backlog/PreferredWaysToLearnCoding.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a9ae4b79",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "de6b52d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ResponseId</th>\n",
       "      <th>Q120</th>\n",
       "      <th>MainBranch</th>\n",
       "      <th>Age</th>\n",
       "      <th>Employment</th>\n",
       "      <th>RemoteWork</th>\n",
       "      <th>CodingActivities</th>\n",
       "      <th>EdLevel</th>\n",
       "      <th>LearnCode</th>\n",
       "      <th>LearnCodeOnline</th>\n",
       "      <th>...</th>\n",
       "      <th>Frequency_1</th>\n",
       "      <th>Frequency_2</th>\n",
       "      <th>Frequency_3</th>\n",
       "      <th>TimeSearching</th>\n",
       "      <th>TimeAnswering</th>\n",
       "      <th>ProfessionalTech</th>\n",
       "      <th>Industry</th>\n",
       "      <th>SurveyLength</th>\n",
       "      <th>SurveyEase</th>\n",
       "      <th>ConvertedCompYearly</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>I agree</td>\n",
       "      <td>None of these</td>\n",
       "      <td>18-24 years old</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>I agree</td>\n",
       "      <td>I am a developer by profession</td>\n",
       "      <td>25-34 years old</td>\n",
       "      <td>Employed, full-time</td>\n",
       "      <td>Remote</td>\n",
       "      <td>Hobby;Contribute to open-source projects;Boots...</td>\n",
       "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
       "      <td>Books / Physical media;Colleague;Friend or fam...</td>\n",
       "      <td>Formal documentation provided by the owner of ...</td>\n",
       "      <td>...</td>\n",
       "      <td>1-2 times a week</td>\n",
       "      <td>10+ times a week</td>\n",
       "      <td>Never</td>\n",
       "      <td>15-30 minutes a day</td>\n",
       "      <td>15-30 minutes a day</td>\n",
       "      <td>DevOps function;Microservices;Automated testin...</td>\n",
       "      <td>Information Services, IT, Software Development...</td>\n",
       "      <td>Appropriate in length</td>\n",
       "      <td>Easy</td>\n",
       "      <td>285000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>I agree</td>\n",
       "      <td>I am a developer by profession</td>\n",
       "      <td>45-54 years old</td>\n",
       "      <td>Employed, full-time</td>\n",
       "      <td>Hybrid (some remote, some in-person)</td>\n",
       "      <td>Hobby;Professional development or self-paced l...</td>\n",
       "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
       "      <td>Books / Physical media;Colleague;On the job tr...</td>\n",
       "      <td>Formal documentation provided by the owner of ...</td>\n",
       "      <td>...</td>\n",
       "      <td>6-10 times a week</td>\n",
       "      <td>6-10 times a week</td>\n",
       "      <td>3-5 times a week</td>\n",
       "      <td>30-60 minutes a day</td>\n",
       "      <td>30-60 minutes a day</td>\n",
       "      <td>DevOps function;Microservices;Automated testin...</td>\n",
       "      <td>Information Services, IT, Software Development...</td>\n",
       "      <td>Appropriate in length</td>\n",
       "      <td>Easy</td>\n",
       "      <td>250000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>I agree</td>\n",
       "      <td>I am a developer by profession</td>\n",
       "      <td>25-34 years old</td>\n",
       "      <td>Employed, full-time</td>\n",
       "      <td>Hybrid (some remote, some in-person)</td>\n",
       "      <td>Hobby</td>\n",
       "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
       "      <td>Colleague;Friend or family member;Other online...</td>\n",
       "      <td>Formal documentation provided by the owner of ...</td>\n",
       "      <td>...</td>\n",
       "      <td>1-2 times a week</td>\n",
       "      <td>10+ times a week</td>\n",
       "      <td>1-2 times a week</td>\n",
       "      <td>15-30 minutes a day</td>\n",
       "      <td>30-60 minutes a day</td>\n",
       "      <td>Automated testing;Continuous integration (CI) ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Appropriate in length</td>\n",
       "      <td>Easy</td>\n",
       "      <td>156000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>I agree</td>\n",
       "      <td>I am a developer by profession</td>\n",
       "      <td>25-34 years old</td>\n",
       "      <td>Employed, full-time;Independent contractor, fr...</td>\n",
       "      <td>Remote</td>\n",
       "      <td>Hobby;Contribute to open-source projects;Profe...</td>\n",
       "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
       "      <td>Books / Physical media;Online Courses or Certi...</td>\n",
       "      <td>Formal documentation provided by the owner of ...</td>\n",
       "      <td>...</td>\n",
       "      <td>1-2 times a week</td>\n",
       "      <td>1-2 times a week</td>\n",
       "      <td>3-5 times a week</td>\n",
       "      <td>60-120 minutes a day</td>\n",
       "      <td>30-60 minutes a day</td>\n",
       "      <td>Microservices;Automated testing;Observability ...</td>\n",
       "      <td>Other</td>\n",
       "      <td>Appropriate in length</td>\n",
       "      <td>Neither easy nor difficult</td>\n",
       "      <td>23456.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 84 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   ResponseId     Q120                      MainBranch              Age  \\\n",
       "0           1  I agree                   None of these  18-24 years old   \n",
       "1           2  I agree  I am a developer by profession  25-34 years old   \n",
       "2           3  I agree  I am a developer by profession  45-54 years old   \n",
       "3           4  I agree  I am a developer by profession  25-34 years old   \n",
       "4           5  I agree  I am a developer by profession  25-34 years old   \n",
       "\n",
       "                                          Employment  \\\n",
       "0                                                NaN   \n",
       "1                                Employed, full-time   \n",
       "2                                Employed, full-time   \n",
       "3                                Employed, full-time   \n",
       "4  Employed, full-time;Independent contractor, fr...   \n",
       "\n",
       "                             RemoteWork  \\\n",
       "0                                   NaN   \n",
       "1                                Remote   \n",
       "2  Hybrid (some remote, some in-person)   \n",
       "3  Hybrid (some remote, some in-person)   \n",
       "4                                Remote   \n",
       "\n",
       "                                    CodingActivities  \\\n",
       "0                                                NaN   \n",
       "1  Hobby;Contribute to open-source projects;Boots...   \n",
       "2  Hobby;Professional development or self-paced l...   \n",
       "3                                              Hobby   \n",
       "4  Hobby;Contribute to open-source projects;Profe...   \n",
       "\n",
       "                                        EdLevel  \\\n",
       "0                                           NaN   \n",
       "1  Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
       "2  Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
       "3  Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
       "4  Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
       "\n",
       "                                           LearnCode  \\\n",
       "0                                                NaN   \n",
       "1  Books / Physical media;Colleague;Friend or fam...   \n",
       "2  Books / Physical media;Colleague;On the job tr...   \n",
       "3  Colleague;Friend or family member;Other online...   \n",
       "4  Books / Physical media;Online Courses or Certi...   \n",
       "\n",
       "                                     LearnCodeOnline  ...        Frequency_1  \\\n",
       "0                                                NaN  ...                NaN   \n",
       "1  Formal documentation provided by the owner of ...  ...   1-2 times a week   \n",
       "2  Formal documentation provided by the owner of ...  ...  6-10 times a week   \n",
       "3  Formal documentation provided by the owner of ...  ...   1-2 times a week   \n",
       "4  Formal documentation provided by the owner of ...  ...   1-2 times a week   \n",
       "\n",
       "         Frequency_2       Frequency_3         TimeSearching  \\\n",
       "0                NaN               NaN                   NaN   \n",
       "1   10+ times a week             Never   15-30 minutes a day   \n",
       "2  6-10 times a week  3-5 times a week   30-60 minutes a day   \n",
       "3   10+ times a week  1-2 times a week   15-30 minutes a day   \n",
       "4   1-2 times a week  3-5 times a week  60-120 minutes a day   \n",
       "\n",
       "         TimeAnswering                                   ProfessionalTech  \\\n",
       "0                  NaN                                                NaN   \n",
       "1  15-30 minutes a day  DevOps function;Microservices;Automated testin...   \n",
       "2  30-60 minutes a day  DevOps function;Microservices;Automated testin...   \n",
       "3  30-60 minutes a day  Automated testing;Continuous integration (CI) ...   \n",
       "4  30-60 minutes a day  Microservices;Automated testing;Observability ...   \n",
       "\n",
       "                                            Industry           SurveyLength  \\\n",
       "0                                                NaN                    NaN   \n",
       "1  Information Services, IT, Software Development...  Appropriate in length   \n",
       "2  Information Services, IT, Software Development...  Appropriate in length   \n",
       "3                                                NaN  Appropriate in length   \n",
       "4                                              Other  Appropriate in length   \n",
       "\n",
       "                   SurveyEase ConvertedCompYearly  \n",
       "0                         NaN                 NaN  \n",
       "1                        Easy            285000.0  \n",
       "2                        Easy            250000.0  \n",
       "3                        Easy            156000.0  \n",
       "4  Neither easy nor difficult             23456.0  \n",
       "\n",
       "[5 rows x 84 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv(r\"D:\\GSSOC'24\\Stackoverflow-Analysis\\Data\\Survey_results_sample_2023.csv\")\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4ad93767",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data[['Age','LearnCode','LearnCodeOnline']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0043d102",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Age</th>\n",
       "      <th>LearnCode</th>\n",
       "      <th>LearnCodeOnline</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>18-24 years old</td>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>25-34 years old</td>\n",
       "      <td>Books / Physical media;Colleague;Friend or fam...</td>\n",
       "      <td>Formal documentation provided by the owner of ...</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>45-54 years old</td>\n",
       "      <td>Books / Physical media;Colleague;On the job tr...</td>\n",
       "      <td>Formal documentation provided by the owner of ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>25-34 years old</td>\n",
       "      <td>Colleague;Friend or family member;Other online...</td>\n",
       "      <td>Formal documentation provided by the owner of ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>25-34 years old</td>\n",
       "      <td>Books / Physical media;Online Courses or Certi...</td>\n",
       "      <td>Formal documentation provided by the owner of ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Age                                          LearnCode  \\\n",
       "0  18-24 years old                                                NaN   \n",
       "1  25-34 years old  Books / Physical media;Colleague;Friend or fam...   \n",
       "2  45-54 years old  Books / Physical media;Colleague;On the job tr...   \n",
       "3  25-34 years old  Colleague;Friend or family member;Other online...   \n",
       "4  25-34 years old  Books / Physical media;Online Courses or Certi...   \n",
       "\n",
       "                                     LearnCodeOnline  \n",
       "0                                                NaN  \n",
       "1  Formal documentation provided by the owner of ...  \n",
       "2  Formal documentation provided by the owner of ...  \n",
       "3  Formal documentation provided by the owner of ...  \n",
       "4  Formal documentation provided by the owner of ...  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8edaea64",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Age                 0\n",
       "LearnCode           2\n",
       "LearnCodeOnline    30\n",
       "dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c74a0dcd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Age</th>\n",
       "      <th>LearnCode</th>\n",
       "      <th>LearnCodeOnline</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>18-24 years old</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>45-54 years old</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Age LearnCode LearnCodeOnline\n",
       "0   18-24 years old       NaN             NaN\n",
       "70  45-54 years old       NaN             NaN"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[pd.isna(data['LearnCode'])]#since 2 records have Nan in two columns, remove the two records"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ddb74ca3",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.drop(index=[0,70],inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3775d955",
   "metadata": {},
   "outputs": [],
   "source": [
    "data=data.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f39acef5",
   "metadata": {},
   "outputs": [],
   "source": [
    "data=data.drop(axis=1,columns='index')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2c186563",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Age</th>\n",
       "      <th>LearnCode</th>\n",
       "      <th>LearnCodeOnline</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>25-34 years old</td>\n",
       "      <td>Books / Physical media;Colleague;Friend or fam...</td>\n",
       "      <td>Formal documentation provided by the owner of ...</td>\n",
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       "      <th>1</th>\n",
       "      <td>45-54 years old</td>\n",
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       "      <th>2</th>\n",
       "      <td>25-34 years old</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>25-34 years old</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>35-44 years old</td>\n",
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       "      <th>92</th>\n",
       "      <td>Under 18 years old</td>\n",
       "      <td>Books / Physical media;Other online resources ...</td>\n",
       "      <td>Formal documentation provided by the owner of ...</td>\n",
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       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>18-24 years old</td>\n",
       "      <td>Books / Physical media;Hackathons (virtual or ...</td>\n",
       "      <td>Formal documentation provided by the owner of ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>25-34 years old</td>\n",
       "      <td>Colleague</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>25-34 years old</td>\n",
       "      <td>Colleague;Online Courses or Certification;On t...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>35-44 years old</td>\n",
       "      <td>Books / Physical media;Other online resources ...</td>\n",
       "      <td>Formal documentation provided by the owner of ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>97 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Age                                          LearnCode  \\\n",
       "0      25-34 years old  Books / Physical media;Colleague;Friend or fam...   \n",
       "1      45-54 years old  Books / Physical media;Colleague;On the job tr...   \n",
       "2      25-34 years old  Colleague;Friend or family member;Other online...   \n",
       "3      25-34 years old  Books / Physical media;Online Courses or Certi...   \n",
       "4      35-44 years old  Books / Physical media;Colleague;Online Course...   \n",
       "..                 ...                                                ...   \n",
       "92  Under 18 years old  Books / Physical media;Other online resources ...   \n",
       "93     18-24 years old  Books / Physical media;Hackathons (virtual or ...   \n",
       "94     25-34 years old                                          Colleague   \n",
       "95     25-34 years old  Colleague;Online Courses or Certification;On t...   \n",
       "96     35-44 years old  Books / Physical media;Other online resources ...   \n",
       "\n",
       "                                      LearnCodeOnline  \n",
       "0   Formal documentation provided by the owner of ...  \n",
       "1   Formal documentation provided by the owner of ...  \n",
       "2   Formal documentation provided by the owner of ...  \n",
       "3   Formal documentation provided by the owner of ...  \n",
       "4   Formal documentation provided by the owner of ...  \n",
       "..                                                ...  \n",
       "92  Formal documentation provided by the owner of ...  \n",
       "93  Formal documentation provided by the owner of ...  \n",
       "94                                                NaN  \n",
       "95                                                NaN  \n",
       "96  Formal documentation provided by the owner of ...  \n",
       "\n",
       "[97 rows x 3 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "fb8ea018",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Age                 0\n",
       "LearnCode           0\n",
       "LearnCodeOnline    28\n",
       "dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "e6d28a49",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Age</th>\n",
       "      <th>LearnCode</th>\n",
       "      <th>LearnCodeOnline</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>25-34 years old</td>\n",
       "      <td>Books / Physical media;Colleague;Friend or fam...</td>\n",
       "      <td>Formal documentation provided by the owner of ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>45-54 years old</td>\n",
       "      <td>Books / Physical media;Colleague;On the job tr...</td>\n",
       "      <td>Formal documentation provided by the owner of ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>25-34 years old</td>\n",
       "      <td>Colleague;Friend or family member;Other online...</td>\n",
       "      <td>Formal documentation provided by the owner of ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>25-34 years old</td>\n",
       "      <td>Books / Physical media;Online Courses or Certi...</td>\n",
       "      <td>Formal documentation provided by the owner of ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>35-44 years old</td>\n",
       "      <td>Books / Physical media;Colleague;Online Course...</td>\n",
       "      <td>Formal documentation provided by the owner of ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Age                                          LearnCode  \\\n",
       "0  25-34 years old  Books / Physical media;Colleague;Friend or fam...   \n",
       "1  45-54 years old  Books / Physical media;Colleague;On the job tr...   \n",
       "2  25-34 years old  Colleague;Friend or family member;Other online...   \n",
       "3  25-34 years old  Books / Physical media;Online Courses or Certi...   \n",
       "4  35-44 years old  Books / Physical media;Colleague;Online Course...   \n",
       "\n",
       "                                     LearnCodeOnline  \n",
       "0  Formal documentation provided by the owner of ...  \n",
       "1  Formal documentation provided by the owner of ...  \n",
       "2  Formal documentation provided by the owner of ...  \n",
       "3  Formal documentation provided by the owner of ...  \n",
       "4  Formal documentation provided by the owner of ...  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "95a727fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in data.index:\n",
    "    if not pd.isna(data.loc[i,'LearnCodeOnline']):\n",
    "        data.loc[i,'LearnCode']=data.loc[i,'LearnCode']+';'+data.loc[i,'LearnCodeOnline']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "c6b57477",
   "metadata": {},
   "outputs": [],
   "source": [
    "data =data.drop(axis=1,columns='LearnCodeOnline')\n",
    "data=data.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "cd9ea0e6",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data.drop(axis=1,columns='index')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "442f3068",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Age          0\n",
       "LearnCode    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "537cea76",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.to_csv('final.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "570773bd",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.drop(index=90,inplace=True)#it has (Others specify) which we don't need\n",
    "data=data.reset_index()\n",
    "data.drop(axis=1,columns='index',inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "4443f97e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Age</th>\n",
       "      <th>LearnCode</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>25-34 years old</td>\n",
       "      <td>Books / Physical media;Colleague;Friend or fam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>45-54 years old</td>\n",
       "      <td>Books / Physical media;Colleague;On the job tr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>25-34 years old</td>\n",
       "      <td>Colleague;Friend or family member;Other online...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>25-34 years old</td>\n",
       "      <td>Books / Physical media;Online Courses or Certi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>35-44 years old</td>\n",
       "      <td>Books / Physical media;Colleague;Online Course...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Under 18 years old</td>\n",
       "      <td>Books / Physical media;Other online resources ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>18-24 years old</td>\n",
       "      <td>Books / Physical media;Hackathons (virtual or ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>25-34 years old</td>\n",
       "      <td>Colleague</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>25-34 years old</td>\n",
       "      <td>Colleague;Online Courses or Certification;On t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>35-44 years old</td>\n",
       "      <td>Books / Physical media;Other online resources ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>96 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Age                                          LearnCode\n",
       "0      25-34 years old  Books / Physical media;Colleague;Friend or fam...\n",
       "1      45-54 years old  Books / Physical media;Colleague;On the job tr...\n",
       "2      25-34 years old  Colleague;Friend or family member;Other online...\n",
       "3      25-34 years old  Books / Physical media;Online Courses or Certi...\n",
       "4      35-44 years old  Books / Physical media;Colleague;Online Course...\n",
       "..                 ...                                                ...\n",
       "91  Under 18 years old  Books / Physical media;Other online resources ...\n",
       "92     18-24 years old  Books / Physical media;Hackathons (virtual or ...\n",
       "93     25-34 years old                                          Colleague\n",
       "94     25-34 years old  Colleague;Online Courses or Certification;On t...\n",
       "95     35-44 years old  Books / Physical media;Other online resources ...\n",
       "\n",
       "[96 rows x 2 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "fd7baca2",
   "metadata": {},
   "outputs": [],
   "source": [
    "under_18 = data[data['Age']=='Under 18 years old']\n",
    "above_18=data[data['Age']=='18-24 years old']\n",
    "above_25 = data[data['Age']=='25-34 years old']\n",
    "above_35 = data[data['Age']=='35-44 years old']\n",
    "above_45 = data[data['Age']=='45-54 years old']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "151a28fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "4a5ef513",
   "metadata": {},
   "outputs": [],
   "source": [
    "under_18_dictionary={}\n",
    "for i in under_18.index:\n",
    "    keys = under_18.loc[i,'LearnCode'].split(';')\n",
    "    for key in keys:\n",
    "        if key in under_18_dictionary:\n",
    "            val = under_18_dictionary.get(key)\n",
    "            under_18_dictionary[key]=val+1\n",
    "        else:\n",
    "            under_18_dictionary[key]=1\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "4aea593a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Books / Physical media': 4,\n",
       " 'Colleague': 1,\n",
       " 'Friend or family member': 3,\n",
       " 'School (i.e., University, College, etc)': 4,\n",
       " 'Other online resources (e.g., videos, blogs, forum)': 3,\n",
       " 'Formal documentation provided by the owner of the tech': 3,\n",
       " 'Books': 1,\n",
       " 'Written Tutorials': 2,\n",
       " 'Stack Overflow': 3,\n",
       " 'Online Courses or Certification': 1,\n",
       " 'Written-based Online Courses': 1,\n",
       " 'Click to write Choice 20': 1}"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "under_18_dictionary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "98b40b7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "under_18_preferredways=list(under_18_dictionary.keys())\n",
    "under_18_values = list(under_18_dictionary.values())\n",
    "plt.bar(under_18_preferredways,under_18_values,ec='black')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73d00158",
   "metadata": {},
   "source": [
    "For students under 18, going to school and learning from Books/Physical Media are the preferred ways to learn coding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "1e02a21c",
   "metadata": {},
   "outputs": [],
   "source": [
    "above_18_dictionary={}\n",
    "for i in above_18.index:\n",
    "    keys = above_18.loc[i,'LearnCode'].split(';')\n",
    "    for key in keys:\n",
    "        if key in above_18_dictionary:\n",
    "            val = above_18_dictionary.get(key)\n",
    "            above_18_dictionary[key]=val+1\n",
    "        else:\n",
    "            above_18_dictionary[key]=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "d5e2eabd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Books / Physical media': 7,\n",
       " 'Online Courses or Certification': 6,\n",
       " 'Other online resources (e.g., videos, blogs, forum)': 9,\n",
       " 'Blogs with tips and tricks': 6,\n",
       " 'Books': 6,\n",
       " 'Recorded coding sessions': 3,\n",
       " 'How-to videos': 7,\n",
       " 'Written Tutorials': 5,\n",
       " 'Interactive tutorial': 5,\n",
       " 'Colleague': 1,\n",
       " 'On the job training': 3,\n",
       " 'Formal documentation provided by the owner of the tech': 7,\n",
       " 'Video-based Online Courses': 3,\n",
       " 'Online challenges (e.g., daily or weekly coding challenges)': 2,\n",
       " 'Click to write Choice 20': 3,\n",
       " 'Certification videos': 2,\n",
