diff --git "a/SHL_Assesment.ipynb" "b/SHL_Assesment.ipynb"
new file mode 100644--- /dev/null
+++ "b/SHL_Assesment.ipynb"
@@ -0,0 +1,1845 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "id": "d574d4b5-26ce-4e9e-b310-fa8a19fcfac1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import spacy\n",
+    "from nltk.stem.porter import PorterStemmer\n",
+    "from nltk.stem import WordNetLemmatizer\n",
+    "import re\n",
+    "from nltk.stem import SnowballStemmer\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "id": "2539be18-2320-46e8-92d6-3c111db91a77",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data=pd.read_excel('SHL_assesment_list.xlsx')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "id": "551911cd-5cdb-4641-a640-73eb6b5d5124",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Assesment Name</th>\n",
+       "      <th>URL</th>\n",
+       "      <th>Remote Testing Support</th>\n",
+       "      <th>Adaptive/IRT</th>\n",
+       "      <th>Duration</th>\n",
+       "      <th>Job Type</th>\n",
+       "      <th>Test Type</th>\n",
+       "      <th>Description</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Account Manager Solution</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>49</td>\n",
+       "      <td>Middle</td>\n",
+       "      <td>CPAB</td>\n",
+       "      <td>The Account Manager solution is an assessment ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Administrative Professional-Short Form</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>36</td>\n",
+       "      <td>Entry -level</td>\n",
+       "      <td>AKP</td>\n",
+       "      <td>The Administrative Professional solution is fo...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Agency Manager Solution</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>51</td>\n",
+       "      <td>Manager</td>\n",
+       "      <td>ABPS</td>\n",
+       "      <td>The Agency Manager solution is for mid-level s...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Apprentice + 8.0 Job Focused Assessment</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>30</td>\n",
+       "      <td>Entry -level</td>\n",
+       "      <td>BP</td>\n",
+       "      <td>The Apprentice + 8.0 Job-Focused Assessment is...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Apprentice 8.0 Job Focused Assessment</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>20</td>\n",
+       "      <td>Entry -level</td>\n",
+       "      <td>BP</td>\n",
+       "      <td>The Apprentice 8.0 Job-Focused Assessment is a...</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>139</th>\n",
+       "      <td>Workplace Safety - Individual 7.1 (Americas)</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>16</td>\n",
+       "      <td>Entry-Level</td>\n",
+       "      <td>B</td>\n",
+       "      <td>Our Workplace Safety - Individual 7.1 solution...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>140</th>\n",
+       "      <td>Workplace Safety - Team 7.0 Solution</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>20</td>\n",
+       "      <td>Director</td>\n",
+       "      <td>B</td>\n",
+       "      <td>The Workplace Safety – Team 7.0 solution is de...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>141</th>\n",
+       "      <td>Workplace Safety - Team 7.1 (Americas)</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>20</td>\n",
+       "      <td>Entry-Level, General Population, Professional ...</td>\n",
+       "      <td>BCP</td>\n",
+       "      <td>The Workplace Safety – Team 7.1 solution is de...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>142</th>\n",
+       "      <td>Workplace Safety - Team 7.1 (International)</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>20</td>\n",
+       "      <td>Entry-Level, General Population, Professional ...</td>\n",
+       "      <td>BCP</td>\n",
+       "      <td>The Workplace Safety – Team 7.1 solution is de...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>143</th>\n",
+       "      <td>Workplace Safety Solution</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>21</td>\n",
+       "      <td>Entry-Level</td>\n",
+       "      <td>BP</td>\n",
+       "      <td>The Workplace Safety Solution is designed for ...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>144 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                   Assesment Name  \\\n",
+       "0                        Account Manager Solution   \n",
+       "1          Administrative Professional-Short Form   \n",
+       "2                         Agency Manager Solution   \n",
+       "3         Apprentice + 8.0 Job Focused Assessment   \n",
+       "4           Apprentice 8.0 Job Focused Assessment   \n",
+       "..                                            ...   \n",
+       "139  Workplace Safety - Individual 7.1 (Americas)   \n",
+       "140          Workplace Safety - Team 7.0 Solution   \n",
+       "141        Workplace Safety - Team 7.1 (Americas)   \n",
+       "142   Workplace Safety - Team 7.1 (International)   \n",
+       "143                     Workplace Safety Solution   \n",
+       "\n",
+       "                                                   URL Remote Testing Support  \\\n",
+       "0    https://www.shl.com/solutions/products/product...                    yes   \n",
+       "1    https://www.shl.com/solutions/products/product...                    yes   \n",
+       "2    https://www.shl.com/solutions/products/product...                    yes   \n",
+       "3    https://www.shl.com/solutions/products/product...                    yes   \n",
+       "4    https://www.shl.com/solutions/products/product...                    yes   \n",
+       "..                                                 ...                    ...   \n",
+       "139  https://www.shl.com/solutions/products/product...                    yes   \n",
+       "140  https://www.shl.com/solutions/products/product...                    yes   \n",
+       "141  https://www.shl.com/solutions/products/product...                    yes   \n",
+       "142  https://www.shl.com/solutions/products/product...                    yes   \n",
+       "143  https://www.shl.com/solutions/products/product...                    yes   \n",
+       "\n",
+       "    Adaptive/IRT  Duration                                           Job Type  \\\n",
+       "0            yes        49                                             Middle   \n",
+       "1            yes        36                                       Entry -level   \n",
+       "2            yes        51                                            Manager   \n",
+       "3             no        30                                       Entry -level   \n",
+       "4             no        20                                       Entry -level   \n",
+       "..           ...       ...                                                ...   \n",
+       "139           no        16                                        Entry-Level   \n",
+       "140           no        20                                           Director   \n",
+       "141           no        20  Entry-Level, General Population, Professional ...   \n",
+       "142           no        20  Entry-Level, General Population, Professional ...   \n",
+       "143          yes        21                                        Entry-Level   \n",
+       "\n",
+       "    Test Type                                        Description  \n",
+       "0        CPAB  The Account Manager solution is an assessment ...  \n",
+       "1         AKP  The Administrative Professional solution is fo...  \n",
+       "2        ABPS  The Agency Manager solution is for mid-level s...  \n",
+       "3          BP  The Apprentice + 8.0 Job-Focused Assessment is...  \n",
+       "4          BP  The Apprentice 8.0 Job-Focused Assessment is a...  \n",
+       "..        ...                                                ...  \n",
+       "139         B  Our Workplace Safety - Individual 7.1 solution...  \n",
+       "140         B  The Workplace Safety – Team 7.0 solution is de...  \n",
+       "141       BCP  The Workplace Safety – Team 7.1 solution is de...  \n",
+       "142       BCP  The Workplace Safety – Team 7.1 solution is de...  \n",
+       "143        BP  The Workplace Safety Solution is designed for ...  \n",
+       "\n",
+       "[144 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "de4b8792-6b03-4e66-b1ca-ddbe1e1a87e8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 144 entries, 0 to 143\n",
+      "Data columns (total 8 columns):\n",
+      " #   Column                  Non-Null Count  Dtype \n",
+      "---  ------                  --------------  ----- \n",
+      " 0   Assesment Name          144 non-null    object\n",
+      " 1   URL                     144 non-null    object\n",
+      " 2   Remote Testing Support  144 non-null    object\n",
+      " 3   Adaptive/IRT            144 non-null    object\n",
+      " 4   Duration                144 non-null    int64 \n",
+      " 5   Job Type                144 non-null    object\n",
+      " 6   Test Type               144 non-null    object\n",
+      " 7   Description             144 non-null    object\n",
+      "dtypes: int64(1), object(7)\n",
+      "memory usage: 9.1+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "data.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "id": "e90069d9-4ea9-425b-9dbb-77f6d2556a44",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Duration</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>144.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>38.569444</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>14.045706</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>16.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>27.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>40.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>49.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>74.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         Duration\n",
+       "count  144.000000\n",
+       "mean    38.569444\n",
+       "std     14.045706\n",
+       "min     16.000000\n",
+       "25%     27.500000\n",
+       "50%     40.000000\n",
+       "75%     49.000000\n",
+       "max     74.000000"
+      ]
+     },
+     "execution_count": 50,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "id": "093c622e-86e0-4a64-a1e9-0d926ccccc9b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Assesment Name            141\n",
+       "URL                       141\n",
+       "Remote Testing Support      2\n",
+       "Adaptive/IRT                2\n",
+       "Duration                   46\n",
+       "Job Type                   17\n",
+       "Test Type                  33\n",
+       "Description               133\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.nunique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "7a6ac735-3cfd-41db-9013-ec280e9cd1d6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Assesment Name            0\n",
+       "URL                       0\n",
+       "Remote Testing Support    0\n",
+       "Adaptive/IRT              0\n",
+       "Duration                  0\n",
+       "Job Type                  0\n",
+       "Test Type                 0\n",
+       "Description               0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "id": "bb939dcb-ab15-432a-a204-b744cdfc4366",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1"
+      ]
+     },
+     "execution_count": 53,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.duplicated().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "id": "43bfa35b-4cd8-40d0-a496-6bd3ad8f0cd1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data=data.drop_duplicates()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "id": "1724af7f-8ca2-495b-930d-8e97070af0f2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Assesment Name</th>\n",
+       "      <th>URL</th>\n",
+       "      <th>Remote Testing Support</th>\n",
+       "      <th>Adaptive/IRT</th>\n",
+       "      <th>Duration</th>\n",
