UmarZein/main.ipynb

## main.ipynb
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "c6e7b543-8f8b-43d4-b058-8d32e5a5be41",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import colormaps\n",
    "import pandas as pd\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "96c9d570-721c-4420-aee1-e0787825934e",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def preprocess(df):\n",
    "    df=df.copy()\n",
    "    df['Student Age']=df['Student Age'].map({1: \"18-21\", 2: \"22-25\", 3: \"above 26\"})\n",
    "    df[\"Sex\"]=df[\"Sex\"].map({1: 'female', 2: 'male'})\n",
    "    df[\"Graduated high-school type\"]=df[\"Graduated high-school type\"].map({1: 'private', 2: 'state', 3: 'other'})\n",
    "    df[\"Scholarship type\"]=df[\"Scholarship type\"].map({1: 'None', 2: '25%', 3: '50%', 4: '75%', 5: 'Full'})\n",
    "    df[\"Additional work\"]=df[\"Additional work\"].map({1: 'Yes', 2: 'No'})\n",
    "    df[\"Regular artistic or sports activity\"]=df[\"Regular artistic or sports activity\"].map({1: 'Yes', 2: 'No'})\n",
    "    df[\"Do you have a partner\"]=df[\"Do you have a partner\"].map({1: 'Yes', 2: 'No'})\n",
    "    df[\"Total salary if available\"]=df[\"Total salary if available\"].map({1: 'USD 135-200', 2: 'USD 201-270', 3: 'USD 271-340', 4: 'USD 341-410', 5: 'above 410'})\n",
    "    df[\"Transportation to the university\"]=df[\"Transportation to the university\"].map({1: 'Bus', 2: 'Private car/taxi', 3: 'bicycle', 4: 'Other'})\n",
    "    df[\"Accommodation type in Cyprus\"]=df[\"Accommodation type in Cyprus\"].map({1: 'rental', 2: 'dormitory', 3: 'with family', 4: 'Other'})\n",
    "    df[\"Mother’s education\"]=df[\"Mother’s education\"].map({1: 'primary school', 2: 'secondary school', 3: 'high school', 4: 'university', 5: 'MSc.', 6: 'Ph.D.'})\n",
    "    df[\"Father’s education \"]=df[\"Father’s education \"].map({1: 'primary school', 2: 'secondary school', 3: 'high school', 4: 'university', 5: 'MSc.', 6: 'Ph.D.'})\n",
    "    df[\"Number of sisters/brothers\"]=df[\"Number of sisters/brothers\"].map({1: '1', 2: '2', 3: '3', 4: '4', 5: '5 or above'})\n",
    "    df[\"Parental status\"]=df[\"Parental status\"].map({1: 'married', 2: 'divorced', 3: 'died - one of them or both'})\n",
    "    df[\"Mother’s occupation\"]=df[\"Mother’s occupation\"].map({1: 'retired', 2: 'housewife', 3: 'government officer', 4: 'private sector employee', 5: 'self-employment', 6: 'other'})\n",
    "    df[\"Father’s occupation\"]=df[\"Father’s occupation\"].map({1: 'retired', 2: 'government officer', 3: 'private sector employee', 4: 'self-employment', 5: 'other'})\n",
    "    df[\"Weekly study hours\"]=df[\"Weekly study hours\"].map({1: 'None', 2: '<5 hours', 3: '6-10 hours', 4: '11-20 hours', 5: 'more than 20 hours'})\n",
    "    df[\"Reading frequency\"]=df[\"Reading frequency\"].map({1: 'None', 2: 'Sometimes', 3: 'Often'})\n",
    "    df['Reading frequency.1']=df['Reading frequency.1'].map({1: 'None', 2: 'Sometimes', 3: 'Often'})\n",
    "    df[\"Attendance to the seminars/conferences related to the department\"]=df[\"Attendance to the seminars/conferences related to the department\"].map({1: 'Yes', 2: 'No'})\n",
    "    df[\"Impact of your projects/activities on your success\"]=df[\"Impact of your projects/activities on your success\"].map({1: 'positive', 2: 'negative', 3: 'neutral'})\n",
    "    df[\"Attendance to classes\"]=df[\"Attendance to classes\"].map({1: 'always', 2: 'sometimes', 3: 'never'})\n",
    "    df[\"Preparation to midterm exams 1\"]=df[\"Preparation to midterm exams 1\"].map({1: 'alone', 2: 'with friends', 3: 'not applicable'})\n",
    "    df[\"Preparation to midterm exams 2\"]=df[\"Preparation to midterm exams 2\"].map({1: 'closest date to the exam', 2: 'regularly during the semester', 3: 'never'})\n",
    "    df[\"Taking notes in classes\"]=df[\"Taking notes in classes\"].map({1: 'never', 2: 'sometimes', 3: 'always'})\n",
    "    df[\"Listening in classes\"]=df[\"Listening in classes\"].map({1: 'never', 2: 'sometimes', 3: 'always'})\n",
    "    df[\"Discussion improves my interest and success in the course\"]=df[\"Discussion improves my interest and success in the course\"].map({1: 'never', 2: 'sometimes', 3: 'always'})\n",
    "    df[\"Flip-classroom\"]=df[\"Flip-classroom\"].map({1: 'not useful', 2: 'useful', 3: 'not applicable'})\n",
    "    df[\"Cumulative grade point average in the last semester (/4.00)\"]=df[\"Cumulative grade point average in the last semester (/4.00)\"].map({1: '<2.00', 2:' 2.00-2.49', 3: '2.50-2.99', 4: '3.00-3.49', 5: 'above 3.49'})\n",
    "    df[\"Expected Cumulative grade point average in the graduation (/4.00)\"]=df[\"Expected Cumulative grade point average in the graduation (/4.00)\"].map({1: '<2.00', 2: '2.00-2.49', 3: '2.50-2.99', 4: '3.00-3.49', 5: 'above 3.49'})\n",
    "    df[\"GRADE\"]=df[\"GRADE\"].map({0: 'Fail', 1: 'DD', 2: 'DC', 3: 'CC', 4: 'CB', 5: 'BB', 6: 'BA', 7: 'AA'})\n",
    "    df['COURSE ID']=df['COURSE ID'].astype(str)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "cfaec44c-95a5-43a8-bb60-472236b9e6b5",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "df=pd.read_csv(\"StudentsPerformance_with_headers.csv\")\n",
    "df=preprocess(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "853a19ad-5a7b-4610-b7d4-ecced25e7c4b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "\n",
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>STUDENT ID</th>\n",
       "      <th>Student Age</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Graduated high-school type</th>\n",
       "      <th>Scholarship type</th>\n",
       "      <th>Additional work</th>\n",
       "      <th>Regular artistic or sports activity</th>\n",
       "      <th>Do you have a partner</th>\n",
       "      <th>Total salary if available</th>\n",
       "      <th>Transportation to the university</th>\n",
       "      <th>...</th>\n",
       "      <th>Preparation to midterm exams 1</th>\n",
       "      <th>Preparation to midterm exams 2</th>\n",
       "      <th>Taking notes in classes</th>\n",
       "      <th>Listening in classes</th>\n",
       "      <th>Discussion improves my interest and success in the course</th>\n",
       "      <th>Flip-classroom</th>\n",
       "      <th>Cumulative grade point average in the last semester (/4.00)</th>\n",
       "      <th>Expected Cumulative grade point average in the graduation (/4.00)</th>\n",
       "      <th>COURSE ID</th>\n",
       "      <th>GRADE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>STUDENT1</td>\n",
       "      <td>22-25</td>\n",
       "      <td>male</td>\n",
       "      <td>other</td>\n",
       "      <td>50%</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>USD 135-200</td>\n",
       "      <td>Bus</td>\n",
       "      <td>...</td>\n",
       "      <td>alone</td>\n",
       "      <td>closest date to the exam</td>\n",
       "      <td>always</td>\n",
       "      <td>sometimes</td>\n",
       "      <td>never</td>\n",
       "      <td>useful</td>\n",
       "      <td>&lt;2.00</td>\n",
       "      <td>&lt;2.00</td>\n",
       "      <td>1</td>\n",
       "      <td>DD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>STUDENT2</td>\n",
       "      <td>22-25</td>\n",
       "      <td>male</td>\n",
       "      <td>other</td>\n",
       "      <td>50%</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>USD 135-200</td>\n",
       "      <td>Bus</td>\n",
       "      <td>...</td>\n",
       "      <td>alone</td>\n",
       "      <td>closest date to the exam</td>\n",
       "      <td>always</td>\n",
       "      <td>sometimes</td>\n",
       "      <td>always</td>\n",
       "      <td>useful</td>\n",
       "      <td>2.00-2.49</td>\n",
       "      <td>2.50-2.99</td>\n",
       "      <td>1</td>\n",
       "      <td>DD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>STUDENT3</td>\n",
       "      <td>22-25</td>\n",
       "      <td>male</td>\n",
       "      <td>state</td>\n",
       "      <td>50%</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>USD 201-270</td>\n",
       "      <td>Other</td>\n",
       "      <td>...</td>\n",
       "      <td>alone</td>\n",
       "      <td>closest date to the exam</td>\n",
       "      <td>sometimes</td>\n",
       "      <td>sometimes</td>\n",
       "      <td>never</td>\n",
       "      <td>not useful</td>\n",
       "      <td>2.00-2.49</td>\n",
       "      <td>2.00-2.49</td>\n",
       "      <td>1</td>\n",
       "      <td>DD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>STUDENT4</td>\n",
       "      <td>18-21</td>\n",
       "      <td>female</td>\n",
       "      <td>private</td>\n",
       "      <td>50%</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>USD 201-270</td>\n",
       "      <td>Bus</td>\n",
       "      <td>...</td>\n",
       "      <td>alone</td>\n",
       "      <td>regularly during the semester</td>\n",
       "      <td>always</td>\n",
       "      <td>sometimes</td>\n",
       "      <td>sometimes</td>\n",
       "      <td>not useful</td>\n",
       "      <td>2.50-2.99</td>\n",
       "      <td>2.00-2.49</td>\n",
       "      <td>1</td>\n",
       "      <td>DD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>STUDENT5</td>\n",
       "      <td>22-25</td>\n",
       "      <td>male</td>\n",
       "      <td>private</td>\n",
       "      <td>50%</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>USD 271-340</td>\n",
       "      <td>Bus</td>\n",
       "      <td>...</td>\n",
       "      <td>with friends</td>\n",
       "      <td>closest date to the exam</td>\n",
       "      <td>sometimes</td>\n",
       "      <td>sometimes</td>\n",
       "      <td>sometimes</td>\n",
       "      <td>not useful</td>\n",
       "      <td>2.00-2.49</td>\n",
       "      <td>2.00-2.49</td>\n",
       "      <td>1</td>\n",
       "      <td>DD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>STUDENT141</td>\n",
       "      <td>22-25</td>\n",
       "      <td>female</td>\n",
       "      <td>state</td>\n",
       "      <td>50%</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>USD 135-200</td>\n",
       "      <td>Bus</td>\n",
       "      <td>...</td>\n",
       "      <td>alone</td>\n",
       "      <td>closest date to the exam</td>\n",
       "      <td>sometimes</td>\n",
       "      <td>never</td>\n",
       "      <td>sometimes</td>\n",
       "      <td>not useful</td>\n",
       "      <td>2.50-2.99</td>\n",
       "      <td>2.50-2.99</td>\n",
       "      <td>9</td>\n",
       "      <td>BB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>STUDENT142</td>\n",
       "      <td>18-21</td>\n",
       "      <td>female</td>\n",
       "      <td>state</td>\n",
       "      <td>75%</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>USD 135-200</td>\n",
       "      <td>Other</td>\n",
       "      <td>...</td>\n",
       "      <td>alone</td>\n",
       "      <td>closest date to the exam</td>\n",
       "      <td>always</td>\n",
       "      <td>sometimes</td>\n",
       "      <td>sometimes</td>\n",
       "      <td>not useful</td>\n",
       "      <td>above 3.49</td>\n",
       "      <td>2.50-2.99</td>\n",
       "      <td>9</td>\n",
       "      <td>BB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>STUDENT143</td>\n",
       "      <td>18-21</td>\n",
       "      <td>female</td>\n",
       "      <td>private</td>\n",
       "      <td>75%</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>USD 135-200</td>\n",
       "      <td>Bus</td>\n",