       " 'Written-based Online Courses': 3,\n",
       " 'Stack Overflow': 5,\n",
       " 'School (i.e., University, College, etc)': 6,\n",
       " 'Hackathons (virtual or in-person)': 1}"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "above_18_dictionary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "eaeac569",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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0wdcvCaJj6RsYIiw0hA842SA3/h2lHDOQO8edlftMbh03+zVOLFiOEhcXh69fEmDexA+65jaC43x/E4M3h+cjLi6ODzbZIDf+HaUaM5A7x53V+0xuHTf7NU4sWI6ka24DeSGn7B4GEyk3/h1z45gBHjfLOXjyJmOMMcYkw4kFY4wxxiTDiQVjjDHGJMOJBWOMMcYkw4kFY4wxxiTDiQVjjDHGJMOJBWOMMcYkw4kFY4wxxiTDiQVjjDHGJMOJBWOMMcYkw4kFY4wxxiTDiQVjjDHGJMOJBWOMMcYkw4kFY4wxxiTDiQVjjDHGJMOJBWOMMcYkw4kFY4wxxiTDiQVjjDHGJMOJBWOMMcYkw4kFY4wxxiTDiQVjjDHGJMOJBWOMMcYkw4kFY4wxxiTDiQVjjDHGJMOJBWOMMcYkw4kFY4wxxiTDiQVjjDHGJMOJBWOMMcYkw4kFY4wxxiTDiQVjjDHGJMOJBWOMMcYkw4kFY4wxxiTDiQVjjDHGJKNWYjFr1ixUqFABxsbGsLKyQosWLRAWFqapsTHGGGMsl1ErsQgICMCgQYNw9epVnDp1CklJSahXrx7i4+M1NT7GGGOM5SI66jz4+PHjSj9v2LABVlZWuHnzJmrUqCHpwBhjjDGW+6iVWPzow4cPAIACBQpk+pjExEQkJiYqfv748aOYp2SMsVwpOjoacXFxouNYWFjA1tZWghH9ntw6bpZ9BCcWRIQRI0agevXqcHd3z/Rxs2bNwpQpU4Q+DWOM5XrR0dEoUdIFX78kiI6lb2CIsNCQLPmQzq3jZtlLcGIxePBgBAcH4+LFiz993NixYzFixAjFzx8/foSNjY3Qp2WMsVwnLi4OX78kwLyJH3TNhR//vr+JwZvD8xEXF5clH9C5ddwsewlKLHx9fXHw4EGcP38eRYsW/elj5XI55HK5oMExxlheomtuA3khp+wehtpy67hZ9lArsSAi+Pr6Yt++ffD394eDg4OmxsUYY4yxXEitxGLQoEHYunUrDhw4AGNjY8TGxgIATE1NYWBgoJEBMsYYYyz3UKuOxYoVK/DhwwfUqlULhQsXVtx27NihqfExxhhjLBdR+1IIY4wxxlhmuFcIY4wxxiTDiQVjjDHGJMOJBWOMMcYkw4kFY4wxxiTDiQVjjDHGJMOJBWOMMcYkw4kFY4wxxiTDiQVjjDHGJMOJBWOMMcYkw4kFY4wxxiTDiQVjjDHGJMOJBWOMMcYkw4kFY4wxxiTDiQVjjDHGJMOJBWOMMcYkw4kFY4wxxiTDiQVjjDHGJMOJBWOMMcYkw4kFY4wxxiTDiQVjjDHGJMOJBWOMMcYkw4kFY4wxxiTDiQVjjDHGJMOJBWOMMcYkw4kFY4wxxiTDiQVjjDHGJMOJBWOMMcYkw4kFY4wxxiTDiQVjjDHGJMOJBWOMMcYkw4kFY4wxxiSjk90DYIxln+joaMTFxYmOY2FhAVtbWwlGxNj/rryyP3Jiwdj/qOjoaJQo6YKvXxJEx9I3MERYaAgnF4wJlJf2R04sGPsfFRcXh69fEmDexA+65jaC43x/E4M3h+cjLi6OEwvGBMpL+yMnFoz9j9M1t4G8kFN2D4MxhryxP/LkTcYYY4xJhhMLxhhjjEmGEwvGGGOMSYYTC8YYY4xJhhMLxhhjjEmGEwvGGGOMSYYTC8YYY4xJhhMLxhhjjEmGEwvGGGOMSYYTC8YYY4xJhhMLxhhjjEmGEwvGGGOMSYYTC8YYY4xJhhMLxhhjjEmGEwvGGGOMSYYTC8YYY4xJhhMLxhhjjEmGEwvGGGOMSYYTC8YYY4xJhhMLxhhjjEmGEwvGGGOMSYYTC8YYY4xJhhMLxhhjjEmGEwvGGGOMSYYTC8YYY4xJhhMLxhhjjEmGEwvGGGOMSYYTC8YYY4xJhhMLxhhjjEmGEwvGGGOMSYYTC8YYY4xJhhMLxhhjjElGUGKxfPlyODg4QF9fH+XKlcOFCxekHhdjjDHGciG1E4sdO3Zg2LBhGDduHG7fvo0//vgDDRs2RHR0tCbGxxhjjLFcRO3EYsGCBfDx8UHv3r3h4uKCRYsWwcbGBitWrNDE+BhjjDGWi+io8+Bv377h5s2bGDNmjNL2evXq4fLlyxn+TmJiIhITExU/f/jwAQDw8eNHdcf6U58/f059vthIpHz7KjjO97dPFfHSxpgbY0sVV5Ox88prrcnY/Hfk1/pncdP+zbH57/iz2FJJi0dEP38gqeHZs2cEgC5duqS0fcaMGeTs7Jzh70yaNIkA8I1vfOMb3/jGtzxwi4mJ+WmuoNYZizQymUzpZyJS2ZZm7NixGDFihOLnlJQUvH37Fubm5pn+jqZ8/PgRNjY2iImJgYmJCcfWYOzcOObcGjs3jpljZ11cjp11cXNz7N9BRPj06ROKFCny08eplVhYWFhAW1sbsbGxSttfvXqFggULZvg7crkccrlcaZuZmZk6Tys5ExMTjf1ROHbWxOXYWReXY2dt7Nw45twaOzeOWdOxf8XU1PSXj1Fr8qaenh7KlSuHU6dOKW0/deoUqlatqt7oGGOMMZbnqH0pZMSIEejatSvKly+PKlWqYPXq1YiOjkb//v01MT7GGGOM5SJqJxbt27fHmzdvMHXqVLx48QLu7u44evQo7OzsNDE+ScnlckyaNEnl0gzHlj52bhxzbo2dG8fMsbMuLsfOuri5ObaUZPTLdSOMMcYYY7+He4UwxhhjTDKcWDDGGGNMMpxYMMYYY0wynFgwxhhjTDKcWLBcJzk5GXfu3MG7d++yeyhqya3jZso+fvyI/fv3IyQkJLuH8j/h/fv3omOsWbMGERER4gfDfsv/xKqQBw8eIDo6Gt++fVPa3qxZM1Fxw8PD4e/vj1evXiElJUXpvokTJwqK+eHDB+zbtw8XLlzA48ePkZCQAEtLS3h6eqJ+/fqiC5Ft2rQJFhYWaNy4MQBg1KhRWL16NVxdXbFt27YcuWx42LBh8PDwgI+PD5KTk1GzZk1cvnwZhoaGOHz4MGrVqiU4tiZfDynHffDgwd9+rNj3taakL+2fnkwmg76+PpycnNC8eXMUKFBAUPyUlBRERkZmuD/WqFFDUEwAaNeuHWrUqIHBgwfjy5cvKF26NB4/fgwiwvbt29G6dWvBsWNiYpT2czc3N0mWEkZERODy5cuIjY2FTCZDwYIFUbVqVRQvXlx0bE3uM3PmzIG9vT3at28PIPW137NnDwoVKoSjR4+idOnSguKWLFkSERERKFiwIGrWrIlatWqhZs2aKFmypOCxZiQxMVHSpaCJiYkIDAxU+SxwcHCQ7Dk0Qp0mZLlNVFQUlSpVimQyGWlpaZFMJlP8W0tLS1Ts1atXk7a2NhUsWJBKly5NZcqUUdw8PT3Vjvf8+XPq3bs3GRgYkIODA7Vv355GjBhB48aNowEDBtAff/xBhoaG5OLiQtu3bxc8bmdnZzpz5gwREV2+fJkMDAxo1apV1LRpU2rZsqXguJlJSkqi27dv09u3bwXHsLa2puvXrxMR0b59+6hIkSIUFhZG48aNo6pVq4oanyZfDynHnfbe/dVN7Ps6zbt372jNmjU0ZswYevPmDRER3bx5k54+fSo4Zq1atcjExISMjIyobNmy5OnpSfny5SNTU1OqVKkSmZmZUf78+en+/ftqx75y5Qo5ODgo7edSvSYFCxakO3fuEBHRf//9R05OThQfH0/Lly+nMmXKqB3v8ePHNGbMGLKzs1MZr1wupzp16tDOnTspOTlZ7djv37+nZs2akUwmIzMzM3J2dqbixYuTmZkZaWlpUfPmzenDhw9qx01Pk/uMg4ODosnlyZMnyczMjE6cOEE+Pj5Ut25dUbFfvHhBW7dupX79+lGJEiVIS0uLChYsSO3btxcc8/jx49S9e3dydHQkHR0d0tLSonz58lGNGjVo+vTp9OzZM0FxL126RB06dCB9fX3S0tKiAgUKkLW1NRkYGJCWlhY5OTnR3Llz6ePHj4LHrkl5OrFo0qQJNW/enF69ekX58uWjBw8e0IULF6hixYp0/vx5UbFtbW1p9uzZEo2UyNLSkvz8/Oju3buZPiYhIYG2bt1KFStWpL///lvQ8xgYGNCTJ0+IiGjUqFHUtWtXIiK6d+8eWVhYCIqZ3tChQ2nt2rVElJpUVKtWjWQyGRkZGdG5c+cExZTL5Ypuen369KGhQ4cSEdHDhw/J2NhY1Hg1+XpoctyaFBQURJaWluTk5EQ6OjoUFRVFRETjx49XvD5CLFy4kFq1aqX0wfbhwwdq06YNLVq0iOLj46l58+ZUr149tWOXLl2a2rZtSw8ePKB3797R+/fvlW5i6OvrU3R0NBERde3alUaPHk1ERE+ePCEjIyO1Yg0ZMoSMjY2pdevWtGnTJgoJCaGPHz/S9+/f6eXLl3TmzBmaPHkylShRgtzc3CgwMFCt+F27diUPDw+6evWqyn1Xr16lUqVKUbdu3dSK+SNN7jPpX+shQ4ZQ3759iYgoLCyMzMzMRMVO8/nzZzp+/Dj16NGDdHR0SFtbW+0Y+/btI2dnZypYsCD17NmTVqxYQQcPHqRTp07Rjh07aMKECVSrVi2Sy+XUr18/evXq1W/HbtasGRUuXJj8/PwoICCA4uPjle6PioqijRs3Uv369alQoUJ08uRJtcevaXk6sTA3N6egoCAiIjIxMaHQ0FAiIjpz5oygbxrpGRsbKw64UlDnjSfk8WksLS3p1q1bRERUpkwZ2rRpExERRUZGqn2QzIgmzi7Y2trSiRMnKCkpiWxsbOjQoUNElHogE3uw0eTroclxa5K3tzeNHDmSiIjy5cuneJ9funSJ7OzsBMctUqRIhmcj7t27R0WKFCGi1LMi5ubmasc2NDSkiIgIwWP7meLFi9OOHTvo8+fPZGlpqfi2fufOHbXH+ueff/72vnvkyBHatWuXWvFNTU0zTCrSXLlyhUxNTdWK+SNN7jOFCxdWnLFwdnamnTt3EhFRaGioqGT86NGjNHr0aKpUqRLp6+tTuXLlaPjw4XTgwAFBZ1MrVKhABw8e/OVZpadPn9LIkSNp3rx5vx172bJllJiY+FuPvXfvXo5MLAS1Tc8tkpOTkS9fPgCpnVmfP3+OEiVKwM7ODmFhYaJit23bFidPnpSsR4qlpaVGH5+mbt266N27Nzw9PREeHq64Tnr//n3Y29sLipleXFwcChUqBAA4evQo2rZtC2dnZ/j4+GDJkiWCYvbs2RPt2rVD4cKFIZPJULduXQDAtWvXRF8j1eTroclxx8fHIyAgIMO5Q0OGDBEV+/r161i1apXKdmtra5XOxur48OEDXr16BVdXV6Xtr1+/xsePHwGkdj7+8f/zOypVqoTIyEg4OTkJHl9mhg0bhs6dOyNfvnywtbVVzI05f/48PDw81Ir1999///ZjGzVqpFbsNDKZTNB9v0uT+0yrVq3QqVMnFC9eHG/evEHDhg0BAHfu3BH1t23cuDEsLS3h5+eHEydO/FaHzp8JDAz8rcdZW1tj7ty5asUeNGjQbz/Wzc0Nbm5uasXPCnk6sXB3d0dwcDAcHR1RqVIlzJ07F3p6eli9ejUcHR1FxXZycsKECRNw9epVeHh4QFdXV+l+sQf3Z8+e4dKlSxlORBMT+59//sH48eMRExODPXv2wNzcHABw8+ZNdOzYUdSYAaBgwYJ48OABChcujOPHj2P58uUAgISEBGhrawuKOXnyZLi7uyMmJgZt27ZVTI7S1tbGmDFjRI1Xk6+HpsZ9+/ZtNGrUCAkJCYiPj0eBAgUQFxcHQ0NDWFlZiX7v6evrKz7o0wsLCxOc0AJA8+bN0atXL8yfPx8VKlSATCZDYGAg/vzzT7Ro0QJA6gHb2dn5t+IFBwcr/u3r6ws/Pz/ExsZmuD+WKlVK8LgHDhyIihUrIiYmBnXr1oWWVupiOkdHR0yfPl1w3C9fvoCIYGhoCAB48uQJ9u3bBxcXF9SvX19QzKZNm6JPnz5Yt24dypcvr3TfjRs30L9/f9GTezW5zyxcuBD29vaIiYnB3LlzFV8MX7x4gYEDBwqOu2DBApw/fx5///03FixYoJjAWatWLbi4uIgac1b49u1bhp8Ftra22TSiX8juUyaadPz4cdqzZw8RpV6XcnFxIZlMRhYWForTmULZ29tnenNwcBAVe/369aSnp0f58uUjOzs7SWP/7BTb69evRcUmIpo0aRKZmppSyZIlydbWlr5+/UpEROvWraPKlSuLjs+IatasSX369KGkpCTFpYro6GiqUaOG4v0uRp8+fahFixb07ds3ypcvHz18+JCePHlCnp6einkiQnz69Il69+5Nenp6ignUenp61KdPH/r8+TMREd2+fZtu3779W/F+nJSd0aRNKSe0JiYmUmhoKH3//l2SeHXr1qUVK1YQUepk2YIFC1LRokVJX1+fli9fLijmu3fvqEGDBiSTySh//vxUokQJKlmyJOXPn5+0tLSoYcOG9O7dO0nGn1sFBwfT0qVLqVWrVqSrq0uFChUSFa9169Y0a9Ysle1z586lNm3aiIodHh5O1atXV+wvaTcp39ea8D+x3DS9t2/fIn/+/JKcEtQUGxsb9O/fH2PHjlV8O5JKixYtsHfvXpW4L1++hLe3N+7duyf6OXbv3q34ll60aFEAqUvUzMzM0Lx5c0Exz5w5gzNnzmSYta9fv17UeN+/f49169YhJCQEMpkMLi4u8PHxEXS6VJ3LPULPLJiZmeHatWsoUaIEzMzMcOXKFbi4uODatWvo3r07QkNDBcVN8/HjRzRq1Aj379/Hp0+fUKRIEcTGxqJKlSo4evQojIyMRMX//PkzHj58CCJCsWLFFN9K1fXkyZPffqyYJZAJCQnw9fXFpk2bAKQuM3d0dMSQIUNQpEgRwWefLCwsEBAQADc3N6xduxZLly7F7du3sWfPHkycOFFUnYzQ0FBcuXJFcemqUKFCqFKlimTLK6XcZ37077//YtWqVXj48CGuXLkCOzs7LFq0CA4ODoKPH2lu374Nf39/nDt3DhcuXMCnT5/g6emJ69evC45paWmJs2fPqlwWu3v3LurUqYOXL18Kjl2tWjXo6OhgzJgxikuq6Qldfqtx2ZzY5AkpKSmUkpIiWbwCBQpQZGSkZPHSq1ixIvXo0UNp24sXL6hkyZLUunVr0fHTZnRn5MqVK4JiTp48mbS0tKhixYrUvHlzatGihdJNjOvXryuWcrVs2ZJatGhBRYsWJXNzc7p586ba8X52JkuqM08WFhYUFhZGRKkT3I4fP05ERCEhIWRgYCA47o/OnDlDf//9N82ZM4dOnTolWdzcZsiQIVSuXDm6cOECGRkZKSazHjhwQNQk8PSrK9q2bUuTJ08motR9SMq/o9Sk3mfSW758OVlYWND06dPJwMBA8Vpv2LCBatWqJThu06ZNKX/+/KStrU3lypUjPz8/OnTokOilt0SpK1nSFgakFxISQvr6+qJiGxoaUkhIiKgY2SHPJRYtW7ZUvFlatmz505tYmzZtInd3d5LL5SSXy8nDw4M2b94sOu7IkSMzPLUmhbi4OHJ1daVhw4YRUeqsZWdnZ2rbtq2gdfM/KlGiBMXFxalsv3jxouDZ6IUKFZLkdc1I9erVqUePHkqnt79//07du3enP/74QyPPKVbdunXpv//+IyKifv36UcWKFWnLli1Uv359qlixYjaPLnOfP3+m8ePHU5UqVahYsWLk4OCgdBNj5syZtG7dOpXt69atE70s3NbWVpEUp18lExERIWqlgoeHBy1evJiio6PJxMSELl++TEREN27coIIFC4oac2b7cnJysiKZEUqT+4yLiwvt27ePiJRf67t37wpaLZRGykTiR+XLl6cpU6aobJ80aRKVLVtWdOwLFy6IipEd8tzkTVNTU8XpIilOy2VmwYIFmDBhAgYPHoxq1aqBiHDp0iX0798fcXFxGD58uODYs2bNQpMmTXD8+PEMJ6ItWLBAcGxzc3OcOHEC1atXBwAcOXIEZcuWxX///SfJZZc//vgD9erVg7+/P4yNjQGkzp5v0qQJpkyZIijmt2/fRFcczcyNGzewZs0a6Oj8366go6ODUaNGqUx+yylmzpyJT58+AQCmTZuG7t27Y8CAAXBycsKGDRtEx586depP7xdaVbZ3794ICAhA165dMzytK8aqVauwdetWle1ubm7o0KEDRo8eLTj269evYWVlpbI9Pj5e1P9h4sSJ6NSpE4YPH47atWujSpUqAICTJ0/C09NTUMyPHz+id+/eOHToEExMTNC/f39MnDhRMXH69evXcHBwQHJysuBxa3KfefToUYb/d7lcjvj4eMFx582bJ2ZYPzVhwgS0bt0aUVFRqF27NoDUS7fbtm3Drl27RMWeM2cORo0ahZkzZ2b4WWBiYiIqvsZkd2aTW9nb2yvWb6e3ceNGsre3FxV76tSpJJPJqGTJklSzZk2qVauW4ubl5SUqdprw8HCysrKizp07S3oZJyUlhVq3bk1//PEHffnyhc6ePUv58uWjRYsWCY45atQomjp1qmRjTM/KyopOnDihsv348eNkZWUlOn5MTAz9888/NHr0aBo+fLjSLadKX0W2TJky5ObmRoaGhmRiYiKoqmwaU1NTunjxooQj/T9yuZwePnyosj0qKorkcrmo2DVq1KAlS5YQESkmsxIRDRo0iOrXry8q9osXL+jWrVtKZxiuXbsm+PT3kCFDyNnZmXbt2kVr1qwhOzs7aty4sWLSdmxsLMlkMlFj1uQ+4+LiQvv37yci5TMWixcvFv3t39/fn5o0aULFihUjJycnatq0qehCiWkOHz5MVatWJUNDQzI3NycvLy/y9/cXHffHatG5ZfImJxYCyeXyDAvyhIeHiz6QmZmZ0YYNG0TF+DFe/vz5VW5yuZxMTEyUtknh27dvVLduXapatSrly5ePli5dKirekCFDyMzMjGrUqEGDBw+W9APa19eXihYtStu3b6fo6GiKiYmhbdu2UdGiRUWtgCAiOn36NBkaGpKbmxvp6OhQmTJlyMzMjExNTSVLELPKhw8fqGXLlqIuSdnb29ODBw8kHNX/cXJyon///Vdl++bNm0VfZrl06RIZGxtT//79SV9fn4YOHUp16tQhIyMjunHjhqjYRKmXVI4fP04JCQlERKISfVtbW6UKt3FxcVSpUiWqV68eff36lWJjY0V/IGlyn1m/fj1ZW1vT9u3bycjIiLZt20bTp09X/Fuof//9l3R0dKhdu3a0ePFiWrRoEbVr1450dXUVlxVzIn9//5/ecqo8tyrE09Pzt09P3rp1S/DzuLu7o1OnTvjrr7+Utk+fPh07duzA3bt3BccuVKgQLly4IEnDIACK2ey/o3v37mrHT19PIM2nT5/QsWNHNG7cGAMGDFBsF1JPwMvLK9P7ZDIZzp49q3bMNN++fcPIkSOxcuVKJCUlAQB0dXUxYMAAzJ49W1RDoYoVK6JBgwaYOnUqjI2NERQUBCsrK3Tu3BkNGjRQel1+pWzZsjhz5gzy58//y/e4mPf1z9y7dw9NmjTB48ePBf3+li1bcODAAWzatElRu0Eqc+bMwd9//42///5b6XT0qFGj4Ofnh7Fjx4qKf/fuXcybNw83b95ESkoKypYti9GjR6tdICu9N2/eoF27djh37hxkMhkiIiLg6OgIHx8fmJmZYf78+WrHNDIywr1795SaVH369An169eHgYEB1q5dCycnJ1GXQjS5zwCpnUinT5+OmJgYAKlFpiZPngwfHx/BMV1cXNC3b1+VS9QLFizAmjVrRK3AcXR0xPXr1xX1PNK8f/8eZcuWxcOHDwXHzq3yXGKR/jr+169fsXz5cri6uiquX169ehX379/HwIEDMWvWLMHPs2fPHrRv3x516tRBtWrVIJPJcPHiRZw5cwY7d+5Ey5YtBceeNWsWXrx4IbhSZVbT0tKCTCZD+rdS+p/T/i2TyUQd0DQpISEBUVFRICI4OTlJ8sFnbGyMO3fuoFixYsifPz8uXrwINzc3BAUFoXnz5mp9QE+ZMgUjR46EoaHhL+eqTJo0SeTIM3bx4kU0bdpUcNt3T09PxWtsb2+vcr1YTEJERBgzZgyWLFmiqNypr6+P0aNHC54TomndunXDq1evsHbtWri4uCAoKAiOjo44efIkhg8fjvv376sds2TJkliwYIFK1c7Pnz+jXr16SEhIwN27dyXZDzWxz6QXFxeHlJSUDOe3qEsul+P+/fsq1TsjIyPh7u6Or1+/Co6tpaWF2NhYlXG+fPkStra2SExMFBwbUF3a6+rqil69eml0DqFYeW7yZvqDau/evTFkyBBMmzZN5TFp2bBQrVu3xrVr17Bw4ULs378fRARXV1cEBgYKnniVJjAwEGfPnsXhw4fh5uamcgDeu3ev4NhHjx6Ftra2SmW/kydPIjk5WVFCVx2PHj0SPB51PX36FDKZDNbW1pLGff78OZ4/f44aNWrAwMBAkQiJYWRkpDioFClSBFFRUYryu3FxcWrFSntfJycno1atWihVqhTy588vanyZ+TGhJSK8ePEC//77Lxo0aCA4blp1TU2QyWSYM2cOJkyYgJCQEBgYGKB48eKStLC+desWdHV1FWcnDhw4gA0bNsDV1RWTJ0+Gnp6eoLgnT57EiRMnFLVe0hQvXlytGh3p1atXDxs2bFBJLPLly4cTJ04oyspLQRP7TPpqpBYWFnjy5AkWLVoEV1dX1KtXT3BcGxsbnDlzRiWxOHPmDGxsbATFPHjwoOLfP5YJT05OxpkzZ0SXOL9x44bibFPFihVBRFiwYAFmzJiBkydPomzZsqLia0yWX3zJQiYmJhQeHq6yPTw8nExMTLJhRL+nR48eP72J4eHhQUeOHFHZfuzYMSpVqpSo2JqSnJxMU6ZMIRMTE8XkJVNTU5o6daroJbJxcXFUu3ZtxWSotMlivXr1ohEjRoiK3bx5c1q9ejURpS4hdnJyounTp1PZsmXJ29tbcNzMJipK5ceaG46OjlSpUiUaO3Zsjm3TnEbK+QppypcvT7t37yai/5sM2rFjR3JychI1pyBfvnyK41P6iYqBgYFUoEABQTHfvn1L9+7dy/T+T58+ib42r8l95sdqpFZWVqKrkRKl1sfQ09Oj/v370+bNm+nff/+lfv36kVwup5UrVwqK+WOF1/Q3PT09cnZ2VjQeFCo3LocnyuOTNwsWLEjr169X2b5+/XpBs5d/bPf8s1tOpa+vT48ePVLZ/ujRIzI0NJTkOSIjI2nw4MHk7e1NderUIV9fX1EFv8aMGUOWlpa0fPlyCgoKojt37tA///xDlpaW9Ndff4kaa9euXal+/foUExOjdHA/ceIEubq6ioodFRWl6K4bHx9PAwYMIA8PD2rZsiU9fvxYcNzy5cvT6dOnRY0tr9Hkh52JiYni/Tt79mxFW/eLFy9S0aJFBcdt1KgRjR8/noj+b7VJcnIytW3bVpJidZqiyX3G3NxckRitWbOGSpUqRcnJybRz504qWbKkqNh79+6latWqUYECBahAgQJUrVo1xQoUMezt7SVph5ARfX39DFcI3b9/P0cXUcvTicWsWbNILpfToEGD6N9//6V///2XBg0aRAYGBoIKUGlpadHLly+JiDJcApQblgEVLFgwwz4pp06dIktLS9Hxjx8/Tnp6elSxYkUaPnw4DRs2jCpWrEhyuVxwe9/ChQvTgQMHVLbv379f0W5bqIIFC9KdO3eISPlb48OHDyVpI68JJ06coDJlytChQ4fo+fPnOTqpzZ8/v+Kgm9nqJClWJGnyw87Y2FhxZqFOnTqKpdNPnjwRVVnx/v37ZGlpSQ0aNCA9PT1q06YNubi4UMGCBTVWeVcKmtxncms10jRfvnyRNJ6ml8NrSp6bY5HemDFj4OjoiMWLFyuK57i4uGDjxo1o166d2vHOnj2LAgUKAADOnTsn6VjTc3Bw+Om1SjGzjJs1a4Zhw4Zh3759KFasGIDUCUx+fn6iux4Cqa/58OHDMXv2bJXto0ePFnSN9+3btxn2OChZsiTevn0reKxAapGjjCadxcXFSXJ9XhPS5jk0a9ZM6X1CEk2QbdmyZYbvP5lMBn19fTg5OaFTp04oUaLEL2MtXLhQUSht0aJFosb1M5qYr5CmfPnymD59OurUqYOAgACsWLECQOrcooIFCwqO6+rqiuDgYKxYsQLa2tqIj49Hq1atMGjQIBQuXFjUmDVJk/uMk5MT9u/fj5YtW+LEiROKVRyvXr3KscWgUlJSMGPGDKxcuRIvX75U9JKZMGEC7O3tRa1mad++PXx8fDBv3jxUrVpVsUhg5MiRknSj1pjszmxyqydPnmR4/TYlJUV0ydxFixYp3f7++2/q1KkTFShQQHSp7/fv31PlypVJR0dHcQ1dR0eHvLy8JOl6KJfLM5zXEhYWJri+R8WKFcnX11dl++DBg6lSpUqCYqaR+nR0VnxD1/Ta9u7du5OpqSnZ2dlRq1atqGXLlmRvb09mZmbUrl07KlGiBMnlco0VuxJCE/MV0gQFBZG7uzuZmJgovkETpb7/OnbsKCp2bqTJSzi7du0iXV1d0tLSorp16yq2z5w5kxo0aKBWrF/tf1KdLZsyZQo5OjrSli1blPqb7NixQ3RH58TERBoyZIhSR2C5XE7Dhg1TdI7OifLcctMfvX//Hrt378bDhw/x559/okCBArh16xYKFiwoamWBtrY2Xrx4obLE6M2bN7CystLIssp//vkHN27cEF22mYhw6tQpBAUFwcDAAKVKlUKNGjUkGaONjQ0WLFiAtm3bKm3fuXMn/vzzT0RHR6sdMyAgAI0bN4atrS2qVKkCmUyGy5cvIyYmBkePHsUff/wheLwPHjxArVq1UK5cOZw9exbNmjXD/fv38fbtW1y6dElxVud3bdq0CR06dIBcLv9l/RAhNUOywpgxY/Dx40csW7ZMUeY9JSUFQ4cOhbGxMWbMmIH+/fvj/v37uHjxolqxU1JSEBkZmWGXWjHvwcaNG6Ns2bKYNm0ajI2NERwcDDs7O3To0AEpKSnYvXu3oLjJycm4ePEiPDw8FGcr03z9+hXa2toqq7Z+V0b1X4D/OzNka2ubI8+aSb3P/Cg2NhYvXrxA6dKlFe+/wMBAmJiYqNWdVdP1e9I4OTlh1apV8Pb2VtSrcXR0RGhoKKpUqSJ4eXZ6ml7aK7nszWs0KygoiCwtLcnJyYl0dHQUmeT48eOpa9euomLLZDJ69eqVyvbHjx9LNgnyR1FRUaKaHmWFKVOmkJmZGc2ePZvOnz9PFy5coFmzZpGZmRlNmzZNcNxnz57RX3/9pfgGPW7cOHr27JkkY37x4gVNnDiRGjduTA0bNqRx48bR8+fPRcX8/v07bdy4kV68eCHJGH/07t07mjdvHvn4+FDv3r1pwYIF9P79e0lip++eml5YWJiiEVRwcLDaTeWuXLlCDg4OGc6iFzsvSZPzFTS1Cif9PK2MSjfL5XLq1q2b4Ov2kZGRNG7cOOrQoYNibtixY8d+umrkd2lqn9HW1qa7d++KHh8R0fDhw+nz589ERBQQEKC0skJK+vr6isnY6c+W3b9/X/J5Wh8+fKB9+/ZprIKtVPJ0YuHt7U0jR44kIuU/+KVLl8jOzk5QzLQy0lpaWtSvXz+l0tJDhgyhSpUqUdWqVaX6LyiZM2eOoHEvXrxYcXBavHjxT29ipaSk0IIFC8ja2lpxsLS2tqZFixZJ2pMkNzAwMBC1+iMzmmxbTZR6CjmjybIHDhwgMzMzIkpdsp32799VunRpatu2LT148IDevXtH79+/V7qJpYkPOyLNrcLZv38/lShRgtauXUvBwcEUFBREa9euJRcXF9q+fTtt2bKFihYtSn5+fmrH9vf3JwMDA6pTpw7p6ekpjn1z5szJ0StOHB0dFRNDxdLR0aHY2FgiUp54L7Vy5copysmn/5yZPHkyVa9eXVTstm3bKloiJCQkUPHixUlXV5d0dHQUS6Bzojw9efP69etYtWqVynZra2vExsYKinn79m0AqZcT7t69q1QcR09PD6VLl8aff/4pbMD/348lm4kIsbGxeP36NZYvX652vIULF6Jz587Q19fHwoULM32cTCbDkCFDBI05fYzhw4dj+PDhig6caZP31BEcHAx3d3doaWlleso4jbplwn8VT0zs9CpVqoTbt2/Dzs5OcIyMDB8+HM2aNVPqMJmUlITevXtj2LBhOH/+vKj4Xbt2hY+PD/766y9UqFABMpkMgYGBmDlzJrp16wYg9fJUWrGv3xUREYHdu3erFCmSQnR0NGxsbDKsShodHQ1bW1vBsWfMmIE///wT06ZNQ7ly5WBkZKR0v9BJhTNmzMDixYuVitWVKlUKRYsWxYQJExAYGAgjIyP4+fmp3Z1zzJgxmD59OkaMGKG0/3l5eWHx4sVqjzWr9pnx48dj7Nix2LJli8qlJ3XZ29tjyZIlqFevHogIV65cybSonJjLcJMmTULXrl3x7NkzpKSkYO/evQgLC8PmzZtx+PBhwXGB1M7Q48aNAwDs27cPRIT3799j06ZNmD59Olq3bi0qvsZkb16jWVZWVnTr1i0iIpUlaGLWnxOlFrHS1NK+yZMnK92mTp1KK1asENzxMDu8evWKLly4QBcvXhS0xlsmk6ks7f3x9LnQU+jp4/24VPjHbWLs3LmTHB0daenSpXT58mUKCgpSugml6bXtSUlJNH36dCpUqJDiNSlUqBDNmDGDkpKSiCh18nJMTIxacb28vOjYsWOix5eRzL6RxsXFif47/vh+k2ppeWZ/x5CQEMUy1kePHgn6mxoZGSku36Q/9j169EjQJOqs2mfKlClD+fLlI7lcTs7OzuTp6al0U8e+ffuoYMGCPz1+SFUe4Pjx41SjRg0yMjIiAwMDqlatWobLRNWlr69P0dHRRJS6pHr06NFElLr/5dTl8ER5/IxF8+bNMXXqVOzcuRNA6rfp6OhojBkzRnSmJ3YCZWaSkpJgb2+P+vXro1ChQpLG/v79O0qUKIHDhw/D1dVV0thp4uPj4evri82bNysm52lra6Nbt25YunTpb086evToESwtLRX/llL6eLdv38aff/6JkSNHKvrJXLlyBfPnz8fcuXNFPU/79u0BQOkskBR9U0xMTBAdHa0ykS0mJkbQ2aEfaWtrY9y4cRg3bhw+fvyoeM70hJwB8PX1hZ+fH2JjY+Hh4aEy6VHMN13KpJz058+foa+vLzguoLml5SVLlsTs2bOxevVqxZnP79+/Y/bs2Yq/7bNnzwQtaTUzM8OLFy+UmpEBqe93IZPWs2qfkbLse4sWLdCiRQt8/vwZJiYmCA8PVxxTpFa/fn2VNglSsLGxwZUrV1CgQAEcP34c27dvBwC8e/dO9Ptao7I7s9GkDx8+ULVq1cjMzIy0tbXJxsaGdHV1qUaNGopJPWIEBgbSyJEjqX379tSyZUulmxiaujZPRFSkSBGNTvzp27cvOTo60tGjRxUFm44cOULFihWj/v37a+x5hapQoUKGJc6PHDlCZcuWFRX78ePHP70Jpcm21ZqU2bdFMd8as3POk1iXLl0ic3NzsrS0VFSptbKyInNzc7py5QoRpbZ9nzt3rtqxR44cSdWrV6cXL16QsbExRURE0MWLF8nR0VFpyawQmtxnNOH79++0YcMGtc+w5QT//PMP6ejokJmZGZUuXVrRwmDJkiVUq1atbB5d5vL8clMgtbDVrVu3FO2O69SpIzrm9u3b0a1bN9SrVw+nTp1CvXr1EBERgdjYWLRs2VLUGQ0vLy8MHTpUI02bZs+ejdDQUKxdu1ZxfV5KFhYW2L17N2rVqqW0/dy5c2jXrh1ev36tdsxNmzbBwsICjRs3BgCMGjUKq1evhqurK7Zt2yZqDoOBgQFu3boFFxcXpe0hISEoW7Ysvnz5Iji2pmi6bTUA7N69Gzt37kR0dLSiW2gaoV1If1WoSsjf0cvLC0DqnI8qVaqozHmyt7fHn3/+ieLFi6sdO82v5qyIuT7/+fNnbNmyBeHh4SAilCxZEp06dRJ95un79+/o0aMHtm/fDiKCjo4OkpOT0alTJ2zcuBHa2tqCY+fGfcbQ0BAhISGSz3fKCjdv3kR0dDTq1q2LfPnyAQCOHDkCMzMzVKtWLZtHl4nszWtyLw8PD1q2bBkR/d81zJSUFOrTpw9NnDhRVGxNXZsnImrRogUZGxtT4cKFqV69epKeaSFKPduS0RmRe/fuCV6G6+zsrChDfvnyZTIwMKBVq1ZR06ZNRY/Z09OTOnXqpLSk7+vXr9SpUye1r+lmROq+KenFx8crVhPEx8dLEpModeVQvnz5aNCgQaSnp0f9+vWjOnXqkKmpqejeLJqiyTlPmZ1pkWJOgaZFRUXRrl27aMeOHRkWrhNCk/tMZq0SxL7WtWrVkqQvSFb69u0bOTg40P3797N7KGrL82csAgMD4e/vn2FBngULFgiOa2RkhPv378Pe3h4WFhY4d+4cPDw8EBISgtq1a+PFixeCY6cVhUlPimvzANCzZ8+f3i927oi3tzfMzc2xefNmxTXAL1++oHv37nj79i1Onz6tdkxDQ0OEhobC1tYWo0ePxosXL7B582bcv38ftWrVEnQWJE1gYCCaNm2KlJQUlC5dGgAQFBQEmUyGw4cPo2LFioJjnzhxAs2aNUOZMmVQrVo1EBEuX76MoKAgHDp0SHAL6169emHx4sUq32rT5resX79e8JiB1Gv/kyZNQseOHZUK/kycOBFv377FsmXLfjvWwYMH0bBhQ+jq6iq1mc6IFCXlNeHDhw9KP3///h23b9/GhAkTMGPGDHh7ewuOHR4enunxaeLEiYLjapIm95kDBw4o/Zz2Wm/atAlTpkwRXB57165dinYDGa3sETO/R5Osra1x+vRplbNDOV2eTixmzpyJ8ePHo0SJEihYsKDS5C6ZTIazZ88Kjm1jY4OjR4/Cw8MDpUuXxpgxY9CxY0dcuXIFDRo0UDkYqUMTp4yzyr1799CgQQN8/foVpUuXhkwmw507dyCXy3Hy5Em1lygCgJWVFU6cOAFPT094enpi+PDh6NatG6KiolC6dGl8/vxZ1JgTEhKwZcsWhIaGgojg6uqKTp06qRx81OXp6Yn69etn2Dfl5MmTgi8pZFb1NS4uDoUKFVJcHhEq/WljKysrnDp1CqVLl0ZERAQqV66MN2/e/HYsLS0txMbGwsrKKsOEOY0UPU6y2vnz5zF8+HDcvHlT0O+vWbMGAwYMgIWFBQoVKqRyfBL6/gCANm3aoHz58hgzZozS9r///huBgYHYtWuX4NiA5vaZzGzduhU7duxQSTx+lya/rGmSpi9da0y2nSvJAlZWVrRhwwaNxO7YsSPNnz+fiIimT59OlpaW1Lt3b7Kzs5PkkoKmZNYT5MOHD+Tl5SXJcyQkJNDq1atpxIgRNHz4cFqzZg0lJCQIjtepUycqW7Ys+fj4kKGhIcXFxRFRasEmNzc3ScasCVL3Tfnw4QO9f/+eZDIZRUZGKnU0ffv2LW3atIkKFy4setwODg6KQlvly5enlStXElHqMm2xfRXykgcPHoha8mdra0uzZ8+WcET/x8LCgoKDg1W2BwcH5+iumJmJjIwUVdFYUxOpf2XKlCkUEBAg+Pc1felaU3JRCqQ+LS0tjU1uWbZsGb5+/QoAGDt2LHR1dXHx4kW0atUKEyZMEB0/KioKixYtQkhICGQyGVxcXDB06FDRdfj9/f1VJuMBqX0PLly4ICo2kNorxdzcHH369EF0dDTWrl2LsLAw3LhxQ3BPj3/++Qfjx49HTEwM9uzZA3NzcwCpk5qEdPjLqtPzlpaWuHPnjsrEwTt37qicbfgdZmZmkMlkkMlkcHZ2VrlfJpNlWCBKXbVr18ahQ4dQtmxZ+Pj4YPjw4di9ezdu3LiBVq1aiY6f2/xYHIqI8OLFC8yePVtxKUCId+/eqfTUkcrnz5+VJrKm0dXVVSwhVkd2XtL68uULli5dqtK5Vh3ZdZZ3w4YNmD17Nry9vXHo0CG1f9/MzCznFsH6iTx9KWTu3Ll4/vy5Rts1a4Imrs2nHRzLlCmj1P4dSG20dPz4caxatQqPHz8WNOa7d++iadOmiImJQfHixbF9+3Y0aNAA8fHx0NLSQnx8PHbv3q2RlS7qyqrT81OnTsXChQsxZswYpZbHc+bMgZ+fH8aPH69WvICAABARateujT179ij9DfX09GBnZ4ciRYoIHm+alJQUpKSkKE697ty5ExcvXoSTkxP69++f4QfW74qPj0dAQECGq03EVn3VFC0tLcVp8/QqV66M9evXq9UYKz0fHx9UqFAB/fv3l2KYSipUqICmTZuqzNOYPHkyDh06pPblm6zaZ/Lnz69SdfjTp08wNDTEli1bRCUt//77L1auXIlHjx7hypUrsLOzw6JFi+Dg4IDmzZsLjvsrX79+RUBAgEbqXORUeTqxSElJQePGjREeHg5XV1eVgjx79+4VHPvo0aPQ1tZWebOcPHkSycnJaNiwoeDYmrg2n3ZwBKBygARSl5AtXboUvXr1EjTmhg0bQkdHB6NHj8aWLVtw+PBh1KtXD2vXrgWQWhzp5s2buHr1qtqxjx8/jnz58qF69eoAUs9grFmzBq6urvjnn38yLdOb3YgIixYtwvz58/H8+XMAQJEiRTBy5EgMGTIkw4JOv+PJkyewtbUV/PvZ5fbt22jUqBESEhIQHx+PAgUKIC4uDoaGhrCyssLDhw9FxdfUB8ePc560tLRgaWkpukDRrFmzsGDBAjRu3DjDgmFiEq2DBw+idevW6NSpE2rXrg0AOHPmDLZt24Zdu3bliAQ/Iz92JE17rStVqiRqP1+xYgUmTpyIYcOGYcaMGbh37x4cHR2xceNGbNq0SWNF0KSQlJQEf39/REVFKZYiP3/+HCYmJorlpzlONl2CyRIDBw4kuVxODRo0oO7du1OPHj2UbmJ4eHhkWCTm2LFjVKpUKVGxpb42T5R6jfHRo0ckk8no+vXrStcXnz9/rijVLJS5ubliKeynT58Uz5MmJCRE7W6Yadzd3RWvdXBwMMnlcho7dixVqlRJ9N/x0aNHon7/d338+JE+fvwoSayAgICf3qRw/vx56ty5M1WuXJmePn1KRKnFmi5cuCA4Zs2aNalPnz6UlJSkWKIdHR1NNWrUoD179oga7/Lly8nCwoKmT59OBgYGihLWGzZsyLGFhOzt7TO9OTg4iI5/+PBhqlq1KhkaGpK5uTl5eXmRv7+/6LhZtc9IycXFhfbt20dEyiXO7969q+jYK4Ym9hei1ON2yZIlydDQkLS1tRXjHjp0KPXr10/0uDUlTycW+fLlo8OHD2sktr6+foY72KNHj0S3TS9atCjt3LlTZfuOHTvIxsZGVGxNSd/bg0h55yUiio2NFbwO3cjISPFaT5o0SdGd8ebNm1SwYEHhg6bUcVerVo1WrlxJb968ERXrR5qaKKvpugq7d+8mAwMD6t27N8nlcsXf8Z9//qGGDRsKjmtqakqhoaGKf6fVO7l69SqVKFFC1Jg1/cHh7+9PTZo0oWLFipGTkxM1bdqUzp8/LzpubqTJfYaI6N27dzRv3jzy8fGh3r1704IFC0R3v82stXl4eLiiL4tQmtpfiIiaN29OXbp0ocTERKVx+/v7k5OTk6jYmpT5xbI8oECBAqInO2bG1NQ0w1O3kZGRopdc9enTB3379sWcOXNw4cIFXLx4EbNnz0a/fv3Qt29fUbE16cdT81KdqtfT00NCQgIA4PTp06hXrx6A1L+vkIlo6d24cQNVqlTB9OnTUaRIETRv3hy7du1CYmKi6HFraqLsu3fvlG6vXr3C8ePHUaFCBZw8eVLMkAEA06dPx8qVK7FmzRql0/NVq1YVtQRSV1dX8Z4oWLAgoqOjAaTuS2n/FurRo0fw9PRU2S6XyxEfHy8q9pYtW1CnTh0YGhpiyJAhGDx4MAwMDODt7Y2tW7eKig2kVlINCwsTvUw4q2hyn7lx4waKFSuGhQsX4u3bt4iLi8OCBQtQrFgxUe89BwcH3LlzR2X7sWPHRPdN0tT+AgAXL17E+PHjVeY12dnZ4dmzZ6Jia1R2ZzaatH79emrXrp2kVQnT9OnThzw8PJSqKEZERFCpUqXIx8dHVOyUlBRasGABWVtbK76RWltb06JFiyglJUXs0DVCJpNRo0aNFMugdHR0lJZHNWrUSPC36aZNm1L9+vVp6tSppKurqzjVeOLECSpevLgk409JSaGzZ89S7969KX/+/GRiYkI9e/YUFCutQqpMJqNz584pVU29desWzZw5k+zs7CQZd3oBAQGS9GowMDBQnCFK/y0pKipK8KU4IqK6devSf//9R0RE/fr1o4oVK9KWLVuofv36VLFiRVFjdnFxUVRWTD/mxYsXi35NSpYsSQsWLFDZPn/+fCpZsqTguPHx8dSrVy/S1tZWOs3t6+tLs2bNUjte/vz5FZ2EzczMKH/+/JnepCDlPpOmevXq1KNHD/r+/bti2/fv36l79+70xx9/CI67fv16sra2pu3bt5ORkRFt27aNpk+frvi3GJraX4hS/6ZplTfTx75w4UKOXjacpxOLMmXKkLGxMeXLl4/c3d1FteD90fv376ly5cqko6OjuC6qo6OT6envXzlw4AB9+/ZNZbuU1+Y16cf5K5ndhHjy5Ak1btyYSpUqRWvXrlVsHzZsGPn6+kr1X1C4efMmlSlTRnAilP7SREaXLQwNDWndunUSj1p8XYU0jo6OdOrUKSJSPpht2rSJXFxcBMe9fv06nT17loiIXr16RQ0bNiRjY2Py9PSkO3fuiBqzJj849PT0KCIiQmV7RESEqA+OIUOGULly5ejChQtkZGSkeJ0PHDhAZcqUUTvexo0b6evXr4p//+wmNbH7TJrMWsnfv39fUPv49FavXk22traK/bBo0aJKxxOhNLW/EBG1a9eO+vTpo4j98OFD+vTpE9WuXVv0/DJNytN1LDQ589nU1BSXL1/GqVOnEBQUBAMDA5QqVUpwQ6KWLVsiNjYWlpaWSpUVpWiDnRU01UYeSG3RffjwYZXtCxculOw5YmJisG3bNmzduhV3795FlSpV1Cpdnd6jR49ARHB0dERgYKBSq2Y9PT1YWVmJagKlqboKafr164ehQ4di/fr1kMlkeP78Oa5cuYI///xTcJlpIoKlpaWi8qqlpSWOHj0qeqxpevbsiaSkJIwaNQoJCQno1KkTrK2tsXjxYnTo0EFUbBsbG5w5cwZOTk5K28+cOQMbGxvBcffv348dO3agcuXKSpcNXV1dERUVpXa87t27Z/hvTZFyn0ljYmKC6OholSW8MTExoo+Fffr0QZ8+fRAXF4eUlBRBtWQyoon9Jc3ChQvh5eUFV1dXfP36FZ06dUJERAQsLCywbds2ScavEdmc2LD/r2DBgnTw4EEiSv3G++rVq2weUc4SGRlJ48aNow4dOigmiR47dozu3bsnKu6qVauoRo0apK2tTa6urjRjxowcP+s9fbvx9LcqVapk+G1PiL/++osMDAwUsfX19Wn8+PGC4yUnJ5Ourq5kjbB+5vXr10oTicVavnw56enpUf/+/Wnz5s3077//Ur9+/UgulyuqkgqRfvVK+m+6d+7cIRMTE9HjTkpKot27d9O0adNo+vTptHfvXtGrv4g0u8/4+vpS0aJFafv27RQdHU0xMTG0bds2Klq0KA0dOlRw3MmTJ0vW/C8jUu8v6SUkJNC6deto0KBBNGDAANGVjLNCnq5jIbUlS5agb9++0NfXx5IlS376WHXXoE+ePBlTp079rQmP6hag+bHozM+8fftWrdhZISAgAA0bNkS1atVw/vx5hISEwNHREXPnzkVgYCB2794tOLaNjQ06dOiAzp07o0yZMtINGsDmzZt/en+3bt0ExdVUXYUfJSQk4MGDB0hJSYGrq6voNfNubm5Yt24dKleuLNEIs86+ffswf/58hISEAABcXFwwcuRIUfUxatasiTZt2sDX1xfGxsYIDg6Gg4MDBg8ejMjISBw/flxw7MjISDRq1AjPnj1DiRIlQEQIDw+HjY0Njhw5ImpSuyb3mW/fvmHkyJFYuXKlYjKrrq4uBgwYgNmzZ0MulwuKW6pUKdy/fx8VKlRAly5d0L59e6UziVKQen/JzTixUIODgwNu3LgBc3NzODg4ZPo4mUwmqNhPaGgoIiMj0axZM2zYsAFmZmYZPk7dg1n6ojNv3rzB9OnTUb9+fVSpUgUAcOXKFZw4cQITJkzA8OHD1R63plWpUgVt27bFiBEjlLptXr9+HS1atBA1O5r+fxMiTfixoM/379+RkJAAPT09GBoaCk7iNm/ejPbt26scZL99+4bt27cLTlg07ciRI5g9ezZWrFgBd3d3SWO/fPkSf/75J86cOYNXr16pFIHLiU2mLl++jAYNGqBz587YuHEj+vXrh/v37+PKlSsICAhAuXLlBMdu1KgRiAj//fefokLrmzdv0KVLF2hpaeHIkSOCY2tyn0mTkJCAqKgoEBGcnJxgaGgoOub9+/fx33//Yfv27Xj69Cnq1KmDLl26oEWLFpLE15SwsDAsXbpU0d6hZMmSGDx4sOCKr1mBEws1fPjwAaamphp/nilTpmDkyJEaebO3bt0aXl5eGDx4sNL2ZcuW4fTp09i/f7/kzylWvnz5cPfuXTg4OCglFo8fP0bJkiUVPVtyg4iICAwYMAAjR44UXOI3s+6mb968gZWVlaAPUXV6gAitWJs/f34kJCQgKSkJenp6MDAwULpfzNmyhg0bIjo6GoMHD0bhwoVVPviEnFl49+4dtmzZgu7du8PExETpvg8fPmDz5s0Z3qeOu3fvYt68ebh58yZSUlJQtmxZjB49Gh4eHoJjAoCRkRGuXr2qEicoKAjVqlUT3RFYasnJybh//z6KFy+u8r748uULIiIi4O7u/tNy4uq4dOkStm7dil27duHr16+ilq23bNkyw0RLJpNBX18fTk5O6NSpE0qUKKF27N27d6Njx44oX7684ovg1atXcf36dWzdulVjvWbEytOTN6VWoEABxQG9du3a2Lt3b6ZnFcSYNGmS5DHTnDhxAnPmzFHZXr9+fZUWyzmFmZkZXrx4oXKW6Pbt27C2ts6mUQlTvHhxzJ49G126dEFoaKigGJl9Y3z69KngxDcrEuaFCxdq7JvuxYsXceHCBUlPzS9btgzBwcHw9fVVuc/U1BQXLlzAx48fMW7cOMHP4eHhoVLGWgpyuRyfPn1S2Z5Zc7Ls9u+//2LZsmW4du2ayn16enro1asXhg0bhi5dukjyfEZGRjAwMICenl6Gr5M6TE1NsX//fpiZmaFcuXIgIty+fRvv379HvXr1sGPHDsyZMwdnzpxRuynmqFGjMHbsWEydOlVp+6RJkzB69Ogcm1jw5E01mJiYKKoF5tYJlra2tjR37lyV7XPnziVbW9tsGNGvjRw5kqpXr04vXrwgY2NjioiIoIsXL5KjoyNNnjw5u4entlu3bpGxsbHav1emTBny9PQkLS0t8vDwUFo6XapUKTI2Nqa2bdtqYMQ5n4uLC926dUvSmKVLl6bTp09nev/p06fVXhaavtX9r25idO3aldzc3Ojq1auUkpJCKSkpdOXKFXJ3d6fu3buLiq0J1atX/+my4B07doiqY0FE9PDhQ5o+fTq5uLiQtrY2eXl50Zo1a0RX9Rw9ejQNGDCAkpOTFduSk5Np8ODBNHbsWEpJSaG+fftStWrV1I5tYGCQ4VLn8PBw0ctvNSnPnbEYMWLEbz92wYIFasWuU6cOvLy84OLiAiD1FFhm2f/Zs2fVip1VpkyZAh8fH/j7+yudWjt+/LiiYVhOM2PGDPTo0QPW1tYgIri6uiI5ORmdOnVSu0NoVvqxvTT9/2Why5YtU/ubC/B/y6fv3LmD+vXrK00O09PTg729fY5usayJSzhpFi1ahDFjxmDVqlWwt7cXOdJUUVFRKi3v0ytevLjay0LNzMx+edaG/v8ZKTGvx5IlS9C9e3dUqVJFUQ0yKSkJzZo1w+LFiwXH1ZSwsLCfTuqtUKGCYuKsEFWqVEFgYCA8PDzQs2dPxXJkKaxbtw6XLl1SukyjpaUFX19fVK1aFTNnzsTgwYPxxx9/qB27Vq1auHDhgspS54sXLwqKl1XyXGJx+/bt33qckFOyW7ZswaZNmxAVFYWAgAC4ubnl6Ek/GenRowdcXFywZMkS7N27V/FBfenSJVSqVCm7h5chXV1d/Pfff5g2bRpu3bqFlJQUeHp6/vSgr67Xr18jLCwMMpkMzs7OomaMp32A/lhHRSaTwdLSErVr18b8+fPVjpt2icze3h7t27eXdBWIp6fnb+8TQssUUybTuRITEwWdnv9xtVN8fDyKFSsGQ0NDlU6hQuZvaGtr4/nz57C1tc3w/ufPn6t9zT+rumiamZnhwIEDiIiIQGhoqGI///EDKqeIj4//6TyHT58+Kcr6C+Hl5YW1a9cq6qhIKSkpCaGhoXB2dlbaHhoaqkgO9fX1BX3mNGvWDKNHj8bNmzcVidfVq1exa9cuTJkyRenLi5iW8lLjyZsCeXl5Yd++fRqZY8F+Ljk5GXfv3oWdnZ3olunx8fHw9fXFv//+qzgIaGtro1u3bli6dKmgxFFLSwuxsbGSFeDJClOmTPntx6o7Byhtafbw4cMxbdo0pTMtycnJOH/+PB4/fvzbXwrSqDM3QUjBKC8vL1SqVAmzZ8/O8P7Ro0cjMDAwR7fc1gRNrMApU6YM+vfvj/79+2d4//Lly7F69eoM+32oIy4uDjKZDObm5qLipDdkyBBs27YNf/31FypUqACZTIbAwEDMnDkTnTp1wuLFi7F27Vps3LgRFy9eVCv27yauYs9wSY0Ti1xm8+bNqFatmqh16CkpKYiMjMSrV6+QkpKidJ/QyqGaNGzYMHh4eMDHxwfJycmoWbMmLl++DENDQxw+fBi1atUSHLtfv344ffq00uWJixcvYsiQIahbty5WrFihdszcmFhoUtqk2ydPnqBo0aJKVUfTLuFMnTo1x50x27NnDzp06ICFCxdiwIABinEnJydj+fLl8PPzw9atW9GmTZvfjvlj1dSfKVWqlNpjTpOcnIyNGzcqPvx/3M/FXKrVxAqcuXPnYu7cuTh79qzK/zsoKAje3t4YNWoURo0apXbs9+/fY9y4cdixYwfevXsHIPVsV4cOHTB9+nTRXw6Tk5Mxe/ZsLFu2DC9fvgSQ2mTP19cXo0ePhra2NqKjo6GlpYWiRYuKeq7cIs8nFtevX8euXbsQHR2t0mlS3WVzI0aMwLRp02BkZPTLuRzqzt/4XVpaWtDV1UXfvn2xdOlStX//6tWr6NSpE548eaLyTSOnZb1pihYtiv3796N8+fLYv38/Bg4cCH9/f2zevBnnzp3DpUuXBMe2sLDA7t27VZKTc+fOoV27dnj9+rXaMbW0tLBp06ZfrrTISacuM3Lz5k3F2nlXV9cMu4eqw8vLC3v37hV9likjmpq/MW7cOMyaNQvGxsZwdHSETCZDVFQUPn/+jJEjR2Z6NiMzWlpakMlkmV4WSiN2Xxw8eDA2btyIxo0bZ/jhL6YcvrGxseQrcL5//4569erh4sWLqFOnDkqWLAmZTIaQkBCcPn0a1apVw6lTp1Qucf3K27dvUaVKFTx79gydO3eGi4sLiAghISHYunUrbGxscPnyZcnek2mXc8QsQc7M06dPUaRIEcmW3GpSnptjkV5asaB69erh1KlTqFevHiIiIhAbG4uWLVuqHe/27dv4/v07gNTrzJouEpORlJQUPH78GCdOnBD0+/3790f58uVx5MiRDA84OVFcXBwKFSoEADh69CjatWsHZ2dn+Pj4/LIC6q8kJCSgYMGCKtutrKxEXdP91an3nJrEAcCrV6/QoUMH+Pv7w8zMDESEDx8+wMvLC9u3bxc8/0STlwyknr+RZsaMGWjevDn+++8/REZGgohQo0YNdOrUCRUrVlQ73qNHjwSPRR3bt2/Hzp070ahRI8lj29jY/DIxUpeuri5OnjyJhQsXYuvWrTh//jyICM7OzpgxYwaGDRumdlIBAFOnToWenh6ioqJU9vOpU6eiXr16mDp1qui+Q0lJSfD390dUVBQ6deoEIHUOjomJiWQVOF1dXXHnzh04OjpKEk+jsnQNShbz8PCgZcuWEdH/1eJPSUmhPn360MSJE7N5dNnD0NAww+VLOZmtrS2dOHGCkpKSyMbGhg4dOkRERPfu3SMzMzNRsWvXrk1t27alL1++KLYlJCRQ27ZtydvbW1BMmUwmaa+KzCQmJlJoaKhSi2kptGvXjsqVK6dYWk2U2l2yfPny1KFDB0mfS6zFixfT4sWLSUtLi2bMmKH4efHixbRgwQJq0aKFoE6huV3hwoUpLCxMI7FPnDhB9erVy/E9dYiI7Ozs6Pjx45nef+zYMbKzsxP1HI8fP6aSJUuSoaEhaWtrK3q+DB06lPr16ycqdnrp+8nkdHk6sTA0NFS8+c3NzSk4OJiIUttLFypUSFTsnj17ZtjO/PPnz9SzZ09RsW/evKkYKxHR/v37qXnz5jR27FhKTEwUFdvLy4uOHTsmKkZWmzRpEpmamlLJkiXJ1tZW0Rp63bp1VLlyZVGxg4ODydramszNzal27drk7e1N5ubmZG1tLbjBmZaWlkYTi/j4eOrVqxdpa2srHch8fX1p1qxZouObmJhQYGCgyvZr166Rqamp6PhSsre3J3t7e5LJZGRjY6P42d7enpydnalevXp09erV7B7mT92/f5+OHTtGBw4cULqJMW/ePBo4cCClpKRINMr/Y2ZmRnp6eqSlpUX58uWj/PnzK91yEj09PYqJicn0/piYGJLL5aKeo3nz5tSlSxdKTExU+vD39/cnJycnUbHTy02JRZ6+FFKgQAFFVTVra2vcu3cPHh4eeP/+vajT3EDqjPTZs2ertPL98uULNm/ejPXr1wuO3a9fP4wZMwYeHh54+PAhOnTogJYtW2LXrl1ISEjAokWLBMf29fWFn58fYmNj4eHhoXJ6UcyEMU2ZPHky3N3dERMTg7Zt2yp6ZGhra4uuFurh4YGIiAhs2bJFsSwvrcHSj6WFfxdpeNrS2LFjERQUBH9/fzRo0ECxvU6dOpg0aZLo1yQlJSXD0866uroqkwCzW9qlBU3O39CUhw8fomXLlrh7967SvIu0y5PqXir7sSz72bNncezYMbi5uan8PYWWZQcg6viT1SwsLPD48eNMJ00+evRI9AqRixcv4tKlSyqX3Ozs7ET1MfrRX3/9pej7ktPl6cTijz/+wKlTp+Dh4YF27dph6NChOHv2LE6dOgVvb29BMT9+/AhKPdODT58+KdUSSE5OxtGjR0WvBggPD1dMjNq1axdq1KiBrVu34tKlS+jQoYOoHTutgFKvXr0U29IOajn5un9GM++FLCH80fnz51G1alX06dNHaXtSUhLOnz8vaJVM9+7dBSclv2P//v3YsWMHKleurDRHxtXVVe2CTRmpXbs2hg4dim3btqFIkSIAgGfPnmH48OGC9xtNy41LPocOHQoHBwecPn0ajo6OCAwMxJs3b+Dn54d58+apHe/HycJC5pH9Din2u6zSoEEDjBs3DqdOnVL54E9MTMSECROUknMhUlJSMjxuPn36VOWLpxhjx46VLJam5elVIW/fvsXXr19RpEgRpKSkYN68ebh48SKcnJwwYcIEQd9u0mZ1Z0Ymk2HKlCmi+geYmJjg5s2bKF68OOrWrYsmTZpg6NChiI6ORokSJfDlyxfBsX9suf0jOzs7wbFzI01Wg9QUQ0ND3Lt3D46OjkpN2YKCglCjRg18+PBBVPyYmBg0b94c9+7dg42NDWQyGaKjo+Hh4YEDBw6IWjL37t07rFu3TqlTY69evXLNNzEpWVhYKJZXmpqaIjAwECVKlMDZs2fh5+endl2PrJScnIz9+/crrRpq1qyZ0lLinODp06coX7485HI5Bg0apOgI+uDBAyxfvhyJiYm4ceMGbGxsBD9H+/btYWpqitWrV8PY2BjBwcGwtLRE8+bNYWtriw0bNgiOrcllw5qUpxMLTQgICAARoXbt2tizZ4/SAVFPTw92dnaKb3lC1a5dGzY2NqhTpw58fHzw4MEDODk5ISAgAN27d8fjx49F/i9YGi0tLbx8+VJlpUN4eDjKly8vquuhptSsWRNt2rSBr6+v4kDm4OCAwYMHIzIyEsePH5fkeU6dOqVUtbFOnTqi4gUEBKB58+YwMTFB+fLlAaQuaX3//j0OHjyImjVrSjFsjfhx1r+xsbHoWf/58+fHzZs34ejoiGLFimHt2rXw8vJCVFQUPDw8BF2u/fr1K06ePAkvLy+Vb8sfP36Ev78/6tevr7icKERkZCQaNWqEZ8+eoUSJEiAihIeHw8bGBkeOHBFVYyfNt2/f8OjRIxQrVgw6OuJOrD969AgDBw7EyZMnlS431a1bF8uWLRNdjfT58+fw8vKCtrY2IiIiUL58eURERMDCwgLnz58XdQZbk8uGNSo7JnZklSNHjmQ4I/jEiRN09OhRwXG/f/9O3bt3p+joaDHDy1RQUBC5u7uTiYmJUpOtwYMHU8eOHSV5Dk1MGMtNWrZsSS1btiQtLS1q1KiR4ueWLVtSs2bNyN7enurXr5/dw8zQpUuXyNjYmPr370/6+vo0dOhQqlOnDhkZGdGNGzcExz1z5gy5uLhk2ADr/fv35OrqSufPnxcc383Njfr06UNJSUmKbUlJSdS3b19yc3MTHFfTNDXrv3r16rRv3z4iIurYsSM1aNCALl68SN26dRP8eixatIhq166d6f3e3t60dOlSQbHTNGzYkBo0aEBv3rxRbIuLi6MGDRpQo0aNRMXW5MTkt2/f0rVr1+jatWtKY5dCQkICrVu3jgYNGkQDBgygNWvWUEJCgui45ubmdOTIEQlGmLXydGLh4eGR4R/l2LFjVKpUKVGx8+XLl+XLrb58+ULfvn0TFSMqKopKlSpFMpmMtLS0SCaTKf6tpaUl0Uhzvh49elCPHj1IJpNR+/btFT/36NGD+vbtSzNnzqTXr19n9zAzFRwcrPgAcnFxoc6dOyutJBKiadOmtGDBgkzvX7x4MbVo0UJwfH19fQoNDVXZHhoaSvr6+mrHa9mypSIJ2rRpk2K1kNQ0Nev/+PHjtGfPHiJK3S9dXFxIJpORhYUFnTlzRlDMChUq0MGDBzO9/9ChQ1ShQgVBsdMYGhpm+F67c+cOGRkZiYo9ZMgQKleuHF24cIGMjIwUr/WBAwd42XAukqcnb0ZERMDV1VVle8mSJREZGSkqtre3N/z9/dGjRw9RcdQhRdMpqSeMZYXMLkfIZDLI5XJBBZDSrnva29vjzz//hJGRkagxZjUPDw+1emX8jqCgIMyZMyfT++vVqyfqPVK2bFmEhISgRIkSSttDQkIEVXE8fPgw4uPjYWJigp49e6JBgwYaKaOuqVn/9evXV/zb0dERDx48wNu3b1Waq6kjIiICpUuXzvT+UqVKISIiQlDsNHK5XLHaLr3Pnz+LKkYGaH5islR+7Fz8M2Iq7Pr5+WHx4sVYtmxZrihmmCZPJxampqZ4+PChShvlyMhI0R8kDRs2xNixY3Hv3j2UK1dOJZ6YN1NmBxaZTAZ9fX04OTmhR48e6Nmzp9qxr1y5grNnz8LS0hJaWlrQ0tJC9erVMWvWLAwZMiRHThj7VavpokWLokePHpg0aZLa5W7TN9SaPXs2+vfvL1ljufj4eMyePTvTiVcPHz4UFNfLywtdunRBmzZtflk2XB0vX778aXVDHR0dtUucp++NMWTIEAwdOhSRkZFKnRr/+ecftUtjA6lfEMaOHQsvLy8QEXbu3JlpKeVu3bqpHT9NVs36ByB6EmtSUhJev36daUfW169fIykpSdRzNGnSBH379sW6desU1UevXbuG/v37iy5T//r16wyTw/j4+Bz1wfpj5+LMiF1pd/HiRZw7d04jy4Y1KU8nFs2aNcOwYcOwb98+xYSiyMhI+Pn5id4BBgwYACDjniBi30wTJ07EjBkz0LBhQ1SsWBFEhOvXr+P48eMYNGgQHj16hAEDBiApKUllmeSvJCcnKyabWVhY4Pnz5yhRogTs7OwQFhYmeMyatHHjRowbNw49evRQej02bdqE8ePH4/Xr15g3bx7kcjn++usvwc8zc+ZMtGvXTrLEonfv3ggICEDXrl0lLZ/u4eGB8ePHY/DgwWjUqBG6du2KRo0aif62aG1tjbt372Y6mS04OBiFCxdWK2aZMmVUemNk1EiqU6dOaN++vVqxV65ciREjRuDIkSOQyWQYP358pgm5mMSibt26WLRoEVavXq2I9/nzZ0yaNElUyWxNJJ5ubm44ffo0ypUrl+H9p06dEt06fMmSJejevTuqVKmi+KBLSkpCs2bNsHjxYlGxK1SogCNHjsDX1xfA/9X0WLNmDapUqSIqtpSyqp6LmZmZxpYNa1T2XonRrPfv31PlypVJR0dHUY1PR0eHvLy86N27d9k9vEy1atWKVqxYobJ95cqV1KpVKyIiWrJkCbm7u6sdWxMTxjStdu3atGPHDpXtO3bsUExU27x5M5UoUULU80hd2c7U1JQuXrwoWbz0kpOT6cSJE9S9e3cyMTGh/PnzU58+fcjf319wzMGDB5O7u7tSefM0CQkJ5O7uTr6+vmrFfPz48W/fxNBkGfVnz56Rs7Mzubi4kI6ODlWuXJnMzc2pRIkSop6zQ4cOVLhwYRo1ahQtXLiQFi1apHQTYtWqVWRkZKQoe5/ewYMHycjIiFatWiV4zOmFh4fTwYMH6cCBA5K1CdDUxOSfHe9zW4uD3CDPLzclIpw6dQpBQUEwMDBAqVKlJG8N/vXrV0nmP6TJly8f7ty5o/LNMTIyEmXKlMHnz58RFRWFUqVKIT4+Xq3YJ06cQHx8PFq1aoWHDx+iSZMmCA0Nhbm5OXbs2IHatWtL9v+QiqGhIYKCglC8eHGl7WnXkxMSEvDo0SO4ubmJqqiaviaEFBwcHHD06FG4uLhIEi8zX79+xaFDhzBjxgzcvXtX8Nmyly9fomzZstDW1sbgwYNRokQJRYfJf/75B8nJybh161aGTduy25MnT2Bra6ux0+VfvnzBtm3bcOvWLaSkpKBs2bKiqrMCqd9Gjxw5gmrVqkk4UqBLly7YunUrSpYsqfQ3DA8PR7t27bBt2zZJn09qd+/exbx583Dz5k3Faz169Gh4eHgIjlm1alWcPXtW5TgdFhYGb29vPH36VK146jQ/HDJkiFqx84I8n1hoSnJyMmbOnImVK1fi5cuXCA8Ph6OjIyZMmAB7e3v4+PgIjm1ra4vhw4dj+PDhStsXLlyIhQsXIjo6GsHBwahXrx5iY2PF/ldETxjTNGdnZ7Rq1UrlOvyYMWOwb98+hIWF4caNG2jevLmoyXQxMTEoUqSIZEV+tmzZggMHDmDTpk0wNDSUJOaPYmNjsX37dmzZsgW3bt1ChQoVcO3aNcHxnjx5ggEDBuDEiRNKa/7r16+P5cuXq8xXUldUVBQWLVqkKKzk4uKCoUOHSlL74P3790rFt1xcXODj4yPpPBQpaTLx3LlzJ7Zu3YqIiAhFl9BOnTqhXbt2guKNGDEC06ZNg5GREUaMGPHTx2Z0eTi7NW7cGMnJyTh8+LCiLkZISAhq166Ndu3aqX0Jx8HB4bceJ5PJ1L6kVbZsWZw5cwb58+eHp6fnT4/Lt27dUit2VslzcyyWLFmCvn37Ql9f/5dZpZhMcsaMGdi0aRPmzp2rNM/Bw8MDCxcuFJVYTJgwAQMGDMC5c+dQsWJFyGQyBAYG4ujRo1i5ciWA1GulUhUUyulVD+fNm4e2bdvi2LFjqFChAmQyGa5fv47Q0FDs3r0bAHD9+nW1r9EDwLhx41CrVi1Uq1ZNVPW9jMyfP1/Rrtne3l5l4pXQg8LHjx+xZ88ebN26Ff7+/nB0dESnTp2wfft20cV+7OzscPToUbx7907RJrx48eKS9OA4ceIEmjVrhjJlyqBatWogIly+fBlubm44dOgQ6tatKzj2jRs3UL9+fRgYGCjm4SxcuBAzZ87EyZMnUbZsWVFjDw8Ph7+/f4ZzISZOnCgo5rRp0zBx4kSNJJ7t2rUTnERk5Pbt2/j+/bvi35qUkpKCyMjIDF9roWeb9+zZg7p166JTp07YsWMH7t+/D29vb3Tu3FlQIpTWo0YTmjdvrihg9ruTRHOaPHfGwsHBATdu3IC5uflPs0ohmWR6Tk5OWLVqFby9vZVOoYeGhqJKlSp49+6d4NgAcOnSJSxbtgxhYWEgIpQsWRK+vr6oWrWqqLi51ePHj7Fy5UqEh4crXo9+/fqJ/gbdoEEDXL58GYmJiShbtixq1aqFmjVronr16oIrKqaZMmXKT+9PvyJFHQYGBsifPz/atWuHzp07o0KFCoLiZDVPT0/Ur18/wzNPJ0+eFPXt648//oCTkxPWrFmj+EaalJSE3r174+HDhzh//rzg2GvWrMGAAQNgYWGBQoUKKX2DlMlkao37x2+gacmblIlnbnb16lV06tQJT548UWnmJ3ZS/IcPH1CrVi0UK1YMFy5cQLdu3fD333+LHbIS+qGR3P+qPJdYZBUDAwOEhobCzs5OKbF48OABKlasiM+fP2f3ENlvSk5ORmBgIAICAuDv748rV67gy5cvKFu2LK5evZrdw1Nx8uRJ1KlTR+2ltdlNX18fd+/eVZkrEx4ejlKlSuHr16+CYxsYGOD27duKXhBpHjx4gPLly4uae2NnZ4eBAwdi9OjRgmOk+VWymZ7QxFPTevXqhcWLF6sstY2Pj4evr6+ozs5lypSBs7MzpkyZkuFKKnUua2VU/yY2NhZ16tRBkyZNlBLczJYp/67Nmzfj77//VtQIcXZ2xsiRI9G1a1dRcXOrPHcp5GeSk5Nx9+5d2NnZiT616+bmhgsXLqg07dq1axc8PT1FxQZyT5OfrPL+/XsEBgZmeHpUzFJCILURWZUqVVCgQAHkz58fxsbG2L9/vyQFed6/f4/du3cjKioKI0eORIECBRQTIK2trQXFrFevnuhxZQdLS0vcuXNHJbG4c+eO6MJWJiYmiI6OVkksYmJiRNeaePfuHdq2bSsqRpqcmiyoY9OmTZg9e7bK6/rlyxds3rxZVGIRERGB3bt3i76kB2Re/4aIsHLlSqxatUqSrs4LFizAhAkTMHjwYMUlvkuXLqF///6Ii4tTmSv3vyBPJxbDhg2Dh4cHfHx8kJycjBo1auDKlSswNDTE4cOHUatWLcGxJ02ahK5du+LZs2dISUnB3r17ERYWhs2bN+Pw4cOixp0VTX5yk0OHDqFz586Ij4+HsbGxyqloMYnFihUrEBAQgICAACQnJ+OPP/5AzZo1MWHCBJQqVUrUuIODg1GnTh2Ympri8ePH6NOnDwoUKIB9+/bhyZMn2Lx582/HygsTuvr06YO+ffvi4cOHqFq1KmQyGS5evIg5c+bAz89PVOz27dvDx8cH8+bNU4o9cuRIdOzYUVTstm3b4uTJk+jfv7+oOD+6fv06UlJSUKlSJaXt165dg7a2tqJRW07x8eNHUGobCHz69ElphUVycjKOHj0qOkGsVKkSIiMjJUkszp07JzrG71i6dClWrFihdBxq3rw53NzcMHny5P/JxCJP17Gwtram69evExHRvn37qEiRIhQWFkbjxo2jqlWrio5//PhxqlGjBhkZGZGBgQFVq1aNTpw4ITquJpv8bNy4kQ4fPqz4eeTIkWRqakpVqlQRXUtAU4oXL05Dhw6l+Ph4yWPLZDKysrKiOXPmZNh8Swxvb28aOXIkESnXyLh06RLZ2dmpFWvy5MmK//+kSZNo8uTJmd5yqpSUFFqwYAFZW1sretRYW1vTokWLKCUlRVTsxMREGjJkCOnp6Sn63sjlcho2bJjoHiIzZ84kCwsL6t69O82bN48WL16sdBOqQoUKtGvXLpXte/bsoYoVK4oZskJERAQdP35c0RBLzOucvqdQRjdtbW2aPn26qPHu3buXXF1dacOGDXTjxg0KCgpSuuVEcrk8w1oY4eHhJJfLs2FE2S9PJxZyuZxiYmKIiKhPnz40dOhQIiJ6+PAhGRsbZ+PIfk6TTX6cnZ0VDY4uX75MBgYGtGrVKmratCm1bNlSVGxNMTQ0lLRwVXr79u2j4cOHk6enJ8nlcqpYsSKNGjWKjh49Sp8+fRIV28TEhCIjI4lIObF4/Pjx/+wBJ83Hjx/p48ePkseNj4+n4OBgCgoKkiwRTSuul9HNwcFBcNz0TbbSe/jwIeXLl0/MkCkuLo68vb0VyUDa8/Tq1YtGjBghKKa/vz+dO3eOZDIZ7d27l/z9/RW3y5cv07Nnz0SNmYgUCWf6W1qzRDFNEtevX087d+5U2b5z507auHGjmCGTm5sbzZgxQ2X7tGnTBBUxTPPt2zdycHCg+/fvixletsjTl0IKFiyIBw8eoHDhwjh+/DiWL18OAEhISBA8V+Hdu3fYsmULunfvrjLh58OHD9i8eXOG96lDk01+YmJiFKcZ9+/fjzZt2qBv376oVq2aqEtDmlS/fn3cuHFDssJV6bVo0UKxpOvDhw+4cOECdu/ejebNm0MmkyExMVFwbH19/QwnkIWFhcHS0lJwXEdHR1y/fh3m5uZK29+/f4+yZcuKWu2UVaTusZHG0NBQVCGljGhqaaFcLsfLly9V3tcvXrxQrGwRavjw4dDR0UF0dLRSnYz27dtj+PDhmD9/vtox05a3P3r0CDY2NhqZPKyp13r27NmKpfrpWVlZoW/fvujevbvg2FOmTEH79u1x/vx5VKtWTXEZ7syZM9i5c6fguLq6ukhMTMyVK0zydGLRs2dPtGvXTjG7OG2d/LVr11Qmef2uZcuWITg4WFHLPj1TU1NcuHABHz9+xLhx4wSPW5NNfvLly4c3b97A1tYWJ0+eVFz/09fXx5cvX0TF1pTGjRtj5MiRePDgATw8PFSW5Yl9Td6+fatYEeLv74979+7B3NxcdJ2Q5s2bY+rUqYqDi0wmQ3R0NMaMGYPWrVsLjvv48eMMJ5slJiaqXUFQ09SZG5IvXz64ubnhr7/+krymSE5Ut25djB07FgcOHFCsdnj//j3++usvUTU9gNSVQydOnEDRokWVthcvXhxPnjwRFTttwnpCQgKio6Px7ds3pfvFzE36cTK8VJ48eZJh+QE7OztER0eLit26dWtcu3YNCxcuxP79+0FEcHV1RWBgoOiJ/L6+vpgzZw7Wrl0rOtnMSrlnpAJMnjwZ7u7uiImJQdu2bRVFR7S1tTFmzBhBMffs2fPTbL9fv374888/RSUWmmzyU7duXfTu3Ruenp4IDw9H48aNAQD3798XXRNCU9IKkE2dOlXlPrEzukuVKoUHDx6gQIECqFGjBvr06YNatWrB3d1dcMw08+bNQ6NGjWBlZYUvX76gZs2aiI2NRZUqVTBjxgy146Vv1XzixAmlpXfJyck4c+bMb1cEzCrqFPtJTEzEmTNn0KVLFwQEBGTB6DKXFZUm58+fjxo1asDOzk7xAXTnzh0ULFgQ//77r6CYaeLj4zMsuhUXF6f4ewj1+vVr9OzZE8eOHcvwfnX3x4MHD6Jhw4bQ1dX9ZTtyoV8irKysEBwcrHKMCwoKUjnzJ0S5cuWwZcsW0XF+dO3aNZw5cwYnT56Eh4eHShftnNrdNE/XsXj06JHkB1pjY2Pcv38/07bE0dHRcHd3z/AUuLoiIiIQGhqqyIClmCn9/v17jB8/HjExMRgwYAAaNGgAIHWVi56enqiEKDdatmyZZIlEZs6ePavUY6JOnTqC4qSdev6xWyiQetrU3t4e8+fPR5MmTUSPObtERUXBzc1NVE0LKXh5eWHfvn0wMzODl5dXpo+TyWQ4e/as4OeJj4/Hf//9p9TLqGPHjj9tX/87GjdujLJly2LatGkwNjZGcHAw7Ozs0KFDB6SkpCgq1grRuXNnPH78GIsWLVK8Ti9fvsT06dMxf/58xZeV36WlpYXY2FhYWVn99PKKmC8Ro0aNws6dO7FhwwZF9c6AgAD06tULbdq0wbx589SO+fz5cyxYsAATJ07M8LL49OnT8eeff4rqrdOzZ8+f3r9hwwbBsTUqW2d4aJiWlhbVqlWL/v333ww7NgphampKV65cyfT+K1eukKmpqSTPxbJWSkqK6NUJ6W3atCnDFQmJiYm0adMmwXHt7e3p9evXYoaWo71//16tx3/79o169OihsQm+udH9+/fJ0tKSGjRoQHp6etSmTRtycXGhggULKiYUC1WoUCG6du0aEREZGxtTWFgYEREdOHCAqlWrJnrsmpCYmEjt2rUjmUxGurq6pKurS9ra2tSzZ09KTEwUFNPPz4/69OmT6f39+vWjUaNGCR1yrpanz1jcu3cP69evx3///YfExETFWve0eQtCeHl5oVKlSiplidOMHj0agYGBaq+h/tXp1vTENvl59+6dUrOmkiVLolevXjmqZ0hW9XwBNFc1T1tbGy9evFBZ2//mzRtYWVmJuoTDlJmZmeHWrVsameCbW8XGxmLFihVKXUIHDRqEwoULi4prYmKiuKxgb2+P//77D9WqVZOkw7CmhYeHK84OeXh4iJrT4e7ujpUrV6J69eoZ3n/58mX06dMH9+/fF/wcaV6/fo2wsDDIZDI4OzuLmvydFfJ0YpEmKSkJhw4dwsaNG3Hs2DEUL14cPj4+6Nq1q9p/oD179qBDhw5YuHAhBgwYoFhdkpycjOXLl8PPzw9bt25FmzZt1Ir7s9Ot6Yk99RoQEIBmzZrB1NRUUYDn5s2beP/+PQ4ePChZYzOxsqrnS2ZV8/755x9Mnz5dVHEbLS0tvHz5UuU9FhQUBC8vL7x9+1ZQ3CFDhsDJyUkloVq2bBkiIyOxaNEioUPOtXr27AkPDw+1EvSfadWq1W8/Nide546OjoaNjU2Gk2Wjo6MzvZT7OypUqIDp06ejfv36aNGiBUxMTDBr1iwsWbJEUWVWHbm1BbmRkRFCQkJ+elncxcUF8fHxgp8jrUz65s2bFRWHtbW10a1bNyxdulRjXZPF+p9ILNIkJiZi+fLlGDt2LL59+wZdXV20b98ec+bMUSuLHzduHGbNmgVjY2M4OjpCJpMhKioKnz9/xsiRIzM9m5ETuLu7o2rVqlixYoVSUjRw4EBcunQJ9+7dy+YRZi0HBwdMmTJFpXrnpk2bMHnyZEHL39JWPwQFBcHNzU1pNndycjIePXqEBg0aCF6KZm1tjYMHD6JcuXJK22/duoVmzZrluJUhWWHGjBmYN28evL29Ua5cOZVJbup+IP3q2nZ6OfE6tybPlv3333/4/v07evTogdu3b6N+/fp48+YN9PT0sHHjRrW7DGuyBXl6T58+xcGDBzNcySLkLLCFhQX27t2bacfV8+fPo1WrVoiLixM0XiB1McDp06exbNkyVKtWDQBw8eJFDBkyBHXr1sWKFSsEx9ak/4nE4saNG1i/fj22b98OIyMjdO/eHT4+Pnj+/DkmTpyIT58+ITAwUK2YgYGB+O+//xTdCZ2dndGpUydRl1kyEhMTA5lMprJsTCgDAwPcuXMHJUqUUNoeFhaGMmXK5Nglp5qir6+Pe/fuqUyMjYiIgIeHh6BJhGmNpqZMmQI/Pz+lLql6enqwt7dH69atBdckyWzMkZGRcHd3z/aJj7/j69evSiWhxdLkWa3cKLOzZU+ePIGrq6uob9E/SkhIQGhoKGxtbWFhYSFZXCmdOXMGzZo1g4ODA8LCwuDu7o7Hjx+DiFC2bFlBZ4EbN26MIkWKYM2aNRne37t3bzx//hxHjx4VPG4LCwvs3r1bpcbQuXPn0K5dO7x+/VpwbE3K08tNFyxYgA0bNiAsLAyNGjXC5s2b0ahRI8XMYwcHB6xatUpQTYuKFStKnkSkSUpKwpQpU7BkyRJFl9R8+fLB19cXkyZNEjVjvGzZsggJCVFJLEJCQlCmTBkxw5ZUVs05cXJyws6dO/HXX38pbd+xY4dKs6zfldZoyt7eHh06dBC9vO9HTk5OOH78OAYPHqy0/dixYzl6jkFKSgpmzJiBlStX4uXLlwgPD4ejoyMmTJgAe3t7+Pj4CI6tqcJKuU3afiOTyTBhwgSlU+XJycm4du2a5Pu5oaEhypYtK2lMqY0dOxZ+fn6YOnUqjI2NsWfPHlhZWaFz586KlXHq+vPPP1G3bl2Ymppi5MiRitUfL1++xNy5c7Fx40acPHlS1LgTEhIyXFViZWWVo+ey5OlVIU5OTjRz5kx68eJFpo9JTEwUXdJVav369SMrKytauXKlokb+ypUrqVChQtSvXz9Rsbdv3062trb0999/04ULF+jChQv0999/k729PW3fvj3H1OWvVauW0s3Y2JgMDQ3J09OTPD09ycjIiExMTMjLy0vU8+zevZu0tbWpfv36NHXqVJo2bRrVr1+fdHR0aO/evaJiOzg4UFxcnMr2d+/eiSoFvW7dOjIwMKCJEycqSipPmDCBDA0NafXq1WKGrFFTpkwhR0dH2rJlCxkYGChWcezYsYMqV64syXMkJiZSaGgoff/+XZJ4RESxsbHUpUsXKly4MGlra6v0yBDKzMyM8ufPr3IrUKAAFSlShGrUqEHr169XK2ba/iKTyahq1apK+1C9evWob9++FB4eLnjMREStW7emWbNmqWyfO3cutWnTRlTspKQkWrt2LXXs2JG8vb3Jy8tL6SZUvnz5FKthzMzM6N69e0SU2iZB3b496a1cuZLkcjlpaWkp/p5pfWqWL18uOG6a2rVrU9u2bZVWNSYkJFDbtm3J29tbdHxNydOJRW5lYmJCR48eVdl+9OhRMjExERU7o1r8Utfll9r8+fOpadOm9PbtW8W2t2/fUvPmzWnevHmi49+4cYM6d+5MZcuWJU9PT+rcuTPdunVLdFyZTEYvX75U2R4bG0t6enqiYi9fvlypmZeDg4OoJaxZoVixYnT69GkiUu6dEhISQmZmZqJix8fHU69evUhbW5u0tbUVsX19fTP8EFRHgwYNyNXVlZYvX0779u2j/fv3K92EWrBgAZmbm1OXLl1oyZIltHjxYurSpQtZWFjQjBkzqHfv3iSXywUliz169JC8qV4aCwuLDHsZBQcHk5WVlajYgwYNIiMjI2rXrh0NHTqUhg0bpnQTqmDBgoqeG66urnTgwAEikqb/0tOnT2nBggU0cOBAGjBgAC1cuFDRo0qsu3fvkrW1NZmbm1Pt2rXJ29ubzM3NydraWpEc5UR5fo7F+/fvERgYiFevXilm1aYR025bkwoWLAh/f3+lGv9A6uWKGjVqiLqupk45X02V11WXtbU1Tp48CTc3N6Xt9+7dQ7169fD8+fNsGlnG0qoHtmjRAps2bcqwQuapU6cQFhYm+rlev34NAwMDpXkcOZWBgQFCQ0NhZ2cHY2NjBAUFwdHREQ8ePEDFihUVl/2EGDp0KC5duoRFixahQYMGCA4OhqOjIw4ePIhJkybh9u3bgmMbGxvjwoULkl9CaN26NerWravSjn3VqlU4efIk9uzZg6VLl2L16tW4e/eupM8tRmbztEJDQ+Hp6SlqnpaFhYXikrWUWrRogcaNG6NPnz4YNWoU9u3bhx49emDv3r3Inz8/Tp8+LenzSenLly/YsmWLUrHEzp07w8DAILuHlqk8Pcfi0KFD6Ny5M+Lj42FsbKy09EomkwlOLIgI0dHRsLKy0sgfd9CgQZg2bRo2bNiguD6fmJiIGTNmqFxXV1dOSRbU8fHjR7x8+VIlsXj16lWGzdp+N+bvENJMLq10tUwmU2lulL5CphRy+nr29Nzc3HDhwgWV9+CuXbtE91TYv38/duzYgcqVKyvt566urmovf/yRjY2NSqVTKZw4cQJz5sxR2e7t7Q0/Pz8AQKNGjX67/UCrVq2wceNGmJiY/HK5rJglsu7u7tixYwcmTpyotH379u1wdXUVHBdIndwsRYXhHy1YsECRuE6ePBmfP3/Gjh074OTkhIULF0r+fFIyMDBQtDXILfJ0YuHn54devXph5syZkq73JSIUL14c9+/fFzzB70c/HghOnz6NokWLonTp0gBSax98+/YN3t7easfOilr8mtSyZUv07NkT8+fPR+XKlQEAV69exciRI9WqN5CemZnZTxtiEZHgEsJpZ8YcHBxw/fp1jcyU3717N3bu3Jnh0rlbt25J/nxSmDRpErp27Ypnz54hJSUFe/fuRVhYGDZv3ozDhw+Liv369WuVpZVAah0Asd0hFy1ahDFjxmDVqlWS9tMpUKAADh06pFIr5dChQ4pidWlfin6Hqamp4v+a/iyZ1CZMmIDWrVsjKioKtWvXBpC66mLbtm3YtWuXqNh+fn5YvHgxli1bJmlXz/STmg0NDRWdrplm5OlLIUZGRrh7965GZsq7ublh3bp1ig86sTS5bj4ravFrUkJCAv7880+sX78e379/BwDo6OjAx8cHf//9t0rNgt+RvskVEaFRo0ZYu3YtrK2tlR6XUwqGpbdkyRKMGzcO3bt3x5o1a9CzZ09ERUXh+vXrGDRokKAGZ1nlxIkTmDlzplI1yIkTJ6JevXqi4tasWRNt2rSBr6+vojeGg4MDBg8ejMjISBw/flxw7Pz58yMhIQFJSUkwNDRUWZUltNDZmjVrMGDAADRq1AgVK1aETCZDYGAgjh49ipUrV8LHxwfz589HYGAgduzY8dtx086oWlpaaqyA0pEjRzBz5kzcuXNH0eNk0qRJoveXli1b4ty5cyhQoADc3NxUXmuhZ1ocHR1x/fp1lYZj79+/R9myZf/nliNrWp5OLFq1aoUOHTqgXbt2ksc+cuQIZs+ejRUrVmi0gRX7P/Hx8YiKigIRwcnJSVBCkZn01/zFyIpS5CVLlsSkSZPQsWNHpXFPnDgRb9++xbJlywTFzc0uX76MBg0aoHPnzti4cSP69euH+/fv48qVKwgICFApJqaOTZs2/fT+Hy93qePSpUtYtmwZwsLCQEQoWbIkfH19UbVqVcExU1JSoK+vL+kZ1ayiqaZb6b9cpffy5UvY2toiMTFRUFyWsTyXWKQ/1f/69WtMnTpVUe73x+xXzGn/9N9i9PT0VOZaCP0Wo2mbN29G+/btVWorfPv2Ddu3b8+xE1rTPH36FDKZTOXMglhSJRbpS5Hb29tnejpXTNEmQ0NDhISEwM7ODlZWVjh16hRKly6NiIgIVK5cGW/evBHzX9C4b9++ZTiZWkyZaQC4e/cu5s2bp3Q2ZPTo0fDw8BAVNzeS+oxqbpWVE6nZ/8lzicXPTvWnJ/a0vya/xWhSbmyMlZKSomjJnDYBy9jYGH5+fhg3btxv/81/RqrEIis4Ojpi9+7dKFu2LCpUqIDevXujX79+OHnyJDp06JBjk9qIiAj06tULly9fVtouZj5LVnj27Bn27NmD8PBwRROoVq1aSZLcpqSkIDIyMsNEK7NS0b9D6jOqBQoUQHh4OCwsLJA/f/6fzn8Q+/4LDg5Weq3FJIZpxwaZTKYyATf9ROomTZqIGnNmHBwcULt2bUydOlXyL0M5WZ6bvPnjzqkpOTVx+JW0g/iPnj59qtEJX2KMGzcO69atw+zZs5UahU2ePBlfv36VbE6BlJPFvn//jhIlSuDw4cOiZ8r/qHbt2jh06BDKli0LHx8fDB8+HLt378aNGzcET2bNCj169ICOjg4OHz6MwoULS/p6A5r5kF6+fDlGjBiBb9++wdTUFESEjx8/YuTIkViwYAEGDhwoeLxXr15Fp06d8OTJE5UPPbGJVpcuXZCQkIDSpUtLckZ14cKFikmkmmpyFxgYCB8fHzx48EDxeshkMsXZlwoVKqgdMysmUv9M9+7d8eTJE9SoUeO3Vyf9KnFLL6d+ichziUUaIkJkZCS+f/8OZ2dnpUZQUklOTsb+/fsV7cddXV3RrFkzRXOvnCStMZZMJoO3t3emjbFyok2bNmHt2rVKl65Kly4Na2trDBw4UFBi8eMH8NevX9G/f3+VeRtCJ4vp6uoiMTFR8g9PAFi9erXigNm/f38UKFAAFy9eRNOmTVVqIuQkd+7cwc2bNwWV0P8VTXxIHzlyBEOGDMGwYcPg5+enaFT44sUL/P333xg6dCjs7e0F11zo378/ypcvjyNHjkieaC1cuFDSeEFBQWjTpg3kcjkcHBxQtWpVSY+pDx48gLe3N1xcXLBlyxa4uLiAiBASEoKFCxfC29sbV69eFZykZ1fJ98mTJ6v9O3mhO3GeuxQCAI8fP0bz5s0VnTptbGywZ88eURO4fhQZGYlGjRrh2bNnKFGiBIgI4eHhsLGxwZEjR1CsWDHJnksKmm6MpUn6+voIDg6Gs7Oz0nYxjdN+dxWOmM6Vs2fPRmhoKNauXSvZQTgpKQkzZsxAr169YGNjI0nMrFKhQgUsXLgQ1atXlzx2mTJl4OzsjClTpmT4IS3kbFzNmjXxxx9/YPr06RneP378eFy4cEFphZE6jIyMEBQUpJG6DVLT1dXF06dPUbBgwUwvp4rRtm1bJCcnY8+ePSp/OyJCq1atoKurq3ZH4GvXruHt27do2LChYtvmzZsxadIkxMfHo0WLFli6dKmofj7+/v4qTcL+52m8tmc2aNeuHTk7O9N///1He/bsocqVK1OFChUkfY6GDRtSgwYN6M2bN4ptcXFx1KBBA2rUqJGkz5Xepk2bFDXvhdi4caNS3fncoGLFiuTr66uyffDgwVSpUqVsGNHvadGiBRkbG1PhwoWpXr161LJlS6WbUEZGRvTo0SPpBqpBHz58UNzOnDlDVapUoXPnzlFcXJzSfWLLTxsaGlJERIREo05lbGxMoaGhmd4fGhpK+fLlExzfy8uLjh07Jvj3f6ZTp060evVqCgsLkySek5MT/fXXX+Tv708ymYz2799PAQEBGd6EsLCwoOvXr2d6f2BgIFlYWKgdt0GDBjR79mzFz8HBwaSjo0O9e/em+fPnU6FChWjSpElChqwgl8vJ0dGRpk2bRtHR0aJi/UxCQoKk+4wm5cnEonDhwuTv76/4OSYmhrS0tCghIUGy5zA0NMywXr4Uted/RiaTkZ6eHg0ePFhjz5HT+Pv7k5GREbm4uFCvXr3Ix8eHXFxcKF++fHT+/PnsHl6mevTo8dObUM2bN6cNGzZIN1ANSus7k3b78WepetNo4kPayMhI0XMkI1FRUaL29b1795Krqytt2LCBbty4odQAUGwTwL59+1KJEiVIJpNR4cKFqUOHDrRixQoKCQkRFG/fvn1UsGBBpX5CmfUaEkIul//0Qzk6OprkcrnacQsVKqSUsPz1119UrVo1xc87d+4kFxcXteOm9+bNG1q8eDF5enqStrY21atXj3bs2EGJiYmi4hIRff78mQYNGkSWlpYq+01O6uf0ozw5xyI2NlbpOm7RokVhYGCAly9fSlY5Ty6XZ1hO+vPnzxq9nJCSkoLHjx/jxIkTGnuOnKZmzZoICwvD8uXLFfXyW7VqhYEDB6JIkSLZPTwVkZGRcHJyEnUZ5WcaNmyIsWPH4t69eyhXrpzKvJCcVD313LlzWfI8vr6+8PPzQ2xsbIZLy0uVKqV2TDc3Nxw4cEClMmaa/fv3q5SZV0fr1q0BAL169VJsS1u9IHby5qpVqwCkHgv9/f3h7++PxYsXY9CgQbCyssKLFy/UiteiRQu0aNECnz9/homJCcLCwiS9FGJvb4/AwMBML+9du3ZNUDuCd+/eKbUdDwgIUJpLVqFCBcTExKg/4HQKFCiAIUOGYMiQIbhz5w7Wr1+PQYMGYcCAAejcuTN8fHwUFZTVNWrUKJw7dw7Lly9Ht27d8M8//+DZs2dYtWoVZs+eLWrcGpXdmY0maGlp0atXr5S2GRsb08OHDyV7jq5du5KbmxtdvXqVUlJSKCUlha5cuULu7u7UvXt3yZ6H5T4ymYyKFi1KXbt2pQ0bNtDjx48ljy/1N8as8OTJE0pJSVHZnpKSQk+ePBEVWxOdejdu3EgGBgb0zz//KLVh//79Oy1btowMDAxEnTl6/PjxT29S+Pz5Mx0/fpzGjBlDlStXJj09PSpTpoyomP7+/pK2pScimjhxItna2tLdu3dV7gsODiY7OzuaOHGi2nFtbW0Vl2cSExPJwMBA0WE3LXb+/PmFDzwDz549o0mTJpFcLicjIyPS1tam6tWrC+pGamNjQ+fOnSOi1M+wtMt9mzdvpoYNG0o5bEnlycRCJpORmZkZ5c+fX3GTyWRkamqqtE2Md+/eUbNmzRSXJvT09EhLS4tatGhB79+/FxX75s2bSpdZ9u/fT82bN6exY8dKcnott1m/fj3t3LlTZfvOnTtp48aN2TCinzt//jxNmzaNvL29ydDQkLS0tMje3p569epF//77Lz19+jS7h5gttLS0MmwjHxcXJzoh0tSHtJ+fH8lkMjIxMSFPT0/y9PQkExMT0tLSEtXGW9NGjRpFlSpVIn19fSpfvjyNGDGCDhw4QO/evRMUL/31/B+v80tx3f/Lly9UtWpV0tbWpgYNGtDw4cNp+PDhVL9+fdLW1qYqVaoImhvWt29fqlKlCp0/f55GjBhB5ubmSsfQLVu2UPny5QWNOb1v377Rrl27qGHDhqSjo0OVK1emNWvW0OfPnyk6Opo6duwo6JKLkZGR4v1rbW1N165dIyKihw8favSSu1h5clXIr4pXpZGiFkVkZCRCQkIU7WylmOFdoUIFjBkzBq1bt8bDhw/h5uaGli1b4vr162jcuHGeWI6kjhIlSmDlypXw8vJS2h4QEIC+ffvm6Kp5379/x5UrVxSno69evYrExEQ4OTlJMu6vX79CX19fgpFqnpaWFl6+fKnSkfXJkydwdXVFfHx8No3s565evYpt27YhIiICAODs7IwOHToIqmqZVQ0BtbS0YGlpieHDh6N58+ZwcXERHAtQLqynpaWV4VJWEnkJ59u3b1i4cCG2bduG8PBwAP/3Wv+/9u48rMb8/QP4+7SXUlFRSSspSpEZZFps2UZmzGDKTpbsjG1myDa2ryU7Y8vO2BlkaaMsIZUo7QqRpUIJ1ef3h6vzc5xQZ+l5Tu7XdXVdes7xeW6p030+y31PmjRJopMbT58+xc8//4yoqChoa2tjx44d+Omnn4SPd+jQAa1bt5aqFs64ceOwb98+AB/qhwwfPlysKFlWVhYsLCyqXGfJ0dERa9asgbu7Ozp37gxHR0csW7YMq1evxtKlS/HgwQOJ45anGplYKDpdXV3ExMTA2toaS5YsQWhoKM6ePYuoqCj069dPqjXB0tJSBAUFISQkpMJCQqGhodKGL3MaGhpISkoS2x+TmZkJOzs7iY6bVrc3b94gMjISZ8+exebNm/H69WuJX4BLS0uxcOFCbNy4EU+ePEFycjKsrKwwa9YsWFhYYNiwYTKOXjqTJ08GAKxatQp+fn4ijbFKS0tx7do1KCsrIyoqSuJ7mJiYwMPDAx4eHnB3d4etra3UcctDdTUEjIuLQ0REBMLDw3Hp0iUoKyvD3d1d+DWqaqIREREBV1dXqKiofPV4LR8b9xUUFEBbW1usxtCLFy+gra0t1b64Dh06YPjw4V88rl9SUoKoqKgqf21WrlwJZWVljB8/HmFhYejevTtKS0tRUlKCFStWYMKECRLHLU81cvOmomOMCX/hX7hwQVhu1szMDM+ePZNq7AkTJiAoKAjdu3dHs2bN5FLASdaMjIwQHx8vlljExcWJdSvki+LiYly+fBlhYWEIDw/H9evXYWlpCXd3d2zYsEGqF9+///4bO3bswNKlS+Hn5ye87uDggJUrV/Iusbh16xaAD9/Xt2/fFnnxVVNTQ/PmzfH7779LdY/ly5cjIiICK1aswKhRo1CvXj3hL1J3d3ep37HLyseJvDyrBDdv3hzNmzcXNrqLi4tDYGAgxo8fj7KysionLR9/v1paWsLMzKzCehPSboSUl8/VMSlvTy+NgICACguGlZSU4PLly3Bzc4OKiopEP/Mfbxz29PREUlISbty4AWtra4k3hFYLzhZhyGd5enqygQMHsp07dzJVVVXhhp3w8HBmbm4u1dh169Zlp06dkkGU1Wfq1KnM3NychYaGspKSElZSUsJCQkKYubk5mzJlCtfhiXFzc2OampqsWbNmzN/fnx04cIA9fvxYZuNbW1sLN6Bpa2sLj0QmJiYyPT09md1H1gYPHlwtZ+8fP37M9u3bx3x9fZmKigqvN7TKU0xMDFuxYgXr2bMn09fXZ8rKyqxly5bs999/l2pcee6VUUT09RBHMxY8FBgYCF9fXxw7dgx//vmncN/GoUOHpGqnDHx4h6gIlf4+tmDBAty/f1+kFHlZWRkGDhyIhQsXchyduMuXL8PY2Bienp7w8PCAm5ubTHsUPHz4sML/w7KyMrx//15m95E1eR2/Lff69WtERkYKlwBu3boFBwcHXk3Nr169utLPLZ9tkIS+vj5ev36N5s2bw8PDA35+fnBzc0Pt2rUlHrMc+0y/odevXyvMfh9Z+tzX4/nz52JHwatq3rx5X3x89uzZUo0vL7THQoEUFxdDWVlZ7Ix+VSxfvhzp6elYu3atQiyDfCwlJQWxsbHQ1NSEg4ODROfaq0NhYSEuXbqE8PBwhIWFITY2Fo0bNxaZmv90A2NVuLi4YOLEiejfv79IV9a5c+fiwoULuHTpkgz/NYrh+++/R3x8PJo1ayZM5n744Qfo6elxHZoIS0tLkc+fPn2KoqIiYZz5+fnQ0tKCkZER0tPTJb7Pf//9J7NEolx17JVRJOX9ho4fP44uXbqIbC4tLS1FfHw8bG1tERwcLPE9nJ2dRT5///49MjIyoKKiAmtra8TExEg8tjzVyBmLNm3aoFevXujZs6fc1laDg4Ohra0t7Huwbt06bN68Gfb29li3bh309fWlvsfNmzeFDc7s7OzQokULicb5tOFWaGgozpw5g6ZNm4olKZI23aoOjRo1QqNGjbgO46tq1aqFLl26CAvxvHr1CpGRkQgLC8PSpUvh6+uLRo0aCXvZVFVAQAAGDBiAhw8foqysDEeOHMG9e/ewc+dO/Pfff7L8pyiMlJQUaGlpwcrKClZWVrCxseFdUgGINsPau3cv1q9fj61btwo3m967dw9+fn4YOXKkVPeRRxvw6tgro0jK920wxqCjoyPSQVZNTQ2tW7cW2QMlifKv+cdevnyJwYMHi5xu4ZsaOWOxY8cOnDhxAufOnYOxsTG8vb3Rs2dPtGvXTmbv0h0cHLBkyRJ069YNt2/fRqtWrTB58mSEhobCzs5Oqmnf3Nxc9O3bFxEREdDT0wNjDAUFBfD09MT+/fur/G63sg23APlPV3+LysrKcP36dYSFhSEsLAyRkZEoLi6Watf/2bNnsXDhQty8eRNlZWVo0aIFZs+ejc6dO8swcsUSHx+P8PBwRERE4NKlS1BSUoK7uzs8PT2r3PW1vBtwZUj6rtHa2hqHDh0Se1d68+ZN/PLLL5x15PyawYMHY82aNcI26tIqnwmpjBUrVsjknrI0d+5c/P7771Ive1RFQkICevTogczMzGq7Z1XUyMSi3Nu3bxESEoLjx4/j5MmTeP/+Pbp37w5vb294eXmJTOVVlba2NhISEmBhYYE5c+YgISEBhw4dQkxMDLp164bHjx9LPHbfvn2RlpaGXbt2CWdc7t69i0GDBsHGxkZ4ZprwU1lZGW7cuCFcComKikJhYSFMTU3h6ekp/ODrUk5NcPPmTaxduxa7d++W6BREeTdg4MMS5Pr162Fvb482bdoA+FDb4s6dO/D398eiRYskilFLSwvh4eH47rvvRK5HR0fDw8MDRUVFEo0rTyUlJdDQ0EBsbKxYrQZJfVqf5ubNmygtLRXO4iQnJ0NZWRktW7bk5XF4LkRGRuLHH39EXl4e16FUqEYnFp+6du0aTpw4gRMnTiAtLQ3t27fHzJkz4erqWuWx6tSpg8jISNjb26Ndu3YYOHAgRowYgczMTNjb20v1oqCrq4sLFy6gVatWItejo6PRuXNn5OfnSzx2+/btceTIEbFp4pcvX6JXr170gysDtWvXRmFhIYyNjYV1Azw9PWFtbS2T8a2srHD9+nWxo7b5+flo0aKFVGvz8pacnIzw8PAKa6hIsxHt1q1bwiJkly5dwqtXr4QbFz09PdG9e3eJxx4+fDiMjY0xf/58kesBAQHIzs7Gtm3bJBr3xx9/RFZWFrZu3YqWLVtCIBDgxo0b8PPzg5mZ2VcLaHHF2toaR44ckctxxxUrViA8PBw7duwQLifn5eVhyJAh+OGHHzBlyhSZ31MSLVq0QEhICPT19b86uyXNPohPN/syxpCTk4Ndu3bBzc2Nt28yv6nE4mNpaWk4ceIEzMzM8Msvv1T57/fs2RPv3r2Dq6sr5s+fj4yMDJiamuLcuXMYO3assHKcJHR0dHDp0iU4OTmJXL916xbc3d3x8uVLicf+uEDPx3Jzc2FqasrrUwWKYtOmTfD09ETjxo3lMv7n/g+fPHmChg0b4u3bt3K5r7Q2b96M0aNHw8DAAPXr1xd5MRYIBFK9AKuoqMDZ2Vm4QVaWGxd1dXVx48YNsf09KSkpcHFxQUFBgUTjPn36FIMGDUJwcLBwr1NJSQm8vLwQFBQk0yZfsrR9+3YcPHgQu3fvlkkdiI+Vv4Z+2twtISEBnTt3xqNHj2R6P0nNnTsXU6dOhZaWlsjsVkUCAgIkvs+nm33LK6qWvymW1XKUrH2ziYW0srKy4O/vj+zsbIwfP15YlGjSpEkoLS2t0rGyT3l7eyM/Px/79u0Tdu98+PAhfH19oa+vj6NHj1Z5zPj4eACAk5MTQkNDRV4QSktLERwcjE2bNvFmza483sqQpHOlIip/B9urVy/s2LFDpOhPaWkpQkJCcP78ed6WODc3N4e/vz+mT58u87Ffvnwp0xMQH6tfvz4WLVoktldp+/btmDFjBp48eSLV+MnJyUhMTAQA2NnZySwhTUtLQ2BgoMgG8AkTJkg9c+bs7IzU1FS8f/8e5ubmYnsLpEkQdXR0cPz4cbRv317kemhoKLy9vSvsKE34hxILHsrOzoa3tzcSEhKEFe6ysrLg4OCA48ePo0GDBlUe8+P6/hX9l2tqamLNmjUiLZy5VB7v586If0yaTZCKpLwEdPnX5WOqqqqwsLDA8uXL5XIiQBZq166N2NhYWFlZye0esjpJ9bHFixdjzpw5GD58uLA/yNWrV7Ft2zbMnj0bM2bMkPoe5f+fstpcfvbsWfTs2RNOTk5wdXUFYwyXL19GXFwcTp48iU6dOkk8tjzfoQ8cOBARERFYvny5yNd66tSpcHNzq3QfqOqUnZ0NgUAgfF2Ojo7G3r17YW9vjxEjRkg19tChQ7Fq1SqxmYnCwkKMGzdO4mU4uau2Ulw1UGpqKvvzzz9Zv379hJXXzpw5I1F73IqcO3eOrV69mq1atYqdP39eqrEyMzNZRkYGEwgE7Pr16yKdHx89esRKSkpkErOsfBzf0aNHmbW1Ndu4cSOLi4tjcXFxbOPGjaxRo0bs6NGjXIda7SwsLNjTp0+5DqPKhg4dyjZs2CCXsZ88ecI8PT2ZQCBg+vr6TE9PjwkEAta+fXuWm5sr9fgHDhxgbdu2FXZGbtu2LTtw4IDU4+7YsYM1a9aMqaurM3V1debg4MB27twp9bhOTk5s+vTpYtenT5/OnJ2dpR5fXgoLC9no0aOZuro6U1JSYkpKSkxNTY2NHj2avX79muvwKtSuXTvh/1lOTg7T0dFhbdq0YXXr1mVz586VauzPVfV8+vQpU1ZWlmpseaLEQkLh4eFMU1OTdezYkampqQnLKi9ZsoT17t1bZvd58+YNKysrk9l4iqhVq1YVliE/deoUa9GiBQcREUksXLiQGRgYsEGDBrFly5axVatWiXxIo0+fPqxly5bs7t27wmt37txhLi4urF+/ftKGLhfLly9nWlpabNq0aez48ePs2LFjbOrUqUxLS4utWLFCqrHV1dVZcnKy2PV79+4xdXV1qcZmjLG8vDy2efNmNmPGDPb8+XPGGGM3b95kDx48kHpsxhh7/fo1i4uLY7GxsbxNKMrp6emxpKQkxhhjq1atYm3btmWMMXb27FlmaWkp0ZgFBQUsPz+fCQQClpqaKtKW/sWLF2zHjh3M2NhYZv8GWauRBbI+p7S0FLdv34a5ubnUBaxmzJiBBQsWYPLkySLTVJ6enli1apVUY5eVleHvv/+WWffK6mrVLC+3b98W28QEfNjYdPfuXQ4i4l5ISMhnO9TydXr0n3/+gba2NiIiIsQ6ZAoEAqlKWAcHB+PChQsiBfHKi9XJorZHfn4+Dh06hPT0dPz++++oU6cOYmJiUK9ePZiamko05po1a7BhwwYMHDhQeM3b2xtNmzbFnDlzRBpQVZWhoSFiY2PFNpzGxsZKvSk0Pj4eHTt2hK6uLjIzM+Hn54c6derg6NGjuH//Pnbu3CnV+ACQk5ODnJwcuLm5QVNTs1JLolx5//69sOrmhQsXhK+hTZo0QU5OjkRj6unpQSAQQCAQVLjnRiAQfHVJilNcZzbyNGHCBLZlyxbGGGMlJSXM1dWVCQQCVqtWLRYWFibV2LVq1WLp6emMMdFGUBkZGVK/I5g7dy6zsrJiu3fvZpqamsKxDxw4wFq3bl3l8QQCgXA6TSAQfPaDrw1znJ2dmY+PD3vz5o3wWnFxMfPx8eH1tK68zJkzhykpKbHvvvuOeXt7s169eol8fIu0tbXZrVu3xK7HxMQwHR0dqcaOi4tjhoaGzMbGhqmoqAh/Hv/66y82YMAAicdVV1cXNhj8WHJyskxeQ/T09NjixYvZxYsX2aVLl9iiRYuYnp4emz9/vlRjd+jQgU2dOpUxJvraFxUVJXWTxGfPnrH27dsLX4/Kxx46dCibPHmyVGPLy3fffcemT5/OLl68yDQ0NFhsbCxjjLErV64wU1NTicYMDw9nYWFhTCAQsCNHjrDw8HDhx+XLl9nDhw9l+U+QuRqdWJiamrLr168zxhg7evQoMzExYffu3WN//vmncLpKmrGjoqIYY6I/XEeOHGFWVlZSja2o3Svl5dq1a8zIyIgZGBiwDh06sA4dOjADAwNmaGjIrl27xnV41a5+/foyWYfnytOnT9mzZ89kOmbPnj2Zm5ubyAvugwcPmLu7u9TJlrx+kTZt2pT9/fffYtfnz5/PmjVrJvG4jDFWVlbGVqxYwUxNTYVvHExNTVlgYKDUS6u1a9dmqampjDHRr0dmZqbUCdGAAQOYl5cXy87OFhn77NmzzN7eXqqx5SUsLIzp6ekxJSUlNmTIEOH1mTNnsp9++knicd+/f88GDRrEsrKyZBFmtarRiYW6ujrLzs5mjDHm5+fHJkyYwBhjLD09Xep3MVOnTmXt2rUTbtZJSUlhkZGRzMrKis2ZM0eqsTU0NFhmZiZjTPQH986dO6xWrVpSjV1YWCjV3+dKYWEh27RpE5s0aRKbOHEi++eff3i/9iovderUEb6wK4q8vDzm7+/P6tatK9yUV7duXTZmzBiWl5cn9fhZWVnM2dmZqaqqMisrK2Ztbc1UVVVZixYthK8BkpLXL9JDhw4xZWVl5uXlxebNm8fmz5/PvLy8mIqKCjty5IhUMX/s5cuX7OXLlzIbz8jIiMXExDDGmNgv/wYNGkg1dr169YTv+D8eOz09XerXPnkoKytjmZmZwr0PH8vIyKhw42VVaGtrs4yMDKnG4EKN3mNRr1493L17F8bGxggODsb69esBAEVFRVBWVpZq7L///huDBw+GqakpGGOwt7dHaWkpfHx88Ndff0k1dtOmTXHp0iWxks8HDx4U6ytQVXp6enBxcRF22WzXrl211riXlJaWltRHt2qK4cOHY+/evZg1axbXoVTKixcv0KZNG2EtFjs7OzDGkJiYiKCgIISEhODy5ctS7XsyMzNDTEwMzp8/j6SkJOHPZMeOHaWOX0NDo8KidPfu3ZOqS23v3r1x7do1rFy5EseOHRPGHB0dLfXP+ccVdj/eAyaLCrve3t6YN28e/v33XwAQHoefMWMGevfuLVXchYWFFbZaePbsmUj3UL5gjKFRo0a4c+eO2H4WCwsLqcfv0KEDwsPDMXjwYKnHqlacpjVyFhAQwHR1dVmTJk1Yw4YNWXFxMWOMsa1bt0q0V6EiaWlp7ODBg+zAgQMV7sKWxIkTJ5iuri5bvHgx09LSYv/73//Y8OHDmZqaGjt37pxUY1++fJktWrSIeXl5MR0dHaaqqsq+//57Nn36dHb69GmZxC8PO3fuZK6urszY2Fg4m7NixQp27NgxjiOrfuPHj2d6enrMzc2NjR07lk2aNEnkg28mTJjAmjVrxh4/fiz2WE5ODnNwcGATJ07kILLK8fPzY7169WLv3r1j2traLD09nd2/f585OzsLZ0H55uN9VR978uQJU1FRkWrsgoIC5urqyvT09JiysjIzMzNjqqqqzM3NTepZxG7durG//vqLMcaEX+vS0lL266+/yvS0nSzZ29uzK1euyGXsjRs3svr167MpU6awvXv3suPHj4t88FWNTiwYY+zgwYNsxYoVItOhQUFBMv+FVFJSwm7duiU2HSap4OBg5ubmxmrVqsU0NTWZq6srO3v2rEzGLldSUsKuXLnCBg0axFRUVHi7eXP9+vXMwMCALViwgGloaAinR7dv3848PDw4jq76eXh4fPbD09OT6/DEmJubs+Dg4M8+fubMGak3/cmTvH6Rnjp1qsKvS3BwsMRJfnmdF4FAwMLCwoSfx8XFsZiYGLZw4UKZfa1DQkLY//73P7ZkyRKp6+yUu3PnDjM0NGRdunRhampq7JdffmF2dnasXr16vF3++++//1i7du3Y7du3ZT62Im62Z4yxGl15Mzs7G2ZmZhU+dvXqVWFlN0lMnDgRDg4OGDZsGEpLS+Hu7o7Lly9DS0sL//33Hzw8PCQeW96SkpKE7aXDw8Px/v17uLm5wd3dHRMmTOA6PDH29vZYuHAhevXqBR0dHcTFxcHKygoJCQnw8PDAs2fPuA6RfIG6ujrS0tI+WzH2wYMHsLGxQXFxcTVHVjWhoaGIiYkRtqmXdpnF0dERixcvRrdu3USuBwcHY/r06YiLi6vymIpWYbcijx8/xoYNG3Dz5k3h13rMmDEwNjbmOrQK6evro6ioCCUlJVBTU4OmpqbI4y9evOAoMu7U6D0WnTp1QlRUlFgXyKioKHTv3l2qLqGHDh1C//79AQAnT55Eeno6kpKSsHPnTvz555+IioqSJnS5qV+/Pt6/f4/27dvDw8MDf/zxBxwcHLgO64syMjIqXHNWV1dHYWEhBxGRqjAwMEBmZuZnE4uMjAyxn1E+at++vbCHhTSvHeVSUlJgb28vdr1JkyZITU2VaMyMjAwwxmBlZYXo6GiRPSBqamowMjKSeH9ZaGgoxo4di6tXr4r1ZSkoKEDbtm2xceNG/PDDDxKNX65+/fr8rtHwicDAQK5D4J0anVj88MMP6Ny5M8LDw4UbmC5evIgePXpI/Y377Nkz1K9fHwBw+vRp9OnTB40bN8awYcMkakCmr69f6QIw0mTA9evXR2JiIrKyspCVlYUHDx7A0tIS2traEo8pb5aWloiNjRXbzHrmzJkKX5hrqp9//rlSzzty5IicI6maLl264M8//8T58+ehpqYm8tjbt28xa9YsdOnShaPovm7JkiWwsLBA3759AQB9+vTB4cOHUb9+fZw+fVri9uG6urpIT08X2+SXmpoq8Ybq8p+RT4umyUJgYCD8/PwqbPamq6uLkSNHYsWKFVIlFsHBwdDW1ka7du0AAOvWrcPmzZuFxc6kLWwoD4MGDZLpeKtXr8aIESOgoaHx1d8l0hSVk6cavRTCGMOvv/6K3NxcnDt3DleuXEHPnj2xYMECqaf8zc3NsXnzZnTo0AGWlpZYv349evTogTt37qBdu3bIy8ur0ngfN9d5/vw5FixYAC8vL7Rp0wYAcOXKFZw9exazZs2SqiIf8OHd1sWLF4UVEO/cuQNHR0d4enpi8eLFUo0tD9u3b8esWbOwfPlyDBs2DFu2bEFaWhoWLVqELVu2oF+/flyHWC0+7a75Odu3b5dzJFXz4MEDuLi4QF1dHWPGjEGTJk0AAHfv3sX69evx9u1b3Lhx47PLlpWVlpaG7du3Iy0tDatWrYKRkRGCg4NhZmYm1oa7KqysrLB79260bdsW58+fR58+fXDgwAH8+++/yMrKwrlz5yQad8SIEbh69SqOHj0q7DiampqK3r17o1WrVtiyZYvEMcuDubk5goODRaqbfiwpKQmdO3dGVlaWxPdwcHDAkiVL0K1bN9y+fRsuLi6YMmUKQkNDYWdnx7vv7XKy/N6ztLTEjRs3ULdu3QorDpcTCARIT0+XNnT54HB/R7V49+4d69SpE2vbti3T1tZma9askcm48jxx8vPPP1cY55o1a5i3t7dUY3/s+fPn7PDhw2zgwIG83rzJGGP//PMPa9iwoXDjUoMGDYRVVQn/paensy5dujAlJSWRzWdeXl4VVp+sKnn27tHQ0BAWKRo/fjwbMWIEY+xD3w1pCtbl5+ez1q1bMxUVFWZhYcEsLCyYiooK8/T0lEltD1n7XKXQcikpKUxDQ0Oqe9SqVUtYtyEgIED4f3fz5k1Wr149qcaWl+rqG6VIalxi8fEu6PKPyMhIZmZmxkaNGiVyXVqHDh2Sy4mTWrVqfbbUr7RFYo4cOcLGjx/PHB0dmbKyMjMyMmK9e/dma9askVlXVnl6+vSp1EVnCHdevHjBrl27xq5duyZsXiULrVu3ZsuXL2eMiRZWio6OZiYmJlKNbWxsLKyy27hxY/bvv/8yxhhLSkqSutBeWVkZO3v2LFu6dClbs2YNi4iIkGo8ebKysvpi4a7Dhw9L3HSrnL6+Prtz5w5jjDFXV1e2adMmxtiHYlOamppSjS0v8vzeCw8Plzo+LtS4xKL8ndCnx3I+/bM0787fvXvHPDw82L1792QY+f9r2LAhW7p0qdj1pUuXsoYNG0o1tqGhoTCRkMfxKEK4IM/ePWPGjGHm5uasY8eOrG7duuzVq1eMMcb279+vkL1qJC3pPXbsWNasWTORnj3lioqKWLNmzdi4ceOkiu3HH38UViJVVVUVdks9e/Ysa9SokVRjy4s8v/dUVVWZmZkZmz59OouPj5c61upS4zZvZmRkyP0eqqqqSEhIkFu3vblz52LYsGEIDw8X7rG4evUqgoODpV53zc3NlUWIcufs7Fzpr29MTIycoyF8p6enh5ycHLE16Vu3bkncfbTcypUrYWFhgezsbCxdulS40TknJwf+/v5SjS0vixYtwsyZM8Wul5aWon///ti3b1+Vx/zrr79w5MgRNG7cGGPHjoWtrS0EAgESExOxbt06lJaW4s8//5Qq7rVr18Lf3x+HDh3Chg0bhP93Z86c4e0GX3l+7z169Aj79+/Hvn37sHTpUjRr1gz9+/eHj4/PZ09Z8UGN3rwpT1OmTIGqqqrcNjteu3YNq1evRmJiorDU7/jx4/H999/L5X588/GpneLiYqxfvx729vYiidadO3fg7++PRYsWcRUm4Ylp06bhypUrOHjwIBo3boyYmBg8efIEAwcOxMCBAxEQEMB1iNWqXr16mD9/vkgZ/NLSUvTr1w8JCQlITEyUaNz79+9j9OjROHv2rLBOhkAggJeXF9avXy+TMtaKprq+9zIyMrB3717s27cPSUlJcHNzk6o0uzzV+MQiLS0NgYGBSExMhEAggJ2dHSZMmCDchS2pcePGYefOnbCxsYGLi4vY8bAVK1ZINT75f8OHD4exsTHmz58vcj0gIADZ2dnYtm0bR5ERvnj//j0GDx6M/fv3gzEGFRUVYe+eoKAgqXsDAR9OsWRlZeHdu3ci13v27Cn12LJ28+ZNdOzYEZs2bUKfPn3w/v179O3bF0lJSQgNDRUelZdUXl4eUlNThb0y5HEM9M2bN3j//r3ItYqOunKtOr73ypWWluLMmTOYNWsW4uPjUVpaKrOxZalGJxZnz55Fz5494eTkBFdXVzDGcPnyZcTFxeHkyZPo1KmTxGN7enp+9jGBQFDlTPLly5fCH5qKGh59jI8/XPKkq6uLGzduiDX5SUlJgYuLCwoKCjiKjPBNWloabt26hbKyMjg7O4t9z0giPT0dP/30E27fvg2BQCDyTh0Ab1/cw8PD4e3tjZ07d2Lr1q1IS0tDaGgo6tWrx3Von1VYWIjp06fj33//xfPnz8Ue5+vXGpDP9165qKgo7NmzB4cOHUJxcTF69uwJX19fdO3aVWb3kClOdnZUEycnJzZ9+nSx69OnT+fdpislJSXhaYfyzaWffvC9Pry81KtXj23btk3s+rZt25iRkREHEZFvSY8ePZi3tzfLzc1l2tra7O7du+zSpUvsu+++YxcvXpR4XHd3d7Zjxw5WVFQkw2hFHT9+nKmoqDAHBwf29OlTud1HVvz9/ZmdnR07ePAg09TUZNu2bWPz589nDRo0YLt37+Y6vArJ8+TGzJkzmYWFBVNTU2PdunVje/bsYYWFhXK7n6zU6BkLDQ0N3L59WyxzTE5OhqOjI696E0RERMDV1RUqKioIDw//4sZFd3d3md335cuXCA0Nha2t7WcL33Bt8eLFmDNnDoYPHy7s73L16lVs27YNs2fPxowZMziOkHCttLRU2II9NzdXrPKkNGvRBgYGCA0NhaOjI3R1dREdHQ1bW1uEhoZiypQpuHXrlkTjTpkyBXv27MGbN2/Qp08fDBs2TKr+RZ+rzHr16lXY2NjAwMBAeI1v1VnLNWzYEDt37oSHhwdq166NmJgY2NjYYNeuXdi3bx9Onz7NdYhi1NTUUL9+ffj4+KB///5o1qyZzMZu27YtfH190bdvX5H/P76rcadCPmZoaIjY2FixxCI2NhZGRkZSje3p6fnFX/5VfSH7OFmQZwOzPn36wM3NDWPHjsWbN2/g4uKCzMxMMMawf/9+9O7dW273ltSMGTNgZWWFVatWYe/evQAAOzs7BAUFoU+fPhxHR/hgwoQJCAoKQvfu3dGsWTOZntgqLS0VngQxMDDAo0ePYGtrC3Nzc9y7d0/icZcvX46lS5fiv//+w/bt2+Hm5gYbGxsMHToUAwYMqPKSha6uboXXvby8JI6xur148UJ4uqJ27drC9gXt2rXD6NGjuQzts+R5cuPy5csyirKacTxjIldz585lenp6bPHixezixYvs0qVLbNGiRUxPT4/Nnz9fqrEnTpwo8jFmzBjm6urKdHV12fjx46Ua29LSkv31118sKSlJqnEqUq9ePRYbG8sYY2zPnj3MxsaGFRYWsvXr1zMnJyeZ309a79+/Z3PmzBFWPiSkInXr1mWnTp2Sy9jt2rVjR48eZYwx9ttvv7EuXbqwyMhINnDgQNa0aVOZ3Sc3N5fNnz+faWhoMFVVVebt7c1CQkJkNr4icHBwEC4tdOrUiU2ZMoUxxtiqVauYqakpl6FVSnp6OluwYAFr2rQpU1ZWZp6enlUe4/Lly5V+7uvXr3lZ2LBGJxZlZWVsxYoVzNTUVFggy9TUlAUGBkpcJOZrAgIChD8Mklq+fDlzcXFhAoGAtWjRgq1cuZI9evRIJvF9XJ54wIABwj0o9+/fl7qqp7x8XOaXkIoYGxvLrWBdcHAwO3z4MGOMsbS0NGZnZ8cEAgEzMDCQ2S/+a9eusVGjRjFdXV3WsGFDNnv2bObn58e0tLQkej1JT09nycnJYteTk5N5/bO0YsUKtmrVKsYYY6GhoUxTU5OpqakxJSUlFhgYyHF0lVNSUsJOnjzJnJycJNoTZ2Njwzp27MgOHDggLMb2qTt37rCZM2ey+vXrs507d0obsszV6MTiYy9fvmQvX76U+31SUlKYvr6+TMa6d+8emz17NmvcuDFTUVFhnTp1Yjt27JBqzEaNGrEDBw6w169fM0NDQ+ELY2xsLKtbt64swpY5b29vtn37dq7DIDy2bNky5u/vL7c3DJ96/vy51Pd68uQJW7ZsGWvatClTU1NjvXv3ZmfOnBEZ9/z58xIl/G5ubiwoKEjs+q5du5i7u7s0YVerzMxMdvjwYeEsK59FRkay0aNHM0NDQ6ajo8N8fX3Z6dOnqzzOu3fv2Jo1a5itrS1TUVFh9vb2rGPHjqxHjx7M1dWV1a1bl2loaDAfHx/eVk+u0Zs3yz19+hT37t2DQCCAra2tXDfB7Nq1C9OnT8ejR49kOu7Vq1cxevRoqc8ur1+/HhMmTIC2tjbMzc0RExMDJSUlrFmzBkeOHEFYWJgMo5aNTZs2Yc6cOfD19UXLli3FaobwsY4Akb9PNyuGhoaiTp06aNq0KVRVVUUek9VmxezsbAgEAplUPVRTU4O1tTWGDh2KwYMHw9DQUOw5L1++hLe3d5V/Lj/e+Pix1NRUuLi4ID8/X5rQyUf++OMP7Nu3D48ePULHjh3h6+uLXr16QUtLS+qxY2JicOnSJWRmZuLNmzcwMDCAs7MzPD09UadOHRlELx81OrEoLCwUFrIq3yWurKyMgQMHYs2aNVL9x3/6osYYQ05ODm7cuIFZs2bJrNpadHQ09u7diwMHDqCgoAA//vgjDhw4INWYN27cQHZ2Njp16iTclHbq1Cno6enB1dVVFmHLlJKS0mcfEwgEvD7bTuSnsm3kAelayZeUlGDu3LlYvXo1Xr9+DQDQ1tbGuHHjEBAQIJbEVNalS5fwww8/SBzXl+jq6iI8PBzOzs4i12/evAkPDw+8evVKLveVhZCQEKxcuVJY1LBJkyaYOHEiOnbsyHVoFVLUkxvyVKMTi5EjR+LChQtYu3at8BdmZGQkxo8fj06dOmHDhg0Sj/3pi5qSkhIMDQ3Rvn17dO7cWaq4k5OTsWfPHuzduxeZmZnw9PSEr68vfv75Z+jo6Eg1NiGkakaNGoWjR49i3rx5wpLyV65cwZw5c+Dt7Y2NGzdyHKG4Hj16QEtLC/v27RNWfiwtLUXfvn1RWFiIM2fOcBxhxdauXYtJkybhl19+ESnff+jQIaxYsQJjx47lOEJSGTU6sTAwMMChQ4fEjm+GhYWhT58+ePr0KTeBfYWSkhJcXFzg4+ODfv36SV1+92OTJ0+u8LpAIICGhgZsbGzg7e3N62k2Qj7Vvn17HDlyBHp6eiLXX758iV69eklVx0JXVxf79+8Xq3J45swZ9OvXr0qVX6urud7du3fh5uYGPT094azIpUuXhHVrZFlrQZZMTU0xc+ZMsQRi3bp1+Pvvv2W+xCypEydOoGvXrlBVVcWJEye++Nxvcam2RicWWlpauHnzpljhpzt37uC7775DYWGh1Pe4efOmcMrO3t5ebOpREsnJyWjcuLHU41TE09MTMTExKC0tha2tLRhjSElJgbKyMpo0aSLcixIZGQl7e3u5xCCJiIgILFu2TKTny9SpU+U2lUwUi5KSEh4/fixWnyY3NxempqZiPSeqol69eggPDxd7HUlMTISbm1uV3qB83Fzva6RdTn306BHWrl2LuLg4aGpqwtHREWPHjuX1mwYdHR3cunVLbG9ISkoKnJ2dhUtRXPv4+42WasXV6MSiQ4cOqFu3Lnbu3AkNDQ0AHxrbDBo0CC9evMCFCxckHjs3Nxf9+vVDeHg49PT0wBhDQUEBPD09sX///go3YvFBYGAgLl26hO3bt4v0Jhk2bBjatWsHPz8/+Pj44M2bNzh79izH0X6we/duDBkyBD///LNIz5ejR48iKCgIPj4+XIdIOBIfHw8AcHJyEm7eLFdaWorg4GBs2rQJmZmZEt9j3rx5SEpKwvbt26Gurg4AePv2LYYNG4ZGjRrJpXMqY0ymRb4Uha+vL5ycnDB16lSR68uWLcPNmzclavdOql+NTiwSEhLQpUsXFBcXo3nz5hAIBIiNjYWGhgbOnj2Lpk2bSjx23759kZaWhl27dgnfydy9exeDBg2CjY0Nb38ATE1Ncf78ebHZiDt37qBz5854+PAhYmJi0LlzZzx79oyjKEXZ2dlhxIgRmDRpksj1FStWYPPmzRK3gCaKT0lJSfgLuKKXMk1NTaxZswZDhw6t0rifbs6+cOEC1NXV0bx5cwBAXFwc3r17hw4dOkh84mTRokWYOXOm2PXS0lL079+/yq8h8fHxaNasGZSUlIQJ1+c4OjpWaWx5Wr16tfDPL1++xLJly+Dq6iqyxyIqKgpTpkzBX3/9xVWYvJGfny+25Mc3NTqxAD7MUOzevRtJSUlgjMHe3h6+vr7Q1NSUalxdXV1cuHABrVq1ErkeHR2Nzp078/Y4l7a2Nv777z+xfSfh4eH48ccf8erVK6Snp8PJyemrXVari7q6Ou7cuVPh0blmzZrxqucLqV73798HYwxWVlaIjo4WmSlUU1ODkZGRRG2rq+PESb169TB//nyMGDFCeK20tBT9+vVDQkJClRPmT6fnP+7E+jG+Tc+Xl/D+GoFAgPT0dDlHI5mQkJDP9qnZtm2bxOMuWbIEFhYW6Nu3L4APLRkOHz6M+vXr4/Tp08JEl29qdK8Q4MM7Fj8/P5mPW1ZWVuExM1VVVbFvLD7x9vbG0KFDsXz5crRq1QoCgQDR0dH4/fff0atXLwAfkiN57fGQhJmZGUJCQsQSi5CQEJiZmXEUFeEDc3NzAJD5z5w0x1Mr6/Tp0+jYsSP09PTQp08fvH//Hn379kVSUpJE9WQyMjKEiVVGRoasw5UbRYq1InPnzsW8efPg4uICY2NjmS5hbdq0Cbt37wYAnD9/HufPn8eZM2fw77//YurUqTh37pzM7iVT1VaKiwPPnj0T/jkrK4vNmjWL/f777ywiIkLqsXv27Mnc3NzYw4cPhdcePHjA3N3dWa9evaQeX15evXrFhg8fLiyTq6SkxNTU1Jifnx97/fo1Y4yxW7dusVu3bnEb6EfWr1/P1NTU2KhRo9jOnTvZrl272MiRI5m6ujrbuHEj1+GRb8iiRYtYXl6ezMYLCwtjtWvXZseOHWM//vgjs7e3Z48fP5bZ+IosMjKSFRcXcx3GV8mzrPbHLRjGjx/PRowYwRj7UJVZT09PLveUhRq5FHL79m38+OOPyM7ORqNGjbB//3506dIFhYWFUFJSQmFhIQ4dOiR8hy6J7OxseHt7IyEhAWZmZhAIBMjKyoKDgwOOHz8uk8p8FZk3bx48PDzg5uYm1TivX79Geno6GGOwtrYWFsriq6NHj2L58uXC6eHyUyHe3t4cR0a+JbVr10ZsbCysrKxkNuaJEyfQu3dv2NnZITQ0VOIiS1879vgxRTgCKY+vtTzUrVsX0dHRsLa2lvnYJiYmOHToENq2bQtbW1ssWLAAv/76K+7du4dWrVrxZrn6UzUysejatStUVFQwffp07N69G//99x86d+6MLVu2AADGjRuHmzdv4urVq1Lf6/z58yL7N+RdHc7S0hJPnjxBhw4dcPLkSanGevDgAQQCAUxNTWUUHSE1m46ODuLi4iT+ZffpptByV69ehY2NjUhSUdVNoV869vgxvu2x+Bxpv9bVZfr06dDW1sasWbNkPvbYsWPx33//oVGjRrh16xYyMzOhra2NAwcOYMmSJVLVOpGnGrnH4vr16wgNDYWjoyOcnJzwzz//wN/fX/iDN27cOLRu3Vom9+rUqRM6deokk7EqIyMjA8XFxYiIiJDo75eVlWHBggVYvny58Ey4jo4OpkyZgj///LPSL07V6fr16ygrK8P3338vcv3atWtQVlaGi4sLR5ERUjW6uroVXvfy8pJ6bD7v7arJiouL8c8//+DChQtwdHQU23u3YsUKicdeuXIlLCwskJ2djaVLlwpnlnNycuDv7y9V3PJUI2csPi2W82nm++TJE5iYmEiUtYeGhmLs2LG4evWqsA5EuYKCArRt2xYbN27kbeGmmTNnYuvWrZg7d66wJkRUVBTmzJkDPz8//P3331yHKOa7777DtGnT8Msvv4hcP3LkCJYsWYJr165xFBnhi8GDB2Po0KFSLxF+TXZ2NkxMTCQ6aUKqZu/evfD29hZrOsg3np6en31MIBBIVfVVUdXYxOLJkyfCHdI6OjqIj48XHmuSJrHo2bMnPD09xWoqlFu9ejXCwsJw9OhRyf8BcmRiYoKNGzeKrbEeP34c/v7+ePjwIUeRfZ62tjbi4+PFpkQzMjLg6OjI64ZKpHr07t0bp06dgpmZGYYMGYJBgwbJZYlP1suHJSUlCA8PR1paGnx8fKCjo4NHjx6hdu3aEu17qswbnw0bNsg9ASOyk5ycjPDw8AqPss6ePZujqL6sRi6FAB/ewZRXySsuLsaoUaOEme/bt28lHjcuLg5Lliz57OOdO3fGsmXLJB7/S+zs7JCcnCzV+uiLFy/QpEkTsetNmjTBixcvpAlPbtTV1fHkyROxxCInJwcqKjX2W5hUweHDh/H8+XPs3r0bQUFBCAgIQMeOHTFs2DB4e3tL3IEUkN/y4f3799GlSxdkZWXh7du36NSpE3R0dLB06VIUFxdL1NwsMDAQfn5+YkkF8GEZZuTIkVi5ciVvE4vCwkIsXrz4szUh+FrHQl42b96M0aNHw8DAAPXr1xc5yioQCHibWNTIGYvKFreR5Ky6hoYGEhISxGoqlEtNTYWDgwPevHlT5bG/5tixYygoKMCgQYMkHuP777/H999/L1LtDviw7+T69esy2dAqa/369cPjx49x/Phx4Rp1fn4+evXqBSMjI/z7778cR0j45tatW9i2bRu2bNkCbW1t9O/fH/7+/mjUqFGVx5LX8mGvXr2go6ODrVu3om7dusLl2oiICAwfPhwpKSlVHtPc3BzBwcFifU3KJSUloXPnzsjKypIoZnn77bffEBERgQEDBlRYE2LChAkcRSbO09OzwpoVurq6sLW1xZgxY6Sus2Nubg5/f39Mnz5dqnGqW418uyfP4jampqa4ffv2ZxOL+Ph4GBsby+Xe0hyPLbd06VJ0794dFy5cQJs2bSAQCHD58mVkZ2fj9OnT0gcpB8uXL4ebmxvMzc2FTd5iY2NRr1497Nq1i+PoCN/k5OTg3LlzOHfuHJSVldGtWzfcuXMH9vb2WLp06WeXMT9nx44d2LJli8jyYfPmzWFqagp/f3+JE4vIyEhERUVBTU1N5Lq5ubnES5JPnjz54uyMiooKb7s6Ax86xp46dQqurq5ch/JVTk5OFV7Pz8/H6dOnsXbtWkRGRn72eZWRl5eHX3/9VeK/z5UamVjIU7du3TB79mx07dpV2Nis3Js3bxAQEIAePXpwFN3Xubu7Izk5GevWrRMek/3555/h7+8PExMTrsOrkKmpKeLj47Fnzx5hp8YhQ4bgt99+k2qKm9Qc79+/x4kTJ7B9+3acO3cOjo6OmDRpEnx9faGjowMA2L9/P0aPHl3lxEJey4dlZWUVLms+ePBAGHNVcfnGRxb09fV53X31YytXrvzi42PGjMEff/wh1Ru2X3/9FefOncOoUaMkHoMLNXIpRJ6ePHmCFi1aQFlZGWPHjoWtrS0EAgESExOxbt06lJaWIiYmBvXq1ZP4Hs7OzhVOsQkEAmhoaMDGxgaDBw/+4m5kQr4lBgYGKCsrw2+//QY/P78K3yXm5eWhRYsWVS4hLa/lw759+0JXVxf//POPcIO5oaEhvL290bBhQ4lmXseNG4fw8HBcv369wjc+3333HTw9PcX+LXyxe/duHD9+HDt27ICWlhbX4UglPj4eXl5eyMnJkXiMRYsWYcWKFejevTscHBzE3kiNHz9e2jDlghILCdy/fx+jR4/G2bNnhU1+BAIBvLy8sH79elhYWEg1/syZM7FhwwY4ODjgu+++A2MMN27cQHx8PAYPHoy7d+8iJCQER44cqVTlya91OvwYn7oefmzXrl3YtGkT0tPTceXKFZibm2PlypWwsrKi6psEu3btwq+//ir2y1QWIiIi0L17dzRs2LDC5UNJj5Y/evQInp6eUFZWRkpKClxcXJCSkgIDAwNcvHhReFy+KqrjjY88OTs7Iy0tDYwxWFhYiP0i5WtBqIqkpKTgu+++Q15ensRjfKlBG5+bslFiIYW8vDykpqaCMYZGjRpBX19fJuP6+fmhYcOGYpXcFixYgPv372Pz5s0ICAjAqVOncOPGja+O96VOhx/ja0W+DRs2YPbs2Zg4cSIWLFiAO3fuwMrKCkFBQdixY4dEDZtIzZWdnQ2BQCDTsvqPHj0SWT60t7eXyfLhmzdvsG/fPsTExKCsrAwtWrSQuvuyvN/4yNPcuXO/+HhAQEA1RSK9devWYefOnd9knR1KLHhIV1cXN2/erLBNeMuWLVFQUICkpCS0atWqUjUc7t+/X+l7l3eL5BN7e3ssXLhQuIu+fPd8QkICPDw88OzZM65DJBwrKSnB3LlzsXr1auGRUG1tbYwbNw4BAQHf5F4ceb3xIR98rjdLQUEBrl+/jq1btyIoKEhmmy8/ThJ5T/59zkhVGRkZsR07dohd37FjBzMyMmKMMXbnzh1Wt27d6g6NExoaGiwzM5Mxxpi2tjZLS0tjjDGWnJzMNDQ0uAyN8MTIkSOZkZER27hxI4uLi2NxcXFs48aNrH79+mzkyJFSj3/x4kXm6+vL2rRpwx48eMAYY2znzp3s0qVLUo27c+dO5urqyoyNjYXf4ytWrGDHjh2TOmZFlZeXxzZv3sxmzJjBnj9/zhhj7ObNm8KvO18IBIIKP2rXrs2+++479u+//8rkPjt27GDNmjVj6urqTF1dnTk4OMitm6qs0KkQHho3bhxGjRqFmzdvolWrVhAIBIiOjsaWLVvwxx9/AADOnj0rPHpZFc+fP0fdunUBfJgy3rx5M968eYOePXvytgy5paUlYmNjxWZTzpw5A3t7e46iInyyb98+7N+/H127dhVec3R0RMOGDdGvXz+Jik2VO3z4MAYMGABfX1/ExMQIC+y9evUKCxculHjX/6dLfOXLkPr6+ggMDPwm9w7Fx8ejY8eO0NXVRWZmJvz8/FCnTh0cPXoU9+/fx86dO7kOUag6erOsWLECs2bNwtixY0VqqIwaNQrPnj2r8gmnasN1ZkMqtnv3bta6dWumr6/P9PX1WevWrdmePXuEjxcVFbE3b95Uerz4+Hhmbm7OlJSUmK2tLbt16xarV68e09bWZrVr12bKysrs6NGjcviXSG/btm3M1NSU7d+/n9WqVYvt27ePLViwQPhnQoyMjNjdu3fFrt+9e5cZGBhINbaTk5NwBvHjGbPynyFJ2dnZCX/mPh739u3b38xs5Kc6dOjApk6dyhgT/ZpERUUxc3NzDiPjhoWFRYWz10FBQczCwoKDiCqHEotvRJcuXViPHj3YpUuX2MiRI5mpqSkbMmQIKy0tZaWlpczf3599//33XIf5Wf/88w9r2LChcLqxQYMGbMuWLVyHRXhi7ty57LfffmPFxcXCa8XFxczX15fNmTNHqrE1NTVZRkYGY0z0l11aWhpTV1eXeFxa4hNXu3ZtlpqayhgT/ZpkZmZK9bVWVOrq6iwlJUXsenJyMq+/HrQUIoVdu3Zh48aNyMjIEB6BDAwMhKWlJe+mMauzlbw8+Pn5wc/PD8+ePUNZWZnwKN7Dhw/l0myK8N/PP/8s8vmFCxfQoEEDNG/eHMCHvj7v3r1Dhw4dpLqPsbExUlNTxU5TREZGivWvqQpa4hOnoaGBly9fil2/d++esKnkt8TGxgb//vuvcAm83IEDByQqT19dKLGQ0Mfro3///bdwfVRPT09u66ODBg1Cdna2RG14X7x4gfr16wP4sFu+Vq1aIhXu9PX1FaJLqIGBAQDg8ePH+Pvvv7Flyxa59GUh/FfeN6Zc7969RT6Xtk9DuZEjR2LChAnYtm0bBAIBHj16hCtXruD333+XqgnU1KlTMWbMGBQXF4MxhujoaOzbtw+LFi3Cli1bZBK7ovH29sa8efOE/X8EAgGysrIwY8YMsf/fb8HcuXPRt29fXLx4Ea6urhAIBIiMjERISAi/eyRxPWWiqLhYH505cyYbPHiwRH9XIBCw3Nxc4efa2tosPT1d+Pnjx4+ZkpKS1DHKUl5eHvPx8WEGBgbM2NiYrVq1ipWWlrJZs2YxTU1N5uLiwvbu3ct1mOQb8McffzBNTU3hUpyGhgb766+/pB6XlvhEFRQUMFdXV6anp8eUlZWZmZkZU1VVZW5ubuz169dch8eJGzduMF9fX9aiRQvm7OzMfH19WUxMDNdhfRHVsZCQpqYmkpKSYG5uLlJbISUlBY6Ojrx7F62kpISuXbsKW8mfPHkS7du3F2klHxwczKsCWf7+/jh58iT69u2L4OBgJCYmwsvLC8XFxQgICIC7uzvXIZJvSFFREe7evYuysjLY29tDW1tbZmN/usT3rQsNDRUpGtaxY0euQyJVQEshEqqO9dF3794hIyMD1tbWUFGR7r/q01br/fv3F3vOwIEDpbqHrJ06dQrbt29Hx44d4e/vDxsbGzRu3BiBgYFch0a+QVpaWnBxcZHZeJs3b4aHhwcaNWokXOL71u3cuRN9+/ZF+/bt0b59e+H1d+/eYf/+/bx7jfoaJSUleHh44H//+x9atmwp0RhlZWVITU1Fbm6u2BFXNzc3WYQpczRjIaHt27dj1qxZWL58OYYNG4YtW7YgLS1NuD7ar18/iccuKirCuHHjsGPHDgBAcnIyrKysMH78eJiYmGDGjBmy+mfwmqqqKu7fvy8sm6ylpYXo6Gg0a9aM48hITffpxtAvOXLkiET3aNKkCZKTk1G/fn24u7vDw8MD7u7uFXZS/VYoKysjJydHbObm+fPnMDIy4tWMamUEBQXh/v37OHfuHKKioqr8969evQofHx/cv39frCUDX1swAIAS1wEoqiFDhiAgIADTpk1DUVERfHx8sHHjRqxatUqqpAL40IQsLi4O4eHhIk2VOnbsiAMHDkgbusIoKysTKcWsrKwsXLohRJ50dXWFH7Vr10ZISIhIX56bN28iJCREbANpVSQlJeHRo0dYvnw5dHV1sXLlSjRt2hT169eX+jVEUTHGKixZ/eDBA6m+1lwZPHgwAgICJEoqAGDUqFFwcXFBQkICXrx4gby8POHHixcvZByt7NCMhQzIen3U3NwcBw4cQOvWrUX2b6SmpqJFixYVHseqib62L6ScpO8YCamM6dOn48WLF9i4cSOUlZUBAKWlpfD390ft2rXxv//9T+p7FBYWIjIyEvv378fu3bvBGENJSYnU4yoKZ2dnCAQCxMXFoWnTpiJLv6WlpcjIyECXLl34fRJCDmrVqoW4uDixvlF8R3ssZEDW66NPnz6tMEkpLCxUjAY0MlKZfSHk27V69epKP3f8+PES32fbtm2IjIwUJhXAh9mzyZMno23bthInFmfOnEFERATCw8OFv1Dd3Nxw+PBh3pbXl5devXoBAGJjY+Hl5SWyMVZNTQ0WFhYKd9x0/fr1ePbsmVRHkr///nukpqYqXGJBMxYSevLkCX7//XeEhIQgNzdXbP1LmrUvd3d3/PLLLxg3bhx0dHQQHx8PS0tLjB07FqmpqQgODpY2fEIUnqWlpcjnT58+RVFREfT09AAA+fn50NLSgpGREdLT0yW+j76+PrZv3y785Vfu2LFjGDJkCPLy8iQaV0lJCYaGhpgyZQpGjhypkFP9srZjxw7069dPOEupyDp06ICMjIwqf+/Fx8cL/5yWloa//voLU6dOhYODg1iXXkdHR5nEKmuUWEioa9euyMrKwtixY2FsbCw2kyBNgazLly+jS5cu8PX1RVBQEEaOHIk7d+7gypUriIiIkHh3MSE11d69e7F+/Xps3boVtra2AD5Ua/Tz88PIkSPh6+sr8diTJ09GUFAQ/vjjD2F12qtXr2Lx4sUYOHAgVqxYIdG4gYGBuHjxIi5dugRlZWXhBk4PDw/Y2dlJHK8is7KywvXr14WNEsvl5+ejRYsWUiWIikJJSQkCgUDszWq58sf4vHmTEgsJ6ejo4NKlS3BycpLL+Ldv38ayZctw8+ZN4Vnu6dOnw8HBQS73I0SRWVtb49ChQ2Idf2/evIlffvkFGRkZEo9dVlaGZcuWYdWqVcjJyQHwocz3hAkTMGXKFJElEkndvn0bERERCAsLw8mTJ1G3bl3hvb4lSkpKePz4sdhS8JMnT9CwYUNhZ9ma7P79+5V+7qflDviC9lhIyMzM7LMZpSw4ODgIj5sSQr4sJycH79+/F7teWlqKJ0+eSDW2kpISpk2bhmnTpgk3TteuXVuqMT9269YthIeHIywsDJcuXUJZWRkaNGggs/EVwYkTJ4R/Pnv2rMiyUGlpKUJCQsR6tfBJRX2jVq5cCSsrqyrPXn+cLFy8eBFt27YVq2NUUlKCy5cv8zaxoJLeEjp79izr3LmzsOuhtKparvZbLW9LSEV69OjBHB0d2fXr11lZWRljjLHr168zJycn9uOPP3IcXcV+/PFHpq+vz5SVlVnLli3ZlClT2MmTJ1lBQQHXoVW78pLmSkpKwj+Xf6ipqbHGjRuzkydPch1mhdavX88MDAzYggULmKamprC9w/bt25mHh4dUYyspKbEnT56IXX/27BnvWjB8jJZCJKSvr4+ioiKUlJRAS0tLbFNNVc8YGxsbY9y4cRg8eLCwINSnGGO4cOECVqxYATc3N8ycOVPi+AmpSZ4+fYpBgwYhODhY+LNYUlICLy8vBAUFVfkoeIsWLRASEgJ9fX3hUcjPiYmJkSjm33//HR4eHnBzc5PpDIgis7S0xPXr1xWqEqm9vT0WLlyIXr16iZQHSEhIgIeHB549eybx2EpKSnjy5IlYZ9fk5GS4uLjwtvQALYVISNZlpcPDw/HXX39h7ty5cHJygouLC0xMTKChoYG8vDzcvXsXV65cgaqqKmbOnIkRI0bI9P6EKDJDQ0OcPn0aycnJSEpKAmMMdnZ2aNy4sUTjeXt7C08meHt7y+WY97Jly2Q+pqKTZi8MVzIyMsT29gCAuro6CgsLJRqzvPKrQCDA4MGDRU7JlJaWIj4+Hm3btpUs4GpAiYWEPq2xIC1bW1scPHgQDx48wMGDB3Hx4kVcvnwZb968gYGBAZydnbF582Z069YNSkpUMJWQilhYWIAxJnV/nYCAAMTGxsLJyQlz5syRXYBEzOrVqzFixAhoaGh8tTaJNPVI5EUefaPK95gwxqCjowNNTU3hY2pqamjdujX8/PwkD1rOaCmkCl6+fCmcsvzaFBRNbRJSfeTRX0dJSQnOzs4YPnw4fHx8qM6EnFhaWuLGjRuoW7cuLCwsPjs7JBAIeHncVJ59o+bOnYvff/9d8VoZcLe9Q/F8vJGmfKPRpx/l1wkh1Wf8+PGsZcuW7NKlS6xWrVrCDXTHjx9nTk5OEo15+fJlNnz4cFa7dm2mqanJfH19WWhoqCzDJjXEP//8wxo2bCjccNqgQQO2ZcsWrsPiDM1YVEFERARcXV2hoqKCiIiILz7X3d29mqIihMizv86bN2/w77//Yvv27bh06RIsLCwwdOhQDBo0SOJjoSUlJdizZw+8vLxQv359iWOrSd6/fw9bW1v8999/Ei8hcE3WfaMA4NChQ/j333+RlZWFd+/eiTwm6cZhueM6syGEEGl9fMxPW1tb+OfY2FhWu3Ztmd0nNTWV/fnnn8zMzIypqKiwrl27SjyWpqYmy8zMlFlsNYGJiQm7e/cu12HwxqpVq5i2tjYbM2YMU1NTYyNHjmQdO3Zkurq67I8//uA6vM+izZtV8HEN96/haw13QmqiVq1a4dSpUxg3bhwACNfpN2/ejDZt2sjsPtbW1pgxYwbMzMzwxx9/4OzZsxKP9f3331e46e9bNm7cOCxZsgRbtmyRavMtH/zxxx94/Pgxtm3bJvEY69evxz///IPffvsNO3bswLRp02BlZYXZs2fzum26Yv/PVTMnJ6cv1nAvx+ca7oTURIsWLUKXLl1w9+5dlJSUYNWqVSL9dWQhIiIC27Ztw+HDh6GsrIw+ffpg2LBhEo/n7++PyZMnIzs7Gy1bthTboPctvjm5du0aQkJCcO7cOTg4OIh9TY4cOcJRZFX38OFDZGdnSzVGVlaW8FippqYmXr16BQAYMGAAWrdujbVr10odpzxQYlEF1XXGOjg4GNra2mjXrh0AYN26ddi8eTPs7e2xbt066OvrV0schCiKtm3bIioqCsuWLYO1tTXOnTuHFi1a4MqVK1L118nOzkZQUBCCgoKQkZGBtm3bYs2aNejTp4/UO/X79u0LQPQIpSI0mJInPT09hWuP/jmyaMlQv359PH/+HObm5jA3N8fVq1fRvHlzZGRkyLWlhLRo8yYPOTg4YMmSJejWrRtu376NVq1aYfLkyQgNDYWdnR22b9/OdYiE1HidOnVCWFgYDA0NMXDgQAwdOlTYOVUWvtZs6ltaIklNTYWNjQ3XYfDO8OHDYWZmhoCAAGzcuBGTJ0+Gq6srbty4gZ9//hlbt27lOsQKUWIhheTkZISHhyM3NxdlZWUij82ePVvicbW1tZGQkAALCwvMmTMHCQkJOHToEGJiYtCtWzc8fvxY2tAJUXhVOekhSV2Znj17YtiwYejRo4dMOpiSz1NSUoKpqSk8PT3Rvn17eHp68jqxqq6iXmVlZSgrKxPuN/n3338RGRkJGxsbjBo1CmpqahKPLU+UWEho8+bNGD16NAwMDFC/fn2Roi4CgUCqY0B16tRBZGQk7O3t0a5dOwwcOBAjRoxAZmYm7O3tUVRUJIt/AiEKTUlJqdKltvm6rJCWlobAwEAkJiZCIBDAzs4OEyZMgLW1NdehVatLly4hIiIC4eHhuHLlCoqLi9GwYUNhkuHp6QlTU1OuwxT6uKiXpaXlZ58nbVGv7OxsmJmZVfjY1atX0bp1a4nHlidKLCRkbm4Of39/TJ8+XeZj9+zZE+/evYOrqyvmz5+PjIwMmJqa4ty5cxg7diySk5Nlfk9CFM3HmzIzMzMxY8YMDB48WHgK5MqVK9ixYwcWLVok8xL8snD27Fn07NkTTk5OcHV1BWMMly9fRlxcHE6ePIlOnTpxHSIn3r9/jytXriA8PBzh4eG4evUq3r59CxsbG9y7d4/r8KpVkyZNEBUVhbp164pcj4qKQvfu3ZGfn89NYF/DzSlXxaejoyM8Ky9r9+/fZ927d2eOjo4i1dsmTpzIxo0bJ5d7EqLI2rdvz/bu3St2fc+ePczd3b36A6oEJycnNn36dLHr06dPZ87OzhxExC9FRUXs3LlzbMqUKax27drfZEXj4cOHsxYtWrCXL18Kr0VERDAdHR22YsUKDiP7MpqxkNCwYcPQqlUrjBo1iutQCPnmaWlpIS4uDo0aNRK5npycDCcnJ14uH2poaOD27dsVxuzo6Iji4mKOIuNGcXExLl++jLCwMISHh+P69euwtLSEu7s73Nzc4O7uzpvlkMWLF2P8+PHQ0tL66nOvXbuGZ8+eoXv37lW+D2MMv/76K3Jzc3Hu3DlcuXIFPXv2xIIFCzBhwgRJQq8WdNxUQjY2Npg1axauXr0KBwcHqKqqijwubRe+tLQ0bN++HWlpaVi1ahWMjIwQHBwMMzMzNG3aVKqxCalpzMzMsHHjRixfvlzk+qZNmz67Rs01Q0NDxMbGiiUWsbGxMi0JrQjc3d1x/fp1WFtbw83NDePGjYO7uzvq1avHdWgVunv3Lho2bIhff/0VPXv2hIuLCwwNDQF8KNd+9+5dREZGYvfu3cjJycHOnTsluo9AIMC+ffvQvXt3dOjQAfHx8Vi0aBHGjh0ry3+OzNGMhYTkuWEnIiICXbt2haurKy5evIjExERYWVlh6dKliI6OxqFDhyQem5Ca6PTp0+jduzesra2FG9quXr2KtLQ0HD58GN26deM4QnHz5s3DypUrMWPGDLRt2xYCgQCRkZFYsmQJpkyZgr/++ovrEKuNqqoqjI2N0atXL3h4eMDNzQ0GBgZch/VF8fHxWLduHQ4ePIiCggIoKytDXV1dODvm7OyMESNGYNCgQVBXV6/SuJ969eoVfvvtN3Tv3h2jR48WXudrETVKLHioTZs2+PXXXzF58mSRhkrXr19Hr1698PDhQ65DJIR3srOzsWHDBiQlJYExBnt7e4waNYq3MxaMMQQGBmL58uV49OgRAMDExARTp07F+PHjK33ipSYoLCzEpUuXEB4ejrCwMMTGxqJx48Zwd3eHh4cH3N3dhTMCfMMYQ3x8PDIzM/HmzRsYGBjAyclJ4sSo/LTTx7+aP/5cEYqoUWIhpWfPnkEgEIjt2pWGtrY2bt++DUtLS5HEIjMzE02aNPnm1l4JqenKSzXr6OhwHAk/vHr1CpGRkcL9FuX7ZxISErgOTe6+VjjtY3yt9UF7LCSQn5+PP//8EwcOHEBeXh4AQF9fH/369cOCBQugp6cn1fh6enrIyckRW265desWbzYvEcK1+Ph4NGvWDEpKSl9tEMjXKeNylFCIqlWrFurUqYM6depAX18fKioqSExM5DqsasHXZKEqaMaiil68eIE2bdrg4cOH8PX1hZ2dHRhjSExMxN69e2FmZobLly9L1c9j2rRpuHLlCg4ePIjGjRsjJiYGT548wcCBAzFw4EAEBATI8F9EiGJSUlLC48ePYWRkVOH0cTk+TxmTD8rKynDjxg3hUkhUVBQKCwuF1TjLP2rCL92qWLRoEerVq4ehQ4eKXN+2bRuePn0qlzpKskCJRRVNnDgRISEhuHDhgtiO5cePH6Nz587o0KEDVq5cKfE93r9/j8GDB2P//v1gjEFFRQWlpaXw8fFBUFAQlRcmBB+mjBs2bAiBQEB9NxRc7dq1UVhYCGNjY3h4eMDDwwOenp7fXAXST1lYWGDv3r3CDqflrl27hn79+lVbY8yqosSiiiwsLLBp0yZ4eXlV+HhwcDBGjRqFzMxMqe+Vnp6OmJgYlJWVwdnZWexYGiHkg6KiokrVFCD8tGnTJnh6eqJx48Zch8IrGhoaSExMFFsWT09Ph729PW/329EeiyrKycn5Yh2JZs2ayaxJmJWVFaysrGQyFiE1mZGREXr16oUBAwagU6dOUFJS4jqkr8rIyPjisfVvyciRI7kOgZfMzMwQFRUl9n0SFRUFExMTjqL6OkosqsjAwACZmZlo0KBBhY9nZGRIfULkl19+gYuLC2bMmCFy/X//+x+io6Nx8OBBqcYnpKbZuXMn9u3bh59++gm1a9dG37590b9/f7Rq1Yrr0D7LxsYGbm5uGDZsGH755RdoaGhwHRKppJ9//rnSzz1y5IjE9xk+fDgmTpyI9+/fo3379gCAkJAQTJs2DVOmTJF4XHmjpZAqGjZsGFJTU3H+/HmxlrVv376Fl5cXrK2tsXXrVonvYWhoiNDQUDg4OIhcv337Njp27IgnT55IPDYhNdmrV69w6NAh7Nu3D2FhYbC0tET//v0xe/ZsrkMTk5CQgG3btmHPnj14+/Yt+vbti2HDhuG7777jOjTyFUOGDKn0c7dv3y7xfRhjmDFjBlavXo13794B+LA8Mn36dF5+T5ejxKKKHjx4ABcXF6irq2PMmDFo0qQJgA8lXtevX4+3b9/ixo0bUhXl0dTURGxsLGxtbUWuJyUlwdnZGW/evJHq30DIt+Du3bvw9fVFfHw8r0+FlJSU4OTJkwgKCsKZM2fQqFEjDBs2DAMGDOBtUShSvV6/fo3ExERoamqiUaNGVarkyYlqaXVWw6Snp7MuXbowJSUlJhAImEAgYEpKSszLy4ulpKRIPb6LiwubO3eu2PWAgADWokULqccnpKZ68+YNO3DgAPP29mbq6urMzMyMTZs2jeuwKqW4uJitWLGCqaurM4FAwNTU1NiAAQPYo0ePuA6NVEJubi67dOkSi4yMZLm5uVyHwymasZBCXl4eUlJSAHxYL61Tp45Mxj1x4gR69+4NHx8fkXW1ffv24eDBg+jVq5dM7kNITXHu3Dns2bMHx44dg7KyMn755Rf4+vrC3d2d69C+6saNG9i2bRv279+PWrVqYdCgQRg2bBgePXqE2bNn49WrV4iOjuY6TPIZhYWFGDduHHbu3ImysjIAgLKyMgYOHIg1a9ZIfVrp+vXrOHjwILKysoTLIeWk2b8hV1xnNqRi//33H2vbti3T0tJidevWZZ6eniw8PJzrsAjhJU1NTfbLL7+wo0ePsnfv3nEdTqUsX76cNWvWjKmqqjJvb2928uRJVlpaKvKclJQUpqyszFGEpDJGjBjBrKys2OnTp1lBQQErKChgp06dYtbW1mzUqFFSjb1v3z6mqqrKunfvztTU1FiPHj2Yra0t09XVZYMHD5bRv0D2aMaCZ0pKSvD3339j6NChvG2eRAjfvHz5ErVr1+Y6jCpp1KgRhg4diiFDhqB+/foVPufdu3fYt28fBg0aVM3RkcoyMDDAoUOH4OHhIXI9LCwMffr0wdOnTyUe29HRESNHjsSYMWOEfaMsLS0xcuRIGBsbY+7cuVJGLx+UWPCQtrY2EhISYGFhwXUohCiM0tJSHDt2DImJiRAIBLCzs4O3tzdVqiVypaWlhZs3b8LOzk7k+p07d/Ddd9+hsLBQ4rFr1aqFO3fuwMLCAgYGBggLC4ODgwMSExPRvn175OTkSBu+XFAdCx7q2LEjwsPDMXjwYK5DIUQhpKamolu3bnj48CFsbW3BGENycjLMzMxw6tQp3pSG/lqztI/xvXEa+aBNmzYICAjAzp07hbVI3rx5g7lz56JNmzZSjV2nTh1h51tTU1MkJCTAwcEB+fn5KCoqkjp2eaHEgoe6du2KmTNnIiEhAS1btkStWrVEHu/ZsydHkRHCT+PHj4e1tTWuXr0q3ET9/Plz9O/fH+PHj8epU6c4jvADJyenzzZLAyB8jBqnKY5Vq1ahS5cuaNCgAZo3bw6BQIDY2FhoaGjg7NmzUo39ww8/4Pz583BwcECfPn0wYcIEhIaG4vz58+jQoYOM/gWyR0shPPSlcsT0gkOIuFq1auHq1atiReXi4uLg6uqK169fcxSZqK81S/sYNU5THG/evMHu3buRlJQExhjs7e3h6+sLTU1NqcZ98eIFiouLYWJigrKyMixbtgyRkZGwsbHBrFmzpOqiLU+UWBBCFF6dOnXw33//iXWBjIqKwo8//ogXL15wFBkh3x5aCiGEKLwePXpgxIgR2Lp1q7Ak9rVr1zBq1CheLR2eOHECXbt2haqqKk6cOPHF5/IpbvJlaWlpCAwMFNk4PGHCBIn39rx8+bJSz+PrSSiaseChefPmffFxPteIJ4QL+fn5GDRoEE6ePAlVVVUAH45u9+zZE0FBQdDV1eU4wg+UlJTw+PFjGBkZ0ZJnDXH27Fn07NkTTk5OcHV1BWMMly9fRlxcHE6ePIlOnTpVeUwlJSUIBILPPs73fTiUWPCQs7OzyOfv379HRkYGVFRUYG1tjZiYGI4iI4R/GGPIysqCoaEhHj16hMTEROE6t42NDdfhkRrO2dkZXl5eWLx4scj1GTNm4Ny5cxK9XkdERAj/zBhDt27dsGXLFpiamoo8j6+VZSmxUBAvX77E4MGD8dNPP2HAgAFch0MIb5SVlUFDQwN37txBo0aNuA6HfGM0NDRw+/Ztse+95ORkODo6ori4WOp7lBfHsrKyknqs6kB7LBRE7dq1MW/ePPTo0YMSC0I+oqSkhEaNGuH58+cKl1gUFhYiIiKiwj4Q48eP5ygqUhWGhoaIjY0V+96LjY2FkZERR1FxixILBZKfn4+CggKuwyCEd5YuXYqpU6diw4YNaNasGdfhVMqtW7fQrVs3FBUVobCwEHXq1MGzZ8+gpaUFIyMjSiwUhJ+fH0aMGIH09HS0bdsWAoEAkZGRWLJkCaZMmcJ1eJygpRAeWr16tcjnjDHk5ORg165dcHNzw759+ziKjBB+0tfXR1FREUpKSqCmpiZWP4CPx009PDzQuHFjbNiwAXp6eoiLi4Oqqir69++PCRMm4Oeff+Y6RFIJjDEEBgZi+fLlePToEQDAxMQEU6dOxfjx47+4CbOydHR0EB8fD0tLS6nHqg6UWPDQp988SkpKMDQ0RPv27TFz5kzo6OhwFBkh/LRjx44vPs7HJl56enq4du0abG1toaenhytXrsDOzg7Xrl3DoEGDkJSUxHWIpIrKy29L+xr9aVJ58uRJtG/fXqwKM1/bptNSCA9lZGRwHQIhCoWPicPXqKqqCt/N1qtXD1lZWbCzs4Ouri6ysrI4jo5IQlZv+j49Ht2/f3+ZjFtdKLHguQcPHkAgEIgdMyKEiCotLcXRo0fFupuqqPDzZc7Z2Rk3btxA48aN4enpidmzZ+PZs2fYtWuXWGlywl9PnjzB77//jpCQEOTm5or1gZGk1sT27dtlFR4naCmEh8rKyrBgwQIsX75c2ONAR0cHU6ZMwZ9//vnFwjqEfIsSEhLg7e2Nx48fw9bWFsCH436GhoY4ceIEL39R37hxA69evYKnpyeePn2KQYMGCftAbN++Hc2bN+c6RFIJXbt2RVZWFsaOHQtjY2OxPRXe3t4cRcYdSix4aObMmdi6dSvmzp0rrOQWFRWFOXPmwM/PD3///TfXIRLCK61bt4aRkRF27NghbMyUl5eHwYMHIzc3F1euXOE4QlJT6ejo4NKlS3BycuI6FN6gxIKHTExMsHHjRrFeAcePH4e/vz8ePnzIUWSE8JOmpiZu3LiBpk2bilxPSEhAq1at8ObNG44iIzWdvb099uzZI1Yx+VvGz8XHb9yLFy/QpEkTsetNmjTh5bE5Qrhma2uLJ0+eiCUWubm5vCrr7ezsXOnjh1S6XzEEBgZixowZ2LRpEywsLLgOhxcoseCh5s2bY+3atWL1LNauXUvrroRUYOHChRg/fjzmzJmD1q1bAwCuXr2KefPmYcmSJSLdIrnsCNmrVy/hn4uLi7F+/XrY29ujTZs2AD7EfOfOHfj7+3MUIakMfX19kQSxsLAQ1tbW0NLSEjbBK/ctvhmkpRAeioiIQPfu3dGwYUO0adMGAoEAly9fRnZ2Nk6fPo0ffviB6xAJ4ZWPNzSXv+CXv7R9/DmfOkIOHz4cxsbGmD9/vsj1gIAAZGdnY9u2bRxFRr7ma3VTPqaIR6GlRYkFTz169Ajr1q1DUlKSsFOjv78/TExMuA6NEN75uBvk1/ClI6Suri5u3Lgh1mMiJSUFLi4uVL6fKCxaCuEpExMTOv1BSCXxJVmoCk1NTURGRoolFpGRkdDQ0OAoKlJVp0+fhrKyMry8vESunzt3DqWlpejatStHkXGHCiLwUHBwMCIjI4Wfr1u3Dk5OTvDx8UFeXh6HkRFCZGXixIkYPXo0xo4di927d2P37t0YO3YsxowZg0mTJnEdHqmkGTNmVLi8VlZWhhkzZnAQEfdoKYSHHBwcsGTJEnTr1g23b9+Gi4sLpkyZgtDQUNjZ2Sl8VTZCyAf//vsvVq1ahcTERACAnZ0dJkyYgD59+nAcGaksTU1NJCYmip0IyczMRNOmTVFYWMhNYByipRAeysjIgL29PQDg8OHD+PHHH7Fw4ULExMSgW7duHEdHCJGVPn36UBKh4HR1dZGeni6WWKSmpoo1DftW0FIID6mpqaGoqAgAcOHCBXTu3BkAUKdOHZFjc4QQQrjVs2dPTJw4EWlpacJrqampmDJliliRw28FLYXwUM+ePfHu3Tu4urpi/vz5yMjIgKmpKc6dO4exY8ciOTmZ6xAJIYQAKCgoQJcuXXDjxg00aNAAwIfmkT/88AOOHDkCPT09bgPkACUWPJSVlQV/f39kZ2dj/PjxGDZsGABg0qRJKC0tFSucRci3Th4dJgmpLMYYzp8/j7i4OGhqasLR0RFubm5ch8UZSiwIIQqPOkwSwh+UWPBUWloatm/fjrS0NKxatQpGRkYIDg6GmZmZWD8EQr511GGSVLdr167hxYsXInUqdu7ciYCAABQWFqJXr15Ys2YN1NXVOYySG7R5k4ciIiLg4OCAa9eu4ciRI3j9+jUAID4+HgEBARxHRwj/mJmZiS1/KLJ58+bh4sWLXIdBvmDOnDmIj48Xfn779m0MGzYMHTt2xIwZM3Dy5EksWrSIwwi5Q4kFD82YMQMLFizA+fPnoaamJrzu6emJK1eucBgZIfxU3mEyMzOT61BkYvv27ejSpQt+/PFHrkMhnxEbG4sOHToIP9+/fz++//57bN68GZMnT8bq1avx77//chghd6iOBQ/dvn0be/fuFbtuaGiI58+fcxARIfzWt29fFBUV1ZgOkxkZGSguLq5SDxRSvfLy8lCvXj3h5xEREejSpYvw81atWiE7O5uL0DhHiQUP6enpIScnB5aWliLXb926BVNTU46iIoS/AgMDuQ5B5jQ0NMT6TxD+qFevHjIyMmBmZoZ3794hJiYGc+fOFT7+6tUrsQT3W0GJBQ/5+Phg+vTpOHjwIAQCAcrKyhAVFYXff/8dAwcO5Do8QnjnW2xNTbjVpUsXzJgxA0uWLMGxY8egpaWFH374Qfh4fHw8rK2tOYyQO3QqhIfev3+PwYMHY//+/WCMQUVFBaWlpfDx8UFQUBCUlZW5DpEQ3iktLcWxY8eQmJgIgUAAe3t79OzZU+F+Xuzs7JCcnEy1N3ju6dOn+PnnnxEVFQVtbW3s2LEDP/30k/DxDh06oHXr1t9kl2pKLHiGMYasrCwYGhri8ePHiImJQVlZGZydncXaKxNCPkhNTUW3bt3w8OFD2NragjGG5ORkmJmZ4dSpUwr1zvHYsWMoKCigWRgFUVBQAG1tbbEE9sWLF9DW1hbZgP+toMSCZ8rKyqChoYE7d+5QIkFIJXXr1g2MMezZswd16tQBADx//hz9+/eHkpISTp06xXGEhHw7KLHgoaZNm2Lr1q1o3bo116EQohBq1aqFq1evwsHBQeR6XFwcXF1dhbVgCCHyR5s3eWjp0qWYOnUqNmzYgGbNmnEdDiG8p66ujlevXoldf/36NW+nop2dncVKjwOAQCCAhoYGbGxsMHjwYHh6enIQHSGSowJZPNS/f39ER0ejefPm0NTURJ06dUQ+CCGievTogREjRuDatWtgjIExhqtXr2LUqFG8bV3dpUsXpKeno1atWvD09ISHhwe0tbWRlpaGVq1aIScnBx07dsTx48e5DpWQKqGlEB7asWPHFx+nTV2EiMrPz8egQYNw8uRJYe2AkpIS9OzZE0FBQdDV1eU4QnF+fn5o2LAhZs2aJXJ9wYIFuH//PjZv3oyAgACcOnUKN27c4ChKQqqOEgtCSI2RkpKCpKQkMMZgb28PGxsbrkP6LF1dXdy8eVMsxtTUVLRs2RIFBQVISkpCq1atKlzmIYSvaI8FIaTGaNSokcKcptLQ0MDly5fFEovLly9DQ0MDwIdTYt9id0yi2CixIIQopMmTJ2P+/PmoVasWJk+e/MXnrlixopqiqrxx48Zh1KhRuHnzJlq1agWBQIDo6Ghs2bIFf/zxBwDg7NmzcHZ25jhSQqqGlkIIIQrJ09MTR48ehZ6e3ldPToSFhVVTVFWzZ88erF27Fvfu3QMA2NraYty4cfDx8QEAvHnzRnhKhBBFQYkFIYQQQmSGjpvyWGpqKs6ePYs3b94A+FDumxAibujQoRVucCwsLMTQoUM5iIiQbxfNWPDQ8+fP0bdvX4SGhkIgECAlJQVWVlYYNmwY9PT0sHz5cq5DJIRXlJWVkZOTAyMjI5Hrz549Q/369VFSUsJRZFU3aNAgZGdnIzQ0lOtQCJEIzVjw0KRJk6CiooKsrCxoaWkJr/ft2xfBwcEcRkYIv7x8+RIFBQVgjOHVq1d4+fKl8CMvLw+nT58WSzb4ztTUFObm5lyHQYjE6FQID507dw5nz55FgwYNRK43atQI9+/f5ygqQvhHT08PAoEAAoEAjRs3FntcIBBg7ty5HEQmuYULF3IdAiFSocSChwoLC0VmKso9e/aMzrQT8pGwsDAwxtC+fXscPnxYpOS9mpoazM3NYWJiwmGEX/fu3TtkZGTA2toaKir0kkwUH+2x4KHu3bujRYsWmD9/PnR0dBAfHw9zc3P069cPZWVlOHToENchEsIr9+/fh5mZGZSUFGd1t6ioCOPGjROW8E9OToaVlRXGjx8PExMTzJgxg+MICZEMpcc89L///Q8eHh64ceMG3r17h2nTpuHOnTt48eIFoqKiuA6PEN4p35NQVFSErKwsvHv3TuRxR0dHLsL6opkzZyIuLg7h4eHo0qWL8HrHjh0REBBAiQVRWJRY8JC9vT3i4+OxYcMGKCsro7CwED///DPGjBkDY2NjrsMjhHeePn2KIUOG4MyZMxU+XlpaWs0Rfd2xY8dw4MABtG7dWqR9ur29PdLS0jiMjBDpUGLBU/Xr11e4TWeEcGXixInIy8vD1atXhRU5nzx5ggULFvD2ePbTp08rPLFSWFgokmgQomgoseCp/Px8REdHIzc3F2VlZSKPDRw4kKOoCOGn0NBQHD9+HK1atYKSkhLMzc3RqVMn1K5dG4sWLUL37t25DlFMq1atcOrUKYwbNw4AhMnE5s2b0aZNGy5DI0QqlFjw0MmTJ+Hr64vCwkLo6OiIvHsRCASUWBDyicLCQuG7/zp16uDp06do3LgxHBwcEBMTw3F0FVu0aBG6dOmCu3fvoqSkBKtWrcKdO3dw5coVREREcB0eIRJTnC3U35ApU6YISxTn5+cjLy9P+PHixQuuwyOEd2xtbYWNvJycnLBp0yY8fPgQGzdu5O2+pLZt2yIqKgpFRUWwtrbGuXPnUK9ePVy5cgUtW7bkOjxCJEbHTXmoVq1auH37NqysrLgOhRCFsGfPHrx//x6DBw/GrVu34OXlhefPn0NNTQ1BQUHo27cv1yES8s2gxIKHfv75Z/Tr1w99+vThOhRCFFJRURGSkpLQsGFDGBgYcB2OUGFhIWrVqiW35xPCB7QUwkPdu3fH1KlTMWfOHBw+fBgnTpwQ+SCEiJo3bx6KioqEn2tpaaFFixaoVasW5s2bx2FkomxsbLBw4UI8evTos89hjOH8+fPo2rUrVq9eXY3RESIbNGPBQ1+qHigQCHh5Jp8QLn2uu+nz589hZGTEm5+Ze/fu4a+//sKJEyfg5OQEFxcXmJiYQENDA3l5ebh79y6uXLkCVVVVzJw5EyNGjICysjLXYRNSJZRYEEIUnpKSEp48eQJDQ0OR66Ghoejbty+ePn3KUWQVe/DgAQ4ePIiLFy8iMzMTb968gYGBAZydneHl5YVu3bopVHlyQj5GiQUhRGHp6+tDIBCgoKAAtWvXFjmaXVpaitevX2PUqFFYt24dh1ES8m2hxIInVq9ejREjRkBDQ+Or66rjx4+vpqgI4bcdO3aAMYahQ4ciMDAQurq6wsfU1NRgYWFBxaYIqWaUWPCEpaUlbty4gbp168LS0vKzzxMIBEhPT6/GyAjhv4iICLRt2xaqqqpch0LIN48SC0JIjVBWVobU1NQKy+C7ublxFBUh3x4q6U0IUXhXr16Fj48P7t+/j0/fK9FJKkKqF81Y8MTkyZMr/dwVK1bIMRJCFI+TkxMaN26MuXPnwtjYWKw76Md7Lwgh8kUzFjxx69atSj2P2ikTIi4lJQWHDh2CjY0N16FUWnBwMLS1tdGuXTsAwLp167B582bY29tj3bp10NfX5zhCQiRDMxaEEIXXvn17TJs2DV26dOE6lEpzcHDAkiVL0K1bN9y+fRutWrXC5MmTERoaCjs7O2zfvp3rEAmRCM1YEEIU3rhx4zBlyhQ8fvwYDg4OYqdDHB0dOYrs8zIyMmBvbw8AOHz4MHr06IGFCxciJiYG3bp14zg6QiRHiQUPFRYWYvHixQgJCalwhzsdNyVEVO/evQEAQ4cOFV4TCARgjPF286aampqwv8mFCxcwcOBAAECdOnXw8uVLLkMjRCqUWPDQ8OHDERERgQEDBlS4EY0QIiojI4PrEKqsXbt2mDx5MlxdXREdHY0DBw4AAJKTk9GgQQOOoyNEcrTHgof09PRw6tQpuLq6ch0KIUROsrKy4O/vj+zsbIwfPx7Dhg0DAEyaNAmlpaXU2ZQoLEoseMjS0hKnT5+GnZ0d16EQojB27dqFjRs3IiMjA1euXIG5uTkCAwNhaWkJb29vrsMj5JtB7fN4aP78+Zg9e7Zw/ZUQ8mUbNmzA5MmT0a1bN+Tn5wv3VOjp6SEwMJDb4L4gLS0Nf/31F3777Tfk5uYC+HAM9c6dOxxHRojkaMaCh5ydnZGWlgbGGCwsLMR2uMfExHAUGSH8ZG9vj4ULF6JXr17Q0dFBXFwcrKyskJCQAA8PDzx79ozrEMVERESga9eucHV1xcWLF5GYmAgrKyssXboU0dHROHToENchEiIR2rzJQ7169eI6BEIUSkZGBpydncWuq6uro7CwkIOIvm7GjBlYsGABJk+eDB0dHeF1T09PrFq1isPICJEOJRY8FBAQwHUIhCgUS0tLxMbGwtzcXOT6mTNnhLUi+Ob27dvYu3ev2HVDQ0M8f/6cg4gIkQ1KLHjs5s2bSExMhEAggL29fYXvyAghwNSpUzFmzBgUFxeDMYbo6Gjs27cPixYtwpYtW7gOr0J6enrIycmBpaWlyPVbt27B1NSUo6gIkR4lFjyUm5uLfv36ITw8HHp6emCMoaCgAJ6enti/fz8MDQ25DpEQXhkyZAhKSkowbdo0FBUVwcfHB6ampli1ahX69evHdXgV8vHxwfTp03Hw4EEIBAKUlZUhKioKv//+u7BYFiGKiDZv8lDfvn2RlpaGXbt2CY+c3r17F4MGDYKNjQ327dvHcYSE8NezZ89QVlYGGhSh1gAAFc1JREFUIyMjrkP5ovfv32Pw4MHYv38/GGNQUVFBaWkpfHx8EBQUBGVlZa5DJEQilFjwkK6uLi5cuIBWrVqJXI+Ojkbnzp2Rn5/PTWCEEJlLS0vDrVu3UFZWBmdnZzRq1IjrkAiRCi2F8FBZWZnYEVMAUFVVFesbQggBnj9/jtmzZyMsLKzC/jovXrzgKLKvs7a2hrW1NddhECIzlFjwUPv27TFhwgTs27cPJiYmAICHDx9i0qRJ6NChA8fREcI//fv3R1paGoYNG4Z69eopRH+dyZMnV3hdIBBAQ0MDNjY28Pb2Rp06dao5MkKkQ0shPJSdnQ1vb28kJCTAzMwMAoEAWVlZcHBwwPHjx6lBESGf0NHRQWRkJJo3b851KJXm6emJmJgYlJaWwtbWFowxpKSkQFlZGU2aNMG9e/cgEAgQGRnJ2yOzhFSEZix4yMzMDDExMTh//jySkpLAGIO9vT06duzIdWiE8FKTJk3w5s0brsOokvLZiO3bt6N27doAgJcvX2LYsGFo164d/Pz84OPjg0mTJuHs2bMcR0tI5dGMBSFE4V2/fh0zZszA7Nmz0axZM7E9SuW/uPnE1NQU58+fF5uNuHPnDjp37oyHDx8iJiYGnTt35mVJckI+h2YsCCEKT09PDwUFBWjfvr3IdcYYBAKBsCkZnxQUFCA3N1cssXj69ClevnwJ4MO/6927d1yER4jEKLEghCg8X19fqKmpYe/evQqzedPb2xtDhw7F8uXL0apVKwgEAkRHR+P3338X9guKjo5G48aNuQ2UkCqipRBCiMLT0tLCrVu3YGtry3Uolfb69WtMmjQJO3fuRElJCQBARUUFgwYNwsqVK1GrVi3ExsYCAJycnLgLlJAqosSCZ0pKSrBnzx54eXmhfv36XIdDiEJwc3PD7NmzFXKD8+vXr5Geng7GGKytraGtrc11SIRIhRILHtLS0kJiYqJYp0ZCSMUOHjyIOXPmYOrUqXBwcBDbvOno6MhRZIR8eyix4CFPT09MnDgR3t7eXIdCiEJQUlISuyYQCHi9ebOwsBCLFy9GSEhIhdVC09PTOYqMEOnQ5k0e8vf3x+TJk5GdnY2WLVuiVq1aIo/Tuy9CRGVkZHAdQpUNHz4cERERGDBgAIyNjRViwykhlUEzFjykiO++CCFVo6enh1OnTsHV1ZXrUAiRKZqx4CFFfPdFCJd27tz5xccHDhxYTZFUnr6+PvUBITUSzVgQQhSevr6+yOfv379HUVER1NTUoKWlxcvuprt378bx48exY8cOaGlpcR0OITJDiQVP7dq1Cxs3bkRGRgauXLkCc3NzBAYGwtLSkjZ1ElIJKSkpGD16NKZOnQovLy+uwxHj7OyMtLQ0MMZgYWEhdpIlJiaGo8gIkQ4thfDQhg0bMHv2bEycOBF///23cE+Fnp4eAgMDKbEgpBIaNWqExYsXo3///khKSuI6HDHl1TUJqWloxoKH7O3tsXDhQvTq1Qs6OjqIi4uDlZUVEhIS4OHhQQ2JCKmkW7duwd3dXdh7gxAifzRjwUMZGRlwdnYWu66uro7CwkIOIiKE306cOCHyOWMMOTk5WLt2La9PXeTn5+PQoUNIS0vD1KlTUadOHcTExKBevXowNTXlOjxCJEKJBQ9ZWloiNjZWrPLmmTNnxDohEkLElxUEAgEMDQ3Rvn17LF++nJugviI+Ph4dO3aErq4uMjMz4efnhzp16uDo0aO4f//+V0+6EMJXlFjw0NSpUzFmzBgUFxeDMYbo6Gjs27cPixYtwpYtW7gOjxDe+bRqpSKYPHkyBg8ejKVLl0JHR0d4vWvXrvDx8eEwMkKkQ4kFDw0ZMgQlJSWYNm0aioqK4OPjA1NTU6xatQr9+vXjOjxCiAxcv34dmzZtErtuamqKx48fcxARIbIhXuKR8IKfnx/u37+P3NxcPH78GNnZ2Rg2bBjXYRHCS7/88gsWL14sdv1///sffv31Vw4i+joNDY0KN5Xeu3cPhoaGHEREiGxQYsFzBgYGMDIy4joMQngtIiIC3bt3F7vepUsXXLx4kYOIvs7b2xvz5s3D+/fvAXzYF5KVlYUZM2agd+/eHEdHiOQoseChJ0+eYMCAATAxMYGKigqUlZVFPgghol6/fg01NTWx66qqqrw9arps2TI8ffoURkZGePPmDdzd3WFjYwMdHR38/fffXIdHiMRojwUPDR48GFlZWZg1axZ1PSSkEpo1a4YDBw5g9uzZItf379/P25NUtWvXRmRkJEJDQxETE4OysjK0aNECHTt25Do0QqRCBbJ4SEdHB5cuXYKTkxPXoRCiEE6cOIHevXvDx8cH7du3BwCEhIRg3759OHjwIFW5JKQa0YwFD5mZmYHyPUIqr2fPnjh27BgWLlyIQ4cOQVNTE46Ojrhw4QLc3d25Dk9o9erVlX7u+PHj5RgJIfJDMxY8dO7cOSxfvhybNm2ChYUF1+EQQmTE0tKyUs8TCARIT0+XczSEyAclFjyhr68vspeisLAQJSUl0NLSEut6yMcW0ITwwc2bN5GYmAiBQAB7e/sKS+MTQuSLlkJ4IjAwkOsQCFFYubm56NevH8LDw6GnpwfGGAoKCuDp6Yn9+/dTXQhCqhHNWBBCFF7fvn2RlpaGXbt2wc7ODgBw9+5dDBo0CDY2Nti3bx/HEX4wefLkSj93xYoVcoyEEPmhxIKHlJWVkZOTI1YY6/nz5zAyMkJpaSlHkRHCT7q6urhw4QJatWolcj06OhqdO3dGfn4+N4F9wtPTs1LPEwgECA0NlXM0hMgHLYXw0Odyvbdv31ZYBIiQb11ZWZnYXiTgQ4EsPjUoCwsL4zoEQuSOEgseKT+KJhAIsGXLFmhrawsfKy0txcWLF9GkSROuwiOEt9q3b48JEyZg3759MDExAQA8fPgQkyZNQocOHTiOjpBvCy2F8Ej5UbT79++jQYMGIuW71dTUYGFhgXnz5uH777/nKkRCeCk7Oxve3t5ISEiAmZmZsO+Gg4MDjh8/jgYNGnAdYoWuX7+OgwcPIisrC+/evRN57MiRIxxFRYh0KLHgIU9PTxw5cgT6+vpch0KIQjl//jySkpLAGIO9vT2vy2Pv378fAwcOROfOnXH+/Hl07twZKSkpePz4MX766Sds376d6xAJkQglFjz27NkzCAQC1K1bl+tQCCEy5ujoiJEjR2LMmDHQ0dFBXFwcLC0tMXLkSBgbG2Pu3Llch0iIRCix4Jn8/Hz8+eefOHDgAPLy8gB8KJ7Vr18/LFiwAHp6etwGSAhPKHp57Fq1auHOnTuwsLCAgYEBwsLC4ODggMTERLRv3x45OTlch0iIRGjzJo+8ePECbdq0wcOHD+Hr6ws7OzswxpCYmIigoCCEhITg8uXLtERCCICVK1eKfP706VMUFRUJk+/8/HxoaWnByMiIl4lFnTp18OrVKwCAqakpEhIS4ODggPz8fBQVFXEcHSGSo8SCR+bNmwc1NTWkpaWhXr16Yo917twZ8+bNE3tBJeRblJGRIfzz3r17sX79emzduhW2trYAgHv37sHPzw8jR47kKsQv+uGHH3D+/Hk4ODigT58+mDBhAkJDQ3H+/Hk6yUIUGi2F8IiFhQU2bdoELy+vCh8PDg7GqFGjkJmZWb2BEcJz1tbWOHTokFhvkJs3b+KXX34RSUL44sWLFyguLoaJiQnKysqwbNkyREZGwsbGBrNmzaKZSaKwKLHgEXV1daSlpX32aNyDBw9gY2OD4uLiao6MEH7T0tJCeHg4vvvuO5Hr0dHR8PDwoKUFQqoRLYXwiIGBATIzMz+bWGRkZNAJEUIq0KFDB/j5+WHr1q1o2bIlBAIBbty4gZEjR/L6yGlZWRlSU1ORm5srViHUzc2No6gIkQ7NWPDIsGHDkJqaivPnz4uV7n779i28vLxgbW2NrVu3chQhIfz09OlTDBo0CMHBwcLS3iUlJfDy8kJQUJBY3x0+uHr1Knx8fHD//n2xMv4CgYB6AhGFRYkFjzx48AAuLi5QV1fHmDFjhOW77969i/Xr1+Pt27e4ceMGzMzMOI6UEH5KSUlBYmIiGGOws7ND48aNuQ7ps5ycnNC4cWPMnTsXxsbGEAgEIo/r6upyFBkh0qHEgmcyMjLg7++Pc+fOCd/FCAQCdOrUCWvXroWNjQ3HERJCZKFWrVqIi4ujn2lS49AeC56xtLTEmTNnkJeXh5SUFACAjY0N6tSpw3FkhBBZ+v7775GamkqJBalxaMaCEEKqSXx8vPDPaWlp+OuvvzB16lQ4ODiItX13dHSs7vAIkQlKLAghpJooKSlBIBCIbdYsV/4Ybd4kioyWQgghpJrwsVAXIbJGMxaEEIX08bLC19CyAiHVhxILQohCUvRlhUWLFqFevXoYOnSoyPVt27bh6dOnmD59OkeRESIdSiwIIQrp/v37lX6uubm5HCORjIWFBfbu3Yu2bduKXL927Rr69etHyyZEYdEeC0KIQuJjslAVjx8/hrGxsdh1Q0ND5OTkcBARIbJBiQUhpMa4e/cusrKy8O7dO5HrPXv25CiizzMzM0NUVBQsLS1FrkdFRcHExISjqAiRHiUWhBCFl56ejp9++gm3b98W2XdRXiabj3sshg8fjokTJ+L9+/do3749ACAkJATTpk3DlClTOI6OEMlRYkEIUXgTJkyApaUlLly4ACsrK0RHR+P58+eYMmUKli1bxnV4FZo2bRpevHgBf39/4QyLhoYGpk+fjpkzZ3IcHSGSo82bhBCFZ2BggNDQUDg6OkJXVxfR0dGwtbVFaGgopkyZglu3bnEd4me9fv0aiYmJ0NTURKNGjaCurs51SIRIhWYsCCEKr7S0FNra2gA+JBmPHj2Cra0tzM3Nce/ePY6j+zJtbW20atWK6zAIkRlKLAghCq9Zs2aIj4+HlZUVvv/+eyxduhRqamr4559/YGVlxXV4hHxTaCmEEKLwzp49i8LCQvz8889IT09Hjx49kJSUhLp16+LAgQPCzZGEEPmjxIIQUiO9ePEC+vr6wpMhhJDqQYkFIYQQQmSG9lgQQhRecXEx1qxZg7CwMOTm5qKsrEzk8ZiYGI4i+7Jdu3Zh48aNyMjIwJUrV2Bubo7AwEBYWlrC29ub6/AIkQglFoQQhTd06FCcP38ev/zyC7777juFWP7YsGEDZs+ejYkTJ+Lvv/8WFvHS09NDYGAgJRZEYdFSCCFE4enq6uL06dNwdXXlOpRKs7e3x8KFC9GrVy/o6OggLi4OVlZWSEhIgIeHB549e8Z1iIRIRInrAAghRFqmpqbQ0dHhOowqycjIgLOzs9h1dXV1FBYWchARIbJBiQUhROEtX74c06dPr1Irda5ZWloiNjZW7PqZM2dgb29f/QERIiO0x4IQovBcXFxQXFwMKysraGlpQVVVVeTxFy9ecBTZ502dOhVjxoxBcXExGGOIjo7Gvn37sGjRImzZsoXr8AiRGCUWhBCF99tvv+Hhw4dYuHAh6tWrpxCbN4cMGYKSkhJMmzYNRUVF8PHxgampKVatWoV+/fpxHR4hEqPNm4QQhaelpYUrV66gefPmXIcikWfPnqGsrAxGRkZch0KI1GjGghCi8Jo0aYI3b95wHYbEDAwMuA6BEJmhzZuEEIW3ePFiTJkyBeHh4Xj+/Dlevnwp8sFHT548wYABA2BiYgIVFRUoKyuLfBCiqGgphBCi8JSUPrxH+nRvBWMMAoFAWHyKT7p27YqsrCyMHTsWxsbGYrFTgSyiqGgphBCi8MLCwrgOocoiIyNx6dIlODk5cR0KITJFiQUhRKG9f/8ec+bMwaZNm9C4cWOuw6k0MzMz0IQxqYlojwUhRKGpqqoiISFBIY6YfiwwMBAzZsxAZmYm16EQIlO0x4IQovCmTJkCVVVVLF68mOtQKk1fXx9FRUUoKSlRmKJehFQGLYUQQhTeu3fvsGXLFpw/fx4uLi6oVauWyOMrVqzgKLLPCwwM5DoEQuSCZiwIIQrP09Pzs48JBAKEhoZWYzSEfNsosSCEkGry8uVL1K5dW/jnLyl/HiGKhhILQkiN8uDBAwgEApiamnIdihhlZWXk5OTAyMgISkpKFW445XPtDUIqg/ZYEEIUXllZGRYsWIDly5fj9evXAAAdHR1MmTIFf/75p7CAFtdCQ0NRp04dAIpZe4OQyqAZC0KIwps5cya2bt2KuXPnwtXVFYwxREVFYc6cOfDz88Pff//NdYiEfDMosSCEKDwTExNs3LgRPXv2FLl+/Phx+Pv74+HDhxxFJio+Pr7Sz3V0dJRjJITIDy2FEEIU3osXL9CkSROx602aNOFVPQgnJycIBIKvVtykPRZEkVFiQQhReM2bN8fatWuxevVqketr165F8+bNOYpKXEZGBtchECJ3tBRCCFF4ERER6N69Oxo2bIg2bdpAIBDg8uXLyM7OxunTp/HDDz9wHSIh3wxKLAghNcKjR4+wbt06JCUlgTEGe3t7+Pv7w8TEhOvQPis5ORnh4eHIzc1FWVmZyGOzZ8/mKCpCpEOJBSFEYaWnp8PS0lLhGpABwObNmzF69GgYGBigfv36Iv8GgUCAmJgYDqMjRHKUWBBCFNbHBacAoG/fvli9ejXq1avHcWRfZ25uDn9/f0yfPp3rUAiRKX5UjSGEEAl8+r7o9OnTKCws5CiaqsnLy8Ovv/7KdRiEyBwlFoQQwoFff/0V586d4zoMQmSOjpsSQhSWQCAQ21+hKPstbGxsMGvWLFy9ehUODg5QVVUVeXz8+PEcRUaIdGiPBSFEYSkpKaFr165QV1cHAJw8eRLt27dHrVq1RJ535MgRLsL7IktLy88+JhAIkJ6eXo3RECI7lFgQQhTWkCFDKvW87du3yzkSQkg5SiwIIYRDz549g0AgQN26dbkOhRCZoM2bhBBSzfLz8zFmzBgYGBigXr16MDIygoGBAcaOHYv8/HyuwyNEKjRjQQgh1ejFixdo06YNHj58CF9fX9jZ2YExhsTEROzduxdmZma4fPky9PX1uQ6VEIlQYkEIIdVo4sSJCAkJwYULF8QKeT1+/BidO3dGhw4dsHLlSo4iJEQ6lFgQQkg1srCwwKZNm+Dl5VXh48HBwRg1ahQyMzOrNzBCZIT2WBBCSDXKyclB06ZNP/t4s2bN8Pjx42qMiBDZosSCEEKqkYGBwRdnIzIyMuiECFFolFgQQkg16tKlC/7880+8e/dO7LG3b99i1qxZ6NKlCweRESIbtMeCEEKq0YMHD+Di4gJ1dXWMGTMGTZo0AQDcvXsX69evx9u3b3Hjxg2YmZlxHCkhkqHEghBCqllGRgb8/f1x7tw5YYdWgUCATp06Ye3atbCxseE4QkIkR4kFIYRwJC8vDykpKQA+NCWrU6cOxxERIj1KLAghhBAiM7R5kxBCCCEyQ4kFIYQQQmSGEgtCCCGEyAwlFoQQQgiRGUosCCGEECIzlFgQQgghRGYosSCEEEKIzPwfOHf4hjYC1NUAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "above_18_preferredways=list(above_18_dictionary.keys())\n",
    "above_18_values = list(above_18_dictionary.values())\n",
    "plt.bar(above_18_preferredways,above_18_values,ec='black')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd056c83",
   "metadata": {},
   "source": [
    "For age group 18-24, Online resources like blogs,forums, Books/Physical Media, How-to videos and Formal documentation provided by the owner of the tech are the preferred ways to learn coding."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "69bc2e59",
   "metadata": {},
   "outputs": [],
   "source": [
    "above_25_dictionary={}\n",
    "for i in above_25.index:\n",
    "    keys = above_25.loc[i,'LearnCode'].split(';')\n",
    "    for key in keys:\n",
    "        if key in above_25_dictionary:\n",
    "            val = above_25_dictionary.get(key)\n",
    "            above_25_dictionary[key]=val+1\n",
    "        else:\n",
    "            above_25_dictionary[key]=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "e2ec018b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Books / Physical media': 21,\n",
       " 'Colleague': 15,\n",
       " 'Friend or family member': 7,\n",
       " 'Hackathons (virtual or in-person)': 5,\n",
       " 'Online Courses or Certification': 20,\n",
       " 'On the job training': 16,\n",
       " 'Other online resources (e.g., videos, blogs, forum)': 34,\n",
       " 'School (i.e., University, College, etc)': 21,\n",
       " 'Formal documentation provided by the owner of the tech': 29,\n",
       " 'Blogs with tips and tricks': 31,\n",
       " 'Books': 18,\n",
       " 'Recorded coding sessions': 13,\n",
       " 'How-to videos': 22,\n",
       " 'Video-based Online Courses': 14,\n",
       " 'Written-based Online Courses': 13,\n",
       " 'Auditory material (e.g., podcasts)': 7,\n",
       " 'Online challenges (e.g., daily or weekly coding challenges)': 10,\n",
       " 'Written Tutorials': 21,\n",
       " 'Click to write Choice 20': 13,\n",
       " 'Stack Overflow': 26,\n",
       " 'Interactive tutorial': 13,\n",
       " 'Certification videos': 3,\n",
       " 'Coding Bootcamp': 5,\n",
       " 'Programming Games': 3}"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "above_25_dictionary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "5c354dcf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "above_25_preferredways=list(above_25_dictionary.keys())\n",
    "above_25_values = list(above_25_dictionary.values())\n",
    "plt.bar(above_25_preferredways,above_25_values,ec='black')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06206dad",
   "metadata": {},
   "source": [
    "For age group 25-34, Online Resources, Blogs with tips and tricks and formal documentation provided by the owner of the tech are the preferred ways to learn coding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "7e0c2a79",
   "metadata": {},
   "outputs": [],
   "source": [
    "above_45_dictionary={}\n",
    "for i in above_45.index:\n",
    "    keys = above_45.loc[i,'LearnCode'].split(';')\n",
    "    for key in keys:\n",
    "        if key in above_45_dictionary:\n",
    "            val = above_45_dictionary.get(key)\n",
    "            above_45_dictionary[key]=val+1\n",
    "        else:\n",
    "            above_45_dictionary[key]=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "ffcc23b4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Books / Physical media': 4,\n",
       " 'Colleague': 1,\n",
       " 'On the job training': 5,\n",
       " 'Other online resources (e.g., videos, blogs, forum)': 5,\n",
       " 'School (i.e., University, College, etc)': 3,\n",
       " 'Formal documentation provided by the owner of the tech': 5,\n",
       " 'Blogs with tips and tricks': 3,\n",
       " 'How-to videos': 4,\n",
       " 'Online challenges (e.g., daily or weekly coding challenges)': 1,\n",
       " 'Written Tutorials': 3,\n",
       " 'Click to write Choice 20': 3,\n",
       " 'Stack Overflow': 5,\n",
       " 'Online Courses or Certification': 3,\n",
       " 'Books': 1,\n",
       " 'Video-based Online Courses': 3,\n",
       " 'Written-based Online Courses': 3,\n",
       " 'Friend or family member': 1,\n",
       " 'Certification videos': 1}"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "above_45_dictionary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "2d47a7eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "above_45_preferredways=list(above_45_dictionary.keys())\n",
    "above_45_values = list(above_45_dictionary.values())\n",
    "plt.bar(above_45_preferredways,above_45_values,ec='black')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0bc54230",
   "metadata": {},
   "source": [
    "for age group 45-54,job training, online resources , stack overflow and formal documentation are the preferred ways to learn coding."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "3a7740bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "above_35_dictionary={}\n",
    "for i in above_35.index:\n",
    "    keys = above_35.loc[i,'LearnCode'].split(';')\n",
    "    for key in keys:\n",
    "        if key in above_35_dictionary:\n",
    "            val = above_35_dictionary.get(key)\n",
    "            above_35_dictionary[key]=val+1\n",
    "        else:\n",
    "            above_35_dictionary[key]=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "b2ed1bc6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Books / Physical media': 12,\n",
       " 'Colleague': 5,\n",
       " 'Online Courses or Certification': 14,\n",
       " 'Other online resources (e.g., videos, blogs, forum)': 16,\n",
       " 'Formal documentation provided by the owner of the tech': 13,\n",
       " 'Blogs with tips and tricks': 14,\n",
       " 'Books': 9,\n",
       " 'Recorded coding sessions': 3,\n",
       " 'How-to videos': 5,\n",
       " 'Written Tutorials': 12,\n",
       " 'Stack Overflow': 14,\n",
       " 'Interactive tutorial': 7,\n",
       " 'Friend or family member': 4,\n",
       " 'Coding Bootcamp': 6,\n",
       " 'School (i.e., University, College, etc)': 11,\n",
       " 'Video-based Online Courses': 7,\n",
       " 'Written-based Online Courses': 8,\n",
       " 'Click to write Choice 20': 7,\n",
       " 'On the job training': 8,\n",
       " 'Online challenges (e.g., daily or weekly coding challenges)': 3,\n",
       " 'Hackathons (virtual or in-person)': 1,\n",
       " 'Other (please specify):': 3}"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "above_35_dictionary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "f2a4827b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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KYWNjA0dHR5kyYowxxsUH+89SKpVw9/DExw9JOYpjbGKKiHt3uQBhjDGZcPHB/rPi4+Px8UMSrJsMg6G1g6QYn1/G4eX+uYiPj+figzHGZMLFB/vPM7R2gFFht9xOgzHG2P/HE04ZY4wxplNcfDDGGGNMp7j4YIwxxphOcfHBGGOMMZ3i4oMxxhhjOsXFB2OMMcZ0iosPxhhjjOkUFx+MMcYY0ykuPhhjjDGmU1x8MMYYY0ynuPhgjDHGmE5x8cEYY4wxneLigzHGGGM6xcUHY4wxxnSKiw/GGGOM6ZTsxUdKSgrGjh0LFxcXmJiYwNXVFZMnT0ZaWprcD8UYY4yxPMhA7oCzZs3C8uXLERwcDG9vb1y+fBndunWDpaUlBg0aJPfDMcYYYyyPkb34OH/+PAICAtC4cWMAgLOzMzZt2oTLly/L/VCMMcYYy4NkLz6qV6+O5cuXIzIyEiVLlsSNGzcQFhaGBQsWZHn75ORkJCcnCz8nJCTInRJjjDGRlEol4uPjcxTDxsYGjo6OMmWkLi/kyLIme/ExcuRIvH37Fh4eHtDX10dqaiqmTZuG9u3bZ3n7GTNmYNKkSXKnwRhjTCKlUgl3D098/JCUozjGJqaIuHdXKx/ueSFHlj3Zi48tW7Zgw4YN2LhxI7y9vXH9+nUMHjwY9vb2CAwMVLv96NGjMXToUOHnhIQEODg4yJ0WY4wxDcXHx+PjhyRYNxkGQ2tp78efX8bh5f65iI+P18oHe17IkWVP9uJj+PDhGDVqFNq1awcA8PX1xcOHDzFjxowsiw8jIyMYGRnJnQZjjLEcMrR2gFFht9xO46vyQo5MnexLbZOSkqCnpxpWX1+fl9oyxhhjDIAWRj6aNm2KadOmwdHREd7e3rh27RrmzZuH7t27y/1QjDHGGMuDZC8+Fi9ejHHjxuHXX3/F8+fPYW9vjz59+mD8+PFyPxRjjDHG8iDZiw9zc3MsWLAg26W1jDHGGPux8d4ujDHGGNMpLj4YY4wxplNcfDDGGGNMp7j4YIwxxphOcfHBGGOMMZ3i4oMxxhhjOsXFB2OMMcZ0iosPxhhjjOkUFx+MMcYY0ykuPhhjjDGmU1x8MMYYY0ynuPhgjDHGmE5x8cEYY4wxneLigzHGGGM6ZZDbCTDGflxKpRLx8fGS729jYwNHR0cZM8qbcvp3BHTzt+T/b5aBiw/GWK5QKpVw9/DExw9JkmMYm5gi4t7dH/oDSY6/I6D9vyX/f7PMuPhgjOWK+Ph4fPyQBOsmw2Bo7SD6/p9fxuHl/rmIj4//oT+Mcvp3BHTzt+T/b5YZFx+MsVxlaO0Ao8JuuZ1GnpdX/o55JU+mXTzhlDHGGGM6xcUHY4wxxnSKiw/GGGOM6RQXH4wxxhjTKS4+GGOMMaZTXHwwxhhjTKe4+GCMMcaYTnHxwRhjjDGd4uKDMcYYYzrFxQdjjDHGdIqLD8YYY4zpFBcfjDHGGNMpLj4YY4wxplNcfDDGGGNMp7j4YIwxxphOaaX4ePToETp16gRra2uYmpqiTJkyuHLlijYeijHGGGN5jIHcAV+/fo1q1arB398fhw4dQqFChRATEwMrKyu5H4oxxhhjeZDsxcesWbPg4OCAtWvXCsecnZ3lfhjGGGOM5VGyFx979+5F/fr10bp1a4SGhqJo0aL49ddf0atXryxvn5ycjOTkZOHnhIQEuVNijDHJlEol4uPjJd/fxsYGjo6OMmbEWN4ne/Fx//59LFu2DEOHDsX//vc/XLx4EQMHDoSRkRG6dOmidvsZM2Zg0qRJcqfBGGM5plQq4e7hiY8fkiTHMDYxRcS9u1yAMJaJ7MVHWloaKlSogOnTpwMAypYti/DwcCxbtizL4mP06NEYOnSo8HNCQgIcHBzkTosxxkSLj4/Hxw9JsG4yDIbW4t+XPr+Mw8v9cxEfH8/FB2OZyF58FClSBF5eXirHPD09sWPHjixvb2RkBCMjI7nTYIwx2RhaO8CosFtup8HYf4bsS22rVauGiIgIlWORkZFwcnKS+6EYY4wxlgfJXnwMGTIEFy5cwPTp0xEdHY2NGzdi5cqV6N+/v9wPxRhjjLE8SPbio2LFiti1axc2bdoEHx8fTJkyBQsWLEDHjh3lfijGGGOM5UGyz/kAgCZNmqBJkybaCM0YY4yxPI73dmGMMcaYTnHxwRhjjDGd4uKDMcYYYzrFxQdjjDHGdIqLD8YYY4zpFBcfjDHGGNMpLj4YY4wxplNcfDDGGGNMp7j4YIwxxphOcfHBGGOMMZ3i4oMxxhhjOsXFB2OMMcZ0iosPxhhjjOkUFx+MMcYY0ymD3E7gv0CpVCI+Pl7y/W1sbODo6ChjRiwvyenzB+DnEGMsb+HiI4eUSiXcPTzx8UOS5BjGJqaIuHeXPzx+QHI8fwB+DjHG8hYuPnIoPj4eHz8kwbrJMBhaO4i+/+eXcXi5fy7i4+P5g+MHlNPnD8DPIcZY3sPFh0wMrR1gVNgtt9NgeRQ/fxhjPxKecMoYY4wxneLigzHGGGM6xcUHY4wxxnSKiw/GGGOM6RQXH4wxxhjTKS4+GGOMMaZTXHwwxhhjTKe4+GCMMcaYTnHxwRhjjDGd4uKDMcYYYzrFxQdjjDHGdIqLD8YYY4zpFBcfjDHGGNMpLj4YY4wxplNcfDDGGGNMp7RefMyYMQMKhQKDBw/W9kMxxhhjLA/QavFx6dIlrFy5EqVKldLmwzDGGGMsD9Fa8fH+/Xt07NgRq1atQoECBbT1MIwxxhjLYwy0Fbh///5o3Lgx6tSpg6lTp2Z7u+TkZCQnJws/JyQkaCslxth/nFKpRHx8fI5i2NjYwNHRUaaMGGNZ0UrxsXnzZly9ehWXLl365m1nzJiBSZMmaSMNxtgPRKlUwt3DEx8/JOUojrGJKSLu3eUChDEtkr34iIuLw6BBg3DkyBEYGxt/8/ajR4/G0KFDhZ8TEhLg4OAgd1qMsf+4+Ph4fPyQBOsmw2BoLe095PPLOLzcPxfx8fFcfDCmRbIXH1euXMHz589Rvnx54VhqaipOnz6NJUuWIDk5Gfr6+sJ1RkZGMDIykjsNxtgPytDaAUaF3XI7DcbYV8hefNSuXRu3bt1SOdatWzd4eHhg5MiRKoUHY4wxxn48shcf5ubm8PHxUTlmZmYGa2trteOMMcYY+/Fwh1PGGGOM6ZTWltpmdurUKV08DGOMMcbyAB75YIwxxphOcfHBGGOMMZ3i4oMxxhhjOsXFB2OMMcZ0iosPxhhjjOkUFx+MMcYY0ykuPhhjjDGmU1x8MMYYY0ynuPhgjDHGmE5x8cEYY4wxneLigzHGGGM6xcUHY4wxxnSKiw/GGGOM6RQXH4wxxhjTKYPcToCxvEapVCI+Pl7y/W1sbODo6ChjRowxueT09Q1o/zWeF3L8Fi4+GBNBqVTC3cMTHz8kSY5hbGKKiHt3uQBh7Dsjx+sb0O5rPC/kqAkuPhgTIT4+Hh8/JMG6yTAYWjuIvv/nl3F4uX8u4uPjufhg7DuT09c3oP3XeF7IURNcfDAmgaG1A4wKu+V2GowxLcgLr++8kOPX8IRTxhhjjOkUFx+MMcYY0ykuPhhjjDGmU1x8MMYYY0ynuPhgjDHGmE5x8cEYY4wxneLigzHGGGM6xcUHY4wxxnSKiw/GGGOM6RQXH4wxxhjTKS4+GGOMMaZTXHwwxhhjTKe4+GCMMcaYTnHxwRhjjDGd4uKDMcYYYzole/ExY8YMVKxYEebm5ihUqBCaN2+OiIgIuR+GMcYYY3mU7MVHaGgo+vfvjwsXLuDo0aNISUlBvXr1kJiYKPdDMcYYYywPMpA74OHDh1V+Xrt2LQoVKoQrV66gRo0acj8cY4wxxvIY2YuPL719+xYAULBgwSyvT05ORnJysvBzQkKCtlNijDHGWC7S6oRTIsLQoUNRvXp1+Pj4ZHmbGTNmwNLSUrg4ODhoMyXGGGOM5TKtFh8DBgzAzZs3sWnTpmxvM3r0aLx9+1a4xMXFaTMlxhhjjOUyrZ12CQoKwt69e3H69GkUK1Ys29sZGRnByMhIW2kwxhhj7Dsje/FBRAgKCsKuXbtw6tQpuLi4yP0QjDHGGMvDZC8++vfvj40bN2LPnj0wNzfH06dPAQCWlpYwMTGR++EYY4wxlsfIPudj2bJlePv2Lfz8/FCkSBHhsmXLFrkfijHGGGN5kFZOuzDGGGOMZYf3dmGMMcaYTnHxwRhjjDGd4uKDMcYYYzrFxQdjjDHGdIqLD8YYY4zpFBcfjDHGGNMpLj4YY4wxplNcfDDGGGNMp7j4YIwxxphOcfHBGGOMMZ3i4oMxxhhjOsXFB2OMMcZ0iosPxhhjjOkUFx+MMcYY0ymD3E6AMcYY+y9TKpWIj4+XfH8bGxs4OjrKmFHu4+KDMcYY0xKlUgl3D098/JAkOYaxiSki7t39TxUgXHwwxhhjWhIfH4+PH5Jg3WQYDK0dRN//88s4vNw/F/Hx8Vx8MMYYY0xzhtYOMCrslttpfDd4wiljjDHGdIqLD8YYY4zpFBcfjDHGGNMpLj4YY4wxplNcfDDGGGNMp7j4YIwxxphOcfHBGGOMMZ3i4oMxxhhjOsXFB2OMMcZ0iosPxhhjjOkUFx+MMcYY0ykuPhhjjDGmU1x8MMYYY0ynuPhgjDHGmE5x8cEYY4wxndJa8bF06VK4uLjA2NgY5cuXx5kzZ7T1UIwxxhjLQ7RSfGzZsgWDBw/GmDFjcO3aNfz8889o2LAhlEqlNh6OMcYYY3mIVoqPefPmoUePHujZsyc8PT2xYMECODg4YNmyZdp4OMYYY4zlIQZyB/z06ROuXLmCUaNGqRyvV68ezp07p3b75ORkJCcnCz+/ffsWAJCQkCB3anj//n36Yz6NRtqnj5JifH71rxArISEhxzHljpdXYuaFHLURMy/kqI2YX8bL+LecMfn3/n5+b23EzAs5aiOmLnKUS0YsIvr2jUlmjx49IgB09uxZlePTpk2jkiVLqt1+woQJBIAvfOELX/jCF778By5xcXHfrBVkH/nIoFAoVH4mIrVjADB69GgMHTpU+DktLQ2vXr2CtbV1lrfXpoSEBDg4OCAuLg4WFhY/TMy8kKM2YuaFHLURMy/kqI2YeSHHvBIzL+SojZh5IUdtxdQEEeHdu3ewt7f/5m1lLz5sbGygr6+Pp0+fqhx//vw57Ozs1G5vZGQEIyMjlWNWVlZypyWKhYWF7P9heSFmXshRGzHzQo7aiJkXctRGzLyQY16JmRdy1EbMvJCjtmJ+i6WlpUa3k33Cab58+VC+fHkcPXpU5fjRo0dRtWpVuR+OMcYYY3mMVk67DB06FJ07d0aFChVQpUoVrFy5EkqlEn379tXGwzHGGGMsD9FK8dG2bVu8fPkSkydPxpMnT+Dj44ODBw/CyclJGw8nGyMjI0yYMEHtNNB/PWZeyFEbMfNCjtqImRdy1EbMvJBjXomZF3LURsy8kKO2YspNQaTJmhjGGGOMMXnw3i6MMcYY0ykuPhhjjDGmU1x8MMYYY0ynuPhgjDHGmE5x8cGYjFJTU3H9+nW8fv06t1PJlhw5rlq1ClFRUTJmJa/Pnz/D1dUVd+7cye1UvgsJCQnYvXs37t69K1vMN2/eyBaL/Xh4tQuAO3fuQKlU4tOnTyrHmzVrlksZqYuMjMSpU6fw/PlzpKWlqVw3fvx4jeO8ffsWu3btwpkzZ/DgwQMkJSXB1tYWZcuWRf369XPUCC4tLQ3R0dFZ5lijRg3R8YKDg2FjY4PGjRsDAEaMGIGVK1fCy8sLmzZt+i6Wbg8ePBi+vr7o0aMHUlNTUbNmTZw7dw6mpqbYv38//Pz8RMeU+/fWRo4eHh6IioqCnZ0datasCT8/P9SsWRMeHh6i4uzdu1fj24p9PRYtWhTHjh2Dp6enqPt9y/HjxzF//nzcvXsXCoUCHh4eGDx4MOrUqZPj2MnJybIsj2zTpg1q1KiBAQMG4MOHDyhdujQePHgAIsLmzZvxyy+/iIo3a9YsODs7o23btkL8HTt2oHDhwjh48CBKly4tOseoqCicO3cOT58+hUKhgJ2dHapWrYoSJUqIjpUh81YdmSkUChgbG8PNzQ0BAQEoWLCgxjHj4uJU3iu9vb1z9H+UnJyMixcvqr3/uri4SI4JAJMnT4aNjQ1+/fVX4djSpUsRHx8v6jNCZ3K+lVzeFRMTQ6VKlSKFQkF6enqkUCiEf+vp6eUo9uvXr2nVqlU0atQoevnyJRERXblyhf7991/RsVauXEn6+vpkZ2dHpUuXpjJlygiXsmXLahTj8ePH1LNnTzIxMSEXFxdq27YtDR06lMaMGUP9+vWjn3/+mUxNTcnT05M2b94sOsfz58+Ti4uLyt8x899TipIlS9Lx48eJiOjcuXNkYmJCK1asoKZNm1KLFi0kxcxKSkoKXbt2jV69eiX6vkWLFqVLly4REdGuXbvI3t6eIiIiaMyYMVS1alVJ+cj9e2sjRyKiJ0+e0MaNG6lPnz7k7u5Oenp6ZGdnR23bttU4xpfPlewuUp5DM2bMoMDAQPr8+bPo+2Zn8eLFZGBgQO3ataOFCxfSwoULqX379mRoaEiLFy8WHe/w4cMUGBhIrq6uZGBgQHp6epQ/f36qUaMGTZ06lR49eiQpTzs7O7p+/ToREf3999/k5uZGiYmJtHTpUipTpozoeC4uLsJmoUeOHCErKysKCQmhHj16UN26dUXFevPmDTVr1owUCgVZWVlRyZIlqUSJEmRlZUV6enoUEBBAb9++FZ0jEZGfnx9ZWFiQmZkZlStXjsqWLUv58+cnS0tLqly5MllZWVGBAgUoPDz8q3EePHhAo0aNIicnJ7X3NCMjI6pTpw5t3bqVUlNTNc7t7Nmz1K5dOzI2NiY9PT0qWLAgFS1alExMTEhPT4/c3Nxo9uzZlJCQIOl3d3Z2pjp16qgcq1WrFrm4uEiKp20/dPHRpEkTCggIoOfPn1P+/Pnpzp07dObMGapUqRKdPn1actwbN26Qra0tubm5kYGBAcXExBAR0dixY6lz586i4zk6OtLMmTMl50NEZGtrS8OGDaNbt25le5ukpCTauHEjVapUiX7//XdR8UuXLk2tW7emO3fu0OvXr+nNmzcqFylMTEzo4cOHREQ0YsQI4W93+/ZtsrGxkRSTiGjQoEH0559/ElF64VGtWjVSKBRkZmZGJ0+eFBXLyMhI2MGxV69eNGjQICIiun//Ppmbm0vKT+7fWxs5Zvb+/Xs6fPgwde3alQwMDEhfXz/HMeXQvHlzMjc3pyJFilC9evWoRYsWKhcp7O3tsywylixZQkWKFNE4zq5du6hkyZJkZ2dH3bp1o2XLltHevXvp6NGjtGXLFho3bhz5+fmRkZER9enTh54/fy4qT2NjY1IqlURE1LlzZxo5ciQRET18+JDMzMxExfoy3sCBA6l3795ERBQREUFWVlaiYnXu3Jl8fX3pwoULatdduHCBSpUqRV26dBGdIxHR/PnzqWXLlirFy9u3b6lVq1a0YMECSkxMpICAAKpXr162MQYOHEjm5ub0yy+/UHBwMN29e5cSEhLo8+fP9OzZMzp+/DhNnDiR3N3dydvbmy5evPjNvJo1a0ZFihShYcOGUWhoKCUmJqpcHxMTQ+vWraP69etT4cKF6ciRI5J+/7zkhy4+rK2t6caNG0REZGFhQffu3SMiouPHj0v6dpChdu3aNHz4cCIiyp8/v1B8nD17lpycnETHMzc3F2JIJfbNS+ztTU1NKSoqStR9vsXW1pauXr1KRERlypSh4OBgIiKKjo6W9AaaQc6RAEdHRwoJCaGUlBRycHCgffv2EVF6oSD2TTmD3L+3NnI8ePAgjRw5kipXrkzGxsZUvnx5GjJkCO3Zs0fSCJI2dO3a9asXKfLnz5/l8zwyMlLU/03FihVp79693/zm/O+//9Lw4cNpzpw5ovIsUaIEbdmyhd6/f0+2trbCSNr169fJ2tpaVCwioiJFiggjHyVLlqStW7cSEdG9e/dEF7CWlpZZFh4Zzp8/T5aWlqJzJEovDrMa1bh9+zbZ29sTUfoI9Nf+Br/99pvG738HDhygbdu2ffN2S5YsoeTkZI1i3r59+4coPrTSXj2vSE1NRf78+QGk78b7+PFjuLu7w8nJCREREZLjXrp0CStWrFA7XrRoUbXdfjXRunVrHDlyJEd749ja2mr19pUrV0Z0dDTc3NxE3e9r6tati549e6Js2bKIjIwU5kCEh4fD2dlZctz4+HgULlwYAHDw4EG0bt0aJUuWRI8ePbBo0SJRsbp164Y2bdqgSJEiUCgUqFu3LgDgn3/+ET3/IYPcv7c2cmzcuDFsbW0xbNgwhISEaLyT5bckJiYiNDQ0yzlYAwcOFBVr7dq1suSUWbNmzbBr1y4MHz5c5fiePXvQtGlTjeNcvHhRo9sVLVoUs2fPFpUjkD7Pp2PHjsifPz8cHR2FeT2nT5+Gr6+v6HgtW7ZEhw4dUKJECbx8+RINGzYEAFy/fl3Sa16hUEi67lvevn2L58+fw8vLS+X4ixcvkJCQACB91/Qvn1uZ/f777xo/XqNGjTS6Xf/+/TWO6e3tDW9vb41vn0HuuSna9kMXHz4+Prh58yZcXV1RuXJlzJ49G/ny5cPKlSvh6uoqOa6xsbHwRM8sIiJC9Ic6ALi5uWHcuHG4cOECfH19YWhoqHK92DdlAHj06BHOnj2b5eRQTePdvHlT+HdQUBCGDRuGp0+fZpljqVKlROf4xx9/YOzYsYiLi8OOHTtgbW0NALhy5Qrat28vOl4GOzs73LlzB0WKFMHhw4exdOlSAEBSUhL09fVFxZo4cSJ8fHwQFxeH1q1bCy92fX19jBo1SlJ+cv/e2shx3rx5OH36NH7//XfMmzdPmHTq5+cneYLntWvX0KhRIyQlJSExMREFCxZEfHw8TE1NUahQIUnP85SUFJw6dQoxMTHo0KEDzM3N8fjxY1hYWAhfPMTw9PTEtGnTcOrUKVSpUgUAcOHCBZw9exbDhg1TKV6l5CuXX3/9FZUqVUJcXBzq1q0LPb30hY2urq6YOnWq6Hjz58+Hs7Mz4uLiMHv2bOFv9+TJE5UJjppo2rQpevXqhdWrV6NChQoq112+fBl9+/aVPNk/ICAA3bt3x9y5c1GxYkUoFApcvHgRv/32G5o3bw4gvfArWbKkRvE+fPgAIoKpqSkA4OHDh9i1axc8PT1Rv359STlm+PTpU5bvv46OjhrHePjwIZYvX45NmzYhLi4OlGn9SL58+fDzzz+jd+/e+OWXX4TnwHcjt4dectPhw4dpx44dRJR+zs3T05MUCgXZ2NgIw5RS9OrVi5o3b06fPn2i/Pnz0/379+nhw4dUtmxZ4Xy7GM7OztlepEwmWrNmDeXLl4/y589PTk5OkuN9OVE3q0mCOZlw+rVhyhcvXkiKSUQ0YcIEsrS0JA8PD3J0dKSPHz8SEdHq1avpp59+khz3R3Xz5k1avHgxtWzZkgwNDalw4cKS4tSsWZN69epFKSkpwulKpVJJNWrUEF6nYjx48IA8PDzI1NSU9PX1hVOXgwYNoj59+kjK8WuvRamvo19++YVmzJihdnz27NnUqlUrSXlmSE5Opnv37sk66TanXr9+TQ0aNCCFQkEFChQgd3d38vDwoAIFCpCenh41bNiQXr9+LSn2u3fvqGfPnpQvXz5h4UC+fPmoV69e9P79eyIiunbtGl27dk2jeHXr1qVly5YJedvZ2VGxYsXI2NiYli5dKinHyMhIql69upBfxkXse6U25qboEi+1/cKrV69QoECBHA39JSQkoFGjRggPD8e7d+9gb2+Pp0+fokqVKjh48CDMzMxkzFg8BwcH9O3bF6NHj85RNfzw4UONbytlWWzz5s2xc+dOtRyfPXuG2rVr4/bt26JjZti+fbswElCsWDEA6UtcraysEBAQICrW8ePHcfz48Sy/xaxZs0ZSfm/evMHq1auF5Zyenp7o0aOHxqc3xJw+ysk39GvXruHUqVM4efIkzpw5g3fv3qFs2bK4dOmS6FhWVlb4559/4O7uDisrK5w/fx6enp74559/EBgYiHv37omK17x5c5ibm2P16tWwtrbGjRs34OrqitDQUPTs2fO76VNia2uLEydOqJ0OuXXrFurUqYNnz56JjpmUlISgoCAEBwcDSF+q7+rqioEDB8Le3l7SiNdff/2FFStW4P79+zh//jycnJywYMECuLi4iH7NAMC9e/dw/vx54VR04cKFUaVKFcmnAjN7//497t+/DyJC8eLFJY1yAemn40NDQ+Ht7Y0///wTixcvxrVr17Bjxw6MHz9eUt+UatWqwcDAAKNGjRJOhWam6bLl4cOHY8SIERqNph88eBBJSUlo1aqV6Hy1JpeLn/+048eP0++//06zZs2io0ePyhIzLS2N0tLSchSjYMGCFB0dLUs+2lSpUiW1iYFPnjwhDw8P+uWXXyTHzZi1n5Xz58+LijVx4kTS09OjSpUqUUBAADVv3lzlIsWlS5eEZXgtWrSg5s2bU7Fixcja2pquXLmiUQxtfEPPrGnTplSgQAHS19en8uXL07Bhw2jfvn2Sl0gSEdnY2FBERAQRpU9qPHz4MBER3b17l0xMTETHs7a2FiaRZ574HRsbKymethgbGwt5Znb37l0yNjaWFHPgwIFUvnx5OnPmDJmZmQm/+549eyRNpl+6dCnZ2NjQ1KlTycTERIi3du1a8vPzk5RjXpB55Vnr1q1p4sSJRJT+HiL1OWRqakp3796VLce86ocrPlq0aCG8QX659E6OpXjaEhwcTD4+PmRkZERGRkbk6+tL69evlxRr+PDhWQ7z5sT06dNp9erVasdXr14teZlwfHw8eXl50eDBg4kofeZ/yZIlqXXr1qLW13/J3d2d4uPj1Y6HhYWJnmVfuHBhyf8P2alevTp17dpVZaj88+fPFBgYSD///LOsjyWVHMXGl+rWrUt///03ERH16dOHKlWqRBs2bKD69etTpUqVRMfL3M8hc/Fx5swZKlSokKQc09LSaOvWrdSvXz/65ZdfZHnPqFChAk2aNEnt+IQJE6hcuXKSYjo6OgqFdObfPSoqStLyak9PT9q1a5davFu3bklaPUNE2b6GU1NThQ98sd6/f09jx46lKlWqUPHixcnFxUXlIpavry8tXLiQlEolWVhY0Llz54iI6PLly2RnZycpxwoVKtCZM2ck3Tc7EyZMoAcPHsgaU9t+uAmnlpaWwjCXXDP0vzR58uSvXi+229y8efMwbtw4DBgwANWqVQMR4ezZs+jbty/i4+MxZMgQUfFmzJiBJk2a4PDhw1lODp03b56oeACwYsUKbNy4Ue24t7c32rVrh5EjR4qOaW1tjZCQEFSvXh0AcODAAZQrVw5///13jk4X/fzzz6hXrx5OnToFc3NzAOmrAJo0aYJJkyaJivXp06ccdYXNyuXLl7Fq1SoYGPzfy9PAwAAjRoxQm6CXW+bMmSN7zOnTp+Pdu3cAgClTpiAwMBD9+vWDm5ubpJUrdevWxYIFC7By5UoA6aso3r9/jwkTJmi8SuFLgwYNwsqVK+Hv7w87O7scnZ7NMG7cOPzyyy+IiYlBrVq1AKSfytu0aRO2bdsmKeaLFy9QqFAhteOJiYmSco6NjUXZsmXVjhsZGSExMVFUrISEBPTs2RP79u2DhYUF+vbti/HjxwuTvV+8eAEXFxekpqaKzrNnz54IDQ1F586dszylIdb48ePRoUMHDBkyBLVq1RImGR85ciTLv4cmZs2ahREjRmD69OlZvv9aWFiIjrlv3z5MnToVNWvWRI8ePdCyZUsYGxtLyk9ncrv6+S/K3IG0TJky5O3tTaampmRhYaFxR9LMnJ2dhV4Pma1bt46cnZ1Fx5s8eTIpFAry8PCgmjVrkp+fn3Dx9/cXHY8ovZHV/fv31Y7HxMSQkZGRpJgZIiMjqVChQtSxY8ccn3IiSv/2+ssvv9DPP/9MHz58oBMnTlD+/PlpwYIFomONGDGCJk+enOOcMitUqBCFhISoHT98+LDkb+xxcXH0xx9/0MiRI2nIkCEqF6lOnTpFTZo0oeLFi5Obmxs1bdo0R8355Pbo0SMqWbIkeXp6koGBAf30009kbW1N7u7u9OzZM0kxCxQoQAcOHJA5U6L9+/dT1apVydTUlKytrcnf359OnTolOV6NGjVo0aJFRETCpHciov79+1P9+vVFx/P09KTdu3cL8TJGPhYuXCh6dGbgwIFUsmRJ2rZtG61atYqcnJyocePGwgTzp0+fkkKhEJ0jUXoPkbCwMEn3zc6TJ0/o6tWrKiM1//zzj+RTJ1920pY64fRLN27coMGDB1OhQoXIysqK+vbt+91NMs2Miw8defv2LbVo0ULSEL2RkVG2jY2kfLBbWVnR2rVrRd/va9zc3Oivv/5SO75+/XpRw50Z7Y+/vBgZGZGFhYXKsZz49OkT1a1bl6pWrUr58+eX1BqbKP2N1MrKimrUqEEDBgyQ5YM9KCiIihUrRps3byalUklxcXG0adMmKlasmKTVUseOHSNTU1Py9vYmAwMDKlOmDFlZWZGlpaXkYvOvv/4iAwMDatOmDS1cuJAWLFhAbdq0IUNDQ+HUyfcgKSmJVq9eTf3796d+/frRqlWrKCkpSXI8Z2fnPHG+/uzZs2Rubk59+/YlY2NjGjRoENWpU4fMzMzo8uXLouOtWbOGihYtSps3byYzMzPatGkTTZ06Vfi3GI6OjiqdhOPj46ly5cpUr149+vjxIz19+lTyh7CzszPduXNH0n2/Jioqig4fPiw8d3LyJejUqVNfveTU58+faefOndS0aVMyNDQkHx8fWrBggeRO09ryw612KVu2rMZDcVevXpX1sW/fvo0mTZrgwYMHou7n4+ODDh064H//+5/K8alTp2LLli24deuWqHiFCxfGmTNncrSB05dmzZqF33//Hb///rvK0PGIESMwbNgwjB49WqM4GbPzNREYGKjxbTP3JMnw7t07tG/fHo0bN0a/fv2E42J6kvj7+2d7nUKhwIkTJzSOleHTp08YPnw4li9fjpSUFACAoaEh+vXrh5kzZ4puHFSpUiU0aNAAkydPhrm5OW7cuIFChQqhY8eOaNCggcrvrilPT0/07t1b7ZTfvHnzsGrVKo1XAZQrVw7Hjx9HgQIFvvnalPv1KEVwcDAOHz6MNWvWwMTERJaYrq6uuHTpktDPJcObN29Qrlw53L9/X1LcW7duYc6cObhy5QrS0tJQrlw5jBw5UlKTMSB9J+OpU6ciLi4OQHoDtIkTJ6JHjx6i4piZmeH27dsqG6m9e/cO9evXh4mJCf7880+4ublJOu2yYcMG7NmzB8HBwUJvjpx4+fIl2rRpg5MnT0KhUCAqKgqurq7o0aMHrKysMHfu3Bw/htw+ffqEXbt2Yc2aNThx4gSqVq2KZ8+e4fHjx1i1apWwOWBu++GKj8zn9D9+/IilS5fCy8tLpWFQeHg4fv31V8yYMUPWxw4LC0PTpk1Fb2W+Y8cOtG3bFnXq1EG1atWgUCgQFhaG48ePY+vWrWjRooWoeDNmzMCTJ09Ed/P8GiLCqFGjsGjRIqF7oLGxMUaOHPld7Kiop6cHhUKh0oQn888Z/1YoFJLe9LQhKSkJMTExICK4ublJfjM1NzfH9evXUbx4cRQoUABhYWHw9vbGjRs3EBAQILoYBtLP9YeHh6t1t4yOjoaPjw8+fvyoUZxJkyZh+PDhMDU1/eZ8mwkTJojOMyIiAosXL1bZgXbAgAGSl3MmJSWhZcuWOHv2LJydndXO10spkPT09PD06VO1ORrPnj2Do6MjkpOTJeWqLfHx8UhLS8tyTokmPDw8MG/ePLV5N+/fv0e9evWQlJSEW7duSXodli1bVnjNyPH/06VLFzx//hx//vknPD09heXaR44cwZAhQxAeHi46R0B9Kb2Xlxe6d++eo3mIV65cwdq1a7Fp0yYYGRmhS5cu6Nmzp/AanTt3LmbPni1p6bY2/HATTjO/gfXs2RMDBw7ElClT1G6TUd1L8eWHOhHhyZMn+Ouvv9CgQQPR8X755Rf8888/mD9/Pnbv3g0igpeXFy5evChp0tPFixdx4sQJ7N+/H97e3mov0J07d4qOqVAoMGvWLIwbNw53796FiYkJSpQokaP2vgcPHoS+vr5aJ8EjR44gNTVVaPGsidjYWMl5aOrff/+FQqFA0aJFZYn3+PFjPH78GDVq1ICJiYlQHIllZmYmfIDZ29sjJiZGaN8cHx8vKTcHBwccP35crfg4fvw4HBwcNI6T8XpMTU2Fn58fSpUqhQIFCkjK6Uvbt29H+/btUaFCBZUvF76+vti4cSNat24tOmbXrl1x5coVdOrUKccTTvfu3Sv8+8sW9ampqTh+/LjkbQSuXr0KQ0NDYZRjz549WLt2Lby8vDBx4kTky5dPVLzMnT5tbGzw8OFDLFiwAF5eXqhXr56oWPXq1cPatWvVio/8+fMjJCREaP8vRUYXU7kcOXIEISEhQi+gDCVKlBDV5yizy5cvC6M8lSpVAhFh3rx5mDZtGo4cOYJy5cqJjlmqVCncvXsX9erVw+rVq9G0aVO1bs1dunRR2xYgV+XCqZ7vhoWFBUVGRqodj4yMJAsLC8lxv+yl4OrqSpUrV6bRo0dL3i5ZTtrYcCuDnOdGfX19s5zcd+jQISpVqpTkuHJKTU2lSZMmkYWFhTBxzNLSkiZPnix5OXB8fDzVqlVLmICWMbmve/fuNHToUNHxAgICaOXKlUSUvszazc2Npk6dSuXKlaPatWtLynHp0qWUL18+6tu3L61fv57++usv6tOnDxkZGdHy5cslxcxu0rJULi4uNG7cOLXj48ePl9zfxNTUVLZlkl92As58yZcvH5UsWVLYBFCsChUq0Pbt24no/yZ9t2/fntzc3CTNG/qy02ehQoUkd/p89eoV3b59O9vr3717J8vcBznkz59f+IzIPNH24sWLVLBgQUkx5VpKv2fPHvr06RMRpS8i+PfffyXlk1t+6OLDzs6O1qxZo3Z8zZo1klcVyOXLLaG/dvkeyP2BSZTefCk2NlbteGxsLJmamuYkXYqOjqYBAwZQ7dq1qU6dOhQUFCSp8dqoUaPI1taWli5dSjdu3KDr16/TH3/8Qba2tvS///1PUm6dO3em+vXrU1xcnMobXkhICHl5eYmOFxMTI+zenJiYSP369SNfX19q0aJFjnoD