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+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Account Manager Solution</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>49</td>\n",
+       "      <td>Middle</td>\n",
+       "      <td>CPAB</td>\n",
+       "      <td>The Account Manager solution is an assessment ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Administrative Professional-Short Form</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>36</td>\n",
+       "      <td>Entry -level</td>\n",
+       "      <td>AKP</td>\n",
+       "      <td>The Administrative Professional solution is fo...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Agency Manager Solution</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>51</td>\n",
+       "      <td>Manager</td>\n",
+       "      <td>ABPS</td>\n",
+       "      <td>The Agency Manager solution is for mid-level s...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Apprentice + 8.0 Job Focused Assessment</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>30</td>\n",
+       "      <td>Entry -level</td>\n",
+       "      <td>BP</td>\n",
+       "      <td>The Apprentice + 8.0 Job-Focused Assessment is...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Apprentice 8.0 Job Focused Assessment</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>20</td>\n",
+       "      <td>Entry -level</td>\n",
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+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>139</th>\n",
+       "      <td>Workplace Safety - Individual 7.1 (Americas)</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>16</td>\n",
+       "      <td>Entry-Level</td>\n",
+       "      <td>B</td>\n",
+       "      <td>Our Workplace Safety - Individual 7.1 solution...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>140</th>\n",
+       "      <td>Workplace Safety - Team 7.0 Solution</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>20</td>\n",
+       "      <td>Director</td>\n",
+       "      <td>B</td>\n",
+       "      <td>The Workplace Safety – Team 7.0 solution is de...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>141</th>\n",
+       "      <td>Workplace Safety - Team 7.1 (Americas)</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>20</td>\n",
+       "      <td>Entry-Level, General Population, Professional ...</td>\n",
+       "      <td>BCP</td>\n",
+       "      <td>The Workplace Safety – Team 7.1 solution is de...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>142</th>\n",
+       "      <td>Workplace Safety - Team 7.1 (International)</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>20</td>\n",
+       "      <td>Entry-Level, General Population, Professional ...</td>\n",
+       "      <td>BCP</td>\n",
+       "      <td>The Workplace Safety – Team 7.1 solution is de...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>143</th>\n",
+       "      <td>Workplace Safety Solution</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>21</td>\n",
+       "      <td>Entry-Level</td>\n",
+       "      <td>BP</td>\n",
+       "      <td>The Workplace Safety Solution is designed for ...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>143 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                   Assesment Name  \\\n",
+       "0                        Account Manager Solution   \n",
+       "1          Administrative Professional-Short Form   \n",
+       "2                         Agency Manager Solution   \n",
+       "3         Apprentice + 8.0 Job Focused Assessment   \n",
+       "4           Apprentice 8.0 Job Focused Assessment   \n",
+       "..                                            ...   \n",
+       "139  Workplace Safety - Individual 7.1 (Americas)   \n",
+       "140          Workplace Safety - Team 7.0 Solution   \n",
+       "141        Workplace Safety - Team 7.1 (Americas)   \n",
+       "142   Workplace Safety - Team 7.1 (International)   \n",
+       "143                     Workplace Safety Solution   \n",
+       "\n",
+       "                                                   URL Remote Testing Support  \\\n",
+       "0    https://www.shl.com/solutions/products/product...                    yes   \n",
+       "1    https://www.shl.com/solutions/products/product...                    yes   \n",
+       "2    https://www.shl.com/solutions/products/product...                    yes   \n",
+       "3    https://www.shl.com/solutions/products/product...                    yes   \n",
+       "4    https://www.shl.com/solutions/products/product...                    yes   \n",
+       "..                                                 ...                    ...   \n",
+       "139  https://www.shl.com/solutions/products/product...                    yes   \n",
+       "140  https://www.shl.com/solutions/products/product...                    yes   \n",
+       "141  https://www.shl.com/solutions/products/product...                    yes   \n",
+       "142  https://www.shl.com/solutions/products/product...                    yes   \n",
+       "143  https://www.shl.com/solutions/products/product...                    yes   \n",
+       "\n",
+       "    Adaptive/IRT  Duration                                           Job Type  \\\n",
+       "0            yes        49                                             Middle   \n",
+       "1            yes        36                                       Entry -level   \n",
+       "2            yes        51                                            Manager   \n",
+       "3             no        30                                       Entry -level   \n",
+       "4             no        20                                       Entry -level   \n",
+       "..           ...       ...                                                ...   \n",
+       "139           no        16                                        Entry-Level   \n",
+       "140           no        20                                           Director   \n",
+       "141           no        20  Entry-Level, General Population, Professional ...   \n",
+       "142           no        20  Entry-Level, General Population, Professional ...   \n",
+       "143          yes        21                                        Entry-Level   \n",
+       "\n",
+       "    Test Type                                        Description  \n",
+       "0        CPAB  The Account Manager solution is an assessment ...  \n",
+       "1         AKP  The Administrative Professional solution is fo...  \n",
+       "2        ABPS  The Agency Manager solution is for mid-level s...  \n",
+       "3          BP  The Apprentice + 8.0 Job-Focused Assessment is...  \n",
+       "4          BP  The Apprentice 8.0 Job-Focused Assessment is a...  \n",
+       "..        ...                                                ...  \n",
+       "139         B  Our Workplace Safety - Individual 7.1 solution...  \n",
+       "140         B  The Workplace Safety – Team 7.0 solution is de...  \n",
+       "141       BCP  The Workplace Safety – Team 7.1 solution is de...  \n",
+       "142       BCP  The Workplace Safety – Team 7.1 solution is de...  \n",
+       "143        BP  The Workplace Safety Solution is designed for ...  \n",
+       "\n",
+       "[143 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "id": "8ea99ec9-22ee-4a4d-8322-b4a40135f86b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Test Type\n",
+       "ABP      42\n",
+       "ABPS     16\n",
+       "B        13\n",
+       "BCP      12\n",
+       "BC        9\n",
+       "AB        5\n",
+       "CP        4\n",
+       "BP        4\n",
+       "ABKPS     4\n",
+       "ABKP      3\n",
+       "BKP       3\n",
+       "PSKBA     2\n",
+       "S         2\n",
+       "SABP      2\n",
+       "SBCP      2\n",
+       "ABC       2\n",
+       "CB        2\n",
+       "PB        1\n",
+       "CPAB      1\n",
+       "APSB      1\n",
+       "PAB       1\n",
+       "PBC       1\n",
+       "BK        1\n",
+       "SABKP     1\n",
+       "CPB       1\n",
+       "AKP       1\n",
+       "BPA       1\n",
+       "PBCAS     1\n",
+       "ABCPS     1\n",
+       "PSAB      1\n",
+       "BAP       1\n",
+       "BPSA      1\n",
+       "BKPS      1\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 56,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data['Test Type'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "id": "fcfbf123-c1ae-4760-a400-b3601f497d62",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Job Type\n",
+       "Entry -level                                                                    64\n",
+       "Manager                                                                         23\n",
+       "Mid-Professional, Professional Individual Contributor                           14\n",
+       "Executive, Director, Front Line Manager, Manager                                 8\n",
+       "Front Line Manager, Manager, Supervisor                                          7\n",
+       "Entry-Level                                                                      6\n",
+       "Middle                                                                           5\n",
+       "Graduate                                                                         3\n",
+       "Mid-Professional,Professional Individual Contributor                             2\n",
+       "Director                                                                         2\n",
+       "Mid-Professional                                                                 2\n",
+       "Entry-Level, General Population, Professional Individual Contributor             2\n",
+       "Executive                                                                        1\n",
+       " Mid-Professional, Professional Individual Contributor                           1\n",
+       "Supervisor                                                                       1\n",
+       "Entry-Level, Graduate, Mid-Professional, Professional Individual Contributor     1\n",
+       "Front Line Manager, Professional Individual Contributor, Supervisor              1\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data['Job Type'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "id": "657d9aba-3be1-47c0-a588-7653de64c77e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Adaptive/IRT\n",
+       "yes    74\n",
+       "no     69\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 58,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data['Adaptive/IRT'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "id": "295e8a53-ede9-47e2-8828-a1597b82c91d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Dell\\anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.histplot(data['Duration'], bins=10, kde=True)\n",
