEuxvyiiJSUq15pZ1BZsA+juJRWlX3oEOH2/2Niu5VzN0V7LUhwsSt8OTZTubj6UO5f3nt7EZLru/r2fF0GqpZQRyhi7lRHQIahiLYvYsiovTJ1uHUmPHaRX6njZfab68D1x5oIfgxIwhKSfPT7DZbDrG43ubh1Bdo9jrhtkJBp3fM0g6WvsudlbFO46SFsF4WXnF+uZ8jW8LYEFT2gKWl5qpF3juvpwSSSdB+nhNZrqlWO2bpymCpjvANNN955H0mXH5NodIRFVM3aCoixEy918fq8DZeUJIDHhOF6K1G7SSLo730S1nnMWUTgO6KC7Z2YNk65JXwxB0u1bhdDYvnMOWC1MfUy7P0AQSYcXk+y7v4Xgc+QArpZnF2BCyKWWpbtr2JaC4bFN2Z0cA+eGBukA8CM/8iP4kR/5keB79cD73nvvjU5NDRnPqnObxurDy+pnkwSNlTUqkl620EgQV82erB48nL/GkXSXJYkyZp1uN8sSE6RL17TWkOU6ghBHwZeGpsWcjWkHbNQ7fuV3ZIN0ez518afZJAH2mKMdQTiuIMG4SYr1aQokCeiy788LF3TEsB2Lqt56bAbsxqGMkvUJqmQRxR8XFklXgdrdmGJmOVd3ryDp8Ts01OnupzaneM/ma/Gqnfeh1Ib+L2r22aA5xMWeqkF6HCSd2q8dt0h6liaYJRoHpcLePH6QPstUxeHKIpVg9QU1jrXgbq9QMJWXNkgPv7/zvD8BPPuvGc1ewsn3313zZAizhAdv4sJx5hwe+Oq/A774QeCP/BhwpwFjpgnTeDj5XLExOcARYhwBJgDYX8gyB11A03FMDCS9ATS1WCbMtKJxOxFPEnCTFo7LqTa8G0mXDtKHiLjtZ8eR5FfEfAHfgao/MSCKpPNYpVpL4X6L0XXEqdk3LnIzgVuUWmidBFAWRt0daWONJEusG3JT0N3/oJhDampLa8ygtQtJj+n4dlHAaDPLyzJSskQ3NofznO6uGp6RiOUtdDtPw45TQ0z07oZD1EDE5KlJoSCuUe+opJYHm5Sw07URpNtkV5yadPNZLhFDY6vEna880lo1QlupXVVcJL0HHRKmM3IzLdhoHtnETwIgOt2dfTa7tER3j6cBwGrSbdB6bJbhoydej2ezO+OyB3gSl74NS+7pODE6PvfUVQDA7ScsE+UjP4+/+uzbcDy/FOk601po/nX2Y/8AmF9378agJPPxQorF/HXxFmy6g6K7cQuK57zKDhcLSTc/Z1kCHFxzr1cRVtnJRffujnO/ZV741P/p3puk7P6vnxIbk68ZXUi6OVZubrFKmVajR9oA6ULzqkdEjYwYdtLCcWloobLmatW1nF+ptYa29ON24Thbky5Od+9H0sm3EqO7u6Rt+zGkMiUtDOw7UbEXOd3dzakIwnH1BBtbyyprliiSrlGqHiQdN4G6+x8kc1mq2tVyNeniwXJbdsqYihikO6XVtCrQA62dSI/WkQINRkEjBfBnr64ASbcZ1zrFL14NPgWt4YCqgdJEqUkPlFHYn24tlUJMXF24+ScF5WSUDIlDd68G6Y4epRJ3DaIH6VY47rbjMwBx+1i3CqpY8/1/YyDpbXT3iEJqYFQ/BVSQ9Mwj6aJJReZp71qWBHUpUErhgds2oZVF2eV5ugDCOin891iEs6e39wEAL77zuHnhoV9HmgDfsPt+dy1iGJ3v2sXPVV6nx1m6A4cOOZ7M+BqtBemjfcFUcvJuPDu5kyHpcsJxGr7d2DRLgMc/7A6JWZPuW1bZFxLPxpg4kFU4Mc/W4La1chIBhPHU4PZjeHBXCAEEDkmvJFia15TwAqn7TKJsDrUOWOr8AS3GHsxLjUybfbeSaPu2t7hfHRAlGDzyMoputgRRsWXGdug9zeWQiFscjKu3hMMj6RFq0vmze+0c8B//uvtnwtcsqbEtc8Cou7cg6ew7SiRhjoL0AaZbkHTfh1eeDt3ZJ93+jFErXaHL1p5mjjTHoq/Sw0fI1GMXdxiyG2eVWbRk5aYR7y/gkeM2amGcmnS7mLeI5QCs3lEMSTdGG389GdJA0kXp7mbMBluCIekx6dB5UToRsduOxQ/S3fPbsoE4dChagk+b9cnOHaKgR0XSOXLBnhlK/mithZMS9FnKocdrrK3gma0ZAGXvs/S9tkF6h3CceV94WBhGwp6dy6fKK8Cv/jUAhnKv2bWIYaHzBept5+SsaA3Sq6VBGrLbUdETpGeTCd55+q+iJKqEoHCccT6Nddaki9Pda1Tdiw+5i0rrlfR8JpQr7aiVnrqE5qpr0v3vUj5A6VqwdR8nTU2mjwmBAmT0noIWGzcvNDJdQ9LveBnw3Fe7YzI3t+QmF99nuqnnsj5eHkjato2pAVngBzxJ7l8lI2Bk7fyn5RhHLvnDBv3k/1E5xq9ZkKO768L1SQ91owCqz/ZCIDlwFKQPsGB7A/gNJAYq1YWkJ47iF4PuzmuI+HnpiuK5tJquG99O6mOzDEoZoaLtPerBGwlJt+fcRsOO1We5jWYfk+4epJ9Za9bCyzpjbcJxM9cWTHQ4Y7oapLvMq0qNgwbtAo8YtssCFxO8xQ3SKVvdJqji2T8xkPTSIumqqu6udcQ2aKwfLgD+rMRqo8SN5s761AfpFLBHEXCrIenc+VXK97OOMcVoHZ5NEqz9/r8Erj9T+Q6xkHRNCJvWjf2QlhJpjQUnHNeyBpIgIiAcpLf4GjSQS7IhMc6xxOCkwM0+qq0FWxThuFCrrANTVjHh6u6CF9oLT7W7wDGYki5I7ziGvyeFpOc9zBAyCmyknifqQd6FpGf2PQUtVoa1KEskqCcmqiefRhCs49+/m+1u9wjhVnedivJ0rCTdXXv2Q1viiTobl1q7PWOsNfw582Uqx3i2k44gHJe0rh38K0n4WUdB+gArWh6AldSks/pOMhcoR+yT3nDytXG+CW2OQ1/1mdRJmjg0/eKOESuKre7eqEl3SHoc59P1aa0FrS5YjnCJaV4Fa9IrNUvo39EHm/m8UAs2wAc1cZB02LFrmdcKkh4vSKd69PVpiq21zKAFEcUvaVNoQy4ypisRa2w+tOuTHvEat7UXSnlSMVaQbs9rnSHpsyyBRmKe30j32tdMV1/3CI38mFd2TZB+Yn0Ktdhzr1PLvVjPkW/xUzaC18Qh6cLCcS1isWQNtFOsdtgGFvTC/X+Uvau92jkSKwAlh6Rzn6O+fkStSc8DNbxOwE6xf0oingRGtJ9LDBDGC8d1I57VgGq8lUX/uEAMdfcwS7E6pnlPaS3GiDFIeg6l2DnXWThpzd+RGJd9/yElDaWQrzOkJj0GEbXkwnH8DZ7wS1gyU4id6Rm/7Z9XOV8pccCyQAnTgq2NraiUZ+dIMBaPgvQB1qaM6Vuwybf46YqTKJiKkRwoeib/JIvn5Gu2SKepcorblyhI9weKjrtoSUzEVrMn9cdJzSGK2UrJq7s3J1YDSZemu7fVpNvr7IN0wfO2m2BjUV9RTfqurUc/tpa5umXnAEW4v62CKtZitlFcFCUSlJXE4iRNoKBxof4MC1peMiROcydJxXmG2eIcDtLN73GSMdWEV/05jtUaDACu7Jp7eHJjUkEmYj9HVG6W6CKApMuLewEemWpDhxT8eUsGkEXBfI03/VPg1f+PyvuO/g0l53wSO4MlUevnHXNPCiLpoGR9nHH71kkzdky6e/dxbi8W8i2HtmDLhJNeTgOng7FgghoA0K7cY6zlRYlUL1qFHwEgTahPurygWSU5EDQ7r8WE40g3q33MijCw0PO0YPOztWwkYUnARKb7R5/2Dv8+Jokq1yedatLrfju3qdXvkgAzj4L0AeaR9CrdOqbD6+s8AoinvWsx+6RngT7pgHyLDm57i9wNmSUK85MPAACu7Vu6uwsa4wTpDeE4cvClUThHwTb/bNLdzU8vDiR3vr5GrEk/a6i7SyEmJBzXWpNeQywi1KQXdYRZKUfti4mkU1/pzWmGjZkN3kodrZVkPpjuHq9UJlFwXibVhZ+/dhCN5l8R26rNHZ9IlZ9T1Zp0P6cNki5P0TVD24CqpQYxZjB12SLppzYmQLFwr8emu9O0WUvLhiPo6e7CSHpbj2X2QsrbgwmZ7+2cALNjASVse39VYueXwHnbQJ/isvr6DHifI8a8Wrh1o4mkT3giJAItmZzpkMXY/7vKGLl5YTGh5E9P0omMnmWp+0wBcFcyxLDajLchlWybFyVSFFUPpgY6ZBWWhozlobkcMLoPUmJq1TakbWOan5r9/+hxBzAHCEmXXDu86HL7vEr4+Ur5lLpEqXUn3R3w8/2I7r4ia1N6jVaTzigkKjAwPeAxKOetdHdrsYR6AGD3gNQ4geT7fhbq2O0AgJ0D6/xFFo5r0t3j1aRrJg5Yp7uvoiY94IdVWzhBy9PdHZJeu84WhfRgp+z91ayMwtekJ27PjilqRnN3c5Zhg6GthbDTSdYnHBcLeQQMM0TZshhK8GS27r8sdTSk1QU2gaRSTN2QUmu3NqyxmvTZJIGGskFPnMQErQ1pS5Ae4XQdK2RrNgFKFqQrU50d6/7Sua6lzZOi85dvwdbv9NIjJkof7elnrZTCJE3i0N3tXA31/3V7UoQ5Pc9bEiKo1bOK0t1rSduA0V4h1UoJYOm9viDO/pQK4ohW3S8cJwjCaJ+MTjpq0uH2C+2YJGONhOO6nt/MIely84r85z7PiWrStdD9bQKJgTE5y0qqPCf35TnVof3nTxQh6SJDmnFdWexQJF1ocF2YmnSVmGflOd8YPExSoPcoSB9gbcqJvo9mzJr05nt+w5RTwySripnxz66yByTbKZAREqOzdeD4ndiYZfZ1olZWmQxS5hMTbTXpMe6vocyYccOOdgy01QtOtTtiZmyIq/i2CcetObp7BCRdlyhKP2NSFqQnEZNdZK6P9ixDliYuSJZCSOrWRwObONZChJp0p9IMJhynHFpFSThpyyuoZ/W6xmij5Jgw7B6G6O5RkPRawqv+GHsWjuyzC7D6+2lSobsTxXI/GpLeEaRTUCFek25+di2BWSLvBOZdiCdL6pYQRNIpSO9A0tMYDq+13CUmAkh6BLQTGEZ3n9YZXgLmAJ+e43yiXiiIK4YF6RUVfwHzzMiuUMMLXkrtS3lZItVF9XwbNekRhOMGINrmq9D9FRq3Ex2caAAArG9JREFUUZPeHJ+S2KLMAbb3ttH7J5zuLjVuMMlW86PtT7NMSgnHmcSThkmW4lU/GDzMJfiOkPT4VpR+U6pvnDGpo10Z16p6oOzYtGE2kLiaAEgMZGrHOvEUQFINb2wknRz4Bg17Qg5+DM0BlmmsbWCc7i4dqHfViDV9JOEgvY3ubgOceRnn/lJCKU3Y5pmkTNQsJpJu6e424URzKk57rgGaEoKbR92MunsZaFVp/h0NSect2A6uVd5zdPcIibZF6R0FnuAzyT0VV929BelVEds3OiX7SQoUrCbdfoV4SLr5uZY27yEhrdLJatpWW+tKtUa1LEk4SA+O6wNXrRLBmnRLd29Zn4Eau0tY2HNRlJXrab5TldEnXpPeUxYEeB/ohtakSyHpA3p3A973EtHTYGzBLloylHLzPReqwV8UGinyqv9cFxbN5MGQvIcJ478KlcpIMQf6a9JjuM+VvZcb92+V9i+JJTOH16QDgqCiLlFqpu6ezYKHeTDzKEiPbnyB9iXpsQPWFsXE+veAPAroqN8tk58yVzFq0q8fGAolTfBNW8O7c1BH0mWtVTgujYSkaw0iRaWJaiysiv1bOpZzNNkW4TjFj5MSjqOa9Ba6+1rMmnQuRsjPx9XB6ahI+mUutgVgOmFOUEzhuLZylZh90olxlAD8WSX1/lg1y1UkHZXrGkdXwnw+xaS8/RpAdHd5ii63Vro7CRJFGLbSE77wQoBmLVHxgvSSkPTmPaTgUZ7uHnC2WRkHwIXj5MYu2pxeZpTULaXmluuT3hGkO9o5IK8Jo33rxtp3Io3RWC3YuoLHWQQ9C7pnvXR3CtKFxi472ArcZOnupfdjuQZO/dxV4l4qhFS4ubo7G6hyzETJI+mLorYXtZhLpkppDgwoz3EMTanWjeAs4/ZjppbuLglMBGvSG6Vf/ncpAUYzp02f9EmqWn1kSdHJoyC9x6j3L9CciE7pPIKwmK+DD9NWYgXLlT7pgQd5EoleCAB7NST99OYUAG/BZg+MkclHsxYvnrq7v7/1enSgtrgIO/oOSa8Ixyn7/6qabRWuSc9dkF4NahytMEpNug72lOZ095jtwagzAc3ltZQj6fLmVexbqGfE/olRk56zPunH73Svr9v768tW5Exrc3/nas27YMzRm0ZAw2hdpM/kVHfAzG+tVKQWbDbhRU5ZXd2dgqkIeaeKkn2A7r4Xi+5uz3ktaV5LWrKl9+C2FnfcXOkKIHafqS92cOl1e4YwbdW1YDP/7K5J12J1tPR5ZWmC9Mqo9jtNXS9r6WDKJua7atIjCANXtIY6TLlkmxDd/ZA0e5n9SbudPOTneGOtMoV8rXlR2pp0PkxNOM59JzkhVydi2nOlpVuwBdtE11lW9qcokk416fUF69bnm5/pBJlD0gWTAwM0JXgrQy3Vgs0i6dpqg7QF6ZLaXUdBeo/5LG/zwYtJHaV7a+Z+cyJKChNwc23BUoVQsOSQuAhO/n5OCQJzvme2DJXk/PUD84C7PumyY5NwTVN13ArHxahJL9HaxkGxGi1pH78LSQdqYhuCLdg0dCud0ms70MGCJ621d7j5sEmGJAGU1jiIiqSTIrYN0ieRg3SeZAuYE44TPmetjT6GIqWFe7/NvUe9jmM8R7T2aqUa3TeAOG2U6mOvNYJ0Qcpo3Yju3oJguGBKfmTsk0heLUgnND9akG5PZi1pntWNasEGaKQJcz6FLHfJ+W7lYCNMKOT0ltWa0S66uwaQSzm8ABauNVhNud9S8H1f+DiIZxeS7pP0cufbJkJcN48sy5yzZ4Z0D+xBGAkkXTNQoFvdnXxrOeG4Eqmu093r6u5+3Zby4Wk+96n3J0R3l1J3r7DYEJxgXBhYCghZOOZP7Y1X/ffAi/8b4A0/hYmichqRIQH0gxFkPmktFaRrmP9RkB4WRJRkLB4F6T0WbA9iLUbNElmwdum+15qft32dC2SlETHn5DcW1epDEeOc53n1Wt+yZQKb/XmBnXmBGMJxeVF6VLsuHDchuru880k55rY2DrFaKemexe2jp77XHKcByfICvhc11N2zepAuS00OKp8mqaUG66jq7nsWPd6wlGhy/GJRoatJtqbFahvpaH7Q5jqrBLjlQTNmEq8unO5thfgRoLvL6g5YJN2OXae7m6BdRbrHNki3H1tPtjldxMUesL8tOrIXjqueb5KY1EyMdRLoEY6LxCgrBgRTlJzQgk5vXpNfCZlp8acsw0AimKoi6fX1GagmOCUTfG7daKlJ5/tUIdrPugoIhCxGAog+aTDdXSi4KAbSsMWRdFqnetTd6TbnhQzbKi81UhTVAKcepNtBldZizFDfDrTvQluGiFSfdDuf6+VP3JRbr+QQbXomk7qvODsGvOzPAMfvQAaWBJSqwW/TzqqZY6SIsX8I9FFm7Wilu8sBuEdBeo+RY1mdglVHWL7vsXZBXAW9v/Pl5qdKoiFii7bNq1aHHwMJXFgPheiTsyzF8XVTy3vh2kEU5Qv+ELWpu4sHFwzdbaOBVYV65M43KOTCFvYL6/eb4ySDC23GJTX7uhPo0E7N/kB4bKAWpKsUSaKQQEdBeMkIfaTAhtgZsZB0L5LXTXeX17IIaHfYDYyqG6KI1ZWBcZkjEEXc09HdbfAYKN/QUNBaTgiJj61ZCUdDOM4h6Rr4d39FdOh9LhzHjBzD/UgCjI6GHaC7e1phJLp7R6KSllDJNZqCsrCvXU3sipVTaOZEIxykc3ZXIZiM8cFFEaxJnyRMJ0VwzfTaO11Iuvxa2aU1xM0FVALnTCVBQH/aPZMsZ2TCcV09pQ3dXRDBh1nvM73oRNI9uq/F9qa8DVmuGTFlpNhWbR2ouFX6hgvZoqN9IlmmSPNCbnTHhOlB0l3IICYcx9Tdk6T1xDfKa0h1LvIcHQXpPdY1+fnCI+2AusVcgXu99s1SNFPDjT5v2lKTHguJM2PbIJ0tpmcsmn7h+gH4+UsZ34Dr6OMsiugUAEv91lDB+j/A7yfSQj1d6u4AkGaZPQ6i15mQ+UmaNLLMU6ftoPnBUiO7gLgSuCap3bTiIel5UbrgkCjRFSp0BDp0n/Ppy2Sk1w1KZmqrr+WvNSlwx2DfeITIUyb5vI0jHGeMrvX6NCyECMQQ6NO2faOx+r6U1C+B4Bzb48JxfEzGrhJPPimvkj8NgHFevE02iCuCKs3Va11F0mXMiyC2u2amT7qya7lEkN6v7g5wkT5BurvzN+qggKdne+q3IJLukLh2J98lj3P5/Xdon3SJmmUqQ2qO285Mka5Jb/M37Jdy9zjPhZD0QgdasFW/g7IIvoLcOr0YECwDQCKMpAdr0mvrlW/BJsfwCq+TVUtmGwBkWaFFXd19vhv0Vx3YJcTQ8Ei61QZpOfHv+dJP4C9e/DkRP+soSO8xEo4L7Zk8iyON1OjQospqskUznsyq6tDtyEWUGs+FeZBUwoN0U5d+4fpcUMiMjcl6pDeCR0vRitGii9arNlqyU2mWdnqJntRyLa+u3eXHFQvSdWv7NYA5QzFasLFsflVUxbRgUyijBen77HMpcKMSilh90oMJCWZpJOSRnO1UkTPgN7CYdeEeeQk7n144TnZOAcDcnk4DWU4UNCFDEc6Zz516LqaiKQHItOiCmVf0nJCugvsOCo4lE4Py7oLHkHAcu+0LUUEz87MrmMpcIlWQ6RRS4SarraFiSwipu9tz9mt0LQHkAjhJujsJxNXeoHmrveq75JqZD6hJp3VrLpiUcKvVQNq5BE23YEFZL5IuKHhFSthAHy3Zt2CTmluLokSKRaPErTGyNIKf9wetfFyxFmy076N9rnIiqpZu/dZxwvMXvBGALOOIzneSJsDuJeDfvhl44iON43zZSAQkvWNOJwo4Xlw+Eo5bhbma9MDyliZMlVK4xY8TjuMve+4Go7vLOvt5D12WFtsYdF2ihiZJ5l7j4nFRkHS7qIZo566eNZJ6v1aqdfNygheC7TIA79i1jTudpPjc+ivNli6KpLcH6RRI5aVNTgnXpAfrd5PMBulxaqUB37JqkibuejskPbpwXBvdPULQCr9uuEvM2lVllOyOcJ0b4wJhJF10bKK7V1kSZEoph7LKd/7g4o9NMVMu8GV+kRl/n3VAaCDprKY0BuXdBY+BJYs/05J7YWtNOnvBXesISHpnS6OMIemCdHeXSG2pH3ZzWpTuTmPWzuM9f4u+nKfZiyLpxDjqQtLlWYOD1N2nW+5XkSCd7TV9wSNRwEUSIqysLwsEyP5LsRZsgoh2E0mvnbxT/9Zi/nsr8/bkc2tDyyaeikJjVu5h64nfaj1Gsb1BTKDPCT92PEcbxzFXa6Ks0Iq6+1c/2nqcLxuROV/NdBaG9Gg/Eo5bgZEzG7ofSqlo6rI0lxVzdj2cr+PUWqKf7h61hVNRrUkHgFObpib96t4iCpJOD3sI0XatwWKou1v6dxvd3WfSZcftU1udpAolElGRDwCOohsM0u1rVMcrW5PeJhxnHAOlzQYdA9n2faX9OVdr0iPS3VvmVbSuEDkh6QzZdkh69btJWlCop1KTHh/Fn02aDmji9oUIdHf7kSH0wgc09loLPcOk25AmYQRhYuf1foR2hhQ8Bi5zBUmX3IN9TXq7ZRESqa58o8PpNdRwJef0WtS6K5EK+LklKhxnJ/Okfro0b7WutH+Tsr4uGEAk4bghdPfZMXz5ju8DIBOk56V2s6nPhRJF0rlwXDZMOE4sWKYWbPw5atBhfUcQqUSMD1qZJRlw96srx1HfeCkWTl5qPHDwuc7kj4qwVlKw3zWvpmliWpJGQNKzRAFp1nqc75Iksy9p68dqlXQi6Q68PULS45uju7fMQkJgpZ3AMpjJ93yVWK3QWjevmnBcDBon1SMlLJO/NTNB+vWDnNH9JWvSzcMbEsvhwoCyQRwXVGmhu0dSdy9r97Fuvt5RcFDWiiWEXPg2O9bxFK5JDwrHJRmSxNDdgTg1yxTY8L7wRHePVZPeR3eXdcK8NVrPsGtNcy1moFwttfTn5iirkok2+/kEKIYSbbRfFBESE8H5bM2ju7JBuisLagngaL7FYEu44DHUrlJxnRRJunsH7dx8KSccJ4uk23GDz69PwGklmByo90mne1xbL+k7lYL0b4+kt365KHthXxcM8578ukWfNBTRlqhZNmtQuI1w3XxJgwyS3tfFBoCtSZej9wO2Jh1F2H+ujEvHy8xpnzSujlM3aUGzom+9QjXYk2KlzDtATDLD/IGokKqrSU8TkwRpsUW6CQDQQuNSv3WN7jlNyaEjJH0FtshLWxcVft8hy4LiImZxM1Z92P37sWrD+/oPxnLyAa7u7nfszZn5/fo+F36QG5t6pIceOI4oiAZx2meY21uwuUMhiyzba9xCaaQgXRZJJ7ErFURpMqsHID8uDOUuFLiqxInGAHF6eB+4vtIMSU/jMCTIHDLVQ3ePpe6e+JXLq7tH1LEoeujuccQfbZDunuHmtU4dCiev7l50BOmuBo9ug9Cz5MqCerQOYtxjJ9TTEsjFQDwpt9J0tv0LaSV4XCEylSUAlL21MsEUwGr/Q3vS634Cn7v9jeY7RqhJn3THcHbcCEh6h7p7DHHeoX3SiYkjIhxHYw44NhaSnnW1YAOnB8usl4uS1N35IKFkqj1e6B7Pi0CwHOil7e+vLLLsRg2eKyvPFfJ3itD51ozWK0CSKcF8unTaetz25r0A5Grw+WPRleDzQohHQXp0o4euTRjBOaDCXjct5tVaeBelR2uFRudrnHn+2TZ4j6ju7mvS/bQ8ZpH0nQqSLphRr5xv1bizIh3UlDYR0xakVwSgBM9XlSbZkU3CC9skNaJXouruDElvrYXPaFzhIJ2J1lX8MasGTvTsGAggiWjxxMRsYrK+0Vqwuc0rfJ1joI6AT1K6dZKru9tE995cngrtypH4WhUbSbdWODSuea2laZTeGDMkcItjIekuedvy/NI+GIORQud77+f/SfD9GKVfwRKZmtHaoQXZPz4BE7jOujrfxPaGWgu2VuE4SyuVErsCeJDech6c7i7aJ73qz4Qsi4Ck+5r0HkTbtdkbf3/zQkPpdjYoN6/uLnDOurRzSnVeZwDOtxML0vMSqc57VNa9YJ3UfpiHkOVgwCyXhKmO2zOvpJkDoSR5zczeQEwrqXEZmJhM2g9MzXulULLcxWVJU2iam0uWF4vRYx4F6T0WpK8EnEBZZ8xnIIO0GV1GC5YrwlMBB0B0Ea/ZwtYzpgxJ31ozjsG1g5y54YJIekeQrpTfXGTr0un+qnb6aCS6e1JSSUGYImSQ9Dg16ehQxJzSuFLoEB87WMOr7GvmXzFUqfcdku7nM6m8F7pElJr0HkGkSSQNDUpSVmrS7TVet+e8F6FeOeyc+HObxihHss8kLb3BIN0lUcVFJdx8TgNOQgNJF26104YexKS7N+j9t74AOP4c87vmwZTcnA4Kt9YsVSxYFrIhLY0820loUGrBZm9dqPQL8KizlOgUwAXcWr8cU2iOse93BOmEKscI0vuQdJdsk0HSFfQgJJ3WFJFTtozBPmowwMqDpOjuJdHdOaLdpLvHClor44ZU5YVbsDXKvlpaOLqkhFhZQT+Srlg5g1wyhMUpHaKEilgMUkG6o9kPY4aU+cHoMY+C9B4zNentGapYwkS+BRv8k8cevFjCcX7T7BaeiiICVRIV249NdPey1H7jkETSrVPZ6NNqLdb5lqgFU6/5q5X3q33S5awPSc94TbpokN4dPJJicSmt7u6y+bWgxi7sdNujIulsPq9NCUmXcwy49QkixUruNVrPKOX+QYmJ3QhIeljdnSdRY6yTlu5eEvIYCJZdQDM+k143zwxpjtuo3xVyTqgsyNGDa/thmsTbF3w7NPtCtgZM1t37MRIxhXN6253PJGFIupB52mr7uLOMlSSJ0N0tko46ks5NIU1pLxZE0u26cWbxVMt380i6LN29Np8D5uaVpHAcBiKeTmVdIEgPAU0tJs200hZJb9NIISNkuRDahxeFNnT36iiBcWWDVlr/KiMFAmZJurtmTMW+W0zzTozuPiCpCPj9UK6cgT2/XQkCi6TL0d1ZcqDD6N0iP0LSo9vCqjC3rTGxgmWXyQ8VpfMWbNKIWBsNzKmCy2+YZIUVjuNI+ixLfRslX2gpNmYXkg5EauEUqknPZpVDqs620PlqDUU16Vk4SJ+mKgKSzjLqLShNRbBOmD3QRV0l5DdKTbrrK82Q9NS73/uPf0x8zD7huFhJRd+n1RpzTCiI3Z3nkDYf1HC6u3cE4rRgM0aXMOjop+Z5Lhdz4VG9xkKXurt7hMRqHrvXyTSiOGAjyaYSYH7d/H7lMZf4k6UlB2irNcui1KR3JQeqdHfpFmyu1V0aSsRohx4VgjoLtP++6ql/Hfhe1eBSCnUE/HzucrbdWim4dni6e7elgkycvOwWP3b21Y/h9sffVdG9GGXaatEo1Qr6kCnnV0oJuBHdnQ9SP3/5FsrBvuGhIF2wYwGPAfrusdd3ED7fnhktjaQXPE7p8FNJe0mXMmul747UjaS7+5uP3/+PgvQe8whReBLGoNppXYYXc1aTHQ1Jb61Jh33djitM4yxL7Wh0SW1B35wZ9NGxZUVr0rvQA++wxKlJb6e7V5xtqfMtc5fJTyec7u5n2SRNUErXpAOuL3xXazANZTctwSBd+xreunAcEBtJN585Y1zOJFEOAc0+9A/Fx/Qt2NqCdFU5Tsq8dgf/XEt3t0mKKEg61eC3IOlRnl9Sd++gu+uMgvQ9uXHt2EFmiLWKlgUg9gx77Y62fdDS3SMG6QkP0q+dM7///jujJGJa+6Qzo/VEtCbdBildzjbdA7GY1Y7ZrEmvmq+Tlq8Nbz9dhqRL1qR36EmQ0ZwuSo9UjrXBdHdBOnTZRnevn9Nv/33c9uiv4r75F4XU3Q03Qw+oSVeuJl3mOi9KjRR5d9CqfAs2ub7hgfkcEI5TrgWbAFOiEqS7AYKTjK6HdFKiv1uB8Lic8dvxbLpWd0IMTdeliM/nsy9uHOcSi0c16fHNt2DjrzI6ZYS6Jf5ZCVeUrdSkx6iFrzn5lclfpYdJjzsvSiS2QUlS2zi3bJA+j0Cl7BKO46/LBnGELKtWmj3hraI16cXCOXZZDbknczXpgr1/obVrPdPm5FMdpDTdvShL3/OYB+lT05qDXorSgm0Rbu8Xs0MCZchbW7AxFE6SDUPJzKTiJJixCEnfXxRizi5ZHqTbcbo7Pb+SiR8zJl2/EN2dmDF6Mb4mrTZ4Vdm2ZvSSdJDeJ7TlnLAoNenmZ6WUglmUmvQBtPPECcfJJBaLUruPCbZgY0G0RiInstkqHFcdO4ZYrS9XaTlf7VmMsskBi6R3UCU4+is1t1wZY28rNFqnxyc2F4eguysFHC8ui+1NmsCI3iCdEiIybKtFUSKrI+mBZ8WpcEvRsINI+gDG0wirIOk9x0rX4C+CmjABU8RKka39T1OFrrWXtJe0hkjpF+0LlZr0b/8bwPO+q3Kc09E4orvHt0UPncNRoiTbv7C1pDr36R+aOfqydXh9KtyxAoyDvHQ9q9OaqNmxtVqQLtknnVoLtSHpkYSnmv3Kq/NLchF3wxZz3xKlVd2d087lkE/X67gLSVdWOE7wnKsJL5jg/I/+L8B0y7+mdVwknfVJN/2V45WMLHoQIu6USs5pWg/8qH4cqknXWl48zo/L6e7+vKI8v25s8zMoOmnLSUrpIF3rTraEF5yyAYEYkl5fr6pG9NyoSDrN3Rp9dBqhhCPYgq1mXtxTZky+l4ed3moQbcYVGLwsoG2bTP759bEzu45J9RwG/J4ePN0nfhe4+hTroS3LoHvuwZexef2x1mN4QkrKz2oknFrM1yyPH7MoCc/uj9KVUkh1LnOtHSNUtXYbceNaxFMK/CG6ewVJbwRpXt1dyn8P90kP1aTbZ0nAx+JotjvflgnmkxJSzJ9Akvwb/lLjON/tRBZJz5I6mFg15YJ0mb3Q+e08SJ9uAs/9luq49KwV4/f/9i7wRwbAbCJNJN2bR7QFxVTYZ7XT3eXRAz5ua5/0COcLmGBZ2dp/VVvUPJJuxxSMXOkz+4TjpJ1P3ekQ1WmrQhuIzeqVKm1NwkwqNemCyJTdrNtbsCVYQL4F28LqHChlN4rbXgTc8fXAwTX7uoJC7CA9jKTHCNL7ECIeUEom2lwy0+WclNu5M2XGXRQlducFNqZy205QFCkQpEszYYBuyqxO1+wXlEbSu9k/LkiHeXyVVJDeUHevzq+t+QXcOX8Ui+IOkfHIytLrd1To7szcPRZco1vr/tm/Hd1dTEF/GCI2TblwnIDpAjwGbUukxhCO66xp/cDPmvfq7BABmx1cxBuu/Evc+btbwIv+r+Ax1YSm1Ni0XnUHzGli0o5aQjiuNFT3QUg6gASFWJ90ajXbxVigcQG5ubUorLp75evUAmLla9ILIabVIhS0BtXd7dohWJNeLX8KX29per8X2GQvnrirOW5iIDipMllXk56onpr0DCWs/zl2L9TarfUNRlltT3JrVj6eGXKEpPdYUAiCWYwaT1qozMIaoM1UWrDJo2FAwAGMLBw3L0ooUnKtXesth6S7LyM2bh/dnYJ3aRqnz8i1Labmp6hysBWxKpG2ImJelEhuXEPvb0f/aFzfVkgwCWPpVQ0Hn2rSExOkx2nBZj6TC8eZMeOIPvLPbEc8FcumSyYW64i2Amf+bNguDbsH0kg6OfkcSfe/cyRdjGpPLdi6kPSJCdJ1vi8zph/ciwMGniW+dErqStD615ZkO7v9Kbzp8j9Fdq1FpXtJ49tqm59PAYDUGs1LQbqRdHNMSRmRkZaX2gkgqg7k0bCOBGvhy6ISAAdbsOkSaSonZkbWX5Me0FkQsNn8svnsjmN4C1aptXIwki5Y/x+skwYQ2meVAlJdCNWka1uTnvS3YHPdMOTo0JmeV0vcGvOHtWATE6wLlDMEheOsCKMYU6K2ZrQh6faneE165UlqZ3jlAn6W1toLP/bVpFeQdImx4cflVrvHLm4rj4TjotuiCGTGmKURaOeti6qbCDqKujunzbSrQ8snJQBTv6tIJKY24Ten8YTjCGFrQ7TjIOm8Jn0Aki4lSmSR9FylnQJQpVKySDqpvHb1SedthQTvL2WMXZZ54xb7jvl3omCDdHkkvW1ueSQ9AgW7p3YYiNNW0CNi1mqL18bUOCU7wgrvfq3kzhhD0tl8ExX3ZMFy6FlSVt0dEejuDSE1Pq5iqJQgK6VPaIu+y2TnSZHxyJwDCjalauuDT8REQLTbaktZ2YpUTToPWLtiOFOaJdiCrcwZW6GFMqs1JkTRjaDu3lXT6pWwBZOK9qOUQud+I7lWanhWSB+onTjWpJSw2EC6OxRSFEL+LC+fbBn7xT8AwNP7pfzZPC8xK/erZxyYt15ITY5mD9QSigHhuMQh6XLCcdWlmSfJ2asULIv1o68x6IBgUoLYsRLJAS7Ung5Qdy9VapJjY5XWeZlqvU96bf06qklfofUJI8QQcPPBcn2zZEh6Iru48M9yWaKAcFwaKcCYF6YmPUnQeMjXJvUFXPJadzufsVqwlT1q51UkXcj5JCRdZa10uylH0oXV3YFuxkKM/uwLm5l3U+rUPeAvmOsQJ0jfzwlJr55zzJp0n2Fud8jcmiXp9Lo1i52T8pOYEm3SCu+5W5/Zi2z+8Pkml2gzzrYXQ2zO6TQz51sKBjQ0dqe6O2srJBmk9yUzpWsdyUjRO0k4WlMdwwvHySYkgG7E09OwRYa1+z4JpQUGrrGRpGj20EVn4ocszUiROg4w0GZ0nSXz5F5MTXUKSkm2rOSXrU9oi+a0RCu0vDQsxaHCcanO5dTdNVAq1b4f3foCOy4lYoTWy3zXgz7s+1SM092F+3dXk3uhoJUSfAJMiVCM0nKzvXCcFO08hKQHxnWC0xLMkHpZbvtcTZMUczU1/mc+ttOKT7Jl9X2wQXe397c4QtKj2zyUGWMWo0crKS82hnROLyLR3esias3JH0MoDzBOYNKCpJPwlisbilKT3o2kyzIHAn3Sa+Y2LdGEBLX3qY05Wfe/phylkbPSnW8H3V0JokPWXFs/KODebzf/Ae5ZSpWCiiUct6C5Vae7UzY7QpDukPQOuqzrSCH5HNWCZd6VAhrrFknfkw7SQ8JxzNJEuestdo81Pb8WPQ4F6dQmK0KrStetoGVPcsijYMKrT7vD0RmFHyOPpLc7gTNhthPfy7scJLoUUv3K8wHnCrCa9BLidPf24FG7NUW0Jj0U1NTMz2fBcfkz1KEoLimUy2/VUOE4CCKtw4TjTJAusTcUJXkv7Vo0tIb6Fmwy9zhb7NhfmEBug+6snBaCVK10XpRAPSHSIRxnUOFx19opnVfh++CxXkVfqiY9xBwIJCUEu2DxudknHJemKRZqZvbCxcjSM8399jqSXqe705c9qkmPbrlrwdYeXADCtPOGaE0dUddxxiVUuaP9Syb4sHGb5yWULsNBeh1Jj6Hu3hakR1KHpj7prn1TbX45JF1wWLcw14VMnvddwO0vBV75l6vq7mLBsqe9tSVDppbCKY2k54VZJB85/e3At/wIO3dyDuLR3ekzV4Wk81raLrp7jJ7WDbo7FI/RHd19V5ru7jL5zGrzJwYbhiexQomnlJww4XtcCSBbonSv8C5XOtKn3RFD5wDwz0hXbalPWEtRVjnFviN4pDhKyyBi/XXwPAFnqtdF1pCy8LXSbR6h1k5LQzJI7wNBAEYdFU0O0GerziBdcv/nd6qX7u7U3SWC5W7x48q4lu4ugeDTNdPoQNKtUT11KYRoP3D9Y+aX2TH/YpDubn6K9Ul32izsfAP6EgmjSo59hN0ayR/eXiQ9JnOgOTZ9NwnGAi8HTnuE49JEYSGIpLdqSdWRdHv/tUBN+pG6e48ZBLW2wLGHKgaiHWxrYF6x45dRWrDRotrp4EcSvTrIWT/6Bt3dIunuVCUp/uR8hs/ZoTTCdHdC4toEvqLUpDuGRu1csxnwnT8OAJg+e0183EpNekeru9LVpMsHj2k9uLBzLFEKCmUkdXfqk15NimQRkGyg+kwOortLd4bgCEIDSY9Dd184B4WdS6BmeW9eCN5jrymRpSoYyFHNmiT6B7DyDbQHc57uDnHhOBekN5KKhEiJDOfMO6DsxZaa9LmQ+GNQoblhGnzLyMsSk5HjknCcguoc3HTgoL8p0Kx4PaRxuntr+KgxyeTnNK1BB1t3ATgfPMbXpMusV0Z4yiZpgU5BKUmmJCWqG8mfe78dWOwBT37UveSRdIkWXX3JH2ZKju7uA9/2sj76UolwAigtTECW8HsbVHeXTZjPi7KZEAki6bbcDkYELQ0owA81p+7ekwgBWE260DZcOGHeyiiN49z+IIKke+YAlSu2WZokHknPR+rDMCS9zZ90/6RLUBwh6dGtT9gkjghTy6LKajzjONo1qmwgSJNGLcjmtk96mO5OiQG0fq9ljRaNVuG4TB51hC5Rao2yI2h1iVb2/2PNJ3+6kzDySLp3ULpbg8kLx/kFvb6oknNgtpSoLdgqSLp2VGhpJL1KAxtAdxdN8OlaDaCqrFebDkmXDdKLAUj6zLXoEhqbNCU6nE9XUyrYUxrgre5UM9lmLakk+KQo4JZl1aOhES9I708cy4k/9VOwAVSDdCHn0ydf2tlsRHeXGhdl7ksoGuJTfmxKPOkI7Wb1ZLP1mEQ4kDJrFfPrOgJhST/LicbVb+1r/irw2h+tjStX/19olvzpMZNaLUVAmMIGKFqp3gCS6O6lQFBTlhppadvNPu/1/o3GWuhr0qU6Q+QW1KvWh7cH6cD4eR2uSe9ep6WQdCobqarZB4J0QQauYws67awOJD1NTE06NLDYHT02PY/9dHeiaBzVpEe3PmGTGIh2ew2RR9JjqKy7mnS3oPLPrtHdhWstDZJus4EtSLpTdxdt0dVDdxcWJQIA6rdoWpOEJ1aMtjNuLndsmJMoKuue0tUuHJfY/uwQRdIpSGrUxFWQdC0XwFnTWuNgQUh6dWyn7i6MsvJnsm1eAVxoSzrZVUfSvW04JD2OunsVSa/R3e35ypU0+Ix6q5aFvefirSoX/fTgiuikdE161r1eSXf9GCJoNhPukx4UIwwYv/MiCNGA+mx634mpSZyzLtv7wjOTDBzJXMtI1X4evqxA6P6WpW91p9Bdk57K+Tsaw+4v4IM4ibaRQ9oJkjlkWeA59vO5P8xQFkkuBJgDi7JEps09TXlNeuAe0jeTbP3WYDmptMk8qiDpI4N0EosdAMaL16Q7naPKKM1xRYXjapTzTrp7glxNjF85NmDWXiGq4ce2lKseBekrsEWhTf/ulixkDCSdKI0NJyHYgk2eetYlOhUDwQeMg5XoIogiOLo7bViSSLp94NuQ9GkUuntp9gvFW7DVHnI6VItoxwBgC3PHpmkSNArU4VTKSnQjj9MsQamUWDsjMjrntJ75tEZ09wNhCHBR+ECuQndntZ1FKSz8SMFFEqZgkzk9C2FETKGuo+GTfRuRkPTc9mOpJDQ//ouVY8Rr0rV287mtNGhi+7NKI+nUz7crmKqWysiKqfUh6dJlUHTLqnthdQzpROpiAOOISjvceQvwR/NCN0WnWkxJlp2VuQsG2xWiPZIu2gotJy2L9vPw9Z1CTIlSI9EMfOkI0v3+P35sV/dffyNULkNBulif9OHq7v5vxpljOQ1JSlA/ayF6f6oNkp5OpsAL3mDeeOmfrB7I6O4SQshFyVrs9dRoK5U4PZyxCRGfyORrc0sy1f4UZx319GhPXfJHrnwjrWSjw5YmCQqkZn0TeJbaW7CFkXSly9GJ+qOa9B6bk/NZuQeMVhqB/p1ePwcTw9UmO6OPxkDSO2vSa4IJZkFqF9Q7rM1tTXqiVENoY+bEW9yXERmTxgVWKxxX2oxc2aF6yq9rXhaYBo86nBXkEHUF6WkCraieVZLuDkCpVoR36nr/yo5bFAUSoFnzRXR3pQAtXM4AX48O1JF0jdRS7DWAnYMCJzZkcqUUXHSh6Px96faNCmUVSWfr1cYsUpAeYjpd/krlmBiJVHOpVWtybzZNcQ0RWlW6Z7j9HsdA0l1ZUE+fdOkgnQSsKvtMbX3w81kWSQ9e4tr3UEoBWosg2q7ncOvg3lyNp0RxaVn2dgyALt1epXUptve78g3VPm/IHZBipeSFRmLXKgXVo+4uCIa00d0DllBpgcDzWzqtg36j1KrW4/07302m6zNsMOPo7gJIelEiQ2789mwGvPIvAy/781Wldzu2F46TGdd8au1aB/0tJZbY9EErfF/QVuE4uWDZaDvYc55sAKUVZgskWojuLpEMIT8nGxCkZ2ni+6SXY3uWsxZsDeG4qn9Jl19BY1GM0xw4QtJ7zGR62xerGIj2rZ/9ZwBQdXiBKpIeBQ3zNW9mmObk5zXFkg6ZD9LRSnc3QINszXKfcJzLpAs6+JQd10g6nF7/u1y7jP5Nk+juWgvSGrVXd++muwsL1sFvRmEk3WyUSQQk/YAlf+oq3Aq+Ru+6IP2bnNhG/X3NorBwylrwqEzSxZiOSnfvUy6Oqe5eFwUko3kuTXf3Nentx1SRdJmkiEtmuqREbU7bfx5I90kPiSKlVWzBJ1KlkFYKlvsCFO+MSyFxwOHo0CJ7AxOO69QrsXNdsS4SY42uW4r28+At2CTo39Sxx61VnTXpciCMa0g24P7SfBfpo902rwLXkif/xvp3LhAchKRbH0+IDp3phUnCUGDeCNDN95LUO/DXS/cKqfH9cXRNerBUpQVJd4kBudpwAEhmG+wLNVXUXZ90gaSi72Dj46E2S1OOpI/0PbQeXJPO/zX2OToK0juMtzRqW2ZioFLpwXbLmD5zJNm/k8zVtnR4gJmg4AW3g7zwG2c9SGdolTTS2ocQTSMh6WQ+OVA9J6U8gVfqOvsWbF1IOuXSJVFAUnfvEOizNenSgnWUxMpCwZRK3MYmj6SHROPg5i45YZJ9wztbKDKLwf5Z5KYsyPsJNSTd0t13DoSF40qN2/KnOkWRphGE47TW0KpLcNLS3QXom9xy23e1G0mnoAaiwnFbxRXc/rl/AVx5vHVM4ccoXE+7eVvlmEkim4TJC22psD0HallkisQXW4XjmFHiT6Qmvcyd85nyk+b7rNbILBqkUArSZQfQ3RUFrDL+zqLUULr0V3gI3V1E3d38PBSSLpL8CdRJdxjV64/1O9yz25M0BgBlE29KF6NV/A3dPTdJiaS754JPsskIPwIGYOlNxFhdCUJaR41bBp5dzmRj5hhPQpoDyiX3mH+1CATpSq48xwFrg+juKUqVmm4so0UJOZLeXZOu7P6RoBwtSngUpHcY34janKIYiHZpJ7x/0AmdoklZRhE08zXpocCRMkj+OkiOXVF3rzkoWZogTQyJqBCsWdZaO8euK3ik7ydlVNOXJIm/x6Gstv1Kcg5Rfz3rJPHKwZK1hz4D2ZYMUUywbgXCcYDZKBOzUUqru7eJxtHcpXuwvxAM0ge2YpGmBwPeyUnqaxUAQDs2zIFU7xcat9D405fe0aTpsudJsq7UfrhrKdiW3JvZ8y0LGfSPjNaCIXR3SVbKvCjxvdvvxPGn3w/8lx8LjEnJrjhIeuV8n/uayjHSidS8LIfXhtO1FkjGFFQ7zD+Ym+b+iOA5t/ZJr+7/GVvLJIIawM9nh6S//C80juHUUYl1epGXlu6+WiSdbl+DoRGq4RUUjsv5vOr5cvyrjKdhE3OvP8wgpDURUJZfFEY4LlEII+hkrCa9kJhXbUnylvM3/TnGs1IITEl6ytwAf38lksc8cVU55ZPPbRzrmD8CycwGY7CDLZalyiDpAMpiJN2dMUK7dLvIfMeTcXPrqCa9wyo1Ji3zPwaiXdjb0hizQnePgIYR6tiRoVJKIUkUylKLjj3PS4/EBRa12SQ1QVwp53hyoY8uGjYgG9AQ3T3tkeNUtnJZKlguy9LWO7aPmyTKozRC4/JYoU1oa5qmEVTle4TjHN1N4yAvRDUWHJLeco8pkBYN0p2mxDC6u3RNesJr0ivCcXEYKUBHW8HrzwLHzlbGFmNLMNpbgylhjXpKK2gc5KVLUoy1RW52h65EjEce5Z6lRV7ilvwZKDW1TlEVoXI0ykJWqyTYJ/3M8yrHZMJJp4WrSQ+dQzX5pJwjNn7cvG0uByx1focM3T0oHFc5xgRbVB4kldRc1JH00/c3jkkYq2Gel9icjRvTKHCXfk51qrvLrVs6EAi3GQUgCkZ5v14ydRg7TBmF2Q6FkPTDCMdZlkaiS+RliekI/NDUpC8GIem+LlxOU6LNx6kYzWktoO5Oia4hDA1JJJ0xf5RSwJ/4x8DeJeDEXc1xXQs2AeG4sgYYduxxSZI40LMocozbhXmXom66O+CTMGOv9RGS3mE+SO/vky5Jly3spGqO6ZH0GK3QfGuDwLRgD4JD4gTHnhcmux2iuwOG8u6COCEknQcpXQivOVYeSc/S7hwZbW5S95g2zb4NnxwEqeSAY5moduRxmiXQygrHSdLdO0s4lGvBJkWlJNtvRdKN0S3YEwzSfS/rYUi6aJ90q93ha9IZ3U5rFyjnhR5NZ6yMSwFV/Y3f/F/drzE6NJh1qH0+T5LEpSkkEzGLYMubqjmAUJTuXqJQaWudtksMQEUQ6GN74fE7G8f4RKoU48jQ3XudI9ZVQELwqlOwzgzoflOSa3RFOI4NXnF+zXxXSkFpuQS9b3dHXyC8J/pWmTKIZwV42d9uPXYiCMLQJwwK0l0QIBPEKd2HpJOvy5P0I8et65SEzL6n7H2X6NG+KLTvFJR2B+lwQasEQ8N872kDSW+yQ6FShmqPvc72GRpSVkB/I7JeeXo/AGDzlkYClSwR1MFpqLt3+ItZkqBQtvQsHysc5xNtkzr4EpjjUmvlUZDeYY6K1XGVPKIt6ACCUBhrdeE4rZnSqqDqaT1D1WJOeEoaSYfNGAeR9ARQytQ8Cvf+BbqE44imK4+kVzOuAbo7LeJCc6sYpLYK1iJMal6ZcTVURXiQm1d3l6W7l1S/FAqWbTab6qok7/F8YE36vmBNelBkK2CZsKgZqbwq8L2KOya6EsxKJjRb0cedC+5XeeE4jbI083nWgpCrhAQDNfYFRQmH0d05ki6HLpdIvJxFowbP/NRKyZZg1RHewPlIJ8oHtWCzJovEaQYIBMau0N2t3yEypz0zpHPpSFL7/vg6WsDMT4ek031tUUGm7yUh8JkXGglv23jhS63HSpYVOiR9gM467cEJU9Be1kpNSYn6uGz953PL/hw9btl9T7mpJHE1vGP9yry0gA9UJ2sQ4FoaAkF6a7/ywP1eO26R1vHX2QmpDWBbSLIkSfRRcf2ZnnFl+qTXGb/tn6kY6FfmY4XjSoak1/3J5vkbzYFy9L50FKR32KKNrsNRZcl+pdYKV5Nee4O9wB9IudYzddQxfE4OxRcM0g9yRkELIumMDi1kvPdvm0M2cUi6IDqkiYI9EEkXur/lwIyrqHIwqsFgGxV7kiqnKi9Zw0sJguC1tsJxFL9LIq37rXR3ugfm3u4t5NTOfQu27vubCj+/VDbiNSVgnmH2TPEkmCjrKESHrpkP0uWE42gdmrYmND1LQ7IOn9aCtMMpioGkz4sSJdLWdVIpclNkg/SGcBydz3f+v9wxrpRCUjgOfX6nBs79vlfSFxFiGv79Zenupd8bWunuDEkXQrQr6tCK2FZtzCMaV4IuW6O7B4SuyCRBGFf3PwhJ9z7YWN+ynO/hvoMvDELSAa+FM3ZqOQ2czqP8fpEoBaXL0dea07D7LrYSDNKdplMDSa8d+C1/Ddi81X618Uhr+x4YQnft30gEy7ZLgmpLKjJLFdWky60bzpfs8ReVZVMUY2vSAWjrv2V10CeIpJufY/fDoyC9wxbOIWo/JkZteIG6cFzNmHAcIJcgaF1kzKDutywCXfbA1qQnnCbLbG2SshZdQo5no61Q01wmPQKSXqlrCbZDMT/F7i8hRH0tuuz9laO79yO808wL1kmIi5ARkh5ODpjxrPC4aJDeLhxnjIKsA8Egvfv59Sato+Eo51xsi2/c2og0xWiFtugKqBb7wPkvIlPyibY+LQsnSqhlkfQGxTBgXt1dd4rqDLWiNCUKhUpbgzhOk5Us4WgIx9Haf/JudwyRVeh7jjV/jQPnyl8rc/GWRr4NaQ8yRWrJEgkRrRndvfq6/72EpCI1UH0eic3UFaQDMmwn37aRIpaD1mM9S0Nu7RiCpCuV2MTX+CDu5Y//C3zd/icGq7snbr0cifAWw/wNc1BqWCRCwnFdvmRlWMGENa0BvcJx936reZnurxDdvY9BB3jRQpF+5QP2IjduIrdeNfzJnnhAWSbHaLq71u1IekD74KgmfQXmgvSOWRglYE03AYSQdJ85Stj6I4W0+pp0mvwtSDop2q+oTzpAwY4yTpuUGFJPj3SgKnglgvAeQiFSqmaJrBxI45Smuzv10Q6VV9MnnZIDgk6+C9LDSDrgdQdEg3T7WQ3BMKKVOrq7ZJDelZDw5p9fWXqwF46rOUdXnqjUpUteZzrnoOP7G/8r8J6/hTvOv9+MK4bwGiS9RNLBWlBILfonWpNuUfkuXYmK7qdAQpPWSYOk06vN8Wmf3I1QwuH8fJqzbC2pdBwRpXH2Gx0jh8R1ie7xmnQ5BJDT3atj19Z/lTjHcyHQKYHfqwT8vrZRR4XU3QuDpLtT7UDY6PmWQdKHMDTIfEJk7Dp95urn+8dl64Rn4oxFeG153ZAgPUnFkhIL9xyhNenjhiWEtxzv3zW7I3WZcnvW6Jp0pzU0oCZdEElvaDt0WCLI/GkIXHdpGGntkPRSpAWbYRRN6td6sgZ84w9WXqLOQWP3pKMgvcN8/V/7MZMISsnbG88147a26jDhTCZMtffqlD3CcYlMppVbr3DcJIVGIiosRt+/De0EEKWWlja/YO9uZpL1UuZzqAVbHx2aerRKJX9oE+mi6CokKYkhCbJSdAcF3F7fWUoojVxw4dXd6+PaLLCSD9Jpfvb2SRemuxPLJEttsEw1iDTPHv0d4Cvvc/dAsvZ/UQ/iuF16GABw5tkPmWMF1d3pyrUj6YnrHCDbZq8D5aWhK0j6+HOmeVVade82S+357h4IMmHo/tJeuHfJ/ORBOrsFEvuwS/wMcD4lxT2LQyQHUkEhJpM4Nr+2C8fZ94UcT6CKiCnNg/SmUVJCIkgnITV3rnk7ku5BmPHz6jB90ilZIdGii1arRiKzIQxozNekywStncJxZMqUUiS6GD23qCZdVXRRWocFYErsxl5nD/o0RgkO7JH0sedb9Sm6LAa9Xw1gLJDvJ9GStEl37zoXDZWZIF0LtGAzrVdbEjHP/+7KP6k70xGSHtE83b1+Q5rU71KIagd4pdgmalH9HtJU+2afx/Ai7nvDSyLphUXS24J0FsBJ9f61aEBXDS9/TyQRUxasHRlfzZufTZuqdE36ULq7GJI+gJECeMVMSSRd2+xpo4YIAD1PPkiXRNIt3b0hHGd+0C04EG3BNoyhkSWy95echGldVIyvm198dxy6e97PDknEk4raq7tn7eOmCdWkS9L7B9DdqaZUKEina6xV2knVNcGWxq5g4omSbC7Bl1H/Lf89UvgWVRJlSXmhoaEGBRcOdZRApkqeHOhzeqnGU4LdVXrhuLalQ5cGSVfmHktcZxfUZIkvy0jSoMNPSRqJRLkL4hySPm89VrIzBN2poUFroiCiDj0oOcBr0oUYfEOFas1BqWcOjBWO4whvj2gd9XCXoJ377irhxHxtZDEk3bONBtDdHftWiglj2a99NemupeD4Z5gS80NasAG+vZ+cursv3escV5nzPapJj2jOIapfpU/8kvu1EsRJ9bNuo0VVsty+DZu4cNxAJ1+KLks915VuF46bZSlKSLdg60BZraWsb7hMcOGphZU2Di2oBSAZLBvnuW/TlBaO66zxZEYIvlQtPM+OZ8E+6VW6u2QwRXXIrX3SCUkfqzjKbHB3BuEWivRcUG2/e34rz7EWb4XG72/XGSfSbCdt1d1VH5KOeHT3rqQElY1oiCQ03XXrEbp0dPcINelKAUinwGt/zLzB55YuWRs2mZplN2aPebaTTO2/AiFTPeNSok1Iv8MF6ZWB63R305YuRS7yLDlNmET5XuVJhiDd3eo7SKi7O5oujdMRpEv6OodDECmIGx88OiS9M0j3Y9D2MVrQzCV+BnSnTkwC0NSkjwziiuHBI19Hx9eG2/ncEJoOnA9H0ker2R8eSYcuxzMHKEE+gPvj2Zt69NpBfqmvSe+hu9v2fmOZodqqu2ulesV5AdiEZnkUpMc0QlobPu/1Z9yvXKRJClnWVMvToLtzx0SL14YPr0mXRfAps9bbgg124ZdC0gcE6QBEHUBOLUx7Ni/XZkesJn3YpkllFGLCcQNV5R2SLnh/FalxBmvSq0i6JMI7b6W7G3NCSJI16fXWJC2WSqJwCCDpTrG3+j3oWkgoNAPVoHtISzLJFmxO5bVtTiuT3FPQTulfwvIBqAk5YlIt2HyXk+51g5gDezFq0pUCXv+/AWdfZN6oBekTQTZMa1u/gDkwVkSIqSfhxK6/uLp7jeETOgZW3X2t3IXeuzx6WO9vJAAlOZIsjKTTMyxSS1v6PtpAD91djjXoSwp6j6wEcWOT5Q5J7wym+Fpqfo6d0+UQJN2xrkxNeqLHt2BbUIu9IcJxNh+mMJ6x6JlstTeC90+5dobjkfT+ckI3KjtkrD/rW0b2H5skfj6PZeHkjvHrA/8uSy1AU470O7i/MR0UpMskYY6C9A4bUv+X2skHSAbptZo4/ws/yjkmUnRohyz30aGFa+EPch+kG7GP5vVem6TQKrHrnRCS7hDA7lVmIhnEMWphX026cwCFghqnttqHaKeyQbrv3919HCVLxi6mZPO8dLWOQXYIIen2LcnWYPtO3Z3d47IEfu/nAXgn+0ASSR9Id584B1+WkeLyES6Aqs4zoohJMRa4k9E1pVNhxhFgEkm6k+5OdGktW9KQH4buDtGadCT9SLqCFhWOy3lgwwPzGktjIpiw7g2WmUkKMRWOPlob+Tt+FFg/BXznj7uXvOCVxDPM+6R3BVSJe//Y0x8cPWru/A3l52lnn3QZ4TiiQ7tnqANJp71fgjngEe0BM4upu48dexjdvZnwLEYmyyl4HKbuTn3SC4Ea7e52vrWBzXXR469zU9CMLPy5Xs9CBklvJowD7EwaW6BDQ6VFde+c9kkJieQAMFTdXTt/dizbicAFDdXLVgQ4yDbufLt33T/k5mvS2x8ipRSyJMGiKOXo7mULpbGOpAvTOPNC47bFk3je7/48MP3LwHSrMh6ZNM3e095strdV3Z3qLFeMpDsEUCZId+2bsp6adEr+SNHdHf2sTziOXWsBG6o+mmVmOZLSdpizgCbIHrDzbJKY8STb7NFcqdSkX3nM/RpD3X1ItwJAGIVj404TDRRoobtzRopscqAlr+fM092F7q9jw3TQ3pRVd9cQRdIXxXC6uxSSTs+RdvXgYfPq7jJzmpczmPNl51xH0gX1DrrLc6qviQoxVWj2bJy7vtH8x8yzYcYnRMqyRTiuYqbMjN6eq+nocWkdWEvZtWtJBEmyYfJS25p0yrB0Belya4dHtPvMzHVS0o8mHFc7iswj6WMRz2FlbgC83oGQurvZE8K+ZHVc5ccVEnBrBOltdHdYzYGR4xIjrhmjh3xKk5T4/iu/CP3VB4AHX7P0uKSiP6SswJyvDBtmKOOXTEoIOXfJdtULhAAeSR/bvvEISe8worsHF5n5jvtVmv7dOpnqNenC7d8WZYnvuPYuzPbPAx/4OaxKOI5EtihYald3VzbQlA3i+kQgJDfqSk16z4PuMtpSwnHk4PcGy7I16UNasAF+XpUCvZ0Bg9j6jgGBA+ziTfNOso3i/uA+6ZIBXA8F21p0wUkXpIeRdCnaOe+R3uWAiteko6NfKplKbCJGGEkf1CnB/JRC0mndy7MN/2LZDMSdursQkr4otBdarDvctb1QuiZ9aGshF+eJ9GcfjuC7lkYCc7oMtN9qmNbAwXUXwM3RnbAZYp65x85BtQjH2UDqQKTPcq0FWwfdfSLoY+XKqEwPmVdV9e9VIOn+/BILSo2dW+XA5Lw5KEUCS3cXaEmmeDvQvqHtIWPbCrpkdT1JHlyD6f6OXztISG1ITTrgz3f2wZ8eNW5u+9EPR9KVFVIbf38B7ucMo7uP9WcpQa6G8PthkuUm6XRUkx7NPN098Obn/6P7VRpZLlvH5S9oFjwKIa2FRq4mTFwi/LkTwbYkQBVJB9CKpGsoUXV3L7Q1MEgX6A3LkXRCjs3r7Uj6qoNlQmmkWrB5oY/u4zKn7i6NpLdk1G2N59Q6iWMzntx8C7YW+qYTfsrFylV8C8XuTUS6XKXResaxFmIH6cOQGkJ4JcsZtKW7d/VJlxaOy4vS1Td2IunU7ka4Jl2na/7FAPooTXfn96tRBsWRdVaTLrEHexpn/7HEWpBAtPNSD3Z6JcU9nQo3uobVwKl7PYVzdM9hv15NkyFIuvl+In3S7XV2InnFol1/RzDBN09NkmsY3V2J7f/0zRvDfuE/AZctu4ud/x07nwcEWpK5Pumd50uJXUK0xwttLWySLWlhZdbHJyR9dOs3lyQfiKTbpOZ4NXvyr4aFc5TQHrv9LyrMn75BFVQiQ7PnrRsBeD2LkGlPdx/rz1b8yQF2VJO+AnN091CUXkHSZZ1eX5NeG7dG8fP9jqWcfI3ryfHeh05a3X3uMmP2hZaadECOgg2w5EAPki4qeKVLlE7MrJvuLi4cp6lGrCeIc5lHqSDO/OxrwUbjSiUHSDjOPDaBsWtIuiTd/cCpu7ch6fYXQTp0ewuY2tjCLdgcgqDseYTo7pcfxSYMYiUlHJcXw5wEh6RL3V/t2TCtAjJKefRPaFz+OZ016U44TiaIcwKqPc+v6aEt11aQ1melWhJt9G8tm7DOC5MIHqJaLJlILcqSIfh9iSe5IL1k7IzWc77tRcB0A1dPvhAAoDvQ56Hm6O4cSU9ShM5dWVaKVDlDpQUbtAnUA0a+gUTyh5bb/lml4ZBHASE1UpVPQiO/9yfpIPeSgsJz5w8J1KQPK68zg1rhOAgIx+WE8KJ/c1DKraXjVdZb4oU2JB0QKWdwNdoVPKAjiev2h/HXmX9enyWQeYYpmTLhTlSraYek6wD76zCWOyHEYWFzohSg9Whw4ChI77CFo7uH3vUTw4nWCAXLWrf0Sa9Q/OTV3RdF6ZxLO0jwuFSY7j4ESSe6u9HWkU0O9AvHEQIogaT7etZpn3CcvQ9SyPJQunvqkDgpJH3YuFNS4RRsDaZ0aTPqgXtskfSJpfdJCotRCcfaJHyPlXUOEpSySCv61d29yJZwcqCeZKtd8/ue+a8A5JD0eReSzhA5jzpqoWfJPMMaqoO1oByyLHV/D+pBa4vx258LCBMuBiI1TihP6v7WncBGkM6RdLlgatHFoKtdd1+TLkh3H+D0itLdyy4/x9rmGQBAMTsJANB5ex33UHMMHNL8Iap7kO5ufkoKx1Wuc0td+kTwOlNQNFg4DrJ092Dc5lT6WZCugM3y2ni6uwObBtLdXW34+GBZkQDjABo2JabGrh1zlySvjRlCepWnu4/vz273/cq5tn9mD1H2UOMOTSq6lqRaDkl3deF9fdKF/MqKUN4A80j6UZAezcgJDPphmgfp9JALBVNDhOOg3QYi1yfdUDiDc5CdmvS4By5Ib69JJ7q7ZAu2IX3S+fsyLdhKqwzdL/DlMryC/eiB/k0zS2Vp57So9tHsJ44tITevFKygSmjsOpIuxYTRmtHdW+po4ZMhUi2rhpZvpIKOJ+Az6i450CIct6b3AMjT3SuX9TU/bH6evt+9xGv1pCjvpO7eJRxHTue+kO7AQV5457PDuARDno+fW161uKf2j3QWBMYEqsKPxlr2Q61FSykOEyzTERK6IU44bsCxLpEq0Z9dD3c+VWpr0QWQdLrOJ/IL5oUOLRLPShGYz1z9m6wlSM8E936voD/g4Iqg2cggnT6y86BqkD7Te+Pp7pREHSCyRUmJRI9Xdzf7ESHp/WNTWdL44LHGCCVr8We8ursQ/btxg8P3z4E/QnT3VhCkZdyxa7Tzc4aou2uNLJHxZx1zYGBNurI1+GOf36MgvcOGZk58jacQkl5vwRY+SFzAzSEIrtaPf67/ncaVosvSQ+u6GbUh6UrZjU523D7hONFaWouka5VUHfyumnQxrYNDIulSqvK0efXVSgvT3U1QUzaVoclI3d0iOVLBY84Q24q6e80kHU+AZ5j71ityDqS0HVqSbLXnWE1NTaYU0hoMpqgjBdu4OQIscc669LoSnXR3+5bU/TUlFAOCdCiGtAoi6X110kpBaUEkva5k30ha0z5VuPsgkYTJKwhRt0nS3b0aNnqd3lTQ5/BI+gAEf2KC9FKE7m6++zc9/vO1d0JIugxVFrBIutbVUVqDdM+UGEsP9kj6gINZC7axSJyju3c7lO63RClMy/notZKSP8PU3eXo7pUyqIHq7hBIhpA/3KxJD30u4fcCNekDtWjIXCn3yPmch5LkraZYMkRmXK+w3pM8FhIkHqqBQ2ae33L0+R4F6R3WnqFCxQmUR9JrwTLVUlTEcrS4gJtbLHrmoDtf6SC9U93dij/oCH3he5F0SeaAdihcdVENBOkkSiTEHHACbmk3zd7V8Agh2rlNDvTVtE5SWd2Bec5pbyHhOPPasb2vmu8pNK84vbkiHFc7L1L/3ptLXWd6joYi6bJ096nTi3O898pxamKCdCk0e86DGjdIM7uuEuXF4wScfGLCAMCko096amtK5ZB0yuT3H+sVi8cnCByNswdJ9zXpwufbSne3E06XoolUIzw1MGiVpLs7ptNqx20Xqm2aymzrtZYa7sOY60aha58VpLvb51c0CcPGufCl4LE8CTe+XzkxJQZF6fY4OSS9c9jaXl8qJYekD1R3l2IOFKWZT1T13W2eOTq+b3gN4XWmAwlGuPMdre7umIq1AVpMrCa9YP5Vn7EWe2M1aZot2Lrvm/Nnx45bDBFC9GYjltHz6ihI77CgE0jG+4a7lkZSNem1DFW+799kTqh0v+Ommn34IXbMAXG6u30hSHdPoUHjCrb4QQcaZk22T7oP0ttExchob5NiShQDM4GUlJCqDfdqnD00+4yQdDm6rKI+nqFzPv8FAMAdT7wLgFz5BgVlkzSpJiZqm0lqN609KaGtgX3SJzG0LBBgwtTrdy2SLsZYCDGdWODGXhQtWSHkUSvVnhBRHs2Wq0kvkOhhTpFv3ygQpOdUk96PpMMyQ8Y6gHxcN2xb+Zc43X04QkTHiNDOK63feq6165M+/nw1L6+75cHucV0plFwZRXcXG7hjFOSSMEmd7v6htweP5ajoWD9LH5ruDiQjVda108A5HN0dGA8ODKpJZwk4c77FaL9ywZOZg+juSgThdftgff+99YXB4+nUJVrOAXUwsb0s1CPpo4attEAdUqSTOvFHmes8Sfz63zlumtnDxiZhhjFRyRzd/ShIj2e+ljYwAdkNl25p1KC7cyoWW3Sk6e6mJp05vW1tSYT7LDt1dycg05yWKUPDpIKpwXR3yVZ3rgVbh4NvzbXKkG7B1oe02kVNCtF2fTwHCppJOPgAzasOJN0aPd9STBgKytbqVPd6kJ4YerCccBxlmPs0B2SfX996xr7QQnenloPSfdIro7jAjY2hlEtcSIztqc2qIyFikPTEIiUSCc0DW2s5pB+ub5Ul0BqsS5ulNqayonoiLaty6s7QhqT7hLUo3Z3XWvaYp7vLIOkKesCo3ueQ2Bso6fTkqVcB3/Gjncd6VEqiBdvhmQMSpRRBJL3F0oQhrSODC32I86WgdSySzuflULq7wZ/Hr1m8a0CrzY7ZQRPbV7oczdD0LQW7931zkBdwG9v9I3fBI3vxFX8R+Po/A2zdXhvXCgPq8dfZIcuHCB4BCbq7KT0dJNDHrvPYNbpR1td5HhpZJrNWBkGBDnP0/pHzOdyU8sgA8Fq80EX2r8nSoXmQTqm2QP2XlhWO0yxj66Ygz5aHhPIEVbgBVvPYsrCSgyCHpA+lu0vWpJsgvayLTgUWGk9plA3S074gLlFYQDA5MJD2NrVBnFgLtrzEukMeu+hf9ngxZoiZn+vTWllBLUinoEYKSc8HIunSNekOwe8oV+HjygvHcSTdjl1B+pRLxEmsle45SpL2DVsp52QDps3e1hABpQ6rMEN6zLcVkqC7Dw3SATrfg7zoTX4OGVehbA+WWUJmmk3M34gJxw2sSXeJVLlkyDB1dzufBenuj519HbB+svPYzCZwJfakViQ9RHdPTEAjgqQXGokuhpHOLVtmUZSj/Z0GQ7J7ZCQwSb4xQVxlje+M0Vl5kFJQpUSfdLq/gXXg294C7G8DJ+6yg1okHeNbVhVOywIDLrZyrbJGC9bVadjpFPi67zO/P/c1wPU/C9zyPHe8mJq9Yyryz2k/b9+9Z9Swh1N3h+8aNV44rubn9AnHpTJ+pWdoHCIZovXo5M9RkN5hrv/v/nlgraUeDrKIttYaygocuBGzNTaun5iSLdj8Z7AWbJXJ78dwojXCLdiypARK8x1C5pRWhZ38vqBG0sF3NekqwbS1ntWYV3cX0joY2EqJrrOYcJx1YLOeDXMysQi+ZJBOfdI7MupOZVUoSKca81m9xV4DSQckW3QtBmbUaZPW2gjcDVUrbR23wYSx51275hPbR10qGRJ08kNIOrhKs0BQowcwQ1SCRCmX4N1fFNiajdtu9xdW3X3A/XLCcRI16W597j6OAhrAIJ7HBMZNtPY1+K190mVr0nOr/h1erqovSrJwKurufcJxlPApSxSl7mUpdRnN56xHqwTwdPexPYcB//xePvNK3LH4HHD2JfadEN3dI+laD0PB24xadDU+Qwdqh2GCrkUx3t8pNAZrHcRA0odeMRKsEwvSQ/Pqua+u/tvWpCe6FOgbzpJdA+judDvmI++vEzSjC11JHivgxT/ARxVh4WiWXEgr5antn+lKdARq0vnndZoi4bhyfJ/0Rvlkn1YKMTTHjttWnhM2eo6O1N0j2rwocWbxNNIeVUCPTMlkeRVqtKjnvJIdQTOECceJiKk0a5LaWqJMhJE4Qh6dk98SZGSuDk+2xc/qW7DBtmDj4zavpSSVUmvtWpv1ZQJdCzYp4TiiJQ+8zlqozd68KJEMoGN54Rghuntbj/QAkg7I1Sx71dOeZAi7DyIJvtY+6TW6u830SwmL+Zo4dr5JoCZdJaxkRQBJp2RX53w234mCJwma7kE+XKjH090lginrFA1wTiTLCuY5K1cJWShIl+iTXmgkA+nQTjdEIBlSoY/21qT798fOaUqKDmE+pIlcBw43r2jvu/vVrceS3gFn/C1rpk962XS2v/Tu4PFia8dhkHRHDx53vnx972a7MyQdVmV95HX2goTDkxIKxeh9uMjNmjcI4VXK0uzH086dEOIgBUam7j4yCUOuUhN8aatJJyR9bJA+vCzICcdpjfnItdK3uhtGd58IdQ1yTKekP5kJeKbE2D3pKEjvsEVR4v6DL4SRi4q6uxxKQ1legC2q/OHjSHoiNy6ncrlxW+junjkgS3fvasEGwNWWiNWkk3Bcj3NCAm8irYW0QQI0kt7kgCTdfWHbzgD9dHfpFmy0CfWhPSQcJ6nunum5uY7ppPU4SeVgYHhNepKYGjzxPukDkXTzNwLBVL0WzwXp1fs9sf+UaknWjaSzMXhNuiDdfdKFPNpz50j6WKvQ3W95ELjzG4ATdwePpWsikdB0ZV8DvAWq8JBYK32SjV6prR9MO2WWyqzRxC5RuhyEPJKDKtKCrazt+x1GpWESSA2tt5M68yedNo4lXYlSVOugOzkPeFQKGP8MG7p7gCnxmX8XPD4TKmek2zQoqLHq7mODx4LNqU5V+YpwnIzquK9JH7BwqNQmBwRqtHnw2BtQ+bIksVZoXumyZ1y6zjLlDOGy3KYNaS8+bGyzRqohNelJikQpJAItyZyfk/okbZe51r4jW7BRwnsoi8ch6UdBejyj4DF8T3jQKoykd2VcK8JxcuP69mvKL+Ytkz8Tbv120KBThh+C7AbXpMsg6RpWnq8X8fRIuhSF025ePRtXxhFtASOHro+GPSV1d43xOwjMvMr0wmxKvGSkZr5dlVSQbj5nvQdJJ3X3fWEhtaF90gFZJL0h/FhLtkkGcIB31oM16ZW5y2rSRYTjak5C0Mx3osSjRJB+kBdQpLFw6wuAP/I/A8duDx4rqe7erc1SNSrhkTnfEhpdLdjk6e4eHSrDCGDtO9CSNh7NNiixc3p7LEl8H+2x50zq7o0g/XU/AZx5PvBdf8e9lDp1d7ma9Ax2riTt5SAkOgWMZ+K00t1b9kWpUpnD9Um3SLoel4Rpduxp+3JVJF1pQSR9kIiGCeIkxvXB1ICDlRJL0jcEzXq+AL077v7yMtRKtrpD3V0KSSem04CDVYJEAQkK+etMsVho/dAaqesaJMMcGCLcCvhk3Njkz1GQ3mGObhcKGjmSToj2SPVPgPcebMt8+gBasj+7p5CwF1vp7rKItqe72xdahafkavABpjnQg6RLUjj1Yg9lCczVtNr6rUM4TqL2f5F75eA++lkm2GYHZYFXXDQtzqZ7z3YeOuVIulALpykh6R1BOj1nUvN5b9FCd69dT1J3F0PSB9LdlfLtwUTmVn3taOmTniW2Jj0vRVgaDcFJPnYtISLJdqKkWda1bhCSLk53L+29qzkoNaP7W4jWpPc7J9NErjZ8UZS4np7w69Wk9gxft+vJw78pFqS7etY24biaI6hcMmTsuLXa4aGCVxjPaCtd0qnm5N7yAPDdfwe49fnupdSJe0okf4jubr+/0/kJlH7Br1kSTn6Q7t7id/jyvvEsDWAgEqeUCKJduvWubczmOkLjjl2jfTeZAfRgm5QwNPuR89nRkpNBkTolgOT6pLtP7hzUrR1jgnRWF14NHts/U5ruPiwZYpF0Pb4mvcFYoL3+5X8BmKw3jnd097E16XYvVYOyEh5JHyvueRSkd5jLqoeuEm/BJogs5331cAwpygQF3BwlmQ9bWSwDzAGhGl7KjKd96tDWEcvz8XWWwI0Rjiv2r0IDOEjWB9SkezrnWOrZovRKnJ19S+Hp8CJA+v622wxm2490Hkrq7iZIlwlqJnpukfRZ63EODRNK/rTT3aufnyRGSEVMOI7KNwbwkmeCQls+SK8j6dXnasr+KVM7HGAchdTdlSwbpiBnrOs62+8hSXendbLSUrBlysrS3YfXpEuyJQ4WJaBtsPyN/137gY/8FqtJH3e+zvEM0aGBBtrqHd5xgld5o9ys52Irn8If+yyR9kgDSQ9Y5jQfitFMKy941Y+kA37+jWdLlGEfqyWYlEoA0T44FHk0h43r3+3WyL4DOd0d48sotNYOuRyEpKvUB+kjztdoFpC6+5DwRiYZArD5PKiLh09KjLu/VAefoE9AzY1sb4eEurv5vKFMCXO+Y9YrXoOf1enuLUKBqVDXIEqIDJtXcMyQsey9oyC9w4J0SrJQjbYQBUyhox7Oq7pFobtXHLEWJF1SKA/wQlt9SPrE0d0FEG3WzqUvqJFswVbuXwMA7KmNXpo9n3bjs7yGFTKkfoictbIsx1Pedemck77F3PWz1MDQDafL5ovC0t17kHT7vaTo7gdtSHqA7p4IBelElwX6+6QDXnleoj58MZDunqJwU0+qRhuoMUN6hOMka9K7yzcskm6/moRY3kFeWBo2KvtAyLyehUQLNvMZw4TjqDZcpvWbF8rrSaQKrdG8TjrIZKvT3YnZqvWoNdoHRMNavxGSrkYGcYCngQ4SjrNrmgQt2TNhiK5Kz274c92zNOIek/BcUHPg7EuDfyPBwjFjHgJJ5+rfIxJPxIZTSgFv+mdBpNEc6McwCGA5qsyOCyCnQ5D0JDU1+CPp/UXpWXiDEE+lXOvI8VoHNtnl/NhuJN2V2Y1aNxh7rlbi1WZSSHpudY4GtbpLMqfeP2aN5teqIRxn2vg0/sYH8zKCdcNbsJlvk4/0o4+C9BbLC0/JDNKDmRM4FaRD56X2dYdB43R3Ofo3CcdlvO6QO7qBpISUGrYXjutG0lPBIJ1n5PqCZY/SCDAW9q4CAPaTjSqCH/ho/q1GB+mW7m4W1O7zpeBDxAEsFl4wp2cdd33Sheju91z5IEAtq0JB+vO+y3wv+8+iHE/xA3xNel8LNiMcJ9MnnQs/DqElzyzKvy8QPDpHwTkn4RZsChqzCSUHxo/rg3Q+SJjuLiX+BLAgfYBwnKSC/wFXOw/W3nsTrUnPhyPplJcSSUoQc2CAl0LzajyVspZwqptSFcSXb9Nj5nTBkuQK/YlUgKbAeGEih6QPaMFGPYeVLkc/Sy5Id0h69/h0ScY5+TaAC3UNaJloEkg6v1bDcjCsnGGUsBhjG4WSXY6tVw3SEz0O4a1q4AxD0qlmeWxfeIVD0OzhL8HYclVXK30I4TjDlBhxvhVW17DvT9NcoibdTKv+JCrN57Et2His4/12FjfUfVutMXF+5dgELjE0htLdzf3VelxJw1GQ3mLVxTx0hL/oku1fis4erajR3Yl2LoekV/apNuE4qncUowcPo7tLIun8Xq1SOK442DU/01lvRl2ReIxAsLwoSyg9LItfFRYbmRxYLNzv+sVv6jzWIfh6vBInALzq/L8DgHa6+/O+GwCg1k+4lySCx6Hq7qnNLIsEymx+DArSXccCOWGxBt29vnGXhR9X4Jy7heP4eSnZkpUhNen23CdY4Juu/5ZcTbq2SaeeRBtNAYm10gvH9R87dUi6xP1lTlHPuiU17iCRPHbtFaj/7zhne8ERsSGmfOuosX4HIemTSTfdHDBtnhTG03QBn/Ru1qS3jO2Q9OXXLLdmECNl/bR/s4V1IlFKYYKLQ9LdiZY8gg2zsKWBZsyOgdkYxNAYlxzg5zsgzKAWXShHlZ1R4Gg+ciDt3HJmxpwvbw3o3MmeNStRgNIyyZ9Bbd9oXBCSvvSwKEs6Xz0siFQpksTS3ccE6bwGvyFTr4KJvpS0NqTo7gOvNe0LwDgg9ShIb7E5mwzBZy3Ugk1EOE6HlUfJlJ+Yki3YaIGagE3kT/xS8FhRtXMwJJ3GbuuTLlpW4EUvhtakSzAlSGDoML0WJdASKqMYQk1K08TVpY3OLjv9AIXk6/9U57FThjwfCFHAAbRT/K3zwOsTJYJWKt/oU3dPEoUEBfYXAvWdbD73tboDPBVfBtG2CAIFxrQpNrLahSjN3iHpfBgVorsr0TV6kLo7IemJwqt3fkOoJr1gSeO6g1I1ciQkxB9pLxxSaklrqcT9rdTgdwUYaycqa/SYZ8mXfXV8Rq122vXDHeV8drD2gkbq3xKq45b5M+AGqyRjiWMBJF1rzK49bl7oqUl3wnEjrjOn2CulgBf9CeCFf9y8WYa1bnwpxZh5VTrh1mHCcV6uOB8zr3K+B3YIqelmkD52PnsNnIHnq4BEa8cqWcaoO5IiRkrvuJTAGFv7zxDeIUg6Y0osiuXXLMf8SZMmq6qNZWW/35h1stqyecB1TlIkUJahMR5Jr5Sa0WkEa9K1T6brcXvD3AXph6G768rfLmNHQXqLceXg4MPO7rWvd5ToHaqRDEHSI9WktzsJnO5OCP54h7cs/Wafaou6pmGRL0JaCwHhOJ+BTHoXmYkoVdaiQ40gPXwt6ZvJKNraOsuezLZSvr3PYjSSfgAA2EmPuz7obUZ0d8AjAGOM6FytLTOUp/WvCdK/6TOaNek1dXeLpBelDFMCGDafAYgi2hSQTRKirdqe9PWvobUbV+I6U4Kh0n2D5naxYK+lHmkVeIaptdAQejDNPZEafOvop5Wk0wro7odA0n2QLsQcCNGSyV71Q+bnqfvcvALGBa1uXxiIpAP+WksgYoOUoYGGkz/GaD7PpgMSxxzxFEgc35Y/5e9vMbfvtMxp+3PMXhjsRLFh0fS2IF2AKWnAl0FVDPZ7pW4dL1u+1xCbcyQ9mOwiuJ4H6RAI0g1zLwkGTgGjIA7lKJ/Dd0caOC58kClRGw4MS2bCdWcwdOhlkdaq+PFAurtjaCw1JICq7z+oJt0h6cWoPbjZfg1V4bj6/L7zG9w+rTBuX9rYfwYAMN2/MOh4BYXnLh4B9Lhn6ShIbzG3mLd5JrwmXRBpnRelF2MIGiEo2jlEMuruA2h+1iSF4/hDk5bWsW5R4s4Ea/CdaNwAsZwpYw6MRTzJaW6IqfTUlo4O4ghJTzBg85KplwI8kq4HMAeo9y/g210sa1prR+dq3z88GkkIr0Qw1dqCrY6kK0P/Ajz6vqwFN68OkzxfepYmVFuaUpBem2dlwRB8OYS3Qj8L3eyJ76Qgo2dBe0MXkm5ZGsTQYGUfy9r+gjugfh8ImXPERgbpZanDpVAtNqWWc1J94aHbx6WWbLqosBrGBFO0H2Vdj1Fda0EAWXbONu1HQ2rSHQI4Yk5r7ZKZjRZswUFtv2NdjmalNIQfj93eebwkkj7h+jeE4LfR3QVECY2v1MGQrBtD0se0UaS54dgoVoelYWxvIlXqUUkJS4U2pJ8hiDaV9o1Td5/nvoXxsCDd1kqPDKTob5XiCaBuJJ0jrcs+w74Ovo6kt19Dl/wZg6S7eUVzuuceJ6lL7onT+12QXmOKfO9PAWcexMyW8SiUo4L0V134FfM5QxNtMM/SPfMvjxr3KEhvMYekt0XLAbq7iHCcU3dvGdepPuSidHeicrX6nQHhuLGCCIB31pUCktJm0snJrxk5MJLo0JCghgL5MRlPstyebzqg3Q3gHcDxdHeNRA9D0kl5VOnx9GCqSR9E7+fo0MhniTsYrUgcExkjJF2yJr2P7q6Uwsz6h/sje6X7jPqwJX0mpKNRlL4Wb9LXSkmXrBZeoGQlJBzXMs8mguKeRTkgIeLo7uafi/m8/diBVg1ahyHpY+nufH50Bq7WnHCcxF64mOO+gy8YpkRobCptKHOkiXJ7tYQT6PRRQtbShm3MOdPfTod6ZMqru49vDWZ+zurrVcgS2+8YelSiTVs1/Ir+zvE7zc/FXvBvCEAYc51pPjumRJL4+9lXkz5mXnHh1iGWeCR9TE/6vDBJcrfvv+RPArc82DywVpNu7u+4oNV0ohgQwAFwLdhGtjKcH6KLjRlX2Vao4+YzzY1ZlrKz7cz0VenQS15rV6YaRNJ79oZRQXpNJG8Ikm6Zgybxu+z5Mnq/M8d3r/q2J59rv1oqwg7ZhUkKDy9JMsfevnjiCEmPYW4xb03j+wk+k1T/Ln0tT9CmW/YLXhelu9P5TlT/Z/GWZWMdBNoINrISan/bvJhOg8c64TgJNfuCFtX+R4AHPqORZYekD3v0TJZ3fDBVrUnvc8Y8FWt03+GFDU566g3dyC5IH0d35w5G66VmIoyE8Eogy63CcU9+vHHsWkp/M3JelbVNs8ekzpc//1kdSa+vS7oQvc7zorR9tAN098q4Gsf3HscL9z4hsnYQkj7tVHc334Po7lT2saxRy8gGlbOHgTMWSadyCKVWT3d/wdUPArDPb2j9oNd2zgNffDc2E7PWSCBih6O7j0fSnZNPyYEB6yVN+1F9pcvCaXdMhySOlVdpHrNmORaMtoFcD4oO+GSc6P2tIOk9dPcxiHZZItHFIZB05Y4tiuX3QgIF3B6YZsBtX1cZBwBw+SuVl8YinhW9kIE1yxJlFPO89HNqkI6+cuVSY87XJdkyhmj3IekYn1gkcK2ZnG8f27Gs9PJ16YcWrEuSCnNwWWAxD4ERbUg6Ga1ZuhyViHlk+gIAQPncbxn8N0lipPWOgvQI5hZz7pl8618Hzr7E/B4SjhNSHfcZSADHn1M9gIL0g+uMwilH/x7y0E1S38NzdJBuN/pv2v1t/2JfTboAkk4ORl+PdMBcE6nzpe+eNBz8lpp0AUcMMHPTaB0MRdKVzS6PTUpYB2NokG5RjbHJAd6eq5WV4ijDcgiv1trN6Qoyde0Z4Ku/1ziekPSxbdhyxwxh93a+A3zlt4H5bmBcmfPlTJgUtXtd1NDjMhdF0ud5iQcOPufRqW//Gy1Beonnf+In8V1X/y8c3/7i6HEpqOlUd7eJRlevPBJJXxS2ZaSu0d3b0BIiXI1sO0P3d5olg1xeqT7pWmuc3n8CQEddKyGgOxeAj/1zvPbauwCMDOLqSGt9/wWadPfE0oMFWoNNVS3R1Wq8T/o45gDNoNkAdXeoBGliELEx95jON0ExMHHMatJFmBL2BZX4sVs6ijim5JhaWptgGxSjU59v6yPoUTXpjO5O8/bOb2ge+Nl/7351CfqRQboXQB6CaPuuAaY97nL+jhnXghFDxXntZZFgaAzxJ7lReLHs3KJncMaTAz3GkeDlg2WN9fI6nr//qWF/QEwJG6QvO7foHlXANd4nPbRPqMS1u132Hpelds9hcvKuwX+nlEKpjoL0KOYXc7bAbJ0FHvhO83usmnS+qN7zLcB3/nj1gJlH0kWTA0MQBGtK+ZZGY50x+vu754/4F7Mwkk6sBsla+EbdcMCUUiIbNcBq0geITgG8Jn083X14rZZygc/YYKpYWLrdkHpHeCR9DGoBeKS2m5rk35NSHefXq0J3/7UfDxwN3LV4HMB4ZNll8nlS8cP/GPjQ24EPv71xvO+TLpMMmWYJFDmTJBxX1uqwy1wMSSe6bEV46tjtLc6+d47X954eNS7gkfTO0gIK0km/Y2RNOmkWJAOfYY6kj9HRcOtklrYqyXMjuvbYvXBeGOQRoAAjcF9rib97D75o/3Y8bdVps4Qc/TqSTkicCJJuPyPpCdIr4p4j7u/CB4BDWGVw1NFx9Z3c31BKDQqoUgWDhkkIxy2BpI8TJKTndzhVVtl5Vo5pheZazsEn9taOd/6NQTx1pZTpsGaewUPUhls6tLJrzPLjMpBrQOKnXjay7FrpE/MJKvTr9oEBeFR72blV1VY6nHAcsPyatShLvOnyP8W9+5+3r/TM6ySFgnJaEMsnJUIMWMZcaAvSKRmyWC7hdWAZGgCQZX0JVG9+rVx+TzoK0lvMCYw0WCSEvvkHQjJIN71wrcDX132/Vx51g3kknSZqMaLGg4wcm3YkvboASPWlpb9XHDloo7s7JF3iOnuEaIj5hMhI4TjrCGR1pKRlcyBxoLHJgbmdV4McIqV85nEsDTs3CKIaiKRTe4tlF1Myp/ydKIOwhowh6URN3xtZG07Bp0nssGfp4Grw+BdefT9m5d74YJnKN3hi4Ksfrf5kRkkJqXKVaZoAxJqghExRC0wLOSSdkOUCqQ/S2zLp2iuEFwIJPmoRNMk65rQdj+ju+Ui6u9dIQRWdamvBZscd20fbITWTYU4grZNjyzcO8hIpGFU3tGbV1hRt/y0RPKY8iKtbPUgXSExQ8DgYSc9mSJRCphej9Dvo/iYqxO4KmEWlEpSj1iwXXKR0nYckyw3yLkFLPkyQPhPwdUg4cmCVm/1q5pqMKVlxyQHOvunZi4kZYv5++WAqabB+OiypIq3LliVVhOOGXGyVuPIN+t5LjcuR9IF0d2B8CYcbt46kr5/s8CnHM0MXRYlT+QUf8PfWpJt7kSVjg/SA3877pIfW63TqGW0H+0uPm6CEApANBNgAuDr8IyQ9gvnesLVLxFqgkU0E1b8rghuhCUfK58W8kk0a6/T6zHbL59Qcbom2JIB/6IrJpn+xtSbdJiVGokNm3OFIOiCXiCltrXXaSA5015aOpbvTIpMO3DQ93X0kDdue7+C+8PZ5OxgZLM/zEoXKzPU7fX/4oEBN+tjnyLdfG9YKLVUKa+XuaLq7y+QPTDpJtZxzyYEs9ci5Q9JrTm8xl0Pw7bilSth0bivl8Ei6RGkQsWFmjQxu02j7KBbj6O4uuHA03e655fR89DjEc3/B7u+ANdcLx41/flOd+3KVIJJee83OOxm6u32hi2ZP/xSgnTuEKBkYpKdTKAVM9HzcuBXG0TBaMqlhj5lX9J3X6PIO6f6hFFKdC9Wk289Qaa9w3CTz/t3S485tkH4I0SnaM4sRdHcnHMfBlx6WBmksAMv7dw3l/j6jPulEhx4xbkJgxBAkfbqFJAHWy53R4wLDQR8yyuMvO7e4YF3FnvPKzr8b2zaSBIUH9aIHXGKINK+Wr8EPlBVUatLDMZNjpM6XS5YfUFyWqCqg2GNGhHEc++coSG+xRj9NZ6S64Bd0qR6tACn4dtTUuKzvAlmaODq+FKLdyuD83XdU/imGxFkn8GDtVv9iy8LOkavR1/mQQY1UaQExHhp09w4kfawDCLAasQQDatITEcViAChyq+4+cGFzQXo+kh48z5Hq3GyCbcgBq+udCQletbZfCynqwpTTjEWlAJZhHqzuLkTvXzDnhJxJutf1mvRibmjTGL9uEHqok8w7groMr5lae0RbgIVDfXzXupB0aw7Bz+ejEos0P6ZJDeENfeaDr4PKZiKKtlV64fD2nBIMDVOvTOhfKFiuXX8770SQdDDHr24tLdhEaloJSe+ju0/WkUBhog/GBY8L6qM9HPEkCueYNYuu1aQ+n7uGToB0JJJOfoMjOSVpP91doHtP5Tr3GbFg7PcahaRTMMXH7UGYFZRLUo0JprxQ7dCadOUYDst2OzF098L4xUNo9uunoKBwHCZIX5Y5GA6WByTpab0USQ7YZ+n+P2qveft6PRbBp/Kr1u5XdbMJE3reRwfpwZp0BWycCYyt3DOez8OdI/rsYGHKr4bqZ5BJdOA4CtJbjBCERt1hB5IOCCDLC0YTCj3ktKEs9oH8wNFbJZALABg6/aZCtFVHlyXn5EVvbD12kpq8nYIejzweku4+FWrhVJRUVrDamvT9RWHKKIYIxwGsLcnIYMrS/NKBNemJvS5jW5LNXes31Y5KseuwJoTwBpXd5zueAVMz03O4GI9oHzKTL0U790h64oPyNiS9zBmSLpRU5MmuYh52CHXpasMlhAG1ZRXNpmHGDzd6fpMyl6nhdUh6cx/CN/y3wL3fBnzjDwLf+tdFWikdVpiI1kmJ+exVmjEM0bZrzJi9wQdxHSrrDXV3WqPH9XcGgIkL0nvWy2xmkfTFqK4yDklPgMFIuk0sSiDpLuk0GEkvRmkOOPDFtYvsR9Il9HfmNuk8KKixz5lr01oUy/fRJmFPfn353Gopl8nGBlP1/ux9VqNDL007JzACGCYct34KAHBCXTd/L0HDdkFjxx+47h8y17lXVX7rbOWftGbtLzmnveYPvdJXk27Od+LaKC6fhAHqwnEsofqqHzTCiH/krZW/05aduzhYFkkvuhnOLUb+3VGf9Ai2Ny+gdBEI0ps16WminBMoU+Op2ycDBRxfeR/wKz+M9dSMJ+X0DmXrzITo384JHFCLp5LUXGetR9cOVwSRBthUgPIGeKps1hi3W91dIhni6e7DHCLAO3HLGrVgSweKbVB5ydhxSU07VaodleJBulB/5716j/SHfxP4t/8d8Mxng8eTwzs+6RTYvDoc/dlkvOMJ+Ps0zRJg95J5cf2k+VmfZ8WclRWMG5eu14zX/VNSoLFuasY4Gi+klmozzmxtrfd4k+wCUp2P0nfw67PjYZsf/Fxe+L3At/xPdlDfKmvMs+Tm1STFsJp083NRjOt3vL8okKLwoN8A4bjErjFjEny+Rtt+99B+VPsuEowFF7QSgt+X1MzWkCiFiZ6PYofM3fkOdD6TFKlSNrG42pr0xI4r24JtAJJOe38+IgnjkPThf0MJ6zFMK2r5WkXS2ZxuDdLNzzHB8qGCGnuuDklf8nxdcm8okj5ZBwCsK3N/ll0rlxFwA/x9Wbr2v9KlqEOw7szzKv+k/XBZP5riDYp7etkSNkhes9d52XE9cy8k6KmMhtcf+Z+BO19efc+KUS+rDXOQl8j0wsznruTPN/0V0+Lw+/8RAPLvxq1ZR0F6ix0c7OO/vfi/475n/qt/UZfBIB2QC+LM4qZtf8kQesAW2PkObsG2+b5SSPqAPumATHYZYK3QVI0qGzSF1NJHpIKawwrHja5Jd+ruw5BloulKqHB7+lk/3T0VqDsEPJKeDKAGA37RPxgpHDe3tUeJQsec8hvLWiZznWnz2Zja8/3df9J5fKrMIi6l7l4RjusK0jNSWRdC0tMEuPqUeZF6Hr/4jcDJewy6C1To7rsjk2y7czM/KEkJALjFOiL1+a1L9xxpPS4RszcvkOkFFIDpNMyO4KZgErgp8lFrJTmPE1dLG0DSKwMnJlYf+QxXyoIGJDd4koju0TK2tyhMuQo5gQOE4xLriI3ZGxp095A+Ss0hVZZaOqYjhUfS7bh9dPdszSPpo+6vDR6TgXR3q8I9Fkl368Yh+sInyrR5FNEcoPtbobvb+1f37QTaCh6K7m4tqZQWLImkc+E498G1ax0Q06RgeWyttCmvOwSS7oL05cZdFFQmg2G0ZHstiMk5Wjiu4k92nLcTFrV/P3LcWR+SXvsu5Gctuw+Tv5IOnc+ZSYasKQOe7C6bDAki6QPU9G1b52KxHN19vr+Lu+cPt4uYkj34x4DX/QSwdSvwkjdZJP1IOC6KrV35Mo4VV6rCcVqzWsDqRZeoWwKMyrrqykDWAo7JxDgRY1W43SKTXxt0vFRNustAOiS9g0KqlHPaxjiAgHd61waIPwEybVgAry7dqRDJ7jGprI9WHc8Lm/wZSHdXACTo7lY4bmjbCqIvH+Tj7i9lTFWStjsJ7DrMJjLMgZ0D8703pi3397X/c+Wf1HN4bNIpKKjSsZmsOSR9fHkOAKylJZBb5VRLIcTaCeB7/z7wdd9n/l3k2JhRkD7u/tLzsE5CW89/va+1rM/vMneINv/bpcZlwaNqaRVZt0QB6ciSht1FgVfsvB937dqWN05OoT1ITxODpI9JiFTp7v3fP1XKsSXGjLs3L0xtaRfdveaEpyJ0d0pWdyHpTbq70Q0Z06LLBukYkqyGE0Oa6INRLdgcko6BtOR0YmrDdTHK52gv32g3oruPeY4aYIRK/dhlDnzq/wR+5Yc9KwhgbSNHjOvU3Q8DpadOHXrZJC7NK5V07Av1VpnwwfKY4FGho2yzbqqGpI+gQ7v+7IM0FmyQblsfLt2/m5KZQ9XdGy3YlqXZB4JWMr431J6vseCPo7vXmV1tNjGsszWYIH15JL1D3b3jeisbVywr4Dp55pMAiHE0sCjYdQ4YJ8B8FKS32MLSZatrqgbzjirHU7sliZp01UV3r7225uju4538RBeY7V9oP+ipTwC/+j8Bz3xOrCadFuNhgjnKCW1J0d0bqpgtJiUcV7bR3fmC+sd+wv3qmQPjkyGDa9IVa8E2Vt3dOieNlnMtJtWCjZyiTmeXB+lCLQUpMNmYZY0xADTRP6WQohhdg19tldVvTjhOSGV9PWH3K60hzJR4K+Y4Zq/L9YORQTqVFYT6SteveZFDgSX4Rpzz7jxHpnPjnHQlFJmlFknfGYMszwt82/V3e2R5KBtmZILvsOsktHYJqjH3eOcgR6oLdr796u6U+Bxzvh5JpyA9cI8b6u6A0uP2fiekNiRZDVi6+3h1d3qO0sGIJyHpxdKBFODv0dphatItdVQkCcOR9JRpaHz23wN7l4Ev/hf3N+t2Pi+KcunSggUvKxhqKnX+zrL7MH3fyrj171BvlQlfVrN07XBeQh2yBRsgSHfvoyWT2Xs/tUmbZff/gwqSPqRPuh3eHrJsAmiwtlLtHji6+7JBukt2DUXSTZA+hZlry67RQSTd9UlvvwaUUM/ny7Vgm5eUVBk4rwDAitomOELSo9icaml5lM6R9MuPAue/6N5ad9nW8cGjW2RCD0BN3IRamEj00V4vd7onxHv/HnD9WeB3/oFYS7KdAxtckJBLZ1DlN5uxdNnODGTAKJs+FvF0wnENJJ0F6WwR8LVD4/uGuxqxvv6hzBEby9AgdfdsMrQm3TI0Rl7n3CbZVFdZAXu+1iYydHeal5uEpNed7doCb5D0wm16y1oQSe8wmvdFqUfVtJKTsEZBepI162mdkNwCmzZIP1gs7/AC/jqvpYGgpoGkV0WbxjxLe/MSKXLjnAwM0rMkQarz0UErwPejcNmVN5/QHJMc8GUUw5B0fOJf4U3P/kNsFdvYPRjHWEhQHoruTonPUUkJF9RQ8DgMSQf0qISXp7uz56jLsjUoW5M+Zs3am7NnYyDySI7nqHGJyZYOD9KzxCDpu/PldSUoGKr0SacEkGbnw67FOishWpqm61qwHeKPLJI+iu7uhOM69oX/8jf977e/FIAXcFs+eOTldQOCmpqQ2srGdXT3kYJmh/QnaX5RMmRZf7ZSC9+F4BOb7b7XAgBjpI5DtAfXpNva/818G5vF1aWfo0o3GTLeJ73F1MQAB8vWpNNlGqxmD4A6YRwJx0WyBalx8smny+oG/Z63uV/XxIL0AuiqSa+Jm6xl4xY1snleVoV6uqyYO+RxbJB+/cAqJScBZ7tuKkGWGnRofJB+OOSRNuqxCL5H0jucMOagjc14ku0vCsPQaJtX3NIJEgVkIxcXYIkgnRDtkUg6CdapzkDKP9tSLdiIxu1q0htBehNJT1DIMUMqrd/aN5Q1AccT8Jv8VihYJnMt2RbYmPi+5mOCVrpeM0LSeXKvQedkdbcj147dg4WvlR7IDkltcDHqfB3iOdApIrr7SJFNcsYGI+kAziyexr0HXxxV0rA7L2pIekifpQVJH4O05tq07KOALdSVoR6kC6zRrlaaxu2lu68hTcYH6buU/Okqv+KWpMgosThScwAAZkOF4zbPWG0HE6Avu07TtXJ90ttasNX2YNeVYslnicq+DoekG12JMXR3X5PesefvXvS/P/97AHitgJ0l16w5F9oask5STTpKnMgvjgqWPRgxPEifWP9zbAu23mCZrNaSbNm1str6rZ64Yv8+cRfwp38ReM0PA/BxzbJrFu0pg9XdLZKeJAov3P/kqBZ7QBvdvX2OZ5ZuvzhYDkk/KFh5QovAZMPsHjyW/XMUpLdYEULSgdqD5x8CokSNDR4JQWylJdeD9IRoOuOD1lTntjatx4qFmDo0IenTAerugFfSHZ0McaqYw5wTonCOCWgAoKSa9C6nl20uhNJI1CwPprsnE09pHKvuboP0ySHV3eeja9IpSB9Gd5cSjnN0d0LSJzUF8HodrXXCxFoKDkTS00Q5Sv71/fHB8iYF6VlA8ZzdA6ULl8AYE7Q6JD20bjSQdB/gJnpckL5nN/l0EN1duWNT5Es7vIBfJ5s12i2IYpKK1KTTuJuzdJBwHAA77shkyJCa9BrKPbGJz7E1+JleICVm19qJ5kH1Z1iN79DgVceHlH0ByGZIlUKqc+wdNOnKQ43+djBCZOcVAOzsL1ffCfh1dkaXsi+gmm4Zer+9Pss+S3uNID3zYxfhIB3wSdedpRHPWpJtiKmUCYsuK6RGiOdApXO7ps0so2NphLewoI/CIFFAugdJovA9V//NKCTdMFExSOeAvhsle5f173zr1RS4+lXz4vVn2//AXucM465zRQDZBastz1I2c/GLSywumRw4dJ/02XFzvALmajaaOeAYC1oD2/Z6d9zvyWxckL7Hz3dwkJ7aEp1xifKjIL3FClu7kHQh6cykkNZKxnVAkE6ZaAmV5lQvhiHpp+5liqdjkXRzPoOCdJuZwkhHG6jROAcYBV1jaee5vb9rdWS5IvLB6e7mp8T5Dm6Jkk7M4qKL0Yh2Yc93MhhJF6qVts9vZ+s3TnfPfGZ5TIsuoha7oKa+UTfqWWWSIfNDzmcA2BKoD3dBXGIDhZCYGg9mizm21rLK3y5j5GxPQwycRk26Z0WNZS1c29kFYDVI+gIpS/vPEoVMjwvSCWlp0t1b1l+XxS9HIto9QogBk6jBV1efxKzc83TKIN09jKSPpWGv6T3fqnK6GfhyNRGmBFAosTcfX77h98F+ujvNhfxgb+k1a+/AghGDkfQJMtr758u3f/NMmAFIejoB0gkUFDYzG0wt+QzTuCmnu7t5xEvOqtd/rH9H2iyHo7snThtmvMDXgH0hnTWC9GWf4YOFaVWphpYFObq7wun82aXPd3eeQ1GZzKHo7nZejUz+rE9T4CM/b17sKg+yfu4EC0Drpa9zBcHPLZWb2D9ta8Lr/jbSBLiWnlx6zXIt2IYyQ9IMuPWFPoG7pF/pkhK0Xl16xL+5cbr17ya2E8t8vqS6O62TSVJN5nUZJcr1uD34KEhvsTJniIkz3R6kWydmTG2p1poF6QiPdfbFlX8Skj7GMSlLbRZVFMMeuvVT7nzHJiVo8vpavH7hOIXl6UH1cYc6n5RJHxssU5/02bTDCZttuV/pfMfcX621bcGmh9VqpRNXK7V3sFwND9lh6e7kaO8e5KOC5X37vbNJd7cACnY2bXCbF+MU7Z3q+CQDzn26eUCoJt3Wd445396auP/0FuChX6+8dMwGy9f2l0fi6DnaTO3zGELSucNbLFhyYMS41pmaBVs31oWRzFwg6tmY4HH32rb5rGzaj/7Z58zT3ceXFSwjHDcmGXLddSvIBiMIlJQYU5P+qkfe7j6r1WrXgMhJYxDtvXlhkwMwAfoAyqyhnS+wNyKhScnfCSH4fehjOkFig+WkOFhaWf7AIkuJrRnttSRFqswTluhi6blFiPQg4bjnfbcTo9waG6QTkg6OpAeudW1uuST9kvd4zlvdDTXF1N2XZCxSkj2rM6y+6a80D04nLsk6JYR3yfu7O8+R6tw8v4Po7oSkA5lejAjSmZbFIZB0UndflinhWoJOUmB2rP8P7DVJVYJ0ROK40n2jsMyWvqRIOnF7w/LB8iHLrwBg81YkiTL3d+z5Ehhx7Zz5OTvuW78GbGqR9Hy+ZE260+5AsBtC0JLUsazGxA1HQXrAFkWJNPeOnTPN1d2rRpnWZTNxgNlAlHXUWxeZW19QHdfuL6PQEtq4eF/aLisORFC4RVF62rlrPdPTgs3Sv8c4nlprh2rRefTZpuXljaEG50XphONm0/rGxZys6SbwPT8J3PkKR/c8WJQol2y1Q0GnQjmsBVsycfNgcbC/9LhaaxQ26zgdGKRPbJCpy3H18PMhQTrgNpdZ5tW/RZDlWQp8+pebB3CHMMlcAKc1cG3EuEEhRC6EdPVJk+Gf77iXSGn92og5TQHvepemBK9LLHNsTseP65B052x3zK+5Qb+z1Di8o57hq08DAPTWbf2OSeKR9BT5qHEbSLprBdrWgk25mvRlHTEzrp3P0wxY7PQcDfcdU52Pms/TuUmGdAY1tes/YWJIyyS88sKo8K7pPYOYTDfDCc2ak5Yo43geLEoUS66VTSS9f91Kp+tQMArvy+7/i/1dO1wguRayJIOycytFgWtLJtroWdhIrNMcYiwAwB/9fwIv+/Mu+beZED14ScSTkl1g1OBQkF67x2PLGal8a7AaNuCQuBT5UkzJeV6iJDX7epAeKuNIUjfvqBXgsgnN6wc5MhxCu8OuZwQSjUHSE22D9EHsARkk3a2TkxQ4sG2MX/qnOsY1Sac0AVK9WMqfneclcpuc25imw4N0pleybLDskXT3of1/lM2QUgJ3yXG9f2Wf2R3LVLzzFZ1/N5uZJKTOD5bqhjFfsHjw9P3D/ojYbNowJZfdG46C9IDtHOSY6gOTLa7MvQCSbh3AY2tmIbo6ApW6vp9DQZs61SG0ZABbdv0b4/DSwrSWlsOQ9PzAPSRjUCkKlJWtrQPQs6ArZGkCBT3qOhtKs/l9owvRZnZ83XyvK3sj0L9FgcQOvFYXjqs7lafvB47dYehu9r1lEaJd5pgMqtVKUlcbnpaLpe/x/qJEYtG3aSMpEbbUKmIC454lynxOeoN0c55Ka0bDXu58tda4tr9Aoguc/vK/BS58KTBeCnzfzwGv/ZvAHS9DohQ2puaEt3eXP196/rdmFAwXwCJA7br8mPuVzndMUuLqnh03sQ5Cm7NNQXQxx3GbWbw6Ys2iuRGku9ft4CoAo7Ke6XzUvMK1Z8xwx+/oP/a5rzHHpgp3LB4bh+A3kHT7886Xm5/TreofsD7py6I0Zj6b73xsLQvPp4BNUnOdr+wuX7NMDs1haniJOl2Wy5VDEQtuqvdNa6Q2JJ23rLrnW5ElChPb/3eZZ2me++A+c0h6/3qpJhvIUoWp3nfP4aHHPjD3NK1rZ7QOqpyAa6LLpdcOYtGswwbpIST/9APAHS8zgZRFeEn7Ypn7uyhKJhxHCH4STsTUKK0bI4L0otTYP2jROOqyyToSBUzLg6X2/j0rFqsQKGcI+XnXzrngcWJbZS1zvmVp6PlOYPMQNenEnFkmwZdb0Mcg6clAJJ1asJnzvD4y+bO58xX/4vHndIybgpihmc6XYmhQokopCxIODdJB81AvFTdorV2SLRtUH0uDTs0ejAWu7R+eKWnWdetvkN9u469Wv8PadLYGBSxdduaYmUnaAEpbTRmRzXvnX0ZS5kszFr8mgvS3v/3tuPfee7G2toZXv/rV+MhHPtJ5/C//8i/jhS98IdbW1vDSl74U//k//2fR73N1L8dEz42SeKMmvba4ffwXAcA5ntsjgrhrB1RPY2/LIYL0qyPGJYrPVtby0Nz77dV/713G1nQ8snzdodkpFDk+nTXpChOr7n55hAPoxOqypL+/pLWTNki/urdYmpZ8bd/c3yxRSIbUACplUBpbL71sIoYWh1mqoDBA9VQpJNnE0YOXHXd7b2E3TGAyCagkt4ydJQkSlEs7nvuLAuXC0Din055x6XnWpUOWlx13Z26ypS/b/RA2H35X+KB0YmhZz3mluw/H7ZS/smSQfpD7mnZah7B3OXzwb/xt9+vWSOG4vCjdhrepOpxtwDsOxQInN8wJj1krt+09WnNBer8jmCUKM703KqFZ7JmAf7p1qv/gV/zfgdlxZEmCOxZPLL1Gl6VnDjVq0l/yJw119Q1/v/pHLkjXS9/fa6zk5NgsPVSQnmKBSzvLrdFaayyswOZkoBAiYJKQhHguM7coWX0sOTD7fiuSzq7n6fuhlMKWRXiXucfc2c4co2xAYDPZQJYkmJX7S51vWWq3TmZDkXTAIbwJiqUTmm7vv/Ap88Ik4GSfuMv/boPHjXR5oS16DhSAlNfCh/bDBpJu7scyCa+deY4EpQkSDhWkb5r7q/eXmlfmu2pb1z7wOcoYkq71UkmYXQuC+C4Yw2vSiZa/zB5M3zVBaZJsh6hJpwTflZ3DX+d57vtgb5bX/BtdNelKAWmGNEnw4MFnl2pJ6kVqDbsFuV1vnS5Mu6ioWaNNwvqwTMmDvHRo9KHo7tkMk1Qh03MsisNTwHcZuLY5S4FnvwA8+THzQk+QrhyKvzj0/q+1xt6eFZy7+1XD/9CyjrJU4et3P7y0X3nDg/R3vvOdeMtb3oK3ve1t+PjHP46XvexleP3rX49nnw0rI37wgx/En/tzfw4/+IM/iE984hN44xvfiDe+8Y34zGc+I/adtvcWJkgPZYnqk/HR3wEAnFgf73he38+R6sIv5AOC9E1y8EeOC8CJsjTs1D3Vf+9exInFefO3B/lS9BHAX6uttcxvij0tsyZuEV8sLVpDCM/xtWHoLmDur1IKRamXDqYu78yhoM05DMnyWkecEiIXd5arp6FFySnpDuqHO8HUImLnry037tV9o5KctaEVQVM2caJx4fpy417ZXWCj3DG1opsne4az32uxi1u2jCO4/LhmXj1YPhJmpKgUWGfBnZ3rt0zN/Tl/fTnlUVr8J2nie/ruXOj9O1+TvtzmQUh4hhxrT37QvNi2WVLQUSxwct2c95Ulg7hFUfqadNeCja0befg6TtIEa+UuLo4YV1sq49rWyf4/mKwB3/m/YJomUFrj0vWDpRJ8V2xiUClP6XbrRzYFHvxjwOYt1T9SCSZpAoUS23uLpdboq2x9zsr9YX3SAUwzgw5dvD5fqlTm6l4Orc3q5853stH/h7pwjKdl9mHaQ09ljBUSQgELNn8sDZtqpZcZl5IZJzemUFceNy8OQNIxWbdI+gGu7B1+Tm/vLZCWC3OdDxWkZ8iSBKkulmLD7M5zHCxMq61JbksoQkkJvkdaMSwqq1kmaKV17sSaTVYDJkAPrdUEGuxfBZ7+fRy3a+Uy4MD1fS9mpg5Dd59uYJIZpsQyrJTLu3Mk0MhS1TzHNv/DrqOpUsiwWIr+Td91RszMIXO51jd8GbYT+WWb08Rc5yEt2Oz5rinzt5d354deo+l8p1mCmWJrZF9tejpDqoDXXvtPuGVx7tD18BVdpf1t4KlPuM/ttNlxZInCmt6HKotDX2s6PlGHZIakpmvQZmqu0WGfJQKb1iYpMr0Afv1tpowPaAcHyLKZYx0ddo3emRcobWJ2bTYQbAKArdvM0EmCuxePLA0sDuP6RrSf+ZmfwQ/90A/hzW9+MwDgHe94B971rnfhF37hF/BjP/ZjjeN/7ud+Dt/zPd+DH/3RHwUA/J2/83fwnve8B//oH/0jvOMd7xg87uc/8h5sbW5Cw+eb6Nn8+GOXcWdxwSj4cgupu5c58NiH8Jy9OR7cfxg4B3z6g0+ahfGQ9unHLuNF+0+aIG7jlkE1Nad3v4IH91NgH/i99z3lKKyHsU8+egkP7u/h/sn55puv/MvAqXvZgA8Alx7GsUffjRfla5jnJT783qdxZusQk9faZ766jQf3r+PB4pjfFHuQ9CxVOI7reGDv0/jAbz6F244fwrmw9vmnr+LB/Wu4b2sTeGxYnWUG4JuSh3FxZ44P/tYTuP/W7sxdyD7zxBXcWe5gMglsmm1ZTwC3q0t4cP/T+PQHH0Fy98ngMV37ymefNNd5S1kkbEiCIJ1imiW49+CL+OyHr2L61KnKGF0bGb3z2aeu4mRxxTwLQyhv9rtNswR3zb+CL/zur+H4s6eDY/Hnlr+oATz87HU8Z/EV8/zyoDhkZ55nBN6+/Gv4usWt2Nm/hIc++iWcvXLGjVsZy45hftr37e8Xrs3x4P4l3Ior4bG+88er9/2WB4FH348HDj6LB/fX8MjHvoQ7ts90f9+APXZxBw/uX8Etm1Oox+1GEKLauz/4EADgnp2reHD/SWx/McHnZ19eetzXzX8DyiYaWoMpCqKf/iTumZ/Ag/tPYPdhhc9tPhI8POTLlqVGoc1m/eD+eUyzBJP8evXzAeD0fcAzn238/WyS4GRxEcee+T38/gefbK7vPXZuex9n8qeNg7N5fNgfHb8Lk8wwQ56/+zF8+L3POCbBUHvs0i4e3L9sgn26MH0ibkmGLFXY0Ht4/v7v48PvfRq3bM4az1JwbtvfL1w/wIP7F3F2ugb81r81r6eTKt2bbP2UY29M0wS3lBdxz86n8P7ffBK3HjN7g9bt64ZmP796aRd3wCRVlFLAq36oU7nX2d4VvKL8Ah7av4bPfOhR6DvD96gtTqJ94bkT6/hNN8N7MD9/i1rdgm08uP9pfP7DjyK9a+DcsPalc9fw4P5VvERdAmhqDKnjnW5iLUtx9/xhPPzRX8eZSwOuEbPHLu3irsVXMM0SJNOBwnEAkGRmb5h/EY99/Ao+f+Vw4z69vY8H9y/iefoxpBv2ZoQCCx5k2WTI7eU5PLj/aZz79BfwucVtlcPr95USRDTHzXW+hjsmmS+hbUsef+W3gTPPBz7wswCAV2x9PT63fwfOf1bh81nH2go/z2nc89cO8OK9jx+KFQIAmGxgkia4dfE0zj/xYXzuw08Myq+Tff7pq7h7/rjtxFP/w5YPotZgqcJLr/4erh0cx6c+cG4w4xAAHj5v9oVTifU3hsxlayaxCNx19ZP4vfc9fSh/9qFnr+PB/W3clZqSpEHAgE1uTudX8IKDT6PQwIffe+5QazTtg6c2p1DP7Po3bn9p9x8WhrEzTRO8ZO/38JH3FnjOKVs7PSBR8NSVfTy4fwl3b2wA/+5/82/QXtj2GWsnoJIU01Th6/Y/jo+872ncfXpAEtTaYxd38IK9i7X5PARJN8/wSxa/jy/v34dPvP9xXLttq+ePjJWlxjNX2X700NPVA/qSuJu3YpaluHXxND7z4f+K9K6AJkOLffXSHs4unjIsgFD3mjazQnZrkwTri+v47IffjelTxh+9vjMs7gBucJA+n8/xsY99DG9961vda0mS4HWvex0+9KEPBf/mQx/6EN7ylrdUXnv961+PX/mVXwkef3BwgAOmUH31qqErLj7wj7FoWQBebn9ubtQCwGw9HGx84GdxAhrff/0qFoVG8TvAMlWAL7E/10+sdSoVcps88uv4gd2rRsjhw8AyGOBL7X9n9Qw4wTbrbAa84A3AxYf9a/d9O3DpYahHfgvff/2aoWF+dLlxX2D/u7WcASftuF1IepJBQeE5ySW8YfudwMeXG/d++9+t5Qz4wHDn5A3bFoXbXm7cF9qfG5trzexym5ALgAfmX8TG9qfMuA83D+szus5njs8ArA/LbGczbM0yfNuVdwPXgYNwLNU7LgBsHpsN36iTDFuzDN906beAHWD++OHHvY/G3ZwC6z0O5J2vMEH6Q7+OV+3Ncev2LrANzJ883JgKwK0A3gDglq0pgNqm8Zq/Cpx9UW3sbwA+9i9we/60mc/bwMFXDzcuANxO4+ZT4AMDNlvreD6Ql3jDtlkPD967/LinNtj5tiHppPr+6V/Gc0uN7726Da2B+fsOP+6mHXdrLYPasJs8Xzde/T8AX3gX8LzvAt71N9zLk1ThDn0eb9h+J8rfOfwzfMr+t7k+gQo9ryFLM6i1E9iYXcPrrv574COHH5eu8zp3HIuerPzmrVDTLWxMd/D67X8DfBQ4bB7/tB33TMHu760vbHYteOA7TfnGb/8UAKMx8jz1BG7f/grwscOfL1X7bxD153mvG/aH157Gd1z9JTxve988w4fMO9G+cHpzCqxvmDr/WSDgPnY7cM06idY5vBPP+Gf4ocONe4/973Q+BZyzPMDpnW5hY5bipRc/Ajz+ERwccq283f63tj4Jd2Vos3SKzWmKb7/4X4BrOPS4NK8Mk2fL+FTP/ebmgTwxY5Gy269/Hm/Y/j1zf5853LgP2P9uKabAqQ0ALHm8dRa4zj5wft2tkwBw2+VP4A3bvw3g8Gvlafvf+mbNt3nRG8MiVBaBw3QLa5MU9+dfxj3bXz70WknzeboV6ETRljRPUuDUfZhc/gq+c/+/Yp6X0O8/3DN8l/3v1MYEwKZvCTbA0kRhbZKaZ+mQ/uzd9r/Tm1Ngc2NYycjaSVP7v9jDD+z9W+PPHnKNpvX5xHwCPGz3vwdf189YTGdAscD6NMXX7/0u8Pu/e6g1mvyNiv8MGAYX0I4uKwNebM2u4zuv/gfg9w9/vrcD2Nhg83lIbfrpBwAAxyfar5WfGz4urRun8ynw8ZqfU9dkqduxO7AxTXFq7wJOPfTPDrVG32r/21ifHCrhhOmmGffao7ht9ync9sg/d370wSEYSDc0SL9w4QKKosDZs2crr589exZf+MIXgn9z7ty54PHnzp0LHv+TP/mT+Nt/+283Xj84+SAm6zO3F7rEqjL/mqQKt8yeBU7fY3rxPf/1wG1fZw563ncDX/4187t9TQE4uzHHI+evoxjRSmmWpTj5nFPAi/+b9oNe//8GfucfmMVv7QTObi3w0LPXUZTLq2HPJilOnj0GrM3MhvnMZ8wmApiN5AXfazay+74DOP8FYH8bZ48t8OVnry9NdweAaZbi9O3HgGkKnH1JN23l7EuAe74FZ0+cx/Yz1zHPiw78uds2phnO3H4MOESG+NZTJc4/fXXUuLMswannPWicXW73fgdw4cvmHMnu+w7gyhM4fcsuzj19dVSP9kma4PRzTgAnbh8mfPHSP4lTa7+Jc09v99YdKu5Q1valSapw8t67ged8w7Av+uIfwMns3Xh6tt0qtKHqD21zWGSpwunn3gnc8y3d493/RwzqvL+N4xqYTq426F+EXjawCFX5Nn7c27aAbRYh3POt5r+6HTsLvPRP4di5z2Bj7Rou7yxQLjmzZlmKW+84BkyYM5bOgM0zwCPvNcjrqXsrz9cUwKnZLp7eXq53KGDm1W23rQHXHjVJh3u+LXzgi38A+NK7AV0iA3BmtoevXt5zbIQ+0wASKChlRDXTROHMmU1gY2IEejjbZ+s24BsNMwsveRPw7OeA9VNQAJ5z7Fl8+Znrrub5sDbLUtx6z3NMUDrUXv7ncSZ7D7afXX7cLEnM/U0WwMl7gLtf3f0HSQq88i/j1tmv4coz15DXxlVQnc8Pze00UTh1dguYZSZg/aYfAp74XeDKE+aZ/srvAK/4iybxd++3AVceB3bO47YHnofL58y4bT1RQs8x/TNDibOTc8C3/LXu83zND5ukQZkD+9u45YzG+aevHrqWlmbhNE3MfrR1HLjvtSYgf+H/zex9ZN/0V4BP/JJJYJ+4G7jnW3HLzkWce+rq0uKA65MUt91+DLj8JcPuueWB/j96/vfgxN42ZrOLS5e7zbIUt915yuzvQ+3r/zROPPw+zGbbS487TRPcdvYYcOK0mVPcyf+OHwWe+Ajwwu/zr93zrcCFL2NzvoPN2XVc7ClJ4nOOr99ZqnD67DEzn+94uQ/kXv0/AL/5d83EP36nTzbuXgKuP4O157wEx2c7ePZqd0kSjUvPF32HNFE4+ZxbgVf+KeDL7wEe+KONdrr4trcAX3kf8PV/2vz7ua9Bev7zODV9Fk9e2UO5hF85TROcufME8MJaouvWF5j5vfMs8OznzWvf/XfNz5f/eeDzv4rTa9fx+MXdpfzZaZrgzB3HgNN3GcbYEHvlm4GP/XOceeDl+Mr5naXWykmS4NY7j5sk2wN/rP8PlDLr16Pvx5mtBa6ev475Ev5slijcdsdxM6/SmQnS++wb3wz83j/DnScLXNp84FB+NK2dWapw8vZjQH7ZlLjd91rvW56+H3jhHwc2b21+wMv+LG6d/TrOP7W95PkmOHXHcUDvmGTa89/Q/0e3vgB4/vfglgtfwflz1w7tz6bJ/7+9ew+u+c7/OP46JzchkrgmSIjdsuqSBAkrXXGpa0s31a5LRl2qi5W0xBJkLHZkR11XXOpSU+yWamcqaDs1G4lLrUtLZBLUdesnWyE4Gk3QnOSc3x/W2WbrEkXO1znPx0xm+OR7vu/3F8fkdT6f7+d7+3bXWvX8pGqe//132+S5B69aCGys2u1+q8tfH/1Zj371MJtVu2Gdyv29/ljPP6vWwXdV+H8XKvw8e+tmqaSsSp3CZH+Uh/M+ogsXLqhRo0bat2+fOnX67yepycnJ2r17tw4ePPiT13h7e2v9+vUaMmSIY+ydd97Rn//8Z1269NOPVu82kx4aGqqioiL5+z/csjQAAAAAAB7W9evXFRAQUKkc6tSZ9Lp168rDw+Mn4frSpUsKDr77cu/g4OCHOt7Hx0c+D3OzPwAAAAAATuLU3d29vb3Vvn17ZWZmOsZsNpsyMzMrzKz/WKdOnSocL0kZGRn3PB4AAAAAgKeF03d3nzhxooYPH66oqCh16NBBixcvVklJiWO392HDhqlRo0aaM2eOJGn8+PHq0qWLFi5cqBdffFGbNm3SoUOHtHr1amdeBgAAAAAAj8zpIX3QoEG6fPmyZsyYoYsXLyoyMlLbt293bA53/vx5mX+0qUhMTIw2btyo6dOnKyUlRc2aNdOWLVvUunXre5UAAAAAAOCp4NSN45zhYW7YBwAAAADgUT1MDnXqPekAAAAAAOC/COkAAAAAABgEIR0AAAAAAIMgpAMAAAAAYBCEdAAAAAAADIKQDgAAAACAQRDSAQAAAAAwCEI6AAAAAAAGQUgHAAAAAMAgCOkAAAAAABgEIR0AAAAAAIMgpAMAAAAAYBCEdAAAAAAADIKQDgAAAACAQRDSAQAAAAAwCEI6AAAAAAAGQUgHAAAAAMAgCOkAAAAAABgEIR0AAAAAAIMgpAMAAAAAYBCezm6gqtntdknS9evXndwJAAAAAMAd3Mmfd/Lo/bhdSL969aokKTQ01MmdAAAAAADcydWrVxUQEHDfY9wupNeuXVuSdOzYMbVq1Ur5+fny9/ev0h6io6P11VdfVWlN6lKXutSlLnWpS11Xr01d6lKXukatW1RUpMaNGzvy6P24XUg3m2/fhn8nmPv7+1d5SPfw8KjymtSlLnWpS13qUpe6rl6butSlLnWNXvdOHr3vMVXQB/5HQkICdalLXepSl7rUpa5L1nVmbepSl7rUfVrq3o/JXpk7113I9evXFRAQoPz8fIWGhqqoqMhpnzIDAAAAAFzfnRxamfzpdjPpPj4+mjlzpvz9/TVz5kz5+Pg4uyUAAAAAgAu7k0Mrkz/dbiYdAAAAAACjcruZdAAAAAAAjIqQDgAAAACAQRDS8dgsX75cYWFhqlatmjp27Kgvv/zyJ8fY7Xb17dtXJpNJW7ZsqfomAQPbs2eP+vfvr4YNG971PbJ582b16tVLderUkclkUk5OjlP6BIzsQe+j4uJiJSYmKiQkRL6+vmrZsqVWrlzpnGYBg5ozZ46io6NVs2ZN1a9fX3FxcTp58mSFY7p27SqTyVTha+zYsU7qGHAthHQ8Fh9++KEmTpyomTNnKjs7WxEREerdu7cKCwsrHLd48WKZTCYndQkYW0lJiSIiIrR8+fJ7fv83v/mN5s6dW8WdAU+PB72PJk6cqO3bt+v999/X119/rQkTJigxMVHbtm2r4k4B49q9e7cSEhJ04MABZWRkyGq1qlevXiopKalw3O9//3sVFBQ4vubNm+ekjgHXwsZxeCw6duyo6OhoLVu2TJJks9kUGhqqN998U1OnTpUk5eTkqF+/fjp06JAaNGig9PR0xcXFObFrwLhMJtM93yPnzp1T06ZNdeTIEUVGRlZ5b8DT4m7vo9atW2vQoEH605/+5Bhr3769+vbtq9TUVCd0CRjf5cuXVb9+fe3evVuxsbGSbs+kR0ZGavHixc5tDnBBzKTjkZWWlurw4cPq0aOHY8xsNqtHjx7av3+/JOnGjRuKj4/X8uXLFRwc7KxWAQBuLiYmRtu2bdO3334ru92unTt36tSpU+rVq5ezWwMMq6ioSJJUu3btCuMbNmxQ3bp11bp1a02bNk03btxwRnuAy/F0dgN4+l25ckXl5eUKCgqqMB4UFKQTJ05IkpKSkhQTE6Pf/va3zmgRAABJ0tKlSzV69GiFhITI09NTZrNZ7777rmN2EEBFNptNEyZM0HPPPafWrVs7xuPj49WkSRM1bNhQubm5mjJlik6ePKnNmzc7sVvANRDS8cRt27ZNWVlZOnLkiLNbAQC4uaVLl+rAgQPatm2bmjRpoj179ighIUENGzassCIMwG0JCQk6evSo9u7dW2F89OjRjl+3adNGDRo00PPPP6+zZ8/ql7/8ZVW3CbgUQjoeWd26deXh4aFLly5VGL906ZKCg4OVlZWls2fPKjAwsML3X3nlFXXu3Fm7du2qumYBAG7r5s2bSklJUXp6ul588UVJUnh4uHJycrRgwQJCOvA/EhMT9emnn2rPnj0KCQm577EdO3aUJJ05c4aQDjwi7knHI/P29lb79u2VmZnpGLPZbMrMzFSnTp00depU5ebmKicnx/ElSX/961+1du1aJ3UNAHA3VqtVVqtVZnPFH388PDxks9mc1BVgPHa7XYmJiUpPT1dWVpaaNm36wNfc+fmuQYMGT7g7wPUxk47HYuLEiRo+fLiioqLUoUMHLV68WCUlJRo5cqSCgoLuullc48aNK/WfPuAuiouLdebMGcfvv/nmG+Xk5Kh27dpq3LixLBaLzp8/rwsXLkiS45m1wcHBbMgI/MeD3kddunTR5MmT5evrqyZNmmj37t3629/+pkWLFjmxa8BYEhIStHHjRm3dulU1a9bUxYsXJUkBAQHy9fXV2bNntXHjRr3wwguqU6eOcnNzlZSUpNjYWIWHhzu5e+DpxyPY8NgsW7ZM8+fP18WLFxUZGaklS5Y4lj79r/s9XgpwV7t27VK3bt1+Mj58+HCtW7dO69at08iRI3/y/ZkzZ2rWrFlV0CFgfA96H128eFHTpk3TP/7xD1ksFjVp0kSjR49WUlKSTCaTEzoGjOde74W1a9dqxIgRys/P19ChQ3X06FGVlJQoNDRUL7/8sqZPny5/f/8q7hZwPYR0AAAAAAAMgnvSAQAAAAAwCEI6AAAAAAAGQUgHAAAAAMAgCOkAAAAAABgEIR0AAAAAAIMgpAMAAAAAYBCEdAAAAAAADIKQDgAAAACAQRDSAQAAAAAwCEI6AAAAAAAGQUgHAAAAAMAgCOkAAAAAABgEIR0AAAAAAIMgpAMAAAAAYBCEdAAAAAAADIKQDgAAAACAQRDSAQAAAAAwCEI6AAAAAAAGQUi/D7vd7uwWAAAAAABuhJBeCV988YX27dvn7DYAAAAAAC6OkH4Xd2bQTSaTMjMz1aVLF1ksFlmtVid3BgAAAABwZSY7a7rv6dtvv9Vnn32mq1evatq0abLb7TKZTM5uCwAAAADgophJv4fz588rNDRUkydPloeHhyQR0AEAAAAATxQh/R4aN26sFStW6NatWzpx4oRu3rzp7JYAAAAAAC7O09kNGNmYMWNkt9s1btw4tWjRQsnJyc5uCQAAAADgwgjpkuNe86NHj6qwsFDXr19XXFycJGns2LEqKyvTW2+9JZPJpEmTJrHsHQAAAADwRLh9SL8T0NPT0/XWW2+pVq1ays/P14oVK7RgwQK1atVKiYmJkqRJkybp5s2bmjFjRqXObbPZZDZzRwEAAAAAoHLcPkGaTCbt2LFDo0aN0qxZs5Sbm6usrCxlZGRowoQJysnJkd1uV2JiombPnq20tDRZLJb7nvPKlSuSJLPZrPLy8qq4DAAAAACAC3DLR7CdO3dOubm5eumll1RaWqopU6YoICBAs2bN0jfffKMePXooNjZWe/bsUf369bVs2TK1bdtWZrNZ165dU61ate557lOnTikqKkqDBw/W6tWrJUnl5eWOHeIBAAAAALgXt5tJv3DhgqKjozV16lRt3LhR3t7eeuGFFzRw4EB99913GjRokLp37661a9dqzZo1OnjwoMaMGaO8vDxJum9Al6Tjx4/L19dXeXl5GjNmjCTJw8NDNpvtiV8bAAAAAODp5nYh/dSpU7JYLPLz89OHH36oTZs2qWfPnmrZsqV27twpu92uKVOmSJJu3bql/v37y2azqWbNmpU6v4+PjwIDAxUXF6f9+/dr7Nixkm4vfS8uLn5i1wUAAAAAePq53cZxXbt21YgRI5SdnS0vLy+tXr1aVqtVr732mi5duqSCggL5+vpKkvbu3avIyEht3ry50svV27Rpo/bt2+uNN96Qt7e31q1bpz/+8Y+6du2aOnbsqNdff11eXl5P8hIBAAAAAE8ptwrpP/zwg3x8fPTKK6/IZrNpyJAhWrVqldasWaOaNWtq8ODBSk1NVZcuXRQcHKyjR49q165dD3U/ee3atXXs2DHl5+drzJgx8vPz07Rp02SxWJSUlCQvLy/uUQcAAAAA3JXLL3fPz89Xenq6pNtL0SUpOjpaBw4c0OnTp7Vy5UrVrVtXCxYs0N69e5Wdna2XX35ZsbGx2r9/vyIjIytdy2q1ysfHR8HBwSouLlb16tWVmZkpq9WqZ555RmvWrJEkAjoAAAAA4K5cenf3/Px8tW3bVhaLRX379tXw4cMVGRmp5s2b65NPPtH8+fP18ccf68qVK5o+fbosFosSEhL06quvPvDcFy5cUHZ2tkpLSxUWFqZ27do5vpeSkqLmzZsrKytLO3bs0KZNm5SXl6e3335bAwcO1MKFC5/kZQMAAAAAnlIuvdzdZrOpadOmat68uS5evKiMjAwlJycrJSVFgYGBCggI0KFDh9S3b1/Nnj1b48eP1/r169WrVy/5+/vf87x5eXmKi4tT3bp19a9//UthYWGaMmWKI9z7+Pjo9ddfV1hYmD799FO1a9dO4eHhMpvN6t27d1VdPgAAAADgKePSM+mSdPr0aU2dOlU2m03Dhg2TyWRSWlqaAgMDtXXrVnXo0EF79uyRt7e3Tp48qRo1aigkJOSe5zt79qy6du2q+Ph4paSk6MyZM1q6dKk8PDy0atUqeXp6qqysTOPHj9eIESMUHR0tu90uk8kkm80ms9nl7zAAAAAAAPxMLh/SJenkyZNKSkpSeXm5li5dqkaNGikvL09/+ctfNGjQIA0dOtQRpO+ntLRU06ZN07///W/9/e9/l7e3tyTpvffeU3Jysk6ePKk6depUxSUBAAAAAFyQW0zr/upXv1JaWpok6c0331ROTo5+/etf65NPPtHQoUMl6YEBXbq9fD4kJEQ9e/aUt7e37ny+ERMTIz8/P1mt1ru+BgAAAACAynCLkC5JzZo107Jly2Q2mzV79mzt3bv3oc9RrVo1xcXF6Y033qgwHhgYKC8vrwoh/ciRI5LE8nYAAAAAQKW5VYJs1qyZlixZIi8vL02ePFkHDhx44GsKCgr05Zdfavv27Y6N6CSpvLzcMfteVFSka9euOV4zY8YMPf/887p69arc4G4CAAAAAMBj4lYhXbod1OfPn6+QkBA1bNjwvsfm5uaqU6dOeu211zR48GC1atVKH3zwgSwWizw8PBwB3GQyyWw2y8/PT6mpqVqwYIEyMjJUp06dSi2jBwAAAABAcpON4+6mtLTUsfHb3Vy+fFmxsbEaMGCARo0apWrVqmnixInKzc3VwIEDlZCQoHr16kmSCgsL1adPHzVv3lzp6enat2+f2rdvX1WXAgAAAABwES79nPT7uV9Al26H9Fu3bmnAgAH6xS9+IUnatGmTpk6dqs2bN6tGjRpKSEhQ9erVdfXqVeXk5OjEiRM6ePCgIiMjq+AKAAAAAACuxu2Wu1eW1WpVWVmZbty4IUm6efOmJOntt99Wt27dtGLFCp05c0aSVKtWLY0bN07Z2dkEdAAAAADAz+a2y90ro0OHDvLz81NWVpYk6YcffpCPj48kKTo6Ws8884w++OADSdKtW7dUrVo1p/UKAAAAAHj6MZP+HyUlJfr+++91/fp1x9iqVat07NgxxcfHS5J8fHxUVlYmSYqNjVVJSYnjWAI6AAAAAOBREdIlHT9+XAMGDFCXLl307LPPasOGDZKkZ599VmlpacrIyNDvfvc7Wa1Wx3PPCwsLVaNGDZWVlfGYNQAAAADAY+G2G8fdcfz4ccXGxmrYsGGKiorS4cOHNXLkSLVs2VJt27bVSy+9pBo1amjcuHEKDw9XixYt5O3trc8++0wHDhyQp6fb/xECAAAAAB4Tt74n3WKxaMiQIWrRooXS0tIc4926dVObNm20ZMkSx9j333+v1NRUWSwWVatWTX/4wx/UsmVLZ7QNAAAAAHBRbj0NbLVa9d133+nVV1+VJNlsNpnNZjVt2lQWi0WSZLfbZbfbVbNmTc2dO7fCcQAAAAAAPE5unTSDgoL0/vvvq3PnzpKk8vJySVKjRo0cIdxkMslsNlfYUM5kMlV9swAAAAAAl+fWIV2SmjVrJun27LiXl5ek27PnhYWFjmPmzJmjNWvWOHZ2J6QDAAAAAJ4Et17u/mNms1l2u90RwO/MpM+YMUOpqak6cuQIm8QBAAAAAJ4ot59J/7E7e+h5enoqNDRUCxYs0Lx583To0CFFREQ4uTsAAAAAgKtjavhH7syee3l56d1335W/v7/27t2rdu3aObkzAAAAAIA7YCb9Lnr37i1J2rdvn6KiopzcDQAAAADAXbj1c9Lvp6SkRDVq1HB2GwAAAAAAN0JIBwAAAADAIFjuDgAAAACAQRDSAQAAAAAwCEI6AAAAAAAGQUgHAAAAAMAgCOkAAAAAABgEIR0AAAAAAIMgpAMAAAAAYBCEdAAAXNCIESNkMplkMpnk5eWloKAg9ezZU++9955sNlulz7Nu3ToFBgY+uUYBAEAFhHQAAFxUnz59VFBQoHPnzunzzz9Xt27dNH78ePXr109lZWXObg8AANwFIR0AABfl4+Oj4OBgNWrUSO3atVNKSoq2bt2qzz//XOvWrZMkLVq0SG3atFGNGjUUGhqqcePGqbi4WJK0a9cujRw5UkVFRY5Z+VmzZkmSTCaTtmzZUqFeYGCg47znzp2TyWTSRx99pM6dO8vX11fR0dE6deqUvvrqK0VFRcnPz099+/bV5cuXq+hPBAAA4yOkAwDgRrp3766IiAht3rxZkmQ2m7VkyRIdO3ZM69evV1ZWlpKTkyVJMTExWrx4sfz9/VVQUKCCggJNmjTpoerNnDlT06dPV3Z2tjw9PRUfH6/k5GSlpaXpiy++0JkzZzRjxozHfp0AADytPJ3dAAAAqFotWrRQbm6uJGnChAmO8bCwMKWmpmrs2LF655135O3trYCAAJlMJgUHB/+sWpMmTVLv3r0lSePHj9eQIUOUmZmp5557TpI0atQox+w7AAAgpAMA4HbsdrtMJpMkaceOHZozZ45OnDih69evq6ysTLdu3dKNGzdUvXr1R64VHh7u+HVQUJAkqU2bNhXGCgsLH7kOAACuguXuAAC4ma+//lpNmzbVuXPn1K9fP4WHh+vjjz/W4cOHtXz5cklSaWnpfc9hMplkt9srjFmt1p8c5+XlVeE1dxt7mN3mAQBwdcykAwDgRrKyspSXl6ekpCQdPnxYNptNCxculNl8+3P7jz76qMLx3t7eKi8v/8l56tWrp4KCAsfvT58+rRs3bjzZ5gEAcAOEdAAAXNQPP/ygixcvqry8XJcuXdL27ds1Z84c9evXT8OGDdPRo0dltVq1dOlS9e/fX//85z+1cuXKCucICwtTcXGxMjMzFRERoerVq6t69erq3r27li1bpk6dOqm8vFxTpkypMEMOAAB+Hpa7AwDgorZv364GDRooLCxMffr00c6dO7VkyRJt3bpVHh4eioiI0KJFizR37ly1bt1aGzZs0Jw5cyqcIyYmRmPHjtWgQYNUr149zZs3T5K0cOFChYaGqnPnzoqPj9ekSZMeyz3sAAC4O5P9f28oAwAAAAAATsFMOgAAAAAABkFIBwAAAADAIAjpAAAAAAAYBCEdAAAAAACDIKQDAAAAAGAQhHQAAAAAAAyCkA4AAAAAgEEQ0gEAAAAAMAhCOgAAAAAABkFIBwAAAADAIAjpAAAAAAAYxP8D6yem8ogAGmMAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Show line graphs of electricty exported for SMR2 and SMR3\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "# Set the size of the figure\n",
    "fig.set_size_inches(12, 8)\n",
    "\n",
    "# Give both lines a bit of transparency\n",
    "result_slice[[ELECTRICITY_EXPORTED_SMR2, ELECTRICITY_EXPORTED_SMR3]].plot(ax=ax, alpha=0.7)\n",
    "\n",
    "# Set the labels\n",
    "ax.set_ylabel(\"Elektriciteit [kWh/15 min]\")\n",
    "ax.set_xlabel(\"Datum\")\n",
    "\n",
    "# horizontal ticks\n",
    "plt.xticks(rotation=45)\n",
    "\n",
    "# Title of the graph: \"Teruglevering van elektriciteit in maart 2024\"\n",
    "plt.title(\"Teruglevering van elektriciteit in maart 2024\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Show a bar graph of the costs of electricity delivered and exported for SMR2 and SMR3\n",
    "# Stack the cost for exported electricity under the cost for delivered electricity\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# Set the size of the figure\n",
    "fig.set_size_inches(12, 8)\n",
    "\n",