7Ny5k6pVq0YFCxakggULUrVq1YQVEVJUqFCBjh07Jvn+XzIxMcl2orbUBlHu7u7C31Iuzs7OOdouICsWFhbC83nmzJnCFvJhYWFUrFgx0fGsra2FgmHVqlVUqlQpSk1Npa1bt5KHh4d8iX9nGjVqRGPHjiWi/1s1lJqaSq1bt5bc6NDY2DjLScvh4eGinpd6enrC7rt6enqSV3Dllh+6+JgxYwYZGRlR//796a+//qK//vqL+vfvTyYmJrI34RIr85Mpq2VZcizNkpPcH5hE6cVhVnvsHD16lGxtbSXnevjwYcqXLx9VqlSJhgwZQoMHD6ZKlSqRkZGR6K2sixQpQnv27FE7vnv3bmELb7Hs7Ozo+vXrRKT6bev+/fuitm3Pa0JCQqhMmTK0b98+evz4cY6L7IYNG2b75SLjw1is/fv3U/369bMsiuXw4cMHWeKYm5sL39jr1KkjLCN/+PChpK6p2uj0KZcCBQoIxVt2q+WkrpALDw8nW1tbatCgAeXLl49atWpFnp6eZGdnJ7lLtFxL6e3s7Gjv3r1ElP4ZkVGI5BU/3JyPzEaNGgVXV1csXLhQaJDl6emJdevWoU2bNpLjtmjRIstzwQqFAsbGxnBzc0OHDh3g7u6ebYwTJ06gYMGCAICTJ09KziUrLi4uXz1XLWV2vTbOjTZr1gyDBw/Grl27ULx4cQDpExqHDRsmeddLIP3/fciQIZg5c6ba8ZEjR4o65/zq1assJy96eHjg1atXkvJLTEzMcnJpfHz8d71Fdk5lzIdq1qyZyvOTREwEzjyPolmzZhg5ciSuXLmCn376CUD6nI9t27aJbiaXoVOnTkhKSkLx4sVhamqqNl9Kyv95Wloapk2bhuXLl+PZs2fCPizjxo2Ds7Oz6NUkAFChQgVMnToVderUQWhoKJYtWwYgfe6TnZ2d6Hhubm7YvXs3WrRogZCQEGGV0/PnzyU1xZLT/PnzhWaBCxYskDW2l5cXbt68iWXLlkFfXx+JiYlo2bIl+vfvjyJFikiK2bZtW/To0QNz5sxB1apVhQUEw4cPF7Vrdd++fREQEACFQgGFQoHChQtne9vvZRJ9Zj/cahdd6Nq1K3bv3g0rKyuUL18eRIRr167hzZs3qFevHm7cuIEHDx7g+PHjqFat2jfjKZVKODg4qBUMRIS4uDhRWzADwMKFC1V+/vz5M65du4bDhw9j+PDhkjadMjc3x9WrV1GiRAlhOWfGEsIGDRrg5cuXomO+ffsWDRo0wOXLl4Wi5t9//8XPP/+MnTt3wsrKSnRMIH0Vzq1bt9SWGkdGRqJUqVIar9QAgMqVK6Ny5cpqk4yDgoJw6dIlXLhwQXR+jRs3Rrly5TBlyhSYm5vj5s2bcHJyQrt27ZCWlobt27d/M0bBggURGRkJGxubb26UqOkHppgNF6V8CIeGhn71+po1a34zhqadb6WuavrWUnAxy78zTJ48GcHBwZg8eTJ69eqF27dvw9XVFVu3bsX8+fNx/vx50TFv3ryJjh07QqlUYujQocLE3qCgILx8+TLLbsRfs337dnTo0AGpqamoXbs2jhw5AiB95dzp06dx6NAh0Tn+qORcSn/v3j1ER0ejWbNmWLt2bbbviVI2/tO2H774ePPmDbZv34779+/jt99+Q8GCBXH16lXY2dlJXrUwatQoJCQkYMmSJcKbYVpaGgYNGgRzc3NMmzYNffv2RXh4OMLCwr4ZT19fH0+ePFFb2vby5UsUKlRItqr2jz/+wOXLlyW1spbjAzMrRISjR4/ixo0bMDExQalSpVCjRg1JsTI4ODhg3rx5aqsdtm7dit9++w1KpVLjWKGhoWjcuDEcHR1RpUoVKBQKnDt3DnFxcTh48CB+/vln0fnduXMHfn5+KF++PE6cOIFmzZohPDwcr169wtmzZ4VRoK8JDg5Gu3btYGRkJNsHprZ6sPzo3NzcsGLFCtSuXVulcL937x6qVKkieml+amoqwsLC4OvrK4yeZvj48SP09fXVRmw08fTpUzx58gSlS5cW3tcuXrwICwsLWXailUtaWhqio6Oz3GVa7HtHVv2BgP8bxXZ0dJQ8GinXUnpAdcl6npFrJ3y+Azdu3CBbW1tyc3MjAwMD4dz62LFjqXPnzpLjZt6dM7OIiAhhE6abN29qvIlZdufzHjx4kOOJl5nFxMRI2nSKSDvnRrVl0qRJZGVlRTNnzqTTp0/TmTNnaMaMGWRlZUVTpkwRHe/Ro0f0v//9j1q2bEktWrSgMWPG0KNHj3KU45MnT2j8+PHUuHFjatiwIY0ZM4YeP34sOs7nz59p3bp19OTJkxzlQ0Q0ZMgQev/+PRERhYaGqszWl8vr169pzpw51KNHD+rZsyfNmzfvu+vMmCEpKUmWyd/GxsbCxN/Mc3zCw8Mlz/GRc+XQ58+fSV9fn27duiVLvMyio6NpzJgx1K5dO2GO26FDh766GuZrzp8/Ty4uLlmuIJIyPy7zfLus2qIbGRlRly5dcjRX5+3bt7Rr1y6tdGb9nv3Qcz6GDh2Krl27Yvbs2cI5QwBo2LAhOnToIDluSkoK7t27h5IlS6ocv3fvnjBKYWxs/M0h7KFDhwJIr7LHjRunUtWmpqbin3/+QZkyZSTn+aXt27erfVPSlFznRhctWoTevXvD2Nj4m03QBg4cKCnXcePGwdzcHHPnzhU6r9rb22PixImSYtrb22PatGmScslO4cKFJc9LyMzAwAD9+vXTuOPo1yxevBgjR46EmZkZ/P39sxyNywlt9D+4ePEiTp06leW3YCkbKCYmJmLkyJHYunVrlqcSpYxCent748yZM3ByclI5vm3bNsmbl/n6+uL+/fsqXUSlMjAwgJOTk+zzBkJDQ9GwYUNUq1YNp0+fxrRp01CoUCHcvHkTf/75p6TR0r59+6JChQo4cOCALBvL7dq1CyNHjsTw4cOF5+SlS5cwd+5cTJgwASkpKRg1ahTGjh2r8WaLbdq0QY0aNTBgwAB8+PABFSpUwIMHD0BE2Lx5M3755ReN4uS17sBf+qGLj0uXLmHFihVqx4sWLYqnT59Kjtu5c2f06NED//vf/1CxYkUoFApcvHgR06dPR5cuXQCkv/AyGj1l59q1awDSTz3cunVLpTFQvnz5ULp0afz222+i8/vyiUpEePr0KV68eIGlS5eKjgf837yUrD4wlUqlxvNS5s+fj44dO8LY2Bjz58/P9nYKhUJy8aFQKDBkyBAMGTJE2EU1c/H5LTdv3oSPjw/09PSyHZbNoGmr9m/FkRIzQ+XKlXHt2jW1DzexnJ2dsWjRItSrVw9EhPPnz2fbEEzKqbEhQ4agWbNmKjv6pqSkoGfPnhg8eDBOnz4tKt706dMxduxYuLu7qzUEk/qhNGLECJw8eRJLly5Fly5d8Mcff+DRo0dYsWKF2gRmTU2YMAGdO3fGo0ePkJaWhp07dyIiIgLr16/H/v37JcWcNm0afvvtN0yZMgXly5eHmZmZyvViJ4mOHTsWo0ePxoYNGyR/QfnSqFGjMHXqVAwdOlTl9efv7682L01TUVFR2L59u1rzO6mmTZuGhQsXqjQ6LFWqFIoVK4Zx48bh4sWLMDMzw7BhwzQuPk6fPo0xY8YASC9uiAhv3rxBcHAwpk6dqnHxERAQIJzykbu5mk7k4qhLritUqBBdvXqViEhteaiUtfAZUlJSaOrUqVS4cGFhqK5w4cI0bdo0SklJIaL0JW9xcXEaxevataus/TwmTpyocpk8eTItW7YsRxtmZbfOPD4+/rtZDvyl58+f05kzZygsLExUnwWFQqG2DPrLIV6xw7yZ43y5nPrLY2Jt3bqVXF1dafHixXTu3Dm6ceOGykVTu3btIjs7u6/+zjlZ/i1X/4MMhQoVkn0DRQcHB2FTNHNzc6GPyPr166lhw4aS4x4+fJhq1KhBZmZmZGJiQtWqVctyOaamvvz/yOny/DJlylD+/PnJyMiISpYsSWXLllW5SGFmZiacGsr8/hsbGyt5J2x/f386dOiQpPtmJbvn5N27d4Uly7GxsaKen8bGxqRUKokovUXByJEjiSj9M+G/vJT+Sz/0yEdAQAAmT56MrVu3Akj/NqRUKjFq1CiNq8+s6OvrY8yYMRgzZgwSEhIAqH/TELNCRcoE0OykpKTA2dkZ9evX/+rSLLEom9bf79+/h7Gxseh4nz9/hru7O/bv3w8vLy85UhQkJiYiKCgI69evF4bi9fX10aVLFyxevPibk7ZiY2Nha2sr/FsOmeNcu3YNv/32G4YPHy60BT9//rywN4NYGRtJZR4pkrKXTfPmzdG8eXO8f/8eFhYWiIyMFP4OcrCwsIBSqVSbvBgXFydqZCqDnp6eRqvJxHj16pVwKsPCwkJY1VO9enVJG/RlqF+/vto2Ajkh9/J8bXyztrKywpMnT9RODV27dk3yZP+goCAMGzYMT58+ha+vr9rEWrGjhh4eHpg5cyZWrlwpjDx//vwZM2fOFJ6njx49ErV82cHBAefPn0fBggVx+PBhbN68GQDw+vVrSe+VQPooflpaGipXrqxy/J9//oG+vj4qVKggKa5W5Xb1k5vevn1L1apVIysrK9LX1ycHBwcyNDSkGjVqCBPrvhcXL16k4cOHU9u2balFixYqF7FMTExy1Nkys4yt4/X09KhPnz4q28kPHDiQKleuTFWrVpUU297eXiuTsHr37k2urq508OBBYaLggQMHqHjx4tS3b1/ZH0+sihUrZtlW/sCBA1SuXDnR8R48ePDVi1ifP3+mtWvXajxyp6mgoCAqVqwYbd68mZRKJcXFxdGmTZuoWLFiklqCz5o1S9L9vsbX11do/V23bl0aNmwYEREtXLiQihYtKutj/dcNHz6cqlevTk+ePBFGkcLCwsjV1VVoYiZWdiNxUkd8zp49S9bW1mRrayt0Qy5UqBBZW1vT+fPniSh91Gv27Nkax/zjjz/IwMCArKysqHTp0sI2DIsWLSI/Pz/RORKlv2ds27ZN7fiOHTuoUqVKkmJq2w+/1BZIb+h19epVYdvpOnXq5Djm9u3bsXXrViiVSmGX1wxiJ/9s3rwZXbp0Qb169XD06FHUq1cPUVFRePr0KVq0aCF6ZMTf3x+DBg2S5dtMxpbyoaGhqFKlitq8FGdnZ/z2229qPTU0MXPmTNy7dw9//vmnMAdADjY2Nti+fTv8/PxUjp88eRJt2rTBixcvNI4VHBwMGxsbNG7cGED6nICVK1fCy8sLmzZtkjTPwsTEBFevXoWnp6fK8bt376JcuXL48OGD6JhyMzU1xd27d3M8jyQzOfsfAOlLLhs3bozIyEh4eXnJsoHi/Pnzoa+vj4EDB+LkyZNo3LgxUlNTkZKSgnnz5mHQoEGiY2rDt+bH5HS5uhw+f/6Mrl27YvPmzSAiGBgYIDU1FR06dMC6devUNkbTxLcaGkp5vr5//x4bNmxAZGQkiAgeHh7o0KGDpNG4DFeuXIFSqUTdunWRP39+AMCBAwdgZWUlabQuf/78uHnzJlxdXVWOx8bGolSpUsLctu8JFx9asGjRIowZMwaBgYFYtWoVunXrhpiYGFy6dAn9+/cXvTKiVKlS6NOnD/r37y/0AXBxcUGfPn1QpEgR0asitm3bJnT5zGoymtihSQDo1q0bFi5cKGu3wxYtWuD48ePInz8/fH191fKU8uEBpH9wXrlyRe3DPTw8HJUqVUJiYqLGsdzd3bFs2TLUqlUL58+fR+3atbFgwQLs378fBgYGknIsV64cPD09sXr1amEYNjk5Gd27d8fdu3clzVyPiYnBggULhC28PT09MWjQII16hmTF398fgwcP1krzIrn6H/Tv3x+rV6+Gv79/ljvQynE6U6lU4vLlyyhevDhKly6d43hyyarZWubfX+zKFT09va9O0s3JSpj79+8LX/7Kli0r6YtKXqGt08nW1tbYv3+/cJo2w7lz59C4cWPRvWJ04YcvPuReigeknyecMGEC2rdvr9I0aPz48Xj16hWWLFkiKp6ZmRnCw8Ph7OwMGxsbnDx5Er6+vrh79y5q1aqFJ0+eiIqX3RsTiZwDoG3dunX76vVSPzxq164Na2trrF+/Xvhw//DhAwIDA/Hq1SscO3ZM41impqa4d+8eHB0dMXLkSDx58gTr169HeHg4/Pz8RI2iZLh48SKaNm2KtLQ04QPtxo0bUCgU2L9/PypVqiQqXkhICJo1a4YyZcqgWrVqICKcO3cON27cwL59+yRtYa6NArZ79+5YuHCh2jfKjDk6a9asERXP3NwcmzdvFkalfiRv375V+Tmji/G4ceMwbdo01K5dW1S8PXv2ZBkvODgYkyZNktQCXi579+5Fw4YNYWhoqNJePytStmWIjIzM9jNi/PjxouMVLVoUx44dU/vykxPt2rXD06dPsWfPHlhaWgJIb6DZvHlzFCpUSJjX+F3JpdM934Vp06aRQqEgDw8PqlmzJvn5+QkXf39/yXEzz6mwtbUVNgmLjIyUtA1zsWLF6ObNm0REVKpUKdq4cSMREZ07d44sLCxEx5N7DkBec+vWLSpatChZW1tTrVq1qHbt2mRtbU329vaimxvZ2toKK6bKlClDwcHBRJTePCknM9cTExNpxYoVwsZ3K1eulDwPqUyZMsKM+sxGjhwpeaWC3OfWibJfMfXixQvS19cXHc/R0TFHK7iyEhQURAsXLlQ7vnjxYtnnl2hDaGiopHlD2fn777+pWbNmku77yy+/ZLmB5+zZs6lVq1Yax/ly9Zmcq7BWrlxJ+vr6ZGdnR6VLl6YyZcoIF6mvnRkzZlBgYKCsTfr+/fdfcnV1JUtLS+EzzMrKitzd3YWVNd+bH7r40MZSPCIiFxcXunLlChGlbxO+fPlyIkpfwitlZ8X27dvT3LlziYho6tSpZGtrSz179iQnJydJE07zCn9/f3r9+rXa8bdv3+aoOCRK7065cuVKGjp0KA0ZMoRWrVpFSUlJouN06NCBypUrRz169CBTU1OKj48nIqI9e/aQt7d3jnKUi5GRkbDDaWYRERGSlzTKWcC+ffuW3rx5QwqFgqKjo1U6hr569YqCg4OpSJEionNcs2YNtWnThhITE0XfNzv29vZ0+fJlteNXrlzRyoTTSZMmUWhoqGzx7ty5I+tyzujoaMldlm1sbIQvVZndvHlT1O6u2uTo6EgzZ86UNWbz5s3J3NycihQpQvXq1cvxAoIM79+/pxUrVtCvv/5Kw4YNo+DgYPr06ZOMmcvrh15qq42leABQq1Yt7Nu3D+XKlUOPHj0wZMgQbN++HZcvX0bLli1Fx1uyZImw2dno0aNhaGiIsLAwtGzZEuPGjZOUo9xzALTh1KlTapN1gfT9Kc6cOSM57suXL2FtbY1evXpBqVTizz//REREBC5fvix6L5Y//vgDY8eORVxcHHbs2AFra2sA6RPKxOxQqc2hY1tbW1y/fl3tXPr169cldyiVc6KplZWVsDPnl12BgfRTglK6vS5atAgxMTGws7ODs7Oz2oRTKXNnXr58KQxrZ2ZhYYH4+HjR8b5l7dq1mDlzJmrXro19+/ZpfL8vm9YREZ48eYKZM2fKNjflw4cPWLx4sdpO1pp6//69ygT1DIaGhkKLgtz2+vVrtT2gcsrKyipHrRyyY2Zmht69e8seV1t+6Dkfs2fPxuPHj2XfhjktLQ1paWnCCo2tW7ciLCwMbm5u6Nu3b5YvOF3SxhwAOWW8cZYpUwYnTpxQ6aiYmpqKw4cPY8WKFXjw4IGouLdu3ULTpk0RFxeHEiVKYPPmzWjQoAESExOhp6eHxMREbN++PVe6Berp6eHp06coVKjQV3dmlTInZ/LkyZg/fz5GjRqlsoX3rFmzMGzYMIwdO1ZSzn/99ReWL1+O2NhYnD9/Hk5OTliwYAFcXFxETUQNDQ0FEaFWrVrYsWOHyv93vnz54OTkBHt7e9H5fatgydjpVQwfHx/07dsXAwYMUDm+ePFiLFu2DHfu3BEd81s+fvyI0NBQUX1AMiaIfvn2/tNPP2HNmjWiN4L7ckdjIsK7d+9gamqKDRs2SJpLUbFiRTRt2lRt3sTEiROxb98+XLlyRXRMIH2OUGhoaJYrDcV2Re7RowcqVqyIvn37SspFl/766y+sWLEC9+/fF16P8+fPh6ur63e5q+0PfdolNTWVGjRoQK6urtSkSRPZhr/kduDAATp8+LDa8ZCQEDp48KDoeNqYA0CUvt69atWqVKRIEWHoff78+bR7925RcbLazCnzxdTUlFavXi06vwYNGlCTJk3ozJkz1KdPHypatCh169aNUlNTKTU1lX799VeqXLmyqJiHDh2iM2fOCD8vWbKESpcuTe3bt6dXr16JzlEb0tLSaN68eVS0aFHhb1i0aFFasGABpaWlSYq5dOlSsrGxoalTp5KJiYnQnXLt2rWSexU8ePBAcj66snr1ajIxMaHx48fTqVOn6NSpUzRu3DgyNTWllStX5nZ6gi9PgymVyhxtfrZu3TqVy/r16+nQoUM5eo7v2bOHDAwMqEuXLkLczp07k4GBAe3atUtSzKtXr1LhwoXJwsKC9PX1ydbWlhQKBZmZmZGLi4voeNOnTycbGxsKDAykOXPm0MKFC1UuUn3+/JmOHj1Ky5cvp4SEBCJK36Dy3bt3kuJlfj0aGxvL8nrUth+6+Pj111/JyMiIGjRoQIGBgdS1a1eVS06cPn2aOnbsSD/99BP9+++/RJT+4Zz5g0pTvr6+WTadOnToEJUqVUp0PG3MAZDzw+jBgwcUGxtLCoWCLl26pPIm+vjxY6FFvVjW1tZCO/F3794J8TPcvXtX452GM/j4+Aj/Nzdv3iQjIyMaPXo0Va5cWfJzKDY2VtL9NJGQkCC82eWEp6en8AGRuTX2rVu3hJ2bxQoNDf3qRYrXr1/TqlWraNSoUfTy5UsiSp+fkfGalGLp0qUqhZyLi4sw0VgqOd8v8pL9+/dT1apVydTUlKytrcnf319o4iZFzZo1qVevXpSSkiI8L5VKJdWoUYN27NghOp6zs3O2FynFDFH6+5uHhweZmpqSvr6+8NoZNGgQ9enTR1JMbbwete2HLj7y589P+/fvlz3u9u3bycTEhHr27ElGRkbCE+GPP/6QtP+DsbFxlh9IsbGxkiZ7FStWjLZu3ap2fMuWLeTg4CA6HlHeePJnnhVPpJonEdHTp09Fz4g3MzMT/m8mTJhAv/zyCxGlf8DZ2dlJzrNatWq0fPly4QMzJ7QxcTe7beAjIyOFPS/Eym6FgtQ9bW7cuEG2trbk5uZGBgYGQo5jx46lzp07S8oxs+fPn0v+ppqZ3O8XGU6dOkVNmjSh4sWLk5ubGzVt2pROnz4tOd7r169pzpw51KNHD+rZsyfNmzeP3rx5IzmeNlhaWtK9e/eEf2d0SL5w4QK5u7vnZmqCgIAA6tSpEyUnJ6u8dk6dOkVubm6SYmrj9aht2Z9c/gEULFhQKxMsp06diuXLl2PVqlUqk9yqVq0qaZKbpaUl7t+/r3Y8Ojparb+CJnr16oXevXtj1qxZOHPmDMLCwjBz5kz06dNH8oSl2NjYLLf/NjIyEtW0S9u+bJSU0y238+XLh6SkJADAsWPHUK9ePQDpzy2pk+YuX76MKlWqYOrUqbC3t0dAQAC2bduG5ORkSfG0MXHXxcUF169fVzt+6NAhyc2TXr9+rXJ5/vw5Dh8+jIoVK+LIkSOi4w0dOhRdu3ZFVFSUyp4ZDRs2FL1DboZatWrhzZs3ANIn8mZ0p0xISECtWrUkxZT7/QIANmzYgDp16sDU1BQDBw7EgAEDYGJigtq1a2Pjxo2i42U0Ups/fz5evXqF+Ph4zJs3D8WLF/+utms3NDQUXtN2dnZQKpUA0t9DM/4txadPnxARESF03s2JsLAwjB07Vm3un5OTEx49eiQppjZej1qX29VPbtLGUjyi9D4fGd+GM1ehMTExkk5r9OrVi3x9fSk6Olo4FhUVRaVKlaIePXqIjqeNOQCenp7C3I7Mv/PChQtl7SuQEwqFgho1aiTM6TEwMFBZ6taoUSPR37CbNm1K9evXp8mTJ5OhoaEwZB4SEkIlSpTIUb5paWl04sQJ6tmzJxUoUIAsLCyoW7duGt8/Y9dahUJBJ0+eVNnJ9urVqzR9+nRycnKSlNuaNWuoaNGitHnzZjIzM6NNmzbR1KlThX/LSWpvCgsLC+E1k/k5+eDBA8mnF78cPcvw7NkzMjAwkBRT7vcLIiIPDw+aN2+e2vG5c+eSh4eH6HjVq1enrl27qvSm+Pz5MwUGBtLPP/+scZwCBQoIO0hbWVlRgQIFsr1IUbduXfr777+JiKhPnz5UqVIl2rBhA9WvX1/SHieJiYnUvXt30tfXVzlFEhQUlGWPEk0UKFCAwsPDiUj1//vMmTOSlxjr8vUolx+6+ChTpgyZm5tT/vz5ycfHR5ZtoomIXF1d6ejRo0Sk+uQKDg4mT09P0fHevHlDP/30ExkYGAjnGw0MDLIdTs/Knj17slzzLdccgLzw5P9yTk92FzEePnxIjRs3plKlStGff/4pHB88eDAFBQXJlvuVK1eoTJkyooojbU3czbBy5UpydHQU4hUrVkzlbyAXqb0pChUqJDSAy/w6DAkJoWLFiomKpc1CTu73CyKifPnyUVRUlNrxqKgoSQVNdlvLh4eHi9pOft26dfTx40fh31+7SHHp0iU6ceIEEaWfFmvYsCGZm5tT2bJlhWaPYgwcOJDKly9PZ86cITMzM+H/Zs+ePVSmTBlJObZp04Z69epFROn/3/fv36d3795RrVq1cjTXUFevR7n80MXHxIkTv3qRatasWeTl5UUXLlwgc3NzOnPmDG3YsIFsbW1p8eLFkmKmpaVRSEgIzZ49mxYvXix6Ap6enh49f/5c+HdW395yKq89+b93SqWSZs2aRaVLlyY9PT2qVq0aLV26VOP7a2vi7pdevHghy/Mp8wf6jRs36Pr163To0CGqWbOmpJ2Re/XqRc2bN6dPnz4Jb/IPHz6ksmXLiu5Gqs1CThvvF8WLFxeaG2a2fPlySfMKChUqRCEhIWrHDx8+/N00BEtLS6MHDx5IahaYHUdHR2H32syFYVRUFJmbm0uK+ejRIypZsiR5enqSgYEB/fTTT2RtbU3u7u6yvI7kej1q2w9dfGjT//73PzIxMRHenIyNjWns2LG5lo+dnR3t3buXiNLfSDMKEW3IK09+uURHR9OYMWOoXbt2wu996NAh0a3aM6xYsYJq1KhB+vr65OXlRdOmTdPqChgpJk6cqHIaUA6ZW7RnvlSpUkVSm/S3b99StWrVyMrKivT19cnBwYEMDQ2pRo0aolvVa7uQk/v9YunSpZQvXz7q27cvrV+/nv766y/q06cPGRkZZVmUfEtQUBAVK1aMNm/eTEqlkuLi4mjTpk1UrFixHLWVT0lJoe3bt9OUKVNo6tSptHPnTsl/y9TUVDI0NMxyJZ9UmVfuZS4+rl+/LmlriwxJSUm0evVq6t+/P/Xr109yh+UvPXv2jE6fPk1nzpzR6nu8HH7oJmPalpSUhDt37iAtLQ1eXl7C5DRNLFq0CL1794axsTEWLVr01dtq0jhn4sSJmDx5skYTLHNzY7kvmxl9zatXr7SczbeFhoaiYcOGqFatGk6fPo27d+/C1dUVs2fPxsWLF7F9+3bRMR0cHNCuXTt07NgRZcqUyXGO69ev/+r1Xbp0ER2zVKlSCA8PR8WKFdGpUye0bdsWtra2UlMEoL4dup6eHmxtbVUmi0px4sQJYdfUcuXKoU6dOjmKpy05eb/Iyq5duzB37lzcvXsXAODp6Ynhw4dLajj16dMnDB8+HMuXLxcmXRoaGqJfv36YOXMmjIyMRMeMjo5Go0aN8OjRI7i7u4OIEBkZCQcHBxw4cEDSYgBvb2+sXr0aP/30k+j7ZqVmzZpo1aoVgoKCYG5ujps3b8LFxQUDBgxAdHQ0Dh8+LMvj5FRCQgL69++PTZs2CZvf6evro23btvjjjz+y7Mqb27j4+E65uLjg8uXLsLa2houLS7a3UygUWa6Eycq9e/cQHR2NZs2aYe3atbCyssrydlLenJ49e4bffvsNx48fx/Pnz9U6K2pa0AQHBwv/fvnyJaZOnYr69esLW0WfP38eISEhGDduHIYMGSI6T7lVqVIFrVu3xtChQ1V2ML506RKaN28uafY6/f/dheVSoEABlZ8/f/6MpKQk5MuXD6amppKLuPDwcPz999/YvHkz/v33X9SpUwedOnVC8+bNYWpqKjre+vXr0bZtW7UPsk+fPmHz5s2SiiRtyAtbE2hLUlISYmJiQERwc3OT9P+coVGjRiAi/P3330JX25cvX6JTp07Q09PDgQMHRMc8cOAAZs6ciWXLlsHHx0dybhnOnTuHBg0aoGPHjli3bh369OmD8PBwnD9/HqGhoShfvrykuBEREVi8eLHwHPLw8MCAAQNEd57N0KZNG1y/fh2LFy9GlSpVoFAocO7cOQwaNAilSpX6Lne15eJDJmL2bNm5c+c3b/P27VutVauTJk3C8OHDc/TG8aWGDRtCqVRiwIABKFKkiNqHp5SC5pdffoG/v79aK+slS5bg2LFj2L17d05SlkX+/Plx69YtuLi4qBQfDx48gIeHh7Anz/cmKioK/fr1w/Dhw0W17c7O2bNnsXHjRmzbtg0fP36UtMxYX18fT548Udtv5uXLlyhUqJCkEbmLFy9mux36vHnzRMfTxtYELVq0yLLYVCgUMDY2hpubGzp06AB3d/dvxnr9+jU2bNiAwMBAWFhYqFz39u1brF+/PsvrspOamorw8HCUKFECJiYmKtd9+PABUVFR8PHx+eqWANkxMzPDhQsX4Ovrq3L8xo0bqFatGt6/fy86ZoECBZCUlISUlBTky5dPLWcphfatW7cwZ84cXLlyRRg9GzlypFremtq+fTvat2+PChUqCF+qLly4gEuXLmHjxo2S9pIxMzNDSEgIqlevrnL8zJkzwhYS35sfemM5OcldKBQsWFB4I65VqxZ27tyZ7UiFWFL2tPiWsLAwnDlzRpbTBBlCQkIwa9YsteP169fHqFGjZHucnLCyssKTJ0/URqeuXbuGokWL5lJW31aiRAnMnDkTnTp1wr1793Icz8zMDCYmJsiXLx/evXsnKUZ2Iz7//vuvpNfX9OnTMXbsWLi7u8POzk4lttSRpVGjRmHIkCGYOXOm2vGRI0dKKj4sLS2xe/duWFlZoXz58iAiXLt2DW/evEG9evWwZcsWzJo1C8ePH//mRphLlizBzZs3ERQUlOXjnDlzBgkJCRgzZoxGuf31119YsmQJ/vnnH7Xr8uXLh+7du2Pw4MHo1KmTZr9sJkZGRlk+V7LbcE4T8+fPl3XUEAB8fX1VRmRzasSIERg9ejQmT56scnzChAkYOXKkpOLD2to6y9eIpaWl2sjndyM3Jpqwb7OwsBC682l7gqgcPD09hWWNcnF0dKTZs2erHZ89ezY5OjrK+lhSDR8+nKpXr05Pnjwhc3NzioqKorCwMHJ1dc3RiilduHr1quQZ+0RE9+/fp6lTp5Knpyfp6+uTv78/rVq1SnTXyzJlylDZsmVJT0+PfH19VZa7lypViszNzal169ai8ytUqBCtXbtW9P2+RhtbE4wcOZL69etHqampwrHU1FQaMGAAjR49mtLS0qh3795UrVq1b8YqXbo0HTt2LNvrjx07JmqJaPXq1b+6VH7Lli2i+nxk1rlzZ/L29qYLFy5QWloapaWl0fnz58nHx4cCAwMlxZTD27dvNb5IYWJikuUy6MjISFHLljNbsWIF1alThx4/fiwce/LkCdWrV0/SBGNd+OFGPoYOHarxbaUMy8qlTp068Pf3h6enJ4D0odnsvg2cOHFCl6llacGCBRg1ahRWrFgBZ2dnWWJOmjQJPXr0wKlTp1SGJw8fPow///xTlsfIqWnTpqFr164oWrQoiAheXl5ITU1Fhw4dJO8WK7e9e/eq/Ez/f3v1JUuWfPObdHaqVKmCixcvwtfXF926dUOHDh0kj/Rk7CJ8/fp11K9fX2WiZb58+eDs7CxpC3I9PT3Jv192bG1tcf36dZQoUULl+PXr19VOF2lq9erVOHv2rMqpCz09PQQFBaFq1aqYPn06BgwYgJ9//vmbsWJiYtRyy6xEiRKIiYnROLeIiIivTt6sWLGiMKFVrEWLFiEwMBBVqlQROrumpKSgWbNmWLhwoaSYcpy6s7Ky+uboCf3/UToppwL9/Pxw5swZuLm5qRwPCwvT6P84K8uWLUN0dDScnJzg6OgIAFAqlTAyMsKLFy+wYsUK4bbfS0faH674uHbtmka3Ezt0V7ZsWY3vo8l//oYNGxAcHIyYmBiEhobC29tb1jkacvhyZUpiYiKKFy8OU1NTlTbRgLRzrV27doWnpycWLVqEnTt3Ch/uZ8+eReXKlXOcvxwMDQ3x999/Y8qUKcKKirJly371A0BTL168QEREBBQKBUqWLCl6NUnGG3HGh3sGhUIBW1tb1KpVC3PnzpWUm7+/P/788094e3tLun9mGacBnZ2d0bZt2xyvbskwZMgQ/PHHH1iwYIEs8YD/25rg/v37qFq1KhQKBcLCwjBr1iwMGzZMUsyUlBTcu3cPJUuWVDl+79494cPN2NhYo/cXfX19PH78WPgA+tLjx49Fzc9ITEz86vydd+/eCdsLiGVlZYU9e/YgKioK9+7dE17fX34oi0HZTGFMTk7W+FTOyZMnJT++Jpo1a4aRI0fiypUrQmF34cIFbNu2DZMmTVL5stCsWTONYn75Gs8LeMKpTCZNmqTxbcXOufD398euXbtkm/MhFzHnQQMDA7WYyfcjNTUVt27dgpOTk+RzrYmJiQgKCsJff/0lfPjo6+ujS5cuWLx4scZFqJ6eHp4+fSr5G7km4uPjoVAoYG1trbXHkCotLQ2NGzdGZGQkvLy81ApiTSZ+f4mIsGDBAsydOxePHz8GANjb22P48OEYOHCgpPkGAwcOxKZNm/C///0PFStWhEKhwMWLFzF9+nR06NABCxcuxJ9//ol169YhLCzsq7H8/f1RuXJltTkpGUaOHImLFy9q/AFbpkwZ9O3bF3379s3y+qVLl2LlypVZ7iuiSxntCIYMGYIpU6aojJ6lpqbi9OnTePDggcZfPrVJ0+JP6shKXsHFB1Oxfv16VKtW7btZNpiWlobo6OgsVyvUqFEjl7L6P4MHD4avry969OiB1NRU1KxZE+fOnYOpqSn2798PPz8/0TH79OmDY8eOqZwWCQsLw8CBA1G3bl0sW7ZMozjaKj7evHmDMWPGYMuWLXj9+jWA9FGwdu3aYerUqd9Nkdy/f3+sXr0a/v7+ahNOAWDt2rU5ip8xWdLc3DxHcVJTUzFz5kwsWbIEz549A5C+KVpQUBBGjhwJfX19KJVK6OnpoVixYl+NtWPHDrRr1w7z589Hv379oK+vLzzG0qVLMWzYMGzcuBGtWrXSKLfZs2dj9uzZOHHiBEqVKqVy3Y0bN1C7dm2MGDECI0aMkPR7r1u3Tlie/+XrW8zp5IwJ3w8fPkSxYsWE3xv4v1N3kydP1mjE9ObNmxo/7pd/k9wSFxcHhUIhPD8uXryIjRs3wsvLS/Jmodr2wxcfly5dwrZt26BUKtV2/pTyzSizK1euCOu4vby8stz1NTtDhw7FlClTYGZm9s15KnLOTdHT04OhoSF69+6NxYsXa3w/bSyTvHDhAjp06ICHDx+qDad+L98KihUrht27d6NChQrYvXs3fv31V5w6dQrr16/HyZMncfbsWdExbWxssH37drXC5eTJk2jTpg1evHihURw9PT0EBwd/c6WIpkO7QPrpsypVquDRo0fo2LEjPD09QUS4e/cuNm7cCAcHB5w7d+67mGFvbm6OzZs3o3HjxrLHznxKzN3dHTY2NrLEzTjFoelS2KyMGTMGM2bMgLm5OVxdXaFQKBATE4P3799j+PDh2Y6KZOXz58+oV68ewsLCUKdOHXh4eEChUODu3bs4duwYqlWrhqNHj6qNKmliwIABWLduHRo3bpzl8vz58+eLjunv74+dO3fm6Pmnp6cHhUKR7SmcDHK8B/3777+wt7eXtFQ5s59//hm9e/dG586d8fTpU5QsWRI+Pj6IjIzEwIEDMX78+BzF1wrdz3H9fmzatIkMDQ2pcePGlC9fPmrSpAm5u7uTpaVljjb4efbsGfn7+5NCoaACBQqQlZUVKRQKqlWrlsarVvz8/IRN42rWrEl+fn7ZXuQWGxsreoZ0drt9Pnr0iIyNjSXlUbp0aWrdujXduXOHXr9+TW/evFG5fA+MjIwoLi6OiNL3EsloNX3//n3JK0lMTEyElU6Z3b59m0xNTTWOk9UeJF9exO7iO2jQIPLx8aGnT5+qXffkyRPy9fWlwYMHi4qpLY6OjpLasn/N+/fvqVu3bqSvry/8DQ0MDKh79+452h378+fPdPToUVq+fLmw0eOjR4/o3bt3kuL9888/NHDgQGrUqBE1bNiQBg0aRP/884+kWJ8+fRL2GDI1NSUTExMqXbo0zZo1i5KTkyXFJCKytramAwcOSL6/tmRunf+tS06Zm5sLLdtzwsrKiu7du0dE6TuJZ+yFFBISQi4uLjmOrw0/dPHh6+tLS5YsIaL/69uflpZGvXr1ovHjx0uO26ZNGypfvrzKB0h4eDhVqFCB2rVrl+O8vycLFy6khQsXkp6eHk2bNk34eeHChTRv3jxq3ry55N0fTU1Ns1yS9j1xdHSkkJAQSklJIQcHB9q3bx8RpRcKVlZWkmLWqlWLWrduTR8+fBCOJSUlUevWral27doax8muIMwJJycnOnz4cLbXHzp0SPLurhmSk5Pp3r17Ktu3S7FmzRpq06ZNjoqCL/Xu3ZtcXV3p4MGDwnLLAwcOUPHixalv376SYj548IA8PDzI1NRUZdv2QYMGUZ8+fWTL/XtTpEgRioiIyO00clXm/WJywszMTNj/qWnTpjRz5kwiSt91W+qXP237oYsPU1NT4T/M2tqabt68SUTpW3gXLlxYclwLCwu6ePGi2vF//vmHLC0tRcfr1q1bltveZ3wLE+vKlSvC70pEtHv3bgoICKDRo0eL/ibj7OxMzs7OpFAoyMHBQfjZ2dmZSpYsSfXq1aMLFy6IzpGIyN/fnw4dOiTpvroyYcIEsrS0JA8PD3J0dBS2C1+9ejX99NNPkmLevHmTihYtStbW1lSrVi2qXbs2WVtbU9GiRUVtVqeN3Yvz5csnjPRkJS4uTnK/i8TEROrevTvp6+urfAgHBQXRjBkzRMcrU6YMmZubU/78+cnHx0elf0jZsmUl5WhtbU0nT55UO37ixAmysbGRFDMgIIA6depEycnJKh9Gp06dkrQDbV4xZ84c+vXXXyktLS23U/mm8PBwOnToEO3Zs0flklNyFR+VKlWikSNH0unTp8nY2JiuX79ORETnz5+nokWL5ji+NvxwS20zK1iwoDBprGjRorh9+zZ8fX3x5s0bycvHgPRJklmdAzU0NFSbVKWJ4OBgzJw5U21i24cPH7B+/XqsWbNGVLw+ffpg1KhR8PX1xf3799GuXTu0aNEC27ZtQ1JSkqilibGxsQDkOdf6paCgIAwbNgxPnz6Fr6+v2t/0e5jsNXHiRPj4+CAuLg6tW7cW9iXR19eX3IXV19cXUVFR2LBhg7AEMWOjuS/bRX8NaWE6l42NDR48eJDtxMfY2FjJK19Gjx6NGzdu4NSpU2jQoIFwvE6dOpgwYYLov6c2lh8mJSXBzs5O7XihQoUkv2eEhYXh7NmzaktBnZycJO0N9D37chuKEydO4NChQ/D29pZlNZLc7t+/jxYtWuDWrVsq80Ay5qfkdM7H//73P2Ffm5yYNWsWWrRogd9//x2BgYEoXbo0gPQeP5UqVcpxfG34oSecdujQARUqVMDQoUMxbdo0LFy4EAEBATh69CjKlSsn+ckfEBCAN2/eYNOmTbC3twcAYYJegQIFsGvXLo3iJCQkgIhQoEABREVFqfR5SE1Nxb59+zBq1ChhyZ+mLC0tcfXqVRQvXhyzZs3CiRMnEBISgrNnz6Jdu3aIi4sTFU9bspqElfEG8L1MONWG06dPo2rVqjAwUP1ukJKSgnPnzmm8yqdbt25YtGhRjldjZNajRw9ER0fj6NGjah+WycnJqF+/PooXL47Vq1eLju3k5IQtW7bgp59+UtknJzo6GuXKlZO0X4zcateuDWtra6xfv17oR/LhwwcEBgbi1atXOHbsmOiYBQsWRFhYGLy8vFR+77CwMPzyyy/CCpj/gm7duml825yuRpJD06ZNoa+vj1WrVsHV1RUXL17Ey5cvMWzYMMyZM0dyUzBtSE1NRUJCgsoXwAcPHsDU1FSry+2l+qGLj1evXuHjx4+wt7dHWloa5syZg7CwMLi5uWHcuHGSv8XHxcUhICAAt2/fhoODAxQKBZRKJXx9fbFnz55vLpfLkDHrOjsKhQKTJk3SeJ+GDBYWFrhy5QpKlCiBunXrokmTJhg0aBCUSiXc3d3x4cMHUfG05cst1r/k5OSko0x0Sxsrh+Ty77//okKFCjAyMkL//v2FXTjv3LmDpUuXIjk5GZcvX4aDg4Po2Kamprh9+zZcXV1VPoRv3LiBGjVq4O3bt3L/OqLdvn0bDRo0wMePH1G6dGkoFApcv34dxsbGCAkJkdR0rW3btrC0tMTKlSuFbdttbW0REBAAR0fH7+JDOC95/fo1Vq9erbJjbPfu3SWNMNjY2AjLjC0tLXHx4kW4u7vjxIkTGDZsmKS+IXIuMc7LfujiQ9uOHj2q0rmvTp06ou4fGhoKIkKtWrWwY8cOlRdPvnz54OTkJIysiFGrVi04ODigTp066NGjB+7cuQM3NzeEhoYiMDAQDx48EB2TyUdPTw/Pnj1T62gaGRmJChUq5PoIQGxsLH799VccOXJEZRi6bt26WLJkieQOlTVr1kSrVq0QFBQkfAi7uLhgwIABiI6OxuHDh+X8NST78OGDyikxLy8v0afEMnv8+DH8/f2hr6+PqKgoVKhQAVFRUbCxscHp06clf2tNSUnBqVOnEBMTgw4dOsDc3ByPHz+GhYWFShMuMT59+oTY2FgUL15cbWROUx8/fsSRI0fg7++vNiqXkJCAU6dOoX79+sIpTDFCQ0MREBAACwsLVKhQAUB6y4M3b95g7969qFmzpqh4BQoUwJUrV+Dq6orixYvjzz//hL+/P2JiYuDr6yvpVJs2lhjnSbkwz+S7ceDAgSxn7oeEhNDBgwdFxzt+/Dh5enpmueHQmzdvyMvLi06fPi0q5ufPnykwMJCUSqXofLJz48YN8vHxIQsLC5XNzwYMGEDt27eX7XHkoq3JXt+bFi1aUIsWLUhPT48aNWok/NyiRQtq1qwZOTs7U/369XM7TcGrV6/on3/+oX/++YdevnyZ43hnz54lc3Nz6tu3LxkbG9OgQYOoTp06ZGZmRpcvX5Yh4+9XUlISrV69mvr370/9+vWjVatWUVJSkuR4cq+gkXMy8IIFC6hWrVrZXl+7dm1avHix6ByJiLy9valXr16UkpIiHEtJSaHevXuTt7e36HjVq1enXbt2ERFR+/btqUGDBhQWFkZdunSRFI/o+11irGs/dPHh6+ub5ZPg0KFDVKpUKdHxmjZtSvPmzcv2+oULF1Lz5s1Fx82fP7+wKkebPnz4QJ8+fdL49i1atBAKreDgYGGlh1xiYmKoVKlSQj+KzL0pxPanyAu6du1KXbt2JYVCQW3bthV+7tq1K/Xu3ZumT59OL168yO00termzZvCG7unpyd17NhRZWVWbouPjxf+rVQqady4cfTbb79RaGhoLmalTu4VNAMHDqTy5cvTmTNnyMzMTIi3Z88e0UvpK1asSHv37s32+n379lHFihVF50hEZGxsLPS7yOzevXuSlpwePnyYduzYQUTp70eenp6kUCjIxsaGjh8/LilHXmKc7ocuPoyNjbP8UI+NjRXVzCmDo6Njls2hMty9e5ccHBxExw0ICJB9a3A5GBoaCls4a2NZZ5MmTSggIICeP39O+fPnpzt37tCZM2eoUqVKokeQtCW7rbYTEhIkN2CaOHEivX//XuZMfzxZLYmV6ubNm+Tk5ER6enrk7u5O165dIzs7O8qfPz9ZWFiQvr6+8A1ZE1+O4n3tIoW1tbXwIZy5+IiNjZW0bbujoyOdP39eLV5UVJToZnpWVlb08OHDbK9/+PCh5B45VatWzfL/YdeuXZKXvn/p5cuXOVoerO0lxpn7A33PfuiltpaWlrh//77aFvDR0dEwMzMTHe/Zs2dfbTNsYGCgcWvszBo2bIjRo0fj9u3bKF++vFpuYtpjA+q70WZQKBQwNjaGm5sbunbt+s2Z6R4eHhg9ejT8/f1BRNi6dWu2baG7dOkiKkcAOH/+PE6cOAFbW1vo6elBT08P1atXx4wZMzBw4MDvYpOob22/XaxYMXTt2hUTJkzQuIVy5o0HZ86cib59++Zov5TExETMnDkz2wlu9+/flxxbTv7+/ujUqRNatWr1zZbwmmjQoAGKFi2Kbt26ITAwUNIk2AwjRoyAr68vNmzYgA0bNqBJkyZo1KgR/vzzTwDpy8Jnzpyp8fJeTW8ndVVXWlpalvf7999/Ja1+evHiRZZzTxITE0VvppeSkoIXL15ku/PuixcvkJKSonG8zHuxDBw4EIMGDUJ0dLTKjrF//PGHqLbyX5PTpbFhYWE4efKkrEuM09LSMG3aNCxfvhzPnj1DZGQkXF1dMW7cODg7O6NHjx45ylkrcrv6yU29evUiX19fio6OFo5FRUVRqVKlqEePHqLjubq60s6dO7O9fseOHZJa3crZHpuIaN68eWRtbU2dOnWiRYsW0cKFC6lTp05kY2ND06ZNo549e5KRkRGtXLnyq3HOnj1LlStXJhsbG9LT0yNLS0uysrJSuxQoUEB0jkTp35AyvmG5urrSiRMniIgoOjpa0rc3bQgODqZixYrR2LFjae/evbRnzx4aO3YsOTg40IoVK2jq1KlkZWVF06ZNkxRfjvbL7dq1oyJFitCIESNo/vz5tGDBApXL9yIoKIgKFy5MxsbG1LJlS9q1a1eO2ne/fPmSFi5cSGXLliV9fX2qV68ebdmyRVJMa2trunHjBhERvXv3jhQKBV26dEm4/u7du5IaCGpLmzZtqFevXkSUPlJx//59evfuHdWqVUvS1hE1atSgRYsWqcQjIurfv7/oeUiVK1cWOnBmZcaMGVS5cmWN4315WlbO98r379/T2LFjqUqVKlS8eHFycXFRuUiR+XRqVhcpJk2aRK6urrRhwwYyMTER3jO2bNki24iP3H7o4uPNmzf0008/kYGBgdCV08DAgPz9/YV9VcQYMGAA+fj4ZDnslZSURD4+PhQUFCRD5jnTsmVLWrZsmdrx5cuXU8uWLYmIaNGiReTj46NxTG208tbGZC+51apVi7Zs2aJ2fMuWLcKkuvXr15O7u7uk+HJ0QLS0tKSwsLAcxfjS114fOWmJn5qaSiEhIRQYGEgWFhZUoEAB6tWrF506dUpyTCKia9euUVBQENnY2FDBggUpKChI6AKpiS+f31/+vzx9+vS7mof06NEjKlmyJHl6epKBgQH99NNPZG1tTe7u7pJep3JOBl6xYgWZmZkJWxFktnfvXjIzM6MVK1ZoHE+be7HklcK9ePHidOzYMSJSfW7evXtX8iksbfvhl9oSEY4ePYobN27AxMQEpUqVkrxV+7Nnz1CuXDno6+tjwIABcHd3F3aA/OOPP5CamoqrV69m2SFRUx8/fhSaG0mVP39+XL9+XW1JZHR0NMqUKYP3798jJiYGpUqVQmJiokYxHz58CEdHR9FDsF8TEhKCxMREtGzZEvfv30eTJk1w7949WFtbY8uWLahVq5ZsjyWVqakpbty4gRIlSqgcj4qKQunSpZGUlITY2Fh4e3tLWpaXud+FVC4uLjh48CA8PT0lx/hS1apVceLECbXnYkREBGrXro1///03x4/x8eNH7Nu3D9OmTcOtW7dy3N/k8ePHWLlyJWbOnAkDAwN8/PgRVapUwfLly7/Zn+PL5c+ZlwID6a99e3t7jXNctGiRxnkPHDhQ49tm9uHDB2zatAlXr15FWloaypUrl6Mlwbdu3cKcOXNw5coVId7IkSPh6+srOlanTp2wceNGeHh4qLxPRkZGok2bNti0aZOkHOVmZWWFAwcOoFq1armdyleZmJjg3r17cHJyUnnPuHPnDipVqoT379/ndorqcrn4+c958OABNWzYUG11RsOGDSWvWElJSaHJkyeTvb29yjK3sWPH0p9//ik6noODQ5arcubNmydMiL1x4wbZ2dmJivv69WuaM2cO9ejRg3r27Elz586VfffZnE72kluJEiVo5MiRasdHjhxJJUuWJCKiS5cukb29vaT4SqVSZdmgFH/99Re1atVK1g3WGjVqRPXr11fZ/C1jT6SBAwfmOP6TJ09o/vz5VL58eVIoFFSpUiVJcT59+kTbtm2jhg0bCiMAq1atovfv35NSqaT27duTp6fnN+MoFAqV5c8GBgZUr1494edGjRqJGvnIvAfS1y7f646kctiyZQsFBASQl5cXeXp6UkBAQJajiGJFR0fTgAEDqHbt2lSnTh0KCgpSObUuhrOz81cXEWiqbNmy9OrVKyJK33Poy32GcrrnUPny5emvv/4iItWRj4kTJ1L16tVznL82/HATThctWoTevXvD2Nj4m98+pHzjcHJywsGDB/H69WtER0eDiFCiRIkc7Xkybdo0BAcHY/bs2ejVq5dw3NfXF/Pnzxc9mWjcuHHo168fTp48iUqVKkGhUODixYs4ePAgli9fDiC9QZqYhjyXL19G/fr1YWJigkqVKoGIMH/+fEyfPh1HjhxBuXLlROWYHTn2QZDTnDlz0Lp1axw6dAgVK1aEQqHApUuXcO/ePWzfvh0AcOnSJbRt21bjmGPGjIGfnx+qVauWo0mSGebOnYuYmBjY2dnB2dlZbYLb1atXRcfcsWMH6tatiw4dOmDLli0IDw9H7dq10bFjR8ybN09SngkJCdixYwc2btyIU6dOwdXVFR06dMDmzZslNS4LCgoSvkF36tQJs2fPho+Pj3C9mZkZZs6cqTbhPCuBgYEqP3fq1EntNmImVWfsiaRNkZGROHXqVJaTjMePHy86XlpaGqKjo7OMJ2W0uE2bNmjTpo3o+31NSEgImjVrhjJlyqBatWogIpw7dw7e3t7Yt28f6tatKyrelClTMH78eAQHB8PU1FRyXgEBAULTNG3sOTRhwgR07twZjx49QlpaGnbu3ImIiAisX78e+/fvl/3x5PDDnXZxcXHB5cuXYW1tLQyZZkWhUHw3qwDc3NywYsUK1K5dW2VI7d69e6hSpQpev34tOubZs2exZMkSREREgIjg4eGBoKAgVK1aVVKOP//8M9zc3LBq1Sqh82FKSgp69uyJ+/fv4/Tp05Li5gUPHjzA8uXLERkZKfwt+/Tpo9GHWlYaNGiAc+fOITk5GeXKlYOfnx9q1qyJ6tWrS+pMOWnSpK9en3l1jRhv376Fn58fihcvjjNnzqBLly74/fffJcUC0oeOCxQogDZt2qBjx46oWLGi5FhA+j4sPXv2xC+//KK2D02GlJQUnD17VnTnS22hLzYuk2rVqlXo168fbGxsULhwYZV4CoVCdMF54cIFdOjQAQ8fPlTbsPB72mepbNmyqF+/vtrKllGjRuHIkSMa/d5ly5ZV+XtlfImUq3DXlpCQEEyfPl3ltNj48eNRr1693E4tSz9c8ZEX5YXzeSYmJrh27Zqw10eGO3fuoEKFCjnaJfhHlJqaiosXLyI0NBSnTp3C+fPn8eHDB5QrVw4XLlzIlZyyauv+9OlT1KlTB02aNFF5w89uyfXXHDlyBHXq1NF4SfJ/yfr16/H7778jKioKAFCyZEkMHz4cnTt3lhTPyckJv/76K0aOHClLfmXKlEHJkiUxadKkLFuCy7E0Wg7Gxsa4deuW2hysyMhIlCpVCh8/fvxmjG8V65lJLdwZ8MOddvma1NRU3Lp1C05OTrJuDZ9T3t7eOHPmjNpGatu2bUPZsmUlxUxNTcXu3buFzZe8vLzQrFkz6OvrS4pnYWEBpVKpVnzExcXJuqvq9+jNmze4ePFilsPRUvqbAOmby1WpUgUFCxZEgQIFYG5ujt27dyMmJkZyjtu3b0dMTAyGDx+OggULCpOfixYtqlGM7HqaEBGWL1+OFStW5GjHYTm+oe3du1fj24rtj6Mt8+bNw7hx4zBgwADhVMHZs2fRt29fxMfHY8iQIaJjvn79Gq1bt5Ytx6ioKGzfvl3yvj26Ymtri+vXr6sVH9evX9d4j5y8WFDExcVBoVAIm5ZevHgRGzduhJeXF3r37p3L2WXthy4+Bg8eDF9fX/To0QOpqamoUaMGzp8/D1NTU+zfvx9+fn65nSIA+c/nRUdHo1GjRnj06BHc3d1BRIiMjISDgwMOHDiA4sWLi47Ztm1b9OjRA3PmzEHVqlWhUCgQFhaG4cOHo3379qLj5RX79u1Dx44dkZiYCHNzc7XhbSnFx7JlyxAaGorQ0FCkpqbi559/Rs2aNTFu3DiUKlVKdLybN2+iTp06sLS0xIMHD9CrVy8ULFgQu3btwsOHD7F+/XqN4pw8eVL0Y39LuXLlcPz4cRQoUEBtuPtLmgxxa7t5lzYsXrwYy5YtU3muBAQEwNvbGxMnTpRUfLRu3RpHjhxB3759ZcmxcuXKiI6O/u6Lj169eqF37964f/++yvvQrFmzMGzYMNHxLl26hLS0NFSuXFnl+D///AN9fX1h87rc1qFDB/Tu3RudO3cWRiN9fHywYcMGPH36VNIcH63T/RzX70fRokWFRkG7du0ie3t7ioiIoDFjxlDVqlVzOTtVhw8fpho1apCZmRmZmJhQtWrVKCQkRFKshg0bUoMGDVQ2A4uPj6cGDRpQo0aNJMVMTk6mgQMHUr58+YS9V4yMjGjw4MGS93xZt24d7d+/X/h5+PDhZGlpSVWqVJG0Zl8bSpQoQYMGDZJ1JYlCoaBChQrRrFmzstykUKzatWvT8OHDiUh1JvzZs2fJyckpx/FzYuLEicLfbsKECTRx4sRsL/9VRkZGWfZGiYyMJCMjI0kxp0+fTjY2NhQYGEhz5syhhQsXqlzE2rlzJ3l5edHatWvp8uXLdOPGDZVLTkRFRdHhw4eFjfRyspotLS2N5s2bR0WLFhVWGxYtWpQWLFggKW7FihVp27Ztasd37NgheQWWNlhZWQnt9BcuXCh8foWEhHy3K6Z+6OLDyMiI4uLiiCi92+mgQYOIiOj+/fui9yvIS0xNTbPcrOv69etkZmaWo9iJiYl08+ZNunHjRo4/kEuWLCls3nTu3DkyMTGhFStWUNOmTalFixY5ii0XU1PTHDcB+9KuXbtoyJAhVLZsWTIyMqJKlSrRiBEj6ODBg/Tu3TvR8SwsLISlhpmLjwcPHkj+cFuzZg1t3bpV7fjWrVtp3bp1kmL+qLy9vbPsgDtlyhRRjf4yk3v5bnYdQ6V2DiVK/8JTu3ZtIUbG87J79+40dOhQSTEzS0hIoISEhBzFyLyJXmb379+n/Pnzi4736dMncnFxofDw8Bzl9SUzMzOhlUPTpk2FDrIPHz6UtKGeLvzQp13s7Oxw584dFClSBIcPH8bSpUsBAElJSZLnPsjp9evX2LBhAwIDA9Um8L19+xbr16/P8rpvMTIywrt379SOv3//PttVAZoyNTWV1HQoK3FxccIw7+7du9GqVSv07t0b1apV+25OidWvXx+XL1/OUROwLzVv3lw4ffD27VucOXMG27dvR0BAABQKBZKTk0XFMzY2znKyaEREhNA0S6yZM2cKy7IzK1SoEHr37q22NFUTrq6uuHTpEqytrVWOv3nzBuXKldNo9Zm2l9JnN6ck875IX1tFl5VJkyahbdu2OH36NKpVqyacKjh+/Di2bt0qOkdA/qW82lgaPGTIEBgYGECpVKo0wGvbti2GDBmCuXPn5ii+HHPNjIyM8OzZM7XX95MnT4RVfWIYGhoiOTlZ1maMQPq8wOXLl6Nx48Y4evQopkyZAiC9sd6Xr6fvRm5XP7lpwoQJZGlpSR4eHuTo6CicHli9evV30Q9/8uTJ1KpVq2yvb926NU2dOlV03M6dO5O3tzdduHCB0tLSKC0tjc6fP08+Pj4UGBiYg4zlZWtrS1evXiWi9MY8wcHBRJTeRCinIzRy+fPPP8nR0ZEmTJhA27dvl2VHUqL0Zmo7d+6kgQMHUqlSpUhPT49sbW2/+nzITq9evah58+b06dMnYV+Ohw8fUtmyZYXRPrGMjIyy3RFa6jet7Fr0P336lAwNDTWK4ezsLGx7r43mXdntI5J5FKBGjRpCQylNXb58mTp27EjlypWjsmXLUseOHYXn/n+VnZ2d0OI+84jc/fv3Rb2+xTTw+vnnn6lv376kVCo1it22bVuqWbOmSrPE169fU82aNal169Ya55jZjBkzKDAwUKVBX06dPHmSrKysSE9Pj7p16yYcHz169HczSvylH36p7fbt2xEXF4fWrVsLM4WDg4NhZWWFgICAXM2tTJkymDt3LmrXrp3l9cePH8dvv/0menfXN2/eIDAwEPv27RPWraekpKBZs2ZYt27dd7NsrmPHjrh37x7Kli2LTZs2QalUwtraGnv37sX//vc/3L59O7dT/OqyUKmTGkuVKoU7d+6gYMGCqFGjBvz8/ODn56fSIEuMhIQENGrUCOHh4Xj37h3s7e3x9OlTVKlSBQcPHpS0g7OjoyOWLFmitmJkz5496N+/v6j26hmjCc2bN0dwcLDK8y81NRXHjx/H0aNHERERITpPuR0/fhxjxozBtGnTUKlSJQDpKwvGjh2LcePGwdLSEn369EHlypWxevVqneY2dOhQTJkyBWZmZhg6dOhXb6tJI7i9e/eiYcOGMDQ0/OYqIikrh8zNzXH16lWUKFFCpYXApUuX0KBBA7x8+VKjOJMmTcLw4cNhamr6zWWyycnJOH78OIyNjREaGvrN2I8ePUKNGjXw8uVLYWXh9evXYWdnh6NHj0pqAtiiRQscP34c+fPnh6+vr9rrT8qutkD6ayUhIUFlpeaDBw9gamqq8UofXfqhi4/Y2FjRQ6S6ZG5ujvDw8Gy3nlYqlfDx8clySF0TUVFRuHfvHogIXl5e391M9jdv3mDs2LGIi4tDv3790KBBAwDpq3/y5cuHMWPG5HKG2rFkyZIcFRvZOXHihMo+H3Xq1JEca8SIEdi6dSvWrl0rdLcMDQ1F9+7d0apVK8yZM0fjWBkFnEKhUGtgZWhoCGdnZ8ydOxdNmjSRnK9cfHx8sHLlSrVmfGfPnkXv3r0RHh6OY8eOoXv37lAqlV+N9fjxY8ybNw/jx4/P8rTq1KlT8dtvv2m8F5S/vz927doFKysr+Pv7Z3s7hUKBEydOfDOenp4enj59ikKFCmmlyG7cuDHKlSuHKVOmCHvlODk5oV27dkhLSxM6BMstJiYG3t7eGvX8AIDExET8/fffKvt/tW/fXq3hmKa6dev21evXrl0rKW5e80MXH/r6+qhRowZ69OiBVq1a5XjDNrlZWVnh8OHD+Omnn7K8/sKFC2jQoAHevHmj28S+8PnzZ/Tu3Rvjxo2Tde4Dk6fj5fr169G2bVuhvXOGT58+YfPmzZKWA3/69AmdO3fGtm3bhHPfaWlp6NKlC5YvXy5p7pCLiwsuXboEGxsb0ffNChFh+/btOHnyZJY9WKR8wzQxMcGlS5fUCsNbt26hUqVK+PDhAx4+fAhPT89vNtb77bffkJCQgJUrV2Z5fd++fWFpaYlZs2aJzjMvuHPnDvz8/FC+fHmcOHECzZo1Q3h4OF69eoWzZ89KWvKvqbdv3343I7xy2b59O7Zu3QqlUolPnz6pXPc9dWLN8EMXH7dv38aaNWvw999/Izk5WehVkTGcmtv8/f1RuXJltVbBGUaOHImLFy9q1H/hW8OwmUnZm8PKygpXr16Vvfh4/fo1Vq9eLTRD8/DwQPfu3XN1jxdtT2oE5O14qa+vjydPnqgNvb58+RKFChXKUb+LyMhI4Ruhr6+vWiO83DRw4ECsXLkS/v7+sLOzUyvgpHzDrF69OszNzbF+/Xphsu6LFy/QpUsXJCYm4vTp0zh27Bh+/fVXREZGfjWWj48Pli9fjurVq2d5/blz59CrVy+Eh4eLzjOvePr0KZYtW6bSErx///4oUqRIbqemdS9evEBERAQUCgVKliwpefI3kP6eNGbMGAQGBmLVqlXo1q0bYmJicOnSJfTv3x/Tpk2TMXN5/NDFR4aUlBTs27cP69atw6FDh1CiRAn06NEDnTt3ztETIqd27NiBdu3aYf78+ejXr5+wAic1NRVLly7FsGHDsHHjRrRq1eqbsb42DJuZpkOyX+rWrRt8fX1FFTnfEhoaimbNmsHS0lJo5nPlyhW8efMGe/fuzbX9OLS9P1B2HS//+OMPTJ06VXTTqS+3g89w48YN+Pv749WrV6Jz1IaBAwfCzc1NrWBbsmQJoqOjsWDBAlHxChYsiA0bNqBRo0ay5RgREYGAgADExsbCwcEBCoUCSqUSrq6u2LNnD0qWLIndu3fj3bt33ywUzczMcPfu3a+eVvX09ERiYqJGubVs2VLj30OTUZ9vFdaZSSmylUql8DfM6rrs/i55XWJiIoKCgrB+/XphNE5fXx9dunTB4sWLJW1g5+HhgQkTJqB9+/Yq82fGjx+PV69eYcmSJXL/GjnGxUcmycnJWLp0KUaPHo1Pnz7B0NAQbdu2xaxZs3KtEh8zZgxmzJgBc3NzuLq6QqFQICYmBu/fv8fw4cOzHRXRtWnTpmHOnDmoXbs2ypcvrzaJSsqbk4+PD6pWrYply5apFF6//vorzp49+11MONUGFxcXTJo0Se10SHBwMCZOnKjxsseMjqE3btyAt7e3ytLA1NRUxMbGokGDBpKXc/7777/Yu3dvlsO8UkbPihYtir1796J8+fIqx69evYpmzZqJmsQKpP8dDx06pNbyP6eICCEhISobCdatW1f0njQ2NjbYuXNntjvCnj59Gi1btkR8fLxG8b41lyAzTUZ9NJ0PJ7XI1uaI3PesT58+OHbsGJYsWYJq1aoBAMLCwjBw4EDUrVsXy5YtEx3T1NQUd+/ehZOTEwoVKoSjR4+idOnSiIqKwk8//aTx5F1d4uID6dvBr1mzBps3b4aZmRkCAwPRo0cPPH78GOPHj8e7d+9w8eLFXMvv4sWL+Pvvv4XdFUuWLIkOHTrIcnroyz0BpNLGCICJiQmuX78Od3d3leMREREoU6YMPnz4IDpmXmBsbIzbt2+rTQCOioqCr6+vxhPlMmb+T5o0CcOGDVPZETdfvnxwdnb+6o6vX3P8+HE0a9YMLi4uiIiIgI+PDx48eAAiQrly5SSNnmX3e0dHR8PHx0fj3ztDcHAwDh8+jDVr1sDExER0PtrWuHFj2NvbY9WqVVle37NnTzx+/BgHDx7UcWa6kd2I3MOHD+Hl5aXxiE92Pn78+N3N4wPSi87t27er9So6efIk2rRpgxcvXoiO6erqiu3bt6NcuXKoWLEievbsiT59+uDIkSNo167ddzO6mdkP3WRs3rx5WLt2LSIiItCoUSOsX78ejf4fe3ceFfP+/wH8Oe37QoXSHilKERe5bfa1cC23UCRLyJIs1yVl97Vk51paLNn3JUsbJUIqEe3Klj20oOb9+8Pp82tMaKbJzJj345w5R5+ZXr0GM73nvbxeffsyn2CMjY2xfft2gX9y4lXHjh0Fug+lsrISQUFB2LBhA9MRV0VFBVOnTkVgYCBfu7gboghRu3btkJmZyTX4yMzMhI2NjcB/Xl019P4ZMzMzHDp0CP/88w/H9YMHD3I1zPqR6gZZRkZGGDFiBNeG0/qYN28e/P39ERwcDFVVVRw9ehQ6Ojrw8PBgTiXxyszMDFFRUZgyZQrH9fPnz/O1l2jo0KGIjIyEjo6OQNuhR0dHIzo6utZNrLt3765znFmzZqFHjx5QV1dHQEAAc6qluLgYq1atQlhYGC5evMhXjqKs+vXDYrGwYMECjmWGqqoq3Lhxg+/XN5vNxtKlS7Ft2zYUFxcjKysLJiYmWLBgAYyMjODt7S2Ip1AvZWVltZ5g0tHR4bv7t4uLC06fPo127drB29sbM2bMwJEjR3Dr1i2eluN+JYkefGzduhVjx47FmDFj0LRp01ofY2Bg8MvP6ze0KVOm4Pjx41i1ahU6d+4MAEhKSsKiRYvw6tWrWitX1tXnz5+Rn58PU1NTvioA1uTn54dp06YhJyeHOfFz/fp1bN68GStWrEB6ejrzWH4arvHr27oqt2/fRlVVFTNIysrKgrS0NNfyQV0JuuJlUFAQ+vfvzzX44KVy6LcyMzMRGRkJAJCRkUF5eTlUVFQQHBwMV1dXTJo0ieeYM2fOxJQpU/Dy5Uu4uLgA+PqLfs2aNTzv9wAALy8v3L59GyNHjqx1wyk/goKCEBwcDDs7u1pby/PC2dkZmzdvxrRp07Bu3TqoqamBxWKhpKQEsrKy2LhxI/P3wKvi4mLMmjWLGSR9O8HN65JGVVUVwsLCvjvo4mWmq/r1QwjB3bt3OWbe5OTk0LZtW8yaNYun/KotWbIE4eHhWLVqFXx8fJjrVlZWWLduHc+DD01NzVr/jWtWtPXy8uJpyatz584IDAxEREQEMzNTXl6OoKAg5v2YV//99x/zbzJx4kQ0atQICQkJGDBggMCaCwrcLytnRokMNTU1cu7cOa7r586dI2pqanzFLC0tJWPHjiXS0tJEWlqaqVY4depUsnz5cr5i1tZPQpC9JQRhzZo1ZMCAARwVLd+8eUNcXV3J6tWr+Y4ryIqXP6ocKicnx1fMJk2aMP0pLC0tmWqu9e0PtGXLFo6mYMbGxkxlW14pKSmRq1ev8p1LbZo2bUoiIiIEGvPx48dk7dq1xNfXl0yaNImsW7eO6TnFr969exNLS0uyZcsWcvz4cXLixAmOG68mT55MlJWVybBhw8i0adPI9OnTOW788PLyEkjjxJpMTU3J5cuXCSGcVVMzMzOJhoYGz/HWrl1LGjduTEaOHEk2bNhA1q9fT0aOHEm0tLTI0qVLybhx44i8vDz577//6hzz7t27RE9PjzRu3Ji4uLiQbt26kcaNGxM9PT2SkZHBc47iSuL3fLx79w7Jycm1jub5qX8gDpo0aYK4uDiOfgrA10+zDg4OfK05Tps2DYmJiQgJCUHv3r2Rnp4OExMTnDp1CoGBgTxXYQW+rv3WlbCOeOrp6eHixYto3bo1x/WMjAz07NkTT58+FUpeQMNWDnVzc0O/fv3g4+OD2bNn4/jx4/Dy8sKxY8egqamJy5cv1yv3ly9fQlFRkWOfCq9atWqFQ4cOCXRWrHHjxkhOTm7QGhSCoKqqiqtXrwpseVJLS4tZlhZlioqKePDgAQwNDTlOfdy/fx8dO3ZklpnrasiQIejRowfX7MH27dtx8eJFHD16FBs3bsR///2Hu3fv1jlueXk59u7dy1Hk0cPDo157k65evYrt27cjNzcXR44cgZ6eHvbs2QNjY+PvHucWKiEPfoTq1KlTRFVVlUhJSRF1dXWioaHB3DQ1NYWdHiHka4vogoICpt20IAQFBZG///6bo9V9RUUF8fDw4Lt1uYGBAUlKSiKEcH7iyM7O/q07BKuoqDCdd2uKjo7muetlSUlJnW519e0MUc2bnJwcadmyJTl9+jRPOVbLzc1lWqmXlpaSSZMmESsrKzJo0CBSUFDAV0xBO3PmDOnVq1etPWj4NXv2bBIcHCyweA3FwsJCoL1hmjVrRh4+fFjvOIMGDWL+Dw8aNOiHN360b9+e7NmzhxDC+T60aNEi0rVrV57jKSsrk+zsbK7r2dnZzAxfTk4OUVJS4itfQTly5AhRVFRkZmKqn/fmzZtJnz59hJrb90j0ng9/f3+MHTsWy5Yt4+ts9a9ACEGLFi1w7949njYbfuvbTUeXL19G8+bN0bZtWwBfaz58/vz5u31kfubly5e19g8oLS3laV28oftJCNqgQYMwZswYrFmzhmNfSkBAAM8bvTQ0NH74d0UI4amUdfVMnqArhwLg2ACqpKTEdISuL0FWaRw5ciTKyspgamoKJSUlrg2n/JwAqKiowH///YfLly/D2tqaKyY/G4wbQkhICObOnYvt27fDyMio3vH8/f2xfv16bNq0qV77XNTV1Znvb4gKo4GBgRg1ahSePHkCNpuNY8eO4eHDh4iIiMCZM2d4jteoUSOcPn2aq7bO6dOnmUKHpaWlAumgWx9LlizBtm3bMHr0aBw4cIC53qVLFwQHBwsxs++T6MHHkydP4OfnJ7IDD+DrcbQWLVrg9evX9Rp8fPtCHzJkCMfX/DRIqqlDhw44e/Yspk6dCuD/y4Hv2LGDp01Ubm5uTD+J6rbyteG3n4Sgbdu2DbNmzcLIkSPx5csXAF83YHp7e+N///sfT7FqVqolhKBv377YuXMn9PT06pVjQ5xEqm4A9m277vpsYq1ZpfHkyZNcVRp5xc8m1Z9JT09nljK+rTMj6Dbp9TF8+HCBDrwSEhIQGxuL8+fPo3Xr1lzx6lqqvrq+CCEEixYtgra2tkDffwcMGICDBw9i2bJlYLFYWLhwIdq1a4fTp0+jR48ePMdbsGABJk2ahNjYWHTs2BEsFgvJyck4d+4cszH/0qVLQit4WO3hw4e11otRU1MTevuN75HoPR+DBw/GiBEjMGzYMGGn8kNnz57FihUrsHXrVoE3GxOUa9euoXfv3vDw8EBYWBgmTJiAe/fuISkpCfHx8Xyf/BAXpaWlyM3NBSEEZmZmfHWK/VbNNWteNXQJ+JpNx2oqLi6GgYEBPn36xHNMcazSKKrCw8N/eL+npydP8QTdDI3NZkNBQaHeM7q/QmJiIjZt2oSHDx8yReWmTp3K1VxQmExNTbF9+3Z0796d47UTERGBFStW4P79+8JOkYvEDT5qTuW/fPkSwcHBTGnwb0fzojCtD3w97lVWVobKykrIyclxbUoSlQIyd+/exerVqzn6NMyZMwdWVlZ8xWuIhmgN6fHjx2CxWPWeqahWn8FHzRLwRkZG3/1UzmsBuIbcxNqQVRrLy8uZmalq33aSpX6t1q1bY9euXd9tnFkfnz9/rvUQwe9asn3VqlUIDw/H7t270aNHD5w7dw6PHj3CjBkzsHDhQq7aOaJA4gYfdS2BLCrT+oDgP8WIC3Eov8xms7FkyRKsWbOG2UmvqqoKf39/zJ8/n+eS2zXVZ/DRUKqfD4vF4qodISsrCyMjI6xZswb9+/fnObagqzSWlpZizpw5OHToUK0Dl7r+/xk8eDDCwsKgpqb20308/HTK/RFjY2O4uLggODiYp0HtkydPcPToUWRlZTGNywYPHlyvgXF6ejpHPH4/VFRriBnd7OxsjB07FteuXeO4zut+qZrYbDZycnJqHcx8rzS+MMyfPx/r1q1jKgHLy8tj1qxZWLx4sZAzq53E7fn49j+POBCXwYWgX6TVbxjfevz4sci0w54/fz527dqFFStWcDSBW7RoESoqKurdTbK++wi+fPkCc3NznDlzBpaWlvWKBTTsJlZBV2mcPXs2YmNjsWXLFowePRqbN2/GkydPsH37dp56IjX0Jskf8fT0xKNHj+Dg4IDc3Nw6fc+WLVswc+ZMfP78Gerq6iCE4P379wgICMDatWvh6+vLUw7Jycnw9vbG/fv3mQEni8ViZi46dOjA8/MC/n9DcNu2bQU2o+vl5QUZGRmcOXOm3kXggK+bx93d3fHo0SOuwTYvg5nvFSurDb8z2UuXLsX8+fNx//59sNlsWFpa1uuoekOTuJmPaoQQ5OTk4MuXL2jZsmW9q3E2tKqqKpw4cYJpLW9paYmBAwcyDdeETVAvUqDhG6IJkq6uLrZt28a1RHfy5En4+vriyZMndY717S/Y06dPw8XFhWv/CK+frvX09HD58mWuui6ihs1mg81mM//ehw4dQkJCAszMzDBx4kSee9AYGBggIiICTk5OUFNTQ0pKCszMzLBnzx5ERkb+lj1Tzp49C1dXV0yfPh3+/v5MQ8xnz57hf//7HzZu3IiTJ0/WuV7H/fv38ccff8DCwgIzZsyAhYUFCCHIzMzEunXr8PDhQ1y/fp2vgW1YWNgPfyHz86FLWVkZt2/fFlhLDBsbG7Rs2RJBQUG1DmbqOhj92ex1TeLyYbO+JHLwUVBQAFdXV2a3ur6+Po4ePSqymyJzcnLQt29fPHnyBObm5iCEICsrC/r6+jh79qxIFDwS1IsUaNiGaIKmoKCA9PR0tGzZkuM6P83v6lqimdfNfStWrMCDBw+wc+fOeg+yb9y4gTdv3qBPnz7MtYiICAQGBqK0tBRubm7YuHEjz31kKisrsXTpUowdO7beJ6+qqaio4N69ezA0NETz5s1x7NgxdOzYEfn5+bCysuK54FRDiYuL42oyxi9HR0f8+eefWLJkSa33//vvv7h69Sri4+PrFG/o0KGoqqrC0aNHuV7ThBAMHjwYsrKyIvFBAPh66m7dunUCK6qlrKyMtLQ0rmaHooCX2UBBLwcKgkQOPoYPH47U1FQEBgZCQUEB//vf/1BVVSXUzrU/0rdvXxBCsG/fPuZs+evXrzFy5EhISUnh7NmzAvtZERERsLe353lA0xAv0vDwcAwfPlwkO1NW++OPP/DHH39wnSiZOnUqbt68ievXrwsps/83aNAgREdHQ0VFBVZWVvWaSenTpw+cnJwwZ84cAF83Gbdr1w5eXl6wsLDA//73P0yYMAGLFi3iOU8VFRVkZGQIpC4F8LXfz8aNG+Ho6IiePXvC2toaq1evxoYNG7Bq1So8fvy4TnGqZ+Lqgp9mdQoKCtDT08OYMWPg6elZr8GXmpoabt68ydWMsdrDhw9hZ2eHDx8+1CmetrY2zp8/Dzs7u1rvv3nzJvr27ctXVWQPDw84OTnB0dGRa/DOi/fv3zN/vnXrFv79918sW7as1kMEvG4ydnFxwezZs/lulvgz9dkIzUs/GV4/sPwKEjn40NXVRWRkJHM2+/HjxzA0NMTHjx9FsvW2srIyrl+/zrXBKy0tDfb29gL9BCclJQVZWVmMHz8eGzdurPP3NfSLVFTFx8ejX79+MDAwQOfOncFisXDt2jUUFRXh3Llz+PPPP4WdokCPSTZr1gynT59mfhnNnz8f8fHxSEhIAAAcPnwYgYGBfB3tc3Nzg5ubG7y8vHj+3tqsW7cO0tLS8PPzQ2xsLPr164eqqipUVlZi7dq1mDZtWp3iVM/EAV+LjG3ZsgWWlpZM/Zrr16/j3r178PX1xfLly3nO882bN9i7dy/CwsKQnp6Obt26wdvbG25ubjzP7qmoqDCtDWqTl5cHa2vrOr9nKCgoIDs7+7sDoqKiIrRo0YLZ5MiLCRMmID4+HllZWWjatCkcHR3h6OgIJycnnpZNpKSkOAaHte0V43fD6fHjx/Hvv/8iICCg1sEMP6X7BbURWtyJ9kaHBvL8+XOO/9zNmzeHoqIiiouLBfapS5Dk5eVr/aTy8eNHgS89sNlsFBQU4MKFCzx939SpU+Hv74/nz58L7EUqDhwdHfHw4UNs2bKF6dMwePBg+Pr6QldXV6i55eTkwMzMTKCfet6+fcvRDjw+Pp5jwNmhQwcUFRXxFbtPnz6YN28eMjIy0L59e64ZGl6PvtesSuns7IwHDx7g1q1bMDU1ZSr71kVgYCDz53HjxsHPz4/rBEFgYCDfz7tRo0bw8/ODn58fUlNTsXv3bkyePBmTJk2Ch4cHvL2965xv69atcfLkSa6KnNVOnDjB1YfoR4yMjJCcnPzdwceNGzf47qu0fft2AF/fj+Pi4hAXF4f169dj8uTJ0NHRwbNnz+oUp2ZxPkGrLsY4duxY5lr1SS9+T88IaiN0bV68eIGHDx8yJ5JqqzotMhq0eLuIkpKSIi9evOC4pqqqSvLy8oSU0Y+NGjWKtG7dmly/fp2w2WzCZrNJUlISadOmDfH09BR2eoSQ2jvQikLXWUnGYrFI8+bNyahRo0hoaKhAeq4YGBiQ+Ph4Qgghnz59IoqKikwXUUIISU9P57sv0s86GNeFpqYmefnyJSGEkDFjxpD379/zlcv3qKmpkaysLK7rWVlZfHeE/taTJ09IYGAgkZeXJ8rKykRaWpp07dq1Th1Pw8LCiKKiItm8eTP58uULc/3Lly9k06ZNRFFRkYSGhtY5l4ULFxIDAwNy9+5drvvS09OJoaEhWbhwYZ3j1ebjx48kKiqKzJ07l3Tq1InIyckRGxsbvmI9evSIsNlsrutsNps8evSI53gFBQU/vPFDX1+fxMbGEkK+/t6p7h0TERHBdx+WkpISMnLkSCIjI8O8ZmRkZIiHhwd59+4dXzEbmkQOPlgsFtM8rvrGYrGIuro6xzVR8fbtWzJw4ECmIZicnByRkpIibm5ufP3Hun37NklPT2e+PnHiBHF1dSXz5s0jnz594ivHhniRioPdu3eTQ4cOcV0/dOgQCQsLE0JG/+/KlStk8eLFpFu3bkRJSYlISUkRIyMjMnbsWLJnzx7y+PFjnmOOHz+edO7cmVy5coXMnDmTNG7cmOP/zN69e4mdnZ0gnwZPlJWVmaZatX3IqK8mTZqQ3bt3c13fvXs30dHR4Tvu58+fyeHDh0mfPn2IjIwM6dSpE9mxYwf5+PEjKSwsJH///TexsLCoUyx/f3/CYrGImpoasbW1Jba2tkRNTY1ISUmR6dOn85RXeXk56dKlC5GWlia9e/cmM2bMIDNmzCC9evUi0tLSpHPnzqS8vJyfp0xmz55N/vjjD6KgoEDs7OzIzJkzycmTJ8nbt2/5ikfI13/z4uJiruuvXr0SmQ9BysrKzHuinp4euXHjBiGEkLy8PKZZHa+GDh1KWrRoQaKiokhJSQl5//49iYqKIubm5mTo0KECy12QJHLPR12PPYnakaecnBxkZmYyLZj53dzZoUMHzJ07F0OGDEFeXh5at26NQYMG4ebNm+jXr1+D9MT4XZmbm2Pbtm1wdnbmuB4fH4/x48fzVemzIXz58gVJSUnM9Pb169fx6dMnmJmZ8ZTjy5cvMXjwYCQmJkJFRQXh4eEYNGgQc3+3bt3QqVOnetc3qaio4GujcY8ePVBcXIz27dszG5a/t49r9+7dPMdfsWIFFi1ahHHjxnE0Ety9ezcWLlyIuXPn8hxz6tSpiIyMBPC19sW4ceO4im4VFhbCyMioznWKrl+/jsjISGRnZwMAWrZsiREjRvBVTfTz589Yt24dIiMjkZWVxRFvxowZPJ9sqiYlJQVtbW3MmDEDrq6uAjkKLiUlheLiYmhra3Ncf/ToESwtLVFaWvrTGA3d3FJQG6FrUlZWxoULF7hO+Vy9ehW9e/eu0/P+1SRy8CHp1NXVkZKSAlNTU6xcuRIxMTG4cOECEhMTMWLECL7WrnV1deHk5MTsXv/ebnteVFVVISwsDNHR0bUWLouJian3z6gvBQUFPHjwgGuvUEFBASwsLHg6avsrlJeXIyEhARcuXMCOHTvw8eNHvtatS0pKoKKiwlVn5s2bN1BRUeFrL1JVVRWWLVuGbdu2obi4GFlZWTAxMcGCBQtgZGQEb2/vn8YoLi7GunXrkJubi2PHjqFXr17f/eV4/PhxnnMEvtYfWb9+PTIzMwEAFhYWmDZtGt89orp164Zx48b98Ph4ZWUlEhMThd7ATJDS0tIQHx+PuLg4XL16FdLS0syGUycnJ54GIzNnzgQArF+/Hj4+PhzN6qqqqnDjxg1IS0sjMTHxp7Fq9i36UYVifvd8CGojdE0GBgY4e/Ys16GE9PR09O3bl68BTUOjgw8JpKamhtu3b6NFixbo0aMH+vfvj2nTpqGwsBDm5uZ8/cKMjIxk3kiysrLQpEkT5o3E0dGRr081U6ZMQVhYGPr161dr7ZB169bxHFPQDAwMsGnTplqLjE2ePFnoL/qKigpcu3YNsbGxiIuLw82bN2FsbAxHR0c4ODjA0dFRYL1o6is4OBjh4eEIDg6Gj48PMjIyYGJigkOHDmHdunVISkriKV7N/jai7MqVK+jSpQtXDZbKykpcu3ZNpEp4N6S0tDSEhIRg7969YLPZPP1ir555jI+PR+fOnTkGcdW1gWbNmiWSTewKCwv52ghd03///YfDhw8jIiKCKSz3/PlzeHp6YvDgwZgwYYIgUxYMIS75UELi7OxMRo8eTSIiIoisrCyz4SkuLo4YGhrWO/7z589JZGQk8fDwIDIyMnyvtTZu3JicPXu23vk0pICAAGJoaEhiYmJIZWUlqaysJNHR0cTQ0JD4+/sLNTcHBweiqKhI2rRpQ3x9fcnBgwfJ8+fPhZrTj5iamjKbV1VUVJi9G5mZmURDQ0OYqXG5desW2bNnD9m7dy9JSUmpVyxx2KfQUFJSUsjatWvJwIEDiaamJpGWlibt27cns2bN4iuel5cXKSkpEXCWos/GxoaoqKgQWVlZYmpqSkxNTYmsrCxRUVFh9v1U30SFRB61lXQhISHw8PDAiRMnMH/+fGbvyJEjR+rVJvrjx49ISEhgZkDu3LkDKysrvqeK5eTkRLKyYE1LlizBo0eP0K1bN+aTK5vNxujRo7Fs2TKh5nbt2jU0a9YMzs7OcHJygoODg0B7sQjakydPav33ZrPZXIWYhOXFixcYMWIE4uLioKGhAUIISkpK4OzsjAMHDnDtNagL8p0eRq9fv+Y6bvw70dTUxMePH9G2bVs4OTnBx8cHDg4O9eo2LIhj5d8WDPwRPz8/nuMHBwf/8P6FCxfyHNPNzY3n7xE2uuxCMSoqKiAtLc1Vo6Mu/vjjD6Snp6NNmzbML7o///wTGhoafOezZs0a5OXlYdOmTfVuENXQsrOzkZqaCkVFRVhZWfFd+0CQSktLcfXqVcTFxSE2Nhapqalo2bIlx3IYP78sG4qdnR2mT5+OkSNHcnT0DQoKwuXLl3H16lVhp4jhw4cjNzcXe/bsYZYS79+/D09PT5iZmTEbR+uiujz2yZMn0bt3b469KVVVVUhPT4e5uTmioqIE+yRExJkzZ+o92GgIxsbGHF+/fPkSZWVlzHvZu3fvoKSkBB0dHeTl5fEc39bWluPrL1++ID8/HzIyMjA1NeWrSq44ksiZj86dO8PNzQ0DBw4U+WZbABAVFQUVFRVmJ/PmzZuxY8cOWFpaYvPmzdDU1OQr7u3bt5lGdRYWFmjXrh3fOWZnZ0NJSQkmJiYwMTGBmZkZXwOPb/sVxMTE4Pz582jdujXXoEiU+hW0aNFC5NaTlZWV0bt3b6YI2IcPH5CQkIDY2FisWrUKHh4eaNGiBdPjSNgCAwMxatQoPHnyBGw2G8eOHcPDhw8RERGBM2fOCDs9AF9fi9826at+Hfbs2ZOnWNX9jgghUFVV5TiVIycnh06dOsHHx0cwiYug/v37CzuFWuXn5zN/3r9/P7Zs2YJdu3Yxm+gfPnwIHx8fvvdR3Llzh+va+/fv4eXlxXFyTNC+N8MmLBI58xEeHo5Tp07h4sWLaNasGVxdXTFw4EB07dpVpP5xqllZWWHlypXo27cv7t69iw4dOmDmzJmIiYmBhYUFz1ONL168wPDhwxEfHy+wqWPg687quLg4xMfH4+rVq5CSkoKjoyOcnZ0xceLEOsUQ934FoozNZuPmzZuIjY1FbGwsEhISUFFRIVLlnC9cuIBly5bh9u3bYLPZaNeuHRYuXMjzL/bKykrs27cPvXr1QtOmTQWWn6qqKq5evQobGxuO63fu3IGjoyNHn5G6CgoKwqxZs+q9xCLoHjTVJ0jqYu3atXV+rDgxNTXFkSNHuGYrbt++jb/++otjoFJfGRkZ6N+/PwoKCur0eAsLCyxYsAB//fXXD0+XZWdnY+3atTA0NOTrKHhDkcjBR7VPnz4hOjoaJ0+exOnTp/Hlyxf069cPrq6u6NWrF8dxLWGq2XBr0aJFyMjIwJEjR5CSkoK+ffvi+fPnPMUT5NTx99y+fRubNm3ia+c6JRhsNhu3bt1ill0SExNRWloKPT09ODs7MzdRWCJqCEpKSsjMzBTo83N1dcW7d+8QGRnJlM9/8uQJPDw8oKmpyffxXUEQdA+ab2vX3L59G1VVVcwMQFZWFqSlpdG+fXuROPbeEJSUlBAXF4eOHTtyXE9OToaTkxPKysoE9rMSEhIwYMAAvH37tk6Pj4mJwZw5c5CTk4OePXvCzs4Ourq6UFBQwNu3b3H//n0kJCTg/v37mDJlCv755x+RWuKS6MHHt27cuIFTp07h1KlTyM3NhYuLC+bNmwd7e3uh5tWoUSMkJCTA0tISXbt2xejRozF+/HgUFBTA0tKS5xeAuro6Ll++jA4dOnBcT05ORs+ePfHu3Tuec7xz5w5TwOrq1av48OEDs5HM2dkZ/fr14zmmi4sLjh07xrV88/79e7i5uf22b3iCoqamhtLSUjRr1oypneDs7Mxzx+JfxcTEBDdv3uQ6Gvvu3Tu0a9eO5/V1Z2dnTJ8+Ha6urgLLsaioCK6ursjIyIC+vj5YLBYKCwthZWWFkydPonnz5nWK065dO0RHR0NTU/OnMxb87AEYN24cmjVr9t0eNLwWWFu7di3i4uIQHh7OLPO+ffsWY8aMwZ9//gl/f3+ec2woWVlZiIuLq7U2EK+bOQcMGIDCwkLs2rUL7du3B4vFwq1bt+Dj4wN9ff2fFiGrzbcbWgkhePbsGfbs2QMHBweeP/xdu3YNBw8exJUrV1BQUIDy8nJoaWnB1tYWvXr1wsiRI+u1966h0MHHd+Tm5uLUqVPQ19fHX3/9JdRcBg4ciM+fP8Pe3h6LFy9Gfn4+9PT0cPHiRUyZMoWpOlhXDTF1LCMjA1tbW2YzoyA2ktUs9lPTixcvoKenJzInIETV9u3b4ezsXK925b/S9/69i4uLYWBggE+fPvEU7/Dhw5g7dy5mzJhRa6O6+jQ7vHTpEtNI0NLSEt27d+fp+4OCghAQEAAlJSWOGYva1GxsV1fq6uq4desW1z6k7Oxs2NnZoaSkhKd41e833zaly8jIQM+ePfH06VOec2wIO3bswKRJk6ClpYWmTZtyDOpYLBbPA7mXL1/C09MTUVFRzJ6zyspK9OrVC2FhYXw1bvt2Q2t1pdfqD7uqqqo8xxRHdPAhBgoLC+Hr64uioiL4+fkxlR5nzJiBqqoqno6GAQ0zdfz+/XuBTemlp6cDAGxsbBATE4NGjRox91VVVSEqKgrbt2+v89qooFXnVxe/azdfQar+9Ojm5obw8HBmIybw9d87Ojoaly5d4rlUfW3VKevbkVRcNG3aFMuXL+faQxUaGoq5c+eiuLiYp3iqqqo4efIkXFxcOK7HxMTA1dW11q7bdZGbm4uQkBCOje/Tpk3je3bO0NAQvr6+mDNnDl/f/z1ZWVkcFW3FZUAv0n5tWRFKFBQWFhJbW1siKytLTExMmII07dq1I0VFRfWKXbP40u3bt/mKUd3FtLor7rc3JSUlsmvXrnrlWR/fduz90Y36uW+7INe8ycnJkZYtW5LTp0/zHFeQzQ6jo6OJhYVFrQWs3r17RywtLcmVK1d4zpGQr6/Hmq+7GzdukGnTppHt27fzFY8QQpYvX07k5eXJ5MmTyZ49e8iePXvI5MmTiaKiIlm+fDnP8UaNGkUMDAzI4cOHSVFRESkqKiKHDx8mRkZGZPTo0XzlGBUVReTk5EjHjh3JjBkzyPTp00nHjh2JvLw8uXjxIl8xVVVVmeJ0glbdUby+vtdt+ePHj2TMmDH1ji8u6OBDTOTk5JD58+eTESNGMNUQz58/X6c2299z8eJFsmHDBrJ+/Xpy6dKleuVXXFxMnJ2dCYvFIpqamkRDQ4OwWCzi4uLCc2fRgoICkp+fT1gsFrl58ybHL4ynT5+SysrKeuVaXzXzOX78ODE1NSXbtm0jaWlpJC0tjWzbto20aNGCHD9+XKh5ihsjIyPy8uVLYadRqwEDBpC1a9d+9/7169cTNzc3vmJ37dqVREREEEIIefbsGVFVVSWdO3cmjRs3JkFBQXzFJISQgwcPki5dujBdurt06UIOHjzIV6zS0lIyadIkIi8vzwys5eTkyKRJk8jHjx/5imljY0PmzJnDdX3OnDl8V+IcO3Ys2bp1K1/f+z3h4eGkTZs2RF5ensjLyxMrKyvm34sf36to+/LlSyItLV2fVMUKHXyIgbi4OKKoqEi6d+9O5OTkmJH9ypUryZAhQ+oVu7y8XCCj+WHDhpH27duT+/fvM9fu3btH7OzsyIgRI+odX1R16NCh1hLwZ8+eJe3atRNCRlRNOTk5ZMqUKaRbt26ke/fuZOrUqSQnJ4fnOAYGBhz/t7+VmZlJ9PX1+cpRQ0ODPHjwgBDydRDTpUsXQgghFy5cIMbGxnzFbCgfP34kaWlpJDU1le9BRzV5eXmSlZXFdf3hw4dEXl6er5jLli0jWlpaxNPTk6xevZqsX7+e48arNWvWECUlJTJ79mxy8uRJcuLECRIQEECUlJR+OBitTUlJCXn37h1hsVgkJyeHlJSUMLc3b96Q8PBw0qxZM55zFFcSWWTse6qqqnD37l0YGhryXbirIcydOxdLlizBzJkzOTYjOTs7Y/369TzHY7PZWLp0ab26h35LUMWXGrqdtaDdvXuXawMZ8HVT2f3794WQkXiLjo7+bhdjXk9oXLhwAQMHDoSNjQ3s7e1BCMG1a9fQunVrnD59Gj169KhzrOLi4h9W/pWRkcHLly95yq/aly9fmOqmly9fZv5ft2rVCs+ePeMrJvD1lNCRI0eQl5eHWbNmoVGjRkhJSUGTJk34bib47NkzPHv2DA4ODlBUVKxX4SptbW2kpqZybYpNTU3layMn8LXBmoqKCuLj4xEfH89xH4vF4rkc+saNG7F161aMHj2auebq6orWrVtj0aJFmDFjRp1jaWhogMVigcVi1bpnhMVi/XTzcW0aqqZNgxP26EeYpk2bRnbu3EkIIaSyspLY29sTFotFlJWVSWxsrHCTq0FZWZnk5eURQjgbbuXn5/P1CSEoKIiYmJiQvXv3EkVFRSbewYMHSadOnfjKUUVFhdy5c4frekpKClFVVa1zHBaLxUxJ1rbfo+b+AFFga2tL3N3dSXl5OXOtoqKCuLu7i1QTJ3GwaNEiIiUlRTp27EhcXV2Jm5sbx41XgpzWNzExIceOHfvu/UePHuV7lqJjx45kzpw55MqVK0RBQYGkpqYSQghJSkoienp6fMVMS0sj2traxMzMjMjIyDCv8X///ZeMGjWK53ivXr0iLi4uzGuvOt7YsWPJzJkz+coxKCiIaGhokBUrVpArV66Qq1evkuXLlxMNDQ2yePFivmIKmry8PNN4s6asrCye33vj4uJIbGwsYbFY5NixYyQuLo65Xbt2jTx58oTvPBUVFXnexyRsEj340NPTIzdv3iSEEHL8+HGiq6tLHj58SObPn89MfYoCPT09kpiYSAjhHHwcO3aMmJiY8ByvIbqHDhw4kDg4OHC8gB4/fkwcHR35XgsXBzdu3CA6OjpES0uLdOvWjXTr1o1oaWkRbW1tcuPGDWGnJ1aaNm1ar7X0bwlyWn/KlCmkTZs2HIPMamVlZaRNmzZk6tSpfOUZGxtLNDQ0iJSUFMeGw3nz5pFBgwbxFbNbt24kICCAEML5Gk9MTOSrc/WoUaNIr169SFFREUe8CxcuEEtLS75yZLPZZO3atURPT4/5UKGnp0dCQkLqvRT88uVL8urVq3rFIISQ1q1bk6VLl3JdX7x4MWnTpg3P8b58+UI8PT1JYWFhvXOrycnJiZw4cUKgMRuaRA8+5OXlmV3mPj4+ZNq0aYQQQvLy8nj6tN7QAgICSNeuXZnNaNnZ2SQhIYGYmJiQRYsW8RxPQUGBGSXXfCO5d+8eUVZW5ivHhjhBU1paytf3/WqlpaVk+/btzI79//77r97r4ZKoUaNGfO3H+J7mzZuTQ4cOcV0/ePAgz/sznj9/TnR1dYm+vj5ZuXIlOXHiBDl58iRZsWIF0dfXJ7q6uuT58+c858hms0lBQQGz7l9Tfn5+rRsT60JNTY35u6z5Gi8oKOBrtrRJkybMjEzNeHl5eXy/Z9T0/v37Wk+A8OLt27fE19eXNG7cmNkU27hxYzJ58mTy9u1bvmIeOXKESEtLk169epHg4GCyePFi0qtXLyIjI/PDmbAfUVFRIfn5+Xx97/ccOnSImJiYkI0bN5Jr164xm9+rb6JIogcfBgYG5MKFC6SyspLo6+szx/kyMjL4ngFoCJ8/fybu7u7MUURZWVkiJSVFRo4cydfJj/bt25M9e/YQQjjfSBYtWkS6du1ar1wFeYJGVlaWdO7cmcybN49ERUXRX+i/udmzZ5Pg4GCBxRP0tH5BQQHp06cPx5FgKSkp0qdPH75/mVRVVRFZWdlaZ2jqQ0dHh6SkpBBCCNdMRfPmzXmOp6KiwuRYM15ycjJp1KgRXzk6OzvXOigoKSkhzs7OPMV6/fo1admyJVFWVibjx48n69atI2vXriU+Pj5EWVmZtGrVimtwV1e3bt0iHh4epF27dsTW1pZ4eHgwf7f8cHV1JaGhoXx/f22+tzQtSkvU35LoImOLFi1CSEgImjVrhrKyMmRlZUFeXh67d+/Gjh07kJSUJOwUOeTl5SElJQVsNhu2trZ8d1E9ffo0Ro0ahXnz5iE4OBhBQUEc3UN52YjXkJKSkhAfH4+4uDhcu3YNFRUVaNeuHdMOvk+fPsJOEQCwZ88ebN++HXl5eUhKSoKhoSHWrVsHExMTgZb2/t1NmzYNERERsLa2hrW1NdcGT16blxFCEBISgjVr1jAVOHV1dREQEAA/Pz++N0q+ffsWOTk5IISgRYsW9d6c3rp1a+zatQudOnWqV5yaxo8fj5cvX+LQoUNo1KgR0tPTIS0tDTc3Nzg4OCAkJISneP369UO7du2wePFiqKqqIj09HYaGhhgxYgTYbDaOHDnCc46CrGA8ffp0REdH4/Lly2jSpAnHfc+fP0fPnj3RrVs3rFu3juc8BW379u1YtGgRPDw8aq28y89G+kePHv3wfpHs3yTcsY/wHT58mKxdu5ZjaSAsLEyk188qKyvJnTt3+B7JE/K1wI+DgwNRVlYmioqKxN7enly4cEGAWQpWZWUlSUpKIp6enkRGRkZkRvNbtmwhWlpaZMmSJURBQYH5RBgaGkqcnJyEnJ14cXJy+u6N10/C3xLEtH5DOXPmDOnatSu5e/euwGKWlJQQe3t7oqGhQaSlpYm+vj6RlZUlDg4OfM0g3rt3j2hra5PevXsTOTk58tdffxELCwvSpEkTnpfKqpcCWCwWiY2N5VgeSElJIcuWLeN5X4qhoSGJior67v3nz5/na6/L2bNna40bFRVFzp07x3M8QsRjI/2vINGDjx9t+klKSvqFmfyYuJzKaQiZmZlk69atZMSIEaRp06akcePGZNCgQSQkJETYqRFCCLGwsGCKidWcjr579y5p3LixEDOjxIWGhgaRk5MjUlJSREFBgSkKVn2rj+joaPK///2PrFy5st7LoM+ePSMLFy4k/fr1I3369CHz588nT58+5TlOQ1QwlpOT++HesqKiIr72ulhZWdVax+f8+fPE2tqa53gNKSIignTp0oU0a9aM2dO3bt06kf0gLdF1Pnr06IHExESuLpqJiYno168fX91dG8KRI0cwcuRIAF+XTPLy8vDgwQNERERg/vz5SExMFHKGDaNp06b48uULXFxc4OTkhH/++QdWVlbCTotDfn4+bG1tua7Ly8ujtLRUCBlR4obXJRBeuLi4MP1Y6vt+1rRpU77qUHwrPz8fhBCYmJggOTkZ2trazH1ycnLQ0dGBtLQ0TzG1tLRQUFDw3a7C+fn5XO/zdZGdnQ1LS0uu661atUJOTg7P8RrK1q1bsXDhQkyfPh1Lly5l+hZpaGggJCREJJd/JXrw8eeff6Jnz56Ii4tjindduXIF/fv3F8iLTFBevXrFFI85d+4chg0bhpYtW8Lb27vOTeU0NTXrvMb95s0bvnMVpKZNmyIzMxOFhYUoLCzE48ePYWxsDBUVFWGnxjA2NkZqairXmur58+drfdOiuA0ePLhOjzt27FgDZyIcnp6eAo+5cuVKGBkZYfjw4QCAYcOG4ejRo2jatCnOnTuHtm3b8hQvKioKKioq6Nq1KwBg8+bN2LFjB1NIkJd9L9WvlW+LyNVH7969MX/+fFy6dAlycnIc93369AkLFixA7969eY6rrq6OvLw8GBkZcVzPycnh2qvxIxs2bMD48eOhoKDw0/dsXguhAV+Loe3YsQNubm5YsWIFc93Ozg6zZs3iOd6vINGDj//++w9Dhw5Fv379cPHiRSQlJWHgwIFYsmQJpk2bJuz0GE2aNMH9+/fRrFkzREVFYcuWLQCAsrKyOn9CqPnp6vXr11iyZAl69eqFzp07A/i6ufPChQtYsGAB33nm5uYiNDQUubm5WL9+PXR0dBAVFQV9fX2uVtx1kZqainfv3uHKlSuIj4/HggULcO/ePVhbW8PZ2ZnjRSYsAQEBmDx5MioqKkAIQXJyMiIjI7F8+XLs3LlT2OmJhZpdbCWVoF8727dvx969ewEAly5dwqVLl3D+/HkcOnQIAQEBuHjxIk/xAgICsHLlSgBfq/rOnDkT/v7+iImJwcyZMxEaGspzjoIUFBQEOzs7tGjRApMnT0arVq0AAPfv38eWLVvw6dMn7Nmzh+e4AwcOxPTp03H8+HGm025OTg78/f152hi6bt06eHh4QEFB4YebXvmpwgqI6QyssNd9hO3z58+kR48epEuXLkRFRYVs3LhR2ClxCQwMJOrq6qRVq1bEwMCAVFRUEEII2bVrF18VSQcPHlzr89y4cSNxdXXlK8eG7D9DyNejdEePHiWjR48WqQ2nhBDy33//EQMDA2bNunnz5sweHYr6mYZ47SgoKDB72vz8/Mj48eMJIV8LrPFTRkBZWZk5ThwYGMjkdfv2bdKkSRO+chS0vLw80rt3b66j0L169aq1SmldvHv3jnTq1InIyMgQIyMjYmRkRGRkZL57TFhYLCwsmL0dNfeerV+/XmR7TEncUdv09HSuax8+fMDff/+Nfv36YdKkScx1a2vrX5naDx09ehSFhYUYOnQos64ZHh4ODQ0NntfzVFRUkJqaCjMzM47r2dnZsLW1xcePH3nOr3Pnzhg6dCjTfyYtLQ0mJia4efMm3Nzc8OTJE55jHj9+HHFxcYiLi8O9e/fQuHFj/Pnnn3BycoKzszNfnwgb0qtXr8Bms/nuS0HVX12XIQH+prcbQkO8dnR1dXHkyBF06dIF5ubmWLJkCYYOHYqHDx+iQ4cOeP/+PU/xGjVqhISEBFhaWqJr164YPXo0xo8fj4KCAlhaWqKsrIznHBvK27dvkZ2dDQAwMzNDo0aN6hWPEIJLly4hLS0NioqKsLa2hoODA9/x4uPj4ejoWK+cvhUaGooFCxZgzZo18Pb2xs6dO5Gbm8vMwI4YMUKgP08ghDz4+eVqFl/5thiLKBZm+fz5M3FyciIPHz4UWEwDAwOyatUqruurVq0iBgYGfMUUdP8ZQgjR1tYmQ4YMIRs3bhToMUTq91X96bT6pqysTFgsFnNypPqUmCh1i22I187kyZOJoaEh6d69O2ncuDH58OEDIYSQAwcO8NVzaMCAAUyVT1lZWfL48WNCyNeiZS1atOArxx8RRKdtUSUrK0v09fXJnDlzSHp6usDiitsMrMTt+cjPzxd2CjyRlZVFRkYG3wWRahMUFARvb2/ExcUxez6uX7+OqKgovvcpaGho4NmzZ1wdXu/cucN3B80XL17w9X0NzdbWts7/HikpKQ2cDVVTzdf3/v37sWXLFuzatQvm5uYAgIcPH8LHxwcTJkwQVopcGuK1s27dOhgZGaGoqAirVq1iNmk/e/YMvr6+PMfbtGkTfH19ceTIEWzdupXJ6/z583xt5ASA5cuXY968eVzXq6qqMHLkSERGRvIVV9Q9ffoUBw4cQGRkJFatWoU2bdpg5MiRcHd3/+5pnbrw8fGBj4+P2MzAStyyizjy9/eHrKysQDdY3rhxAxs2bEBmZiYIIbC0tISfnx/++OMPvuLNnj0bSUlJOHz4MFq2bImUlBQUFxdj9OjRGD16NAIDAwWWu7DVPAlVUVGBLVu2wNLSkmMgd+/ePfj6+mL58uXCSlPimZqa4siRI1wb8W7fvo2//vpLZD6ISNJrp6YmTZpg8eLFGD9+PHOtqqoKI0aMQEZGBjIzM4WY3a+Rn5+P/fv3IzIyEg8ePICDgwNiYmKEndYvIfGDj9zcXISEhCAzMxMsFgsWFhaYNm0as7NZFEydOhUREREwMzODnZ0d1xEvXstON4QvX77Ay8sLBw4cACEEMjIyqKqqgru7O8LCwng+ty8uxo0bh2bNmmHx4sUc1wMDA1FUVITdu3cLKTNKSUkJcXFx6NixI8f15ORkODk5icw+hYZ87dy/fx+FhYX4/Pkzx3V+SnhXKy8v5yp9rqamxnOc27dvo3v37ti+fTuGDRuGL1++YPjw4Xjw4AFiYmKY8gK/u6qqKpw/fx4LFixAeno6U6ODF8XFxZg1axaio6Px4sULfPtrnZ+YDU2iBx8XLlzAwIEDYWNjA3t7exBCcO3aNaSlpeH06dMi0+PE2dn5u/exWKw6jZTfv3/PvEH8bLMZP28k1XJzc3Hnzp16958RF+rq6rh16xbX88zOzoadnR1KSkqElBk1YMAAFBYWYteuXWjfvj1YLBZu3boFHx8f6Ovr49SpU8JOkYMgXzt5eXkYNGgQ7t69CxaLxfwyql4u5PWXUWlpKebMmYNDhw7h9evXXPfz+8stLi4Orq6uiIiIwK5du5Cbm4uYmBiu/iy/o8TEROzbtw9HjhxBRUUFBg4cCA8PD756VvXp0weFhYWYMmUKmjVrxrUsLIpFxiRuw2lNNjY2ZM6cOVzX58yZw9emLFEmJSXFtOeuWd645k2UNtqKiyZNmpDdu3dzXd+9ezfR0dERQkZUtRcvXpA+ffoQFotF5OTkmBLmffr04btVfUOIi4sTeMz+/fsTV1dX8uLFC6KiokLu379Prl69Sjp27EiuXLnCczxfX19iYWFBDh8+TBQVFcnu3bvJ4sWLSfPmzcnevXvrlevJkyeJjIwMsbKyIi9fvqxXLEFzdHQk4eHhpKysTGAx582bR4yMjIicnBzp27cv2bdvHyktLa1XTBUVFXLnzh3BJPiLSPTMh4KCAu7evcv1CSMrKwvW1taoqKgQUmaCFx8fD3t7e8jIyCAuLu6HGyb5OQZWVVWFsLAwZtrv2+qFgljHfP/+PWJiYmBubg4LC4t6xxOEFStWYNGiRRg3bhzTlfT69evYvXs3Fi5ciLlz5wo5QyorKwsPHjwAIQQWFhZo2bKlsFPiICcnh6ZNm8Ld3R0jR45EmzZt6h1TS0sLMTExsLa2hrq6OpKTk2Fubo6YmBj4+/vjzp07PMUzMDBAREQEnJycoKamhpSUFJiZmWHPnj2IjIzEuXPn6hTne9Vsr1+/DjMzM2hpaTHXRKGirb+/P/bt24fy8nIMGzYM3t7e9e4+3KVLF3h4eGD48OEcz7c+LC0tsW/fvloLjYkqiTvtUpO2tjZSU1O5Bh+pqakitVPY2dn5h4OFuvxirzmgcHJyEkRaHKZNm4awsDD069cPbdq0EcjpnGHDhsHBwQFTpkxBeXk57OzsUFBQAEIIDhw4gCFDhggg8/qZO3cuTExMsH79euzfvx8AYGFhgbCwMAwbNkzI2VEA0LJlS5EbcNTUEKcfqqqqmBMuWlpaePr0KczNzWFoaIiHDx/yHO/NmzfMaRw1NTWmBUPXrl05aiP9zPeq2fbq1YvnnH6FNWvWYNWqVThz5gxCQ0Ph4OAAMzMzjB07FqNGjeJreejatWsCzzMkJARz587F9u3buUrBiyzhTrwIV1BQENHQ0CArVqwgV65cIVevXiXLly8nGhoaZPHixcJOjzF9+nSO2+TJk4m9vT1RV1cnfn5+PMczNjYm//77L3nw4IHAcmzcuHGt3R/ro0mTJiQ1NZUQQsi+ffuImZkZKS0tJVu2bCE2NjYC/Vn8+PLlC1m0aNEPuyNTwlNZWUl27txJ/v77b9KtWzfi7OzMcRNFeXl5ZMmSJaR169ZEWlqa7zy7du3KdFv++++/Se/evUlCQgIZPXo0ad26Nc/xrKysmOWhHj16EH9/f0LI1wqaenp6fOUojl68eEEWL15MFBQUiKysLHF1dSXR0dE//b5r167V+Wd8/PiRZGRk/PRxGhoaHN2Pq5cVVVRUBNoZuaFI9LILIQQhISFYs2YNnj59CuBrZcCAgAD4+fkJtLZGQ1i0aBE+fvyI1atX8/R9a9euRWRkJG7fvg1bW1uMGjUKw4cPR7NmzfjORVdXF3FxcQL9hKmoqIisrCzo6+tj9OjR0NXVxYoVK1BYWAhLS0u+KrEKmoqKCjIyMsTn04YEmTJlCjMbV9smvB/12BAmQZx+uHDhAkpLSzF48GDk5eWhf//+ePDgARo3boyDBw8ynW7rat26dZCWloafnx9iY2PRr18/VFVVobKyEmvXruWrF1Z+fj4qKytr3awtKysrcq+p5ORkhIaGIjIyEurq6vDy8sKzZ8+wb98+TJo06Yfvwy1atICRkRF8fHzQt2/fWptj3r9/H3v37kVoaChWrVqFUaNG/TCf8PDwOufeEM0L603Igx+R8f79e/L+/Xthp8GT7Ozseo1qHz58SBYuXEhatmxJZGRkSI8ePUh4eDhfsVavXk18fX0FWpmwRYsW5ODBg+Tjx49EW1ub+YSRmppKGjduLLCfUx+urq4kNDRU2GlQtWiI2biGlJCQQCZNmkS0tbWJqqoq8fDwIOfOnRNY/NevXwvs9VlQUECOHj3KzEzyw8HBgYSFhXFd37NnD3F0dKxHdoJTXFxMVq9eTVq3bk3k5OTIkCFDyPnz5zn+Hi9dukSUlZV/GOfz589k48aNxNzcnMjIyBBLS0vSvXt30r9/f2Jvb08aN25MFBQUiLu7u8RUc5bomY9qL1++xMOHD8FisWBubi6wTUANbc+ePZgzZw4za1Mf169fx6RJk3j6pPXt5rGYmBg0atQIrVu3hqysLMd9/Gwe27JlC6ZNmwYVFRUYGhoiJSUFUlJS2LhxI44dO4bY2FieYwra9u3bsWjRInh4eKB9+/ZcNVjqU0+Bqp+GmI1rCP/88w8iIyPx9OlTdO/eHR4eHnBzc4OSkpJA4hcVFYHFYtWremZDqLlxtaacnBzY2dnh3bt3wkmsBjk5OZiammLs2LHw8vKCtrY212Pev38PV1fXOr8fpaSk4OrVqygoKEB5eTm0tLRga2sLZ2dnvvvQSEtL49mzZ1x7FV+/fg0dHR2RrPMh0RtOS0tLmQJe1aczpKWlMXr0aGzcuFFgL/76+vaXPCEEz549w61bt7BgwYJ6xU5OTsb+/ftx8OBBlJSU4K+//qrz9367eWzQoEH1yuVbvr6+6NixI4qKitCjRw9ISUkBAExMTLBkyRKB/ix+VW+2q63QG4vFEskXvaTw9/fH+vXrsWnTJpFeQo2Li8OsWbMEevqhsrISQUFB2LBhA7M8qaKigqlTpyIwMJDrw0FdREdHY926dUxBxlatWmH69Ono3r07XzmyWCx8+PCB63pJSYnIvG6io6Px559//vAxampqPH0QateuHdq1a1ff1Dh8bw7h06dPkJOTE+jPEhSJnvmYMGECLl++jE2bNsHe3h4AkJCQAD8/P/To0QNbt24VcoZfjRkzhuNrKSkpaGtrw8XFBT179uQ5XlZWFvbt24f9+/ejoKAAzs7O8PDwwODBg6GqqiqotClKqAYNGoTY2FiBzsaJi4kTJ+L48eMIDg5myv4nJSVh0aJFcHV1xbZt23iKt2nTJsyYMQN//fUXRxuBI0eOYO3atZgyZQrPOfbv3x9KSkqIjIxkqrhWVVVh+PDhKC0txfnz53mOKWmquzjPmDEDixcv5thLUlVVhStXrqCgoIDno9W/gkQPPrS0tHDkyBGuo6exsbEYNmwYXr58KZzEGpiUlBTs7Ozg7u6OESNGCKSMsYuLC44dOwYNDQ2O6+/fv4ebmxtfdT5mzpxZ63UWiwUFBQWYmZnB1dW13i2zqd/Tt4P2b4WGhv6iTLidOnUKffr0gays7E8rrfKzdKeuro4DBw5wVcs8f/48RowYwXPlXT09PcybN49rkLF582YsXbqUr6Xf+/fvw8HBARoaGszswtWrV5l6PoKod8IPcWocWX38+dGjR2jevDlHKX45OTkYGRkhODiY755dDUmiBx9KSkq4ffs2V8Gqe/fuoWPHjigtLRVSZrW7ffs2M+VpaWnJd0GZrKwsga+DS0lJ4fnz51xrji9evICenh5XL4i6cHZ2RkpKCqqqqmBubg5CCLKzsyEtLY1WrVox+3QSEhJgaWkpqKfCs/j4eKxevZqjP1BAQMBPp2spyVXz9VK9nFgbfpfumjRpgri4OK73tszMTDg4OPD8wUpVVRV37tzh2p+RnZ0NW1tbvk+ePX36FJs2bUJaWhoUFRVhbW2NKVOmCPUDRc3GkT8jKk3/nJ2dcezYMWhqago7lTqT6MFHt27d0LhxY0REREBBQQHA16ZJnp6eePPmDS5fvizkDL968eIFRowYgbi4OGhoaIAQgpKSEjg7O+PAgQO1boL6VdLT0wEANjY2zIbTalVVVYiKisL27dtRUFDAc+yQkBBcvXoVoaGhHH1pvL290bVrV/j4+MDd3R3l5eW4cOGCQJ4Pr/bu3YsxY8Zg8ODBHP2Bjh8/jrCwMLi7uwslL+qryspKxMXFITc3F+7u7lBVVcXTp0+hpqZW63HH30VwcDAePHiA0NBQyMvLA/i6/u/t7Y0WLVrw/EvTw8MDNjY2CAgI4Li+evVq3L59G5GRkQLLXVwQQkRuL9GrV6/AYrHQuHFjYafyUxI9+MjIyEDv3r1RUVGBtm3bgsViITU1FQoKCrhw4QJat24t7BQBAMOHD0dubi727NnDfJK5f/8+PD09YWZmJtQXvpSUFPMCrO2/kqKiIjZu3IixY8fyHFtPTw+XLl3imtW4d+8eevbsiSdPniAlJQU9e/bEq1ev+HsC9WRhYYHx48djxowZHNfXrl2LHTt2SERbcFH16NEj9O7dG4WFhfj06ROysrJgYmKC6dOno6Kigud9D6Lu243ply9fhry8PNq2bQsASEtLw+fPn9GtW7c67Xep3k8AfB30r169Gvb29hx7PhITE+Hv749///23Tjmmp6ejTZs2kJKSYj64fI+1tXWdYjak5cuXY968eVzXq6qqMHLkSIG99757945ryZqX750/fz4OHjyIt2/fAgA0NTUxYsQILFmyhO+4DU2iBx/A15mOvXv3Mr0fLC0t4eHhAUVFRWGnxlBXV8fly5fRoUMHjuvJycno2bOnUI+kPXr0CIQQmJiYIDk5mWMWRk5ODjo6Ony3BFdRUcGZM2e49uTExcVhwIAB+PDhA/Ly8mBjY/PTTr0NRV5eHvfu3av1uGCbNm1+q/5A4sbNzQ2qqqrYtWsXGjdujLS0NJiYmCA+Ph7jxo1Ddna2sFNkREdHf7cv0u7du+sU42d7XGqqy36X6v0EP8NisZCXl1enx3673FSz4+63MUXhxEuTJk2wePFijB8/nrlWVVWFESNGICMjg68PFytXroSRkRGGDx8O4GsbiaNHj6Jp06Y4d+4cM1isizdv3qBz58548uQJPDw8YGFhAUIIMjMzsX//fujr6+PatWsiuRwj0Udtga+fzH18fISdxg+x2exaj8bJyspyvVH9aoaGhgDQIHm4urpi7NixWLNmDTp06AAWi4Xk5GTMmjULbm5uAL4OwIRZx0FfXx/R0dFcg4/o6Gjo6+sLKSsK+HpyLTExkeuooaGhIZ48eSKkrLgFBQUhODgYdnZ2tVZirStBb6DNz88XaLzqmNUfUBoivqCdO3cO3bt3h4aGBoYNG4YvX75g+PDhePDgAd91hrZv3469e/cCAC5duoRLly7h/PnzOHToEAICAnDx4sU6xwoODoacnBxyc3O5+swEBwejZ8+eCA4OFs1qvr+snJkIevXqFfPnwsJCsmDBAjJr1iwSHx8vxKy4DRw4kDg4OJAnT54w1x4/fkwcHR2Jm5ubEDNrWB8+fCDjxo1jehZISUkROTk54uPjQz5+/EgIIeTOnTtCbSW9ZcsWIicnRyZOnEgiIiLInj17yIQJE4i8vDzZtm2b0PKiCNHU1CT37t0jhHxtOZ6bm0sIIeTq1atER0dHmKlxaNq0KYmIiGiw+MuXLydv374VWLyEhARSUVEhsHiiLjY2lqipqZETJ06QAQMGEEtLS/L8+XO+4ykoKDD9oPz8/Mj48eMJIV8rTmtoaPAUy9DQkERFRX33/vPnzxNDQ0O+c21IErnscvfuXQwYMABFRUVo0aIFDhw4gN69e6O0tBRSUlIoLS3FkSNHmE/XwlZUVARXV1dkZGRAX18fLBYLhYWFsLKywsmTJwVauTA4OBhOTk5wcHAQWMz6+vjxI/Ly8kAIgampqchtFDx+/DjWrFnDTMFWn3ZxdXUVcmaSbfjw4VBXV8d///0HVVVVpKenQ1tbG66urjAwMBDqUduaGjdujOTkZJiamjZIfDU1NaSmpsLExETo8X52rLgmUaoOfOrUKQwZMgQWFhaIiYmpVzE4XV1dHDlyBF26dIG5uTmWLFmCoUOH4uHDh+jQoQNPS8jy8vLIzc397u+Ax48fw8zMTCSXfyVy8NGnTx/IyMhgzpw52Lt3L86cOYOePXti586dAICpU6fi9u3buH79upAz5XTp0iWOvSn8Vhb8EWNjYxQXF6Nbt244ffq0wOPz6/Hjx2CxWNDT0xN2KpSYePr0KZydnSEtLY3s7GzY2dkhOzsbWlpauHLlCtexcGGZM2cOVFRU6l2t+HtUVVWZ/S7CjvejY8U1CXPPx7cbd6tdv34dZmZmHAMPfgrVTZkyBWfOnEGLFi1w584dFBQUQEVFBQcPHsTKlSt5qh2ip6eHgwcPomvXrrXef/XqVYwYMUKklhmrSeTgQ0tLCzExMbC2tsbHjx+hpqaG5ORk2NnZAQAePHiATp06iURvAWGoqKhAfHw8evXqJdQ82Gw2lixZgjVr1jB1BFRVVeHv74/58+fX+Y2sId28eRNsNpuriM+NGzcgLS3N/J+ihKO8vByRkZFISUkBm81Gu3btRG5D+bRp0xAREQFra2tYW1tz7e+qrXQ/L0Rp8CEOBL1x91tfvnzB+vXrUVRUBC8vL6ZeU0hICFRUVDBu3Lg6x/L29kZOTg4uXbrEtbfp06dP6NWrF0xNTbFr1y6e82xoEjn4+LYg1rcvpuLiYujq6gp9t3VMTAymTJmC69evM3UuqpWUlKBLly7Ytm2bSBSz8vLywtixYwW6XDNv3jzs2rULQUFBTA2NxMRELFq0CD4+Pli6dKnAfha/OnbsiNmzZ3P1xDl27BhWrlyJGzduCCkzSlw4Ozt/9z4Wi8VXdeCaioqKoKury/eps2/t378frq6uXE0UqV/v8ePHsLOzg7y8PCZPnoxWrVoB+FqKYcuWLfj06RNu3bolkpvfJXbwUVxczOy6rl4Prj5aJiqDj4EDB8LZ2ZmrhkS1DRs2IDY2FsePH//FmXEbMmQIzp49C319fYwZMwaenp71XiLR1dXFtm3buNZ+T548CV9fX5GYSlRRUUF6ejrXp8D8/HxYW1vX2jiLajgNXbZcHInakmVdPlRt3bpVZPadNUShuqysLMTFxdV6tHrhwoU8xcrPz4evry8uXrzIHFtmsVjo0aMHNm3axHUST1RI7OCjT58+TOW/06dPw8XFhRnJf/r0CVFRUUIffBgaGiIqKoqrRHK1Bw8eoGfPnigsLBTIz7OwsEBWVhbfz/v169fYu3cvwsLCkJGRge7du8Pb2xuurq58ddFUUFBAeno611Hahw8fwsbGBuXl5XzlKUiNGzfGmTNnmMJL1a5du4Z+/foxRX+oX6Ohy5aLC0EvWZaWlmLFihXfrUVS1zofgHh9qGqIQnU7duzApEmToKWlhaZNm3IcrWaxWHz3i3n79i1Tu8bMzEzke15J5OCjrmt6wt4Nr6CggIyMjO+OXHNycmBlZSWwX8InTpxASUkJPD096x3rzp072L17N3bu3AkVFRWMHDkSvr6+aNGiRZ1j/PHHH/jjjz84Ki0CXzcE37x5UyQ2BI8YMQLPnz/HyZMnoa6uDuBrxUE3Nzfo6Ojg0KFDQs6QElXOzs611vRQV1eHubk5Jk+ezPd0uaCXLP/++2/Ex8dj1KhRtdYimTZtWp1j/eoPVfXREIXqDA0N4evrizlz5jRAxuJDIouMCXtQUVd6enq4e/fudwcf6enpaNasmcB+nqCOFj979gwXL17ExYsXIS0tjb59++LevXuwtLTEqlWrvvuJ51urVq1Cv379cPnyZXTu3BksFgvXrl1DUVERzp07J5Bc62vNmjVwcHCAoaEhs3EsNTUVTZo0wZ49e4ScneT68uULevbsie3btwu1CN2P2NjY1Hr93bt3OHfuHDZt2oSEhITvPu5HwsPDsXPnTo6lpbZt20JPTw++vr48Dz7Onz+Ps2fPwt7enudcvlVcXPzDmVAZGRmR6SjeEIXq3r59i6FDhwoiPbEmkYMPcdG3b18sXLgQffr0YRrfVSsvL0dgYCD69+8vpOw4ffnyBadOnUJoaCguXrwIa2trzJgxAx4eHlBVVQUAHDhwAJMmTarz4MPR0RFZWVnYvHkzc8R48ODB8PX1ha6ubkM+nTrT09NDeno69u3bx3TmHDNmDP7++2++lpoowZCVlUVGRobINf6q6WdVJydPnox//vmHr4H2mzdvmM2HNbVq1Qpv3rzhOZ6mpqbApvF/9Yeq+mCz2bUuzz1+/Jh5X+PV0KFDcfHiRUycOLG+6Yk1iVx2ERfFxcVo164dpKWlMWXKFJibm4PFYiEzMxObN29GVVUVUlJSuMrq/oytrW2tb8osFgsKCgowMzODl5fXD3fhf0tLSwtsNht///03fHx8av209vbtW7Rr104syipT4s/f3x+ysrJYsWKFsFPhS3p6Onr16oVnz57x/L2CXrLcu3cvTp48ifDwcCgpKfGcz7c5xMXF4ebNm7V+qOrYsSOcnZ25cheGhihUt3z5cqxduxb9+vWDlZUV14cUPz8/QaUv0ujgQ8Q9evQIkyZNwoULFzh2Mvfq1QtbtmyBkZERzzHnzZuHrVu3wsrKCh07dgQhBLdu3UJ6ejq8vLxw//59REdH49ixY3Wu0rlnzx4MHTqU682EVz/rdFmTKHS9BL4+9+3btyMvLw9JSUkwNDTEunXrYGJiQqucCtHUqVMREREBMzMz2NnZcR0NrW/9jIaWnZ2Njh078rVpOT4+Hv369YOBgUGtS5a8Hs+3tbVFbm4uCCEwMjLi+oXJyybJhvpQ1RAaolDdjxr28dKkT9zRwYeYePv2LXJyckAIQYsWLerVpdDHxwcGBgZcFRWXLFmCR48eYceOHQgMDMTZs2dx69YtnuMXFRWBxWLxVfb9R50uaxKV0wpbt27FwoULMX36dCxZsgT37t2DiYkJwsLCEB4eznfzKar+Grp+RkPbvHkzIiIi+K4V8/TpU44lS0tLS76XLIOCgn54f2BgIE/xGuJDVUMRh0J14ogOPiSQuro6bt++XWsb+Pbt26OkpAQPHjxAhw4d6lynorKyEkFBQdiwYQNztE9FRQVTp05FYGBgnfc/PHr0qM7Po7qjrjBZWlpi2bJlzK746t3wGRkZcHJywqtXr4SdosTJy8uDsbGxSO/3AL7f56SkpAQ3b97Erl27EBYW9ltvThTkhypxVHPgJXEatG0dJZJ0dHRIeHg41/Xw8HCm2+e9e/dI48aN6xxzwoQJREdHh2zbto2kpaWRtLQ0sm3bNtK0aVMyYcIEgeUuahQUFEhBQQEhhLNzalZWFlFQUBBmahJLSkqKFBcXM18PGzasXl1IGwqLxar1pqamRjp27EgOHTpUr/hXrlwhHh4epHPnzuTx48eEEEIiIiLI1atX+Yr39u1bsmPHDjJ37lzy+vVrQgght2/fZmL/riIiIoi9vT1p1qwZ81pfu3YtOXHiBN8xw8PDSZs2bYi8vDyRl5cnVlZWDdrZWBTRwYcEWrx4MVFUVCR+fn5kz549ZO/evcTPz48oKSmRJUuWEEK+vri6d+9e55hqamrk3LlzXNfPnTtH1NTU+Mrz1atXzJ8LCwvJggULyKxZs8iVK1f4itcQLCwsmDehmoOP9evXk3bt2gkzNYnFYrE4Bh81/10kxZEjR4iioiIZN24ckZeXZ57/5s2bSZ8+fXiOl5aWRrS1tYmZmRmRkZFh4v37779k1KhRAs1dlGzZsoVoaWmRJUuWEAUFBeZ5h4aGEicnJ75irlmzhigpKZHZs2eTkydPkhMnTpCAgACipKRE1q5dK8j0RRodfEiovXv3kk6dOhFNTU2iqalJOnXqRPbt28fcX1ZWRsrLy+scT0dHh9y/f5/r+v3794mWlhZPuaWnpxNDQ0MiJSVFzM3NyZ07d0iTJk2IiooKUVNTI9LS0uT48eM8xWwou3fvJnp6euTAgQNEWVmZREZGkiVLljB/pn49OvggxMbGhpndrPn8q19LvOrWrRsJCAjgipeYmEgMDQ0Fk7QIsrCwYN5raj7vu3fv8jQzXJORkVGtM89hYWHEyMiI71zFDR18UAIRFBRE/v77b1JRUcFcq6ioIB4eHmTRokU8xerduzfp378/uXr1KpkwYQLR09MjY8aMIVVVVaSqqor4+vqSP/74Q9BPgW///fcfMTAwYKbNmzdvTnbu3CnstCSWlJQUefHiBfO1iooKycvLE2JGv56ioiLJz88nhHD+0szNzSXy8vI8x1NTUyM5OTlc8QoKCviKJy4aYllVXl6eZGdnc13Pysr6rf8uv0WLjImJPXv2YNu2bcjPz2eOc4aEhMDY2FhoxzkHDx7M8fXly5fRvHlztG3bFgCQlpaGz58/o1u3bjzFvXnzJmJiYmBtbQ0bGxv8999/8PX1ZfpRTJ06FZ06dRLMkxAAHx8f+Pj44NWrV2Cz2czxuydPnohMMy9JQgiBl5cX07upoqICEydO5Dpqe+zYMWGk90s0a9YMOTk5XKdGEhISuJog1oWCggLev3/Pdf3hw4dMg87fkbGxMVJTU7k2t58/fx6WlpZ8xTQzM8OhQ4fwzz//cFw/ePAgT+0nxB0dfIiBmsc5ly5dyhwx1dDQQEhIiMAGH56enigqKqrzEcTqXibVhgwZwvE1v30p3rx5g6ZNmwL4emJGWVmZo7qipqamSHaL1dLSAgA8f/4cS5cuxc6dO0Wi+Z2k+bY30ciRI4WUifBMmDAB06ZNw+7du8FisfD06VMkJSVh1qxZPHdNBQBXV1cEBwczvYpYLBYKCwsxd+5crtf97yQgIACTJ09GRUUFCCFITk5GZGQkli9fjp07d/IVMygoCMOHD8eVK1dgb28PFouFhIQEREdHS1YvKGFPvVA/1xDrjrWZN28e8fLyElg8frFYrB9Omz9//pxISUkJIzXG27dvibu7O9HS0iLNmjUj69evJ1VVVWTBggVEUVGR2NnZkf379ws1R0qy/fPPP0RRUZFZDlRQUCD//vsvX7FKSkqIvb090dDQINLS0kRfX5/IysoSBwcH8vHjRwFnLloaYln11q1bxMPDg7Rr147Y2toSDw8PkpKSIqCMxQOt8yEGFBUV8eDBAxgaGnLUksjOzoa1tfVv9+laSkoKffr0YabNT58+DRcXF2ba/NOnT4iKihJqkTFfX1+cPn0aw4cPR1RUFDIzM9GrVy9UVFQgMDAQjo6OQsuNoqqVlZXh/v37YLPZsLS0hIqKSr3ixcTEcBTb6t69u4AyFX3fLqtS9UOXXcRAQ6w7AsDnz5+Rn58PU1NTyMiIzn+Fukybjx49+lelU6uzZ88iNDQU3bt3h6+vL8zMzNCyZUuEhIQINS/q9yIlJQUnJyf873//Q/v27Xn+fiUlJdjZ2dU7j4iICAwfPhwuLi5wcXFhrn/+/BkHDhwQ+uuxoezYsQNOTk5o0aIFs6wqCGw2Gzk5OXjx4gXYbDbHfQ4ODgL7OaKMznyIgdDQUCxYsABr1qyBt7c3du7cidzcXGbdccSIETzFKysrw9SpUxEeHg4AyMrKgomJCfz8/KCrq4u5c+c2xNP4rcjKyuLRo0dMqWolJSUkJyejTZs2Qs6M+p2EhYXh0aNHuHjxIhITE3/42G83gP8Ir5ttpaWl8ezZM65P/a9fv4aOjo5ItDpoCK1atUJWVhaaNm0KR0dHODk5wdHRsdaOwXV1/fp1uLu749GjR1xtJESlbcSvICXsBKifGzNmDAIDAzF79myUlZXB3d0d27Ztw/r163keeABfG8ulpaUhLi6OoxFc9+7dcfDgQUGm/ttis9kcJeOlpaW5TlNQVH15eXkhMDDwpwMP4OsG8OqbmpoaoqOjOXoz3b59G9HR0VwbxeuCEFJrCfDHjx/zFU9cPHjwAE+fPsWaNWugrq6OdevWoXXr1mjatClf770AMHHiRNjZ2SEjIwNv3rzB27dvmdubN28E/AxEF535EDOCWHc0NDTEwYMH0alTJ449JDk5OWjXrl2tR+ooTj/bl1Ltdz7OSYmuOXPm4M2bN9i2bRukpaUBAFVVVfD19YWamhr+97//1SmOra0tWCwW0tLS0Lp1a47l2aqqKuTn56N3794ScUqjtLQUCQkJOHDgAPbu3QtCCCorK3mOo6ysjLS0NK7eWpJGdBb6qToRxLrjy5cvax28lJaW8tTgaMOGDXV+rJ+fX50fKw7ocU6qoW3ZsgWvXr3i62js7t27kZCQwAw8gK+zczNnzkSXLl3qPPhwc3MDAKSmpqJXr14cG1bl5ORgZGT0Wx+1PX/+POLj4xEXF8cMwBwcHHD06FH8+eeffMX8448/kJOTI/GDDzrzIQaKi4sxa9YsREdH48WLF1zrhLyuETo6OuKvv/7C1KlToaqqivT0dBgbG2PKlCnIyclBVFRUneIYGxtzfP3y5UuUlZVBQ0MDAPDu3TsoKSlBR0cHeXl5POVIUZKuW7duyM/P5+u1o6mpidDQUGbwUO3EiRMYM2YM3r59y1O88PBwjBgxgpnpkxRSUlLQ1taGv78/JkyYwPcSU3p6OvPn3Nxc/PvvvwgICICVlRVXx29ra+t65Swu6OBDDPTp0weFhYWYMmUKmjVrxjU7wWuRsWvXrqF3797w8PBAWFgYJkyYgHv37iEpKQnx8fF87arfv38/tmzZgl27dsHc3BzA1+qHPj4+mDBhAjw8PHiOSVEUf2bOnImwsDD8888/TDXg69evY8WKFRg9ejTWrl3LUzwTExPcvHkTjRs35rj+7t07tGvX7rf9cBESEoIrV67g6tWrkJaWZjadOjk5wcLCos5xpKSkwGKxuD44Vqu+T5I2nNLBhxhQVVXF1atXYWNjI7CYd+/exerVq3H79m3mzP6cOXNgZWXFVzxTU1McOXIEtra2HNdv376Nv/76C/n5+YJIm6KoOmCz2Vi9ejXWr1+PZ8+eAfhacn3atGnw9/fnWI6pCykpKTx//pxruba4uBgGBgb49OmTwHIXVXfv3kV8fDxiY2Nx+vRpNG7cmPm7/ZlHjx7V+ed8W1Lhd0X3fIgBfX39746Y+WVlZcUctRWEZ8+e4cuXL1zXq6qqUFxcLLCfQ1G/o9p6N61btw4mJiZ8tU+QkpLC7NmzMXv2bGYDuZqaGs9xTp06xfz5woULHMsOVVVViI6O5uof8zu6c+cO4uLiEBsbi6tXr4LNZqN58+Z1/v6aA4orV66gS5cuXLWVKisrce3aNYkZfNDy6mLgwoULpGfPnkyXSn7wWgKZ18f379+fWFtbk5s3bxI2m00IIeTmzZvExsaGDBgwgKdYFCVJtmzZQrS0tMiSJUuIoqIi0z4hNDSUODk5CTW36pLiUlJSzJ+rb3JycqRly5bk9OnTQs2xIQ0YMIBoamoSaWlp0r59e+Lv709Onz5NSkpK+I4pJSVFiouLua6/evVK6G0jfiW67CIGNDU1UVZWhsrKSigpKXFtUKrL2fBmzZph6tSp8PLyYgpjfYsQgsuXL2Pt2rVwcHDAvHnz6pzjy5cv4enpiaioKCa/yspK9OrVC2FhYbQkMUV9h6WlJZYtWwY3NzeOo+8ZGRlwcnLCq1ev6hSnXbt2iI6OhqamJnNE9ntSUlJ4ytHY2Bg3b94UaJVPcTBr1iw4OTnBwcGBr5mj2khJSaG4uJirG3BWVhbs7OwkptQBXXYRA4Io2R0XF4d///0XQUFBsLGxgZ2dHXR1daGgoIC3b9/i/v37SEpKgqysLObNm4fx48fzFF9bWxvnzp1DVlYWHjx4AEIILCws0LJly3rnTlG/s/z8fK69UgAgLy+P0tLSOsdxdXVlTqO4urrydGy+LjlKotWrVwssVnUFWhaLBS8vL46TQ1VVVUhPT0eXLl0E9vNEHR18iIFva0rww9zcHIcPH8bjx49x+PBhXLlyBdeuXUN5eTm0tLRga2uLHTt2oG/fvpCS4r/wrZGREQghItcvhqJElaB6NwUGBiI1NRU2NjZYtGhRvfPasGEDxo8fDwUFhZ/W9Pnd6vg0hOr9MoQQqKqqQlFRkblPTk4OnTp1go+Pj7DS++XosouIev/+PTPN97NpOEFNB9YH7RdDUfwRZO8mKSkp2NraYty4cXB3d69X6XNjY2PcunULjRs3hpGR0XdnUlgs1m971LYhBAUFYdasWbQdg/C2m1A/UnNTUvWGr29v1ddFgZ+fH2nfvj25evUqUVZWZjbNnTx5ktjY2Ag5O4oSbf/99x8xMDBgNnM2b96c7Ny5k+c4165dI+PGjSNqampEUVGReHh4kJiYmAbImKLqh858iKj4+HjY29tDRkYG8fHxP3yso6PjL8rq+2i/GIqqP0H0bgKA8vJyHDp0CKGhobh69SqMjIwwduxYeHp68nREFAC+fPkCc3NznDlzhqdlIHFXWVmJffv2oVevXmjatKlAYx85cgSHDh1CYWEhPn/+zHEfr5uBxRXtaiuiHB0dmT0Tjo6OP7yJAkH1i6EoSaalpSWQk2GKiorw9PREXFwcsrKy8Pfff2P79u0wNjZG3759eYolKyuLT58+SdzrWEZGBpMmTRJ4AbUNGzZgzJgx0NHRwZ07d9CxY0c0btwYeXl56NOnj0B/liijOwJFVM1eAD8jCr0AOnTogLNnz2Lq1KkAwLxR7dixA507dxZmahQllv755x88f/4cu3fvrlccU1NTzJ07F/r6+vjnn39w4cIFnmNMnToVK1euxM6dOyVqI/kff/xR62bg+tiyZQv+++8//P333wgPD8fs2bNhYmKChQsX1qlswu9Ccv4XiRkbG5sf9gKoJiq9AJYvX47evXvj/v37qKysxPr16zn6xVAUxZsnT56gqKioXjHi4+Oxe/duHD16FNLS0hg2bBi8vb15jnPjxg1ER0fj4sWLsLKy4toseezYsXrlKap8fX0xc+ZMFBUVoX379lzPm58PfoWFhcyRWkVFRXz48AEAMGrUKHTq1AmbNm2qf+JigA4+RFRDnquPioqCiooKunbtCgDYvHkzduzYAUtLS2zevBmampo8x+zSpQsSExOxevVqmJqa4uLFi2jXrh2SkpL47hdDUZKM3/YHRUVFCAsLQ1hYGPLz89GlSxds3LgRw4YN4/uEhYaGBoYMGcLX94qz4cOHA+A8SlzfJnBNmzbF69evYWhoCENDQ1y/fh1t27ZFfn6+wNtoiDK64VQCWVlZYeXKlejbty/u3r2LDh06YObMmYiJiYGFhQVCQ0OFnSJFUXzo0aMHYmNjoa2tjdGjR2Ps2LFMl2l+5OTkwMzMTIAZipefNYTjZzlm3Lhx0NfXR2BgILZt24aZM2fC3t4et27dwuDBg7Fr1y5+0xUrdPAhJrKyshAXF4cXL16AzWZz3Ldw4UKeYqmoqCAjIwNGRkZYtGgRMjIycOTIEaSkpKBv3754/vx5neLwcoJFFGqRUJSoaKgCXgMHDoS3tzf69+/Pc+fa2khJSUFPTw/Ozs5wcXGBs7Oz5DQ+ayBsNhtsNpvZO3Po0CEkJCTAzMwMEydOhJycnJAz/DXo4EMM7NixA5MmTYKWlhaaNm3KseucxWLxfDSrUaNGSEhIgKWlJbp27YrRo0dj/PjxKCgogKWlJcrKyuoUR0pKqs474EVhXwpFiYqaBbyMjY2/+zhhF/C6evUq4uPjERcXh6SkJFRUVMDAwIAZiDg7O0NPT09o+f0Kubm5CAkJQWZmJlgsFiwsLDBt2jSYmpryFa+oqAj6+vq13nf9+nV06tSpPumKDTr4EAOGhobw9fXFnDlzBBJv4MCB+Pz5M+zt7bF48WLk5+dDT08PFy9exJQpU5CVlVWnODU3khYUFGDu3Lnw8vJiTrckJSUhPDwcy5cvF0iJeIqihOfLly9ISkpCXFwc4uLicP36dXz69AlmZmZ4+PChsNNrEBcuXMDAgQNhY2MDe3t7EEJw7do1pKWl4fTp0+jRowfPMVu1aoXExEQ0btyY43piYiL69euHd+/eCSh7ESeMymYUb1RVVZmKoYLw6NEj0q9fP2Jtbc1RRXH69Olk6tSpfMV0cXEh+/fv57q+b98+4ujoyG+qFEWJmLKyMnLx4kXi7+9P1NTURKbKckOwsbEhc+bM4bo+Z84cYmtry1fMcePGkXbt2pH3798z1+Lj44mqqipZu3Yt37mKGzrzIQa8vb3RoUMHTJw4UdipfJeSkhLS0tLQokULjutZWVmwsbGp81IORUmCFStWwM/PD0pKSj997I0bN/Dq1Sv069fvF2TGraKiAteuXUNsbCzi4uJw8+ZNGBsbw9HREQ4ODnB0dPxtl14UFBRw9+7dWt/XrK2tUVFRwXNMQgiGDh2KFy9e4OLFi0hKSsLAgQOxZMkSTJs2TVCpizx61FYMmJmZYcGCBbh+/TqsrKwgKyvLcT8/HSVzc3MRGhqK3NxcrF+/Hjo6OoiKioK+vj5at27Nczx9fX1s27YNa9as4bi+ffv2765vUpSkun//PgwMDDB06FAMHDgQdnZ20NbWBvC1rPf9+/eRkJCAvXv34tmzZ4iIiBBKno6Ojrh58yZMTU3h4OCAqVOnwtHREU2aNBFKPr+atrY2UlNTuQYfqampfFeiZbFYiIyMRL9+/dCtWzekp6dj+fLlmDJliiBSFht05kMMCHpDWnx8PPr06QN7e3tcuXIFmZmZMDExwapVq5CcnIwjR47wnOO5c+cwZMgQmJqaMhumrl+/jtzcXBw9epTnks4U9btLT0/H5s2bcfjwYZSUlEBaWhry8vLMLKGtrS3Gjx8PT09PyMvLCyVHWVlZNGvWDG5ubnBycoKDgwO0tLSEkoswBAcHY926dZg7dy66dOkCFouFhIQErFy5Ev7+/vj333/rFKe2itUfPnzA33//jX79+mHSpEnMdVGoWP0r0MGHBOrcuTOGDh2KmTNncjSBu3nzJtzc3PDkyRO+4hYVFWHr1q148OABCCGwtLTExIkT6cwHRf0AIQTp6ekoKChAeXk5tLS0YGNjIxK/5EtLS3H16lXExcUhNjYWqampaNmyJRwdHeHk5ARHR0dmxuZ3RAhBSEgI1qxZg6dPnwIAdHV1ERAQAD8/vzqf9qs+GVjz123Nr+tbuEwc0cGHGHn16hVYLBbXLmleqaio4O7duzA2NuYYfBQUFKBVq1Z8rWNSFPX7+/DhAxISEpj9H9X7vDIyMoSdWoOrLoOuqqrK8/f+rFhZTZJSR4Xu+RBx7969w/z583Hw4EG8ffsWAKCpqYkRI0ZgyZIl0NDQ4DmmhoYGnj17xrWcc+fOHZ42jqWnp6NNmzaQkpL6aSM8SZlKpKjfmbKyMho1aoRGjRpBU1MTMjIyyMzMFHZavwQ/g45qkjKg4AWd+RBhb968QefOnfHkyRN4eHjAwsIChBBkZmZi//790NfXx7Vr13juxTJ79mwkJSXh8OHDaNmyJVJSUlBcXIzRo0dj9OjRCAwMrFMcKSkpPH/+HDo6OrVOK1aTpKlEivqdsNls3Lp1i1l2SUxMRGlpKVP1tPpGf7nW3fLly9GkSROMHTuW4/ru3bvx8uVLgdVzEnV08CHCpk+fjujoaFy+fJlrd/nz58/Rs2dPdOvWDevWreMp7pcvX+Dl5YUDBw6AEAIZGRlUVVXB3d0dYWFhdS7L/OjRIxgYGIDFYjVIDwSKooRLTU0NpaWlaNasGZycnODk5ARnZ2e+q3tSgJGREfbv3890tq1248YNjBgxokGbiooSOvgQYUZGRti+fTt69epV6/1RUVGYOHEiCgoK+Iqfl5eHlJQUsNls2Nrach0n40VZWVmdahZQFCU+tm/fDmdnZ7Rs2VLYqfw2FBQUkJmZybXsnZeXB0tLS4nZc0f3fIiwZ8+e/bDmRps2bercBK42JiYmMDEx4fv7a9LR0YGbmxtGjRqFHj16QEpKSiBxKYoSngkTJgg7BaHKz8//YakDfujr6yMxMZErbmJiInR1dQX6s0QZHXyIMC0tLRQUFKB58+a13p+fn8/XyZe//voLdnZ2mDt3Lsf1//3vf0hOTsbhw4d5jhkREYHIyEgMGjQIampqGD58OEaOHIkOHTrwHIuifneDBw+u82OPHTvWgJlQP2JmZgYHBwd4e3vjr7/+goKCQr1jjhs3DtOnT8eXL1/g4uICAIiOjsbs2bPh7+9f7/jigi67iDBvb2/k5OTg0qVLXG2WP336hF69esHU1BS7du3iKa62tjZiYmJgZWXFcf3u3bvo3r07iouL+c75w4cPOHLkCCIjIxEbGwtjY2OMHDkSCxcu5DsmRf1uxowZU+fHhoaGNmAm1I9kZGRg9+7d2LdvHz59+oThw4fD29sbHTt25DsmIQRz587Fhg0b8PnzZwBfl2LmzJkjUe+TdPAhwh4/fgw7OzvIy8tj8uTJaNWqFYCvpZm3bNmCT58+4datWzwX8VJUVERqairMzc05rj948AC2trYoLy8XSP7379+Hh4cH0tPT6WkXiqLEVmVlJU6fPo2wsDCcP38eLVq0gLe3N0aNGsV3kbWPHz8iMzMTioqKaNGihdCq2AoLHXyIuPz8fPj6+uLixYsc1fB69OiBTZs2wczMjOeYHTp0wIABA7hG2YsWLcLp06dx+/ZtvvOtqKjAqVOnsH//fkRFRUFHRwd///03Vq5cyXdMipIEL1++xMOHD8FisdCyZcvfunKouPr06RO2bNmCefPm4fPnz5CVlcXw4cOxcuVKvq0e2wAAL8lJREFUNGvWTNjpiRU6+BATb9++RXZ2NoCv65CNGjXiO9apU6cwZMgQuLu7c6w5RkZG4vDhw3Bzc+M55sWLF7Fv3z6cOHEC0tLS+Ouvv+Dh4QFHR0e+86QoSVBaWoqpU6ciIiICbDYbACAtLY3Ro0dj48aN9BSZCLh16xZ2796NAwcOQFlZGZ6envD29sbTp0+xcOFCfPjwAcnJyXWOd/PmTRw+fBiFhYXM0ks1idnjQyiJdObMGdKlSxeipKREGjduTJydnUlcXBzf8RQVFclff/1Fjh8/Tj5//izATCnq9zZ+/HhiYmJCzp07R0pKSkhJSQk5e/YsMTU1JRMnThR2ehJtzZo1pE2bNkRWVpa4urqS06dPk6qqKo7HZGdnE2lp6TrHjIyMJLKysqRfv35ETk6O9O/fn5ibmxN1dXXi5eUl6KcgsujMh4SprKzE0qVLMXbsWIE2fHv//j3U1NQEFo+iJIWWlhaOHDkCJycnjuuxsbEYNmwYXr58KZzEKLRo0QJjx47FmDFj0LRp01of8/nzZ0RGRsLT07NOMa2trTFhwgRMnjyZ6a1lbGyMCRMmoFmzZggKChLkUxBZdPAhgVRUVJCRkQEjIyOBxq2qqsKJEyeQmZkJFosFCwsLuLq61rliKkVJIiUlJdy+fRsWFhYc1+/du4eOHTuitLRUSJlRDUFZWRn37t2DkZERtLS0EBsbCysrK2RmZsLFxQXPnj0Tdoq/BK3zIYG6d++OuLg4eHl5CSxmTk4O+vbtiydPnsDc3ByEEGRlZUFfXx9nz56l5Zgp6js6d+6MwMBAREREMHUkysvLERQUhM6dOws5O8nzsyaZNfHTMLNRo0ZMh1w9PT1kZGTAysoK7969Q1lZGc/xxBUdfEigPn36YN68ecjIyED79u2hrKzMcf/AgQN5junn5wdTU1Ncv36d2Qz7+vVrjBw5En5+fjh79qxAcqeo38369evRu3dvNG/eHG3btgWLxUJqaioUFBRw4cIFYacncWxsbL7bJBMAcx+/DTP//PNPXLp0CVZWVhg2bBimTZuGmJgYXLp0Cd26datv+mKDLrtIoB+VPuf3BaWsrIzr169zFS5LS0uDvb09Pn78yHNMipIU5eXl2Lt3Lx48eABCCCwtLeHh4QFFRUVhpyZxftYksyZ+Gma+efMGFRUV0NXVBZvNxurVq5GQkAAzMzMsWLCA5y7l4ooOPiiBaNSoEc6cOcPVqTExMREDBgzAmzdvhJQZRVEUJWrosgslEP3798f48eOxa9cupvTwjRs3MHHiRL6WcShKkuTm5iIkJIRjs/a0adPoXikhOHXqFPr06QNZWVmcOnXqh4/l5b3t/fv3dXqcpJwapDMfEig4OPiH9/PTX+Ddu3fw9PTE6dOnISsrC+Drsd6BAwciLCwM6urqfOVKUb+7CxcuYODAgbCxsYG9vT0IIbh27RrS0tJw+vRp9OjRQ9gpShQpKSk8f/4cOjo6Al2ilpKSAovF+u799dlHIo7o4EMC2dracnz95csX5OfnQ0ZGBqampkhJSeEpHiEEhYWF0NbWxtOnT5GZmcmsW/NT/p2iJImtrS169eqFFStWcFyfO3cuLl68yPPrkRJN8fHxzJ8JIejbty927twJPT09jsdJSlVoOvigAHydEvTy8sKgQYMwatQonr6XzWZDQUEB9+7dQ4sWLRooQ4r6PSkoKODu3btcr52srCxYW1ujoqJCSJlRDam6wJiJiYmwUxEKuueDAvB1nTE4OBj9+/fnefAhJSWFFi1a4PXr13TwQVE80tbWRmpqKtdrJzU1FTo6OkLKiqpWWlqK+Pj4Wvuw+Pn5CSkr8UcHHxTj3bt3KCkp4et7V61ahYCAAGzduhVt2rQRcGYU9fvy8fHB+PHjkZeXhy5duoDFYiEhIQErV66Ev7+/sNOTaHfu3EHfvn1RVlaG0tJSNGrUCK9evYKSkhJ0dHTo4KMe6LKLBNqwYQPH14QQPHv2DHv27IGDgwMiIyN5jqmpqYmysjJUVlZCTk6Oqz4BPWpLUbUjhCAkJARr1qzB06dPAQC6uroICAiAn5/fDzcpUg3LyckJLVu2xNatW6GhoYG0tDTIyspi5MiRmDZtGgYPHsx3bFVVVaSnp8PY2FiAGYsPOviQQN/+Z5eSkoK2tjZcXFwwb948qKqq8hwzPDz8h/fXtekSRUmy6rLb/LwGKcHT0NDAjRs3YG5uDg0NDSQlJcHCwgI3btyAp6cnHjx4UOdY3w5UTp8+DRcXF64K08eOHRNI7qKOLrtIoPz8fIHHpIMLiqo/OugQLbKysszMU5MmTVBYWAgLCwuoq6ujsLCQp1jflhsYOXKkwPIUR3TwIeEeP34MFovFddyLH1VVVTh+/DhXV1sZGfrfjKK+p7i4GLNmzUJ0dDRevHjB1VNEUuo+iCJbW1vcunULLVu2hLOzMxYuXIhXr15hz549XK0kfiY0NLSBshRPdNlFArHZbCxZsgRr1qxheq6oqqrC398f8+fP/2Fhne/JyMiAq6srnj9/DnNzcwBfjwpqa2vj1KlTPL9QKUpS9OnTB4WFhZgyZQqaNWvGtcfD1dVVSJlRt27dwocPH+Ds7IyXL1/C09OT6cMSGhqKtm3bCjtFsUUHHxJo3rx52LVrF4KCgpiKiomJiVi0aBF8fHywdOlSnmN26tQJOjo6CA8PZxojvX37Fl5eXnjx4gWSkpIE/TQo6regqqqKq1evwsbGRtipUNQvQwcfEkhXVxfbtm3j6ktw8uRJ+Pr64smTJzzHVFRUxK1bt9C6dWuO6xkZGejQoQPKy8vrlTNF/a4sLS2xb98+rsrDFPU7o4vxEujNmzdo1aoV1/VWrVrxfSTW3NwcxcXFXIOPFy9e0BLrFPUDISEhmDt3LrZv3w4jIyNhpyPxbG1t63y8mZa+5x8dfEigtm3bYtOmTVz1PjZt2sT3GuayZcvg5+eHRYsWoVOnTgCA69evIzg4GCtXruTo6CgpXRsp6ns0NTU5fsGVlpbC1NQUSkpKTGPGarRGzq/l5ubG/LmiogJbtmyBpaUlOnfuDODr+9q9e/fg6+srpAx/D3TZRQLFx8ejX79+MDAwQOfOncFisXDt2jUUFRXh3Llz+PPPP3mOWXOTavWbavV/rZpfS1LXRor6np/VxamJHmMXnnHjxqFZs2ZYvHgxx/XAwEAUFRVh9+7dQspM/NHBh4R6+vQpNm/ejAcPHjAdaH19faGrq8tXvJodG39GUro2UhQl3tTV1XHr1i2uvjvZ2dmws7Pjux0FRZddJJauri5fp1q+hw4oKIo/586dg7S0NHr16sVx/eLFi6iqqkKfPn2ElBmlqKiIhIQErsFHQkICFBQUhJTV74H3gg6U2IuKikJCQgLz9ebNm2FjYwN3d3e8fftWiJlRlOSZO3durUuRbDYbc+fOFUJGVLXp06dj0qRJmDJlCvbu3Yu9e/diypQpmDx5MmbMmCHs9MQaXXaRQFZWVli5ciX69u2Lu3fvws7ODv7+/oiJiYGFhQWtxEdRv5CioiIyMzO5TroUFBSgdevWKC0tFU5iFADg0KFDWL9+PTIzMwEAFhYWmDZtGoYNGybkzMQbXXaRQPn5+bC0tAQAHD16FAMGDMCyZcuQkpKCvn37Cjk7ipIs6urqyMvL4xp85OTkcDUdo369YcOG0YFGA6DLLhJITk4OZWVlAIDLly+jZ8+eAIBGjRpxHImlKKrhDRw4ENOnT0dubi5zLScnB/7+/lyFACnqd0GXXSTQwIED8fnzZ9jb22Px4sXIz8+Hnp4eLl68iClTpiArK0vYKVKUxCgpKUHv3r1x69YtNG/eHMDXho9//vknjh07Bg0NDeEmSFENgA4+JFBhYSF8fX1RVFQEPz8/eHt7AwBmzJiBqqoqruJjdUE7c1IU/wghuHTpEtLS0qCoqAhra2s4ODgIOy2KajB08EEJBO3MSVEURdUVHXxIqNzcXISGhiI3Nxfr16+Hjo4OoqKioK+vz9WfpS5oZ06K4s2NGzfw5s0bjjoeERERCAwMRGlpKdzc3LBx40bIy8sLMUuKahh0w6kEio+Ph5WVFW7cuIFjx47h48ePAID09HQEBgbyFVNfX59rqYWiqO9btGgR0tPTma/v3r0Lb29vdO/eHXPnzsXp06exfPlyIWZI/UhwcDCuXLki7DTEFh18SKC5c+diyZIluHTpEuTk5Jjrzs7OSEpK4itmdWfOgoICAWVJUb+31NRUdOvWjfn6wIED+OOPP7Bjxw7MnDkTGzZswKFDh4SYIfUjoaGh6N27NwYMGCDsVMQSrfMhge7evYv9+/dzXdfW1sbr16/5ijl8+HCUlZXRzpwUVUdv375FkyZNmK/j4+PRu3dv5usOHTqgqKhIGKlRdZCfn4+Kigqe+lpR/48OPiSQhoYGnj17BmNjY47rd+7cgZ6eHl8xQ0JCBJAZRUmOJk2aID8/H/r6+vj8+TNSUlIQFBTE3P/hwweuQTwlWhQUFLh68lB1QwcfEsjd3R1z5szB4cOHwWKxwGazkZiYiFmzZmH06NF8xaRtvymKN71798bcuXOxcuVKnDhxAkpKSvjzzz+Z+9PT02FqairEDCmq4dDTLhLoy5cv8PLywoEDB0AIgYyMDKqqquDu7o6wsDBIS0vzFbeqqgonTpxAZmYmWCwWLC0tMXDgQL7jUdTv7OXLlxg8eDASExOhoqKC8PBwDBo0iLm/W7du6NSpk0C7T1OCYWFhgaysLFq/qB7o4EPCEEJQWFgIbW1tPH/+HCkpKWCz2bC1teVqG82LnJwc9O3bF0+ePIG5uTkIIcjKyoK+vj7Onj1LP8FR1HeUlJRARUWFa5D+5s0bqKiocGwKp0TDiRMnUFJSQmd864EOPiQMm82GgoIC7t27V6/Bxrf69u0LQgj27duHRo0aAQBev36NkSNHQkpKCmfPnhXYz6IoiqLEGx18SKDWrVtj165d6NSpk8BiKisr4/r167CysuK4npaWBnt7e6aWCEVRFEXRDacSaNWqVQgICMDWrVvRpk0bgcSUl5fHhw8fuK5//PiRThtTFCWWbG1tuVpFAACLxYKCggLMzMzg5eUFZ2dnIWQn3miRMQk0cuRIJCcno23btlBUVESjRo04bvzo378/xo8fjxs3boAQAkIIrl+/jokTJ9K24BRFiaXevXsjLy8PysrKcHZ2hpOTE1RUVJCbm4sOHTrg2bNn6N69O06ePCnsVMUOXXaRQOHh4T+8n59NVO/evYOnpydOnz7N1CaorKzEwIEDERYWBnV1db5ypSiKEhYfHx8YGBhgwYIFHNeXLFmCR48eYceOHQgMDMTZs2dx69YtIWUpnujggxKo7OxsPHjwAIQQWFpawszMTNgpURRF8UVdXR23b9/meh/LyclB+/btUVJSggcPHqBDhw61LjtT30f3fFAC1aJFC4GeoqEoihIWBQUFXLt2jWvwce3aNSgoKAD4eoKQdh7mHR18UHybOXMmFi9eDGVlZcycOfOHj127du0vyoqiKEowpk6diokTJ+L27dvo0KEDWCwWkpOTsXPnTvzzzz8AgAsXLsDW1lbImYofuuxC8c3Z2RnHjx+HhobGT3d7x8bG/qKsKIqiBGffvn3YtGkTHj58CAAwNzfH1KlT4e7uDgAoLy9nTr9QdUcHHxRFURRF/VL0qK0Ey8nJwYULF1BeXg7ga+l1fo0dO7bWDVelpaUYO3Ys33EpiqKo3w+d+ZBAr1+/xvDhwxETEwMWi4Xs7GyYmJjA29sbGhoaWLNmDc8xpaWl8ezZM+jo6HBcf/XqFZo2bYrKykpBpU9RFCVUnp6eKCoqQkxMjLBTEVt05kMCzZgxAzIyMigsLISSkhJzffjw4YiKiuIp1vv371FSUgJCCD58+ID3798zt7dv3+LcuXNcAxKKoihxpqenB0NDQ2GnIdboaRcJdPHiRVy4cAHNmzfnuN6iRQs8evSIp1gaGhpgsVhgsVho2bIl1/0sFgtBQUH1ypeiKEqULFu2TNgpiD06+JBApaWlHDMe1V69esXzefXY2FgQQuDi4oKjR49ylGeXk5ODoaEhdHV1650zRVGUsHz+/Bn5+fkwNTWFjAz9tSkIdM+HBOrXrx/atWuHxYsXQ1VVFenp6TA0NMSIESPAZrNx5MgRnmM+evQI+vr6kJKiK3kURf0eysrKMHXqVKYlRVZWFkxMTODn5wddXV3MnTtXyBmKLzqEk0D/+9//4OTkhFu3buHz58+YPXs27t27hzdv3iAxMZGvmNXrn2VlZSgsLMTnz5857re2tq533hRFUb/SvHnzkJaWhri4OPTu3Zu53r17dwQGBtLBRz3QwYcEsrS0RHp6OrZu3QppaWmUlpZi8ODBmDx5Mpo1a8ZXzJcvX2LMmDE4f/58rfdXVVXVJ2WKoqhf7sSJEzh48CA6deoEFovFXLe0tERubq4QMxN/dPAhoZo2bSrQjaDTp0/H27dvcf36dabyaXFxMZYsWcLX0V2Koihhe/nyZa2n9UpLSzkGIxTv6OBDQr179w7Jycl48eIF2Gw2x32jR4/mOV5MTAxOnjyJDh06QEpKCoaGhujRowfU1NSwfPly9OvXT1CpUxRF/RIdOnTA2bNnMXXqVABgBhw7duxA586dhZma2KODDwl0+vRpeHh4oLS0FKqqqhwjeBaLxdfgo7S0lPmE0KhRI7x8+RItW7aElZUVUlJSBJY7RVHUr7J8+XL07t0b9+/fR2VlJdavX4979+4hKSkJ8fHxwk5PrNGjCRLI39+fKYf+7t07vH37lrm9efOGr5jm5uZM4yUbGxts374dT548wbZt2/jeR0JRFCVMXbp0QWJiIsrKymBqaoqLFy+iSZMmSEpKQvv27YWdnlijR20lkLKyMu7evQsTExOBxdy3bx++fPkCLy8v3LlzB7169cLr168hJyeHsLAwDB8+XGA/i6IoihJvdPAhgQYPHowRI0Zg2LBhDfYzysrK8ODBAxgYGEBLS6vBfg5FUZQglZaWQllZucEeT31Fl10kUL9+/RAQEIBFixbh6NGjOHXqFMeNH8HBwSgrK2O+VlJSQrt27aCsrIzg4GBBpU5RFNWgzMzMsGzZMjx9+vS7jyGE4NKlS+jTpw82bNjwC7P7fdCZDwn0oyqkLBaLr5oc3+tq+/r1a+jo6NA6HxRFiYWHDx/i33//xalTp2BjYwM7Ozvo6upCQUEBb9++xf3795GUlARZWVnMmzcP48ePh7S0tLDTFjt08EEJhJSUFIqLi6Gtrc1xPSYmBsOHD8fLly+FlBlFURTvHj9+jMOHD+PKlSsoKChAeXk5tLS0YGtri169eqFv3760nUQ90MEHVS+amppgsVgoKSmBmpoax7HdqqoqfPz4ERMnTsTmzZuFmCVFURQlSujgQ0Js2LAB48ePh4KCwk/XKP38/OocNzw8HIQQjB07FiEhIVBXV2fuk5OTg5GRES3GQ1EURXGggw8JYWxsjFu3bqFx48YwNjb+7uNYLBby8vJ4jh8fH48uXbpAVla2PmlSFEVREoAOPiiBYbPZyMnJqbVku4ODg5CyoiiKokQNLa9OCcT169fh7u6OR48e4dvxLL8naCiKoqjfE535kBAzZ86s82PXrl3Lc3wbGxu0bNkSQUFBaNasGVfHx5p7QSiKoijJRmc+JMSdO3fq9Dh+20RnZ2fjyJEjMDMz4+v7KYqiRE1UVBRUVFTQtWtXAMDmzZuxY8cOWFpaYvPmzdDU1BRyhuKLznxQAuHi4oLZs2ejd+/ewk6FoihKIKysrLBy5Ur07dsXd+/eRYcOHTBz5kzExMTAwsICoaGhwk5RbNGZD0ogpk6dCn9/fzx//hxWVlZcp16sra2FlBlFURR/8vPzYWlpCQA4evQo+vfvj2XLliElJQV9+/YVcnbijQ4+JFBpaSlWrFiB6OjoWk+m8HPUdsiQIQCAsWPHMtdYLBYIIXTDKUVRYklOTo7pWXX58mWMHj0aANCoUSO8f/9emKmJPTr4kEDjxo1DfHw8Ro0aVevmUH7k5+cLIDOKoijR0bVrV8ycORP29vZITk7GwYMHAQBZWVlo3ry5kLMTb3TPhwTS0NDA2bNnYW9vL+xUKIqiRFZhYSF8fX1RVFQEPz8/eHt7AwBmzJiBqqoq2tG2HujgQwIZGxvj3LlzsLCwEGjcPXv2YNu2bcjPz0dSUhIMDQ0REhICY2NjuLq6CvRnURRFUeKLtuSTQIsXL8bChQuZtUxB2Lp1K2bOnIm+ffvi3bt3zB4PDQ0NhISECOznUBRF/Uq5ubn4999/8ffff+PFixcAvh7BvXfvnpAzE2905kMC2draIjc3F4QQGBkZcZ1MSUlJ4TmmpaUlli1bBjc3N6iqqiItLQ0mJibIyMiAk5MTXr16Jaj0KYqifon4+Hj06dMH9vb2uHLlCjIzM2FiYoJVq1YhOTkZR44cEXaKYotuOJVAbm5uAo+Zn58PW1tbruvy8vIoLS0V+M+jKIpqaHPnzsWSJUswc+ZMqKqqMtednZ2xfv16IWYm/ujgQwIFBgYKPKaxsTFSU1NhaGjIcf38+fPMOXmKoihxcvfuXezfv5/rura2Nl6/fi2EjH4fdPAhwW7fvo3MzEywWCxYWlrWOnNRVwEBAZg8eTIqKipACEFycjIiIyOxfPly7Ny5U4BZUxRF/RoaGhp49uwZjI2NOa7fuXMHenp6Qsrq90AHHxLoxYsXGDFiBOLi4qChoQFCCEpKSuDs7IwDBw5AW1ub55hjxoxBZWUlZs+ejbKyMri7u0NPTw/r16/HiBEjGuBZUBRFNSx3d3fMmTMHhw8fBovFApvNRmJiImbNmsUUHKP4QzecSqDhw4cjNzcXe/bsYY7b3r9/H56enjAzM0NkZGS94r969QpsNhs6OjqCSJeiKEoovnz5Ai8vLxw4cACEEMjIyKCqqgru7u4ICwuDtLS0sFMUW3TwIYHU1dVx+fJldOjQgeN6cnIyevbsiXfv3gknMYqiKBGUm5uLO3fugM1mw9bWFi1atBB2SmKPLrtIIDabzXW8FgBkZWW5+rzU1evXr7Fw4ULExsbW2i/mzZs3fMWlKIoSNlNTU5iamgo7jd8KHXxIIBcXF0ybNg2RkZHQ1dUFADx58gQzZsxAt27d+Io5cuRI5ObmwtvbG02aNBFIvxiKoihhmjlzZq3XWSwWFBQUYGZmBldXVzRq1OgXZyb+6LKLBCoqKoKrqysyMjKgr68PFouFwsJCWFlZ4eTJk3w1TFJVVUVCQgLatm3bABlTFEX9es7OzkhJSUFVVRXMzc1BCEF2djakpaXRqlUrPHz4ECwWCwkJCbSkAI/ozIcE0tfXR0pKCi5duoQHDx6AEAJLS0t0796d75itWrVCeXm5ALOkKIoSrupZjdDQUKipqQEA3r9/D29vb3Tt2hU+Pj5wd3fHjBkzcOHCBSFnK17ozAclEDdv3sTcuXOxcOFCtGnThmtPSfULl6IoSlzo6enh0qVLXLMa9+7dQ8+ePfHkyROkpKSgZ8+etIUEj+jMByUQGhoaKCkpgYuLC8d1QghYLBbTaI6iKEpclJSU4MWLF1yDj5cvX+L9+/cAvr73ff78WRjpiTU6+KAEwsPDA3Jycti/fz/dcEpR1G/B1dUVY8eOxZo1a9ChQwewWCwkJydj1qxZTI+s5ORktGzZUriJiiG67EIJhJKSEu7cuQNzc3Nhp0JRFCUQHz9+xIwZMxAREYHKykoAgIyMDDw9PbFu3TooKysjNTUVAGBjYyO8RMUQHXxImMrKSuzbtw+9evVC06ZNBRbXwcEBCxcurNemVYqiKFH08eNH5OXlgRACU1NTqKioCDslsUcHHxJISUkJmZmZXB1o6+Pw4cNYtGgRAgICYGVlxbXh1NraWmA/i6IoihJvdPAhgZydnTF9+nS4uroKLKaUlBTXNRaLRTecUhQltkpLS7FixQpER0fXWrk5Ly9PSJmJP7rhVAL5+vpi5syZKCoqQvv27aGsrMxxPz+zFPn5+YJKj6IoSiSMGzcO8fHxGDVqFJo1a0Y30gsQnfmQQHSWgqIo6uc0NDRw9uxZ2NvbCzuV3w6d+ZBADTFLERER8cP7R48eLfCfSVEU1ZA0NTVp35YGQmc+KIHQ1NTk+PrLly8oKyuDnJwclJSUaFdbiqLEzt69e3Hy5EmEh4dDSUlJ2On8VujgQ0Lt2bMH27ZtQ35+PpKSkmBoaIiQkBAYGxsLbCNqdnY2Jk2ahICAAPTq1UsgMSmKon4VW1tb5ObmghACIyMjrlN8KSkpQspM/NFlFwm0detWLFy4ENOnT8fSpUuZPR4aGhoICQkR2OCjRYsWWLFiBUaOHIkHDx4IJCZFUdSvUl3FlBI8OvMhgSwtLbFs2TK4ublBVVUVaWlpMDExQUZGBpycnATaIOnOnTtwdHRk+iBQFEVRFJ35kED5+fmwtbXlui4vL4/S0lK+Yp46dYrja0IInj17hk2bNtGd4hRFia13797hyJEjyM3NRUBAABo1aoSUlBQ0adIEenp6wk5PbNHBhwQyNjZGamoqV4XT8+fPc3VvrKtvpydZLBa0tbXh4uKCNWvW8JsqRVGU0KSnp6N79+5QV1dHQUEBfHx80KhRIxw/fhyPHj366Sk/6vvo4EMCBQQEYPLkyaioqAAhBMnJyYiMjMTy5cuxc+dOvmJ+W/mPoihK3M2cORNeXl5YtWoVVFVVmet9+vSBu7u7EDMTf3TwIYHGjBmDyspKzJ49G2VlZXB3d4eenh7Wr1+PESNGCDs9iqIokXDz5k1s376d67qenh6eP38uhIx+H9ylLimJ4OPjg0ePHuHFixd4/vw5ioqK4O3tzXe8v/76CytWrOC6/r///Q9Dhw6tT6oURVFCoaCgUOtm+YcPH0JbW1sIGf0+6OBDwmlpaUFHR6feceLj49GvXz+u671798aVK1fqHZ+iKOpXc3V1RXBwML58+QLg6162wsJCzJ07F0OGDBFyduKNDj4kUHFxMUaNGgVdXV3IyMhAWlqa48aPjx8/Qk5Ojuu6rKwsPWZLUZRYWr16NV6+fAkdHR2Ul5fD0dERZmZmUFVVxdKlS4Wdnlijez4kkJeXFwoLC7FgwQKBdWps06YNDh48iIULF3JcP3DgAN8naCiKooRJTU0NCQkJiImJQUpKCthsNtq1a4fu3bsLOzWxR4uMSSBVVVVcvXoVNjY2Aot56tQpDBkyBO7u7nBxcQEAREdHIzIyEocPH6aVAimKoigGnfmQQPr6+hD0mHPgwIE4ceIEli1bhiNHjkBRURHW1ta4fPkyHB0dBfqzKIqiGsqGDRvq/Fg/P78GzOT3Rmc+JNDFixexZs0abN++HUZGRsJOh6IoSmQYGxvX6XEsFgt5eXkNnM3viw4+JISmpibH3o7S0lJUVlZCSUmJq1Pjmzdv+P45t2/fRmZmJlgsFiwtLWst405RFEVJNrrsIiFCQkIaNP6LFy8wYsQIxMXFQUNDA4QQlJSUwNnZGQcOHKBn4imKoigGnfmgBGL48OHIzc3Fnj17YGFhAQC4f/8+PD09YWZmhsjISCFnSFEU9XMzZ86s82PXrl3bgJn83ujgQwJJS0vj2bNnXMXFXr9+DR0dHVRVVfEcU11dHZcvX0aHDh04ricnJ6Nnz5549+5dfVKmKIr6JZydnev0OBaLhZiYmAbO5vdFl10k0PfGm58+faq1UFhdsNlsrr0jwNciY7TpHEVR4iI2NlbYKUgEOviQINVHyFgsFnbu3AkVFRXmvqqqKly5cgWtWrXiK7aLiwumTZuGyMhI6OrqAgCePHmCGTNmoFu3bvVPnqIoivpt0GUXCVJ9hOzRo0do3rw5Ryl1OTk5GBkZITg4GH/88QfPsYuKiuDq6oqMjAzo6+szPRCsrKxw8uRJNG/eXGDPg6Io6le5efMmDh8+/H/t3X9M1PUfB/DnB8MrkBC4IGAEhxe/kh8t0pGzKU7Q1SybFumqaTHscMl2E3KEE+evNU0yIilJtzbKrbG1NiROfrQEjZEFEWD8OCAQAjyYCQHS3fcPk3GRfRU+3JvP8Xxsbvh5386n/7DnPu/X5/1BR0cHxsbGrNYKCgoEpVI+lo95aPXq1SgoKICbm5vs320wGNDY2AiLxYKwsDAeQ0xEivXFF1/g1VdfRVxcHAwGA+Li4tDU1ISenh5s3LgRp0+fFh1RsVg+5rH+/n5IkgQPDw/RUYiI5pyIiAgkJSUhOTkZLi4uqKmpgUajQVJSEry9vZGZmSk6omKxfMwzg4ODSE9Px9mzZzEwMADg1gFkCQkJOHDgABYvXnzX38VjiInInjk7O+OXX35BQEAA1Go1ysrKEB4ejoaGBsTGxqK7u1t0RMXiwOk8YjKZEBMTg66uLmzduhWhoaGwWCxoaGjAmTNnUFJSgsrKyrvejjl+/LjV3/v6+jA8PDxRYAYHB+Hk5ARPT0+WDyJSHHd3d/zxxx8AAF9fX9TV1SE8PByDg4MYHh4WnE7ZWD7mkf3792PhwoVoaWmBl5fXlLW4uDjs379/Sqm4E6PROPFzfn4+cnJykJeXh+DgYADAlStXkJiYiKSkJPn+E0RENrJy5UoYDAaEh4fjxRdfxK5du1BaWgqDwcCn+GaI2y7zSEBAAHJzcxEfH/+v60VFRdixYwfa2tru+buXLFmCL7/8csq7XH744Qds2rTJqqgQESmByWTCyMgIfHx8YDabcfToUVy4cAFarRYZGRmzMrQ/X7B8zCMqlQotLS13fOy1s7MTWq0WIyMj9/zdTk5OKC8vx7Jly6yuV1VVYdWqVbxFSUREE7jtMo+o1Wq0tbXdsXwYjcZpP/myZs0aJCYmIi8vD0888QQkSUJ1dTWSkpL4uC0RKZbZbEZzczN6e3unnNb89NNPC0qlfLzzMY+8/vrraG5uhsFgmHKM+ujoKOLj47FkyRLk5eXd83f39fXhtddeQ1FR0cQx6+Pj44iPj8eZM2emvEeGiGiuu3TpErZs2YL29vYpr6WQJGla78GiW1g+5pHOzk5ER0dDpVIhOTl54ij1+vp65OTkYHR0FNXV1fDz85v2v9HU1ISGhgZYLBaEhoYiKChIrvhERDYVFRWFoKAgZGZmwtvbG5IkWa27uroKSqZ8LB/zjNFohE6nQ3Fx8USTlyQJa9euRXZ2NrRareCERERzg7OzM2pqavh7cRZw5mOe0Wg0OHfuHAYGBtDU1AQA0Gq1cHd3F5yMiGhuWb58OZqbm1k+ZgHvfBAREf2ttrZ24ueWlha888472L17N8LDwyfm2W6LiIiwdTy7wfJBRET0NwcHB0iSNGXA9Lbbaxw4nRluuxAREf2NByLaBu980LRNvj35//D2JBER3cbyQdPG25NEZM8OHz4MLy8vbN++3er6p59+ir6+PqSlpQlKpnwsHzRt7e3td/1Zf3//WUxCRCS/gIAA5Ofn46mnnrK6/v333yMhIYFbNDPAmQ+aNhYKIrJnPT098Pb2nnL9oYceQnd3t4BE9oPlg2RVX1+Pjo4OjI2NWV3fsGGDoERERNPj5+eHiooKaDQaq+sVFRXw8fERlMo+sHyQLFpbW7Fx40b8/PPPVnMgt48j5swHESnNG2+8gZSUFNy8eROxsbEAgJKSEqSmpkKv1wtOp2wsHySLXbt2QaPR4Pz58wgMDERVVRWuXbsGvV6Po0ePio5HRHTPUlNTYTKZoNPpJu7m3n///UhLS8OePXsEp1M2DpySLNRqNUpLSxEREQFXV1dUVVUhODgYpaWl0Ov1+PHHH0VHJCKalhs3bqChoQEPPPAAHn30UahUKtGRFI93PkgWf/31FxYtWgTgVhG5evUqgoOD4e/vjytXrghOR0Q0fYsWLcKTTz4pOoZdYfkgWSxduhS1tbUIDAzE8uXL8e6772LhwoX4+OOPERgYKDoeERHNIdx2IVl88803GBoawgsvvIDW1lY8++yzaGxshIeHB86ePTsxrEVERMTyQbPGZDLBzc1t4okXIiIigOWDiIiIbIwzHySLkZERfPDBBygrK0Nvby/MZrPV+uXLlwUlIyKavs8++wwnT56E0WjExYsX4e/vj6ysLGg0Gjz33HOi4ykWywfJYvv27TAYDNi0aROWLVvGrRYiUryPPvoIe/fuRUpKCg4ePDhxWOLixYuRlZXF8jED3HYhWbi6uqKwsBArVqwQHYWISBZhYWE4dOgQnn/+ebi4uKCmpgaBgYGoq6vDqlWr0N/fLzqiYjmIDkD2wdfXFy4uLqJjEBHJxmg04vHHH59yXaVSYWhoSEAi+8HyQbI4duwY0tLS0N7eLjoKEZEsNBoNfvrppynXz507h7CwMNsHsiOc+SBZREdHY2RkBIGBgXBycoKjo6PVuslkEpSMiGh6du/ejeTkZIyMjMBisaCqqgqff/45Dh8+jFOnTomOp2gsHySLl19+GV1dXTh06BC8vLw4cEpEirdt2zaMj48jNTUVw8PD2LJlC3x9ffH+++8jISFBdDxF48ApycLJyQkXL15EZGSk6ChERLLr7++H2WyGp6en6Ch2gXc+SBYhISH4888/RccgIpoVarVadAS7woFTksWRI0eg1+tRXl6Oa9eu4fr161Z/iIiU5vfff8crr7wCHx8f3HfffViwYIHVH5o+bruQLBwcbvXYf856WCwWSJI0cTgPEZFSrF+/Hh0dHdi5cye8vb2n/H7jIWPTx20XkkVZWZnoCEREsrpw4QK+++47REVFiY5id1g+aMZu3ryJffv2ITc3F0FBQaLjEBHJws/PD9wcmB2c+aAZc3R0RF1dHR+vJSK7kpWVhbfffhttbW2io9gdznyQLPR6PRwdHXHkyBHRUYiIZOHm5obh4WGMj4/z8ESZcduFZDE2NoZTp07BYDAgOjoazs7OVuvvvfeeoGRERNOTlZUlOoLd4p0PksXq1avvuCZJEkpLS22YhoiI5jKWDyIior9dv34dDz744MTP/+X25+jesXyQ7Do7OyFJEnx9fUVHISK6JwsWLEB3dzc8PT3h4ODwr4P0PL9o5jjzQbIwm804cOAAjh07hhs3bgAAXFxcoNfrkZ6ePnEIGRHRXFZaWgp3d3cAPL9oNvHOB8liz549yMvLQ2ZmJlasWAGLxYKKigrs27cPiYmJOHjwoOiIREQ0R7B8kCx8fHxw8uRJbNiwwer6V199BZ1Oh66uLkHJiIjuXm1t7V1/NiIiYhaT2Dduu5AsTCYTQkJCplwPCQnhs/BEpBhRUVGQJOn/nmzKmY+ZYfkgWURGRiI7OxsnTpywup6dnY3IyEhBqYiI7o3RaBQdYV7gtgvJ4ttvv8UzzzyDRx55BDExMZAkCZWVlfjtt99QWFiIlStXio5IRERzBMsHyebq1av48MMP0djYCIvFgrCwMOh0Ovj4+IiORkQ0Lb/++ivKy8vR29sLs9lstbZ3715BqZSP5YNmpLW1FRqNhi+VIyK788knn+DNN9+EWq3Gww8/bPV7TpIkXL58WWA6ZWP5oBmZfCAPALz00ks4ceIEvLy8BCcjIpoZf39/6HQ6pKWliY5id3jyE83IP7trYWEhhoaGBKUhIpLPwMAANm/eLDqGXWL5ICIi+hebN29GcXGx6Bh2iY/a0oxIkjRl3oPzH0RkD7RaLTIyMnDp0iWEh4fD0dHRav2tt94SlEz5OPNBM+Lg4ID169dDpVIBAL7++mvExsbC2dnZ6nMFBQUi4hERTZtGo7njmiRJaG1ttWEa+8LyQTOybdu2u/rc6dOnZzkJEREpBcsHERHRf+jv74ckSfDw8BAdxW5w4JSIiOgfBgcHkZycDLVaDS8vL3h6ekKtVmPnzp0YHBwUHU/xeOeDiIhoEpPJhJiYGHR1dWHr1q0IDQ2FxWJBQ0MD8vPz4efnh8rKSri5uYmOqlgsH0RERJOkpKSgpKQE58+fn3JgYk9PD+Li4rBmzRocP35cUELlY/kgIiKaJCAgALm5uYiPj//X9aKiIuzYsQNtbW22DWZHOPNBREQ0SXd3Nx577LE7ri9duhQ9PT02TGR/WD6IiIgmUavV/3lXw2g08smXGWL5ICIimmTdunVIT0/H2NjYlLXR0VFkZGRg3bp1ApLZD858EBERTdLZ2Yno6GioVCokJycjJCQEAFBfX4+cnByMjo6iuroafn5+gpMqF8sHERHRPxiNRuh0OhQXF0+8vVuSJKxduxbZ2dnQarWCEyobywcREdEdDAwMoKmpCcCtF825u7sLTmQfWD6IiIjIpjhwSkRERDbF8kFEREQ2xfJBRERENsXyQURERDbF8kFEREQ2xfJBRERENsXyQURERDb1P1W0RErxDmY3AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "above_35_preferredways=list(above_35_dictionary.keys())\n",
    "above_35_values = list(above_35_dictionary.values())\n",
    "plt.bar(above_35_preferredways,above_35_values,ec='black')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef303cd0",
   "metadata": {},
   "source": [
    "for age group 35-44, Online resources,Online courses, Blogs with tips and tricks and stackoverflow are the preferred ways to learn coding."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e973caf4",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}