       "      <td>...</td>\n",
       "      <td>alone</td>\n",
       "      <td>closest date to the exam</td>\n",
       "      <td>always</td>\n",
       "      <td>always</td>\n",
       "      <td>sometimes</td>\n",
       "      <td>not useful</td>\n",
       "      <td>3.00-3.49</td>\n",
       "      <td>2.50-2.99</td>\n",
       "      <td>9</td>\n",
       "      <td>DD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>STUDENT144</td>\n",
       "      <td>22-25</td>\n",
       "      <td>female</td>\n",
       "      <td>state</td>\n",
       "      <td>75%</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>above 410</td>\n",
       "      <td>Private car/taxi</td>\n",
       "      <td>...</td>\n",
       "      <td>with friends</td>\n",
       "      <td>closest date to the exam</td>\n",
       "      <td>sometimes</td>\n",
       "      <td>never</td>\n",
       "      <td>sometimes</td>\n",
       "      <td>not useful</td>\n",
       "      <td>above 3.49</td>\n",
       "      <td>2.50-2.99</td>\n",
       "      <td>9</td>\n",
       "      <td>CB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>STUDENT145</td>\n",
       "      <td>18-21</td>\n",
       "      <td>female</td>\n",
       "      <td>private</td>\n",
       "      <td>Full</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>USD 271-340</td>\n",
       "      <td>Bus</td>\n",
       "      <td>...</td>\n",
       "      <td>with friends</td>\n",
       "      <td>closest date to the exam</td>\n",
       "      <td>always</td>\n",
       "      <td>sometimes</td>\n",
       "      <td>always</td>\n",
       "      <td>not useful</td>\n",
       "      <td>above 3.49</td>\n",
       "      <td>3.00-3.49</td>\n",
       "      <td>9</td>\n",
       "      <td>CC</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>145 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     STUDENT ID Student Age     Sex Graduated high-school type  \\\n",
       "0      STUDENT1       22-25    male                      other   \n",
       "1      STUDENT2       22-25    male                      other   \n",
       "2      STUDENT3       22-25    male                      state   \n",
       "3      STUDENT4       18-21  female                    private   \n",
       "4      STUDENT5       22-25    male                    private   \n",
       "..          ...         ...     ...                        ...   \n",
       "140  STUDENT141       22-25  female                      state   \n",
       "141  STUDENT142       18-21  female                      state   \n",
       "142  STUDENT143       18-21  female                    private   \n",
       "143  STUDENT144       22-25  female                      state   \n",
       "144  STUDENT145       18-21  female                    private   \n",
       "\n",
       "    Scholarship type Additional work Regular artistic or sports activity  \\\n",
       "0                50%             Yes                                  No   \n",
       "1                50%             Yes                                  No   \n",
       "2                50%              No                                  No   \n",
       "3                50%             Yes                                  No   \n",
       "4                50%              No                                  No   \n",
       "..               ...             ...                                 ...   \n",
       "140              50%             Yes                                 Yes   \n",
       "141              75%              No                                  No   \n",
       "142              75%              No                                  No   \n",
       "143              75%             Yes                                 Yes   \n",
       "144             Full              No                                  No   \n",
       "\n",
       "    Do you have a partner Total salary if available  \\\n",
       "0                      No               USD 135-200   \n",
       "1                      No               USD 135-200   \n",
       "2                      No               USD 201-270   \n",
       "3                     Yes               USD 201-270   \n",
       "4                     Yes               USD 271-340   \n",
       "..                    ...                       ...   \n",
       "140                    No               USD 135-200   \n",
       "141                    No               USD 135-200   \n",
       "142                    No               USD 135-200   \n",
       "143                   Yes                 above 410   \n",
       "144                    No               USD 271-340   \n",
       "\n",
       "    Transportation to the university  ... Preparation to midterm exams 1  \\\n",
       "0                                Bus  ...                          alone   \n",
       "1                                Bus  ...                          alone   \n",
       "2                              Other  ...                          alone   \n",
       "3                                Bus  ...                          alone   \n",
       "4                                Bus  ...                   with friends   \n",
       "..                               ...  ...                            ...   \n",
       "140                              Bus  ...                          alone   \n",
       "141                            Other  ...                          alone   \n",
       "142                              Bus  ...                          alone   \n",
       "143                 Private car/taxi  ...                   with friends   \n",
       "144                              Bus  ...                   with friends   \n",
       "\n",
       "    Preparation to midterm exams 2 Taking notes in classes  \\\n",
       "0         closest date to the exam                  always   \n",
       "1         closest date to the exam                  always   \n",
       "2         closest date to the exam               sometimes   \n",
       "3    regularly during the semester                  always   \n",
       "4         closest date to the exam               sometimes   \n",
       "..                             ...                     ...   \n",
       "140       closest date to the exam               sometimes   \n",
       "141       closest date to the exam                  always   \n",
       "142       closest date to the exam                  always   \n",
       "143       closest date to the exam               sometimes   \n",
       "144       closest date to the exam                  always   \n",
       "\n",
       "    Listening in classes  \\\n",
       "0              sometimes   \n",
       "1              sometimes   \n",
       "2              sometimes   \n",
       "3              sometimes   \n",
       "4              sometimes   \n",
       "..                   ...   \n",
       "140                never   \n",
       "141            sometimes   \n",
       "142               always   \n",
       "143                never   \n",
       "144            sometimes   \n",
       "\n",
       "    Discussion improves my interest and success in the course Flip-classroom  \\\n",
       "0                                                never                useful   \n",
       "1                                               always                useful   \n",
       "2                                                never            not useful   \n",
       "3                                            sometimes            not useful   \n",
       "4                                            sometimes            not useful   \n",
       "..                                                 ...                   ...   \n",
       "140                                          sometimes            not useful   \n",
       "141                                          sometimes            not useful   \n",
       "142                                          sometimes            not useful   \n",
       "143                                          sometimes            not useful   \n",
       "144                                             always            not useful   \n",
       "\n",
       "    Cumulative grade point average in the last semester (/4.00)  \\\n",
       "0                                                <2.00            \n",
       "1                                            2.00-2.49            \n",
       "2                                            2.00-2.49            \n",
       "3                                            2.50-2.99            \n",
       "4                                            2.00-2.49            \n",
       "..                                                 ...            \n",
       "140                                          2.50-2.99            \n",
       "141                                         above 3.49            \n",
       "142                                          3.00-3.49            \n",
       "143                                         above 3.49            \n",
       "144                                         above 3.49            \n",
       "\n",
       "    Expected Cumulative grade point average in the graduation (/4.00)  \\\n",
       "0                                                <2.00                  \n",
       "1                                            2.50-2.99                  \n",
       "2                                            2.00-2.49                  \n",
       "3                                            2.00-2.49                  \n",
       "4                                            2.00-2.49                  \n",
       "..                                                 ...                  \n",
       "140                                          2.50-2.99                  \n",
       "141                                          2.50-2.99                  \n",
       "142                                          2.50-2.99                  \n",
       "143                                          2.50-2.99                  \n",
       "144                                          3.00-3.49                  \n",
       "\n",
       "    COURSE ID GRADE  \n",
       "0           1    DD  \n",
       "1           1    DD  \n",
       "2           1    DD  \n",
       "3           1    DD  \n",
       "4           1    DD  \n",
       "..        ...   ...  \n",
       "140         9    BB  \n",
       "141         9    BB  \n",
       "142         9    DD  \n",
       "143         9    CB  \n",
       "144         9    CC  \n",
       "\n",
       "[145 rows x 33 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "d5ed48aa-726d-4c8c-851a-be4509cc80b8",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(145, 33)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "70d91f69-124d-4687-a1d1-b978c914f25e",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize']=(7,6)\n",
    "df.drop('STUDENT ID',axis=1).nunique().sort_values().plot.barh()\n",
    "plt.title(\"Ada berapa kelas per fitur?\")\n",
    "plt.xticks(range(10))\n",
    "plt.xlabel(\"jumlah kelas/label\")\n",
    "plt.ylabel(\"fitur\")\n",