+    "plt.title(\"Assessment Duration Distribution\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "id": "1312991b-b430-49bd-816e-715b9825aa82",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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nw4YNzxSTiIiIvLyUsBAREckGhg8fTps2bThw4AC+vr74+flx7do13N3dWbp0KQBHjx4lJiaGKVOmGPuFhYVhZWXF1q1bmT17Nl26dCEiIoKYmBijzMqVK7l58yZt2rR56vjmzJnDkCFDGD16NNHR0YwZM4ahQ4cSFhYGgJ+fH4sWLSIpKcnY5/vvv6dgwYLUqVMHgI4dO7J161YWL17MgQMHaN26NY0aNeL48ePpiiEuLo7Y2FizRURERF5eSliIiIhksRUrVuDg4GC2jBw50qxMQEAA77//Pp6enowZM4Zbt26xa9cuLC0tyZMnDwAFChTAxcUFJycnYz9PT08mTJhA6dKl8fLyombNmpQuXZr58+cbZUJCQmjdujUODg5P/R5GjhxJcHAwLVu2pFixYrRs2ZKPP/6Y2bNnA9C2bVsuXrzIli1bjH0WLlxIu3btsLCw4OTJkyxatIgffviB119/nRIlSjBgwABee+21FMNlHmfs2LE4OTkZi7u7+1O/HxEREcn+NIeFiIhIFqtXrx4zZ840W5echEhWvnx542d7e3scHR25fPnyE49dpUqVFOu6dOnC119/TWBgIJcvX+aXX35h7dq1jz3Gw4mMDz74gFmzZplt//PPPzl//jydO3ema9euxvr4+HgjeZI/f34aNGjAggULeP311zl9+jTbt2833vfevXtJSkqiVKlSZseOi4sjb968T3yfAIMHD6Zfv37G69jYWCUtREREXmJKWIiIiGQxe3t7PD090yyTI0cOs9cmk4nExMR0HftR/v7+DBo0iO3bt7N9+3Y8PDx4/fXXH3uMqKgo4+dcuXKl2J4cx5w5c6hevbrZNktLS+NnPz8/+vTpw9SpU1m4cCE+Pj5UqFDBOIalpSWRkZFm+wDp7vlhbW2dJZOVioiISPakhIWIiEg2l/zkj4SEhHSVz5s3L82bNyckJITt27fTsWPHNMs/KZlSsGBB3NzcOHXqFH5+fo8t17x5c/7zn/8QERHBwoULad++vbGtUqVKJCQkcPny5TSTJyIiIiLJlLAQERHJYnFxcVy6dMlsnZWVFfny5UvX/kWLFsVkMrFixQp8fX2xtbV9Yq+ELl260KRJExISEujQocNTx54sKCiI3r17kytXLt5++23i4uLYs2cPf/31lzFMw97enmbNmjF06FCio6Np166dsX+pUqXw8/PD39+f4OBgKlWqxJUrV1i3bh3lypXD19f3mWMUERGRl4sm3RQREcliERERuLq6mi2vvfZauvd3c3Nj+PDhDBo0iIIFC9KrV68n7lO/fn1cXV1p2LAhhQoVepbwgQcJkLlz5xIaGkq5cuWoU6cOoaGhFCtWzKycn58f+/fv5/XXX6dIkSJm20JCQvD396d///6ULl2ad955h507d2oeChEREUmVKenh54+JiIjIS+H27dsUKlSIefPm0bJly+cdTpaIjY3FycmJk8Ff42hr+7zDEREReWnk7/FBlh07+e/3jRs3Up0762EaEiIiIvISSUxM5NKlSwQHB+Pk5MQ777zzvEMSEREReSpKWIiIiLxEzp07R7FixShcuDChoaFYWelPvYiIiLyY9L8YERGRl4iHhwf/ttGe+bq0fWKXUhEREXnxaNJNEREREREREcl2lLAQERERERERkWxHCQsRERERERERyXY0h4WIiIi80C7NGcEtW+vnHYbIY7n2HP28QxAReSGph4WIiIiIiIiIZDtKWIiIiIiIiIhItqOEhYiIiIiIiIhkO0pYiIiIvCACAgIwmUx07949xbaePXtiMpkICAj45wMTERERyQJKWIiIiLxA3N3dWbx4MXfu3DHW3b17l0WLFlGkSJHnGFnmSUhIIDEx8XmHISIiIs+ZEhYiIiIvkMqVK1OkSBHCw8ONdeHh4bi7u1OpUiVjXUREBK+99hq5c+cmb968NGnShJMnTxrbz5w5g8lkIjw8nHr16mFnZ0eFChXYvn27Uebq1au8//77FC5cGDs7O8qVK8eiRYvM4vn777/x8/PD3t4eV1dXvvzyS+rWrUvfvn2NMvfu3SMwMBA3Nzfs7e2pXr06GzZsMLaHhoaSO3duVqxYQZkyZbC2tubs2bOZ2GoiIiLyIlLCQkRE5AXTsWNHQkJCjNfz5s2jU6dOZmVu3bpFv3792L17N2vXrsXCwoIWLVqk6LkwZMgQBgwYQFRUFKVKleL9998nPj4eeNBz45VXXmHFihUcOnSIbt260b59e3bu3Gns369fP7Zu3cry5ctZvXo1mzdvZu/evSni3bp1K4sXL+bAgQO0bt2aRo0acfz4caPM7du3GTt2LHPnzuX333+nQIECmdZeIiIi8mIyJSUlJT3vIEREROTJAgICuH79OnPnzqVw4cIcOXIEk8mEl5cX58+fp0uXLuTOnZvQ0NAU+/75558UKFCAgwcPUrZsWc6cOUOxYsWYO3cunTt3BuDw4cP4+PgQHR2Nl5dXqjE0btwYb29vJk6cyN9//03evHlZuHAh7777LgA3btygUKFCdO3alcmTJ3Py5ElKlizJhQsXKFSokHGc+vXrU61aNcaMGUNoaCgdO3YkKiqKChUqPPb9x8XFERcXZ7yOjY3F3d2doxP742hr/TRNKvKPcO05+nmHICKSbcTGxuLk5MSNGzfIlStXmmWt/qGYREREJJPky5ePxo0bExYWRlJSEo0bNyZfvnxmZU6ePMnQoUPZsWMHV65cMXpWnDt3jrJlyxrlypcvb/zs6uoKwOXLl/Hy8iIhIYFx48bx/fff88cffxgJA3t7ewBOnTrF/fv3qVatmnEMJycnSpcubbzeu3cvSUlJlCpVyiy+uLg48ubNa7zOmTOnWSypGTt2LMOHD09XG4mIiMiLTwkLERGRF1CnTp3o1asXANOnT0+xvWnTpri7uzNnzhwKFSpEYmIiZcuW5d69e2blcuTIYfxsMpkAjORGcHAwX375JZMnT6ZcuXLY29vTt29f4xjJnTST90v2cOfNxMRELC0tiYyMxNLS0qycg4OD8bOtrW2K4zxq8ODB9OvXz3id3MNCREREXk5KWIiIiLyAGjVqZCQOGjZsaLbt6tWrREdHM3v2bF5//XUAtmzZkuE6Nm/eTLNmzfjggw+AB8mH48eP4+3tDUCJEiXIkSMHu3btMhIHsbGxHD9+nDp16gBQqVIlEhISuHz5shHL07K2tsbaWkM/RERE/i2UsBAREXkBWVpaEh0dbfz8MGdnZ/LmzcvXX3+Nq6sr586dY9CgQRmuw9PTk6VLl7Jt2zacnZ2ZNGkSly5dMhIWjo6OdOjQgU8++YQ8efJQoEABhg0bhoWFhdFbolSpUvj5+eHv709wcDCVKlXiypUrrFu3jnLlyuHr6/uMLSEiIiIvKz0lRERE5AWVK1euVCersrCwYPHixURGRlK2bFk+/vhjvvjiiwwff+jQoVSuXJmGDRtSt25dXFxcaN68uVmZSZMmUaNGDZo0aUL9+vWpVasW3t7e2NjYGGVCQkLw9/enf//+lC5dmnfeeYedO3dqOIeIiIikSU8JERERkUxz69Yt3NzcCA4ONp4+klWSZxnXU0Iku9NTQkRE/o+eEiIiIiL/iH379nHkyBGqVavGjRs3GDFiBADNmjV7zpGJiIjIi04JCxEREXkmEydO5OjRo+TMmZNXXnmFzZs3p3jMqoiIiEhGaUiIiIiIvJAy0qVUREREsoeM/P3WpJsiIiIiIiIiku0oYSEiIiIiIiIi2Y4SFiIiIiIiIiKS7ShhISIiIiIiIiLZjp4SIiIiIi+0/d+0wcE2x/MOQx5RqfvPzzsEERF5wamHhYiIiIiIiIhkO0pYiIiIiIiIiEi2o4SFSAbUrVuXvn37plnGw8ODyZMn/yPxPOr27du0atWKXLlyYTKZuH79epbVdebMGUwmE1FRUVlWR2pCQ0PJnTv3P1pnWr7++mvc3d2xsLDI8s89PedfVjCZTCxbtuwfredpzq8nxZlV5+zz/J1/Fo/+LgUFBVGxYsXnFo+IiIjIo5SwkH+1gIAATCYT3bt3T7GtZ8+emEwmAgICjHXh4eGMHDnymes1mUzG4ujoSJUqVQgPD3/m44aFhbF582a2bdtGTEwMTk5Oz3zMx3F3dycmJoayZctmWR2ZJflzNplM5MiRg+LFizNgwABu3br1TMeNjY2lV69eDBw4kD/++INu3bplUsSpy6zzL7MFBATQvHnzTD3m05xfMTExvP3225kaR2aJjY1lyJAheHl5YWNjg4uLC/Xr1yc8PJykpKRMqycjn0Xbtm05duxYptWd7EVN4IiIiEj2o4SF/Ou5u7uzePFi7ty5Y6y7e/cuixYtokiRImZl8+TJg6OjY6bUGxISQkxMDLt376ZChQq0bt2a7du3p1r23r176TrmyZMn8fb2pmzZsri4uGAymTIl1tRYWlri4uKCldWLMXdvo0aNiImJ4dSpU4waNYoZM2YwYMCAVMvev38/Xcc8d+4c9+/fp3Hjxri6umJnZ5eZIaeQmedfdvc055eLiwvW1tZZGNXTuX79OjVr1uTbb79l8ODB7N27l02bNtG2bVsCAwO5cePGPx7T/fv3sbW1pUCBAv943emV3u89EREReXkpYSH/epUrV6ZIkSJmPRzCw8Nxd3enUqVKZmUf7ZJ/+fJlmjZtiq2tLcWKFWPBggXprjd37ty4uLjg5eXFrFmzsLGxYfny5cCDO5SjRo0iICAAJycnunbtCsDSpUvx8fHB2toaDw8PgoODzWILDg5m06ZNmEwm6tatCzz4T39gYCBubm7Y29tTvXp1NmzYYOx39uxZmjZtirOzM/b29vj4+LBy5UoA/vrrL/z8/MifPz+2traULFmSkJAQIPXu9Rs3bqRatWpYW1vj6urKoEGDiI+PN4uxd+/eBAYGkidPHlxcXAgKCjJrl0mTJlGuXDns7e1xd3enZ8+e3Lx5M93t+jjW1ta4uLjg7u5Ou3bt8PPzM4YPJHeFnzdvHsWLF8fa2pqkpCTOnTtHs2bNcHBwIFeuXLRp04b//e9/wIPu9OXKlQOgePHimEwmzpw5A8DPP//MK6+8go2NDcWLF2f48OFm7RAUFESRIkWwtramUKFC9O7d29g2Y8YMSpYsiY2NDQULFuTdd981a7+Hz7+//voLf39/nJ2dsbOz4+233+b48ePG9uQu/6tWrcLb2xsHBwcjcZNs9+7dNGjQgHz58uHk5ESdOnXYu3fvM7V1ej7n48ePU7t2bWxsbChTpgyrV6822/7w+ZWYmEjhwoWZNWuWWZm9e/diMpk4deoUkHJIyK5du6hUqRI2NjZUqVKFffv2me2f2vCiZcuWmSX6Tp48SbNmzShYsCAODg5UrVqVNWvWZKg9Pv30U86cOcPOnTvp0KEDZcqUoVSpUnTt2pWoqCgcHByAZ/88g4KCCAsL47///a/Ro2jDhg1GWy5ZsoS6detiY2PDd99999jhVbNnz8bd3R07Oztat25tNrQstWFJzZs3N3qi1a1bl7Nnz/Lxxx8bMSRL6/sLHv+9JyIiIv9eSliIAB07djQuxAHmzZtHp06dnrhfQEAAZ86cYd26dfz444/MmDGDy5cvZ7j+HDlyYGVlZXZn/4svvqBs2bJERkYydOhQIiMjadOmDe+99x4HDx4kKCiIoUOHEhoaCjxIsnTt2pUaNWoQExNjJGA6duzI1q1bWbx4MQcOHKB169Y0atTIuBD68MMPiYuLY9OmTRw8eJDx48cbF1BDhw7l8OHD/Prrr0RHRzNz5kzy5cuX6nv4448/8PX1pWrVquzfv5+ZM2fyzTffMGrUKLNyYWFh2Nvbs3PnTiZMmMCIESPMLlYtLCz46quvOHToEGFhYaxbt47AwMAMt+mT2NramrX3iRMnWLJkCUuXLjWSMM2bN+fatWts3LiR1atXc/LkSdq2bQs86E6ffOG6a9cuYmJicHd3Z9WqVXzwwQf07t2bw4cPM3v2bEJDQxk9ejQAP/74I19++SWzZ8/m+PHjLFu2zEh87Nmzh969ezNixAiOHj1KREQEtWvXfux7CAgIYM+ePSxfvpzt27eTlJSEr6+v2fu6ffs2EydOZP78+WzatIlz586Z9Sz5+++/6dChA5s3b2bHjh2ULFkSX19f/v7772dq37Q+58TERFq2bImlpSU7duxg1qxZDBw48LHHsrCw4L333kuREFy4cCE1atSgePHiKfa5desWTZo0oXTp0kRGRhIUFPTYHjVpuXnzJr6+vqxZs4Z9+/bRsGFDmjZtyrlz59K1f2JiIosXL8bPz49ChQql2O7g4GD0InnWz3PAgAG0adPGSGLExMRQs2ZNY9+BAwfSu3dvoqOjadiwYarxJv8e/Pzzz0RERBAVFcWHH36Y7vYKDw+ncOHCjBgxwogBeOL3V7JHv/ceFRcXR2xsrNkiIiIiL68Xoy+3SBZr3749gwcPNu5EJl/gP9wT4VHHjh3j119/ZceOHVSvXh2Ab775Bm9v7wzVHRcXxxdffEFsbCxvvvmmsf6NN94wu8Dy8/PjzTffNP4TX6pUKQ4fPswXX3xBQEAAefLkwc7Ojpw5c+Li4gI8uDu8aNEiLly4YFwsDRgwgIiICEJCQhgzZgznzp2jVatWZr0Fkp07d45KlSpRpUoV4MEd0MeZMWMG7u7uTJs2DZPJhJeXFxcvXmTgwIF8/vnnWFg8yI+WL1+eYcOGAVCyZEmmTZvG2rVradCgAYDZ3dtixYoxcuRIevTowYwZMzLUrmnZtWsXCxcuNGvve/fuMX/+fPLnzw/A6tWrOXDgAKdPn8bd3R2A+fPn4+Pjw+7du6latSp58+YFIH/+/Eabjx49mkGDBtGhQwfgQXuOHDmSwMBAhg0bxrlz54z5C3LkyEGRIkWoVq0a8KC97e3tadKkCY6OjhQtWjRFL59kx48fZ/ny5WzdutW4KF2wYAHu7u4sW7aM1q1bAw+6/s+aNYsSJUoA0KtXL0aMGGEc54033jA77uzZs3F2dmbjxo00adLkqds4rc95zZo1REdHc+bMGQoXLgzAmDFj0px/ws/Pj0mTJnH27FmKFi1qJAI+/fTTVMsvWLCAhIQE5s2bh52dHT4+Ply4cIEePXpk6H1UqFCBChUqGK9HjRrFTz/9xPLly+nVq9cT979y5Qp//fUXXl5eaZbLjM/TwcEBW1tb4uLijPPxYX379qVly5ZpxnH37l3CwsKMz2Xq1Kk0btyY4ODgVI/5qDx58mBpaYmjo6NZ+UmTJqX5/ZXs0e+9R40dO5bhw4c/MQ4RERF5OaiHhQiQL18+GjduTFhYGCEhITRu3PixPQmSRUdHY2VlZVzMA3h5eZl1se7evTsODg7G8rD3338fBwcH7OzsmDRpEhMnTjS7YHv4uMn11apVy2xdrVq1OH78OAkJCanGuHfvXpKSkihVqpRZHBs3buTkyZMA9O7dm1GjRlGrVi2GDRvGgQMHjP179OjB4sWLqVixIoGBgWzbti3N9qhRo4ZZF/BatWpx8+ZNLly4YKwrX7682X6urq5mvVLWr19PgwYNcHNzw9HREX9/f65evfrME2SuWLECBwcHbGxsqFGjBrVr12bq1KnG9qJFixrJiuT34+7ubiQrAMqUKUPu3LmJjo5+bD2RkZGMGDHCrL27du1KTEwMt2/fpnXr1ty5c4fixYvTtWtXfvrpJ2O4SIMGDShatCjFixenffv2LFiwgNu3b6daT/L5l5wsA8ibNy+lS5c2i8/Ozs64uIWU7X358mW6d+9OqVKlcHJywsnJiZs3b6a7B8HjpPU5R0dHU6RIEeOiGKBGjRppHq9SpUp4eXmxaNEi4MHwo8uXL9OmTZtUy0dHR1OhQgWzeUWeVEdqbt26RWBgoPHZOzg4cOTIkXS3T/KEmk+aTyazPs+0PPqdkprUPpfExESOHj2arjoeJ73fX0+KcfDgwdy4ccNYzp8//0xxiYiISPamhIXI/9epUydCQ0MJCwtL13CQ9FyIjBgxgqioKGN52JdffklUVBQxMTFcu3aN/v37m223t7dPUd+jdT3p6QKJiYlYWloSGRlpFkd0dDRTpkwBoEuXLpw6dYr27dtz8OBBqlSpYlzIv/3225w9e5a+ffty8eJF3nzzzcfe/UwrvofX58iRw6yMyWQiMTEReDCfhq+vL2XLlmXp0qVERkYyffp0IP0TYT5OvXr1iIqK4ujRo9y9e5fw8HCzCQfT095prU+WmJjI8OHDzdr74MGDHD9+HBsbG9zd3Tl69CjTp0/H1taWnj17Urt2be7fv4+joyN79+5l0aJFuLq68vnnn1OhQoVUH0/7uM/+0fhSa++H9w0ICCAyMpLJkyezbds2oqKiyJs37zNPeJjW55xa7OmZINbPz4+FCxcCD4aDNGzY8LGJxfQ8ecPCwiJFuUfPs08++YSlS5cyevRoNm/eTFRUFOXKlUt3++TPnx9nZ+c0k1xpxZvRzzMtj57j6ZFcd/K/6Wmz1KT3++tJMVpbW5MrVy6zRURERF5eSliI/H+NGjXi3r173Lt377Hjux/m7e1NfHw8e/bsMdYdPXrU7OKyQIECeHp6GsvDXFxc8PT0TPcs/WXKlGHLli1m67Zt20apUqWwtLRMdZ9KlSqRkJDA5cuXzeLw9PQ0667t7u5O9+7dCQ8Pp3///syZM8fYlj9/fgICAvjuu++YPHkyX3/99WPj27Ztm9lFyLZt23B0dMTNzS1d73HPnj3Ex8cTHBzMq6++SqlSpbh48WK69n0Se3t7PD09KVq0aIqLvtSUKVOGc+fOmd3BPXz4MDdu3Ehz2E/lypU5evRoivb29PQ0hsXY2tryzjvv8NVXX7Fhwwa2b9/OwYMHAbCysqJ+/fpMmDCBAwcOGHOkpBZffHw8O3fuNNZdvXqVY8eOZWhY0ubNm+nduze+vr7GhIhXrlxJ9/5PI7ltH/5sH/eEnIe1a9eOgwcPEhkZyY8//oifn1+adezfv9/s6T87duwwK5M/f37+/vtvs947jyYWN2/eTEBAAC1atKBcuXK4uLgYk6umh4WFBW3btmXBggWpnsu3bt0iPj4+0z7PnDlzPrbHVXqk9rlYWFhQqlQp4EGbPTxpa0JCAocOHXpiDE/z/SUiIiKihIXI/2dpaUl0dDTR0dHp+g906dKladSoEV27dmXnzp1ERkbSpUsXbG1tsyS+/v37s3btWkaOHMmxY8cICwtj2rRpaY73LlWqFH5+fvj7+xMeHs7p06fZvXs348ePN54E0rdvX1atWsXp06fZu3cv69atMy6QPv/8c/773/9y4sQJfv/9d1asWPHYi6eePXty/vx5PvroI44cOcJ///tfhg0bRr9+/YwL9ScpUaIE8fHxTJ06lVOnTjF//vwUT4b4p9SvX5/y5cvj5+fH3r172bVrF/7+/tSpUyfNbuuff/453377LUFBQfz+++9ER0fz/fff89lnnwEPnvTwzTffcOjQIeM92traUrRoUVasWMFXX31FVFQUZ8+e5dtvvyUxMZHSpUunqKdkyZI0a9aMrl27smXLFvbv388HH3yAm5sbzZo1S/f79PT0ZP78+URHR7Nz5078/Pyy7BxOVr9+fUqXLo2/vz/79+9n8+bNDBky5In7FStWjJo1a9K5c2fi4+PTfJ/t2rXDwsKCzp07c/jwYVauXMnEiRPNylSvXh07Ozs+/fRTTpw4wcKFC1NMAunp6Ul4eDhRUVHs37+fdu3aGT1F0mvMmDG4u7tTvXp1vv32Ww4fPszx48eZN28eFStW5ObNm5n2eXp4eHDgwAGOHj3KlStXMtwzycbGhg4dOhifS+/evWnTpo2R4HzjjTf45Zdf+OWXXzhy5Ag9e/ZM0QPIw8ODTZs28ccffxjJr6f5/hIRERFRwkLkIRntYhwSEoK7uzt16tShZcuWdOvWLd09JjKqcuXKLFmyhMWLF1O2bFk+//xzRowYYTZh3eNi9Pf3p3///pQuXZp33nmHnTt3GnMzJCQk8OGHH+Lt7U2jRo0oXbq0McFlzpw5GTx4MOXLl6d27dpYWlqyePHiVOtxc3Nj5cqV7Nq1iwoVKtC9e3c6d+5sXKinR8WKFZk0aRLjx4+nbNmyLFiwgLFjx6a5T/JEqWlNkPo0kh+R6ezsTO3atalfvz7Fixfn+++/T3O/hg0bsmLFClavXk3VqlV59dVXmTRpEkWLFgUePM52zpw51KpVi/Lly7N27Vp+/vln8ubNS+7cuQkPD+eNN97A29ubWbNmsWjRInx8fFKtKyQkhFdeeYUmTZpQo0YNkpKSWLlyZbp6kCSbN28ef/31F5UqVaJ9+/b07t07y87hZBYWFvz000/ExcVRrVo1unTpYjxF5Un8/PzYv38/LVu2TDOx4uDgwM8//8zhw4epVKkSQ4YMYfz48WZl8uTJw3fffcfKlSspV64cixYtSvH41S+//BJnZ2dq1qxJ06ZNadiwIZUrV87Q+3V2dmbHjh188MEHjBo1ikqVKvH666+zaNEivvjiC5ycnIDM+Ty7du1K6dKlqVKlCvnz52fr1q0ZitXT05OWLVvi6+vLW2+9RdmyZc0mvO3UqRMdOnQwknfFihWjXr16ZscYMWIEZ86coUSJEsa8ME/7/SUiIiL/bqak9A5+FRHJhjZs2ECLFi04deoUzs7OzzscEfkHxcbG4uTkxKZJDXGwTX9iR/4Zlbr//LxDEBGRbCj57/eNGzeeeLNYPSxE5IUWERHBp59+qmSFiIiIiMhLxup5ByAi8izGjRv3vEMQEREREZEsoISFiIiIvNAqdF6iR5yKiIi8hDQkRERERERERESyHSUsRERERERERCTbUcJCRERERERERLIdJSxEREREREREJNvRpJsiIiLyQvvt21bY2eZ43mFkOd/OK593CCIiIv8o9bAQERERERERkWxHCQsRERERERERyXaUsBD5l6pbty59+/Z93mE8VkBAAM2bN3/eYchDNmzYgMlk4vr16887FBERERH5F1DCQuQZBAQEYDKZUiyNGjV63qEZHneRGR4ezsiRI59LLCaTCQsLC5ycnKhUqRKBgYHExMSYlZ0yZQqhoaFZGs+ZM2cwmUxERUVlaT0PCwoKSvWcWbNmTZbW6+HhweTJk5+pXM2aNYmJicHJySlzg3tE8u9V9+7dU2zr2bMnJpOJgICALI0hO6pbty4mk4lx48al2Obr64vJZCIoKOifD0xEREQkiyhhIfKMGjVqRExMjNmyaNGi5x3WE+XJkwdHR8fnUvfRo0e5ePEiu3fvZuDAgaxZs4ayZcty8OBBo4yTkxO5c+d+7DHu3bv3D0Safvfv3093WR8fnxTnTO3atVOUy27vMWfOnLi4uGAymbK8Lnd3dxYvXsydO3eMdXfv3mXRokUUKVIky+v/pyQkJJCYmJju8u7u7oSEhJitu3jxIuvWrcPV1TWzw3tuMvL7JCIiIi8vJSxEnpG1tTUuLi5mi7OzM/CgR0HOnDnZvHmzUT44OJh8+fIZPQr++OMP2rZti7OzM3nz5qVZs2acOXPGrI558+bh4+ODtbU1rq6u9OrVC0i9h8D169cxmUxs2LCBM2fOUK9ePQCcnZ3N7kw/PCRk8ODBvPrqqyneW/ny5Rk2bJjxOiQkBG9vb2xsbPDy8mLGjBlP1WYFChTAxcWFUqVK8d5777F161by589Pjx49jDKPDgmpW7cuvXr1ol+/fuTLl48GDRoAcPjwYXx9fXFwcKBgwYK0b9+eK1euGPslJiYyfvx4PD09sba2pkiRIowePRqAYsWKAVCpUiVMJhN169Y19hkxYgSFCxfG2tqaihUrEhERYRwzud2XLFlC3bp1sbGx4bvvvkv3+7eyskpxzuTMmdN4z2PHjqVQoUKUKlUKgIMHD/LGG29ga2tL3rx56datGzdv3kzRVhMnTsTV1ZW8efPy4YcfGhd9devW5ezZs3z88cdGj46n8WhvndDQUHLnzs2qVavw9vbGwcHBSOA97GnOm8qVK1OkSBHCw8ONdeHh4bi7u1OpUiWzshEREbz22mvkzp2bvHnz0qRJE06ePGlsT/68wsPDqVevHnZ2dlSoUIHt27cbZa5evcr7779P4cKFsbOzo1y5cikSj3///Td+fn7Y29vj6urKl19+mWJo1b179wgMDMTNzQ17e3uqV6/Ohg0bjO3JbbZixQrKlCmDtbU1Z8+efWJ7JGvSpAlXr15l69atZsd86623KFCggFnZ7777jipVquDo6IiLiwvt2rXj8uXLxvbkz3Pt2rVUqVIFOzs7atasydGjR40yJ0+epFmzZhQsWBAHBweqVq2aojdQTEwMjRs3xtbWlmLFirFw4cIUPXVu3LhBt27dKFCgALly5eKNN95g//79xvagoCAqVqzIvHnzKF68ONbW1iQlJaW7XUREROTlpISFSBZKvphp3749N27cYP/+/QwZMoQ5c+bg6urK7du3qVevHg4ODmzatIktW7YYF33Jd9dnzpzJhx9+SLdu3Th48CDLly/H09MzXfW7u7uzdOlS4EGvhpiYGKZMmZKinJ+fHzt37jS7yPv99985ePAgfn5+AMyZM4chQ4YwevRooqOjGTNmDEOHDiUsLOxZmwlbW1u6d+/O1q1bzS6oHhUWFoaVlRVbt25l9uzZxMTEUKdOHSpWrMiePXuIiIjgf//7H23atDH2GTx4MOPHj2fo0KEcPnyYhQsXUrBgQQB27doFwJo1a4iJiTEujqdMmUJwcDATJ07kwIEDNGzYkHfeeYfjx4+bxTNw4EB69+5NdHQ0DRs2fOZ2AFi7di3R0dGsXr2aFStWcPv2bRo1aoSzszO7d+/mhx9+YM2aNUbSKtn69es5efIk69evJywsjNDQUGNITXh4OIULF2bEiBFGj47Mcvv2bSZOnMj8+fPZtGkT586dY8CAAcb2ZzlvOnbsaNabYN68eXTq1ClFuVu3btGvXz92797N2rVrsbCwoEWLFil6LgwZMoQBAwYQFRVFqVKleP/994mPjwce9N545ZVXWLFiBYcOHaJbt260b9+enTt3Gvv369ePrVu3snz5clavXs3mzZvZu3dvipi3bt3K4sWLOXDgAK1bt6ZRo0Zm587t27cZO3Ysc+fO5ffff0+RaEhLzpw58fPzM2uX0NDQVNvl3r17jBw5kv3797Ns2TJOnz6d6lCaIUOGEBwczJ49e7CysjI71s2bN/H19WXNmjXs27ePhg0b0rRpU86dO2eU8ff35+LFi2zYsIGlS5fy9ddfm/0eJyUl0bhxYy5dusTKlSuJjIykcuXKvPnmm1y7ds0od+LECZYsWcLSpUsfO0wrLi6O2NhYs0VEREReXlbPOwCRF92KFStwcHAwWzdw4ECGDh0KwKhRo1izZg3dunXj999/p3379rRo0QKAxYsXY2Fhwdy5c4273iEhIeTOnZsNGzbw1ltvMWrUKPr370+fPn2M41etWjVdsVlaWpInTx7gQa+Gxw2xKFu2LOXLl2fhwoVG3AsWLKBq1arGXf6RI0cSHBxMy5YtgQe9Ew4fPszs2bPp0KFDuuJJi5eXF/DgbvjjLuA8PT2ZMGGC8frzzz+ncuXKjBkzxlg3b9483N3dOXbsGK6urkyZMoVp06YZMZYoUYLXXnsNgPz58wOQN29eXFxcjGNMnDiRgQMH8t577wEwfvx41q9fz+TJk5k+fbpRrm/fvkZ7ZMTBgwfNzpkyZcoYyRN7e3vmzp1Lzpw5gQcX/Hfu3OHbb7/F3t4egGnTptG0aVPGjx9vJF+cnZ2ZNm0alpaWeHl50bhxY9auXUvXrl3JkycPlpaWxp32zHT//n1mzZpFiRIlAOjVqxcjRowwtj/LedO+fXsGDx5s9JBITgQ83GMBoFWrVmavv/nmGwoUKMDhw4cpW7assX7AgAE0btwYgOHDh+Pj48OJEyfw8vLCzc3NLNHy0UcfERERwQ8//ED16tX5+++/CQsLY+HChbz55pvAg9/VQoUKGfucPHmSRYsWceHCBWP9gAEDiIiIICQkxDhP79+/z4wZM6hQocKTGzgVnTt35rXXXmPKlClERkZy48YNGjdunGL+iocTD8WLF+err76iWrVq3Lx50+z8Gz16NHXq1AFg0KBBNG7cmLt372JjY0OFChXM4hw1ahQ//fQTy5cvp1evXhw5coQ1a9awe/duqlSpAsDcuXMpWbKksc/69es5ePAgly9fxtraGnjwO7Zs2TJ+/PFHunXrBjxIsMyfP9/4vUzN2LFjGT58+FO1m4iIiLx4lLAQeUb16tVj5syZZuuSkwTw4I7od999R/ny5SlatKhZN+nIyEhOnDiRYi6Ju3fvcvLkSS5fvszFixeNC6Ss5Ofnx7x58xg6dChJSUksWrTI6Or+559/cv78eTp37kzXrl2NfeLj4zNtAsbk7t9pDVdIviBKFhkZyfr161MkjODBxeP169eJi4vLUPvFxsZy8eJFatWqZba+Vq1aZl3YU4snvUqXLs3y5cuN18kXcQDlypUzkhUA0dHRVKhQwUhWJMeSmJjI0aNHjYSFj48PlpaWRhlXV1ezOUGyip2dnZGsSK43+e76s543+fLlo3HjxoSFhRl36fPly5ei3MmTJxk6dCg7duzgypUrRs+Kc+fOmSUsypcvbxYnwOXLl/Hy8iIhIYFx48bx/fff88cffxAXF0dcXJzR7qdOneL+/ftUq1bNOIaTkxOlS5c2Xu/du5ekpCQjyZcsLi6OvHnzGq9z5sxpFktGlS9fnpIlS/Ljjz+yfv162rdvT44cOVKU27dvH0FBQURFRXHt2jWzdilTpswT26VIkSLcunWL4cOHs2LFCi5evEh8fDx37twxelgcPXoUKysrKleubBzD09PTGBYHD35Pb968adYGAHfu3DHr1VW0aNE0kxXwoMdUv379jNexsbG4u7unuY+IiIi8uJSwEHlG9vb2TxyisW3bNgCuXbvGtWvXjIugxMREXnnlFRYsWJBin/z582NhkfaoreTtD4/1ftrJ6tq1a8egQYPYu3cvd+7c4fz580YPg+QLnTlz5lC9enWz/R6+SH4W0dHRwIOnVDzOwxftyXEl9zR4lKurK6dOnXrqeB5NnCQlJaVY92g86ZUzZ87HnjOPHjO1elOL8dELVpPJlKHJHJ9WavUmn4+Zcd506tTJGP7ycO+WhzVt2hR3d3fmzJlDoUKFSExMpGzZsikmLX041uS2S44xODiYL7/8ksmTJ1OuXDns7e3p27evcYzHJdQe/t1LTEzE0tKSyMjIFO/v4aSara3tM09c2qlTJ6ZPn87hw4eN3jkPu3XrFm+99RZvvfUW3333Hfnz5+fcuXM0bNgwQ+3yySefsGrVKiZOnIinpye2tra8++67KdrlUY+2i6ura4qeMYBZr6/0/D5ZW1ubJfhERETk5aaEhUgWO3nyJB9//DFz5sxhyZIl+Pv7G+PsK1euzPfff29MRJcaDw8P1q5da0ye+bDku5ExMTHGRISPjv1OvlufkJCQZpyFCxemdu3aLFiwgDt37lC/fn3j7n3BggVxc3Pj1KlTxpwWmenOnTt8/fXX1K5d+4l3WB9WuXJlli5dioeHB1ZWKb/OSpYsia2tLWvXrqVLly4ptqfWNrly5aJQoUJs2bLF7Mkd27ZtM7u7/k8pU6YMYWFh3Lp1y7ig27p1KxYWFinu5KclZ86cTzwHMltmnDcPz+eS2jwhV69eJTo6mtmzZ/P6668DsGXLlgzXs3nzZpo1a8YHH3wAPLjIPn78ON7e3sCDoUQ5cuRg165dxh392NhYjh8/bgynqFSpEgkJCVy+fNmIJau0a9eOAQMGUKFCBbPeEsmOHDnClStXGDdunBHvnj17MlzP5s2bCQgIMIax3bx502xSYC8vL+Lj49m3bx+vvPIK8GAuiocfo1y5cmUuXbqElZVVmglJERERkUdp0k2RZxQXF8elS5fMluSnVCQkJNC+fXveeustYwLBQ4cOERwcDDwYhpEvXz6aNWvG5s2bOX36NBs3bqRPnz5cuHABeDB7fnBwMF999RXHjx9n7969TJ06FXhwp/bVV19l3LhxHD58mE2bNvHZZ5+ZxVe0aFFMJhMrVqzgzz//NHu6xKP8/PxYvHgxP/zwg3HhliwoKIixY8cyZcoUjh07xsGDBwkJCWHSpEkZbrPLly9z6dIljh8/zuLFi6lVqxZXrlxJMbTmST788EOuXbvG+++/z65duzh16hS//fYbnTp1IiEhARsbGwYOHEhgYCDffvstJ0+eZMeOHXzzzTfAg3k9bG1tjck6b9y4ATy4qzx+/Hi+//57jh49yqBBg4iKijKbR+Sf4ufnh42NDR06dODQoUOsX7+ejz76iPbt2xsJpfTw8PBg06ZN/PHHH2ZPUUnNH3/8QVRUlNny8OSIGfGs542lpSXR0dFER0en2isj+ek6X3/9NSdOnGDdunVmQwbSy9PTk9WrV7Nt2zaio6P5z3/+w6VLl4ztjo6OdOjQgU8++YT169fz+++/06lTJywsLIxeCaVKlcLPzw9/f3/Cw8M5ffo0u3fvZvz48axcuTLDMaXF2dmZmJgY1q5dm+r2IkWKkDNnTqZOncqpU6dYvnw5I0eOzHA9np6ehIeHExUVxf79+2nXrp1Zzx0vLy/q169Pt27d2LVrF/v27aNbt25mvUjq169PjRo1aN68OatWreLMmTNs27aNzz777KmSKCIiIvLvoYSFyDOKiIjA1dXVbEme1HH06NGcOXOGr7/+GgAXFxfmzp3LZ599RlRUFHZ2dmzatIkiRYrQsmVLvL296dSpE3fu3DF6XHTo0IHJkyczY8YMfHx8aNKkidkTB+bNm8f9+/epUqUKffr0YdSoUWbxubm5MXz4cAYNGkTBggVTPF3iYa1bt+bq1avcvn3b7JGiAF26dGHu3LmEhoZSrlw56tSpQ2hoqPFoUHjwVJTUnkLwqNKlS1OoUCFeeeUVxo0bR/369Tl06FCqd4rTUqhQIbZu3UpCQgINGzakbNmy9OnTBycnJ2O4zNChQ+nfvz+ff/453t7etG3b1phjwcrKiq+++orZs2dTqFAhmjVrBkDv3r3p378//fv3p1y5ckRERLB8+XKziQQfx2QyGU/nyAx2dnasWrWKa9euUbVqVd59913efPNNpk2blqHjjBgxgjNnzlCiRIkn9mKZOHEilSpVMlsennMjI9Jz3jxJrly5HtsDycLCgsWLFxMZGUnZsmX5+OOP+eKLLzIc59ChQ6lcuTINGzakbt26uLi4pPgdmDRpEjVq1KBJkybUr1+fWrVqGY9rTRYSEoK/vz/9+/endOnSvPPOO+zcufOJ8ywkP2L00UcapyV37tyPHUaRP39+QkND+eGHHyhTpgzjxo1j4sSJ6T52si+//BJnZ2dq1qxJ06ZNadiwodl8FQDffvstBQsWpHbt2rRo0YKuXbvi6OhotIvJZGLlypXUrl2bTp06GY8zPnPmTIaSbiIiIvLvY0rSg85FJJN4eHgQFBSUrqTFy+jMmTOULFmSw4cPpyu5IS+2W7du4ebmRnBwMJ07d36mY4WGhjJ69GgOHz6c6gSaL5ILFy7g7u7OmjVrsnzC4NjYWJycnPhhan3sbF/sdksP386Z21NHRETkeUj++33jxo3H3pRKpjksRCRTHDlyBEdHR/z9/Z93KM9NREQE3bp1U7LiJbVv3z6OHDlCtWrVuHHjhvH41uSeOc8iIiKCMWPGvJDJinXr1nHz5k3KlStHTEwMgYGBeHh4mM0BIyIiIvI0lLAQkUzh5eX1jzxGMzvr3r378w5BstjEiRM5evQoOXPm5JVXXmHz5s2pPmo1oxYvXpwJ0T0f9+/f59NPP+XUqVM4OjpSs2ZNFixY8EImX0RERCR70ZAQEREReSFlpEupiIiIZA8Z+futSTdFREREREREJNtRwkJEREREREREsh0lLEREREREREQk29GkmyIiIvJCm7+wOba2L8d/aTp1+O15hyAiIpJtqIeFiIiIiIiIiGQ7SliIiIiIiIiISLajhIWIiIiIiIiIZDtKWIjISy80NJTcuXM/7zBEXiobNmzAZDJx/fr15x2KiIiIvKSUsBCRdAkICMBkMqVYTpw4kaX1mkwmli1b9kzl2rZty7FjxzI3sFTUrVsXk8nEuHHjUmzz9fXFZDIRFBSU5XFkNx4eHphMJhYvXpxim4+PDyaTidDQ0H8+sOds/fr11KtXjzx58mBnZ0fJkiXp0KED8fHxzzu0dKlZsyYxMTE4OTk971BERETkJaWEhYikW6NGjYiJiTFbihUrlqLcvXv3nkN0j2dra0uBAgX+kbrc3d0JCQkxW3fx4kXWrVuHq6vrPxLDP+H+/fsZKp9au+zYsYNLly5hb2+fmaE9V+k993///XfefvttqlatyqZNmzh48CBTp04lR44cJCYmZnGUaUtKSkpX0iRnzpy4uLhgMpmyJI7s9j0iIiIi/zwlLEQk3aytrXFxcTFbLC0tqVu3Lr169aJfv37ky5ePBg0aALBx40aqVauGtbU1rq6uDBo0yOxCqG7duvTu3ZvAwEDy5MmDi4uLWQ8EDw8PAFq0aIHJZDJeZ9SjQ0KCgoKoWLEi8+fPx8PDAycnJ9577z3+/vtvo0xSUhITJkygePHi2NraUqFCBX788ccn1tWkSROuXr3K1q1bzep/6623UiRNvvvuO6pUqYKjoyMuLi60a9eOy5cvG9uTu9yvXbuWKlWqYGdnR82aNTl69KhR5uTJkzRr1oyCBQvi4OBA1apVWbNmjVk9MTExNG7cGFtbW4oVK8bChQvx8PBg8uTJRpkbN27QrVs3ChQoQK5cuXjjjTfYv39/ijabN28exYsXx9ramqSkpCe2RzI/Pz82btzI+fPnjXXz5s3Dz88PKyvzx1FOmjSJcuXKYW9vj7u7Oz179uTmzZtm7Zk7d25WrVqFt7c3Dg4ORjIt2e7du2nQoAH58uXDycmJOnXqsHfvXrN6jhw5wmuvvYaNjQ1lypRhzZo1KXrq/PHHH7Rt2xZnZ2fy5s1Ls2bNOHPmjLE9ICCA5s2bM3bsWAoVKkSpUqXS1R6rV6/G1dWVCRMmULZsWUqUKEGjRo2YO3cuOXPmBP6vzR82efJks9+D5PqHDx9ufHb/+c9/zC72n3QuJ59nq1atokqVKlhbW/PNN99gMpk4cuRIis/Gw8ODpKSkFENCzp49S9OmTXF2dsbe3h4fHx9Wrlxp7Jue74PUvkdERETk30sJCxHJFGFhYVhZWbF161Zmz57NH3/8ga+vL1WrVmX//v3MnDmTb775hlGjRqXYz97enp07dzJhwgRGjBjB6tWrgQcXnQAhISHExMQYrzPDyZMnWbZsGStWrGDFihVs3LjRbCjHZ599RkhICDNnzuT333/n448/5oMPPmDjxo1pHjdnzpz4+fmZ9SYIDQ2lU6dOKcreu3ePkSNHsn//fpYtW8bp06cJCAhIUW7IkCEEBwezZ88erKyszI518+ZNfH19WbNmDfv27aNhw4Y0bdqUc+fOGWX8/f25ePEiGzZsYOnSpXz99ddmiZGkpCQaN27MpUuXWLlyJZGRkVSuXJk333yTa9euGeVOnDjBkiVLWLp0KVFRUWm2w6MKFixIw4YNCQsLA+D27dt8//33qbaLhYUFX331FYcOHSIsLIx169YRGBhoVub27dtMnDiR+fPns2nTJs6dO8eAAQOM7X///TcdOnRg8+bN7Nixg5IlS+Lr62skpRITE2nevDl2dnbs3LmTr7/+miFDhqSoo169ejg4OLBp0ya2bNliJEceTgisXbuW6OhoVq9ezYoVK9LVHi4uLsTExLBp06b0NWAakutfv349ixYt4qeffmL48OHG9vSey4GBgYwdO5bo6GjeffddXnnlFRYsWGBWZuHChbRr1y7VXhUffvghcXFxRo+R8ePH4+DgAJCh74OHv0ceFRcXR2xsrNkiIiIiLy+rJxcREXlgxYoVxgUIwNtvv80PP/wAgKenJxMmTDC2DRkyBHd3d6ZNm4bJZMLLy4uLFy8ycOBAPv/8cywsHuRLy5cvz7BhwwAoWbIk06ZNY+3atTRo0ID8+fMDkDt3blxcXDL1vSQmJhIaGoqjoyMA7du3Z+3atYwePZpbt24xadIk1q1bR40aNQAoXrw4W7ZsYfbs2dSpUyfNY3fu3JnXXnuNKVOmEBkZyY0bN2jcuHGK+SsevlgvXrw4X331FdWqVePmzZtm7Tx69GijzkGDBtG4cWPu3r2LjY0NFSpUoEKFCkbZUaNG8dNPP7F8+XJ69erFkSNHWLNmDbt376ZKlSoAzJ07l5IlSxr7rF+/noMHD3L58mWsra0BmDhxIsuWLePHH3+kW7duwIMEy/z5843PJaM6depE//79GTJkCD/++CMlSpRI0YMAoG/fvsbPxYoVY+TIkfTo0YMZM2YY6+/fv8+sWbMoUaIEAL169WLEiBHG9jfeeMPsmLNnz8bZ2ZmNGzfSpEkTfvvtN06ePMmGDRuMc2v06NFmd/UXL16MhYUFc+fONS7QQ0JCyJ07Nxs2bOCtt94CwN7e3qxnRHq0bt2aVatWUadOHVxcXHj11Vd588038ff3J1euXOk+DjxIks2bNw87Ozt8fHwYMWIEn3zyCSNHjuTOnTvpPpdHjBhh9v79/PyYNm0aI0eOBODYsWNERkby7bffphrHuXPnaNWqFeXKlTPqSTZjxox0fR88+j3yqLFjx5olY0REROTlph4WIpJu9erVIyoqyli++uorY1vyxXCy6OhoatSoYXYntlatWty8eZMLFy4Y68qXL2+2n6urq9nd/6zi4eFhJCserffw4cPcvXuXBg0a4ODgYCzffvstJ0+efOKxy5cvT8mSJfnxxx+ZN28e7du3J0eOHCnK7du3j2bNmlG0aFEcHR2pW7cugFnviOTjPRwnYMR669YtAgMDKVOmDLlz58bBwYEjR44Yxzh69ChWVlZUrlzZOIanpyfOzs7G68jISG7evEnevHnN3u/p06fN3m/RokWfOlkB0LhxY27evMmmTZuYN29eqr0r4EECpUGDBri5ueHo6Ii/vz9Xr17l1q1bRhk7OzsjWZHcLg+fN5cvX6Z79+6UKlUKJycnnJycuHnzplm7uLu7myXCqlWrZhZHZGQkJ06cwNHR0WiTPHnycPfuXbN2KVeuXIaSFQCWlpaEhIRw4cIFJkyYQKFChRg9ejQ+Pj5mQ1vSo0KFCtjZ2Rmva9Sowc2bNzl//nyGzuVHf4ffe+89zp49y44dOwBYsGABFStWpEyZMqnG0bt3b0aNGkWtWrUYNmwYBw4cMLal9/vg0RgeNXjwYG7cuGEsDw8xEhERkZePeliISLrZ29vj6en52G0PS0pKStFtPHnOg4fXP3ohbzKZ/pFJB9OqN/nfX375BTc3N7NyyT0QnqRTp05Mnz6dw4cPs2vXrhTbb926xVtvvcVbb73Fd999R/78+Tl37hwNGzZMMdngw7Emt11yjJ988gmrVq1i4sSJeHp6Ymtry7vvvmsc43HzTDy8PjExEVdXVzZs2JCi3MNzfzzr5JhWVla0b9+eYcOGsXPnTn766acUZc6ePYuvry/du3dn5MiR5MmThy1bttC5c2eziT5T+/wefk8BAQH8+eefTJ48maJFi2JtbU2NGjXM2uVJk0UmJiamOiwCMEvcPEu7uLm50b59e9q3b8+oUaMoVaoUs2bNYvjw4VhYWKT4/DIy2enD53R6zuVH34erqyv16tVj4cKFvPrqqyxatIj//Oc/j62vS5cuNGzYkF9++YXffvuNsWPHEhwczEcffZTu74MntaW1tXW6fwdFRETkxaeEhYhkiTJlyrB06VKzC5Vt27bh6OiY4sIpLTly5CAhISGrwkxVmTJlsLa25ty5c08c/vE47dq1Y8CAAVSoUCHVO9JHjhzhypUrjBs3Dnd3dwD27NmT4Xo2b95MQEAALVq0AB7MafHwpJBeXl7Ex8ezb98+XnnlFeDBXBTJEyUCVK5cmUuXLmFlZfXUE5umV6dOnZg4caIxkeWj9uzZQ3x8PMHBwcYwgSVLlmS4ns2bNzNjxgx8fX0BOH/+PFeuXDG2e3l5ce7cOf73v/9RsGBBgBRzpFSuXJnvv//emMwyqzk7O+Pq6mr0JMmfPz+XLl0y+x1Kbe6Q/fv3c+fOHWxtbYEHT19xcHCgcOHCODs7P9O57Ofnx8CBA3n//fc5efIk7733Xprl3d3d6d69O927d2fw4MHMmTOHjz76KNO+D0REROTfRUNCRCRL9OzZk/Pnz/PRRx9x5MgR/vvf/zJs2DD69etnXIimh4eHB2vXruXSpUv89ddfaZY9ffq02ZCVqKgos6dLpJejoyMDBgzg448/JiwsjJMnT7Jv3z6mT59uTBr5JM7OzsTExLB27dpUtxcpUoScOXMydepUTp06xfLly425AjLC09OT8PBwoqKi2L9/P+3atTProeLl5UX9+vXp1q0bu3btYt++fXTr1g1bW1vjwrF+/frUqFGD5s2bs2rVKs6cOcO2bdv47LPPniqJkhZvb2+uXLmS4hGnyUqUKEF8fLzRLvPnz2fWrFkZrsfT05P58+cTHR3Nzp078fPzMy7oARo0aECJEiXo0KEDBw4cYOvWrcakm8nt4ufnR758+WjWrBmbN2/m9OnTbNy4kT59+pgNY3gas2fPpkePHsZcGr///jsDBw7k999/p2nTpsCDp2b8+eefTJgwgZMnTzJ9+nR+/fXXFMe6d+8enTt35vDhw/z6668MGzaMXr16YWFh8czncsuWLYmNjaVHjx7Uq1cvzeRC3759WbVqFadPn2bv3r2sW7cOb29vIPO+D0REROTfRf9LEJEs4ebmxsqVK9m1axcVKlSge/fudO7cmc8++yxDxwkODmb16tW4u7tTqVKlNMv269ePSpUqmS1Pe8E9cuRIPv/8c8aOHYu3tzcNGzbk559/plixYuk+Ru7cuR/bxT1//vyEhobyww8/UKZMGcaNG8fEiRMzHOeXX36Js7MzNWvWpGnTpjRs2NBsvgqAb7/9loIFC1K7dm1atGhB165dcXR0xMbGBnhwgb5y5Upq165Np06dKFWqFO+99x5nzpwxeh88Tmho6BOHVjwqb968ZsmDh1WsWJFJkyYxfvx4ypYty4IFCxg7dmyGjg8PHpn6119/UalSJdq3b0/v3r3NHitraWnJsmXLuHnzJlWrVqVLly7GuZncLnZ2dmzatIkiRYrQsmVLvL296dSpE3fu3Hlij4ugoKA0e6skT67avXt3fHx8qFOnDjt27GDZsmVGTwhvb29mzJjB9OnTqVChArt27TJ7EkqyN998k5IlS1K7dm3atGlD06ZNzSZ4fZZzOVeuXDRt2pT9+/fj5+eXZtmEhAQ+/PBDvL29adSoEaVLlzYmSs2s7wMRERH5dzElPW6As4iIvJQuXLiAu7s7a9as4c0333ymYwUFBbFhw4ZU57940WzdupXXXnuNEydOmE3o+TSSH08bGhr67IE9oZ7r16+zbNmyLK0nu4qNjcXJyYlpM+tha/tyjHLt1OG35x2CiIhIlkr++33jxo0n3gR6Of66i4jIY61bt46bN29Srlw5YmJiCAwMxMPDg9q1az/zsVetWsWUKVMyIcp/3k8//YSDgwMlS5bkxIkT9OnTh1q1aj1zsgJg48aNbNq0KROiFBEREfn3UsJCROQld//+fT799FNOnTqFo6MjNWvWZMGCBak+ajWjtm/fngkRPh9///03gYGBnD9/nnz58lG/fn2Cg4Mz5dinT5/OlOOIiIiI/JtpSIiIiIi8kDLSpVRERESyh4z8/dakmyIiIiIiIiKS7ShhISIiIiIiIiLZjhIWIiIiIiIiIpLtaNJNEREReaFNWNoCG7sX4780n7Vd9bxDEBEReWGoh4WIiIiIiIiIZDtKWIiIiIiIiIhItqOEhYiIiDx3oaGh5M6d+3mHISIiItmIEhYiIiJZLCAgAJPJlGJp1KhRuvbfsGEDJpOJ69evZ1mMJpOJZcuWZdnxRURERDLqxZihSkRE5AXXqFEjQkJCzNZZW1tnah337t0jZ86cmXpMERERkedFPSxERET+AdbW1ri4uJgtzs7OwIPeDXPnzqVFixbY2dlRsmRJli9fDsCZM2eoV68eAM7OzphMJgICAgCoW7cuvXr1ol+/fuTLl48GDRrQqVMnmjRpYlZ3fHw8Li4uzJs376njDwkJwdvbGxsbG7y8vJgxY4axrUaNGgwaNMis/J9//kmOHDlYv3498CCZEhgYiJubG/b29lSvXp0NGzY8dTwiIiLy8lPCQkREJBsYPnw4bdq04cCBA/j6+uLn58e1a9dwd3dn6dKlABw9epSYmBimTJli7BcWFoaVlRVbt25l9uzZdOnShYiICGJiYowyK1eu5ObNm7Rp0+apYpszZw5Dhgxh9OjRREdHM2bMGIYOHUpYWBgAfn5+LFq0iKSkJGOf77//noIFC1KnTh0AOnbsyNatW1m8eDEHDhygdevWNGrUiOPHjz9VTCIiIvLyU8JCRETkH7BixQocHBzMlpEjRxrbAwICeP/99/H09GTMmDHcunWLXbt2YWlpSZ48eQAoUKAALi4uODk5Gft5enoyYcIESpcujZeXFzVr1qR06dLMnz/fKBMSEkLr1q1xcHB4qthHjhxJcHAwLVu2pFixYrRs2ZKPP/6Y2bNnA9C2bVsuXrzIli1bjH0WLlxIu3btsLCw4OTJkyxatIgffviB119/nRIlSjBgwABee+21FMNk0hIXF0dsbKzZIiIiIi8vzWEhIiLyD6hXrx4zZ840W5eciAAoX7688bO9vT2Ojo5cvnz5icetUqVKinVdunTh66+/JjAwkMuXL/PLL7+wdu1aALp37853331nlL1582aax//zzz85f/48nTt3pmvXrsb6+Ph4I3GSP39+GjRowIIFC3j99dc5ffo027dvN97v3r17SUpKolSpUmbHjouLI2/evE98j8nGjh3L8OHD011eREREXmxKWIiIiPwD7O3t8fT0fOz2HDlymL02mUwkJiam67iP8vf3Z9CgQWzfvp3t27fj4eHB66+/DsCIESMYMGBAuuNOjmHOnDlUr17dbJulpaXxs5+fH3369GHq1KksXLgQHx8fKlSoYBzD0tKSyMhIs32ADPX6GDx4MP369TNex8bG4u7unu79RURE5MWihIWIiEg2l/zkj4SEhHSVz5s3L82bNyckJITt27fTsWNHY1uBAgUoUKBAuusuWLAgbm5unDp1Cj8/v8eWa968Of/5z3+IiIhg4cKFtG/f3thWqVIlEhISuHz5spE4eRrW1taZ/mQVERERyb6UsBAREfkHxMXFcenSJbN1VlZW5MuX74n7Fi1aFJPJxIoVK/D19cXW1vaJPRO6dOlCkyZNSEhIoEOHDumK8fTp00RFRZmt8/T0JCgoiN69e5MrVy7efvtt4uLi2LNnD3/99ZfR48He3p5mzZoxdOhQoqOjadeunXGMUqVK4efnh7+/P8HBwVSqVIkrV66wbt06ypUrh6+vb7riExERkX8XJSxERET+AREREbi6upqtK126NEeOHHnivm5ubgwfPpxBgwbRsWNH/P39CQ0NTXOf+vXr4+rqio+PD4UKFUpXjA8Pt0i2fv16unTpgp2dHV988QWBgYHY29tTrlw5+vbta1bWz8+Pxo0bU7t2bYoUKWK2LSQkhFGjRtG/f3/++OMP8ubNS40aNZSsEBERkccyJT38DDIRERF5Kdy+fZtChQoxb948WrZs+bzDyRKxsbE4OTkxZN4b2Ni9GPdgPmu76nmHICIi8lwl//2+ceMGuXLlSrPsi/HXXURERNIlMTGRS5cuERwcjJOTE++8887zDklERETkqShhISIi8hI5d+4cxYoVo3DhwoSGhmJlpT/1IiIi8mLSkBARERF5IWWkS6mIiIhkDxn5+23xD8UkIiIiIiIiIpJuSliIiIiIiIiISLajhIWIiIiIiIiIZDtKWIiIiIiIiIhItqOpw0VEROSF1uqXTljZ5XjeYRh+bbboeYcgIiLyUlAPCxERERERERHJdpSwEBEREREREZFsRwkLERERMVO3bl369u2bZhkPDw8mT56cZhmTycSyZcsAOHPmDCaTiaioqEyJUURERF5+SliIiIj8CwQEBGAymejevXuKbT179sRkMhEQEABAeHg4I0eO/IcjFBERETGnhIWIiMi/hLu7O4sXL+bOnTvGurt377Jo0SKKFClirMuTJw+Ojo7PI0QRERERgxIWIiIi/xKVK1emSJEihIeHG+vCw8Nxd3enUqVKxrpHh4RcvnyZpk2bYmtrS7FixViwYEGKYx8/fpzatWtjY2NDmTJlWL169RPjOXz4ML6+vjg4OFCwYEHat2/PlStXnu1NioiIyEtDCQsREZF/kY4dOxISEmK8njdvHp06dUpzn4CAAM6cOcO6dev48ccfmTFjBpcvXza2JyYm0rJlSywtLdmxYwezZs1i4MCBaR4zJiaGOnXqULFiRfbs2UNERAT/+9//aNOmzWP3iYuLIzY21mwRERGRl5fV8w5ARERE/jnt27dn8ODBxiSYW7duZfHixWzYsCHV8seOHePXX39lx44dVK9eHYBvvvkGb29vo8yaNWuIjo7mzJkzFC5cGIAxY8bw9ttvPzaOmTNnUrlyZcaMGWOsmzdvHu7u7hw7doxSpUql2Gfs2LEMHz78ad62iIiIvICUsBAREfkXyZcvH40bNyYsLIykpCQaN25Mvnz5Hls+OjoaKysrqlSpYqzz8vIid+7cZmWKFCliJCsAatSokWYckZGRrF+/HgcHhxTbTp48mWrCYvDgwfTr1894HRsbi7u7e5r1iIiIyItLCQsREZF/mU6dOtGrVy8Apk+fnmbZpKQk4MEjSp9U5mFplYcHw0iaNm3K+PHjU2xzdXVNdR9ra2usra3TPK6IiIi8PJSwEBER+Zdp1KgR9+7dA6Bhw4ZplvX29iY+Pp49e/ZQrVo1AI4ePcr169eNMmXKlOHcuXNcvHiRQoUKAbB9+/Y0j1u5cmWWLl2Kh4cHVlb674iIiIikpEk3RURE/mUsLS2Jjo4mOjoaS0vLNMuWLl2aRo0a0bVrV3bu3ElkZCRdunTB1tbWKFO/fn1Kly6Nv78/+/fvZ/PmzQwZMiTN43744Ydcu3aN999/n127dnHq1Cl+++03OnXqREJCQqa8TxEREXmxKWEhIiLyL5QrVy5y5cqVrrIhISG4u7tTp04dWrZsSbdu3ShQoICx3cLCgp9++om4uDiqVatGly5dGD16dJrHLFSoEFu3biUhIYGGDRtStmxZ+vTpg5OTExYW+u+JiIiIgCkptYGnIiIiItlcbGwsTk5O1F/YCiu7HM87HMOvzRY97xBERESyreS/3zdu3HjizRPdwhARERERERGRbEcJCxERERERERHJdjQtt4iIiLzQljael+75OEREROTFoR4WIiIiIiIiIpLtKGEhIiIiIiIiItmOEhYiIiIiIiIiku1oDgsRERF5obX6+Uty2Nlk6jFXthiYqccTERGRjFMPCxERERERERHJdpSwEBEREREREZFs56kSFvfu3ePo0aPEx8dndjwiIiIiIiIiIhlLWNy+fZvOnTtjZ2eHj48P586dA6B3796MGzcuSwIUERGRf05AQADNmzd/3mGIiIiIZCxhMXjwYPbv38+GDRuwsfm/ya3q16/P999/n+nBiYiI/NtdunSJPn364OnpiY2NDQULFuS1115j1qxZ3L59+3mHly6hoaHkzp37eYchIiIiL5gMPSVk2bJlfP/997z66quYTCZjfZkyZTh58mSmByciIvJvdurUKWrVqkXu3LkZM2YM5cqVIz4+nmPHjjFv3jwKFSrEO++8k2K/+/fvkyNHjucQsYiIiEjmyVAPiz///JMCBQqkWH/r1i2zBIaIiIg8u549e2JlZcWePXto06YN3t7elCtXjlatWvHLL7/QtGlTAEwmE7NmzaJZs2bY29szatQoEhIS6Ny5M8WKFcPW1pbSpUszZcoUs+MnJCTQr18/cufOTd68eQkMDCQpKcmsjIeHB5MnTzZbV7FiRYKCgozXkyZNoly5ctjb2+Pu7k7Pnj25efMmABs2bKBjx47cuHEDk8mEyWQy9r137x6BgYG4ublhb29P9erV2bBhQ6a2oYiIiLy4MpSwqFq1Kr/88ovxOjlJMWfOHGrUqJG5kYmIiPyLXb16ld9++40PP/wQe3v7VMs8fLNg2LBhNGvWjIMHD9KpUycSExMpXLgwS5Ys4fDhw3z++ed8+umnLFmyxNgnODiYefPm8c0337BlyxauXbvGTz/9lOFYLSws+Oqrrzh06BBhYWGsW7eOwMBAAGrWrMnkyZPJlSsXMTExxMTEMGDAAAA6duzI1q1bWbx4MQcOHKB169Y0atSI48ePp1pPXFwcsbGxZouIiIi8vDI0JGTs2LE0atSIw4cPEx8fz5QpU/j999/Zvn07GzduzKoYRURE/nVOnDhBUlISpUuXNlufL18+7t69C8CHH37I+PHjAWjXrh2dOnUyKzt8+HDj52LFirFt2zaWLFlCmzZtAJg8eTKDBw+mVatWAMyaNYtVq1ZlONa+ffua1TNy5Eh69OjBjBkzyJkzJ05OTphMJlxcXIxyJ0+eZNGiRVy4cIFChQoBMGDAACIiIggJCWHMmDEp6hk7dqzZexIREZGXW4Z6WNSsWZOtW7dy+/ZtSpQowW+//UbBggXZvn07r7zySlbFKCIi8q/16JDLXbt2ERUVhY+PD3Fxccb6KlWqpNh31qxZVKlShfz58+Pg4MCcOXOMJ3zduHGDmJgYsx6SVlZWqR7nSdavX0+DBg1wc3PD0dERf39/rl69yq1btx67z969e0lKSqJUqVI4ODgYy8aNGx87L9bgwYO5ceOGsZw/fz7DsYqIiMiLI0M9LADKlStHWFhYVsQiIiIi/5+npycmk4kjR46YrS9evDgAtra2ZusfHTayZMkSPv74Y4KDg6lRowaOjo588cUX7Ny5M0NxWFhYpJjX4v79+8bPZ8+exdfXl+7duzNy5Ejy5MnDli1b6Ny5s1m5RyUmJmJpaUlkZCSWlpZm2xwcHFLdx9raGmtr6wzFLyIiIi+uDCcsEhIS+Omnn4iOjsZkMuHt7U2zZs2wssrwoUREROQx8ubNS4MGDZg2bRofffTRY+exeJzNmzdTs2ZNevbsaax7uOeCk5MTrq6u7Nixg9q1awMQHx9PZGQklStXNsrlz5+fmJgY43VsbCynT582Xu/Zs4f4+HiCg4OxsHjQcfPheTIAcubMSUJCgtm6SpUqkZCQwOXLl3n99dcz9N5ERETk3yFDWYZDhw7RrFkzLl26ZIypPXbsGPnz52f58uWUK1cuS4IUERH5N5oxYwa1atWiSpUqBAUFUb58eSwsLNi9ezdHjhxJczimp6cn3377LatWraJYsWLMnz+f3bt3U6xYMaNMnz59GDduHCVLlsTb25tJkyZx/fp1s+O88cYbhIaG0rRpU5ydnRk6dKhZj4gSJUoQHx/P1KlTadq0KVu3bmXWrFlmx/Dw8ODmzZusXbuWChUqYGdnR6lSpfDz88Pf35/g4GAqVarElStXWLduHeXKlcPX1zdzGlFEREReWBmaw6JLly74+Phw4cIF9u7dy969ezl//jzly5enW7duWRWjiIjIv1KJEiXYt28f9evXZ/DgwVSoUIEqVaowdepUBgwYwMiRIx+7b/fu3WnZsiVt27alevXqXL161ay3BUD//v3x9/cnICDAGDbSokULszKDBw+mdu3aNGnSBF9fX5o3b06JEiWM7RUrVmTSpEmMHz+esmXLsmDBAsaOHWt2jJo1a9K9e3fatm1L/vz5mTBhAgAhISH4+/vTv39/SpcuzTvvvMPOnTtxd3d/1qYTERGRl4Ap6dGBqWmwtbVlz549+Pj4mK0/dOgQVatW5c6dO5keoIiIiEhqYmNjcXJyov53QeSws8nUY69sMTBTjyciIiIPJP/9vnHjBrly5UqzbIZ6WJQuXZr//e9/KdZfvnwZT0/PjEUpIiIiIiIiIvIYGUpYjBkzht69e/Pjjz9y4cIFLly4wI8//kjfvn0ZP348sbGxxiIiIiIiIiIi8rQyNCQkefZv+L/nwifv/vBrk8mUYjZwERERkcyUkS6lIiIikj1k5O93hp4Ssm7dOiMxISIiIiIiIiKSVTKUsKhbt24WhSEiIiIiIiIi8n8yNIdFsWLFGDFiBOfOncuqeEREREREREREMtbDol+/foSGhjJixAjq1atH586dadGiBdbW1lkVn4iIiEiaWv/3W3LY2WZ4vxWtOmdBNCIiIpJZMtTD4qOPPiIyMpLIyEjKlClD7969cXV1pVevXuzduzerYhQRERERERGRf5kMJSySVahQgSlTpvDHH38wbNgw5s6dS9WqValQoQLz5s0jAw8eERERERERERFJIUNDQpLdv3+fn376iZCQEFavXs2rr75K586duXjxIkOGDGHNmjUsXLgws2MVERERERERkX+JdPWw+Pbbb4mLi2Pv3r189NFHuLq68tFHH+Hj48OhQ4fYsmULHTt2ZMiQISxfvpyffvopq+MWyRbq1q1L37590yzj4eHB5MmT/5F4HnX79m1atWpFrly5MJlMXL9+PcvqOnPmDCaTiaioqCyrIzWhoaHkzp37H60zmdo36+oJCgqiYsWKT71/ajJ6zPTYsGFDln/2WeXR76/n+V0lIiIikpp0JSw6duzIjRs3qFq1KsePH2fmzJlcuHCBiRMn4uXlZVa2TJkyvPfee1kSrEhWCwgIwGQy0b179xTbevbsiclkIiAgwFgXHh7OyJEjn7lek8lkLI6OjlSpUoXw8PBnPm5YWBibN29m27ZtxMTE4OTk9MzHfBx3d3diYmIoW7ZsltXxtNS+WctkMrFs2bJMPeaAAQNYu3Ztusu3bduWY8eOZWoMmWnfvn20bt2aggULYmNjQ6lSpejatWumx5yRzyKzvr8e9iIncERERCT7SVfCInlOilOnThEREUHr1q3JkSNHqmXt7e0JCQnJvAhF/mHu7u4sXryYO3fuGOvu3r3LokWLKFKkiFnZPHny4OjomCn1hoSEEBMTw+7du6lQoQKtW7dm+/btqZa9d+9euo558uRJvL29KVu2LC4uLphMpkyJNTWWlpa4uLhgZfVUI82ynNr3xeLg4EDevHnTXd7W1pYCBQpkYURPb8WKFbz66qvExcWxYMECoqOjmT9/Pk5OTgwdOvQfj+f+/ftA5n5/ZbakpCTi4+OfdxgiIiLynKV70k2TyUTRokWzMhaRbKFy5coUKVLE7A58eHg47u7uVKpUyazso12qL1++TNOmTbG1taVYsWIsWLAg3fXmzp0bFxcXvLy8mDVrFjY2Nixfvhx40FV71KhRBAQE4OTkRNeuXQFYunQpPj4+WFtb4+HhQXBwsFlswcHBbNq0CZPJRN26dYEHF+OBgYG4ublhb29P9erV2bBhg7Hf2bNnadq0Kc7Oztjb2+Pj48PKlSsB+Ouvv/Dz8yN//vzY2tpSsmRJI0GZ2pCFjRs3Uq1aNaytrXF1dWXQoEFmFyF169ald+/eBAYGkidPHlxcXAgKCjJrl0mTJlGuXDns7e1xd3enZ8+e3Lx5M93tqvb9Z9o3WXKc4eHh1KtXDzs7OypUqJAiORQaGkqRIkWws7OjRYsWXL161Wz7w8M3Vq1ahY2NTYq79r1796ZOnTrG8R4dEjJu3DgKFiyIo6MjnTt35u7du2bbUxvS1bx5c7NeVN999x1VqlTB0dERFxcX2rVrx+XLl9PdHrdv36Zjx474+vqyfPly6tevT7FixahevToTJ05k9uzZRtln/Tw9PDwAaNGiBSaTyXid3Jbz5s2jePHiWFtbk5SUlOr7//vvv2nXrh0ODg4UKlSIqVOnGttSOwevX7+OyWRiw4YNnDlzhnr16gHg7Oxs1iMtLi6O3r17U6BAAWxsbHjttdfYvXu3cZzknhmrVq2iSpUqWFtbs3nz5nS3s4iIiLyc0p2wCAgIoGXLlmkuIi+Ljh07mvUUmjdvHp06dXrifgEBAZw5c4Z169bx448/MmPGjAxd3CTLkSMHVlZWxp1QgC+++IKyZcsSGRnJ0KFDiYyMpE2bNrz33nscPHiQoKAghg4dSmhoKPAgydK1a1dq1KhBTEyMkYDp2LEjW7duZfHixRw4cIDWrVvTqFEjjh8/DsCHH35IXFwcmzZt4uDBg4wfPx4HBwcAhg4dyuHDh/n111+Jjo5m5syZ5MuXL9X38Mcff+Dr60vVqlXZv38/M2fO5JtvvmHUqFFm5cLCwrC3t2fnzp1MmDCBESNGsHr1amO7hYUFX331FYcOHSIsLIx169YRGBiY4TZV+/5z7QswZMgQBgwYQFRUFKVKleL99983Lr537txJp06d6NmzJ1FRUdSrVy9F3A+rX78+uXPnZunSpca6hIQElixZgp+fX6r7LFmyhGHDhjF69Gj27NmDq6srM2bMyPD7uHfvHiNHjmT//v0sW7aM06dPmyU0nmTVqlVcuXLlsW2anGTJjM8zOQHwcG+iZCdOnGDJkiUsXbo0zXlQvvjiC8qXL8/evXsZPHgwH3/8sdn5khZ3d3fjMzp69CgxMTFMmTIFgMDAQJYuXUpYWBh79+7F09OThg0bcu3aNbNjBAYGMnbsWKKjoylfvnyKOuLi4oiNjTVbRERE5OWV7r7Fjo6O2NraZmUsItlG+/btGTx4sHFHMfkC9OE75Y86duwYv/76Kzt27KB69eoAfPPNN3h7e2eo7ri4OL744gtiY2N58803jfVvvPEGAwYMMF77+fnx5ptvGl3KS5UqxeHDh/niiy8ICAggT5482NnZkTNnTlxcXIAHQxgWLVrEhQsXKFSoEPBgroCIiAhCQkIYM2YM586do1WrVpQrVw6A4sWLG3WeO3eOSpUqUaVKFeD/7uimZsaMGbi7uzNt2jRMJhNeXl5cvHiRgQMH8vnnn2Nh8SBfWr58eYYNGwZAyZIlmTZtGmvXrqVBgwYAZneAixUrxsiRI+nRo8dTXXyqfbO+fZMNGDCAxo0bAzB8+HB8fHw4ceIEXl5eTJkyhYYNGzJo0CCjbbdt20ZERESqx7K0tKRt27YsXLiQzp07A7B27Vr++usvWrduneo+kydPplOnTnTp0gWAUaNGsWbNmhS9LJ7k4URl8eLF+eqrr6hWrRo3b940Ek1pSU5UPTrf06My4/PMnz8/8H+9iR5279495s+fb5R5nFq1apl9Llu3buXLL780zpe0WFpakidPHgAKFChgJGNu3brFzJkzCQ0N5e233wZgzpw5rF69mm+++YZPPvnEOMaIESPSrGvs2LEMHz78ibGIiIjIyyHdCYuvvvoq244PFsls+fLlo3HjxoSFhZGUlETjxo0fe6c7WXR0NFZWVsbFJjy4SHm4m3r37t357rvvjNcPd71///33sbS05M6dOzg5OTFx4kTjP/eA2XGT62vWrJnZulq1ajF58mQSEhKwtLRMEePevXtJSkqiVKlSZuvj4uKM+QJ69+5Njx49+O2336hfvz6tWrUy7nT26NGDVq1asXfvXt566y2aN29OzZo1H9seNWrUMJvXoVatWty8eZMLFy4Y84E8ehfV1dXVrFfK+vXrGTNmDIcPHyY2Npb4+Hju3r3LrVu3sLe3T7Xu1Kh9H8iq9n3Uw/W6uroCD4ZMeXl5ER0dTYsWLczK16hR47EJC3iQQKpRowYXL16kUKFCLFiwAF9fX5ydnVMtHx0dnWLy3Bo1arB+/foMvY99+/YRFBREVFQU165dIzExEXiQXCpTpswT90+eA+pJMuvzfJyiRYs+MVkBD9ro0dfP+uSQkydPcv/+fWrVqmWsy5EjB9WqVSM6Otqs7KO/h48aPHgw/fr1M17Hxsbi7u7+TPGJiIhI9pWuISFZOZGcSHbVqVMnQkNDCQsLS9dwkOQLk7R+X0aMGEFUVJSxPOzLL78kKiqKmJgYrl27Rv/+/c22P3rxmJSUlKKuJ10cJSYmYmlpSWRkpFkc0dHRRtftLl26cOrUKdq3b8/BgwepUqWKMY797bff5uzZs/Tt25eLFy/y5ptvmvVKSG98D69/dAJfk8lkXBSePXsWX19fypYty9KlS4mMjGT69OkAZsM50kPti7EtK9r3UQ/XmxxPcr3pvYh/WLVq1ShRooQxIe5PP/3EBx988EwxWlhYpIjl4fd969Yt3nrrLRwcHPjuu+/YvXu38dju9E7Mmpy8OnLkSJrlMuPzTMuzJJ+S60/u5fFwm6XnPHncd2Nq7/lJcVpbW5MrVy6zRURERF5eGXpKiMi/SaNGjbh37x737t2jYcOGTyzv7e1NfHw8e/bsMdYdPXrUbKLAAgUK4OnpaSwPc3FxwdPTM909mcqUKcOWLVvM1m3bto1SpUqlevcfoFKlSiQkJHD58mWzODw9Pc26kLu7u9O9e3fCw8Pp378/c+bMMbblz5+fgIAAvvvuOyZPnszXX3/92Pi2bdtm9v2xbds2HB0dcXNzS9d73LNnD/Hx8QQHB/Pqq69SqlQpLl68mK59H6X2TSkz2zcjypQpw44dO8zWPfo6Ne3atWPBggX8/PPPWFhYGENOUuPt7f3EOvLnz09MTIzxOiEhgUOHDhmvjxw5wpUrVxg3bhyvv/46Xl5eGZ6T5q233iJfvnxMmDAh1e3J3w+Z8XnCg4RGQkJChmJ8WGptljycJbmHxsNt9mjiNWfOnABmMXh6epIzZ06z36f79++zZ8+eDA+ZExERkX+XdCUs1q9fb4xLFfm3sLS0JDo6mujo6MdeoD6sdOnSNGrUiK5du7Jz504iIyPp0qVLls390r9/f9auXcvIkSM5duwYYWFhTJs27bF35OHB3V4/Pz/8/f0JDw/n9OnT7N69m/HjxxtPqujbty+rVq3i9OnT7N27l3Xr1hkXFZ9//jn//e9/OXHiBL///jsrVqx47AVHz549OX/+PB999BFHjhzhv//9L8OGDaNfv37GndonKVGiBPHx8UydOpVTp04xf/58Zs2alcGWejpq36zTu3dvIiIimDBhAseOHWPatGlpDgdJ5ufnx969exk9ejTvvvsuNjY2jy3bp08f5s2bx7x58zh27BjDhg3j999/Nyvzxhtv8Msvv/DLL79w5MgRevbsaZZgLFKkCDlz5jTaZ/ny5YwcOTJD79Xe3p65c+fyyy+/8M4777BmzRrOnDnDnj17CAwMNIatZMbnCQ/mPVm7di2XLl3ir7/+ylCsAFu3bjU+l+nTp/PDDz/Qp08f4MGjY1999VXGjRvH4cOH2bRpE5999pnZ/kWLFsVkMrFixQr+/PNPbt68ib29PT169OCTTz4hIiKCw4cP07VrV27fvm3MSSIiIiKSmnT9L6hOnTpYWaV7uguRl0ZGuxyHhITg7u5OnTp1aNmyJd26dcuyuV8qV67MkiVLWLx4MWXLluXzzz9nxIgRT3yCQUhICP7+/vTv35/SpUvzzjvvsHPnTmMceEJCAh9++CHe3t40atSI0qVLGxMw5syZk8GDB1O+fHlq166NpaUlixcvTrUeNzc3Vq5cya5du6hQoQLdu3enc+fOKS5w0lKxYkUmTZrE+PHjKVu2LAsWLGDs2LFp7pM8UWpaE6Smh9o367z66qvMnTuXqVOnUrFiRX777bd0xV2yZEmqVq3KgQMHHvt0kGRt27bl888/Z+DAgbzyyiucPXuWHj16mJXp1KkTHTp0wN/fnzp16lCsWDHjsZzwoEdBaGgoP/zwA2XKlGHcuHFMnDgxw++3WbNmbNu2jRw5ctCuXTu8vLx4//33uXHjhvEUkMz4PAGCg4NZvXp1qo9hTo/+/fsTGRlJpUqVGDlyJMHBwWY9zObNm8f9+/epUqUKffr0SfEUEzc3N4YPH86gQYMoWLAgvXr1Ah48YrZVq1a0b9+eypUrc+LECVatWvXYOUhEREREAExJGu8hIi+RDRs20KJFC06dOqWLIZGXXGxsLE5OTrz17VRy2GW8N9uKVurhISIi8k9L/vt948aNJ94cTn8/UxGRF0BERASffvqpkhUiIiIiIi84jfMQkZfKuHHjnncIIiIiIiKSCTKcsEhISOCnn34iOjoak8mEl5cXzZs31xwXIiIi8lz80MxfjzgVERF5CWUoy3Do0CGaNWvGpUuXKF26NADHjh0jf/78LF++nHLlymVJkCIiIiIiIiLy75KhOSy6dOmCj48PFy5cYO/evezdu5fz589Tvnx5unXrllUxioiIiIiIiMi/TIZ6WOzfv589e/aYTWbn7OzM6NGjqVq1aqYHJyIiIiIiIiL/ThlKWJQuXZr//e9/+Pj4mK2/fPkynp6emRqYiIiISHq0WfZfctjZZXi/n99tlQXRiIiISGZ54pCQ2NhYYxkzZgy9e/fmxx9/5MKFC1y4cIEff/yRvn37Mn78+H8iXhERERERERH5F3hiD4vcuXNjMpmM10lJSbRp08ZYl5SUBEDTpk1JSEjIojBFRERERERE5N/kiQmL9evX/xNxiIiISBYymUz89NNPNG/e/HmHIiIiIpIuT0xY1KlT55+IQ0RERJ5CQEAAYWFhAFhZWZEnTx7Kly/P+++/T0BAABYWD0Z/xsTEmE2anRWCgoJYtmwZUVFRWVqPiIiI/DtkaNJNgOvXr/PNN98QHR2NyWSiTJkydOrUCScnp6yIT0RERJ6gUaNGhISEkJCQwP/+9z8iIiLo06cPP/74I8uXL8fKygoXF5c0j3H//n1y5MjxD0WctuwUi4iIiDw/T5x082F79uyhRIkSfPnll1y7do0rV64wadIkSpQowd69e7MqRhEREUmDtbU1Li4uuLm5UblyZT799FP++9//8uuvvxIaGgo8GBKybNkyAM6cOYPJZGLJkiXUrVsXGxsbvvvuOwBCQkLw9vbGxsYGLy8vZsyYYVbXhQsXeO+998iTJw/29vZUqVKFnTt3EhoayvDhw9m/fz8mkwmTyWTUfe7cOZo1a4aDgwO5cuWiTZs2/O9//zOOGRQURMWKFZk3bx7FixfH2tramCNLRERE/r0y1MPi448/5p133mHOnDlYWT3YNT4+ni5dutC3b182bdqUJUGKiIhIxrzxxhtUqFCB8PBwunTpkmqZgQMHEhwcTEhICNbW1syZM4dhw4Yxbdo0KlWqxL59++jatSv29vZ06NCBmzdvUqdOHdzc3Fi+fDkuLi7s3buXxMRE2rZty6FDh4iIiGDNmjUAODk5kZSURPPmzbG3t2fjxo3Ex8fTs2dP2rZty4YNG4xYTpw4wZIlS1i6dCmWlpb/RBOJiIhINpehhMWePXvMkhXwYLxsYGAgVapUyfTgRERE5Ol5eXlx4MCBx27v27cvLVu2NF6PHDmS4OBgY12xYsU4fPgws2fPpkOHDixcuJA///yT3bt3kydPHgA8PT2N/R0cHFIMP1m9ejUHDhzg9OnTuLu7AzB//nx8fHzYvXs3VatWBeDevXvMnz+f/PnzPzbeuLg44uLijNexsbEZaQ4RERF5wWRoSEiuXLk4d+5civXnz5/H0dEx04ISERGRZ5eUlGT2aPJHPXyz4c8//+T8+fN07twZBwcHYxk1ahQnT54EICoqikqVKhnJivSIjo7G3d3dSFYAlClThty5cxMdHW2sK1q0aJrJCoCxY8fi5ORkLA8fU0RERF4+Geph0bZtWzp37szEiROpWbMmJpOJLVu28Mknn/D+++9nVYwiIiLyFKKjoylWrNhjt9vb2xs/JyYmAjBnzhyqV69uVi55iIatrW2GY3hc0uTR9Q/H8jiDBw+mX79+xuvY2FglLURERF5iGUpYTJw4EZPJhL+/P/Hx8SQlJZEzZ0569OjBuHHjsipGERERyaB169Zx8OBBPv7443SVL1iwIG5ubpw6dQo/P79Uy5QvX565c+dy7dq1VHtZ5MyZk4SEBLN1ZcqU4dy5