    "# Create a stacked bar graph\n",
    "\n",
    "slice = (\n",
    "    result_slice[\n",
    "        [\n",
    "            COST_ELECTRICITY_DELIVERED_SMR2,\n",
    "            COST_ELECTRICITY_DELIVERED_SMR3,\n",
    "            COST_ELECTRICITY_EXPORTED_SMR2,\n",
    "            COST_ELECTRICITY_EXPORTED_SMR3,\n",
    "        ]\n",
    "    ]\n",
    "    .resample(\"D\")\n",
    "    .sum()\n",
    ")\n",
    "\n",
    "# Offset SMR2 to the left and SMR3 to the right\n",
    "slice[[COST_ELECTRICITY_DELIVERED_SMR2, COST_ELECTRICITY_EXPORTED_SMR2]].plot(\n",
    "    kind=\"bar\", stacked=True, ax=ax, alpha=0.7, position=0.5, colormap=\"viridis\"\n",
    ")\n",
    "slice[[COST_ELECTRICITY_DELIVERED_SMR3, COST_ELECTRICITY_EXPORTED_SMR3]].plot(\n",
    "    kind=\"bar\", stacked=True, ax=ax, alpha=0.7, position=-0.5\n",
    ")\n",
    "\n",
    "# Make the bars thinner to make them more distinguishable\n",
    "for bar in ax.patches:\n",
    "    bar.set_width(0.4)\n",
    "\n",
    "# Set the labels\n",
    "\n",
    "ax.set_ylabel(\"Kosten [€/15 min]\")\n",
    "\n",
    "ax.set_xlabel(\"Datum\")\n",
    "\n",
    "# horizontal ticks\n",
    "\n",
    "plt.xticks(rotation=45)\n",
    "\n",
    "# Title of the graph: \"Kosten van elektriciteit in maart 2024\"\n",
    "\n",
    "plt.title(\"Kosten van elektriciteit in maart 2024\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "heatmap_plot = result_slice[HEATMAP_DELIVERED].to_frame()\n",
    "\n",
    "heatmap_plot[\"date\"] = heatmap_plot.index.date\n",
    "heatmap_plot[\"time\"] = heatmap_plot.index.time\n",
    "\n",
    "heatmap_plot = heatmap_plot.pivot(index=\"date\", columns=\"time\", values=HEATMAP_DELIVERED)\n",
    "\n",
    "min_ = heatmap_plot.min().min()\n",
    "max = heatmap_plot.max().max()\n",
    "\n",
    "abs_max = max if abs(max) > abs(min_) else abs(min_)\n",
    "\n",
    "# Plot the carpetplot\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# Set figsize\n",
    "fig.set_size_inches(20, 10)\n",
    "\n",
    "# Choose a colormap that goes from red to green, with 0 in the middle\n",
    "\n",
    "rdgn = sns.diverging_palette(h_neg=10, h_pos=130, s=99, l=55, sep=3, as_cmap=True)\n",
    "divnorm = TwoSlopeNorm(vmin=abs_max * -1, vcenter=0, vmax=abs_max)\n",
    "sns.heatmap(\n",
    "    heatmap_plot, cmap=rdgn, norm=divnorm, linewidths=0.5, linecolor=\"black\", cbar=True, ax=ax\n",
    ")\n",
    "\n",
    "plt.title(\"Heatmap score delivered\")\n",
    "plt.ylabel(None)\n",
    "plt.xlabel(None)\n",
    "\n",
    "# x-axis label rotated\n",
    "\n",
    "plt.xticks(rotation=45)\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "heatmap_plot = result_slice[HEATMAP_EXPORTED].to_frame()\n",
    "\n",
    "heatmap_plot[\"date\"] = heatmap_plot.index.date\n",
    "heatmap_plot[\"time\"] = heatmap_plot.index.time\n",
    "\n",
    "heatmap_plot = heatmap_plot.pivot(index=\"date\", columns=\"time\", values=HEATMAP_EXPORTED)\n",
    "\n",
    "min_ = heatmap_plot.min().min()\n",
    "max = heatmap_plot.max().max()\n",
    "\n",
    "abs_max = max if abs(max) > abs(min_) else abs(min_)\n",
    "\n",
    "# Plot the carpetplot\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# Set figsize\n",
    "fig.set_size_inches(20, 10)\n",
    "\n",
    "# Choose a colormap that goes from red to green, with 0 in the middle\n",
    "\n",
    "rdgn = sns.diverging_palette(h_neg=10, h_pos=130, s=99, l=55, sep=3, as_cmap=True)\n",
    "divnorm = TwoSlopeNorm(vmin=abs_max * -1, vcenter=0, vmax=abs_max)\n",
    "sns.heatmap(\n",
    "    heatmap_plot, cmap=rdgn, norm=divnorm, linewidths=0.5, linecolor=\"black\", cbar=True, ax=ax\n",
    ")\n",
    "\n",
    "plt.title(\"Heatmap score exported\")\n",
    "plt.ylabel(None)\n",
    "plt.xlabel(None)\n",
    "\n",
    "# x-axis label rotated\n",
    "\n",
    "plt.xticks(rotation=45)\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+312snne77XNWzzsATywYXmZcLtc5b4Tf//73Tbdu3cyJEyeMMZ4HzOjoaI8PRr46deqUqa2t9Tjo/uAHP/hO8k+dOmVOnTrlse2HP/yh+f/bO++4qI71D78LKlaQYkFRQRAECwKiYolYomC7qFhii2AjdryKqKAYTVQ05ZoQjYmx5P6iSYxR47XFxBKjiYoIUkVQxAaKIlWB3e/vDz57sguowJ7dWTjz/JNwzsLjnPfdmXNm5sy0bt0a165dK/d5W1tbhIaGiuIuLCzEixcvhJkqADB27FhYWVlp3Q2wjTvLmEs536Uac0C6ZWdZxwFs6zmpxlzpl2LbJuV8L0t2djYGDBgAHx8fZGZmqp3Lzc2Fq6srZs2aVevchYWF8Pf3x6BBgxAVFaV27sWLFxgzZgxGjx6tFTcAFBQUwN/fH4MHD9a5n+V1Z+2Xqpu1X6pu1n6W9RzLOg6Qbs5JuW2TUr7zZxfpPbvwvilp5juHw6kYA+LoDQkJCbRw4UIaMWIEbdy4kU6cOEFERPv376eSkhIaPHgw3b9/n+rUqUNERLm5uWRpaUktW7YUxZ+YmEhz584lT09PWrZsGV26dImIiPbs2UNEpFV/XFwc+fv7U//+/WnBggWC8+DBg2RtbU2+vr508eJFKikpISKi4uJiat26NVlZWWnsjo+Pp2nTplHv3r1pxowZdOjQISIiOnDgALVv316rbiK2cWcZcynnu1RjTiTdsrOs44jY1nNSjTmRdNs2Kec7EVF2djbdunWLMjMzKS8vj0xMTCg8PJyOHz9Oa9asodzcXOGzjRs3puHDh1NycrLw79GErKwsun79OsXGxtLTp0/JxMSEtmzZohP348eP6dq1a5SYmEhZWVlUv359Wrp0KSUmJlJYWBjdvHlT+KyRkRENGDCAbt++Tfn5+Rq7iYgyMjLo3LlzdObMGXrw4AE1aNCAli1bRgkJCbR27Vqt+lnGnIht3KWa70TSLbuU851lPceyjiOSbr5LuW2Tar7zZxfpPbvwvilp5juHw3kNrEcsOaXEx8ejadOmGDduHCZNmgRXV1d06tQJGzduBAAkJSXB2dkZNjY22LZtG37++WcEBwfD3NwcqampGvtjYmJgbm4OPz8/LFq0CJ07d8ayZcuE87GxsejWrZtW/ElJSWjatCn8/f2xePFi/Otf/0KzZs2EvQcKCwvh6ekJS0tLBAUFYceOHQgMDETTpk1x8+ZNjdw3btyAqakp5s2bhw8++ADe3t6YNGkS8vPzAQB5eXkYMGCAVtwA27izjLmU812qMQekW3aWdRzAtp6TaswB6bZtUs53AIiOjkaXLl1gZ2cHa2trjBkzBtevXwcAHD58GEZGRpg+fToSExOF35kyZQomTpyIkpISjdwxMTHo1q0bOnbsCGtra7z33nt48uQJAODo0aNadUdHR6NDhw6wtbVF69at4eLigrNnzwIArl+/DhMTE4waNQqnTp0SfmfOnDkYNmwYXrx4oZEbKC27k5MTnJycYG1tjaFDhwrLz12/fh3GxsZa87OMOcA+7lLMd0C6ZZd6vrOq51jWcYC0813KbZsU850/u0jv2YX3TUkz3zkczuvhA4Z6gFwux6JFi/DOO+8Ir2HfvHkTYWFhMDc3x/vvvw+g9FXtadOmwcXFBTY2NujRo0eFr+VXlTt37sDGxgYrVqwQjm3cuBGTJ09Gbm6ucExb/rVr12LYsGHCK/CPHz/Gzp07Ub9+fQQEBAifCw4Ohre3NxwcHCpcBqOq3L17Fx06dFAr9549ezB69Gg8ffoUz54905obYBt3ljGXcr5LNeaAtMvOqo4D2NZzUo45IN22Tar5DgD37t1Dy5YtERgYiMuXL+Pzzz+Ht7c3jI2Ncf78eQDA6dOnYWFhgT59+sDT0xPvvPMOGjdujJiYGI3ccXFxMDc3x7JlyxAfH4/w8HDY2NggJSVF+Mxvv/2mFffDhw/Rtm1bBAUFITk5GYcPH8bkyZNhaGiIXbt2ASjtFHBzc4OLiwucnJwwcuRIGBsbCx3OmhAfH49mzZohODgYaWlp2L9/Pzp06CDsfQKUdjBqw88y5gDbuEs13wHpll3K+c6ynmNZxwHSzXcpt21SzXf+7CK9ZxfeNyXdfOdwOK+HDxjqCcOHD8e4cePUjmVkZGDDhg2wsrLCtm3bhOOPHj1CRkaGWsNZXeRyOf773/9iwYIFyMjIEI4vWrQIbm5ucHBwwIQJE/DFF19oxQ8A06dPx4ABA9SOKTevbtiwodqa5IWFhXj27JnamubV5eTJk1i4cKHaBujLly+HnZ0dbGxs0L9/f4SEhAjnCgoKRHMrYRF3fYi5lPNdqjEHpFt2VnUcwL6ek2rMAem2bVLO9zNnzsDNzU148wEAUlJSMHnyZNSvXx+XLl0CUPow/p///AfTp0/H8uXLERcXp5E3KysLvXv3xqJFi4RjcrkcgwYNwvHjx/H333/j7t27AEpnCovpBko77jp16qTWgVtYWIjg4GDUqVMHBw4cAFDaIXTkyBEEBgbio48+UnsbpLpkZ2ejf//+WLBggdrxQYMGYe/evTh8+DASEhIAAGlpaaL7WcUcYB93qeY7IN2ySznfWdVzrOs4QLr5LuW2Tcr5zp9dpPfswvumpJnvHA7n9fABQz0hPDwc/fr1Q1JSktrx9PR0zJo1C15eXmo36WJy79493LhxQ/g5NDQUDRo0wCeffIJt27YhICAAXbt2xcWLF7Xi/+6772Bra4s///xT7Xhubi7Wr18PV1fXctdFDJ49e4bk5GTh53Xr1qFRo0b48ssv8cMPP2DTpk1o2bIlDh06JLpbCau4s465lPNdqjEHpFt2VnUcwL6ek2rMAem2bVLO959//hkGBgZ48OCB2vEHDx5gwoQJsLGxwa1bt9TOKWf0akJ6ejo+++wztZxft24dDAwM4ODggK5du8La2rrc2xZiuAHg/PnzkMlkwrVXzkwHgIULF6Jx48aIjY0VxVWW3Nxc7N69G1euXBGOKcvu7OwMNzc3GBoaau27zirmAPu4SzXfAemWXcr5zqqeY13HAdLNdym3bVLOd/7sIr1nF943Jc1853A4r4cPGOoJv//+O2xsbLBmzRpkZWWpnTt9+jQMDQ119ur1smXL8Msvvwg/x8TEwNjYGD/88INWfNHR0ejTpw9mz55dbmZYZGQkGjZsiF9//VUrblU2bNiA48ePCz/fvXsXbdq0QUREhNac+hJ3XcdcX8oNSLfsui43IN2y60sdB+i+npNqzAH9ibuuY64v5QZ0X/aMjAz07NkTy5cvx/Pnz9XO/f3333B3d8fevXsBQJS9vFTJzMwU/n/nzp3CGwAZGRmIiorCwIED4e/vj5cvX4rulsvl8PT0xLhx4/D48WMA/3TY3r9/H56enli9ejUUCoXobgBqSxf9+OOPsLCwwKFDh/Ds2TNkZWXBx8cHAwYMQH5+vlqnpxiwjDnANu5SzXdAumWXcr6zrOdY1nGAdPNdym2blPOdP7uwv4eX6vMqwPumlOgi3zkczuvhA4YMKXtz9emnn8LQ0BAffPAB7t+/LxxPT09Hly5dRK+oy/rL/qy8Abt79y569eqFc+fOac29d+9etG3bFvPnz0d0dLRwPCcnBy4uLjh58qTW3EVFRWo/K2+GHz9+jLfeekv0mUws465PMZdyvksl5hX5pFJ2lnVcRX5d1nNSjXlFPqm0bVLO97IEBQXBxcUF33zzDQoKCtTOubm5Yc6cOaL6KnqTIjMzU1giTomPjw/GjBkjqluViIgI9OzZE6GhoeWWCxoxYgTGjx8vurOisj99+rTcfjZz587FkCFDRPcr0XXMAf2Ju1TzHZBu2aWc77qu5/SljgOkm+9SbtuklO/82eUfpPrswvumpJHvHA6n8tQhDjMMDQ0JAF24cIH69etHixYtIrlcTmFhYZSenk6jRo2iLl260NatWyk7O5ssLS214r906RL17t2bDA0NiYgIAMlkMjIwMCAiom3btlFBQQHZ29uL7v7pp5/I19eXpk6dSgqFgjZu3EhpaWnk6+tLLi4utHfvXnrw4AE5OTmJ7v75559pzJgxVLduXSL6p9wymYyIiD799FPKzMyk7t27i+ZW9bOIuz7EXMr5LqWYK/8+i7KXdeuy7GXduq7jyvp1Vc8p/y6R7vO9IjeL77mqX2ptG8tyq/pZlF0ul5OhoSEpFAoyMDCgTZs2UWpqKn388cdUUFBAfn5+1LBhQyIisra2platWonuVqWkpISaNWtGzZo1I6LSawCAjI2NydramgAQEQnXpLooy6v879y5cyk1NZWOHTtGBQUFtGrVKjI1NSUiIjMzMzI2Nia5XE4GBgYau1X9qpSUlJCpqangVca/uLiYHB0dqaSkhAwNDTX2s4y5ql8VXcVdqvmu6pda2aWc7yzrOZZ1HABSKBRM4q7qVkUKMVf1q6KruEs134mk+axe1i/VZxfeNyWtfOdwOFWg+mONHE1QzqTw9/eHnZ0dLly4IJz79ttv8fbbb6Nx48bo3Lkz2rZtq7UZLUp/2dl6AJCYmIigoCA0bdoU169fF9UPAKtWrULr1q1x8OBB4dixY8cwffp0NGrUCJ06dYK9vb1WXoFXug8fPlzu3I0bNxAYGAhTU1PRy11cXAyATdzLunUZc6nlu/JaA//MktJV2V/n1kXMK9qIWldlf51b22XPzMwsNzNWl3Xc6/zarufu3LkjLBujnBmqq5i/zs2iXQOk17Yp6xlW5S7r13W7DpTOgF61ahV+++034dj06dPh4uKCgQMHYsOGDfD390eTJk0QHx+vFff58+crPC+XyxEaGorWrVuLvu+MQqHA7Nmz8f333wvH1qxZg169eqFDhw5YsmQJxo8fr7W9jpT+n376qcLzL168QGhoKFq0aIGEhATR3axirupnFXcp5ruqX2pll3q+s6rndF3H5eXllfPrKu6vckst5qp+Vm2bVPJdCct+Cn3okwOk9+zCsk+uIr9U+uX0Jd85HE7l4AOGOuLBgwf4+++/ceLECbXXrhMSEhAQEFCuozszMxM3btxAZGQkHj16pHP/zZs34e/vj549e2pcUSt9ZdeYT0tLw9q1a/H06VO14y9fvsS9e/eQmpqq8Qa7VXWnpqYiKCgIAwYMUFuCobo8efIECQkJ5RrDpKQkrce9qm4xY37v3j2cOnUKu3fvVss3XZS7On4xy56YmIjly5erbdz9OreYZa+qW8xyA0BUVBT69u1b7ruji7JX1S1m2W/cuAEHBwdERESo1TVpaWkICwvTah1XHb+Y9dyNGzdQp04ddO7cWe24LmJeVbfY+Z6SkoJPPvkES5YswR9//CEs0aWLtq2qbjFjfv/+fVy+fBm//PILXrx4IQxU3759Wyf5XlW/2O16RZw6dQotW7ZEWFgYCgsLhePffvstpk2bBg8PD4wZM0YrflW36oQRoHTvkXnz5sHCwkIrnTyRkZFwc3PD/Pnz1ZaoO3/+PAIDAzFs2DD4+fnhxo0borvL+ssuY3XmzBnMmjULLVq00ErZT58+zSzmZf3ajHtF+1Ppquxvcms737OystT2Tyvr12bZ3+TWZtmTk5Nx+fLlV7q1ne9v8mu77AcPHsTLly+FY7qq597k1nYdl5iYiClTpiA9PV04pqu4v8mtzZjn5+fj6dOnauW7cuWKztq2N/l13bZdvnyZWbuu6tZmuVn2y7HskwOk2y/Hsk+uOv7a0i/Hsk+Ow+FoDh8w1AHR0dFo164d7O3tYWJigo4dO+K7775DRkYGAJS7CdYX/40bN0Tp0PX09MTdu3cB/HODoGwwKlqrXiyq605JSRGlUzMmJgY9evSAg4MDmjdvjqFDh6qd18Ym3Zq6xYh5TEwM7O3t4erqikaNGsHV1VXtpl+b5dbEr2nZFQoFCgoK4O7uDplMhoCAgHK5p61818QtRswB4Pr166hbty6WLVtW4Xltxr26bjHKnpCQAFNTUyxZsgRpaWnlzpft7BSb6vrFqOeioqLQqFEjDB8+HLa2tti7dy+Af9oUbca8um6x8j0mJgbNmzeHt7c32rdvD2tra7UHG23X79VxixHz6OhoWFtbw93dHZaWlrC2tsb27dvx8OFDANrP9+r6xWrXk5KSEBQUhOnTp+PTTz/FzZs3hXOnT58WOjvK1rcvXrzQ+F6vsm5V9u7di7lz52r85kdGRkaFb3ADpd/F7OzsCs8pFApR2r3q+I8ePYqQkBCN30JITU3Fxx9/jCVLlmD//v1q586cOaPVmFfFr4pYcU9KSsKiRYswfPhwrF27Vu07pO2yV9atiljlBkrrjPbt2yM0NFRtP5+yfm2UvbJuVcQqe1RUFIyNjbFjx45y53SR75X1qyJW2aOjo9GsWTPMmjWr3HWPjIzUaj1XHbdYdRxQeh/doEEDyGQy7Nq1S+2ctuNeWbcqYsU8NjYWI0aMgKOjI3x8fHD06FHhnC7atur4xYp7YmIigoODMWXKFGzevFltn8ArV65otezVcYtVbpb9ciz75JR/R4r9ciz75DTx1/R+OVZ9chwORzz4gKGWyczMRMeOHbFy5UqkpKTg/v37mDBhAhwdHbFmzZpys0e3bt2KAwcOMPX/8MMPorhv374NOzs7yGQydOjQQZg1+KrG4eOPP8bmzZuZucPDw0VxA6U3whYWFggODsalS5dw8uRJtG/fHitWrKjw82LGvTpusWKekJAACwsLhISEIC0tDampqbCwsFB7ACrrFjPfq+MXq+xKVq5cCT8/PzRo0ADvvPMObt++/Uq3mGWvqlvMcsfGxqJBgwZYvXo1gNKb/qysLKSmpr7SL1bZq+MWq+xyuRyzZ8+Gn5+f8PP58+fxzTffICkpqVwHt5h1XHX9YtVz169fR8OGDREaGoqioiL06tULU6dOfeXnxYx5ddxi5vuDBw/g6OiIsLAw4UHXyckJX3zxRYWfFzPu1XGLFfP09HTY2dlh7dq1ePDgARQKBcaMGYP69etj8eLF5To5xc736vjFbNfj4uJgYmICLy8vjB07FiYmJhg8eDC2b99e4efv3LmjF+78/HyN3PHx8ahXrx58fX3x/Plz4fir7qfEXo5QE/+LFy80csfExMDKygqDBg1C7969YWBg8NqcEjPmmvo1jbtyYoKvry/mzJmDevXqISwsrFJuTdHErWm5lWzfvh0ymQwuLi744IMPhEkJb/KzdGtadmXbumTJkkp9Xuxya+LXtOxpaWlo27btKyeelUXMek4Tt6Z1HPDPgF1QUBCWLl2Kfv364eHDh6+sY8WMuyZuTWMeFxcHU1NTzJs3D9u3b0efPn0wadKkVw5ciN22aeLXNO5xcXFo2rQpxo0bh4CAALRp0waurq74/PPP3+jWFE3cmpabZb8cyz45QLr9ciz75Krrrw39cvrQJ8fhcDSHDxhqmbi4OFhbW+Pq1atqx5cvX44uXbogPDxcuOHNysqCjY0NvLy8kJubW6P9hYWFCAkJwejRo/Hbb7/hrbfeQrt27V55g/D8+XMMHjwYnp6eFc4krCluAMjNzcX48eMxd+5c4ZhcLseCBQswatSocp8X87qzdGdnZ2PYsGFYvHix2vGhQ4fiq6++wscff4z4+HhheZMnT56Imu+s/cq8WrRoESIiIhAXFwcjIyNMmzYN+fn52Lx5s/CgK/Z3naX7yZMnsLOzg4uLi3DMz88Pbm5usLS0xFtvvYWoqCjhAVhMP0s3UDorsm/fvtizZw8AoH///nBzc4OJiQlsbW0xZ84cYSZldna2qPUMS39ycjJkMhlWrVolHPvxxx9hZGSEM2fOlPu8mNedpVvJhQsX0LlzZ7U3vCZMmIClS5diypQp+Oabb4Tr/uzZM1HjztJ94sQJ9OzZE48fPxaWTLty5QosLCzg4uKCNWvWCEtqid2usva/fPkSU6ZMwaxZs4RjycnJmDBhAnr16oX//Oc/ap/fsmULBg8eXO7eS5fuskv6VYdHjx6hd+/eGDhwICwsLDBu3Di1Qbuy7NixA/b29vj11181dmviP3nypMbuO3fuwM7ODkFBQUIbu3PnTrRo0ULt+6dEzJhr4hcj7qmpqbC2tlbr0AoLC8PcuXPLLROn6haj7NV1i1FuVaKjo/Huu+9i/fr1aNWqFdatW1fhW65ix706bjHKfvPmTRgZGQlta1FREY4cOYIdO3bg8OHD5dpPsctdXb9Ycf/ll18wbNgwwb1q1Sr4+Phg5syZwj0WUDopTex6rjpuMeo4ALh69SqMjY2xcuVKAMC+fftgYmIi7GlV9plZzLhX1y1GzAsKCuDj44NFixYJxw4fPozRo0cjIyNDLd+0EfPq+sWIe25uLoYOHYqgoCDh2L1792Bubo4WLVpg/fr1ap8Xs+zVdYuV7yz75Vi6pdovx7JfjLWfZb8Y6z45DocjHnWIo1WKioqouLiYCgoKiIiosLCQGjRoQBs3bqTCwkLatm0bDR06lLp27UpmZmZ05swZksvl1Lhx4xrtr1+/Pjk5OVHnzp1p4MCBZGtrS1OnTqW+ffvShQsXyMrKihQKBRkYGBAAMjY2pj179pBCoSBTU9Ma61bSqFEjcnZ2Fn42MDCgvn370tmzZ6moqIhkMhnVrVuXAJCZmRn9/vvvpFAoRIk7K7eJiQmNGDFCzb1+/Xr67bffqKioiB49ekSbNm2irVu30vjx48nc3FzUfGftV+Ll5UUHDhyguXPn0h9//EH9+vWj8+fPU3FxMY0dO5aISCvfdVZuc3NzGjJkCEVHR1NYWBgdO3aMzM3Nac6cOdSsWTMKDw8nHx8fOn36NNnZ2YnqZ+kmIjI0NKRmzZpRdnY2rV69moyMjGjnzp3Url07ioiIoB9++IF27dpFISEhZGJiQnv37iW5XC5aPcPKX79+ffriiy8oICCAiIgAkIeHB3Xv3p2OHDlCnp6eanWs2G0LK7eSZ8+eUUZGBqWkpFDbtm1p69atdPDgQQoICKCsrCzatm0bRUVF0YcffkhNmzYVNe4s3Xfu3KHU1FSysLAQjuXl5ZGHhweZmprSjh07yN/fn9q2bUvGxsai5ztLf7169SgjI4NsbGyIqDTv7OzsKDw8nNasWUMHDhyg9u3b04gRI4iIyMLCgoqKiqhFixbM3JaWlhq7o6KiyNramgIDA0mhUJC3tzfNnDmTvv76azI2Ni73eSsrK+ratSvZ2tpq7NbE36FDB428CoWC9u/fT3Z2drRy5UoyMDAgIiJ3d3eqW7cuKRSKcr8jZsw18Wsad7lcTj/99BN5e3tTcHCwcPzevXsUFxdHffr0ITc3Nxo2bBiNHDlSza1p2TVxi5HvqgCgixcv0q5du0gul9OOHTuoSZMmdO7cOXJ0dKQPPvhAzS9G3Kvr1rTsJSUl9Pnnn1Pjxo2pW7duRETk4+ND9+7do5ycHLp79y6NHTuWVqxYQS4uLmpuMcqtiV+suF+7do2ePn1KRETDhg2jkpIScnZ2pvj4eLp69SolJibShx9+SDKZjNq0aSNqPVcdt6Z1HBFRfn4+9e/fn2bPni3k1MSJE+nrr7+m1atX08mTJ6lOHfWuIrHirolbjJgbGRlRVlaWkE9ERH/88QdFRUWRq6srOTg4UI8ePWjDhg0kk8lEb9uq6xcj7gYGBvT06VPhu1ZQUECtW7emgQMH0tOnT+nYsWPk6upK3t7eRETUtm1b0cpeXbcY5SYiKi4uppKSEib9cizd9evXp86dO1OXLl2Y9MuxchMRNWnSRMg3It32ybH0m5iY0KhRo6hr167CMV31i7F0czgckdH9GGXtRy6Xq+2j07dvX7z11lvCz6rLKXTv3h0TJ04EIN7ePyz9crm8whnACoUCKSkpwqyie/fuCf+WyMhI5OTk1Gi30q9ce151yRTl203ff/89unTpovY7eXl5tcKtfNtDlfPnz8PW1hZHjhwRZsyNGjUK3bt3F36vpvvLftcA4NSpU3BwcBBmTXl7e8PAwADe3t6vXVaqJrmVftW6ZOXKlbCwsMDw4cPLrTvfqVMnvPvuuwDEq2dYulX/zqJFi9C5c2dMnjwZX375pdpnly5dCkdHRxQVFYm2LwRLf0lJSbn9NVR/Xr16NUxNTYW9JpROMb5rLN3Kv6N63b28vNCsWTMMGjQIRkZGOH78uHBu48aNaNu2bYV7StZk98OHD9GuXTtMmjQJt27dwoULF9CwYUNs3LgRAODg4IB169YB0M79DAu/8m8VFRXBz88Pvr6+ePHiBRQKhZBbKSkp8PDwwIQJE9R+73VvwtUEN1C6hJbqm7uXLl2CmZkZxo0bp7bHkOr1FmtJSNb+c+fOITg4WO2YXC6HtbV1hW8zA+Jdd9b+9PR0XLp0Sfh53bp1MDQ0xKpVq7B161a4u7tj4MCBePDgQa1yl2XIkCHC0u7h4eFo1KgRTExMyr3tog2/rt03b97E7Nmz0atXL7Rp0wbDhg1DQkICCgoKcPXqVbRu3RrTpk3Tilsf/L/++isGDhyIr7/+Gm+//bbwrJidnY21a9eiV69euHHjhvB5Mes5lm7VrQuU9ehXX30Fe3t7REZGAqj4DaCa7JbL5Xj+/DmGDh2K0aNHIyIiAitWrECDBg2wa9cuHD9+HGvXroWrqysOHTok/J5Y152lX6FQICMjA61atVJbbjI9PR1OTk7Ys2cPunbtipkzZ6r9Xk13q+Lu7o4BAwYIP2u7X05f3Kroqm+MtVsul+u8X0wf/BU98+uqX46lm8PhiA8fMBSZuLg4TJ48GYMGDcLMmTNx9uxZREZGwtbWFuPGjRM+p+zoXLJkCUaOHFkr/KruOXPmqK1RrWw8bt26JdwgpKamYt68eejevXuFS+3UFHdZ/9y5c9X8ymv9448/olOnTsLxJUuWYMSIERrfFOqLu+x1v337NlJSUtT+HZs3b0bPnj0rHNitaX5Vd0BAAI4ePQq5XI7c3Fx4eXkBKF0e08rKCrt370bjxo0xatQo4ca4prrL+pX1DAB8+eWX2L9/v/CdU+bX2LFj4evrW6vcs2fPxrlz55CXl4e+fftCJpMJyyopOXXqFJydnUWpY1j7K8o5JcoB+8ePH8PR0RHBwcGiDZCydpf1z5w5E3/++SeA0mXjDhw4ADc3Nzx58kSoZy5evAg7OzskJSXVGvecOXNw6NAhHDx4EE5OTjAzM4OZmZnaXlN9+/YtN8BRk/1l28ezZ8/C0NBQbQlQ5WfOnj0LAwMDxMbGijZAri9uJcq//ddffwmDds+fP0dRURG++OILnDhxAkDFnQU1xf8qt+oEBBsbG5w6dUo4d/r0adEm5LD0v8r95MkTLF68WG1iQnx8PGQymdqxmup+nd/T01NYEnLGjBkwNjZGy5YtER4eXm7P1NrgvnXrFqZOnYrhw4cjMTFR7dyRI0cgk8mQlJQkWmc2S3/Zv5GQkIBWrVrByckJgwcPVjt39+5dNGzYEN99953GXtbusv6K6svc3Fy0adMG8+bNUzsu1sQzfXADpW2Jl5cXJk2aBAcHB+zcuVM49+jRI7Rt2xYbNmzQ2KsP/rLuzz//HDKZDP7+/ggJCUHjxo2FZc9//PFHWFtbq91b1lR3Xl4ecnJy1Aaar127hubNm+Odd94RjmmjX4yl+1V+QH1wRlt9Y/ru1la/GGv/q9xA6dK/2uwXY+nmcDjagw8YikhiYiJMTEwwceJEBAcHw9nZGe7u7njvvffw3XffoX379vDx8UFRUZHQaEyZMgUTJ05EcXGxxjfDLP0Vubt37662drXy76ekpMDT0xMymQyNGjXSeC8Clu7K+gHgf//7HxwcHABAmEmoOou6trhV92Moe7M/Y8YM+Pv7i/IQwNL/Kve///1vFBUVYeTIkWjWrBlatGiBK1euACidXdWiRQuNO3pYul/l79at2ys371YoFPD19cXq1auFn2uTe+nSpbh48SJ69+6NNm3a4MSJE8IswX//+9/o37+/KLNjWforU88o33L28/ODh4eHaA8ALN2v8js7O2Pp0qUAgD///BOOjo5qv7N06VJ0795d47039MndtWtXeHh4IDAwEDk5OUhISBDeAABKZwZ7eXkhIiICgOade6z9SUlJ2LJli9pbTEDpHkoGBgb46quv1I5HRkbC0dFR7Y2J2uQuy99//w0zMzOMHz8efn5+qFu3Lm7dulWj/RW5VfOouLgYeXl5sLOzw19//QWg9H5KJpOJ0ray9L/puivbEOXbrTExMXB1dUVMTIxGXtbuV/mVbcjy5cvx7bffYsGCBWjVqhVSU1Px4YcfomHDhvjoo4807tzTNzcApKWl4fjx48K/Q5mDBw4cQMeOHUWbAMXS/yr30aNHUadOHTRv3hwXL14Ujr98+RIDBw4UJiXUVPfr/EqUeRUREQFbW1tR9+bUR3deXh5KSkrg4eGB77//XjheVFSEt99+W7inqMn+itxyuRy7d++Gu7s7vLy8sGnTJuHcZ599BhcXF1EGaVm64+LiMGTIELi4uKBVq1b473//C6B0T719+/bBwsICvr6+WukXY+l+nb+ivyt231hNcGujX4y1vyrXXYlY/WIs3RwOR7vwAUORUCgUWLlyJcaPHy8cy8nJwfvvv48ePXpg0qRJOHToEOzt7WFvbw8fHx+MHz8ejRo1UltmpCb6X+Vev349unXrJswaU/Ly5UtMnDgRZmZmiIuLq7HuqvoPHjyIXr16YeXKlahXr55aZ2dtc8+cOVPtJqGoqAghISGwsLBAQkKCRm7W/te5u3TpAj8/P6xatQrDhw8XbnyVD8GFhYU11v0mf9euXTFr1qxyHZwhISGwtLREcnJyrXOvW7cOrq6umDFjBmJiYtC3b19YWVnB2dkZI0eORNOmTXH9+nWN3Kz9Va1jU1NTIZPJyi2PWtPcb/I7Oztj/vz5ePbsGTp06IDevXsjNDQUM2bMgLm5uVavOyv3unXr0KVLF7z33ntqn8/JyUFwcDCaN28uzCCtyf7k5GSYmZlBJpNhxYoVePz4sXAuPz8fa9euhUwmQ0hICK5du4asrCwEBwfDzs4OmZmZtdJdERcuXIBMJoOZmZnG9xSs/ZVxy+VyFBYWCh3Z77//vmgTz1j6X+dWtqllO31WrlyJnj17ajXntO1+kx8AvvnmG8hkMlhaWgoTsABg06ZNuHnzZq11V9TJt3TpUgwdOlSUJSFZ+t/k3rdvHwwMDDB06FDs27cPycnJCA4ORqtWrXD37t0a666MXxXlMrBiDZjpq1sulyMvLw89e/ZEaGgonj17htzcXISGhsLS0hKpqak12v+m615YWKi2LCYAzJ8/H76+vigsLNRo4IqlOy4uDubm5ggMDMT//d//YcmSJahbty6uXbsGoPR+6siRI7CyskLHjh1F7Rdj6X6dPyoqqsLPi9k3VlPchw8fFrVfjLW/qtddzH4xlm4Oh6N9+IChiEyfPl1tr0CgtCNr8+bN8PDwQHh4OHJycrB8+XLMnDkT8+fPF2XQSh/8r3Jv2bIF3bt3F/YYUigU2Lp1KwwNDYUbp5rsroxfuZzI999/D5lMBlNTU9FmTeqzW3ndT58+jbFjx8LKykqn112b/td91zw9PbFw4cIKZ/yLMWOSpft1/rLX/ddff8XIkSPRsmVLnX/Xde12d3fH1q1bAZTuv7J69Wps3LhRlGUh9cFflTo2JycHCxYs0LhDUx/cr/Ln5uZiy5YtcHV1xUcffYTY2FgMGDAAHh4eGDdunFbbVZbuitqW69evIyAgAK1atRLlgZu1Py8vD/7+/pg+fToiIiIgk8mwbNkytcEJuVyOPXv2oGXLlmjdujU6duwoil8f3a/q1H358iUCAgLQpEkTUXKOpb+qbhcXF7i7u6NevXpqAzk10V9Vd1xcHEJCQmBsbIzo6Oga666sPykpCSEhIULHl1j77Oi7W/V+MTY2FqtWrYKxsbEob3Wy9Fc2506fPg0PDw+0aNECHTt2hL29vcb3kizdVfGr8u6778LBwUHjfbBrglv5nGxvb4+ePXuiXbt2Or3u2vBX9buWkJCAxYsXo0mTJjr5rmnLnZWVhSFDhmDhwoVqxz09PbFgwQK1Yzk5OQgKChKtX4ylu7J+1esul8vx2WefidI3VpPcYveLsfRX1S1mvxhLN4fD0Q18wFAElBXh1q1b0adPn3L7Ljx9+hQzZ85Ez549yzWUNd1fGfesWbPQu3dv5ObmAijdh0KMDl2W7qr6X758iVu3bqFfv36iPHDXFHd2djZSUlIQFhZW7nM10f8md1ZWFmbOnIl+/foJOScWLN2V8Ze97snJyVi+fLlob5Tqu7tHjx5a2aSepb8q1111k/qyM4Zrmrsq/j59+ght6cuXL4U9FWu7u3fv3sJbyz/99JMos/D1wV9QUICIiAjs378fwD8P9WUH7oDSfXLPnTuH48ePi7I/rL66K+rUvXz5Mjp16iTK23Ws/ZV1l5SUICsrCyYmJjA0NBRtSUyW/qpc97S0NIwePRqOjo6ivDnP0l0Vv+qS3mJNvKoJbqC0nvHy8kL79u1f+bZATfJXxf3kyRPcvHkTUVFRb3zbWd/dVfUrc+2vv/4SpW2tKe4LFy5g/fr12L59uyhLfLP2V8Wdk5ODrVu3on///jr/rontfvToEXr06IHz588D+Ke/y8/PD5MnTwbwzxLXqojRL8bSXVl/WcTqG6tJbjH7xVj7q+JWKBSi9ouxdHM4HN3ABwxF5NatW7CwsIC/v7/QYa+88b179y5kMhn+97//CZ8X6+FPH/yVcR87dkw0n764K+s/fvy4sOyIlNzKPTfEuhHWF39lr7s2YOmurF953cUewNJ3t2o9w6J+15af5/vr/UePHuXuWuQv21bu378fMpkMS5cuFTq6iouLkZaWJhn3kydPAJS2pcql8TTdJ1Of/JVxFxcX4/Hjxzhx4gRiY2NFc7P2V8ZdUlKCjIwMpKenIz09vVa43+RXDtLL5XLRJiTUBLfqdc/MzMTt27dFr29Y+iv7XRNrwEhf3JX1y+VyUZb2riluZbtaVFQk2uCsPvmrUscWFxfrvF3Vllt1EEq5H2pISAimTp2q9jnVJY7Fem5i6a6KX3WypZTcymcKsfvFWPor61Y6xewXY+nmcDjahw8Yiszvv/8OIyMjzJs3T+3G7+HDh3B2dlbbyLy2+aXqroz/zz//lKSb9XWvrTmn79ed53vt80vVzdovVbc++EtKSoROnH379gmz4+/fv4/AwECMGTMGeXl5ok8O0He3j48PCgoKRPfqg/9N7tGjR6u99VWb/JW57mLshaxv7sr4x4wZw+y6s3Szvu4sc6621u+V9efn5zMrOyv36NGjmV53bfr1uV3Vplt1cGLVqlUYOnSo8POHH36Ijz76CMXFxbXOzdqvz+4tW7ZoZUUgffDr83XXdr5zOBztwAcMtcCRI0dgZGSEMWPGYP/+/YiPj0dwcDAsLS1Fnx2rb36puln7pepm7Zeqm7Vfqm7Wfqm6Wful6tYHv+rSUfv370fdunXh4OCAOnXqiLZEX01z62LfEZb+V7kNDQ21ft1Z+/XxuutDzvHveu306+t1Z1nP1Pay8+uuf981XbiB0kEMb29vAEBoaChkMploS1zro5u1X6pu1n6pujkcjnbgA4ZaIjIyEv3790e7du1ga2sr2qblNcEvVTdrv1TdrP1SdbP2S9XN2i9VN2u/VN364FcoFMJD8MCBA2FmZibavifcrZ9+XnbpuVn7pepm7Zeqm7Vfqm7Wfim6lQOVa9aswezZs7F582YYGRkhMjKyVrtZ+6XqZu2XqpvD4WgHPmCoRZ4/f47bt28jJiZGa+vi66tfqm7Wfqm6Wful6mbtl6qbtV+qbtZ+qbr1wV9SUoLAwEDIZDJER0dztwT8vOzSc7P2S9XN2i9VN2u/VN2s/VJ1r1+/HjKZDCYmJrhy5Ypk3Kz9UnWz9kvVzeFwxEUGAMThcDgcDofD4XDKIZfLaffu3eTm5kbdunXjbgn4edml52btl6qbtV+qbtZ+qbpZ+6Xqvnr1KvXo0YNiY2PJyclJMm7Wfqm6Wful6uZwOOLCBww5HA6Hw+FwOJzXAIBkMhl3S8jPyy49N2u/VN2s/VJ1s/ZL1c3aL1V3fn4+NWrUSHJu1n6puln7permcDjiwQcMORwOh8PhcDgcDofD4XA4HA6Hw+FwOBwJY8D6H8DhcDgcDofD4XA4HA6Hw+FwOBwOh8PhcNjBBww5HA6Hw+FwOBwOh8PhcDgcDofD4XA4HAnDBww5HA6Hw+FwOBwOh8PhcDgcDofD4XA4HAnDBww5HA6Hw+FwOBwOh8PhcDgcDofD4XA4HAnDBww5HA6Hw+FwOBwOh8PhcDgcDofD4XA4HAnDBww5HA6Hw+FwOBwOh8PhcDgcDofD4XA4HAnDBww5HA6Hw+FwOBwOh8PhcDgcDofD4XA4HAnDBww5HA6Hw+FwOBwOh8PhcDgcDofD4XA4HAnDBww5HA6Hw+FwOBwOh8PhcDgcDofD4XA4HAnz//xmBI4qyFXgAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "heatmap_plot = result_slice[HEATMAP_TOTAL].to_frame()\n",
    "\n",
    "heatmap_plot[\"date\"] = heatmap_plot.index.date\n",
    "heatmap_plot[\"time\"] = heatmap_plot.index.time\n",
    "\n",
    "heatmap_plot = heatmap_plot.pivot(index=\"date\", columns=\"time\", values=HEATMAP_TOTAL)\n",
    "\n",
    "min_ = heatmap_plot.min().min()\n",
    "max = heatmap_plot.max().max()\n",
    "\n",
    "abs_max = max if abs(max) > abs(min_) else abs(min_)\n",
    "\n",
    "# Plot the carpetplot\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# Set figsize\n",
    "fig.set_size_inches(20, 10)\n",
    "\n",
    "# Choose a colormap that goes from red to green, with 0 in the middle\n",
    "\n",
    "rdgn = sns.diverging_palette(h_neg=10, h_pos=130, s=99, l=55, sep=3, as_cmap=True)\n",
    "divnorm = TwoSlopeNorm(vmin=abs_max * -1, vcenter=0, vmax=abs_max)\n",
    "sns.heatmap(\n",
    "    heatmap_plot, cmap=rdgn, norm=divnorm, linewidths=0.5, linecolor=\"black\", cbar=True, ax=ax\n",
    ")\n",
    "\n",
    "plt.title(\"Heatmap score combined\")\n",
    "plt.ylabel(None)\n",
    "plt.xlabel(None)\n",
    "\n",
    "# x-axis label rotated\n",
    "\n",
    "plt.xticks(rotation=45)\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}