    "plt.rcParams['figure.figsize']=(6.4, 4.8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "89be321c-a926-446c-b986-b791b3d55c55",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isna().sum().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "11e5e18c-8538-42ec-8bf1-7f53df6d02c0",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Fail', 'DD', 'DC', 'CC', 'CB', 'BB', 'BA', 'AA'], dtype='object')"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "id": "835bd7a6-e6b4-41b1-b779-8f06713be057",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "'Index' object cannot be interpreted as an integer",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[125], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m [cmap(\u001b[38;5;28mfloat\u001b[39m(i)\u001b[38;5;241m/\u001b[39m\u001b[38;5;28mlen\u001b[39m(idx)) \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(idx)]\n",
      "\u001b[1;31mTypeError\u001b[0m: 'Index' object cannot be interpreted as an integer"
     ]
    }
   ],
   "source": [
    "[cmap(float(i)/len(idx)) for i in range(idx)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "id": "a3ccba89-5679-4352-8d70-cc39e2d72138",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'beberapa teks dirubah warnanya\\nsehingga lebih terlihat')"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cmap = colormaps['RdYlGn']\n",
    "fig, ax = plt.subplots()\n",
    "idx=df['GRADE'].value_counts().sort_index(ascending=False).index\n",
    "patches, texts, autotexts  = ax.pie(\n",
    "    df['GRADE'].value_counts().sort_index(ascending=False),\n",
    "    labels=idx, \n",
    "    autopct='%1.0f%%',\n",
    "    pctdistance=0.6,\n",
    "    startangle=90, \n",
    "    colors=[cmap(i/len(idx)) for i in range(len(idx))],\n",
    "    textprops={'color':\"w\"})\n",
    "[text.set_color(\"black\") for text in texts]\n",
    "[text.set_color(\"green\") for i,text in enumerate(autotexts) if i in (3,4,5)]\n",
    "plt.title(\"ratio OUTPUT Grade\")\n",
    "plt.ylabel(\"\")\n",
    "plt.xlabel(\"beberapa teks dirubah warnanya\\nsehingga lebih terlihat\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "id": "59cf8c4a-0518-4278-ad06-9b39d972b6be",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Student Age', ylabel='GRADE'>"
      ]
     },
     "execution_count": 177,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(df,x='Student Age',y='GRADE',hue='Sex',s=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 248,
   "id": "ab6913aa-c5f3-4b84-b87e-6ad2ae27c1fb",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': '<2.00 [16]'}>"
      ]
     },
     "execution_count": 248,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ax[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "id": "5f496b46-dc2b-41b4-8331-52a0f87106fd",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['STUDENT ID', 'Student Age', 'Sex', 'Graduated high-school type',\n",
       "       'Scholarship type', 'Additional work',\n",
       "       'Regular artistic or sports activity', 'Do you have a partner',\n",
       "       'Total salary if available', 'Transportation to the university',\n",
       "       'Accommodation type in Cyprus', 'Mother’s education',\n",
       "       'Father’s education ', 'Number of sisters/brothers', 'Parental status',\n",
       "       'Mother’s occupation', 'Father’s occupation', 'Weekly study hours',\n",
       "       'Reading frequency', 'Reading frequency.1',\n",
       "       'Attendance to the seminars/conferences related to the department',\n",
       "       'Impact of your projects/activities on your success',\n",
       "       'Attendance to classes', 'Preparation to midterm exams 1',\n",
       "       'Preparation to midterm exams 2', 'Taking notes in classes',\n",
       "       'Listening in classes',\n",
       "       'Discussion improves my interest and success in the course',\n",
       "       'Flip-classroom',\n",
       "       'Cumulative grade point average in the last semester (/4.00)',\n",
       "       'Expected Cumulative grade point average in the graduation (/4.00)',\n",
       "       'COURSE ID', 'GRADE'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 228,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 247,
   "id": "7e1c37d5-6c25-4dde-9dde-fed12d85a38e",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 840x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 840x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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fXUdEhefSpUtiwIABwtnZWRgaGgq5XC4qV64s+vbtKw4dOqTUt1+/fsLExETlem7cuCH8/f2FqampMDc3F926dRPR0dEqZ2DYtWuX8PLyEgYGBsLBwUHMmTNH5RX4z58/F4MHDxY2NjbCxMREtG/fXkRGRmZb59OnT8WgQYOEtbW1MDY2Fo0aNRLHjx8Xfn5+ws/PT2mdmzZtEh4eHkJfXz/bei5fviy6d+8urK2thb6+vqhQoYJo1qyZWLFihdI6Tp48KRo0aCAMDQ1FhQoVxDfffCNWrlyZ51kdVL2HqvZf1Xt3/PhxUb9+faVtz507VwAQz549U/RzdHQUbdu2zbYdVe+JKgsXLhQ+Pj7CyspK8f80aNAgERkZqdTvxo0bolu3bsLS0lLRr3///iI1NVUI8e+sDuHh4UrLHTlyRAAQR44cUbRlZGSIuXPnCjc3N6Gvry+srKxE7969xcOHD7PVt2rVKsVnyMzMTHTs2FFcv35dqU9eZ3VIS0sTgwcPFuXLlxcymUzl/2NoaKgAIDZv3pxt+axZHebOnStCQkJEpUqVhIGBgahVq5bYv3+/yv4DBw4UdnZ2Ql9fX5QvX174+PiImTNnfrRWIip+MiE+mM2biIg0JiAgAJGRkbhz546mSym1unTpgjNnziAyMlIxJ3WWyMhIODs7Y/78+RgzZoyGKiSiosJTHYiINCQ4OBi1atWCvb09kpKSsGHDBoSFhWH16tWaLq3USUtLw4ULF3D27Fns3LkTixYtyhZ6iaj0Y/AlItKQjIwMTJkyBXFxcZDJZKhatSp+/fVX9O7dW9OllTqxsbHw8fFB2bJlMWTIEAwfPlzTJRGRBvBUByIiIiKSBE5nRkRERESSwOBLRERERJLA4EtEREREksDgS0RERESSwOBLRERERJLA4EtEREREksDgS0RERESSwOBLRERERJLA4EtEREREksDgS0RERESSwOBLRERERJLA4EtEREREksDgW4LcuHED06ZNQ2RkZLbXmjRpgurVqxd/Ue+RyWSKx4IFC5RemzRpEtq1awc7OzvIZDL0799f5TqcnJyU1vP+Qy6XK/UtV66c4rVhw4YV1W4RAQA2btyIxYsXF2gdy5YtQ2hoaKHU8773x82HY2Hx4sXo3LkznJ2dIZPJ0KRJkxzXEx8fj/79+8PKygrGxsbw9vbGoUOHsvWbOHEiatWqBQsLC8jlcri4uODLL79EVFSUUr9Lly4pjeFt27YVyv4SfYyTk1OOv2cKQ3JyMqZNm4ajR48W6nojIyNzHDOHDx/GwIED4eHhARMTE9jZ2aFjx444f/58tvX0799f5e9RDw8PpX7Pnj3L9Xd3aaSn6QIo727cuIGQkBA0adIETk5Omi5HpUGDBmHw4MFwdHRUav/uu+/g5eWFDh06YM2aNTkuv3PnTqSlpSm1RUdHo0ePHujUqZNS+8GDB5Geng5vb+/C2wGiHGzcuBHXrl3DyJEj872OZcuWwcrKqkh+Ibdp0waTJ09GhQoVlNpXrFgBExMTNGvWDLt3785x+bS0NDRv3hzPnj3DkiVLYG1tjaVLl6JVq1Y4ePAg/Pz8FH2fPXuGnj17wtPTE6amprhx4wZmzpyJXbt24fr167C0tAQAuLm54fTp07hw4QKGDh1a6PtMlJOdO3eibNmyRbb+5ORkhISEAECuf0zm16RJk9C2bVu4ubkp2pYvX47ExER8/fXXqFq1Kp48eYKFCxeiQYMG2L9/P5o1a6a0DiMjIxw+fDhb2/tMTU1x+vRpxMbGonPnzoW+H9qIwZfyTAiB1NTUbAPnfZUqVUKDBg2ytb98+RI6Ou++YPj1119zXL5WrVrZ2vbv3w8AGDx4sFJ73bp181Q3kRSUL19e5di7ceOGYuzl9q3Q6tWrce3aNZw6dUrxx2TTpk1Rs2ZNjB07Fn///bei79KlS5WWbdKkCZydndGmTRv873//w8CBAwEAxsbGaNCgAVJTUwu8f0R5kZKSAiMjI5W/S0oSV1fXbON56dKlsLa2Vmpr1aoVKleujFmzZmULvjo6Oip/JrxPV1cXDRo0UPlNcmnFUx20xIkTJ9C8eXOYmprC2NgYPj4+2LNnj+L10NBQdOvWDcC7X0ZZX0t8+LVpeHg4fH19YWxsDBcXF8yZMweZmZlKfV68eIExY8bA2dkZBgYGsLOzw8iRI/H69Wulfllfm65YsQKenp4wNDTEL7/8kq/9y/rFqy4hBNauXQsXF5dsg5qosDx58gRffvkl7O3tYWhoiPLly6Nhw4Y4ePAggHfBbs+ePYiKilL6WjBLSEgI6tevDwsLC5QtWxa1a9fG6tWrIYRQ9HFycsL169dx7NgxxfLvf3OT13GprryOvZ07d8Ld3V3pGxQ9PT307t0bZ8+eRUxMTK7Lly9fXrEMUX5NmzYNMpkMFy9eROfOnVG2bFmYmZmhd+/eePLkiVJfJycntGvXDjt27ECtWrUgl8sVR2HfP9XhyZMnMDAwwOTJk7Nt79atW5DJZPj+++8VfYOCglC1alWUKVMG1tbWaNasGY4fP65YJjIyUvF5DwkJUYzn97/JuXv3Lnr16gVra2sYGhrC09Mz2x+M6vow9AJAmTJlULVqVTx8+LBA65YS/oTSAseOHYO/vz+8vLywevVqGBoaYtmyZWjfvj02bdqEHj16oG3btpg1axYmTJiApUuXonbt2gDe/VWYJS4uDl988QVGjx6NqVOnYufOnRg/fjxsbW3Rt29fAO++nvHz88OjR48wYcIEeHl54fr165gyZQquXr2KgwcPKv1C//3333H8+HFMmTIFFSpUUDnwitLBgwcRFRWFmTNnKtVFVJj69OmDCxcu4Ntvv4WbmxuePXuGCxcuIDExEcC7UxS+/PJLREREYOfOndmWj4yMxJAhQ+Dg4AAAOHPmDIYPH46YmBhMmTIFwLtg2bVrV5iZmWHZsmUAAENDQwDqj8uicO3aNfj6+mZr9/LyAgBcv34ddnZ2Sq+lp6fj7du3uHXrFkaOHAk3NzfJfF1KRatTp07o3r07AgMDcf36dUyePBk3btzA33//DX19fUW/Cxcu4ObNm5g0aRKcnZ1hYmKSbV3ly5dHu3bt8MsvvyAkJETpj8G1a9fCwMAAX3zxBQAgKSkJADB16lRUqFABr169ws6dO9GkSRMcOnQITZo0QcWKFbFv3z60atVKcXpf1naAd9+y+Pj4wMHBAQsXLkSFChWwf/9+jBgxAgkJCZg6dWqhvU/Pnz/HhQsXVB4YSklJQYUKFfDkyRNUrFgRn332GaZPnw4LC4tC236JJEjjGjRoIKytrcXLly8Vbenp6aJ69eqiUqVKIjMzUwghxNatWwUAceTIkWzr8PPzEwDE33//rdRetWpV0bJlS8Xz2bNnCx0dHREeHq7Ub9u2bQKA2Lt3r6INgDAzMxNJSUl52g8AYurUqR/tZ2JiIvr165endfbo0UPo6uqKR48e5brdoUOH5ml9RKqUKVNGjBw5Mtc+bdu2FY6Ojh9dV0ZGhnj79q2YPn26sLS0VIxfIYSoVq2a8PPzy7aMOuNSFUdHxzyNqZy2L4QQ+vr6YsiQIdnaT506JQCIjRs3KrXHxsYKAIpH/fr1RUxMjMp1HzlyRAAQW7du/WiNJG1Tp04VAMSoUaOU2jds2CAAiPXr1yvaHB0dha6urrh9+3a29Xw4Jnbt2iUAiAMHDija0tPTha2trejSpUuO9aSnp4u3b9+K5s2bi06dOinanzx5kuPvvJYtW4pKlSqJ58+fK7UPGzZMyOXyXH+nPnjwQAAQa9euzbHP+7744guhp6cnzp07p9S+aNEisWjRInHgwAFx4MABMXHiRGFsbCw8PDyUssaH250/f36etluS8VQHDXv9+jX+/vtvdO3aFWXKlFG06+rqok+fPnj06BFu376dp3VVqFAB9erVU2rz8vJSutL6jz/+QPXq1fHJJ58gPT1d8WjZsiVkMlm2K1SbNWsGc3Pz/O9gASQlJeH3339Hq1atsh1pIipM9erVQ2hoKGbOnIkzZ87g7du3ai1/+PBhtGjRAmZmZtDV1YW+vj6mTJmCxMRExMfHf3R5dcdlUcntqPKHr1lZWSE8PBwnTpzAzz//jKSkJDRt2hSxsbFFXSZJQNYR2Czdu3eHnp4ejhw5otTu5eWldAFYTlq3bo0KFSpg7dq1irb9+/fj8ePHinPSs6xYsQK1a9eGXC6Hnp4e9PX1cejQIdy8efOj20lNTcWhQ4fQqVMnGBsbK43nNm3aIDU1FWfOnPnoevJi8uTJ2LBhA7777jvUqVNH6bVRo0Zh1KhR8Pf3h7+/P2bOnIl169bh1q1b+Pnnnwtl+yUVg6+GPX36FEIIVKxYMdtrtra2AKD4uvVjsq6kfp+hoSFSUlIUz//55x9cuXIF+vr6Sg9TU1MIIZCQkKC0vKq6isv69euRlpaW7aI2osK2ZcsW9OvXD6tWrYK3tzcsLCzQt29fxMXFfXTZs2fPIiAgAADw888/4+TJkwgPD8fEiRMBQGn85UTdcVkULC0tVf6syfrq98OvR/X09FC3bl00bNgQgwcPxuHDh3H//n3MmTOnyGul0u/D2Un09PRUfkbz+jtKT08Pffr0wc6dO/Hs2TMA766dqVixIlq2bKnot2jRInz11VeoX78+tm/fjjNnziA8PBytWrXK01hOTExEeno6fvjhh2zjuU2bNgBQKOM5JCQEM2fOxLfffpvn6Tw7deoEExOTQgveJRXP8dUwc3Nz6OjoqDxK8vjxYwDvjqwUFisrKxgZGeU4pdiH29LkebWrV6+GjY0N2rVrp7EaSBqsrKywePFiLF68GNHR0di1axfGjRuH+Ph47Nu3L9dlN2/eDH19ffzxxx9Kc03//vvvam1fnXFZFGrUqIGrV69ma89q+9g84ZUqVYKtrS3u3LlTJPWRtMTFxSl905eeno7ExMRsB3jU+R01YMAAzJ8/H5s3b0aPHj2wa9cujBw5Erq6uoo+69evR5MmTbB8+XKlZV++fJmnbZibmyu+sc1pCj9nZ+c816xKSEgIpk2bhmnTpmHChAlqLSuEyPfF5qUFg6+GmZiYoH79+tixYwcWLFigmCosMzMT69evR6VKlRRf42RdCJOXvzpz0q5dO8yaNQuWlpYFHnxF6dy5c7hy5QrGjh3Lq8SpWDk4OGDYsGE4dOgQTp48qWj/8NuTLDKZDHp6ekq/PFNSUlRO25fTOrRhXHbq1AlBQUH4+++/Ub9+fQDvwsb69etRv359xTdQObl37x4ePXqEDh06FEe5VMpt2LBB6ev73377Denp6QWaM9fT0xP169fH2rVrkZGRgbS0NAwYMECpj0wmU/yuzXLlyhWcPn0a9vb2iracfh8bGxujadOmuHjxIry8vGBgYJDvelWZMWMGpk2bhkmTJql9kdy2bduQnJz80SnOSjsmCi0we/Zs+Pv7o2nTphgzZgwMDAywbNkyXLt2DZs2bVL8RZt1xGXlypUwNTWFXC6Hs7OzylMccjJy5Ehs374djRs3xqhRo+Dl5YXMzExER0fjwIEDGD16tOKXXmE6duyYYiqajIwMREVFKe5I4+fnp7gaNsvq1asBvLshBlFRev78OZo2bYpevXrBw8MDpqamCA8Px759+5RmKKhRowZ27NiB5cuXo06dOtDR0UHdunXRtm1bLFq0CL169cKXX36JxMRELFiwINsvz6x1bN68GVu2bIGLiwvkcjlq1KhRpOPy3Llzijk6X7x4ASGEYux9+umnipvNDBw4EEuXLkW3bt0wZ84cWFtbY9myZbh9+7ZiWjfgXQgYNWoUunbtChcXF+jo6ODq1av47rvvYGlpiTFjxuSrTqL37dixA3p6evD391fM6lCzZk107969QOsdOHAghgwZgsePH8PHxwfu7u5Kr7dr1w4zZszA1KlT4efnh9u3b2P69OlwdnZGenq6op+pqSkcHR3xv//9D82bN4eFhQWsrKzg5OSEJUuWoFGjRvD19cVXX30FJycnvHz5Evfu3cPu3buz3VQirxYuXIgpU6agVatWaNu2bbZTFrICbVRUFHr16oXPP/8clStXhkwmw7Fjx7B48WJUq1aNpw9q9NI6Ujh+/Lho1qyZMDExEUZGRqJBgwZi9+7d2fotXrxYODs7C11dXaUrP/38/ES1atWy9e/Xr1+2K9FfvXolJk2aJNzd3YWBgYEwMzMTNWrUEKNGjRJxcXGKflBztgTkMqtD1qwTqh4fzlKRnJwszMzMROPGjfO8Xc7qQPmVmpoqAgMDhZeXlyhbtqwwMjIS7u7uYurUqeL169eKfklJSaJr166iXLlyQiaTifd/fK5Zs0a4u7sLQ0ND4eLiImbPni1Wr14tAIgHDx4o+kVGRoqAgABhamoqACiNzbyOS1Vym9WhX79+OY69D68cj4uLE3379hUWFhZCLpeLBg0aiLCwsGx9evfuLVxdXYWxsbEwMDAQLi4uIjAwUERHR6usgbM6UF5lzepw/vx50b59e1GmTBlhamoqevbsKf755x+lvo6OjqJt27Yq15PTmHj+/LkwMjISAMTPP/+c7fW0tDQxZswYYWdnJ+Ryuahdu7b4/fffVf4uPXjwoKhVq5YwNDQUAJS29+DBAzFw4EBhZ2cn9PX1Rfny5YWPj4+YOXNmrvuf26wOuf0eff/nUVJSkujUqZNwcnISRkZGwsDAQFSpUkWMHTtWPHv2LNftSmFWB5kQ782wTlQAMpkMkydPxpQpU6Crq1vk5wdnZGRACAF9fX0MHToUP/74Y5Fuj0hbOTk5wc/PD6tXr4aOjo5WncOXnp6OY8eOoUWLFti6dSu6du2q6ZJIi02bNg0hISF48uRJsZzbrm0iIyPh7OyM1atXo2/fvsXyuzQ9PR1RUVGoXLky5s+fX+q/tdGen45UKsyYMQP6+vpYuHBhkW/L0tJSaSJzIilbt24d9PX1MWLECE2XonDp0iXo6+ujRYsWmi6FqEQZNGgQ9PX1sX379iLdzrNnz6Cvr4/KlSsX6Xa0Cc/xpUITHh6u+Pf7FwEUlaNHjyrOuSruO8oRaZPdu3cjLS0NgHaNBXd3d6WfC+/faZKIsrO1tS3WMZN1TUOW4vjdrWlqn+rw119/Yf78+Th//jxiY2Oxc+dOfPbZZ7kuc+zYMQQHB+P69euwtbXF2LFjERgYWJC6iYiIiIjUovapDq9fv0bNmjXzfD7lgwcP0KZNG/j6+uLixYuYMGECRowYUeSH74mIiIiI3legi9tkMtlHj/j+97//xa5du5Ru9RcYGIjLly/j9OnT+d00EREREZFaivzittOnTytu55mlZcuWOHfuHN6+fVvUmyciIiIiAlAMF7fFxcXBxsZGqc3Gxgbp6elISEhQeZ/ttLQ0xYUawLu7mCUlJcHS0lKjt9AlKm5CCLx8+RK2trYan6KK45LoHW0ZlxyTRP/K67gsllkdPhyAWWdX5DQwZ8+ejZCQkCKvi6ikePjwISpVqqTRGjguiZRpelxyTBJl97FxWeTn+DZu3Bi1atXCkiVLFG07d+5E9+7dkZycrHIe1g//in3+/DkcHBwwo0l9VC1vkd9yKZ+ORz7G4vDLmNGwDqraas9USVJw40kSJh/9G8+ePYOZmZlGa8lpXH5VuzqcLcpqsDLpufj4CTbduIuvHD5BZQvpTfKvaREvn2JZxHmNj8ucxmSQax24mpprrC6pupeUgOXRl9CzahXUsi2v6XIk50HSCyy/cO2j47LIj/h6e3tj9+7dSm0HDhxA3bp1c7z5gKGhocr73FctbwFvu+ynRlDRevzyNQCgmpUFGvD91wht+Noyp3HZwtWe47KYGenpYdONu3A1KQevchU0XY5kaXpc5jQmXU3N+bnQAJH2bl55H4eK6OIhnRtCaIvTMbFYfuHaR8el2icnvXr1CpcuXcKlS5cAvJuu7NKlS4iOjgYAjB8/Hn379lX0DwwMRFRUFIKDg3Hz5k2sWbMGq1evLvW3xCMiIiIi7aL2Ed9z586hadOmiufBwcEAgH79+iE0NBSxsbGKEAwAzs7O2Lt3L0aNGoWlS5fC1tYW33//Pbp06VII5RMRERER5Y3awbdJkybI7bTg0NDQbG1+fn64cOGCupsiIiIiIio0xTKrAxERERF9nACQaWgEYWAAoQXXd2gDmRCQvXkDnbQUFPQdYfAlIiIi0gIZRiZ4+Ul9pFesBJmODlDgmFdaCIjMTOjFPoTppbPQTXmd7zUx+BIRERFpmNDRwbOmbWBgVR7WpqbQ12Xw/ZfA24xMJJYpg2fmVrDYtx2yzMx8rYnBl4iIiEjDMkxMAWMT2JiZwUif8exDcj1AT8cMD5OTkWFcBnqvXuRrPZq9ByoRERER/f/5vDKNzw+tzWT//x6JAtwqnMGXiIiIiCSBwZeIiIiIJIHBl4iIiKiEi4t/guCpIfD0bYKyVdxhX7sumnbuhpW/bkBySgoAwM2nEQwdnGHo4AyzKh6o0bQ5Fq74SeX9GU6fOw8jJ1e069Mv22uRDx8p1mPo4AxLz+r4pHkARkyajLsPHij1Xbd1m1LfrEfZKu5F80Z8BM+eJiIiIirB7kdFo2nnrjAzK4sZY8egmocHMjLScff+A4T+thUVbazRPsAfADB19CgM7NkTqWlpOHziBIZPnIyyZUzxn969lNb5y2+/Iah/P6zdvAXRMTFwsLPLtt0/N65HVTc3JKek4NrtW1i6JhSftmyDHWtWoVmjhop+ZU1NcfXIIaVlNXUqM4MvERERUQk2YtJk6Onp4fQfu2BibKxor+7hgU5tWisd0S1jUgYVrMsDAAb2/Bwrf92Ag8ePKwXf18nJ2PbHXpzc/Tv+efIEv27djokjR2TbrqW5uWJdLo4OaNeiBVr1/AKBY/+Lm8ePQVdXF8C7kJvVT9N4qgMRERFRCZX49CkO/nUcgX37KIXe96maKUIIgWOnz+DWvXvQ11M+Drp19x9wc3GBu6srenb6DL9s3arydIgP6ejoYOjAAYh6FIMLV6/mb4eKGIMvERERUQkVERkJIQTcXF2U2m1r1oaFRzVYeFTDhFlzFO0T58yFhUc1mFZ2R0CPnhBCYOiA/krLhm7+DT07fQYAaNnED69fJ+PwiZN5qsfd1RUAEPXwkaLt+YuXilqyHm2+6JOPvS04nupAREREVNJ9cFT3xK7fkSky0X/ESKS9eaNoDx7yH/Tp1hUJiUmYOn8Bmvh4w7tuHcXrtyMiEH75MrasXA4A0NPTQ9f2bfHLb1vR3LfRR8vIOjL8/lFm0zJlcGbvbqV+RnK5+vtYCBh8iYiIiEooVycnyGQy3LkXAbT8t93F0QFA9oBpaW6Byk5OqOzkhM0rlqNq4yaoV6uWItSGbv4N6enpcK7nrVhGCAF9fT08ffYc5uXMcq3n9r17AAAne3tFm46ODJWdnAqym4WGpzoQERERlVCW5uZo7tsIy39Zh9fJyWota17ODEH9+2Hct7MghEB6ejo27NiBuZMnInzfHsXj3P69cLCzw6bff891fZmZmVi6NhRO9vb4pHq1AuxV0eERXyIiIqIS7PuZM9C0S1d4t+uAySNHorqnB3R0ZDh/+QpuR0SgVo3qOS4b2K8PFixfgZ17/4Sunh6ePn+BAT26w6xsWaV+ndu0RuiWd1OcZUl8+hRx8U+QnJKC67dv48c1axF+6TJ+D12jmNEBAIR4N8/wh6ytLKFTgNsP5weDLxEREVEJ5urkiL/37sHcpUsxae48xMTFwdDAAJ5VKmPkl/9BYN+cLyQrb2mJXp07YcZ3S+BkXwnNGjXMFnoBoFPr1pj74zJcvHoN5uXKAQBa9+oNADA2MoKDnR38fBpg6ZxZ2U5rePHyJRzr1su2zqhzZ4t9mjMGXyIiIqISrqKNNRZPD8Hi6SE59rlz6oTK9uVzZ390/bVqVEda9L93ZXv/37np260r+nbrmqe+xYHn+BIRERGRJDD4EhEREZEkMPgSERERkSQw+BIRERGRJDD4EhEREZEkMPgSERERkSQw+BIRERGRJDD4EhEREZEkMPgSERERkSTwzm1EREREWio6JgaJSU+LbXuWFuZwsLMrlm2t27oNY0KmI/7aFQDAjEWLsevAAYTv21tk22TwJSIiItJC0TEx8GrSAilpqcW2TSNDOa4cPahW+B0cPAa/btuerf36X0dQ2ckpx+W6tW+HVk2bqF9kATD4EhEREWmhxKSnSElLxX8r14ODkWmRby865SXm3juLxKSnah/1DWjih58XzFdqK29pkesyRnI5jORytessCAZfIiIiIi3mYGSKKmXMNV1GrgwNDFDBurxS2+KfV2Hdb9vwIDoaFuXKoU2L5pg9YRzKmJgAyH6qQ3HgxW1EREREVOh0ZDpYFDIVF8L2Y9WiBTh66hTGz5qj0Zp4xJeIiIiICmTvocOw8KimeN6yiR82rVimeO7sYI9po4MxfOJk/PDtDE2UCIDBl4iIiIgKyM+7AX6YNVPx3MTIGEdPncbcH5fi1t17ePHqFdLT05GalobXyckwMTbWSJ081YGIiIiICsTE2BiVnZwUjzdv36BjvwGo5u6OzT8tx+k9u7Bk5nQAwNu36Rqrk0d8iYiIiKhQXbhyFekZGZg3eSJ0dN4dZ93+xx4NV8UjvkRERERUyFwcHZGeno6la3/B/ahobNi+Az+v36jpsnjEl4iIiEibRae8LHHbqVmtKuZNmYSFy1dg8tx5aFS/Hmb89xsMHDW60LaRHwy+RERERFrI0sIcRoZyzL13tti2aWQoh6WFenMGr1q0QGX714MH4evBg5TavujSWfHvvt26om+3rornk4NHYnLwSLW2rS4GXyIiIiIt5GBnhytHDyIx6WmxbdPSwlztu7aVJAy+RERERFrKwc6uVAfR4saL24iIiIhIEhh8iYiIiEgSGHyJiIiISBIYfImIiIhIEnhxGxERUSlyLykBIk1zt4SVqojnCZougfKAwZeIiKgUWR59SdMlSJYMgLGMX6ZrMwZfIiKiUmTkpzXhammm6TIk51xMPH65egvmBvqaLoVyweBLRERUivg62cLbrqKmy5CkX67eKvR1RsfE8AYWhYjBl4iIiEgLRcfEoGbTFkhOTS22bRrL5bh85KBa4Xdw8Bj8um07AEBPTw8W5cxQ3cMDPTp2QN9uXaGj8+70DzefRoh6FAMAkBsawqa8FerWrIn/9P4CTRv6FP7OqMDgS0RERKSFEpOeIjk1Fd8390YV86I/feXu0+cYceg0EpOeqn3UN6CJH35eMB8ZmRmIf5KAA8eOYfS06dix90/sWP0z9PTeRc6po0dhYM+eePP2DaIePcLGHb+jda/emDYmGOOGDyuK3VLC4EtEVELxKnLNiHj9TNMlkMRUMTdDjfIWmi4jV4YGBqhgXR4AYFehAmrVqI56tWqhVc8vsG7rNgzs+TkAoIxJGUU/Bzs7+Navj4rW1ghZ+B06tWkNd1fXIq2TwZeIqIR5m5EJGYDlj68BjzVdDRGRak0b+sCrqid+37dfEXxVGTZoAGZ9/wN2HwiD+1cMvkRE9B59XR0IAF/Xro7K1tp9FKg0ikh8jsXhlzVdBlGJ4O7qiqs3c7/oz6JcOVhbWSrO/y1KDL5ERCWUn31FNHC213QZknM6JpbBlyiPhBCQyWR57Ff09TD4ElGB3HgcD9kb3iWqON2LT9J0CUREeXLr3j042ef+B3ri06d4kpj00X6FgcGXiApk8snzmi5BsjIzMzVdAhFRjo6cPIVrt25jxOBBufb7cc1a6OjooEPLgCKvicGXiApkXOdG8LSz0nQZknLy1kOsDDuvmBuTiEjT0t68QVz8E6XpzOYtXY42zZuhd5fOin6vXr9CXPwTvE1/i8iHD7Fxx+9Yu3kLZv53LCo7ORV5nQy+RFQg/l4u8K3qqOkyJGdlGI+0E0nF3afPtX47B44eg2PdetDT04O5mRlqeHpgUchU9OnaRemP9JCF3yFk4XcwMDBAhfJWqFerFvZt2oAmPt6FsQsfxeBLREREpIUsLcxhLJdjxKHTxbZNY7kclhbmai2zatECrFq04KP97pw6kd+yCg2DLxEREZEWcrCzw+UjB5GY9LTYtmlpYa72XdtKEgZfIiIiIi3lYGdXqoNoceOVEUREREQkCfkKvsuWLYOzszPkcjnq1KmD48eP59p/w4YNqFmzJoyNjVGxYkUMGDAAiYmJ+SqYiIiIiCg/1A6+W7ZswciRIzFx4kRcvHgRvr6+aN26NaKjo1X2P3HiBPr27YtBgwbh+vXr2Lp1K8LDwzF48OACF09ERERElFdqB99FixZh0KBBGDx4MDw9PbF48WLY29tj+fLlKvufOXMGTk5OGDFiBJydndGoUSMMGTIE586dK3DxRERERER5pVbwffPmDc6fP4+AAOU7awQEBODUqVMql/Hx8cGjR4+wd+9eCCHwzz//YNu2bWjbtm3+qyYiIiIiUpNaszokJCQgIyMDNjY2Su02NjaIi4tTuYyPjw82bNiAHj16IDU1Fenp6ejQoQN++OGHHLeTlpaGtLQ0xfMXL16oUyYRFQGOSyLtwjFJpL58Xdwmk8mUngshsrVluXHjBkaMGIEpU6bg/Pnz2LdvHx48eIDAwMAc1z979myYmZkpHvb29vkpk4gKEcclkXbhmCRSn1pHfK2srKCrq5vt6G58fHy2o8BZZs+ejYYNG+Kbb74BAHh5ecHExAS+vr6YOXMmKlasmG2Z8ePHIzg4WPH8xYsXHNBEGsZxSaRdOCalITomhjewKERqBV8DAwPUqVMHYWFh6NSpk6I9LCwMHTt2VLlMcnIy9PSUN6Orqwvg3ZFiVQwNDWFoaKhOaURUxDguibQLx2TpFx0Tg5pNWyA5NbXYtmksl+PykYNqhd/BwWPw67btAAA9PT1YlDNDdQ8P9OjYAX27dYWOzr8nGFy6dh1zf1yKE2fP4vnLl7C3tUXj+vUxKvBLuLm4FPr+fEjtO7cFBwejT58+qFu3Lry9vbFy5UpER0crTl0YP348YmJisG7dOgBA+/bt8Z///AfLly9Hy5YtERsbi5EjR6JevXqwtbUt3L0hIiIiKiUSk54iOTUVoYFt4WFnWeTbuxWTiP4r9iAx6anaR30Dmvjh5wXzkZGZgfgnCThw7BhGT5uOHXv/xI7VP0NPTw97Dh7C54FB8G/si9Ali+Hi6IgniQnYvmcvQhYswoZlPxbRnv1L7eDbo0cPJCYmYvr06YiNjUX16tWxd+9eODo6AgBiY2OV5vTt378/Xr58iR9//BGjR49GuXLl0KxZM8ydO7fw9oKIiIiolPKws0QtJ9WnlGoLQwMDVLAuDwCwq1ABtWpUR71atdCq5xdYt3UbPv+sI74cMxatmjbB1p9/Uizn7GCPerVq4dnz4rk4U+3gCwBBQUEICgpS+VpoaGi2tuHDh2P48OH52RQRERERlUBNG/rAq6onft+3H5bm5khISsLowCEq+5YzK1ssNeVrVgciIiIioo9xd3VF1MNHuPvggeK5JjH4EhEREVGRUEx5q3o+g2LH4EtEREREReLWvXtwsrdHFRdnAMDtiAiN1sPgS0RERESF7sjJU7h26zY6tWmFFo19YWVhgYUrflLZV6svbiMiIiIiypL25g3i4p8oTWc2b+lytGneDL27dIauri6Wz5uNXl8NQ+eBgzF0QH+4OjkhMSkJ2/7Yg4ePH2P90h+KvE4GXyIiIiItdismUeu3c+DoMTjWrQc9PT2Ym5mhhqcHFoVMRZ+uXRQ3sOgQEIBjO7Zh3rLl6DdiJF68eolKFW3RxMcb074ZXVi7kSsGXyIiIiItZGlhDmO5HP1X7Cm2bRrL5bC0MFdrmVWLFmDVogV56lunphe2/LQ8P6UVCgZfIiIiIi3kYGeHy0cOIjHpabFt09LCXO27tpUkDL5EREREWsrBzq5UB9HixlkdiIiIiEgSGHyJiIiISBIYfImIiIhIEhh8iYiIiEgSGHyJiIiISBIYfImIiIhIEhh8iYiIiEgSOI8vERERkZaKjonhDSwKEYMvERERkRaKjolBzWYtkJySWmzbNDaS4/Lhg2qH37j4J5jz44/489ARPP7nH1hbWsKrqieGDxqIZo0aAgAuXbuOuT8uxYmzZ/H85UvY29qicf36GBX4JdxcXIpid7Jh8CUiIiLSQolJT5Gckop18wbAw6VikW/v1v1Y9B27FolJT9UKvpEPH6Fp564wK1sWsyeMQ3VPD6S/TceBv/7C15On4OqRQ9hz8BA+DwyCf2NfhC5ZDBdHRzxJTMD2PXsRsmARNiz7sQj37F8MvkRERERazMOlImpXc9B0GTkaMWkyZDIZTu7+HSbGxor2qu5u6N+9O5JTUvDlmLFo1bQJtv78k+J1Zwd71KtVC8+evyi2WnlxGxERERHlS9KzZzhw9BgC+/ZRCr1ZypmVRdixv5CQlITRgUNUrqOcWdmiLlOBwZeIiIiI8iUiMhJCCLhXds2xz90HDwAA7q459ykuDL5ERERElC9CiHf/kMly6VQ8teQFgy8RERER5UtlZ2fIZDLcvnsvxz5VXJwBALcjIoqrrBwx+BIRERFRvliUKwd/v8ZYse5XvE5Ozvb6s+cv0KKxL6wsLLBwxU8q1gBe3EZEREREJcP3M2cgIyMDDdt/hp17/8TdBw9w8+49/LhmLRp36gwTY2Msnzcbfx4+gs4DB+PQ8ROIfPgI5y9fwfhvZ2PYhInFViunMyMiIiLSYrfux2r1dpwd7HFm7x+Y8+OP+O/MbxEb/wTlLSxQq0Z1/PDtTABAh4AAHNuxDfOWLUe/ESPx4tVLVKpoiyY+3pj2zejC3I1cMfgSERERaSFLC3MYG8nRd+zaYtumsZEclhbmai9X0cYaS2ZMx5IZ03PsU6emF7b8tLwg5RUYgy8RERGRFnKws8PlwweRmPS02LZpaWGu9u2KSxIGXyIiIiIt5WBnV6qDaHHjxW1EREREJAkMvkREREQkCTzVgYgK5MqDx5Blpmu6DEm5/egfTZdARFQiMfgSUYGM+uWgpkuQrMzMTE2XQERUojD4ElGBTBzaHp6VK2q6DEk5ee4ulm84Ah0dnq1GRKQOBl8iKhB/32poXM9D02VIzvINRzRdAhFRicPDBUREREQkCTziS0RERKSlomNieAOLQsTgS0RERKSFomNiULOZP5JTUoptm8ZGRrh8OEzt8BsX/wRzfvwRfx46gsf//ANrS0t4VfXE8EED0axRQ7j5NELUoxgAgI6ODmysrNCyaRPMmTgB5uXMimBPVGPwJSIiItJCiUlPkZySgnVrpsLDw6nIt3frViT6DgxBYtJTtYJv5MNHaNq5K8zKlsXsCeNQ3dMD6W/TceCvv/D15Cm4euQQAGDq6FEY2LMnMjIzcPf+AwSNm4DgqdOwdsl3RbVL2TD4EhEREWkxDw8n1K7lrukycjRi0mTIZDKc3P07TIyNFe1V3d3Qv3t3xfMyJmVQwbo8AMCuQgX07tIJv+36o1hr5cVtRERERJQvSc+e4cDRYwjs20cp9GYpZ1ZW5XIxcXHYe+gw6tX6pIgrVMYjvpRnN+OfaLoEybmRkKTpEoiIiHIUERkJIQTcK7t+tO/EOXMxbcFCZGRkIDUtDfVqfYJ5kycVQ5X/YvCljzKW6UAGYOLpS5ouhYiIiLSIEOLdP2Syj/YNHvIf9OnWFUIIPHociynz5uOz/gNxaNsW6OrqFnGl7zD40keZG+hDAPjSvw4aethruhxJuRmTgDk7Tmi6DCIiIpUqOztDJpPh9t17QMuAXPtamlugspMTAKCKszMWTJ2Cxp91xtFTp9Hct1ExVMvgS2po6GGPnr41NF2GpBy/EcXgS0REWsuiXDn4+zXGinW/YujA/tnO8332/EWO5/nq6r671CwlNbXI68zCi9uIiIiIKN++nzkDGRkZaNj+M+zc+yfuPniAm3fv4cc1a9G4U2dFv1evXyEu/gli/4lH+KVLGP/tbFhZWMC7bp1iq5VHfImIiIi02K1bkVq9HWcHe5zZ+wfm/Pgj/jvzW8TGP0F5CwvUqlEdP3w7U9EvZOF3CFn4bs7e8paWqFPTC3s3/ApLc/PCKD9PGHyJiIiItJClhTmMjYzQd2BIsW3T2MgIlhbqB9GKNtZYMmM6lsyYrvL1O6e047Q9Bl8iIiIiLeRgZ4fLh8OQmPS02LZpaWGu9u2KSxIGXyIiIiIt5WBnV6qDaHHjxW1EREREJAkMvkREREQkCSXqVIcbj+Mhe5Ou6TIkh7cqJiIiypv8/s7Us0yFbXo6Ut68QUZG8dzFrKR5k5GBtPR0XH4Uh/RE5ff5RkJSntZRooLv5JPnNV2CZMkAGBvwCwIiIiJVjGU6kAGYePpSvpZ3dHTEim59IF6+LtS6SpuElFQMP3QSUVFR+Vq+RAXfcZ0bwdPOStNlSM7JWw+xMuw8LE3kmi6FiIhIK5kb6EMA+NK/Dhp62Ku9vEFZS1iaGsHOwhT6ejziq8rb9AyItNeY07sF3rxIVHrtZkxCnu50WqKCr7+XC3yrOmq6DElaGcaj7URERB/T0MMePX1rqL1cqn4ZPDQ0gJmxHHKDEhXPik3qm3Q8NTRA27pukL99pfTa8RtReQq+/O6aiIiIiCSBf1IQERERaanoRzFISMzbhVuFwcrSAg6VSu+8wQy+RERERFoo+lEMqnn7ITk5tdi2aWwsx/XTx9QKvwOGjsK6zVsVzy3My6FurZqYO20ivKpVBQDoWlZSvK6rqwvbCjbo0qEtZk0eB0NDw8LbgY9g8CUiIiLSQgmJSUhOTsW8ZYPg4lahyLd3/04cxgatRkJiktpHfVs2b4I1PywCAMTFP8HkWfPQoWd/RF45q+iz+odFaNW8Cd6mp+PytRsYNDwYJsbGmD7hm0Ldj9ww+BIRERFpMRe3Cqjmpd0X9xsaGKKCjTUAoIKNNcaOCEKTdl3wJCER5a0sAQDlzMoq+tjb2aJ9K39cuHK1WOvkxW1EREREVGhevXqNjdt2orKLEywtzFX2uXPvPo6eOI36dWoVa235Cr7Lli2Ds7Mz5HI56tSpg+PHj+faPy0tDRMnToSjoyMMDQ3h6uqKNWvW5KtgIiIiItIuew4cRFkHN5R1cIOZozt2/xmGTauWQ0fn36j5xZdDUdbBDca2rvCs3xhVPdwwbuSwYq1T7eC7ZcsWjBw5EhMnTsTFixfh6+uL1q1bIzo6OsdlunfvjkOHDmH16tW4ffs2Nm3aBA8PjwIVTkRERETaoUkjH1w4uh8Xju7H6QO74d+0Mdr26IOoh48UfRbOnIYLR/fj4rED2LXpF9y9dx99v/q6WOtU+xzfRYsWYdCgQRg8eDAAYPHixdi/fz+WL1+O2bNnZ+u/b98+HDt2DPfv34eFhQUAwMnJqWBVExEREZHWMDE2RmUXZ8XzOp94wdzZE6vWbcSMiWMBABWsyyv6uFdxxctXr/DFf4ZixoRvlJYtSmod8X3z5g3Onz+PgIAApfaAgACcOnVK5TK7du1C3bp1MW/ePNjZ2cHNzQ1jxoxBSkpK/qsmIiIiIq0lk8mgI9NBSmrOU7Hp6r67NXNufQqbWkd8ExISkJGRARsbG6V2GxsbxMXFqVzm/v37OHHiBORyOXbu3ImEhAQEBQUhKSkpx/N809LSkJaWpnj+4sULdcokoiLAcUmkXTgmSZukvUlD3D/xAICnz55j6apQvHr9Gu1atlD0efb8BeL+iUdmZibu3n+AmfO/g5urCzzdqhRbnfmazkwmkyk9F0Jka8uSmZkJmUyGDRs2wMzMDMC70yW6du2KpUuXwsjIKNsys2fPRkhISH5KI6IiwnFJpF04JqXj/h3VBxe1aTv7Dx2FXdXaAADTMmXgUcUVW9asQJNGPoo+g4YHA3iXIytYW8PXpz6+nfRf6OkV3+y6am3JysoKurq62Y7uxsfHZzsKnKVixYqws7NThF4A8PT0hBACjx49QpUq2VP++PHjERwcrHj+4sUL2Nvbq1MqERUyjksi7cIxWfpZWVrA2FiOsUGri22bxsZyWFlaqLXM2qXfYe3S73Ltk5H4KNfXi4tawdfAwAB16tRBWFgYOnXqpGgPCwtDx44dVS7TsGFDbN26Fa9evUKZMmUAAHfu3IGOjg4qVaqkchlDQ8NivX0dEX0cxyWRduGYLP0cKtnh+uljSEhMKrZtWllaqH3XtpJE7WPLwcHB6NOnD+rWrQtvb2+sXLkS0dHRCAwMBPDuL9CYmBisW7cOANCrVy/MmDEDAwYMQEhICBISEvDNN99g4MCBKk9zICIiIqJ3HCrZleogWtzUDr49evRAYmIipk+fjtjYWFSvXh179+6Fo+O7W+nFxsYqzelbpkwZhIWFYfjw4ahbty4sLS3RvXt3zJw5s/D2goiIiIjoI/J1NnFQUBCCgoJUvhYaGpqtzcPDA2FhYfnZFBERERFRoSi+y+iIiKhQ3Yx/oukSJOlGQvGdb0lEhYvBl4iohHnzNh0yABNPX9J0KUREJQqDLxFRCWOgrwcBYEInb7hXUj2VJBWdmzEJmLPjhKbLIKJ8YPAlIiqhWtRwRqPqrpouQ3KO34jS6uB743E8ZG/SNV2G5PDUo5KBwZeIiKgUmXzyvKZLkCwZAGMDHU2XQblg8CUiIipFxnVuBE87K02XITknbz3EyrDzsDSRF+p6ox/F8AYWhYjBl4iIqBTx93KBb1VHTZchSSvDCvdoe/SjGFRt4IeUlNRCXW9ujIzkuHHmmFrhd8DQUVi3eaviuYV5OdStVRNzp02EV7WqSn2HjBqLNes349effsDnnVXf9bcoMfgSERERaaGExCSkpKQicHY32DqXL/LtPX7wBCvGb0VCYpLaR31bNm+CNT8sAgDExT/B5Fnz0KFnf0ReOavok5ycgt927saYYYFYs34zgy8RERERKbN1Lg+nqtp9+oGhgSEq2FgDACrYWGPsiCA0adcFTxISUd7KEgCw9X9/oKp7FYwbNQx2VWsjMvohnBzsi7VOnoFNRERERIXm1avX2LhtJyq7OMHSwlzRvnbDZnzRrTPMypZF6xbNELpxS7HXxuBLRERERAWy58BBlHVwQ1kHN5g5umP3n2HYtGo5dHTeRc27Efdx5twFdO/UAQDwRbfOCN34GzIzM4u1TgZfIiIiIiqQJo18cOHoflw4uh+nD+yGf9PGaNujD6IePgIArFm/GQHN/GBlaQEAaOPfDK+Tk3Hw2PFirZPn+BIRERFRgZgYG6Oyi7PieZ1PvGDu7IlV6zZi2rjR+HXLdsTFx8PA+t8ZRzIyMt4F4qZ+xVZniQq+Vx48hiyTd6Mpbrcf/aPpEoiIiKgEkclk0JHpICU1FXvDDuPlq1c4f3Q/dHX/Pdng1t176DNkBBKTniqdC1yUSlTwHfXLQU2XIGlCCE2XQERERFoo7U0a4v6JBwA8ffYcS1eF4tXr12jXsgWWrFiNNgHNUbO68py+1TzcETxhGjZs3Y4RQwYXS50lKvhOHNoenpUraroMyTl57i6WbzgCmUym6VKIiIgk5/GDJ1q/nf2HjsKuam0AgGmZMvCo4oota1bA060K9oYdwvqVP2ZbRiaToVO71lizfjODryr+vtXQuJ6HpsuQpOUbjmi6BCIiIkmxsrSAkZEcK8Zv/XjnQmJkJFdcgJZXa5d+h7VLv8vx9bR/InN8bcmcGWptq6BKVPAlIiIikgqHSna4ceYYEhKTim2bVpYWat+1rSRh8CUiIiLSUg6V7Ep1EC1unMeXiIiIiCSBwZeIiIiIJIHBl4iIiIgkgcGXiIiIiCSBwZeIiIiIJIHBl4iIiIgkgcGXiIiIiCSB8/gSERERaanoRzG8gUUhYvAlogK5cjMKMghNlyEptyIea7oEIioG0Y9iULWBH1JSUottm0ZGctw4c0zt8Hvq7Dn4te2MFk188efWDSr7bNy2E/2++hqD+/bC8oVzCqNctTH4ElGBjAjZpOkSJEsI/sFBVJolJCYhJSUVvqPbw6ySZZFv7/mjRBxfuBsJiUlqB9+1GzZj2H8GYPX6TYh+FKNy+dANW/DN8K+wYu2vWDhjKoyNjQqr9Dxj8KU8u3A3GqmpxfdXJwFXo59ouoSPmjhxMDw9nTRdhqScPHkZy5dvhUwm03QpRFQMzCpZwrJyBU2XkaPXr5Ox9fc/8PfBPYiLf4JfNv2Gyd+MUuoTGf0Qp8LPYesvK3H0xCls27UHfT/vWuy1MvjSRxnJDSCTAWM2ndB0KaSF/APqo3HjOpouQ3KWL9+q6RKIiAAAW37fBffKrnCv4oovunXG1+MmY9KYkUp/nK/dsBlt/JvDrGxZfNGtM9Zu2MTgS9rJytwEQgBdu7ZAzZpumi5HUiIjH2P16t81XQYREVGO1q7fjC+6dwIAtGreBK9ev8ahYyfQookvACAzMxO/bNqKJXNmAAB6dO6I0ZOn4979B6js4lystTL4Up599lkT9PqijabLkJS//jrP4EtERFrr9t0InL1wCdt++RkAoKenh+6ftcfajZsVwffAkWN4nZyM1i2aAng3c4R/08ZYu2ELvp08rljrZfAlIiIionxZs2ET0tPTYV+9rqJNCAF9fX08ffYM5uXKYe2GLUh6+gxlKlVR9MnMzMSlK9cwfcI30NXVLbZ6GXyJiIiISG3p6en4dct2LJgxBf5NGyu91q3fl9i4dSc+7/IZdv15ABtXLUM1j39Pl8zMzIRf2y748+ARtGvZothqZvAlIiIiIrX9sf8gnj57joG9P4dZ2bJKr3Xp0BZrNmxGekYGLM3N0a1jO+joKN8wuG3L5lizfhODLxERERG98/xRolZuZ82GzWju1yhb6AWAzu3bYPZ3PyDiQRR6d++SLfQCQOd2bdBzcBD+iX8CG+vy+a5bHQy+RERERFrIytICRkZyHF+4u9i2aWQkh5WlRZ767toYmuNrtWvWQEbio1yX79y+DdL+iVSjuoJj8CUiIiLSQg6V7HDjzDEkJCYV2zatLC3UvmtbScLgS0RERKSlHCrZleogWtyyn3BBRERERFQKMfgSERERkSQw+BIRERGRJDD4EhEREWmYTAgAAplCaLoUrZX5/++RrADvES9uIyIiItIw/fRk6LxNRWziM5QvVxb6ejqQQabpsrSCgMDb9Ew8efYCOm9ToZ+enO91MfgSERERaZgOBBxiz+CfNE88TrEGZPxSXonIhNHreNgl3YQOJHLEN/zSXaSl5j/lU/5cvxOj6RKIiIhKhGuRsQVcw3XIDIwg0zcEZDziCwAQAuJtGsSbFETm0OVKVHyeVlWigu83c7ZrugTJ0pHJYGQs13QZREREWsnYQAcyGTBi3RFNl0K5KFHBt2tvX9g5Fs+9nOlft65GY/+uc7CyMtN0KURERFrJ0kQOIYCvvmiKhnWraLocybl5LxbfLv34rZ1LVPDt+HkjfOrjoekyJGf31lPYv+ucpssgLXXl8h1+G1fMbt16oOkSiCgHDetWQa+OPpouQ3L+Onur9AVfItI+I0bM13QJkiU47RERkVoYfImoQALHtIdrFVtNlyEpF/6+g01rjkDGQ+1ERGph8CWiAmnYpDpPQdKATWt4AQ0Rkbo4SRwRERERSQKDLxERERFJAoMvEREREUkCgy8RERERSQKDLxERERFJAoMvEREREUkCgy8RERERSQKDLxERERFJAoMvEREREUkCgy8RERERSUK+gu+yZcvg7OwMuVyOOnXq4Pjx43la7uTJk9DT08Mnn3ySn80SEREREeWb2sF3y5YtGDlyJCZOnIiLFy/C19cXrVu3RnR0dK7LPX/+HH379kXz5s3zXSwRERERUX6pHXwXLVqEQYMGYfDgwfD09MTixYthb2+P5cuX57rckCFD0KtXL3h7e+e7WCIiIiKi/FIr+L558wbnz59HQECAUntAQABOnTqV43Jr165FREQEpk6dmqftpKWl4cWLF0oPItIsjksi7cIxSaQ+tYJvQkICMjIyYGNjo9RuY2ODuLg4lcvcvXsX48aNw4YNG6Cnp5en7cyePRtmZmaKh729vTplElER4Lgk0i4ck0Tqy9fFbTKZTOm5ECJbGwBkZGSgV69eCAkJgZubW57XP378eDx//lzxePjwYX7KJKJCxHFJpF04JonUl7dDsP/PysoKurq62Y7uxsfHZzsKDAAvX77EuXPncPHiRQwbNgwAkJmZCSEE9PT0cODAATRr1izbcoaGhjA0NFSnNCIqYhyXRNqFY5JIfWod8TUwMECdOnUQFham1B4WFgYfH59s/cuWLYurV6/i0qVLikdgYCDc3d1x6dIl1K9fv2DVExERERHlkVpHfAEgODgYffr0Qd26deHt7Y2VK1ciOjoagYGBAN599RITE4N169ZBR0cH1atXV1re2toacrk8WzsRERERUVFSO/j26NEDiYmJmD59OmJjY1G9enXs3bsXjo6OAIDY2NiPzulLRERERFTc1A6+ABAUFISgoCCVr4WGhua67LRp0zBt2rT8bJaIiIiIKN/yNasDEREREVFJw+BLRERERJLA4EtEREREksDgS0RERESSkK+L24iISPOuRcZqugRJuhIVr+kSiCifGHyJiEqYt2/ToSMDRqw7oulSiIhKFAZfIqISRl9fD5kCmDSsHTxcbTVdjuTcvBeLb5fu1nQZpKVuRTzG8bM3NV2G5Fy5mbd7SDD4EhGVUP6NqsG3nqemy5Ccv87eYvClbIQQAICZP/6BmT/+oeFqKCcMvkRERKXIlQePIctM13QZknM9Kg4A8NVX3dCwYU0NVyM9N29G4ttvV320H4MvERFRKTLql4OaLkGydGTAp59WRa8v2mi6FMn566/zDL5ERERSM3Foe3hWrqjpMiTnVsRjzPzxDxgY6Gu6FMoFgy8REVEp4u9bDY3reWi6DMk5fvYmz+0tAXgDCyIiIiKSBAZfIiIiIpIEBl8iIiIikgQGXyIiIiKSBAZfIiIiIpIEzupAeXb1yh1NlyA5Vy7zPSciIiosDL70UW/fpkNHR4Zhw+ZruhQiIiKifGPwpY/S19dDZqZA4Oh2cHWz03Q5khJx9zFWLNit6TKIiIhKBQZfyrOGTavhU5+qmi5DUsJP3WLwJSIiKiQMvkRUIDevRQLI1HQZkhJxJ0bTJRARlUgMvkRUILPGbdJ0CZIlBP/gICJSB4MvERVIhyEtYOdqrekyJOX2hQc4vPk0ZDLOSElEpA4GXyIqkBoNq8DjU1dNlyE5hzef1nQJREQlDg8XEBEREZEkMPgSERERkSQw+BIRERGRJDD4EhEREZEkMPgSERERkSQw+BIRERGRJDD4EhEREZEkMPgSERERkSQw+BIRERGRJDD4EhEREZEkMPgSERERkSQw+BIRERGRJDD4EhEREZEkMPgSERERkSToaboAIiIiotLi6tU7CDtgpukyJOfKlbt56sfgS0RERFRAQmQCAObOXYe5c9dpuBrKCYMvERERUQHJZO/OHnVs5AkLlwoarkZ6XsY9w70DFz/aj8GXiIiIqJA4+HjCpVkNTZchOXFXohh8iYhKs6u3ojRdgiRduRmt6RKIKJ8YfImISpj0t+nQkckwbNpmTZdCRFSiMPgSEZUwevp6yBQCkyYNgoeHs6bLkZybNyPx7berNF0GEeUDgy8RUQnlH9AAvr51NF2G5Pz113kGX6ISijewICIiIiJJYPAlIiIiIklg8CUiIiIiSWDwJSIiIiJJYPAlIiIiIklg8CUiIiIiSWDwJSIiIiJJYPAlIiIiIklg8CUiIiIiSWDwJSIiIiJJYPAlIiIiIklg8CUiIiIiSWDwJSIiIiJJYPAlIiIiIklg8CUiIiIiSWDwJSIiIiJJyFfwXbZsGZydnSGXy1GnTh0cP348x747duyAv78/ypcvj7Jly8Lb2xv79+/Pd8FERERERPmhdvDdsmULRo4ciYkTJ+LixYvw9fVF69atER0drbL/X3/9BX9/f+zduxfnz59H06ZN0b59e1y8eLHAxRMRERER5ZXawXfRokUYNGgQBg8eDE9PTyxevBj29vZYvny5yv6LFy/G2LFj8emnn6JKlSqYNWsWqlSpgt27dxe4eCIiIiKivNJTp/ObN29w/vx5jBs3Tqk9ICAAp06dytM6MjMz8fLlS1hYWOTYJy0tDWlpaYrnL168UKdMIioCHJdE2oVjkkh9ah3xTUhIQEZGBmxsbJTabWxsEBcXl6d1LFy4EK9fv0b37t1z7DN79myYmZkpHvb29uqUSURFgOOSSLtwTBKpL18Xt8lkMqXnQohsbaps2rQJ06ZNw5YtW2BtbZ1jv/Hjx+P58+eKx8OHD/NTJhEVIo5LIu3CMUmkPrVOdbCysoKurm62o7vx8fHZjgJ/aMuWLRg0aBC2bt2KFi1a5NrX0NAQhoaG6pRGREWM45JIu3BMEqlPrSO+BgYGqFOnDsLCwpTaw8LC4OPjk+NymzZtQv/+/bFx40a0bds2f5USERERERWAWkd8ASA4OBh9+vRB3bp14e3tjZUrVyI6OhqBgYEA3n31EhMTg3Xr1gF4F3r79u2LJUuWoEGDBoqjxUZGRjAzMyvEXSEiIiIiypnawbdHjx5ITEzE9OnTERsbi+rVq2Pv3r1wdHQEAMTGxirN6fvTTz8hPT0dQ4cOxdChQxXt/fr1Q2hoaMH3gIg06sGtR8hAhqbLkJRH92MBAFev3NFwJdJ05TLfd6KSSu3gCwBBQUEICgpS+dqHYfbo0aP52YRKVy7cQWrq60JbH+XNresPNF0CabGNszgntybo6MgwbNh8TZdBRFSi5Cv4asr8Kds1XYKkZUJougTSQl6f+8LMobymy5CU+OvRuL3nHAJHt4Orm52my5GciLuPsWIB/+AjKolKVPCtHFALphXKaboMyUm6H4eoEzehg49PWUfSU7G2Kyp4OWq6DMm5veccGjathk99qmq6FMkJP3WLwZeohCpRwde1RU3+gtWA+4evIurETU2XQURERFQg+bqBBRERERFRScPgS0RERESSUKJOdSDNun0jStMlSM7Na9Ef70RERER5wuBLH5X5NgMymQwzx27WdClERERE+cbgSx+lo68LIQTaBzZFJZeKmi5HUmIi4rHrp4OaLoOIiKhUYPClPKvmUwXVPnXTdBmScis8gsGXiIiokPDiNiIiIiKSBAZfIiIiIpIEBl8iIiIikgQGXyIiIiKSBF7cRkREVIpcuRkFGYSmy5Ccq7c4131JwOBLRERUiowI2aTpEiRLRyZD5tsMTZdBuWDwJSIiKkUmThwMT08nTZchObduPcDMmauho6+r6VIoFwy+REREpYh/QH00blxH02VIzvHj5zFz5mpNl0EfwYvbiIiIiEgSGHyJiIiISBIYfImIiIhIEhh8iYiIiEgSGHyJiIiISBIYfImIiIhIEhh8iYiIiEgSGHyJiIiISBIYfImIiIhIEhh8iYiIiEgSGHyJiIiISBIYfImIiIhIEhh8iYiIiEgSGHyJiIiISBIYfImIiIhIEhh8iYiIiEgSGHyJiIiISBIYfImIiIhIEhh8iYiIiEgSGHyJiIiISBIYfImIiIhIEhh8iYiIiEgSGHyJiIiISBL0NF0AERERFZ4rl+9AJtN0FdJz9codTZdAecDgS0REVIqMGDFf0yVIlo6ODJlvMzRdBuWCwZeIiKgU6TCkBexcrTVdhuQ8uh+L3SuOQEdfV9OlUC4YfImIiEqRGg2rwONTV02XITnXw+9g94ojmi6DPoIXtxERERGRJDD4EhEREZEkMPgSERERkSTwHF8iohLq9o0oTZcgSTevRWu6BCLKJwZfIqISJvNtBmQyGWaO3azpUoiIShQGXyKiEkZHXxdCCLQPbIpKLhU1XY7kxETEY9dPBzVdBhHlA4MvEVEJVc2nCqp96qbpMiTnVngEgy9RCcWL24iIiIhIEhh8iYiIiEgSGHyJiIiISBIYfImIiIhIEhh8iYiIiEgSGHyJiIiISBIYfImIiIhIEhh8iYiIiEgSGHyJiIiISBIYfImIiIhIEhh8iYiIiEgSGHyJiIiISBLyFXyXLVsGZ2dnyOVy1KlTB8ePH8+1/7Fjx1CnTh3I5XK4uLhgxYoV+SqWiIiIiCi/1A6+W7ZswciRIzFx4kRcvHgRvr6+aN26NaKjo1X2f/DgAdq0aQNfX19cvHgREyZMwIgRI7B9+/YCF09ERERElFdqB99FixZh0KBBGDx4MDw9PbF48WLY29tj+fLlKvuvWLECDg4OWLx4MTw9PTF48GAMHDgQCxYsKHDxRERERER5padO5zdv3uD8+fMYN26cUntAQABOnTqlcpnTp08jICBAqa1ly5ZYvXo13r59C319/WzLpKWlIS0tTfH8+fPnAICk+7HqlEuF5Hn0EwBAxJVIpKW80XA10vLoThwAQAih4Uo4LrUJx6Rmacu4zGlM3rn8AMkpKZoqS7Ie3X0M4N34jLsSpeFqpCfrd9FHx6VQQ0xMjAAgTp48qdT+7bffCjc3N5XLVKlSRXz77bdKbSdPnhQAxOPHj1UuM3XqVAGADz74+P/Hw4cP1RmqRYLjkg8+lB+aHpcck3zwkf3xsXGp1hHfLDKZTOm5ECJb28f6q2rPMn78eAQHByueZ2ZmIikpCZaWlrluR1u9ePEC9vb2ePjwIcqWLavpciSlpL/3Qgi8fPkStra2mi6lVI3Lkv65KOlK+vuvLeOyNI1JoOR/Lkq6kv7+53VcqhV8raysoKuri7i4OKX2+Ph42NjYqFymQoUKKvvr6enB0tJS5TKGhoYwNDRUaitXrpw6pWqlsmXLlsgPU2lQkt97MzMzTZcAoHSOy5L8uSgNSvL7rw3jsjSOSaBkfy5Kg5L8/udlXKp1cZuBgQHq1KmDsLAwpfawsDD4+PioXMbb2ztb/wMHDqBu3boqz+8lIiIiIioKas/qEBwcjFWrVmHNmjW4efMmRo0ahejoaAQGBgJ499VL3759Ff0DAwMRFRWF4OBg3Lx5E2vWrMHq1asxZsyYwtsLIiIiIqKPUPsc3x49eiAxMRHTp09HbGwsqlevjr1798LR0REAEBsbqzSnr7OzM/bu3YtRo0Zh6dKlsLW1xffff48uXboU3l5oOUNDQ0ydOjXbV1JU9Pjekyr8XGgW339ShZ8LzZLK+y8TQgvmSSIiIiIiKmL5umUxEREREVFJw+BLRERERJLA4EtEREREksDgq0H9+/fHZ599pukytIYQAl9++SUsLCwgk8lw6dIljdQRGRmp0e2T5nBMZsdxSarwcyEdpe3nYr7u3EZUFPbt24fQ0FAcPXoULi4usLKy0nRJRJLHcUmq8HNBJRWDL2mNiIgIVKxYMceboRBR8eO4JFX4uaCSiqc65FGTJk0wfPhwjBw5Eubm5rCxscHKlSvx+vVrDBgwAKampnB1dcWff/4JAMjIyMCgQYPg7OwMIyMjuLu7Y8mSJbluQwiBefPmwcXFBUZGRqhZsya2bdtWHLuncf3798fw4cMRHR0NmUwGJyenj74fR48ehUwmw/79+1GrVi0YGRmhWbNmiI+Px59//glPT0+ULVsWPXv2RHJysmK5ffv2oVGjRihXrhwsLS3Rrl07RERE5FrfjRs30KZNG5QpUwY2Njbo06cPEhISiuz9oI/jmCx6HJekCj8X2os/F/NAUJ74+fkJU1NTMWPGDHHnzh0xY8YMoaOjI1q3bi1Wrlwp7ty5I7766ithaWkpXr9+Ld68eSOmTJkizp49K+7fvy/Wr18vjI2NxZYtWxTr7Nevn+jYsaPi+YQJE4SHh4fYt2+fiIiIEGvXrhWGhobi6NGjGtjj4vXs2TMxffp0UalSJREbGyvi4+M/+n4cOXJEABANGjQQJ06cEBcuXBCVK1cWfn5+IiAgQFy4cEH89ddfwtLSUsyZM0exrW3btont27eLO3fuiIsXL4r27duLGjVqiIyMDCGEEA8ePBAAxMWLF4UQQjx+/FhYWVmJ8ePHi5s3b4oLFy4If39/0bRp02J/n+hfHJNFj+OSVOHnQnvx5+LHMfjmkZ+fn2jUqJHieXp6ujAxMRF9+vRRtMXGxgoA4vTp0yrXERQUJLp06aJ4/v6H6dWrV0Iul4tTp04pLTNo0CDRs2fPQtwT7fXdd98JR0dHIUTe3o+sH6QHDx5UvD579mwBQERERCjahgwZIlq2bJnjduPj4wUAcfXqVSFE9h+kkydPFgEBAUrLPHz4UAAQt2/fzvf+UsFwTBYPjktShZ8L7cSfix/Hc3zV4OXlpfi3rq4uLC0tUaNGDUWbjY0NACA+Ph4AsGLFCqxatQpRUVFISUnBmzdv8Mknn6hc940bN5Camgp/f3+l9jdv3qBWrVqFvCfaT5334/3/FxsbGxgbG8PFxUWp7ezZs4rnERERmDx5Ms6cOYOEhARkZmYCAKKjo1G9evVstZw/fx5HjhxBmTJlsr0WEREBNze3/O0kFRjHZPHiuCRV+LnQLvy5mDsGXzXo6+srPZfJZEptMpkMAJCZmYnffvsNo0aNwsKFC+Ht7Q1TU1PMnz8ff//9t8p1Zw3mPXv2wM7OTum10n7fbFXUeT8+/D9Q9f+UtT4AaN++Pezt7fHzzz/D1tYWmZmZqF69Ot68eZNjLe3bt8fcuXOzvVaxYkX1dowKFcdk8eK4JFX4udAu/LmYOwbfInL8+HH4+PggKChI0ZbbCflVq1aFoaEhoqOj4efnVxwlarWiej8SExNx8+ZN/PTTT/D19QUAnDhxItdlateuje3bt8PJyQl6ehwyJRXHZMFxXJIq/FyUXFL8uchPRRGpXLky1q1bh/3798PZ2Rm//vorwsPD4ezsrLK/qakpxowZg1GjRiEzMxONGjXCixcvcOrUKZQpUwb9+vUr5j3QrKJ6P8zNzWFpaYmVK1eiYsWKiI6Oxrhx43JdZujQofj555/Rs2dPfPPNN7CyssK9e/ewefNm/Pzzz9DV1c1XLVS8OCYLjuOSVOHnouSS4s9FBt8iEhgYiEuXLqFHjx6QyWTo2bMngoKCFFOIqDJjxgxYW1tj9uzZuH//PsqVK4fatWtjwoQJxVi59iiK90NHRwebN2/GiBEjUL16dbi7u+P7779HkyZNclzG1tYWJ0+exH//+1+0bNkSaWlpcHR0RKtWraCjwxkBSwqOycLBcUmq8HNRMknx56JMCCE0XQQRERERUVHjnz9EREREJAkMvkREREQkCQy+RERERCQJDL5EREREJAkMvkREREQkCQy+RERERCQJDL5EREREJAkMvkREREQkCQy+RERERCQJDL5EREREJAkMvkREREQkCQy+RERERCQJ/wccarfMyrtJaQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 840x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 840x480 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 840x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 840x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 840x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 840x480 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 840x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 840x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 840x480 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 840x480 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 840x480 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 840x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 840x480 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 840x480 