c5w/f95ILhw+fJgbN27g7e2dofdkbW2NtbV1hvYRERGRF1eGEhY5c+ZkypQpjB07lpMnT5KUlISnpyd2dnZZFZ+IiIg8QVxcHJcuXTJ7rOnYsWNp0qQJ/v7+6T5OUFAQvXv3JleuXLz99tvExcWxZ88e/vrrL/r168f777/PmDFjaN68OWPHjsXV1ZV9+/ZRqFAhatSogYeHB6dPnyYqKorChQvj6OhI/fr1KV++PH5+fkyePNmYdLNOnTqa/0pERETSlK6ExcMTcj32QP9/kq0GDRrQtGnTZw5MRERE0iciIgJXV1esrKxwdnamQoUKfPXVV3To0AELi/RPV9WlSxfs7Oz44osvCAwMxN7ennLlytG3b1/gwY2L3377jf79++Pr60t8fDxlypRh+vTpALRq1Yrw8HDq1avH9evXCQkJISAggGXLlvHRRx9Ru3ZtLCwsaNSoEVOnTs2KphAREZGXiCkpHQ8679ix4xMPlJiYyOXLl9m4cSMDBgxgxIgRmRKgiIiISGpiY2NxcnKiYdi35HiK3p4/v9sqC6ISERGRtCT//b5x4wa5cuVKs2y6eliEhISku/JffvmFHj16KGEhIiIiIiIiIk8tQ481TY9atWppTKqIiIiIiIiIPJN0DQkRERERyW4y0qVUREREsoeM/P3O9B4WIiIiIiIiIiLPSgkLEREREREREcl2lLAQERERERERkWxHCQsRERERERERyXbS9VhTERERkeyq3X83kcPOPsP7/dSqXhZEIyIiIplFPSxEREREREREJNtRwkJEREREREREsh0lLERE5F+vbt269O3bN80yHh4eTJ48+R+J51G3b9+mVatW5MqVC5PJxPXr17OsrjNnzmAymYiKisqyOlITGhpK7ty5/9E6RUREJHtTwkJERF5KAQEBmEwmunfvnmJbz549MZlMBAQEABAeHs7IkSOfuU6TyWQsjo6OVKlShfDw8Gc+blhYGJs3b2bbtm3ExMTg5OT0zMd8HHd3d2JiYihbtmyW1SEiIiKSHkpYiIjIS8vd3Z3Fixdz584dY93du3dZtGgRRYoUMdblyZMHR0fHTKkzJCSEmJgYdu/eTYUKFWjdujXbt29Ptey9e/fSdcyTJ0/i7e1N2bJlcXFxwWQyZUqsqbG0tMTFxQUrK83LLSIiIs+XEhYiIvLSqly5MkWKFDHr5RAeHo67uzuVKlUy1j06JOTy5cs0bdoUW1tbihUrxoIFC9JdZ+7cuXFxccHLy4tZs2ZhY2PD8uXLgQfDSkaNGkVAQABOTk507doVgKVLl+Lj44O1tTUeHh4EBwebxRYcHMymTZswmUzUrVsXeJDsCAwMxM3NDXt7e6pXr86GDRuM/c6ePUvTpk1xdnbG3t4eHx8fVq5cCcBff/2Fn58f+fPnx9bWlpIlSxISEgKkPiRk48aN/6+9O4/rKfv/AP76tH/ak1ZS0qLSgkJFWSIaZDeKZGsaS5ZkT9mX0dh3o0K2GcuYkD1bRFFCKikZk8k2JVvb+f3h1/1261N9Igrv5+NxH9x7zr3nfc+9n9vnns+556JNmzaQlZWFjo4OZsyYgaKiIl6Mfn5+mDZtGho0aABtbW0EBwfz6uXXX3+FpaUlFBQUoKenh7FjxyI/P1/seiWEEELI94caLAghhHzTRowYwd2MA8D27dsxcuTIKtfx9vZGZmYmzp49iz/++AMbNmxATk5OjcuWlpaGlJQUCgsLuWW//PILWrRogfj4eAQGBiI+Ph6DBg3Cjz/+iKSkJAQHByMwMBBhYWEAPjSwjBkzBvb29sjOzuYaX0aMGIHLly9j7969uHXrFgYOHIju3bsjLS0NADBu3Di8f/8eFy5cQFJSEpYtWwZFRUUAQGBgIO7evYvjx48jOTkZGzduRMOGDUXuw+PHj+Hm5gY7OzskJiZi48aN+O2337Bw4UJevvDwcCgoKCA2NhbLly/H/PnzcerUKS5dQkICa9aswe3btxEeHo6zZ89i2rRpNarP9+/fIy8vjzcRQggh5NtF/T0JIYR804YNG4aZM2dyPQdKb/LL9kYoKzU1FcePH8fVq1fRtm1bAMBvv/0GMzOzGpX7/v17/PLLL8jLy0OXLl245Z07d8bUqVO5eU9PT3Tp0gWBgYEAABMTE9y9exe//PILvL290aBBA8jLy0NGRgba2toAPjwismfPHvz999/Q1dUFAEydOhVRUVEIDQ3F4sWLkZWVhf79+8PS0hIAYGhoyJWZlZWFli1bwtbWFsCHnh+V2bBhA/T09LBu3ToIBAI0b94c//zzD6ZPn465c+dCQuLDbx9WVlYICgoCABgbG2PdunU4c+YMunbtCgC8HixNmzbFggUL8PPPP2PDhg1i1+mSJUswb948sfMTQggh5OtGDRaEEEK+aQ0bNsQPP/yA8PBwMMbwww8/VNqbAACSk5MhJSXF3cwDQPPmzXlvsPD19cWuXbu4+bKPNgwZMgSSkpJ4+/YtVFRUsGLFCvTo0YNLL7vd0vLc3d15yxwdHbFq1SoUFxdDUlKyQow3btwAYwwmJia85e/fv4e6ujoAwM/PDz///DNOnjwJFxcX9O/fH1ZWVgCAn3/+Gf3798eNGzfQrVs39OnTBw4ODpXWh729PW/cDEdHR+Tn5+Pvv//mxgIp3XYpHR0dXq+Uc+fOYfHixbh79y7y8vJQVFSEd+/e4fXr11BQUBBZdnkzZ87ElClTuPm8vDzo6emJtS4hhBBCvj7UYEEIIeSbN3LkSIwfPx4AsH79+irzMsYAoMqBLefPn8/rJVHWypUr4eLiAmVlZWhqalZIL39zzhirUFZpDJUpKSmBpKQk4uPjKzRolD72MXr0aLi6uuLo0aM4efIklixZgpCQEEyYMAE9evTAw4cPcfToUZw+fRpdunTBuHHjsGLFigplVRVf2eXS0tK8PAKBACUlJQA+jKfh5uYGX19fLFiwAA0aNMClS5cwatQo3uMy1ZGVlYWsrKzY+QkhhBDydaMxLAghhHzzunfvjoKCAhQUFMDV1bXKvGZmZigqKkJcXBy3LCUlBf/99x83r6mpCSMjI24qS1tbG0ZGRiIbK0QxNzfHpUuXeMtiYmJgYmIisncFALRs2RLFxcXIycnhxWFkZMQ9NgJ8eEuKr68vDh48CH9/f2zdupVL09DQgLe3N3bt2oVVq1Zhy5YtlcYXExPDa0SJiYmBkpISGjVqJNY+xsXFoaioCCEhIWjXrh1MTEzwzz//iLUuIYQQQr5f1GBBCCHkmycpKYnk5GQkJydX2ghQytTUFN27d8eYMWMQGxuL+Ph4jB49GkKh8LPE5u/vjzNnzmDBggVITU1FeHg41q1bV2kPDuDDOBeenp7w8vLCwYMHkZGRgevXr2PZsmXcm0AmTZqEEydOICMjAzdu3MDZs2e5cTjmzp2LP//8E/fv38edO3cQGRlZ6RgdY8eOxaNHjzBhwgTcu3cPf/75J4KCgjBlyhRu/IrqNGvWDEVFRVi7di0ePHiAnTt3YtOmTTWsKUIIIYR8b6jBghBCyHdBWVkZysrKYuUNDQ2Fnp4enJ2d0a9fP/j4+IjdY6KmWrVqhf3792Pv3r1o0aIF5s6di/nz58Pb27vaGL28vODv7w9TU1P07t0bsbGx3JgOxcXFGDduHMzMzNC9e3eYmppyA1zKyMhg5syZsLKygpOTEyQlJbF3716R5TRq1AjHjh3DtWvXYG1tDV9fX4waNQpz5swRex9tbGzw66+/YtmyZWjRogUiIiKwZMkSsdcnhBBCyPdJwKp7UJYQQgghpB7Ky8uDiooKftjxF6TlxRu4s6xD/Tt9hqgIIYQQUpXSv9+5ubnV/phEPSwIIYQQQgghhBBS71CDBSGEEEIIIYQQQuodeq0pIYQQQr5qu92dxB6fhBBCCCFfD+phQQghhBBCCCGEkHqHGiwIIYQQQgghhBBS71CDBSGEEEIIIYQQQuodGsOCEEIIIV817z/vQ1pescbr7etv8hmiIYQQQkhtoR4WhBBCCCGEEEIIqXeowYIQQgghhBBCCCH1DjVYEEIIIYQQQgghpN6hBgtSp8LCwqCqqlrXYdQZAwMDrFq1qq7DqFZwcDBsbGzqzXbqk8OHD8PIyAiSkpKYNGnSZy3L29sbffr0+axliPKlztPy5QgEAhw+fPij1xelptsUR8eOHT/7sf8coqOjIRAI8N9//wGg6zEhhBBC6h9qsPhMvL29IRAIKkzdu3cXexvlv0x+Dp/jy/uX8OTJE0ycOBFGRkaQk5ODlpYW2rdvj02bNuHNmzd1HV6tCQ4O5s4dSUlJ6OnpYfTo0Xj69Gldh1YtUefW1KlTcebMmS8ey+esx59++gkDBgzAo0ePsGDBglqItnKrV69GWFjYZy3jY3yuhqjs7Gz06NFD7PzXr1+Hj49PrcdRGwoKCrB8+XJYW1tDXl4eDRs2hKOjI0JDQ1FYWFhr5dTkWDg4OCA7OxsqKiq1Vj7w9TbgEEIIIaT+obeEfEbdu3dHaGgob5msrGytl1NQUAAZGZla32599eDBAzg6OkJVVRWLFy+GpaUlioqKkJqaiu3bt0NXVxe9e/eus/gYYyguLoaUVO18vCwsLHD69GkUFxfj5s2bGDVqFB4/fozjx4/Xyva/JEVFRSgq1nwk/9pQk3osLi6GQCCAhETVbbr5+fnIycmBq6srdHV1P1fonNq+sazvtLW1a5RfQ0PjM0XyaQoKCuDq6orExEQsWLAAjo6OUFZWxtWrV7FixQq0bNnyi/c8KiwshIyMTI3r+Ev63v62EUIIIaQi6mHxGcnKykJbW5s3qampcekCgQDbtm1D3759IS8vD2NjYxw5cgQAkJmZiU6dOgEA1NTUIBAI4O3tDeDDr1fjx4/HlClT0LBhQ3Tt2hUjR45Ez549eeUXFRVBW1sb27dv/+h9CA0NhZmZGeTk5NC8eXNs2LCBS7O3t8eMGTN4+Z8+fQppaWmcO3cOwIcvnNOmTUOjRo2goKCAtm3bIjo6+qPjAYCxY8dCSkoKcXFxGDRoEMzMzGBpaYn+/fvj6NGj6NWrF5c3NzcXPj4+0NTUhLKyMjp37ozExEQuvfTXyJ07d8LAwAAqKir48ccf8erVKy4PYwzLly+HoaEhhEIhrK2t8ccff3DppT1hTpw4AVtbW8jKyuLixYtIT0+Hu7s7tLS0oKioCDs7O5w+fbrG+yslJQVtbW00atQIPXv2hJ+fH06ePIm3b9+ipKQE8+fPR+PGjSErKwsbGxtERUVx62ZmZkIgEGDv3r1wcHCAnJwcLCwseMdAVDfww4cPQyAQVBrT9evX0bVrVzRs2BAqKipwdnbGjRs3uHQDAwMAQN++fSEQCLj58r/+ihv/wYMH0alTJ8jLy8Pa2hpXrlyp1XosrYPIyEiYm5tDVlYWDx8+xMuXL+Hl5QU1NTXIy8ujR48eSEtLA/DhuCspKQEAOnfuDIFAwNVrTEwMnJycIBQKoaenBz8/P7x+/ZqLZcOGDTA2NuZ6Bw0YMIBL++OPP2BpaQmhUAh1dXW4uLhw65Z/JOT9+/fw8/ODpqYm5OTk0L59e1y/fp1LLz03z5w5A1tbW8jLy8PBwQEpKSlcnto6T8sqjXPFihXQ0dGBuro6xo0bx+tJkJOTg169ekEoFKJp06aIiIiosJ2yvXTEud6UfyQkLS0NTk5OkJOTg7m5OU6dOsVbX1QvtoSEBAgEAmRmZgIAnj9/jiFDhqBx48aQl5eHpaUl9uzZU6P6WLVqFS5cuIAzZ85g3LhxsLGxgaGhITw8PBAbGwtjY2MAn348w8LCMG/ePCQmJnI9ikp75AgEAmzatAnu7u5QUFDAwoULK+3Fd/jwYZiYmEBOTg5du3bFo0ePuDRRjyVNmjQJHTt25NLPnz+P1atXczGU1uX58+fRpk0byMrKQkdHBzNmzEBRURG3HVF/2wghhBDyfaMGizo2b948DBo0CLdu3YKbmxs8PT3x4sUL6Onp4cCBAwCAlJQUZGdnY/Xq1dx64eHhkJKSwuXLl7F582aMHj0aUVFRyM7O5vIcO3YM+fn5GDRo0EfFtnXrVsyePRuLFi1CcnIyFi9ejMDAQISHhwMAPD09sWfPHjDGuHX27dsHLS0tODs7AwBGjBiBy5cvY+/evbh16xYGDhyI7t27czd9NfX8+XOcPHkS48aNg4KCgsg8pTfajDH88MMPePLkCY4dO4b4+Hi0atUKXbp0wYsXL7j86enpOHz4MCIjIxEZGYnz589j6dKlXPqcOXMQGhqKjRs34s6dO5g8eTKGDh2K8+fP88qdNm0alixZguTkZFhZWSE/Px9ubm44ffo0bt68CVdXV/Tq1QtZWVkfte+lhEIhSkpKUFRUhNWrVyMkJAQrVqzArVu34Orqit69e1eo34CAAPj7++PmzZtwcHBA79698fz584+O4dWrVxg+fDguXryIq1evwtjYGG5ublxDT+lNVmhoKLKzs3k3XWWJG//s2bMxdepUJCQkwMTEBEOGDOHd6HyMsvUIAG/evMGSJUuwbds23LlzB5qamvD29kZcXByOHDmCK1eugDEGNzc3FBYW8m4UDxw4gOzsbDg4OCApKQmurq7o168fbt26hX379uHSpUsYP348ACAuLg5+fn6YP38+UlJSEBUVBScnJwAfHoEYMmQIRo4cieTkZERHR6Nfv368z1hZ06ZNw4EDBxAeHo4bN27AyMgIrq6uvPO7tP5CQkIQFxcHKSkpjBw5kkv7XOfpuXPnkJ6ejnPnziE8PBxhYWG8x1m8vb2RmZmJs2fP4o8//sCGDRuQk5NT6fbEud6UVVJSgn79+kFSUhJXr17Fpk2bMH369Brvx7t379C6dWtERkbi9u3b8PHxwbBhwxAbGyv2NiIiIuDi4oKWLVtWSJOWluauZZ96PAcPHgx/f39YWFggOzsb2dnZGDx4MLdeUFAQ3N3dkZSUxDsHynrz5g0WLVqE8PBwXL58GXl5efjxxx/F3tfVq1fD3t4eY8aM4WLQ09PD48eP4ebmBjs7OyQmJmLjxo347bffsHDhQt765f+2lff+/Xvk5eXxJkIIIYR8wxj5LIYPH84kJSWZgoICb5o/fz6XBwCbM2cON5+fn88EAgE7fvw4Y4yxc+fOMQDs5cuXvG07OzszGxubCmWam5uzZcuWcfN9+vRh3t7eVcYJgB06dEhkmp6eHtu9ezdv2YIFC5i9vT1jjLGcnBwmJSXFLly4wKXb29uzgIAAxhhj9+/fZwKBgD1+/Ji3jS5durCZM2cyxhgLDQ1lKioqVcZY1tWrVxkAdvDgQd5ydXV1ro6nTZvGGGPszJkzTFlZmb17946Xt1mzZmzz5s2MMcaCgoKYvLw8y8vL49IDAgJY27ZtGWMfjomcnByLiYnhbWPUqFFsyJAhjLH/HafDhw9XG7+5uTlbu3YtN6+vr89WrlxZaf6goCBmbW3NzScnJzMjIyPWpk0bxhhjurq6bNGiRbx17Ozs2NixYxljjGVkZDAAbOnSpVx6YWEha9y4MXeuiDoGhw4dYmUvD+XjKK+oqIgpKSmxv/76i1sm6twqvx1x49+2bRuXfufOHQaAJScnVxpPedXVY2hoKAPAEhISuDypqakMALt8+TK37NmzZ0woFLL9+/czxhh7+fIlA8DOnTvH5Rk2bBjz8fHhlX/x4kUmISHB3r59yw4cOMCUlZV551yp+Ph4BoBlZmaK3I/hw4czd3d3xtiHc1NaWppFRERw6QUFBUxXV5ctX76cMfa/c/P06dNcnqNHjzIA7O3bt5XW16eep8OHD2f6+vqsqKiIWzZw4EA2ePBgxhhjKSkpDAC7evUql56cnMwA8Mopew5Vd70pH+eJEyeYpKQke/ToEZd+/Phx3jZFXWNv3rzJALCMjIxK99fNzY35+/tz887OzmzixImV5hcKhczPz6/SdMZq73hW9lkFwCZNmsRbVn7/Sz8Hoo5LbGwsY4x/DpaaOHEic3Z25uZF1cesWbOYqakpKykp4ZatX7+eKSoqsuLiYm49UX/bygoKCmIAKkx9d8SzQX+k1HgihBBCyJeXm5vLALDc3Nxq81IPi8+oU6dOSEhI4E3jxo3j5bGysuL+r6CgACUlpSp/ZSxla2tbYdno0aO5MTNycnJw9OhR7lc0X19fbvwAccYQePr0KR49eoRRo0bx1lu4cCHS09MBfHhevGvXrlxX7oyMDFy5cgWenp4AgBs3boAxBhMTE942zp8/z23jY5V/XOHatWtISEiAhYUF3r9/DwCIj49Hfn4+1NXVeeVnZGTwyjcwMOC69gOAjo4Odwzu3r2Ld+/eoWvXrrxt7Nixo8I+lD8mr1+/xrRp02Bubg5VVVUoKiri3r17Nf7lOikpCYqKihAKhTA3N4eenh4iIiKQl5eHf/75B46Ojrz8jo6OSE5O5i2zt7fn/i8lJQVbW9sKeWoiJycHvr6+MDExgYqKClRUVJCfn1+jfatJ/GU/Jzo6OlwMNVFZPZaSkZHhlZOcnAwpKSm0bduWW6aurg5TU9Mq6y4+Ph5hYWG888XV1RUlJSXIyMhA165doa+vD0NDQwwbNgwRERHcQLHW1tbo0qULLC0tMXDgQGzduhUvX74UWU56ejoKCwt59SctLY02bdrUqP5q6zwtz8LCApKSkrxyS8ssrduyn5nmzZtX+YaK6q435SUnJ6NJkyZo3Lgxt6zs50BcxcXFWLRoEaysrLhrycmTJ2tUP4yxKh+xAmrveFZF1N+N8io7Lp9yvQA+HA97e3tePTg6OiI/Px9///232DHOnDkTubm53FT2cRVCCCGEfHto0M3PSEFBAUZGRlXmkZaW5s0LBAKUlJSIte3yvLy8MGPGDFy5cgVXrlyBgYEBOnToAACYP38+pk6dKnbspTFs3bqVd8MGgHcT4unpiYkTJ2Lt2rXYvXs3LCwsYG1tzW1DUlIS8fHxvHUAfPTAi0ZGRhAIBLh37x5vuaGhIYAP3fzL7oOOjo7IMTPK3hhVdQxK/z169CgaNWrEy1d+ANXyxyQgIAAnTpzAihUrYGRkBKFQiAEDBqCgoECMPf0fU1NTHDlyBJKSktDV1eXKLe0KXf5GSJybo7LrSUhIVHjkoLq3Fnh7e+Pp06dYtWoV9PX1ISsrC3t7+xrvW9k4SomKv+wxKk0T53NSVmX1WEooFPLKLV8nVcVXVklJCX766Sf4+flVSGvSpAlkZGRw48YNREdH4+TJk5g7dy6Cg4Nx/fp1qKqq4tSpU4iJicHJkyexdu1azJ49G7GxsWjatGmFOIBPr7/aOk/Lq+pzVVns1anqelOeqONXvrzSQVXL5i1/7oeEhGDlypVYtWoVLC0toaCggEmTJtWofkxMTKq94a+t41mVyh6jK0/UcfmU6wUgej9E7XN1McrKyn6WwasJIYQQUj9RD4t6rHR09OLiYrHyq6uro0+fPggNDUVoaChGjBjBpWlqasLIyIibqqOlpYVGjRrhwYMHvPWMjIx4N059+vTBu3fvEBUVhd27d2Po0KFcWsuWLVFcXIycnJwK2/jYkenV1dXRtWtXrFu3jjeIoSitWrXCkydPICUlVaH8hg0bilVe6QCMWVlZFbahp6dX5boXL16Et7c3+vbtC0tLS2hra3ODz9WEjIwMV+9lv6grKytDV1cXly5d4uWPiYmBmZkZb9nVq1e5/xcVFSE+Ph7NmzcH8OGX61evXvHqMyEhodp98/Pzg5ubGywsLCArK4tnz57x8khLS1d57tYk/tpQWT1WxtzcHEVFRbyxCp4/f47U1NQq42vVqhXu3LlT4XwxMjLiPtNSUlJwcXHB8uXLcevWLW4sB+DDzZujoyPmzZuHmzdvQkZGBocOHapQTun2ytZfYWEh4uLialR/tXWe1oSZmRmKiooQFxfHLUtJSan2Fc5VXW/KMzc3R1ZWFv755x9uWfnBWkvfKlJ27J/y5/7Fixfh7u6OoUOHwtraGoaGhjUeg8fDw4MbI6S8oqIivH79utaOp4yMjNh/M0Sp7LiUvV6UrS+gYp2JisHc3BwxMTG8xo6YmBgoKSlVaAwmhBBCCClFPSw+o/fv3+PJkye8ZVJSUmLfLOvr60MgECAyMhJubm4QCoXV9kwYPXo0evbsieLiYgwfPlyscjIyMip84TQyMkJwcDD8/PygrKyMHj164P3794iLi8PLly8xZcoUAB9+DXN3d0dgYCCSk5Ph4eHBbcPExASenp7w8vJCSEgIWrZsiWfPnuHs2bOwtLSEm5ubWPGVt2HDBjg6OsLW1hbBwcGwsrKChIQErl+/jnv37qF169YAABcXF9jb26NPnz5YtmwZTE1N8c8//+DYsWPo06ePWN2jlZSUMHXqVEyePBklJSVo37498vLyEBMTA0VFxSrr2MjICAcPHkSvXr0gEAgQGBhY414B1QkICEBQUBCaNWsGGxsbhIaGIiEhocIbF9avXw9jY2OYmZlh5cqVePnyJfe4UNu2bSEvL49Zs2ZhwoQJuHbtGm9wxMr2befOnbC1tUVeXh4CAgJ4vVuAD4/anDlzBo6OjpCVleW9Iaem8dcFY2NjuLu7Y8yYMdi8eTOUlJQwY8YMNGrUCO7u7pWuN336dLRr1w7jxo3DmDFjoKCggOTkZJw6dQpr165FZGQkHjx4ACcnJ6ipqeHYsWMoKSmBqakpYmNjcebMGXTr1g2ampqIjY3F06dPRd6wKigo4Oeff0ZAQAAaNGiAJk2aYPny5Xjz5g1GjRol9n5+ifO0PFNTU3Tv3h1jxozBli1bICUlhUmTJlU4h8qr6npTnouLC0xNTbnrT15eHmbPns3LU9rwGBwcjIULFyItLQ0hISEV8hw4cAAxMTFQU1PDr7/+iidPntSoEWHSpEk4evQounTpggULFqB9+/ZQUlJCXFwcli1bht9++w02Nja1cjwNDAy4a3rjxo2hpKRUox4J0tLSmDBhAtasWQNpaWmMHz8e7dq1Q5s2bQB8eCPOL7/8gh07dsDe3h67du3C7du3eQOKGhgYIDY2FpmZmVBUVESDBg0wduxYrFq1ChMmTMD48eORkpKCoKAgTJkypdrXBxNCCCHk+0XfEj6jqKgo6Ojo8Kb27duLvX6jRo0wb948zJgxA1paWtxbBqri4uICHR0duLq6QldXV6xypkyZgpYtW/KmuLg4jB49Gtu2bUNYWBgsLS3h7OyMsLCwCl3TPT09kZiYiA4dOqBJkya8tNDQUHh5ecHf3x+mpqbo3bs3YmNjK+2dUPoay6pefdqsWTPcvHkTLi4umDlzJqytrWFra4u1a9di6tSpWLBgAYAPv1QfO3YMTk5OGDlyJExMTPDjjz8iMzMTWlpaYtUNACxYsABz587FkiVLYGZmBldXV/z1118V6qG8lStXQk1NDQ4ODujVqxdcXV3RqlUrscsVh5+fH/z9/eHv7w9LS0tERUXhyJEj3GsSSy1duhTLli2DtbU1Ll68iD///JNrOGvQoAF27dqFY8eOca9sDA4OrrLc7du34+XLl2jZsiWGDRvGvYqxrJCQEJw6dQp6enoi345Qk/irU/b1jbUpNDQUrVu3Rs+ePWFvbw/GGI4dO1bhcYeyrKyscP78eaSlpaFDhw5o2bIlAgMDubEGVFVVcfDgQXTu3BlmZmbYtGkT9uzZAwsLCygrK+PChQtwc3ODiYkJ5syZg5CQEPTo0UNkWUuXLkX//v0xbNgwtGrVCvfv38eJEydENg5V5kucp6KEhoZCT08Pzs7O6NevH/f64epUdb0pS0JCAocOHcL79+/Rpk0bjB49GosWLeLlkZaWxp49e3Dv3j1YW1tj2bJlFd5aERgYiFatWsHV1RUdO3aEtrZ2hdd6VkdWVhanTp3CtGnTsHnzZrRr1w52dnZYs2YN/Pz80KJFCwC1czz79++P7t27o1OnTtDQ0KjxK1jl5eUxffp0eHh4wN7eHkKhEHv37uXSXV1dERgYiGnTpsHOzg6vXr2Cl5cXbxtTp06FpKQkzM3NoaGhgaysLDRq1AjHjh3DtWvXYG1tDV9fX4waNQpz5sypUXyEEEII+b4IWGUPapOv0ps3b6Crq4vt27ejX79+dR1OjUVHR6Nv37548OBBjb6kE9EyMzPRtGlT3Lx5EzY2NnUdzmeRmZkJY2Nj3L17t8YNHYSQr1teXh5UVFTQd0c8pOVrPjbSvv4mnyEqQgghhFSl9O93bm4ulJWVq8xLj4R8I0pKSvDkyROEhIRARUUFvXv3ruuQPkpUVBRmzZpFjRVEbFFRUfDx8aHGCkIIIYQQQr4x1