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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be5bX36uvv/5aVX7hwgWMHDkSNWrUQMmSJeHs7IzWrVvjyJEjWtezZcsW1KlTBzKZDE5OTujTpw/u3r2rUc/e3l7V3qhRo/Jtu/JbUlISZsyYofX7Y8aMGRrHSWN6/vw55s6di+bNm8PFxQUlSpRAjRo1sGDBAqSkpGjUT09Px8yZM+Hl5QWpVAofHx98//33OWrL1LY9N168eIEJEyYgMDAQMpks2+PQyZMnMXToUNSpUwdmZmaQSCSYMmWKWp3w8HC1z9nreUFMTAy++OILNGrUCE5OTihVqhTq1auH1atXIzMzU6O9ly9fYsyYMXBzc4NMJkPt2rWxffv2HG1XcflOAl71+alTp6Jy5cqwsbGBu7s7evbsiX///VetXl5yDZNKjrdu3YqAgADY2dlh48aN2L9/PyZOnAghRI6WP3/+PPbs2QNHR0e0atUq27pbtmxB7969Ub9+fRw4cADTp09HcHAwunXrZohNKZR++eUXhIWFwd7eXlUWHx+PJk2aYMWKFTh48CCWLFmCR48eoVmzZjh27Jja8jndpwEBAQgLC8MXX3xREJuVrXnz5iEsLEztYeoJT36pU6cOwsLCsHjxYlVZ3bp1NfZPWFgY+vfvDwDo2rWr1nXdv38f48ePh5ubm9bXFy5ciLCwMNSpU8fwG2JgqampJtFXc2vIkCEICwvDhx9+qCrbtm0bzp49i8GDB+PXX3/FmjVrIJVK0apVK2zcuFFt+e+//x59+/aFn58ffv31VyxYsABHjx6Fv78/njx5olb38OHDCAsLK5Dtyk9JSUmYOXNmtidXTEV0dDSWLl2KunXrYvXq1fjtt9/Qo0cPzJgxA506ddL4/gwKCsL8+fMxcuRI/PHHH+jatSs+/fRTzJs3z0hbULDi4+OxevVqpKamwsPDA8Crz8jWrVs16v755584fPgwXr58CUtLS63rq1y5MsLCwrB8+XKN1y5cuICNGzeqPle7du1CQEAARowYgY8++kijfrdu3bBhwwZMnz4dBw4cQP369dG7d2+tsRUH2r6TAKBz585YunQpPvroI+zbtw9fffUVwsPD0ahRI7UTGXnKNYSJuHfvnrC1tRUjRozI9ToyMzNV/9+5c6cAIEJDQzXqZWRkCFdXVxEYGKhWvmXLFgFA7N+/P9t2QkNDBQCxc+fOXMdqSBkZGSIlJSXXy69fv14AEP/991+O6j99+lRYWlqKfv36qcWg7z7NavfcuXO5jj2nHjx4IJ49e6Z6ntf3cMCAAcLW1tZQ4eVZYmJinpYPCAgQAQEBOaqrUChEhQoVhKenp9pn7nWdOnUSnTt3fut+CggIENWqVctNyPkuq3+2a9dOmJmZifDwcLXXTTn2LADE9OnTNcofPXqkUZaRkSFq1qwpvL29VWUpKSnCzs5OdO7cWa3u6dOnBQAxZcoUne2OHDkyb8HnUl6Ph0II8fjxY537bvr06QKAePz4cZ7aMJSXL1+Kly9fapQvWrRIABAnTpxQlf3zzz9CIpGIefPmqdX96KOPhLW1tYiPj8+2LVPb9qSkJKFQKPRaRqFQqJbp1auXzvdZiFc5xV9//SWsrKxEv379BAAxefJkrXW1fackJCSItLQ0jbojR44UAER0dLSqbN++fQKA2Lp1q1rdNm3aCDc3N5GRkZHtdhWX76SbN28KAOKLL75QK886Ji1ZskRjmdzkGiZz5njNmjVITEzExIkTc70OM7Ocbc6ZM2cQExODQYMGqZX37NkTJUqUwO7du3O0nvT0dEydOhVubm4oVaoUWrdujevXr2vUW7duHWrVqgWZTAZHR0d07doVERERanWaN2+O5s2bayw7cOBAeHl5qZ5HRUVBIpFg4cKFmDNnDsqXLw+pVIrQ0FAoFArMmTMHVapUgbW1Nezt7VGzZk18++23OdqenCpZsiRkMhksLCxUZYbap4b05MkTrF27Fq1bt0bZsmVx+/Ztg7dx69YtdOjQASVKlEC5cuXw2WefITU1Va1OQkICgoKC4O7uDisrK1SoUAFTp05Vq5f1vgYHB2u0IZFIMGPGDNXzrJ82L168iB49esDBwQHe3t4AgNu3b+ODDz6Am5sbpFIpnJ2d0apVK4SHhxtsm0NDQ3H79m0MGjRI62du8+bNOHbsGFasWGGwNo1pwoQJkMvlOTo2paSkYPLkyShfvjysrKzg7u6OkSNH4unTp2r1vLy80KlTJ4SEhKBu3bqwtraGj48P1q1bp7HOhw8fYtiwYShbtiysrKxQvnx5zJw5ExkZGbnepjJlymiUmZubo169emrDJf755x88e/YMHTp0UKvbqFEjODo6YteuXTrbWL58Oa5cuYKePXvCzs4Ojo6OGDduHDIyMnD9+nW0a9cOJUuWhJeXFxYuXKixfHR0NPr27YsyZcpAKpXC19cXixcvhkKhUNXJ7ngIvPo18d1334WjoyNkMhnq1KmDn376Kdt9ExUVhdKlSwMAZs6cqfpJduDAgWr1Hj16hN69e8POzg7Ozs4YPHgwnj17prEPmjVrhjJlysDW1hY1atTAwoULkZ6erlYva4jOuXPn4O/vDxsbG1SoUAFfffWV2vZqY2trC1tbW43yBg0aAIDa+7lnzx4IITSO04MGDUJycjJCQkKybUufbc/pZ+HN41sWLy8vtX2eNczp4MGDGDx4MEqXLg0bGxukpqbi8ePH+Pjjj1GuXDlIpVKULl0aTZo0weHDhzXWm/V+5kRGRgYGDx6MkSNHomzZsjla5nUODg5azzhnvTf37t1Tle3evRslSpRAz5491eoOGjQIDx48wF9//ZWjNov6d1LW/rSzs1Mrz/rFWyaT5Wq9b7J4e5WCcfz4cTg6OuLatWvo0qUL/vnnHzg6OqJbt25YuHAhSpUqZbC2/vnnHwBAzZo11cotLS3h4+Ojev1tpkyZgiZNmmDNmjV4/vw5Jk6ciM6dOyMiIgLm5uYAgPnz52PKlCno3bs35s+fj/j4eMyYMQONGjXCuXPnUKlSpVxtw3fffYfKlSvj66+/RqlSpVCpUiUsXLgQM2bMwBdffIFmzZohPT0d165d0zgY5UZmZiYUCgXu37+P+fPnQwiBkSNHql431D7Nq6SkJOzduxdbt25FSEgIzM3N0aFDB+zYsQNVq1bVqD9y5Eh88MEHsLGxQaNGjTBt2jQ0bdo0R22lp6fj3XffxZAhQ/DZZ5/h+PHjmD17Nuzs7PDll18CePUF0aJFC0RGRmLmzJmoWbMmTpw4gfnz5yM8PBz79u3L9bZ269YNH3zwAYYPH47ExEQAQIcOHZCZmYmFCxfCw8MDcXFxOH36tEH6QJa1a9fCzMxM4wsWAGJjYzFmzBh89dVXufoyMUUlS5bEF198gU8//RRHjhxBy5YttdYTQuC9997Dn3/+icmTJ8Pf3x9XrlzB9OnTVcNRpFKpqv7ly5fx2WefYdKkSXB2dsaaNWswZMgQVKxYEc2aNQPwKjFu0KABzMzM8OWXX8Lb2xthYWGYM2cOoqKisH79eoNtZ0ZGBk6cOIFq1aqpytLS0gBALe4sUqkUN2/eREpKis4vpPfffx99+/bFsGHDcOjQIVViePjwYQQFBWH8+PHYunUrJk6ciIoVK6qGYD1+/BiNGzdGWloaZs+eDS8vL/z+++8YP348IiMjNf7w0nY8DA0NRbt27dCwYUOsWrUKdnZ22L59O3r16oWkpCSNZDeLq6srQkJC0K5dOwwZMgRDhw4FAFXCnKV79+7o1asXhgwZgr///huTJ08GALU/cCIjI9GnTx9Vgnj58mXMnTsX165d0/hD6OHDh/jwww/x2WefYfr06di9ezcmT54MNzc31TAmfWSNH3/9/fznn39QunRpuLi4qNXNOm7n9Dj9tm3X97Ogj8GDB6Njx47YtGkTEhMTYWlpiX79+uHixYuYO3cuKleujKdPn+LixYuIj4/PVRtZZs2ahcTERMyePRtz587N07ped+TIEVhYWKBy5cqqsn/++Qe+vr5qJ50A9femcePG2a63OHwneXp6okuXLvjmm29Qr1491K9fH/fu3cPo0aPh4eGBDz74INfxq9HrPHc+qlKlipDJZKJkyZJi3rx5IjQ0VCxcuFBYW1uLJk2a6P3TSXbDKubOnSsAiJiYGI3XAgMDReXKlbNdd9bPJx06dFAr/+mnnwQAERYWJoQQ4smTJ8La2lqjXnR0tJBKpaJPnz6qMl0/IQwYMEB4enqqnv/3338CgPD29tb4uaZTp06idu3a2cauTU6GVVSpUkUAEACEq6urOHnypNrrudmnhhpWkZaWJn7//XfRp08fYWtrK6ysrESnTp3E5s2bxYsXL7Quc/HiRfHpp5+K3bt3i+PHj4t169YJX19fYW5uLkJCQt7a5oABAwQA8dNPP6mVd+jQQVSpUkX1fNWqVVrrLViwQAAQBw8eFEL8/31dv369Rlt442e/rJ82v/zyS7V6cXFxAoBYunTpW+N/U06HVTx58kTIZDLRtm1bra93795dNG7cWPV5LQrDKs6dOydSU1NFhQoVhJ+fn2rb3ow9JCREABALFy5UW8+OHTsEALF69WpVmaenp5DJZOLOnTuqsuTkZOHo6CiGDRumKhs2bJgoUaKEWj0hhPj6668FAPHvv/9muw1v9p3sTJ06VQAQe/bsUZXFx8cLMzMzMWTIELW6t27dUh0PHjx4oLVdAGLx4sVq5bVr1xYAxC+//KIqS09PF6VLlxbdunVTlU2aNEkAEH/99Zfa8iNGjBASiURcv35dCJH98dDHx0fUqVNHpKenq5V36tRJuLq66hwSJETOhlW8+T4HBQUJmUym87sqMzNTpKeni40bNwpzc3ORkJCgei0gIEDr9latWlXnZy07ly9fFtbW1qJr165q5W3atFE7Pr3OyspKfPzxx9muN6fbrs9nQdd+9vT0FAMGDFA9z/o89u/fX6NuiRIlxJgxY7KNXZvshlVcunRJWFpaqr4PJk+erPewCm3++OMPYWZmJsaOHatWXqlSJa3v9YMHDwQAjaEwbypO30lpaWnio48+Uh1nAIiaNWvqzGEK9bAKhUKBlJQUTJkyBZMnT0bz5s3x+eefY/78+Th16hT+/PNPVb2MjAzVQ9sVnzml66eVnP7k8u6776o9z/oLL2tAeFhYGJKTkzXOUJQrVw4tW7ZUbVNuvPvuuxo/1zRo0ACXL19GUFAQ/vjjDzx//jzX63/Trl278Ndff2Hnzp2oWrUq2rdvr/VilbzuU31duXIFLi4u6NKlC+Li4vDdd9/h0aNH2Lt3Lz788EOdV+/WqVMHS5cuxXvvvQd/f38MGjQIp0+fhqurKyZMmJCjtiUSCTp37qxWVrNmTbULAo4cOQJbW1v06NFDrV5Wn8hLH+jevbvac0dHR3h7e2PRokVYsmQJLl269NafZPW1ZcsWpKSkqM6mvW7Xrl3Yu3cvfvzxx3x7v43FysoKc+bMwfnz53X+LJ91pu7Nz3vPnj1ha2ur8V7Xrl1bdUEQ8OrnwMqVK6v1n99//x0tWrSAm5ub2nGvffv2AKBxUWxurVmzBnPnzsVnn32GLl26qModHR3x4YcfYuPGjfjhhx+QkJCAK1eu4MMPP1T9OpbdcLY3rzL39fWFRCJRxQ8AFhYWqFixosbnpmrVqqqfn7MMHDgQQgiNWTXePB7eunUL165dU12E+Pq+69ChA2JiYrQOgdOHtuN/SkoKYmNjVWWXLl3Cu+++C7lcDnNzc1haWqJ///7IzMzEjRs31JZ3cXHR2N43jyc5ERUVhU6dOqFcuXJYs2aNxuvZfTbz8t33+rbr+1nQx5vHPeDVd19wcDDmzJmDM2fOaAxb0VfWcIpevXqhbdu2b62fmZmpykWyfmXV5uLFi3j//ffxzjvvYP78+Rqv5/W9KS7fSSNGjMCuXbvwzTff4NixY9ixYwesrKzQsmVLvT8vuphMciyXywFAoyNmHUQvXrwI4NXPHJaWlqpH1riW3LSl7SeXhIQEODo66rWeLFk/EyUnJ6ut39XVVWNZNze3PP3ko22dkydPxtdff40zZ86gffv2kMvlaNWqlUGmSqtWrRoaNGiAHj16ICQkBJ6envj0009Vrxtqn+rL0tISdnZ2yMzMxLNnz/Ds2bMcTcenjb29PTp16oQrV66o3sPs2NjYaPycLJVK1aZPio+Ph4uLi8aBrUyZMrCwsDBoH5BIJPjzzz/Rtm1bLFy4EHXr1kXp0qUxevRovHjxItftvG7t2rUoXbq0WgIFvJqCaOTIkfjkk0/g5uaGp0+f4unTp6qf5Z8+far6ma2w+uCDD1C3bl1MnTpV65dvfHw8LCwsNH5+l0gkcHFx0Xiv3zx+AK/6z+t9L+sPvdePeZaWlqqfyg0xpdb69esxbNgwfPzxx1i0aJHG6ytXrkSvXr0QFBQEuVyOOnXqwMfHBx07doRUKtW6HVne/NxbWVlp/dxYWVlpfG50HTezXn/dm3UfPXoEABg/frzGvgsKCgKQ9333tuN/dHQ0/P39cf/+fXz77bc4ceIEzp07p5rV4M1jTE76w9vcuXMHLVq0gIWFBf7880+N/S+Xy7UecxITE5GWlmbQ7z59Pgv60NYvduzYgQEDBmDNmjWq8fD9+/fHw4cPc9XG0qVLcfv2bUyfPl11LMsaj5uamoqnT5+qnZjz9vZG69atAbw6TsyaNUtjnZcuXUKbNm1QqVIl7N+/X2NYia73JiEhAYDmZ0mb4vCdFBISgrVr1+KHH37AmDFj0KxZM7z//vs4dOgQEhIStI5fzw2TSY7fHKuaRSinock6O/Hxxx/j3LlzqsfevXv1bqtGjRoAgL///lutPCMjA9euXTPYVF5ZB5CYmBiN1x48eAAnJyfVc5lMpjFoHtB9ANf2V6SFhQXGjRuHixcvIiEhAdu2bcPdu3fRtm1bJCUl5XYztLZTt25dtTMfBbVP3+Tr64vbt2/j9OnTqF+/Pr766it4eHjA398fy5Yt0/vgmNXfDHXmUy6X49GjRxrTKcXGxiIjI0PVB7IOaG/2gewOVNpi9PT0xNq1a/Hw4UNcv34dY8eOxYoVK/D555/ndVNw6dIlXLp0Cf3799f41SIuLg6PHj3C4sWL4eDgoHps27YNiYmJcHBwUJtKrDCSSCRYsGABIiMjsXr1ao3X5XI5MjIy8PjxY7VyIQQePnyo9nnPKScnJwQGBqod815/DBkyJNfbA7xKjIcOHYoBAwZg1apVWvuUra0tNm3ahLi4OFy+fBmPHj1CcHAwrl+/jsaNG2uMkTQEuVyu87gJQGNfvhl31uuTJ0/Wue9q165t8Lhft2fPHiQmJuKXX35B37590bRpU/j5+cHKyipf2rtz5w6aN28OIQRCQ0O1jvmvUaMGHj9+rHFczDpuG/K7L6efBalUqvW7T9exT1sfdXJywtKlSxEVFYU7d+5g/vz5+OWXX3SOK3+brAtRK1WqpDqWLVmyBACwZMkSODg4qH3X7d27F6tWrQIAfPXVV/j444/V1nfp0iW0bt0anp6eOHjwoMbFZMCr9yYiIkLjQtv8eG8K83dS1oV89evXVyu3t7dHxYoVDXZ9k8kkx1mn4w8cOKBWvn//fgDAO++8A+DVmQM/Pz/VIysp00fDhg3h6uqqcRXmzz//jJcvXxpsruNGjRrB2toamzdvViu/d+8ejhw5ojYXs5eXF27cuKHWEePj43XebONt7O3t0aNHD4wcORIJCQmIiorK1Xq0SUlJwZkzZ1CxYkVVWUHtU10aNWqE77//Hg8ePEBISAi8vb0xdepUuLu7o2XLlvjhhx/eegbmyZMn+P3331U3MTGEVq1a4eXLl9izZ49aedZcsll9wNnZGTKZDFeuXFGr9+uvv+a67cqVK+OLL75AjRo1VL+85MXatWsBQGtC5uLigtDQUI1H27ZtIZPJEBoaijlz5uQ5BmNr3bo12rRpg1mzZmn8QpH1Xr75ed+1axcSExPfOve6Np06dcI///wDb29vteNe1kPXPNI5ERwcjKFDh6Jv376qG7Zkx8HBATVr1oSTkxN+++03XL9+Xe3XI0Nq1aoVrl69qtFvN27cCIlEghYtWmS7fJUqVVCpUiVcvnxZ637z8/NDyZIldS7/5pnQ3Mjan6+fIRRC4Mcff8z1OnWJjo5G8+bNkZmZiSNHjsDT01NrvS5dukAikWDDhg1q5cHBwbC2tka7du0MEo8+nwUvLy+N496RI0dy/Qugh4cHRo0ahTZt2uT6uDdp0iSNY1nWH/d9+vRBaGio2vdfjRo1UKVKFQCvziK//rkMDw9XzZh06NAhODg4aG2za9euePnypcYMMBs2bICbmxsaNmyYq215U2H/Tsrat2/erCs+Ph43btww2IXgJjNbRWBgIDp37oxZs2ZBoVDgnXfewfnz5zFz5kx06tQpRzMIJCUlqZLprB137NgxxMXFwdbWVjVEw9zcHAsXLkS/fv0wbNgw9O7dGzdv3sSECRPQpk0bgx0g7O3tMW3aNEyZMgX9+/dH7969ER8fj5kzZ0Imk2H69Omquv369cMPP/yAvn374qOPPkJ8fLzes3R07twZ1atXh5+fH0qXLo07d+5g6dKl8PT0zPWsGI0bN8a7774LX19f2NnZISoqCitXrkRkZKTa9GwFtU/fxtzcHIGBgQgMDMSqVauwb98+bN26FWPGjEHDhg1VZ4v69OkDDw8P+Pn5wcnJCTdv3sTixYtVZ8UMpX///li+fDkGDBiAqKgo1KhRAydPnsS8efPQoUMH1U9xEokEffv2xbp16+Dt7Y1atWrh7Nmzek3+fuXKFYwaNQo9e/ZEpUqVYGVlhSNHjuDKlSuYNGlSnrYjJSUFW7duRePGjeHr66vxukwm0zoVYXBwMMzNzbW+VlgtWLAA9erVQ2xsrNpMAG3atEHbtm0xceJEPH/+HE2aNFFdoV+nTh3069dP77ZmzZqFQ4cOoXHjxhg9ejSqVKmClJQUREVFYf/+/Vi1alWuvgx27tyJIUOGoHbt2hg2bBjOnj2r9nqdOnVUSd2uXbvw4MED+Pr6IiUlBUePHsW3336L4cOHawyvMZSxY8di48aN6NixI2bNmgVPT0/s27cPK1aswIgRI9Su8tflhx9+QPv27dG2bVsMHDgQ7u7uSEhIQEREBC5evIidO3fqXLZkyZLw9PTEr7/+ilatWsHR0RFOTk5q02q+TZs2bWBlZYXevXtjwoQJSElJwcqVKzVunJJXsbGxaNGiBWJiYrB27VrExsaqjXsuW7asqo9Uq1YNQ4YMwfTp02Fubo769evj4MGDWL16NebMmWOw4W/6fBb69euHadOm4csvv0RAQACuXr2KZcuWaT27qs2zZ8/QokUL9OnTBz4+PihZsiTOnTuHkJAQnSdlDhw4gMTERNU0d1evXlXd2a5Dhw7w8fGBj48PHj9+rBrXn/WHUnJyMuLi4nDhwgUEBARkG9v169dVx/i5c+fi5s2buHnzpup1b29v1dCT9u3bo02bNhgxYgSeP3+OihUrYtu2bQgJCcHmzZtVY/zzqrB/J3Xr1g1ffvklRowYgXv37qFu3bqIiYnBokWLkJSUZLg/2HN+7WD+S0pKEhMnThTlypUTFhYWwsPDQ0yePDnHE7pnXV2p7fH6jA9Ztm7dKmrWrCmsrKyEi4uLGD16tM7ZDV6n66pUXVd3rlmzRtWOnZ2d6NKli9arzDds2CB8fX2FTCYTVatWFTt27NA5W8WiRYs0ll+8eLFo3LixcHJyElZWVsLDw0MMGTJEREVFZbs92c1W8dlnn4latWoJOzs7YWFhIVxcXETXrl3FqVOntK5Ln31akDcBefbsmdpE+fPnzxe1a9cWdnZ2wtzcXJQuXVp07dpVnD17Nkfr0zULQ9ZVu6+Lj48Xw4cPF66ursLCwkJ4enpq7dfPnj0TQ4cOFc7OzsLW1lZ07txZREVF6bwy+M2J+B89eiQGDhwofHx8hK2trShRooSoWbOm+Oabb946gfzbZqvIupnLunXrsl3Pm4rKbBVv6tOnjwCgEXtycrKYOHGi8PT0FJaWlsLV1VWMGDFCPHnyRK2ep6en6Nixo8Z6tb0Pjx8/FqNHjxbly5cXlpaWwtHRUdSrV09MnTpV680fXvdm38mSdWW7rsfrx4Ldu3eL2rVrC1tbW2FtbS38/PzE2rVrs51BKGs9b/ZRXf1BWz+4c+eO6NOnj5DL5cLS0lJUqVJFLFq0SG2WieyOh0K8mrXh/fffF2XKlBGWlpbCxcVFtGzZUqxatUpn7FkOHz4s6tSpI6RSqQCgmjlB1+dP23F07969olatWkImkwl3d3fx+eefiwMHDmjMpKTrc/Dm8V+brO8jXY833/+0tDQxffp04eHhIaysrETlypXFd99999b9oe+25/SzkJqaKiZMmCDKlSsnrK2tRUBAgAgPD9c5W8Wbn8eUlBQxfPhwUbNmTVGqVClhbW0tqlSpIqZPn67zRhSenp456vvZ7ds3P6fa8oKsmHU93swVXrx4IUaPHi1cXFyElZWVqFmzpti2bZv2N+MNxek7KSYmRowaNUpUrFhRyGQy4ebmJjp27KiaKexNuck1JELk8N7MVGQFBwdj0KBBuHXrFjw9PfNlDOHrhBDIzMzExo0bMWTIEJw7dw5+fn752iZlL2us4p9//gkzM7Mc31AntxQKBRQKBVq1aoX4+PgCmwe7uJFIJKqzcubm5vk+i0hmZiaEELC0tMTIkSOxbNmyfG2PKC8GDhyIo0eP4tatW5BIJLk+O5uRkYFjx46hdevW2Llzp8ZMEKQ/Q3wn5SXXMJkxx2R8FStWhKWlpUGugM/Or7/+CktLyzxfTESGdfz4cVhaWmpM05QfunXrBktLSxw/fjzf2yruZs+eDUtLSyxevDjf25LL5VrvCEZkqu7cuQNLS0vUqlUrV8uHh4fD0tJSNRyBDCev30l5yTV45pgQHx+P//77T/W8du3a+Xr2+OnTp7h165bqedWqVWFjY5Nv7dHbXb9+XTW1TtZVv/kpMjJSNfbS2tpabewuGc7r0ziWK1cOzs7O+dpeeHi46mr7MmXKqM3jTGRqoqKiVCeDcnscSk5Oxr///qt67u3trfOiO8o5Q3wn5SXX0Ds5Pn78OBYtWoQLFy4gJiYGu3fvxnvvvZftMseOHcO4cePw77//ws3NDRMmTMDw4cP1aZaIiIiIKN/pPawiMTERtWrVyvFYsv/++w8dOnSAv78/Ll26hClTpmD06NEa05UQERERERlbnoZVSCSSt545njhxIn777TdERESoyoYPH47Lly8jLCwst00TERERERlcvl+QFxYWhsDAQLWytm3b4vz583m+/zkRERERkSHl+01AHj58qHERiLOzMzIyMhAXF6f1Pumpqalqd4pTKBRISEiAXC7P96mIyPCEEHjx4gXc3NzyPEUY+0bRYqi+wX5RtPCYQbqwb5AuhuwbeboJCACxe/fubOtUqlRJzJs3T63s5MmTAoCIiYnRukzWhNJ8FK3H3bt389Ld2DeK8COvfYP9omg+eMzgg32DD2P0jXwfc9ysWTPUqVMH3377raps9+7deP/995GUlKR1Tsw3/5p79uwZPDw8MKJudZR3zPntlAuLSw8eY9vVmxjhURsVHZ2MHY7BRb54ghWRF/D06dMc3xJUF/aNosVQfYP9omgpiGNGkHc9eJcselNu3UqIw8rocHTp0hzVq+fvlIzGEB0dg02b9uVr35jdvCGqljbMrbRNyYmoB1h67jJmN6mHqm5ljB2OwV19nIBpR/8ySN/I92EVjRo1wt69e9XKDh48CD8/P52TxUulUkilUo3y1t7l0MhdcxhGYWdtYYFtV2/C29YeNe1djB1OvjHEz1TsG0VTXvsG+0XRlJ/HDO+SDkVy34nUV/NM9+zZGn0+7GDkaAzv+PEL2LRpX772jaqlHYvkcePBi0QAQDUnR7xTBLcviyH6ht6DMl6+fInw8HCEh4cDeDVVW3h4OKKjowEAkydPRv/+/VX1hw8fjjt37mDcuHGIiIjAunXrsHbtWowfPz7PwRMRERERGZLeZ47Pnz+PFi1aqJ6PGzcOADBgwAAEBwcjJiZGlSgDQPny5bF//