GDxjcjKykLTpk3RuHFjhIWFQUrq6zy0S5curesQyFfG19e3rkMghBBCCCGEfAb0SAghhBBCvko16VJKCCGEkPqhJn+/adBNQgghhBBCCCGE1DvUYEEIIYQQQgghhJB6hxosCCGEEEIIIYQQUu98nSMzEkIIIYT8v9AjTyGUf1dhuU8/zTqIhhBCCCG1hXpYEEIIIYQQQgghpN6hBgtCCCGEEEIIIYTUO9RgQQghhBBCCCGEkHqHGiwIIYQQ8sk6duyISZMm1XUYhBBCCPmGUIMFIYQQUo94e3tDIBBUmLp3717XoQEAoqOjIRAI8N9///GWHzx4EAsWLKiboAghhBDyTaK3hBBCCCH1TPfu3REaGspbJisrW0fRiKdBgwZ1HQIhhBBCvjHUw4IQQgipZ2RlZaGtrc2b1NTUEB0dDRkZGVy8eJHLGxISgoYNGyI7OxsA8PjxYwwePBhqampQV1eHu7s7MjMzedvfvn07LCwsICsrCx0dHYwfPx4AkJmZCYFAgISEBC7vf//9B4FAgOjoaGRmZqJTp04AADU1NQgEAnh7ewPgPxIyc+ZMtGvXrsJ+WVlZISgoiJsPDQ2FmZkZ5OTk0Lx5c2zYsOFTq44QQggh3xBqsCCEEEK+EqWNAsOGDUNubi4SExMxe/ZsbN26FTo6Onjz5g06deoERUVFXLhwAZcuXYKioiK6d++OgoICAMDGjRsxbtw4+Pj4ICkpCUeOHIGRkZFY5evp6eHAgQMAgJSUFGRnZ2P16tUV8nl6eiI2Nhbp6encsjt37iApKQmenp4AgK1bt2L27NlYtGgRkpOTsXjxYgQGBiI8PLzS8t+/f4+8vDzeRAghhJBvFzVYEEIIIfVMZGQkFBUVeVPp+BALFy5EgwYN4OPjA09PTwwbNgx9+/YFAOzduxcSEhLYtm0bLC0tYWZmhtDQUGRlZSE6Oppb39/fHxMnToSJiQns7OzEHixTUlKSe/RDU1MT2traUFFRqZCvRYsWsLKywu7du7llERERsLOzg4mJCQBgwYIFCAkJQb9+/dC0aVP069cPkydPxubNmystf8mSJVBRUeEmPT09seImhBBCyNeJxrAghBBC6plOnTph48aNvGWlDQUyMjLYtWsXrKysoK+vj1WrVnF54uPjcf/+fSgpKfHWfffuHdLT05GTk4N//vkHXbp0+ez74Onpie3btyMwMBCMMezZs4drGHn69CkePXqEUaNGYcyYMdw6RUVFIhtASs2cORNTpkzh5vPy8qjRghBCCPmGUYMFIYQQUs8oKChU+ZhGTEwMAODFixd48eIFFBQUAAAlJSVo3bo1IiIiKqyjoaEBCYmqO1aWpjPGuGWFhYU1jh8APDw8MGPGDNy4cQNv377Fo0eP8OOPP3JxAh8eC2nbti1vPUlJyUq3KSsrW+8HHyWEEEJI7aEGC0IIIeQrkp6ejsmTJ2Pr1q3Yv38/vLy8cObMGUhISKBVq1bYt28fNDU1oaysLHJ9AwMDnDlzhhs8sywNDQ0AQHZ2Nlq2bAkAvAE4gQ89PACguLi4yjgbN24MJycnRERE4O3bt3BxcYGWlhYAQEtLC40aNcKDBw+4MS0IIYQQQsqjMSwIIYSQeub9+/d48uQJb3r27BmKi4sxbNgwdOvWDSNGjEBoaChu376NkJAQAB8ew2jYsCHc3d1x8eJFZGRk4Pz585g4cSL+/vtvAEBwcDBCQkKwZs0apKWl4caNG1i7di0AQCgUol27dli6dCnu3r2LCxcuYM6cObzY9PX1IRAIEBkZiadPnyI/P7/S/fD09MTevXvx+++/Y+jQoby04OBgLFmyBKtXr0ZqaiqSkpIQGhqKX3/9tTarkhBCCCFfMWqwIIQQQuqZqKgo6Ojo8Kb27dtj0aJFyMzMxJYtWwAA2tra2LZtG+bMmYOEhATIy8vjwoULaNKkCfr16wczMzOMHDkSb9++5XpcDB8+HKtWrcKGDRtgYWGBnj17Ii0tjSt7+/btKCwshK2tLSZOnIiFCxfyYmvUqBHmzZuHGTNmQEtLi3slqigDBw7E8+fP8ebNG/Tp04eXNnr0aGzbtg1hYWGwtLSEs7MzwsLC0LRp01qqRUIIIYR87QSs7IOqhBBCCCFfiby8PKioqGDVzvsQyitVSPfpp1kHURFCCCGkKqV/v3Nzcyt9hLUU9bAghBBCCCGEEEJIvUMNFoQQQgghhBBCCKl36C0hhBBCCPmqjeitUW2XUkIIIYR8faiHBSGEEEIIIYQQQuodarAghBBCCCGEEEJIvUMNFoQQQgghhBBCCKl3aAwLQgghhHzVzu97BgX59xWWd/bUqINoCCGEEFJbqIcFIYQQQgghhBBC6h1qsCCEEEIIIYQQQki9Qw0WhIgpLCwMqqqqVeYJDg6GjY3NF4lHlC1btkBPTw8SEhJYtWrVZy2rY8eOmDRp0mctQxSBQIDDhw9/8XJFuXfvHtq1awc5ObnPftzFOf8+B29vb/Tp0+eLl1PT80ucOD/HOVvXn/lPUfazlJmZCYFAgISEhDqNiRBCCCGkLGqwIN+t6OhoCAQCqKmp4d27d7y0a9euQSAQQCAQcMsGDx6M1NTUTy7X29ub27a0tDQMDQ0xdepUvH79+pO2m5eXh/Hjx2P69Ol4/PgxfHx8PjnWqhw8eBALFiz4rGXUhtLjXDppaGigR48eSExM/ORtBwUFQUFBASkpKThz5kwtRFu52jr/altp/f7333+1ut2anl+rV69GWFhYrcZQmw4cOICOHTtCRUUFioqKsLKywvz58/HixYtaK6OmxyI7Oxs9evSotfKBr7sBhxBCCCH1DzVYkO+ekpISDh06xFu2fft2NGnShLdMKBRCU1OzVsrs3r07srOz8eDBAyxcuBAbNmzA1KlTReYtLCwUa5tZWVkoLCzEDz/8AB0dHcjLy9dKrJVp0KABlJSUPmsZtSklJQXZ2dk4evQoXr58ie7duyM3N1dkXnHrPD09He3bt4e+vj7U1dVrM9wKavP8+xrU9PxSUVGpkx4o4pg9ezYGDx4MOzs7HD9+HLdv30ZISAgSExOxc+fOLx5PQUEBAEBbWxuysrJfvHxxiPsZJIQQQsi3jRosyHdv+PDh2L59Ozf/9u1b7N27F8OHD+flE9Ulf+nSpdDS0oKSkhJGjRpVoadGZWRlZaGtrQ09PT14eHjA09OT65pd+gvl9u3bYWhoCFlZWTDGkJWVBXd3dygqKkJZWRmDBg3Cv//+y8VmaWkJADA0NIRAIEBmZiYA4K+//kLr1q0hJycHQ0NDzJs3D0VFRVwswcHBaNKkCWRlZaGrqws/Pz8ubcOGDTA2NoacnBy0tLQwYMAALq189/qXL1/Cy8sLampqkJeXR48ePZCWllah/k6cOAEzMzMoKipyDTelrl+/jq5du6Jhw4ZQUVGBs7Mzbty4IVadVkdTUxPa2tpo06YNQkJC8OTJE1y9epXrCr9//3507NgRcnJy2LVrF0pKSjB//nw0btwYsrKysLGxQVRUFLc9gUCA+Ph4zJ8/HwKBAMHBwQCAx48fY/DgwVBTU4O6ujrc3d25YwF8+BW8TZs2UFBQgKqqKhwdHfHw4UMAQGJiIjp16gQlJSUoKyujdevWiIuL49VfWRs3bkSzZs0gIyMDU1PTCje/AoEA27ZtQ9++fSEvLw9jY2McOXKESy8uLsaoUaPQtGlTCIVCmJqaYvXq1Z9Uz+Ic5+LiYkyZMgWqqqpQV1fHtGnTwBjjbafs+TVz5ky0a9euQllWVlYICgoCUPGRkNevX8PLywuKiorQ0dFBSEhIhfVFPV6kqqrK66kxffp0mJiYQF5eHoaGhggMDKzRzfS1a9ewePFihISE4JdffoGDgwMMDAzQtWtXHDhwgHed+ZTjmZmZiU6dOgEA1NTUIBAI4O3tDeBDXY4fPx5TpkxBw4YN0bVr10r3/969e3BwcICcnBwsLCwQHR3NpYk6Bw8fPsz1RAsLC8O8efOQmJjI9Wgqrcuqrl9A5dc9QgghhHzfqMGCfPeGDRuGixcvIisrC8CHrtsGBgZo1apVlevt378fQUFBWLRoEeLi4qCjo4MNGzZ8VAxCoZB3E3T//n3s378fBw4c4J4p79OnD168eIHz58/j1KlTSE9Px+DBgwF8eFzg9OnTAD7cIGVnZ0NPTw8nTpzA0KFD4efnh7t372Lz5s0ICwvDokWLAAB//PEHVq5cic2bNyMtLQ2HDx/mGj7i4uLg5+eH+fPnIyUlBVFRUXBycqp0H7y9vREXF4cjR47gypUrYIzBzc2Nt19v3rzBihUrsHPnTly4cAFZWVm8niWvXr3C8OHDcfHiRVy9ehXGxsZwc3PDq1evPqpeKyMUCgHwf8WdPn06/Pz8kJycDFdXV6xevRohISFYsWIFbt26BVdXV/Tu3ZtrhMnOzoaFhQX8/f2RnZ2NqVOn4s2bN+jUqRMUFRVx4cIFXLp0ibthLygoQFFREfr06QNnZ2fcunULV65cgY+PD3fD5+npicaNG+P69euIj4/HjBkzIC0tLXIfDh06hIkTJ8Lf3x+3b9/GTz/9hBEjRuDcuXO8fPPmzcOgQYNw69YtuLm5wdPTk3sMoaSkBI0bN8b+/ftx9+5dzJ07F7NmzcL+/fs/qX6rO84hISHYvn07fvvtN1y6dAkvXryo0MupLE9PT8TGxiI9PZ1bdufOHSQlJcHT01PkOgEBATh37hwOHTqEkydPIjo6GvHx8TXeFyUlJYSFheHu3btYvXo1tm7dipUrV4q9fkREBBQVFTF27FiR6aUNAJ96PPX09HDgwAEA/+tNVLbxKTw8HFJSUrh8+TI2b95cabwBAQHw9/fHzZs34eDggN69e+P58+di7evgwYPh7+8PCwsLZGdnIzs7G4MHDwZjrMrrVylR1z1CCCGEfOcYId+pc+fOMQDs5cuXrE+fPmzevHmMMcY6derEVq9ezQ4dOsTKfkRCQ0OZiooKN29vb898fX1522zbti2ztraustzhw4czd3d3bj42Npapq6uzQYMGMcYYCwoKYtLS0iwnJ4fLc/LkSSYpKcmysrK4ZXfu3GEA2LVr1xhjjN28eZMBYBkZGVyeDh06sMWLF/PK37lzJ9PR0WGMMRYSEsJMTExYQUFBhTgPHDjAlJWVWV5ensj9cHZ2ZhMnTmSMMZaamsoAsMuXL3Ppz549Y0KhkO3fv58x9qH+ALD79+9zedavX8+0tLQqrauioiKmpKTE/vrrL24ZAHbo0KFK1ymv7HEujat3795MSUmJ/fvvvywjI4MBYKtWreKtp6uryxYtWsRbZmdnx8aOHcvNW1tbs6CgIG7+t99+Y6ampqykpIRb9v79eyYUCtmJEyfY8+fPGQAWHR0tMlYlJSUWFhYmMq38+efg4MDGjBnDyzNw4EDm5ubGzQNgc+bM4ebz8/OZQCBgx48fF1kGY4yNHTuW9e/fn5svf76WV75+xTnOOjo6bOnSpdx8YWEha9y4Ma+csucXY4xZWVmx+fPnc/MzZ85kdnZ2IuN89eoVk5GRYXv37uXSnz9/zoRCIW+bos4lFRUVFhoaWun+Ll++nLVu3ZqbDwoKqvIz36NHD2ZlZVVpeqnaOJ7lj0UpZ2dnZmNjU6HMsvtf+jkQdVyWLVvGGKt4DjLGKlwnRdWHONcvUdc9Ud69e8dyc3O56dGjRwwAO7IlnZ3ZlVNhIoQQQkj9k5ubywCw3NzcavNSDwtCAIwcORJhYWF48OABrly5UumvtmUlJyfD3t6et6zs/MWLF6GoqMhNERERXFpkZCQUFRUhJycHe3t7ODk5Ye3atVy6vr4+NDQ0eGXp6elBT0+PW2Zubg5VVVUkJydXGmPpIwtl4xgzZgyys7Px5s0bDBw4EG/fvoWhoSHGjBmDQ4cOcY+LdO3aFfr6+jA0NMSwYcMQERGBN2/eVFoXUlJSaNu2LbdMXV0dpqamvPjk5eXRrFkzbl5HRwc5OTncfE5ODnx9fWFiYgIVFRWoqKggPz+f6/3yKRo3bgxFRUU0bNgQycnJ+P3333ljQtja2nL/z8vLwz///ANHR0feNhwdHaut7/v370NJSYmr7wYNGuDdu3dIT09HgwYN4O3tDVdXV/Tq1QurV6/mPSoxZcoUjB49Gi4uLli6dCmvR0F5ycnJYsVnZWXF/V9BQQFKSkq8Ot+0aRNsbW2hoaEBRUVFbN269ZPru6rjnJubi+zsbN5nRUpKilf/onh6enKfIcYY9uzZU+nnND09HQUFBbwyGjRoAFNT0xrvyx9//IH27dtDW1sbioqKCAwMrFH9MMZ4g/dWpraOZ2Wqq99Soo5LVee8OMS9fpW/7omyZMkS7tqgoqLC2yYhhBBCvj3UYEEIADc3N7x79w6jRo1Cr169amUARVtbWyQkJHBT7969ubROnTohISEBKSkpePfuHQ4ePMi7eVZQUOBtq7KbnupuhkpKSjBv3jxeHElJSUhLS4OcnBz09PSQkpKC9evXQygUYuzYsXByckJhYSGUlJRw48YN7NmzBzo6Opg7dy6sra1FvoGAVfKsefn4yj/eIBAIeOt6e3sjPj4eq1atQkxMDBISEqCurs4NEvgpLl68iMTEROTm5iI1NRWurq689PJ1XhpfVftTXklJCVq3bs2r74SEBKSmpsLDwwMAEBoaiitXrsDBwQH79u2DiYkJrl69CuDDc/x37tzBDz/8gLNnz8Lc3LzKRyXEiU9UnZeUlAD48FjT5MmTMXLkSJw8eRIJCQkYMWLEJ9d3dcf5Y3h4eCA1NRU3btxATEwMHj16hB9//FFkXnHLEhVX2ceErl69ih9//BE9evRAZGQkbt68idmzZ9eofkxMTJCeni7WuBefejyrIur8FldpDBISElXWV2XEvX6JE+PMmTORm5vLTY8ePap2HUIIIYR8vajBghAAkpKSGDZsGKKjozFy5Eix1jEzM+NuNEuVnRcKhTAyMuKmsm88UFBQgJGREfT19Ssdo6Asc3NzZGVl8b6c3717F7m5uTAzM6t0vVatWiElJYUXR+kkISHBxdm7d2+sWbMG0dHRuHLlCpKSkgB8+IXVxcUFy5cvx61bt5CZmYmzZ8+KjK+oqAixsbHcsufPnyM1NbXK+Mq7ePEi/Pz84ObmBgsLC8jKyuLZs2dir1+Vpk2bolmzZlBWVq42r7KyMnR1dXHp0iXe8piYmGrrOy0tDZqamhXqW0VFhcvXsmVLzJw5EzExMWjRogV2797NpZmYmGDy5Mk4efIk+vXrh9DQUJFlmZmZ1Ti+8i5evAgHBweMHTsWLVu2hJGRUZW9OmqDiooKdHR0eJ+VoqKiaseXaNy4MZycnBAREYGIiAi4uLhAS0tLZF4jIyNIS0vzynj58mWF18JqaGjwerikpaXxehFdvnwZ+vr6mD17NmxtbWFsbMwNkCouDw8P5OfnVzq+TWkDYG0cTxkZGQAfBjX9WKKOS/PmzQF8qK9Xr17xXsFcfqwJGRmZCuV/7PVLFFlZWSgrK/MmQgghhHy7pOo6AELqiwULFiAgIEDs3hUTJ07E8OHDYWtri/bt2yMiIgJ37tyBoaFhrcfm4uICKysreHp6YtWqVSgqKsLYsWPh7OxcZVfvuXPnomfPntDT08PAgQMhISGBW7duISkpCQsXLkRYWBiKi4vRtm1byMvLY+fOnRAKhdDX10dkZCQePHgAJycnqKmp4dixYygpKRHZrd7Y2Bju7u4YM2YMNm/eDCUlJcyYMQONGjWCu7u72PtpZGSEnTt3wtbWFnl5eQgICOAGyPzSAgICEBQUhGbNmsHGxgahoaFISEjgPdpTnqenJ3755Re4u7tzbxjJysrCwYMHERAQgMLCQmzZsgW9e/eGrq4uUlJSkJqaCi8vL7x9+xYBAQEYMGAAmjZtir///hvXr19H//79K41v0KBBaNWqFbp06YK//voLBw8e5AZfFYeRkRF27NiBEydOoGnTpti5cyeuX7+Opk2b1ri+amLixIlYunQpjI2NYWZmhl9//VVkz53yPD09ERwcjIKCgioHvlRUVMSoUaO4z7OWlhZmz57NNdKV6ty5M9atW4d27dqhpKQE06dP5zUgGhkZISsrC3v37oWdnR2OHj1aZY8XUdq2bYtp06bB398fjx8/Rt++faGrq4v79+9j06ZNaN++PSZOnFgrx1NfXx8CgQCRkZFwc3ODUCiEoqJijeJdv349d1xWrlyJly9fco24pdeJWbNmYcKECbh27RrvjSoAYGBggIyMDCQkJKBx48ZQUlL66OsXIYQQQgj1sCDk/8nIyKBhw4ZiPW8OfBgRf+7cuZg+fTpat26Nhw8f4ueff/4ssZW+flBNTQ1OTk5wcXGBoaEh9u3bV+V6rq6uiIyMxKlTp2BnZ4d27drh119/hb6+PoAPbyjYunUrHB0dYWVlhTNnzuCvv/6Curo6VFVVcfDgQXTu3BlmZmbYtGkT9uzZAwsLC5FlhYaGonXr1ujZsyfs7e3BGMOxY8fE6kFSavv27Xj58iVatmyJYcOGwc/Pj/eojCgdO3bkXt9Ym/z8/ODv7w9/f39YWloiKioKR44cgbGxcaXryMvL48KFC2jSpAn69esHMzMzjBw5Em/fvoWysjLk5eVx79499O/fHyYmJvDx8cH48ePx008/QVJSEs+fP4eXlxdMTEwwaNAg9OjRA/PmzRNZVp8+fbB69Wr88ssvsLCwwObNmxEaGoqOHTuKvY++vr7o168fBg8ejLZt2+L58+eVvs2iNvn7+8PLywve3t6wt7eHkpIS+vbtW+16AwcOxPPnz/HmzRveK0xF+eWXX+Dk5ITevXvDxcUF7du3R+vWrXl5QkJCoKenBycnJ3h4eGDq1KmQl5fn0t3d3TF58mSMHz8eNjY2iImJQWBgYI33d9myZdi9ezdiY2Ph6uoKCwsLTJkyBVZWVtxrTWvjeDZq1Ajz5s3DjBkzoKWlhfHjx9c41qVLl2LZsmWwtrbGxYsX8eeff6Jhw4YAPowDsmvXLhw7dgyWlpbYs2cP9zrfUv3790f37t3RqVMnaGhoYM+ePR99/SKEEEIIEbBPfbCYEELqkIGBAYKDgz9LowUhpH7Ly8uDiooKjmxJh4K8UoX0zp5VD+JJCCGEkC+v9O93bm5utY93Ug8LQshX6969e1BSUoKXl1ddh0IIIYQQQgipZTSGBSHkq9W8eXNugFBCCCGEEELIt4UaLAghhBDyVXMe3JDeGEIIIYR8g+iREEIIIYQQQgghhNQ71GBBCCGEEEIIIYSQeocaLAghhBBCCCGEEFLvUIMFIYQQQgghhBBC6h0adJMQQgghX7X0zTlQFL6tsNx4vFYdREMIIYSQ2kI9LAghhBBCCCGEEFLvUIMFIYQQQgghhBBC6h1qsCCEEEJIjRkYGGDVqlV1HQYhhBBCvmHUYEEIIYTUgZycHPz0009o0qQJZGVloa2tDVdXV1y5cqWuQxPL9evX4ePjU9dhEEIIIeQbRoNuEkIIIXWgf//+KCwsRHh4OAwNDfHvv//izJkzePHiRZ3GVVBQABkZmWrzaWhofLYYiouLIRAIICFBv6sQQggh3zP6JkAIIYR8Yf/99x8uXbqEZcuWoVOnTtDX10ebNm0wc+ZM/PDDD8jMzIRAIEBCQgJvHYFAgOjoaABAdHQ0BAIBjh49Cmtra8jJyaFt27ZISkrilRUTEwMnJycIhULo6enBz88Pr1+/5tINDAywcOFCeHt7Q0VFBWPGjIG9vT1mzJjB287Tp08hLS2Nc+fOceuVfSQkODiY6y2iq6sLPz8/Lu3ly5fw8vKCmpoa5OXl0aNHD6SlpXHpYWFhUFVVRWRkJMzNzSErK4uHDx9+ajUTQggh5CtHDRaEEELIF6aoqAhFRUUcPnwY79+//6RtBQQEYMWKFbh+/To0NTXRu3dvFBYWAgCSkpLg6uqKfv364datW9i3bx8uXbqE8ePH87bxyy+/oEWLFoiPj0dgYCA8PT2xZ88eMMa4PPv27YOWlhacnZ0rxPDHH39g5cqV2Lx5M9LS0nD48GFYWlpy6d7e3oiLi8ORI0dw5coVMMbg5ubGxQkAb968wZIlS7Bt2zbcuXMHmpqaFcp5//498vLyeBMhhBBCvl3UYEEIIYR8YVJSUggLC0N4eDhUVVXh6OiIWbNm4datWzXeVlBQELp27QpLS0uEh4fj33//xaFDhwB8aIjw8PDApEmTYGxsDAcHB6xZswY7duzAu3fvuG107twZU6dOhZGREYyMjDB48GD8888/uHTpEpdn9+7d8PDwEPmYRlZWFrS1teHi4oImTZqgTZs2GDNmDAAgLS0NR44cwbZt29ChQwdYW1sjIiICjx8/xuHDh7ltFBYWYsOGDXBwcICpqSkUFBQqlLNkyRKoqKhwk56eXo3rixBCCCFfD2qwIIQQQupA//798c8//+DIkSNwdXVFdHQ0WrVqhbCwsBptx97envt/gwYNYGpqiuTkZABAfHw8wsLCuB4dioqKcHV1RUlJCTIyMrj1bG1tedvU0NBA165dERERAQDIyMjAlStX4OnpKTKGgQMH4u3btzA0NMSYMWNw6NAhFBUVAQCSk5MhJSWFtm3bcvnV1dV5cQKAjIwMrKysqtzXmTNnIjc3l5sePXokThURQggh5CtFDRaEEEJIHZGTk0PXrl0xd+5cxMTEwNvbG0FBQVwvhrKPZJR9fKI6AoEAAFBSUoKffvoJCQkJ3JSYmIi0tDQ0a9aMyy+qN4Onpyf++OMPFBYWYvfu3bCwsIC1tbXI8vT09JCSkoL169dDKBRi7NixcHJyQmFhIW8fymKMcXECgFAo5M2LIisrC2VlZd5ECCGEkG8XNVgQQggh9YS5uTlev37NvYEjOzubSys7AGdZV69e5f7/8uVLpKamonnz5gCAVq1a4c6dO9yjHmWn6t4E0qdPH7x79w5RUVHYvXs3hg4dWmV+oVCI3r17Y82aNYiOjsaVK1eQlJQEc3NzFBUVITY2lsv7/PlzpKamwszMrMptEkIIIeT7Rq81JYQQQr6w58+fY+DAgRg5ciSsrKygpKSEuLg4LF++HO7u7hAKhWjXrh2WLl0KAwMDPHv2DHPmzBG5rfnz50NdXR1aWlqYPXs2GjZsiD59+gAApk+fjnbt2mHcuHEYM2YMFBQUkJycjFOnTmHt2rVVxqigoAB3d3cEBgYiOTkZHh4eleYNCwtDcXEx2rZtC3l5eezcuRNCoRD6+vpQV1eHu7s7xowZg82bN0NJSQkzZsxAo0aN4O7u/tF1SAghhJBvH/WwIIQQQr4wRUVFtG3bFitXroSTkxNatGiBwMBAjBkzBuvWrQMAbN++HYWFhbC1tcXEiROxcOFCkdtaunQpJk6ciNatWyM7OxtHjhzhek9YWVnh/PnzSEtLQ4cOHdCyZUsEBgZCR0dHrDg9PT2RmJiIDh06oEmTJpXmU1VVxdatW+Ho6AgrKyucOXMGf/31F9TV1QEAoaGhaN26NXr27Al7e3swxnDs2DFIS0vXpNoIIYQQ8p0RsMoeLiWEEEJIvRUdHY1OnTrh5cuXUFVVretw6kReXh5UVFRwY3kaFIVKFdKNx2vVQVSEEEIIqUrp3+/c3Nxqx6OiHhaEEEIIIYQQQgipd6jBghBCCCGEEEIIIfUOPRJCCCGEkK9STbqUEkIIIaR+oEdCCCGEEEIIIYQQ8lWjBgtCCCGEEEIIIYTUO9RgQQghhBBCCCGEkHpHqq4DIIQQQgj5FP+uS8YbOcUKy7WnWNRBNIQQQgipLdTDghBCCCGEEEIIIfUONVgQQgghhBBCCCGk3qEGC0IIIYQQQgghhNQ71GDxFQgLC4OqqmpdhyEWb29v9OnTp67D+GzE2b+OHTti0qRJXySe8hhj8PHxQYMGDSAQCJCQkPBZyxMIBDh8+PBnLaO86OhoCAQC/Pfff1+03MocPnwYRkZGkJSU/OzHva4+XwYGBli1atUXL6em55c4cX6Oc7YuP/Ofovxn6Wv6W0MIIYSQ70OdNlh4e3tDIBBUmLp37y72Nr7EzUtd3JTVhidPnmDixIkwMjKCnJwctLS00L59e2zatAlv3ryp6/DE9jm/RAcHB1d6zi1fvhwCgQAdO3bklq1evRphYWGfXK6BgQF3vsvLy6NFixbYvHnzJ283KioKYWFhiIyMRHZ2Nlq0aPHJ26xKdnY2evTo8VnLqA2lx1kgEEBSUhJ6enoYPXo0nj59+snb/umnnzBgwAA8evQICxYsqIVoK1db519tCw4Oho2NTa1vt6bn1/Xr1+Hj41