36MHTsWy5cvh5ubG7777jt0797dAOETERERERmO3slx8+bNkd0w5eDgYI2ygIAAXLx4Ud+miIiIiIgKVL6POSYiIiKinBEAFFJrCCsrCANOKSdzKgNPT09YyEsjvZS9wdZbECRCQJKWBrPUZBTEJHtMjomIiIhMQKa1LV7UbogM17KQmJkBBkwFa2akY9WHqShtLcNzi8KW/gkIhQIWMXdRMvwszJMT87W1wrZ3iIiIiIocYWaGpy06wMqpNMqULAlLc8Mmxy9SUmGWmISyJW1hbWVlsPUWDIH0TAXiS5TAUwcnOIbsgkShyLfWmBwTERERGVmmbUnAxhbOdnawtjR8epZi/mqCMitzc8gszA2+/vwmswAszOxwNykJmTYlYPHyeb61lcf76xERERFRXr0aXyzhrauzIVHuI5HX20O/BZNjIiIiIiIlJsdEREREREpMjomIiIgKuYexjzFu+kz4+jdHqUpVUK6uH1p064nVm7YgKTkZAPDuu+/CsVIVSD3Kw66SD2q0aIXFq37Qev+KsPMXYO3ljU79Bmi8FnX3HqQe5VUPuW911G4ViNFfTMPN//5Tq7tx589qdbMepSpVyZ8dYQC8II+IiIioELt9JxotuvWAnV0pzJ4wHtV8fJCZmYGbt/9D8E874epcBv7+/gCAyZ+OxvB+fZGSmoojJ0/ik6nTUKpESXzUt4/aOjf89BOCBg7A+u07EH3/Pjzc3TXaPbB1M6pWroyk5GT8c/0alq8LRv22HfDLujVo2bSJql6pkiXxd+ifasua8tBqJsdEREREhdjoL6bBwsICYb//BlsbG1V5dR8fdO3QHkIIPEtJBQCUsLWFS5nSAIDBvT/A6k1bcPjECbXkODEpCT//vh+n9u7Bo8ePsWnnLkwdM1qjXbmDg2pdFTw90Kl1a7Tr/SGGT5iIiBPHYG7+alYMiQSqeoUBh1UQERERFVLxT57g8PETGN6/n1pi/DptM2AIIXAs7Ayu3boFyzduCrJz7++oXKECqnh7o3fX97Bh506tQy/eZGZmhpGDB+HOvfu4+PffudsgE8DkmIiIiKiQioyKghAClb0rqJW71aoLR59qcPSphinzvlKVz1z0NRx9qqFkxSoI7NUbQgiMHDRQbdng7T+hd9f3AABtmwcgMTEJR06eylE8Vby9AQB37t5TlT17/kIVS9ajw4f9crG1BYPDKoiIiIgKuzfODp/8bQ8UQoGBo8cgNS1NVf7J0CEY3LsX4uITMH3R12jeuBEa+dVTvX49MhLnLl/GjtUrAQAWFhbo0bkjNvy0E638m741jKwzzK+frS5ZogTO7N+rVs9aJtN/GwsIk2MiIiKiQsrbywsSiQQ3bkUCbf9fXsHTA4BmEuro4ICKXl6o6OWF7atWomqz5mhQp44q8Q3e/hMyMjJQvkEj1TJCCFhaWuDJ02dwsLfLNp7rt24BALzKlVOVmZlJUNHLKy+bWaA4rIKIiIiokJI7OKCVf1Os3LARiUlJei3rYG+HoIEDMGnuPAghkJGRgS2//IIF06biXMg+1eP8H/vh4e6ObXv2ZLs+hUKB5euD4VWuHGpXr5aHrTIunjkmIiIiKsS+mzMbLbr3QKNO72LamDGo7usDMzMJLly+guuRkahTo7rOZYcP6IevV67C7v0HYG5hgSfPnmNQr/dhV6qUWr1uHdojeMer6d2yxD95goexj5GUnIx/r1/HsnXrcS78MvYEr1PNVAEAQryah/lNZZzkMMvnW0HnBpNjIiIiokLM28sTf+3fhwXLl+OLBQtx/+FDSK2s4FupIsZ8/BGG9++HNB3LlpbL0adbV8z+5lt4lSuLlk2baCTGANC1fXssWLYCl/7+Bw729gCA9n36AgBsrK3h4e6OgMbvYPlX8zSGUDx/8QKefg001nnn/FmTnOKNyTERUSEV+SzO2CHki8jEp8YOgajQcXUug6WzZmLprJlaX09LTsFvv/0Gb3vNxHflgvlvXX+dGtWRGv3/u9+9/v/s9O/ZA/179shRXVPB5JiIqJBJz1RAAmDlg3+AB8aOhoioaGFyTERUyFiam0EA+LRudVQs42jscAwuMv4Zlp67bOwwiKiYYnJMRFRIBZRzxTvly729YiETdj+GyTERGY3pXSJIRERERGQkTI6JiIiIiJSYHBMRERERKTE5JiIiIiJSYnJMRERERKTE5JiIiIiISIlTuRERERGZqOj79xGf8CTP63mRmoqHicl4WdIW1paWOuvJHR3g4e6e5/ZyYuPOnzF+5izE/nMFADB7yVL8dvAgzoXsL5D2dWFyTERERGSCou/fR83mrZGcmlJgbVpLZbhy9LBeCfLQceOx6eddGuX/Hg9FRS8vncv17NwJ7Vo01z/IfMbkmIiIiMgExSc8QXJqCiZWbAAP65J5WlemQoFUhQIyc3OYSSRa60Qnv8CCW2cRn/BE77PHgc0D8OPXi9TKSsuzv4OntUwGa5lMr3YKApNjIiIiIhPmYV0SlUo45GkdGZkKpGRmwtrCAuZm2pPjvJBaWcGlTGm1sqU/rsHGn37Gf9HRcLS3R4fWrTB/yiSUsLUFoDmswlTwgjwiIiIiMjgziRmWzJyOi4f+wJolX+Po6dOYPO8rY4f1VjxzTERERER5sv/PI3D0qaZ63rZ5ALatWqF6Xt6jHGZ8Ng6fTJ2G7+fONkaIOcbkmIiIiIjyJKDRO/h+3hzVc1trGxw9HYYFy5bj2s1beP7yJTIyMpCSmorEpCTY2tgYMdrscVgFEREREeWJrY0NKnp5qR5p6WnoMmAQqlWpgu0/rETYvt/w7ZxZAID09AwjR5s9njkmIiIiIoO6eOVvZGRmYuG0qTAze3Uudtfv+4wcVc7wzDERERERGVQFT09kZGRg+foNuH0nGlt2/YIfN281dlg5wjPHRERERCYsOvlFnteR03mODaVWtapY+OUXWLxyFaYtWIimDRtg9sTPMXjsZwZrI78wOSYiIiIyQXJHB1hLZVhw62yBtWktlUHuqN+cymuWfK21/NOhQ/Dp0CFqZR9276b6f/+ePdC/Zw/V82njxmDauDF6tZ0fmBwTERERmSAPd3dcOXoY8QlP8ryuF6mpeJiYjLIlbWFtaamzntzRQe+74xU1TI6JiIiITJSHu7tBktWnySmwf/4S3valYCu1MkBkRRcvyCMiIiIiUmJyTERERESkxOSYiIiIiEiJyTERERERkRKTYyIiIiIiJSbHRERERERKTI6JiIiIiJQ4zzERERGRiYq+f9+gNwF5yZuAvBWTYyIiIiITFH3/Pmq1aI2klJQCa9NGJsPl0MN6JchDx43Hpp93AQAsLCzgaG+H6j4+6NXlXfTv2QNmZq8GKlRu3BR37t0HAMikUjiXdoJfrVr4qO+HaNGkseE3JpeYHBMRERGZoPiEJ0hKScF3rRqhkoNdntaVqVAgLVMBqbk5zMwkWuvcfPIMo/8MQ3zCE73PHgc2D8CPXy9CpiITsY/jcPDYMXw2YxZ+2X8Av6z9ERYWr1LO6Z+NxeDevZGWnoY79+5h6y970L5PX8wYPw6TPhmVp200FCbHRERERCaskoMdapR2zNM6MjIVSM3MhLWFhc7kOC+kVlZwKVMaAODu4oI6NaqjQZ06aNf7Q2zc+TMG9/4AAFDCtoSqnoe7O/wbNoRrmTKYufgbdO3QHlW8vQ0em754QR4RERERGVyLJo1Rs6ov9oT8kW29UUMGQQiBvQcPFVBk2WNyTERERET5ooq3N+7cvZdtHUd7e5RxkqvGIxsbh1WYkMhnccYOIV9EJj41dghERERkBEIISCRvH8bxql4BBJQDTI5NQHqmAhIAKx/8AzwwdjREREREhnHt1i14lSuXbZ34J0/wOD7hrfUKCpNjE2BpbgYB4NO61VGxTN4G3JuiyPhnWHrusrHDICIiogIUeuo0/rl2HaOHDsm23rJ162FmZoZ32wYWUGTZY3JsQgLKueKd8qbxV5Mhhd2PYXKcRxxyQ0REpiw1LQ0PYx+rTeW2cPlKdGjVEn27d1PVe5n4Eg9jHyM9Ix1Rd+9i6y97sH77DsyZOAEVvbyMtwGvYXJMZMI45IaIiG4+eZbndeR0nuPcOnj0GDz9GsDCwgIOdnao4euDJTOno1+P7qqbgADAzMXfYObib2BlZQWX0k5oUKcOQrZtQfPGjXLdtqExOSYyYRxyQ0RUfMkdHWAjk2H0n2EF1qaNTAa5o4Ney6xZ8jXWLPn6rfVunD6Z27AKFJNjokKAQ26IiIofD3d3XA49jPiEJ3le14vUVDxMTEbZkrawtrTUWU/u6KD33fGKGibHRERERCbKw93dIMnq0+QU2D9/CW/7UrCVWhkgsqKLNwEhIiIiIlLKVXK8YsUKlC9fHjKZDPXq1cOJEyeyrb9lyxbUqlULNjY2cHV1xaBBgxAfH5+rgImIiIiI8oveyfGOHTswZswYTJ06FZcuXYK/vz/at2+P6OhorfVPnjyJ/v37Y8iQIfj333+xc+dOnDt3DkOHDs1z8EREREREhqT3mOMlS5ZgyJAhquR26dKl+OOPP7By5UrMnz9fo/6ZM2fg5eWF0aNHAwDKly+PYcOGYeHChXkMnej/rj6IhSQtw9hhGNyt2ARjh0BERFSs6JUcp6Wl4cKFC5g0aZJaeWBgIE6fPq11mcaNG2Pq1KnYv38/2rdvj9jYWPz888/o2LFj7qMmesO0UxeMHUK+UigUxg6BiIioWNArOY6Li0NmZiacnZ3Vyp2dnfHw4UOtyzRu3BhbtmxBr169kJKSgoyMDLz77rv4/vvvdbaTmpqK1NRU1fPnz5/rEyYVYbr6xqRuTeHr7mSssPLNqWt3sfrQBbUJ1EkTjxmkC/sG6VJc+0ZKeuH9lTUtMxOpGRm4fO8hMuIfq712Nc5wv7Tmaio3iUT9zipCCI2yLFevXsXo0aPx5Zdfom3btoiJicHnn3+O4cOHY+3atVqXmT9/PmbOnJmb0KiI09U32tSsAP+qnkaIKP+tPlS0z4obAo8ZpAv7BulS3PqGmTJPu5+YZORI8iYuOQWf/HkKd+7cybc29EqOnZycYG5urnGWODY2VuNscpb58+ejSZMm+PzzzwEANWvWhK2tLfz9/TFnzhy4urpqLDN58mSMGzdO9fz58+coV67o3QCB9Me+QdqwX5Au7BukS2HpG9H37xvkJiDJ6em49yIRDqVsYG0t1VlP7uiAsmVN8yYgaekZQGYKFk1+H2nJ6re6jrgVg7nL9xqkHb2SYysrK9SrVw+HDh1C165dVeWHDh1Cly5dtC6TlJQECwv1ZszNzQG8OuOsjVQqhVSq+42j4ot9g7RhvyBd2DdIl8LQN6Lv30etFq2RlJJSYG3aWMtw9XIYPDzK5niZQUNHYcPmHQAACwsLODo6oGb1qvjg/a4Y2L+32tDAS+FXMH/hUhw/eQbPnj2HRzl3NPNvjM/HjULlSt7ZtpOSmo6nT6To1KoOZOZpaq8dP3vNOMkxAIwbNw79+vWDn58fGjVqhNWrVyM6OhrDhw8H8Oovsfv372Pjxo0AgM6dO+Ojjz7CypUrVcMqxowZgwYNGsDNzc0gG0FERERU1MQnPEFSSgqCh3eEj7s8T+vKVAikZmbCytIClhbar2OJuB+Pgcv2Ii4+Xq/kGADaBbbEutXfITNTgUexsQg5eARjxk/Frt178euuzbCwsMDv+w+ixweD0LZNC2xevxLeFbwQ+zgOO3/5DV/OnI/tm9fkaRsNRe/kuFevXoiPj8esWbMQExOD6tWrY//+/fD0fDXeMyYmRm3O44EDB+LFixdYtmwZPvvsM9jb26Nly5ZYsGCB4baCiEgLTvFHREWBj7scdby0D1/NqUyFQHJGBmRSS1hamBsosv+TSqVwcXkVo7u7K+rWqYV3GvihdftuCN64DX0+6I7BH49Gh3at8ctPG1TLlS/viYYN6uHp02e6Vl3gcnVBXlBQEIKCgrS+FhwcrFH2ySef4JNPPslNU0REucYp/oiIjKdlC3/UqlkNu3/dB7ncEXFx8fh83Citde3t7Qo4Ot1ylRwTERUGnOKPiMi4fKpUwpW/r+Lmrduq56aOyTERFVmc4o+IyLiypvvVNQmDKeJpByIiIiLKFxHXbqK8l4dqJopr128aOaK3Y3JMRERERAZ3JPQE/v7nKrq91wmBrZvDyUmORUuWaa1b6C/IIyIiIiLKkpqaiocPH6lN5fbVom/RqUMg+vftBXNzc/y48hu832cIunTvi0+CPkJF7/KIi0/AT7t+xd2797Bt04/G3gwATI6JiIiITNq1+/F5XkdO5znOrZCDR+DmVR0WFhZwcLBHrRrV8O3ieRjQ7wPVxcNdOrfHqaP78dWipfhw4HA8f/4C5cq6oUVzf8yeMTnXbRsak2MiIiIiEyR3dICNTIaBq/YVWJs21jI4yfW74cj6Ncuwfo324RJv8qtXGz9vD85FZAWHyTERERGRCfJwd8fl0MOIT3iS53Ulp6fj3otEuDk7wK6kTGc9J7lc77vjFTVMjomIiIhMlIe7Ozzc3fO8nsTUNJR4+hzly5WGo72tASIrujhbBRERERGREpNjIiIiIiIlJsdEREREREpMjomIiIiIlJgcExEREREpMTkmIiIiIlJickxEREREpMR5jomIiIhMVPT9+wa9CcjzJ494E5C3YHJMRFRIRcQ+NnYI+eJqXIKxQyAyCdH376NWy9ZISk4psDZtbKxxNfy03gnyw4ePMHfBN9h/4DDuP4hBmdJOqF2rOj4dNQytWjYDAFwKv4L5C5fi+MkzePbsOTzKuaOZf2N8Pm4UKlfyzo/NyRUmx0REhUx6RiYkAKaGhRs7FCLKR/EJT5CUnIKNCwfBp4JrntalEAKpmZmQWlnCwlyitU5EZAz6jVuLuPh4vZLjqKhoNG3ZEfZ2dlgw70vUrFEN6enp+ONQKEaNmYiIK2H4ff9B9PhgENq2aYHN61fCu4IXYh/HYecvv+HLmfOxffOaPG2fITE5JiIqZCwtzCEATOnaCFXKOhs7HIOLuB+Hr345aewwiEyGTwVX1K3mkad1ZCoEUjIyIJNZwdLCsJecjfx0AiQSCf46+Qdsbf9/a+pqVX0weEAfJCUlYfDHo9GhXWv88tMG1evly3uiYYN6ePr0mUHjySsmx0REhVTrGuXRtLrp/BRpKCeu3mFyTFRIJCQ8QcjBI5gzc4paYpzF3t4Ou3/dh7i4eHw+bpTWddjb2+V3mHopVMnx1QexkKRlGDsMg7sVy/F1REREVPjcivwPQgj4VKmks87NW7cBINs6pqRQJcfTTl0wdgj5SqFQGDsEIiIiohwTQgAAJBLt45hfr1NYFKrkeFK3pvB1dzJ2GAZ36tpdrD50AWZmnHaaiIiICo9KFStAIpEg4toNvPduB611smaiuHb9Jhq9U78gw8uVQpUct6lZAf5VPY0dRr5YfahonxUnIiKiosfR0QFt27TAih/WYfTIjzTGHT99+gyBrZvDyUmORUuWqV2Q93odUxp3zFOVRERERJRry79diMzMTDRs2ha7du/FzVuRiLh2A98tX43GAe1ha2uLH1d+g30HDqFL9744/OcxREVF4/yFcEyYMhMjPhlv7E1QU6jOHBMREREVN9dux+R5HTmd5zg3ypf3xIWwPzF3wTcYP3E6Yh4+QunSctSrUwsrvlsEAOjSuT1OHd2PrxYtxYcDh+P58xcoV9YNLZr7Y/aMybnervzA5JiIiIjIBMkdHWBjLUP/CesLrE0bG2s4yeV6L+fq6oJlSxdg2dIFOuv41auNn7cH5yG6gsHkmIiIiMgEebi74/KRw4hPeJLndSWnp+Pei0S4OTvArqRMZz0nuVzvW0cXNUyOiYiIiEyUh7s7PNzd87yexNQ0lHj6HOXLlYajvebNOuj/eEEeEREREZESk2MiIiIiIiUmx0RERERESkyOiYiIiIiUmBwTERERESkxOSYiIiIiUmJyTERERESkxHmOiYiIiExU9P37Br0JyPMnj3gTkLdgckxERERkgqLv30etlm2QlJxcYG3a2FjjavhpvRPkhw8fYe6Cb7D/wGHcfxCDMqWdULtWdXw6ahhatWyG8pXr4k70XQCAmZkZnJ1Lo11gK3z91Uw4ONjnw5bkHpNjIiIiIhMUn/AEScnJ2LhuOnx8vPK0LoVCgdRMBaRSC1iYax9VGxERhX79pyMuPl6v5DgqKhpNW3aEvZ0dFsz7EjVrVEN6ejr+OBSKUWMmIuJKGABg5peT8NHgvsjMVODGzUgMGzkOn46bgo3rV+Rp2wyNyTERERGRCfPx8ULdOlXytI5MhQIpGZmQySxhaWFuoMheGfnpBEgkEvx18g/Y2v7/1tTVqvpg8IA+quclS9rCxcUZAODu7op+H/bCjp27DRqLIfCCPCIiIiLKlYSEJwg5eARBwwarJcZZ7O3ttC53/34M9h04iAb16+Z3iHorVGeOr/z3ABJFhrHDMLjr9x4ZO4RCj32DiPRxKyEOIrXoHTMin8UZO4RC7+qDWEjSCr5vWMhT4JaRgeS0NGRmvjqzm5yeDuDVkIhMhSJP61cIkecYtbkV+R+EEPCpUumtdSdNnY1pM+YjM1OBlJQUNGxQD0sWzs6XuPKiUCXHYzccNnYI+UqRx45fnLFvEJE+VkaHGzuEfCMBkJaWbuwwCq1ppy4YpV1PT0+s6tkP4kWiquye8v+pma+GRJgioUy6JRLJW+uOHzsSA/t/ACEE7t59gKnT56LTe71x7M+9MDc37FCPvChUyfHUkZ3hW9HV2GEY3KnzN7FySyjMzDjKJbfYN4hIH5O6NYWvu5OxwzC46/ceYd7uMFhZWRo7lELLWN8nVtZ2cHIoAXcXB1hZvkrPnj959euhVGoBmSxv72lmpgLp6Zk5SmL1UaliBUgkEkRcu4H33u2QbV0nJ0dU9K6gXM4b39jMQeOA9gg9ehKtWwUYNK68KFTJcRv/amjWwMfYYeSLlVtCjR1Coca+QUT6aFOzAvyreho7DIM7+Y8N5u0OM3YYhZqxvk9SMq0QlSyFfSkbyKSvEuGs+YgtzM0MchFderrhzz47OjqgbZsWWPHDOowe+ZHGuOOnT5/pHHecdbY4OSXF4HHlBU9HEREREVGuLf92ITIzM9GwaVvs2r0XN29FIuLaDXy3fDUaB7RX1XvxIhEPHz5CTMxDnD13ERMmz4CTkxyN36lvxOg1Faozx0RERETFTUREVJ7XkZGpQGpqBmQyS5ibaR9akdt2ypf3xIWwPzF3wTcYP3E6Yh4+QunSctSrUwsrvlukqjd91leYPusrAEDp0k6oX682Du7bCbncMVft5hcmx0REREQmyEkuh42NNfr1n15gbdrYWMNJLtd7OVdXFyxbugDLli7Q+vp/Ny7mNbQCw+SYiIiIyAR5eJTF1fDTiIuPz/O6nr1IwYNHT+DpLoeNtZXOek5yud63ji5qmBwTERERmSgPj7IGSVYTniai1N3HqFLBBSVsZQaIrOjiBXlEREREREpMjomIiIiIlJgcExEREREpMTkmIiIiIlJickxEREREpMTkmIiIiIhIickxEREREZES5zkmIiIiMlHR0fcMehOQ5BePeROQt2ByTERERGSCoqPvoWrtxkhKSi6wNm1srHE1/LReCfKgoaOwYfMO1XNHRwfUr1cbC+ZNR80a1QAAZrLSqtfNzc3h5uqC7t06Y/7sLyCVSg23AQbA5JiIiIjIBMXFxyMpKRkLVw5FhcqueVpXZqYCaWkZkMosYCbRPqr29o0YTBixBnHx8XqfPW4X2BLrVn8HAHj4KBbTZsxH564f4s6tcFWddau/Q7vAlkhPz8Dlv//F4I9Hw9bGBrNnTM71duUHJsdEREREJqxCZVdUq+WZp3VkZGQiJTUd1tZWMDcz/CVnUqkULi7OAAAXF2dM+OwTBLR+F48fx6F0aScAgL29napOuXLu6NyxLS6FXzF4LHnFC/KIiIiIyGBevnyJLdt3oaJ3ecjljlrr3LgZiaPHTqFB/XoFHN3b5So5XrFiBcqXLw+ZTIZ69erhxIkT2dZPTU3F1KlT4enpCalUCm9vb6xbty5XARMRERGRafl9/0GUlHuipNwTpZzKY+++EGzf/CPMXjtL3af/MJSUe8Larix8aryDalWrYPKET40YtXZ6J8c7duzAmDFjMHXqVFy6dAn+/v5o3749oqOjdS7z/vvv488//8TatWtx/fp1bNu2DT4+PnkKnIiIiIhMQ4uAprh0NhSXzobizIk/ENiqOTp06Y07d+6q6ixZNBuXzoYi/NxR7N29BTduRqL/4CAjRq2d3mOOlyxZgiFDhmDo0KEAgKVLl+KPP/7AypUrMX/+fI36ISEhOHbsGG7fvg1Hx1en1r28vPIWNRERERGZDFtbG1T0rvDqiTdQr24t2JepgB/XbcKcmVMAAC7OZVR1qlSuiBcvEtGn/8eYPWPy/5c1AXqdOU5LS8OFCxcQGBioVh4YGIjTp09rXea3336Dn58fFi5cCHd3d1SuXBnjx49HcnLBTUtCRERERAVHIpHAzMwMySkpOuuYm79KQ5OTddcxBr3OHMfFxSEzMxPOzs5q5c7Oznj48KHWZW7fvo2TJ09CJpNh9+7diIuLQ1BQEBISEnSOO05NTUVqaqrq+fPnz/UJk4ow9g3Shv2CdGHfIF3YNwwrNTUVDx8+AgA8efoMy1auwcuXiejcoa2qztOnz/Dw4SMoFAI3b0Vi9rzFqFzJG74+lY0Vtla5mspNIpGoPRdCaJRlUSgUkEgk2LJlC+zs7AC8GprRo0cPLF++HNbW1hrLzJ8/HzNnzsxNaFTEsW+QNuwXpAv7BulSmPrG7RsxeV5HTuc5zq2Qg0fg5lUdAFCyZAn4VKmEn7auRfOAJqo6gz8eDeBVHuniUgbNmjbC3JlTYWFhWjML6xWNk5MTzM3NNc4Sx8bGapxNzuLq6gp3d3dVYgwAvr6+EELg3r17qFSpksYykydPxrhx41TPnz9/jnLlyukTKhVR7BukDfsF6cK+QboUhr7hJJfDxsYaE0asKbA2bWys4SSX67XM+jXLsH7NsmzrKFIe5yWsAqVXcmxlZYV69erh0KFD6Nq1q6r80KFD6NKli9ZlmjRpgp07d+Lly5coUaIEAODGjRswMzND2bLa774ilUpN7laCZBrYN0gb9gvShX2DdCkMfcPDoyyuhp9GXHx8ntf17EUKHjx6Ak93OWysrXTWc5LL9b47XlGj93nscePGoV+/fvDz80OjRo2wevVqREdHY/jw4QBe/SV2//59bNy4EQDQp08fzJ49G4MGDcLMmTMRFxeHzz//HIMHD9Y6pIKIiIiIXvHwKGuQZDXhaSJK3X2MKhVcUMJWZoDIii69k+NevXohPj4es2bNQkxMDKpXr479+/fD0/PVbQ1jYmLU5jwuUaIEDh06hE8++QR+fn6Qy+V4//33MWfOHMNtBRERERGRAeRqBHRQUBCCgrRP2hwcHKxR5uPjg0OHDuWmKSIiIiKiApOr20cTERERERVFTI6JiIiIiJSYHBMRERERKTE5JiIiIiJSYnJMRERERKRkWvfrIyIiIiKV6Oh7Br0JSPKLx7wJyFswOSYiIiIyQdHR9+BbuxGSk1IKrE1rGxkiwsP0SpAHDR2FDZt3qJ47Ojqgfr3aWDBvOmrWqKZW9+OgcVgXvAWbg1fhg/e7vrkqk8DkmIiIiMgExcXHIzkpBcMXvA+3CmXytK7MTAVS0jIgs7KAubn2UbUPbsdi1cSfEBcfr/fZ43aBLbFu9XcAgIePYjFtxnx07voh7twKV9VJSkrCTz/vwfhxI7EueAuTYyIiIiLSn1uFMvCq6p6ndWRkZCI5NR02MiudyXFeSKVSuLg4AwBcXJwx4bNPEND6XTx+HIfSpZ0AADt3/YaqvlUw+fMxcPOqjqioaHh5eRg8lrziBXlEREREZDAvX77Elu27UNG7PORyR1X5uuAt+LB3D9jZlUKHdq2wfuM2I0apG5NjIiIiIsqT3/cfREm5J0rKPVHKqTz27gvB9s0/wszsVap581Ykzpy9gF493gMAfNi7J4I3boNCoTBi1NpxWAUVCVci7kACYewwDO5a5ANjh0BERPRWLQKaYsX3CwEACQlPsfKHdejQpTf+OvEHPD3LYW3wFrRt0wJOTnIAQId2rTF0+Bgc/vMYAtu0MGboGpgcU5EweqZp/jRjKKb4lzUREVEWW1sbVPSu8OqJN1Cvbi3Yl6mAH9dtwswvJ2LTlp/w8GEsLG1dVMtkZmZi3YYtTI6J8sPUqUPh6+tl7DAM7tSpy1i5cqfqZykiIqLCQCKRwMzMDMkpKdgfchgvXrzExb+OwNzcXFXn2vWb6DtwBOLjE9TGJhsbk2MqEtoENkSzZvWMHUa+WLlyp7FDICIiylZqaioePnwEAHjy9BmWrVyDly8T0blDW3y77Ad0bN8GtWpWV1umWlUfjP38C2zethOfjhpmjLC1YnJMREREZMIe3I7N8zpyOs9xboUcPAI3r1fJb8mSJeBTpRJ+2roWvj6VsO/AIWzZsEpjGYlEgq5dOmJd8FYmx0RERESUPSe5HNY2Mqya+FOBtWltI4OTXK7XMuvXLMP6Nct0vp72Mkbna98tma9XWwWByTERERGRCfLwKIuI8DDExcfneV3PXqTgwaMn8HSXw8baSmc9J7lc77vjFTVMjomIiIhMlIdHWYMkqwlPE1Hq7mNUqeCCErYyA0RWdPESeCIiIiIiJSbHRERERERKTI6JiIiIiJSYHBMRERERKTE5JiIiIiJSYnJMRERERKTE5JiIiIiISInzHBMRERGZqOjoewa9CUjyi8e8CchbMDkmIiIiMkHR0ffgW6sRkpNTCqxNa2sZIi6H6Z0gnw47i2atOqNNqwAc2Kv9dtdbt+9C/8FBGDq4H1Yt+9oQ4eYLJsdEREREJiguPh7JySnw//xd2JVzytO6MjMzkZKaAZnUEubm2kfVPrsbhxOLfkNcfLzeyfG6DVsxKmgo1q7fjOjoe1qXX79hKz4fNwqrfgzGkoWzYGNjk6ttyW9Mjk1IROxjY4eQL67GJRg7BCqmrvz3ABJFhrHDMLjr9x4ZOwQiKkB25Zwgr+iSp3VkZGQiOSUdNtZWOpPj3EpMTMTOXb/i7KlDePQoFsGbtuPLqePV6kRFReP0mXP4eft6HD1+Cj//shf9+/YyaByGwuTYBKSlZ0ACYGpYuLFDISpSxm44bOwQ8pUQwtghEBFhx849qFK5IqpUrogPe/fE6LGTMW3KZ5BIJKo66zZsRcf2rWFnVwof9u6BdcFbmByTblaWFhAApnRthCplnY0djsFF3I/DV7+cNHYYVAxNHdkZvhVdjR2GwZ06fxMrt4SqffEQERnLuuAt+LB3DwBAu8CWeJmYiD+PHEfrVgEAAIVCgQ2btuO7b+YDAD7o2RWfTfgStyJvo6J3BaPFrQuTYxPSukZ5NK3ubewwDO7E1TtMjsko2vhXQ7MGPsYOI1+s3BJq7BCIiHD9xi2cPX8Ju3YEAwAsLCzwfo8uWL9hqyo5Png4FIlJSWjfthUAwMlJjsDWzbEueCvmzf7CWKHrxOSYioQrl2+gKJ5Eu3btP2OHQEREpNPa4C3IyMhA2Qo1VWVCCFhaWuLJk6dwcLDH+g1bkZDwBLYOHqo6CoUCly7/jdkzJsPc3NwYoevE5JiKhNGjFxk7hHylUCiMHQIREZGajIwMbNqyA18vmIXA1s3VXuvxwSBs2f4zer/fDb/uDcG2TatRrer/f8lTKBRo1qozDvzxJzp1CCzgyLPH5JiKhOHjO8O7kpuxwzC4i3/dwLZ1oTAz480siYjItPy+/yCePHmGIQM/hJ1dKbXXunftjHXKs8pyuQN6du+i8V3WqX0g1gVvYXJMlB+aNK+O+o2L5tjSbes4tpSIqDh7djcuz+vImuc4+S3zHOtjXfAWtG7ZTCMxBoDuXTth/sKliLwdhb59emo9ydOtayd80PcjPHoUC2fnMnq1nZ+YHBMRERGZICe5HNbWMpxY9FuBtWltLYOTXJ6jur/9skXna3Xr1IIiJfv7N3R7rxPSXsboFV9BYHJMVAjwBjFERMWPh0dZRFwOQ1x8fJ7X9exFCh48egJPdzlsrK101nOSy/W+O15Rw+SYyISl8wYxRETFmodHWYMkqwlPE1Hq7mNUqeCCErYyA0RWdDE5JjJhlrxBDBERUYFickxUCPAGMURERAWD80MRERERESkxOSYiIiIyEQqFMHYIJqug9g2HVRAREREZmZVZOsxEGmIexaO03B6WluaQSCQGW39aesarf9MykGKRbrD1FgQhBNLTMxEb9xRmIg1WZvkbP5NjIiIiIiMzkwh42UYhJtkZDx4kARLD/rifmJSKuCcvYY40yKSWBl13gRAK2Ji9gIvtI5hJ8vcMMpNjIiIiIhNgZZYBD5v7yBDmyBTmBl3376cv4fP5P2HTko/gU7OCQdddEMwlmbCQZMKAJ9N1YnJMREREZCIkEsBSkglLZBp0vWnJz3Dnzh2I9BeQmacZdN1FDS/IIyIiIiJSYnJMRERERKRUqIZVXIm4AwmK3hQn1yIfGDsEIiIiIkIhS45Hz9xm7BDylRBFL/EnIiIiKkwKVXI8fHxneFdyM3YYBnfxrxvYti7UoPMZEhEREZH+ClVy3KR5ddRv7GPsMPLFtnWhxg6BiIiIqNjjBXlEREREREpMjomIiIiIlJgcExEREREpMTkmIiIiIlJickxEREREpMTkmIiIiIhIqVBN5VbU/RMVY+wQ8sWVO7HGDoGIiIgoR5gcm4D09AyYSYDRGznXMREREZExMTk2AZaWFlAI4ItRneDjXfTuABhxKwZzl+81dhhEREREb5Wr5HjFihVYtGgRYmJiUK1aNSxduhT+/v5vXe7UqVMICAhA9erVER4enpumi7Q2TavBv4GvscMwuONnrzE5JiIiokJB7wvyduzYgTFjxmDq1Km4dOkS/P390b59e0RHR2e73LNnz9C/f3+0atUq18ESEREREeUnvZPjJUuWYMiQIRg6dCh8fX2xdOlSlCtXDitXrsx2uWHDhqFPnz5o1KhRroMlIiIiIspPeg2rSEtLw4ULFzBp0iS18sDAQJw+fVrncuvXr0dkZCQ2b96MOXPmvLWd1NRUpKamqp4/f/5cnzCpCGPfIG2Ka7+4eDMaKSkpxg7D4P6OfmywdRXXvkFvx75BuuiVHMfFxSEzMxPOzs5q5c7Oznj48KHWZW7evIlJkybhxIkTsLDIWXPz58/HzJkz9QmNign2DdKmuPULa5kVJBJg/LaTxg7F5BW3vkE5x75BuuTqgjyJRKL2XAihUQYAmZmZ6NOnD2bOnInKlSvneP2TJ0/GuHHjVM+fP3+OcuXK5SZUKmLYN0ib4tYvnBxsIQTQo0dr1KqV82NrYREV9QBr1+4xyLqKW9+gnGPfIF30So6dnJxgbm6ucZY4NjZW42wyALx48QLnz5/HpUuXMGrUKACAQqGAEAIWFhY4ePAgWrZsqbGcVCqFVCrVJzQqJtg3SJvi2i/ee685+nzYwdhhGNzx4xcMlhwX175Bb8e+QbrodUGelZUV6tWrh0OHDqmVHzp0CI0bN9aoX6pUKfz9998IDw9XPYYPH44qVaogPDwcDRs2zFv0REREREQGpPewinHjxqFfv37w8/NDo0aNsHr1akRHR2P48OEAXv1Mcf/+fWzcuBFmZmaoXr262vJlypSBTCbTKCciIiIiMja9k+NevXohPj4es2bNQkxMDKpXr479+/fD09MTABATE/PWOY+JiIiIiExRri7ICwoKQlBQkNbXgoODs112xowZmDFjRm6aJSIiIiLKV3rfBISIiIiIqKhickxEREREpMTkmIiIiIhIickxEREREZESk2MiIiIiIiUmx0RERERESkyOiYiIiIiUmBwTERERESkxOSYiIiIiUmJyTERERESklKvbRxOZmoh/ogAojB2GwUXeuG/sEIiIiIoVJsdUJMybtM3YIeQrIYSxQyAiIioWmBxTkfDusNZw9y5j7DAM7vrF/3BkexgkEomxQyEiIioWmBxTkVCjSSX41Pc2dhj54sj2MGOHQEREVGzwgjwiIiIiIiUmx0RERERESkyOiYiIiIiUCtWYY07XRURERPnpXPhNpKYkGTsMg/s7IsrYIRQahSo5LvrTdRW9xJ+IiKgw+fyrXcYOIV8x13i7QpUcF/3pujjKhYiIyJh69PWHu2dpY4dhcNf+jsYfv51nrpEDhSo55nRdRERElJ+6fNAU9Rv7GDsMg9u78zT++O28scMoFPjnAxERERGREpNjIiIiIiIlJsdEREREREpMjomIiIiIlJgcExEREREpMTkmIiIiIlJickxEREREpFSo5jkmKq7+iYoxdgj54sqdWGOHQEREpIbJMZEJy0jPgJkEGL0x1NihEBERFQtMjolMmIWlBRQC+GJUJ/h4uxk7HIOLuBWDucv3GjsMIiIiFSbHRIVAm6bV4N/A19hhGNzxs9eYHBMRkUnhBXlEREREREpMjomIiIiIlJgcExEREREpccwxERVZVyLuQAJh7DAM7u9rd4wdAhFRkcXkmIiKrNEztxk7hHxjJpHA2kZm7DCIiIocJsdEVGRNnToUvr5exg7D4E6duoyVK3fCycnO2KEQERU5hSo5/u/aPWQi09hhGNy920Xz7mdExtYmsCGaNatn7DDyxcqVO40dAhFRkVSokuOt84r2fKhCKIwdAhEREVGxVqiS45of+MPOo7SxwzC42H+jcX3feUgknDyEiIiIyJgKVXLsWtcbLjU9jR1Gvri+77yxQyAiIiIq9gpVckxERP/395Ubxg4hX1y5XDS3i4gKBybHRESFjLWNDGZmEowatcjYoRARFTlMjomIChknJzsoFAK9B7dA3YaVjR2OwUXefIBVXxftC7CJyHQxOSYiKqTqNqyMzj0bGzsMgzt3+hqTYyIyGk6PQERERESkxOSYiIiIiEiJwypMyN/X7hg7hHxxJSLa2CEQERER5QiTYxOgSM+EmUSCUTO2GzsUIiIiomKNybEJMLM0h0IIDP+sE7wruxs7HIPjledERERUWDA5NiFNWlRD/cZVjR2GwfHKcyIiIioseEEeEREREZESk2MiIiIiIiUmx0RERERESkyOiYiIiIiUmBwTERERESkxOSYiIiIiUmJyTERERESkxOSYiIiIiEiJNwEhKgT+vnbH2CHkiysR0cYOgYiISA2TYyITlpGeATOJBKNmbDd2KIXSlcs3IJEYOwrD+/vKDWOHQERUZDE5JjJhFpYWUAiBL74YAh+f8sYOx+AiIqIwd+6afFv/6NGL8m3dxmZmJoHM2tLYYRARFTm5So5XrFiBRYsWISYmBtWqVcPSpUvh7++vte4vv/yClStXIjw8HKmpqahWrRpmzJiBtm3b5ilwouKkTeA78PevZ+wwDO748Qv5mhwPH98Z3pXc8m39xnLxrxvYti4U9o62xg6FiKjI0Ts53rFjB8aMGYMVK1agSZMm+OGHH9C+fXtcvXoVHh4eGvWPHz+ONm3aYN68ebC3t8f69evRuXNn/PXXX6hTp45BNoKISJsmzaujfmMfY4eRL7atCzV2CERERZLes1UsWbIEQ4YMwdChQ+Hr64ulS5eiXLlyWLlypdb6S5cuxYQJE1C/fn1UqlQJ8+bNQ6VKlbB37948B09EREREZEh6nTlOS0vDhQsXMGnSJLXywMBAnD59OkfrUCgUePHiBRwdHXXWSU1NRWpqqur58+fP9QmTijD2DdKG/YJ0Yd8gXYpr3+DsR2+nV3IcFxeHzMxMODs7q5U7Ozvj4cOHOVrH4sWLkZiYiPfff19nnfnz52PmzJn6hEbFBPsGacN+Qbqwb5Auxa1vpHP2oxzL1QV5kjfmRhJCaJRps23bNsyYMQO//vorypQpo7Pe5MmTMW7cONXz58+fo1y5crkJlYoYXX3jv2v3kIlMI0aWP+7djjF2CIUCjxmkC/sG6VLc+oYlZz/KMb2SYycnJ5ibm2ucJY6NjdU4m/ymHTt2YMiQIdi5cydat26dbV2pVAqpVKpPaFRM6OobW+cV7THsQiGMHYJJ4zGDdGHfIF2Ka9/g7Edvp1dybGVlhXr16uHQoUPo2rWrqvzQoUPo0qWLzuW2bduGwYMHY9u2bejYsWPuoyXSoeYH/rDzKG3sMAwu9t9oXN93HhKzIngnCyIiIhOk97CKcePGoV+/fvDz80OjRo2wevVqREdHY/jw4QBe/Uxx//59bNy4EcCrxLh///749ttv8c4776jOOltbW8POzs6Am0LFmWtdb7jU9DR2GPni+r7zxg6BiIio2NA7Oe7Vqxfi4+Mxa9YsxMTEoHr16ti/fz88PV8lJjExMYiO/v8Vgz/88AMyMjIwcuRIjBw5UlU+YMAABAcH530LiIiIiIgMJFcX5AUFBSEoKEjra28mvEePHs1NE0REREREBU7vm4AQERERERVVTI6JiIiIiJSYHBMRERERKTE5JiIiIiJSYnJMRERERKTE5JiIiIiISInJMRERERGREpNjIiIiIiIlJsdEREREREpMjomIiIiIlJgcExEREREpMTkmIiIiIlJickxEREREpGRh7ACIiPJLxD9RABTGDsPgIm/cN3YIRERFFpNjIiqy5k3aZuwQ8pUCwtghEBEVOUyOiajIqvmBP+w8Shs7DIOL/Tca1/edhxkkxg6FiKjIYXJMREWWa11vuNT0NHYY+eL6vvPGDoGIqEjiBXlEREREREo8c0xUCFy48C9SklOMHYbBXbly09ghEBERqWFyTGTCFOmZMDOTYNzYpcYOhYiIqFhgckxkwswszaFQCPh394Ozu5OxwzG42PvxOL7rnLHDICIiUmFyTFQINOlSF9XqVzZ2GAZ37Vwkk2MiIjIpvCCPiIiIiEiJyTERERERkRKTYyIiIiIiJSbHRERERERKTI6JiIiIiJSYHBMRERERKTE5JiIiIiJSYnJMRERERKTE5JiIiIiISInJMRERERGREpNjIiIiIiIlJsdEREREREpMjomIiIiIlCyMHQD93/Wrd4wdQr6I+Cfa2CEQERER5QiTYxOgSM+ERCLBnAnbjR0KERERUbHG5NgEmFmaQwiBzsNboGwFV2OHY3D3I2Px2w+HjR0GERER0VsxOTYh1RpXQrX6lY0dhsFdOxfJ5JiIiIgKBV6QR0RERESkxOSYiIiIiEiJyTERERERkRKTYyIiIiIiJSbHRERERERKTI6JiIiIiJSYHBMRERERKTE5JiIiIiJSYnJMRERERKTE5JiIiIiISInJMRERERGREpNjIiIiIiIlJsdEREREREpMjomIiIiIlJgcExEREREpMTkmIiIiIlJickxEREREpMTkmIiIiIhIickxEREREZESk2MiIiIiIiUmx0RERERESkyOiYiIiIiUmBwTERERESkxOSYiIiIiUspVcrxixQqUL18eMpkM9erVw4kTJ7Ktf+zYMdSrVw8ymQwVKlTAqlWrchUsEREREVF+0js53rFjB8aMGYOpU6fi0qVL8Pf3R/v27REdHa21/n///YcOHTrA398fly5dwpQpUzB69Gjs2rUrz8ETERERERmS3snxkiVLMGTIEAwdOhS+vr5YunQpypUrh5UrV2qtv2rVKnh4eGDp0qXw9fXF0KFDMXjwYHz99dd5Dp6IiIiIyJAs9KmclpaGCxcuYNKkSWrlgYGBOH36tNZlwsLCEBgYqFbWtm1brF27Funp6bC0tNRYJjU1Fampqarnz549AwAk3I7RJ9xC41n0YwBA5JUopCanGTkaw7t34yEAQAiR53WxbxQthuobxbVfXLl4C8lJqW+pXfhcv3oPQP4eM85ej0ZScnKe129qrt559ZmKiIjC8eMXjByN4V0OvwEgf/vGtX+0/xJe2EXefAAAOPvX30hMLHp9/+8rtwAYpm9A6OH+/fsCgDh16pRa+dy5c0XlypW1LlOpUiUxd+5ctbJTp04JAOLBgwdal5k+fboAwEcRe9y9e1ef7sa+UYweee0b7BdF88FjBh/sG3wYo29IhMh5iv3gwQO4u7vj9OnTaNSokap87ty52LRpE65du6axTOXKlTFo0CBMnjxZVXbq1Ck0bdoUMTExcHFx0Vjmzb/mFAoFEhISIJfLIZFIchpurj1//hzlypXD3bt3UapUqXxvr6AV9PYJIfDixQu4ubnBzCxvE6Swb+Svwto32C/yV2HtFwD7Rn5j38g99g3DMmTf0GtYhZOTE8zNzfHw4UO18tjYWDg7O2tdxsXFRWt9CwsLyOVyrctIpVJIpVK1Mnt7e31CNYhSpUoVyQ6bpSC3z87OziDrYd8oGIWtb7BfFIzC1i8A9o2Cwr6Re+wbhmOovqFXam1lZYV69erh0KFDauWHDh1C48aNtS7TqFEjjfoHDx6En5+f1vHGRERERETGovd553HjxmHNmjVYt24dIiIiMHbsWERHR2P48OEAgMmTJ6N///6q+sOHD8edO3cwbtw4REREYN26dVi7di3Gjx9vuK0gIiIiIjIAvYZVAECvXr0QHx+PWbNmISYmBtWrV8f+/fvh6ekJAIiJiVGb87h8+fLYv38/xo4di+XLl8PNzQ3fffcdunfvbritMDCpVIrp06dr/NxSVBT17ctPRX3fFfXtyy9Ffb8V9e3LT0V93xX17ctPRX3fFebt0+uCPCIiIiKioixvl/MRERERERUhTI6JiIiIiJSYHBMRERERKTE51sPAgQPx3nvvFVh7Qgh8/PHHcHR0hEQiQXh4eIG1/bqoqCijtl8YsG8Yp31TV9D9AmDfyC3uN8MyRt8vKvh9Ypz2X6f3bBVUcEJCQhAcHIyjR4+iQoUKcHJyMnZIZCLYN0gX9o3c4X6j4op9XxOTYxMWGRkJV1dXnTdYoeKLfYN0Yd/IHe43Kq7Y9zUV2WEVzZs3xyeffIIxY8bAwcEBzs7OWL16NRITEzFo0CCULFkS3t7eOHDgAAAgMzMTQ4YMQfny5WFtbY0qVarg22+/zbYNIQQWLlyIChUqwNraGrVq1cLPP/9skPgHDhyITz75BNHR0ZBIJPDy8npre0ePHoVEIsEff/yBOnXqwNraGi1btkRsbCwOHDgAX19flCpVCr1790ZSUpJquZCQEDRt2hT29vaQy+Xo1KkTIiMjs43v6tWr6NChA0qUKAFnZ2f069cPcXFxBtn2/Ma+wb6hTWHvFwD7Rm4V9/1WFPq+sRT2fVfc+75OoogKCAgQJUuWFLNnzxY3btwQs2fPFmZmZqJ9+/Zi9erV4saNG2LEiBFCLpeLxMREkZaWJr788ktx9uxZcfv2bbF582ZhY2MjduzYoVrngAEDRJcuXVTPp0yZInx8fERISIiIjIwU69evF1KpVBw9ejTP8T99+lTMmjVLlC1bVsTExIjY2Ni3thcaGioAiHfeeUecPHlSXLx4UVSsWFEEBASIwMBAcfHiRXH8+HEhl8vFV199pWrr559/Frt27RI3btwQly5dEp07dxY1atQQmZmZQggh/vvvPwFAXLp0SQghxIMHD4STk5OYPHmyiIiIEBcvXhRt2rQRLVq0yPN2FwT2DfYNbQp7vxCCfSO3ivt+Kwp931gK+74r7n1flyKdHDdt2lT1PCMjQ9ja2op+/fqpymJiYgQAERYWpnUdQUFBonv37qrnr3fYly9fCplMJk6fPq22zJAhQ0Tv3r0Nsg3ffPON8PT0zHF7WR328OHDqtfnz58vAIjIyEhV2bBhw0Tbtm11thsbGysAiL///lsIodlhp02bJgIDA9WWuXv3rgAgrl+/nuvtLSjsG6+wb6grCv1CCPaN3CrO+62o9H1jKAr7rjj3fV2K9JjjmjVrqv5vbm4OuVyOGjVqqMqcnZ0BALGxsQCAVatWYc2aNbhz5w6Sk5ORlpaG2rVra1331atXkZKSgjZt2qiVp6WloU6dOgbeEv3ae327nZ2dYWNjgwoVKqiVnT17VvU8MjIS06ZNw5kzZxAXFweFQgEAiI6ORvXq1TViuXDhAkJDQ1GiRAmN1yIjI1G5cuXcbWQBYt9g39CmKPULfdtk3/i/4rjfilrfL0hFad8Vx76vTZFOji0tLdWeSyQStTKJRAIAUCgU+OmnnzB27FgsXrwYjRo1QsmSJbFo0SL89ddfWted9abu27cP7u7uaq/lx33E9WnvzW3Uth+y1gcAnTt3Rrly5fDjjz/Czc0NCoUC1atXR1pams5YOnfujAULFmi85urqqt+GGQn7BvuGNkWpX+jbJvvG/xXH/VbU+n5BKkr7rjj2fW2KdHKsjxMnTqBx48YICgpSlWU3ULxq1aqQSqWIjo5GQEBAvseXX+3Fx8cjIiICP/zwA/z9/QEAJ0+ezHaZunXrYteuXfDy8oKFRdHvQuwb7BvamHq/yM82i3rf4H7LXmHo+6bK1Pcd+/4rpvFJMwEVK1bExo0b8ccff6B8+fLYtGkTzp07h/Lly2utX7JkSYwfPx5jx46FQqFA06ZN8fz5c5w+fRolSpTAgAEDDBpffrXn4OAAuVyO1atXw9XVFdHR0Zg0aVK2y4wcORI//vgjevfujc8//xxOTk64desWtm/fjh9//BHm5ua5isVUsW+wb2hj6v0iP9ss6n2D+y17haHvmypT33fs+68wOVYaPnw4wsPD0atXL0gkEvTu3RtBQUGq6Ve0mT17NsqUKYP58+fj9u3bsLe3R926dTFlypR8iTE/2jMzM8P27dsxevRoVK9eHVWqVMF3332H5s2b61zGzc0Np06dwsSJE9G2bVukpqbC09MT7dq1g5lZ0ZsdkH2DfUObwtAv8qvN4tA3uN90Kyx93xQVhn3Hvg9IhBAiX1sgIiIiIiokTO/PdSIiIiIiI2FyTERERESkxOSYiIiIiEiJyTERERERkRKTYyIiIiIiJSbHRERERERKTI6JiIiIiJSYHBMRERERKTE5JiIiIiJSYnJMRERERKTE5JiIiIiISInJMRERERGR0v8AOpgQIzbL+M8AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 840x480 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 840x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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