PrcdSGgoICLF++HNbW1pCXl0fDhg3h6OiI0NBQFBYW1lo5NTkWDg4OyM7OhoqKSq2VD3y9DTiEEEIIqX/q/C0h3bt3R2hoKG+ZrKxsrZdTUFAAGRmZWt9uffXgwQM4OjpCVVUVixcvhqWlJYqKipCamort27dDV1cXvXv3FrluYWEhpKWlv3DEdUdHRwfnzp3D33//jcaNG3PLQ0ND0aRJE17e2vxiP3/+fIwZMwb5+fkICwuDr68vVFVVMXjw4Ap5xT1/09PToaOjAwcHh1qLsyra2tpfpJzaYGFhgdOnT6O4uBg3b97EqFGj8PjxYxw/frxC3uLiYggEAkhIVN2mm5+fj5ycHLi6ukJXV/dzhc6p7RvL+q6m55eGhsZniuTTFBQUwNXVFYmJiViwYAEcHR2hrKyMq1evYsWKFWjZsuVnafCpSmFhIWRkZOr1Z/h7+7tNCCGEkIrq/JEQWVlZaGtr8yY1NTUuXSAQYNu2bejbty/k5eVhbGyMI0eOAAAyMzPRqVMnAICamhoEAgG8vb0BfPiFZ/z48ZgyZQoaNmyIrl27YuTIkejZsyev/KKiImhra2P79u0fvQ+hoaEwMzODnJwcmjdvjg0bNnBp9vb2mDFjBi//06dPIS0tjXPnzgH48KVs2rRpaNSoERQUFNC2bVtER0d/dDwAMHbsWEhJSSEuLg6DBg2CmZkZLC0t0b9/fxw9ehS9evXi8goEAmzatAnu7u5QUFDAwoULUVxcjFGjRqFp06YQCoUwNTXF6tWreWUUFxdjypQpUFVVhbq6OqZNmwbGGC+PqC7aNjY2CA4O5uZ//fVXWFpaQkFBAXp6ehg7dizy8/MBfOhBM2LECOTm5nK/kJeuW1v1pqmpiW7duiE8PJxbFhMTg2fPnuGHH37g5S3fJf/169fw8vKCoqIidHR0EBISIna5SkpK0NbWhpGRERYuXAhjY2OuJ4+o8xcAzp8/jzZt2kBWVhY6OjqYMWMGioqKuNgmTJiArKwsCAQCGBgYAPjwmMjy5cthaGgIoVAIa2tr/PHHH1wcL1++hKenJzQ0NCAUCmFsbMw1IhYUFGD8+PHQ0dGBnJwcDAwMsGTJEm7d8r2PkpKS0LlzZwiFQqirq8PHx4c7lmXrb8WKFdDR0YG6ujrGjRvH+4V5165dsLW15erHw8MDOTk5YtdrZaSkpKCtrY1GjRqhZ8+e8PPzw8mTJ/H27VuuF09kZCTMzc0hKyuLhw8f4uXLl/Dy8oKamhrk5eXRo0cPpKWlAfhwbiopKQEAOnfuDIFAwJ1/MTExcHJyglAohJ6eHvz8/PD69Wsulg0bNsDY2Jjr+TRgwAAu7Y8//oClpSVXhy4uLty65c+/9+/fw8/PD5qampCTk0P79u1x/fp1Lr20B9qZM2dga2sLeXl5ODg4ICUlhcuTnp4Od3d3aGlpQVFREXZ2djh9+vQn1bU4xzknJwe9evWCUChE06ZNERERUWE7Zc8vca6l5a83aWlpcHJygpycHMzNzXHq1Cne+qJ66CUkJEAgECAzMxMA8Pz5cwwZMgSNGzeGvLw8LC0tsWfPnhrVx6pVq3DhwgWcOXMG48aNg42NDQwNDeHh4YHY2FgYGxsD+PTjGRYWhnnz5iExMZG7Xpb2yBF1na+sh+Lhw4dhYmICOTk5dO3aFY8ePeLSRD2WNGnSJK4nmre3N86fP4/Vq1dzMZTWZVXXL6Dy6x4hhBBCvl913mAhjnnz5mHQoEG4desW3Nzc4OnpiRcvXkBPTw8HDhwAAKSkpCA7O5t3Ux0eHg4pKSlcvnwZmzdvxujRoxEVFYXs7Gwuz7Fjx5Cfn49BgwZ9VGxbt27F7NmzsWjRIiQnJ2Px4sUIDAzkbn49PT2xZ88e3o38vn37oKWlBWdnZwDAiBEjcPnyZezduxe3bt3CwIED0b17d+7GqKaeP3+OkydPYty4cVBQUBCZRyAQ8OaDgoLg7u6OpKQkjBw5EiUlJWjcuDH279+Pu3fvYu7cuZg1axb279/PrRMSEoLt27fjt99+w6VLl/DixQscOnSoxvFKSEhgzZo1uH37NsLDw3H27FlMmzYNwIcuy6tWrYKysjKys7ORnZ2NqVOnAqjdehs5ciSvq/327dvh6elZ7a97AQEBOHfuHA4dOoSTJ08iOjoa8fHxNS4fAOTk5Hg3dOXP38ePH8PNzQ12dnZITEzExo0b8dtvv2HhwoUAPjwuMH/+fDRu3BjZ2dncjc6cOXMQGhqKjRs34s6dO5g8eTKGDh2K8+fPAwACAwNx9+5dHD9+HMnJydi4cSMaNmwIAFizZg2OHDmC/fv3IyUlBbt27eIaQsp78+YNunfvDjU1NVy/fh2///47Tp8+jfHjx/PynTt3Dunp6Th37hzCw8MRFhbGq/uCggIsWLAAiYmJOHz4MDIyMriGyNokFApRUlLC3TC9efMGS5YswbZt23Dnzh1oamrC29sbcXFxOHLkCK5cuQLGGNzc3FBYWMi7UTxw4ACys7Ph4OCApKQkuLq6ol+/frh16xb27duHS5cucfUQFxcHPz8/zJ8/HykpKYiKioKTkxOAD49ADBkyBCNHjkRycjKio6PRr1+/Cg2BpaZNm4YDBw4gPDwcN27cgJGREVxdXfHixQtevtmzZyMkJARxcXGQkpLCyJEjubT8/Hy4ubnh9OnTuHnzJlxdXdGrVy9kZWV9Uv1Wd5y9vb2RmZmJs2fP4o8//sCGDRuqbJgS51paVklJCfr16wdJSUlcvXoVmzZtwvTp02u8H+/evUPr1q0RGRmJ27dvw8fHB8OGDUNsbKzY24iIiICLiwtatmxZIU1aWpq7Tn/q8Rw8eDD8/f1hYWHBXS/L9tgqf50X5c2bN1i0aBHCw8Nx+fJl5OXl4ccffxR7X1evXg17e3uMGTOGi0FPT6/a61ep8te98t6/f4+8vDzeRAghhJBvGKtDw4cPZ5KSkkxBQYE3zZ8/n8sDgM2ZM4ebz8/PZwKBgB0/fpwxxti5c+cYAPby5Uvetp2dnZmNjU2FMs3NzdmyZcu4+T59+jBvb+8q4wTADh06JDJNT0+P7d69m7dswYIFzN7enjHGWE5ODpOSkmIXLlzg0u3t7VlAQABjjLH79+8zgUDAHj9+zNtGly5d2MyZMxljjIWGhjIVFZUqYyzr6tWrDAA7ePAgb7m6ujpXx9OmTePt36RJk6rd7tixY1n//v25eR0dHbZ06VJuvrCwkDVu3Ji5u7tzy/T19dnKlSt527G2tmZBQUGVlrN//36mrq7OzYvaf3HqTRxBQUHM2tqaFRQUME1NTXb+/HmWn5/PlJSUWGJiIps4cSJzdnbm8g8fPpzbv1evXjEZGRm2d+9eLv358+dMKBSyiRMnVllu2XopLCxkoaGhDADbsGEDY0z0+Ttr1ixmamrKSkpKuGXr169nioqKrLi4mDHG2MqVK5m+vj6Xnp+fz+Tk5FhMTAxvW6NGjWJDhgxhjDHWq1cvNmLECJFxTpgwgXXu3JlXZlllPxtbtmxhampqLD8/n0s/evQok5CQYE+ePGGMfag/fX19VlRUxOUZOHAgGzx4sMjtM8bYtWvXGAD26tUrxljln/mqlB7nUsnJyczIyIi1adOGMca4+k9ISODypKamMgDs8uXL3LJnz54xoVDI9u/fzxhj7OXLlwwAO3fuHJdn2LBhzMfHh1f+xYsXmYSEBHv79i07cOAAU1ZWZnl5eRXijI+PZwBYZmamyP0oe/7l5+czaWlpFhERwaUXFBQwXV1dtnz5csbY/+rq9OnTXJ6jR48yAOzt27eV1pe5uTlbu3YtNy/qc1xW+fqt7jinpKQwAOzq1atcenJyMgPAK6fs+VXdtbR8nCdOnGCSkpLs0aNHXPrx48d52xR1Lt28eZMBYBkZGZXur5ubG/P39+fmnZ2dq/zMC4VC5ufnV2k6Y7V3PMsfi1KirvPl97/0cyDquMTGxjLG+OdgqfLXSVH1Ic71q7K/22UFBQUxABWm1EVXWXbI7QoTIYQQQuqf3NxcBoDl5uZWm7fOe1h06tQJCQkJvGncuHG8PFZWVtz/FRQUoKSkJFYXcVtb2wrLRo8ezXV3z8nJwdGjR7lfmnx9faGoqMhN1Xn69CkePXqEUaNG8dZbuHAh0tPTAXx4prpr165cd+eMjAxcuXIFnp6eAIAbN26AMQYTExPeNs6fP89t42OV70Vx7do1JCQkwMLCAu/fv+eliaqrTZs2wdbWFhoaGlBUVMTWrVu5X11zc3ORnZ0Ne3t7Lr+UlJTI7VTn3Llz6Nq1Kxo1agQlJSV4eXnh+fPnvC705dV2vUlLS2Po0KEIDQ3F77//DhMTE955J0p6ejoKCgp4ddCgQQOYmppy84sXL+bFV/ZX6+nTp0NRURFCoRDjxo1DQEAAfvrpJy69fF0mJyfD3t6ed1wdHR2Rn5+Pv//+W2SMd+/exbt379C1a1deHDt27ODq6eeff8bevXthY2ODadOmISYmhlvf29sbCQkJMDU15R6hqExycjKsra15vXocHR1RUlLCewTBwsICkpKS3LyOjg7v83zz5k24u7tDX18fSkpKXFfzT/3FPykpiatvc3Nz6Onp8R5DkJGR4R3z5ORkSElJoW3bttwydXV1mJqaIjk5udJy4uPjERYWxqtvV1dXlJSUICMjA127doW+vj4MDQ0xbNgwREREcIPgWltbo0uXLrC0tMTAgQOxdetWvHz5UmQ56enpKCwshKOjI7dMWloabdq0qRBf2f3S0dEBAK7OX79+jWnTpsHc3ByqqqpQVFTEvXv3Prm+qzrOpXVb9hxv3rx5lYPrVnctLS85ORlNmjThjUtT9rMqruLiYixatAhWVlZQV1eHoqIiTp48WaP6YYxVuB6XV1vHsyriXJ8rOy5VnfPiEPf6VV2MM2fORG5uLjeVfVyFEEIIId+eOh90U0FBAUZGRlXmKT8ApEAgQElJiVjbLs/LywszZszAlStXcOXKFRgYGKBDhw4APgyCWPq4gThKY9i6dSvvpgYA74u6p6cnJk6ciLVr12L37t2wsLCAtbU1tw1JSUnEx8fz1gEgVqOJKEZGRhAIBLh37x5vuaGhIYAPXeHLK19X+/fvx+TJkxESEgJ7e3soKSnhl19+qVE3aODD4x6sXHf2so89PHz4EG5ubvD19cWCBQvQoEEDXLp0CaNGjapy5PzPUW8jR45E27Ztcfv27Uq7S5dVfr9E8fX15T1uVHZgxoCAAHh7e0NeXh46OjoVbmjKHxNRNz2lMVR2M1R6jh49ehSNGjXipZUObtujRw88fPgQR48exenTp9GlSxeMGzcOK1asQKtWrZCRkYHjx4/j9OnTGDRoEFxcXHhjYFQVX6myy6v6PL9+/RrdunVDt27dsGvXLmhoaCArKwuurq4oKCgQuW1xmZqa4siRI5CUlISurm6FwX2FQiEvzsqOb3U3nyUlJfjpp5/g5+dXIa1JkyaQkZHBjRs3EB0djZMnT2Lu3LkIDg7G9evXoaqqilOnTiEmJgYnT57E2rVrMXv2bMTGxqJp06YV4gAqHntR8ZWt89K00joPCAjAiRMnsGLFChgZGUEoFGLAgAGfXN9VHefqztvKVHUtLU/U8StfXumgqmXzlr/uhISEYOXKlVi1ahU31s6kSZNqVD8mJibV3vDX1vGsSmWPCJYn6riULqvuml4Zca9f1cUoKyv7WQbmJoQQQkj9VOc9LD5V6RgDxcXFYuVXV1dHnz59EBoaitDQUIwYMYJL09TUhJGRETdVR0tLC40aNcKDBw946xkZGfFuLvr06YN3794hKioKu3fvxtChQ7m0li1bori4GDk5ORW28bGjt6urq6Nr165Yt25dlb0UqnLx4kU4ODhg7NixaNmyJYyMjHg9F1RUVKCjo4OrV69yy4qKiiqM36ChocEbMyQvLw8ZGRncfFxcHIqKihASEoJ27drBxMQE//zzD28bMjIyFY7v56g3CwsLWFhY4Pbt2/Dw8Kg2v5GREaSlpXl18PLlS6SmpnLzDRo04MUmJfW/NsKGDRvCyMgIurq6Yt24mZubIyYmhnezEBMTAyUlpQqNEWXXkZWVRVZWVoV60tPT4/JpaGjA29sbu3btwqpVq7BlyxYuTVlZGYMHD8bWrVuxb98+HDhwoMIz9aVlJSQk8M65y5cvQ0JCAiYmJtXuHwDcu3cPz549w9KlS9GhQwc0b968VgbcBD6cR6WfTXFueMzNzVFUVMRrpHv+/DlSU1NhZmZW6XqtWrXCnTt3KtS3kZERd72SkpKCi4sLli9fjlu3bnFjOQAfbt4cHR0xb9483Lx5EzIyMiLHhind3qVLl7hlhYWFiIuLqzK+8i5evAhvb2/07dsXlpaW0NbW5gZJ/FzMzMxQVFSEuLg4bllKSkq1r6eu6lpanrm5ObKysnjXkytXrvDylL5VpOw1KiEhgZfn4sWLcHd3x9ChQ2FtbQ1DQ8Maj5Pj4eHBjRFSXlFREV6/fl1rx1PU9bImKjsuzZs3B1Dxmg5UrDNRMXzM9YsQQgghpM4bLN6/f48nT57wpmfPnom9vr6+PgQCASIjI/H06VPeGwkqM3r0aISHhyM5ORnDhw8Xq5yMjIwKj67k5+cjODgYS5YswerVq5GamoqkpCSEhobi119/5dZVUFCAu7s7AgMDkZyczLsZNjExgaenJ7y8vHDw4EFkZGTg+vXrWLZsGY4dOyZ2PZS3YcMGFBUVwdbWFvv27UNycjI3aOK9e/cq9Eooz8jICHFxcThx4gRSU1MRGBjIG60eACZOnIilS5fi0KFDuHfvHsaOHVvhhqNz587YuXMnLl68iNu3b2P48OG8sps1a4aioiKsXbsWDx48wM6dO7Fp0ybeNgwMDJCfn48zZ87g2bNnePPmzWert7NnzyI7O7vKrumlFBUVMWrUKAQEBODMmTO4ffs2vL29q30V5scaO3YsHj16hAkTJuDevXv4888/ERQUhClTplRappKSEqZOnYrJkycjPDwc6enpuHnzJtavX88NDDt37lz8+eefuH//Pu7cuYPIyEjuBmnlypXYu3cv7t27h9TUVPz+++/Q1tYWWT+enp6Qk5PD8OHDcfv2bZw7dw4TJkzAsGHDoKWlJdY+lvZAKD0fjhw5ggULFnxchX0iY2NjuLu7Y8yYMbh06RISExMxdOhQNGrUCO7u7pWuN336dFy5cgXjxo1DQkIC0tLScOTIEUyYMAEAEBkZiTVr1iAhIQEPHz7Ejh07UFJSAlNTU8TGxmLx4sWIi4tDVlYWDh48iKdPn4q8YVVQUMDPP/+MgIAAREVF4e7duxgzZgzevHmDUaNGib2fRkZGOHjwIBISEpCYmAgPDw+xfq3/FKampujevTvGjBmD2NhYxMfHY/To0SJ7f5VV1bW0PBcXF5iamsLLywuJiYm4ePEiZs+ezctT2nAXHByM1NRUHD16tMKbfoyMjLheL8nJyfjpp5/w5MmTGu3vpEmT4OjoiC5dumD9+vVITEzEgwcPsH//frRt2xZpaWm1djwNDAy4v1fPnj2r8PhfdaSlpTFhwgTExsbixo0bGDFiBNq1a4c2bdoA+HBNj4uLw44dO5CWloagoCDcvn27QgyxsbHIzMzEs2fPUFJS8lHXL0IIIYSQOv+WEBUVBR0dHd7Uvn17sddv1KgR5s2bhxkzZkBLS6vCGwlEcXFxgY6ODlxdXXld9KsyZcoUtGzZkjfFxcVh9OjR2LZtG8LCwmBpaQlnZ2eEhYVV6L7t6emJxMREdOjQAU2aNOGlhYaGwsvLC/7+/jA1NUXv3r0RGxvL+wW8rMzMTN4rFEVp1qwZbt68CRcXF8ycORPW1tawtbXF2rVrMXXq1GpvAn19fdGvXz8MHjwYbdu2xfPnzzF27FheHn9/f3h5ecHb25t7bKRv3768PDNnzoSTkxN69uwJNzc39OnTB82aNePSbWxs8Ouvv2LZsmVo0aIFIiIieK/NBD68KcTX1xeDBw+GhoYGli9fLna9lX2tnzgUFBTEaqwo9csvv8DJyQm9e/eGi4sL2rdvj9atW4u9fk00atQIx44dw7Vr12BtbQ1fX1+MGjUKc+bMqXK9BQsWYO7cuViyZAnMzMzg6uqKv/76iztHZWRkMHPmTFhZWcHJyQmSkpLYu3cvgA+NMsuWLYOtrS3s7OyQmZmJY8eOibzBkJeXx4kTJ/DixQvY2dlhwIAB6NKlC9atWyf2PmpoaCAsLAy///47zM3NsXTpUqxYsaLa9Wp6nMUVGhqK1q1bo2fPnrC3twdjDMeOHavwuENZVlZWOH/+PNLS0tChQwe0bNkSgYGB3FgDqqqqOHjwIDp37gwzMzNs2rQJe/bsgYWFBZSVlXHhwgW4ubnBxMQEc+bMQUhICHr06CGyrKVLl6J///4YNmwYWrVqhfv37+PEiRO8V0NXZ+XKlVBTU4ODgwN69eoFV1dXtGrVqmYV9RFCQ0Ohp6cHZ2dn9OvXDz4+PtDU1Kx2vaqupWVJSEjg0KFDeP/+Pdq0aYPRo0dj0aJFvDzS0tLYs2cP7t27B2trayxbtqzCWysCAwPRqlUruLq6omPHjtDW1q7wWs/qyMrK4tSpU5g2bRo2b96Mdu3awc7ODmvWrIGfnx9atGgBoHaOZ//+/dG9e3d06tQJGhoaNX4Fq7y8PKZPnw4PDw/Y29tDKBRy1wMAcHV1RWBgIKZNmwY7Ozu8evUKXl5evG1MnToVkpKSMDc35x7r+tjrFyGEEEK+bwImzoP435g3b95AV1cX27dvR79+/eo6nBqLjo5G37598eDBgxp9kf3eZGZmwtjYGHfv3oWxsXFdh0M+EzrOhHy/8vLyoKKigtRFV6EkV3H8Iu0pFnUQFSGEEEKqUvr3Ozc3F8rKylXmrfNBN7+kkpISPHnyBCEhIVBRUUHv3r3rOqSPEhUVhVmzZlFjRTWioqLg4+NDN7HfODrOhBBCCCGEfJu+qx4WmZmZaNq0KRo3boywsDB06dKlrkMihBBCyEeiHhaEEELI14d6WFTCwMBArFdREkIIIeTroTXerNovPIQQQgj5+tT5oJuEEEIIIYQQQggh5VGDBSGEEEIIIYQQQuodarAghBBCCCGEEEJIvfNdjWFBCCGEkG/P003ReCdUqLBccwINrk0IIYR8zaiHBSGEEEIIIYQQQuodarAghBBCCCGEEEJIvUMNFoQQQgghhBBCCKl3qMGCVCosLAyqqqp1HQapZYwx+Pj4oEGDBhAIBEhISPis5QkEAhw+fPizllFedHQ0BAIB/vvvvy9aTk0/M+LE+Tk+h5mZmV/k2H8O3t7e6NOnDzffsWNHTJo0qc7i+Z5R3RNCCCHkc6MGi8/M29sbAoGgwnT//v3PWq64N4lV5Rs8eDBSU1NrNzAROnbsCIFAgKVLl1ZIc3Nzg0AgQHBw8GePo74xMDDgzhd5eXm0aNECmzdv/uTtRkVFISwsDJGRkcjOzkaLFi1qIdrKZWdno0ePHp+1jI9hYGCAVatW1eo2a/qZcXBwQHZ2NlRUVGo1jtpy//59jBgxAo0bN4asrCyaNm2KIUOGIC4urlbLqcmxWL16NcLCwmq1/LpowHn9+jWmT58OQ0NDyMnJQUNDAx07dkRkZOQXi+FTHTx4EAsWLKjrMAghhBDyDaMGiy+ge/fuyM7O5k1NmzatkK+goKAOoqucUCiEpqbmFylLT08PoaGhvGX//PMPzp49Cx0dnS8Sw5dQWFhYo/zz589HdnY2bt26hT59+sDX1xf79u0TmVfc8yc9PR06OjpwcHCAtrY2pKQ+78uCtLW1ISsr+1nLqC9q+pmRkZGBtrY2BALBZ4zq48TFxaF169ZITU3F5s2bcffuXRw6dAjNmzeHv7//F4+nuLgYJSUlUFFRqdc9v8T9jPv6+uLw4cNYt24d7t27h6ioKPTv3x/Pnz//zBFWT9xrSYMGDaCkpPRZYmCMoaio6LNsmxBCCCFfD2qw+AJkZWWhra3NmyQlJdGxY0eMHz8eU6ZMQcOGDdG1a1cAwPnz59GmTRvIyspCR0cHM2bM4H1x69ixI/z8/DBt2jQ0aNAA2travB4IBgYGAIC+fftCIBBw8zVVvit6cHAwbGxssHPnThgYGEBFRQU//vgjXr16xeVhjGH58uUwNDSEUCiEtbU1/vjjj2rL6tmzJ54/f47Lly/zyu/WrVuFG8Bdu3bB1tYWSkpK0NbWhoeHB3Jycrj00m72Z86cga2tLeTl5eHg4ICUlBQuT3p6Otzd3aGlpQVFRUXY2dnh9OnTvHKys7Pxww8/QCgUomnTpti9e3eFX4Jzc3Ph4+MDTU1NKCsro3PnzkhMTKxQZ9u3b4ehoSFkZWXBGKu2PkqV7qORkREWLlwIY2NjrkfMx5w/3t7emDBhArKysnjnRnXH7eXLl/D09ISGhgaEQiGMjY25BqaCggKMHz8eOjo6kJOTg4GBAZYsWcKtW74XT1JSEjp37gyhUAh1dXX4+PggPz+fSy/t8r9ixQro6OhAXV0d48aN490IVncOfAyBQIBt27ahb9++kJeXh7GxMY4cOcLLc+zYMZiYmEAoFKJTp07IzMzkpZf9zKSkpEAgEODevXu8PL/++isMDAzAGBP5SEhYWBiaNGkCeXl59O3bt8INbPlHIgBg0qRJ6NixIzcfFRWF9u3bQ1VVFerq6ujZsyfS09PFrgvGGLy9vWFsbIyLFy/ihx9+QLNmzWBjY4OgoCD8+eefXN5PPZ4dO3bEw4cPMXnyZK5HUdm6jIyMhLm5OWRlZfHw4UOR+19UVITx48dz+ztnzhze50xUTzJVVVWup0ZpA3LLli0hEAi4uiwpKcH8+fO5HiY2NjaIioritlHaM2P//v3o2LEj5OTksGvXLrHq+K+//sKsWbPg5uYGAwMDtG7dGhMmTMDw4cPFjru0/L1798LBwQFycnKwsLBAdHQ0b527d+/Czc0NioqK0NLSwrBhw/Ds2TMuXdS1ZMiQIfjxxx952yksLETDhg25z375R0I2bNgAY2NjyMnJQUtLCwMGDODS3r9/Dz8/P2hqakJOTg7t27fH9evXufTSz8KJEydga2sLWVlZXLx4Uay6JIQQQsi3ixos6lh4eDikpKRw+fJlbN68GY8fP4abmxvs7OyQmJiIjRs34rfffsPChQsrrKegoIDY2FgsX74c8+fPx6lTpwCA+xIYGhqK7Oxs3pfCT5Weno7Dhw8jMjISkZGROH/+PO9Rjjlz5iA0NBQbN27EnTt3MHnyZAwdOhTnz5+vcrsyMjLw9PTk9bIICwvDyJEjK+QtKCjAggULkJiYiMOHDyMjIwPe3t4V8s2ePRshISGIi4uDlJQUb1v5+flwc3PD6dOncfPmTbi6uqJXr17Iysri8nh5eeGff/5BdHQ0Dhw4gC1btvBuihlj+OGHH/DkyRMcO3YM8fHxaNWqFbp06YIXL15w+e7fv4/9+/fjwIEDn9zlXE5OjnfjXtPzZ/Xq1dwNWNlzo7rjFhgYiLt37+L48eNITk7Gxo0b0bBhQwDAmjVrcOTIEezfvx8pKSnYtWtXpY1kb968Qffu3aGmpobr16/j999/x+nTpzF+/HhevnPnziE9PR3nzp1DeHg4wsLCeI8BiHsO1NS8efMwaNAg3Lp1C25ubvD09OSO5aNHj9CvXz+4ubkhISEBo0ePxowZMyrdlqmpKVq3bo2IiAje8t27d8PDw0Nkr4rY2FiMHDkSY8eORUJCAjp16lThsy+O169fY8qUKbh+/TrOnDkDCQkJ9O3bFyUlJWKtn5CQgDt37sDf3x8SEhX/TJQ2ytTG8Tx48CAaN27M9SbKzs7m1nvz5g2WLFmCbdu24c6dO5X2Xin9HMTGxmLNmjVYuXIltm3bJta+AsC1a9cAAKdPn0Z2djYOHjwI4MPnJSQkBCtWrMCtW7fg6uqK3r17Iy0tjbf+9OnT4efnh+TkZLi6uopVpra2No4dO8Zr8P1YAQEB8Pf3x82bN+Hg4IDevXtzDV3Z2dlwdnaGjY0N4uLiEBUVhX///ReDBg3ibaP8tcTT0xNHjhzhNT6dOHECr1+/Rv/+/SvEEBcXBz8/P8yfPx8pKSmIioqCk5MTlz5t2jQcOHAA4eHhuHHjBoyMjODq6sq7VpbmW7JkCZKTk2FlZVWhnPfv3yMvL483EUIIIeQbxshnNXz4cCYpKckUFBS4acCAAYwxxpydnZmNjQ0v/6xZs5ipqSkrKSnhlq1fv54pKiqy4uJibr327dvz1rOzs2PTp0/n5gGwQ4cOVRtfVflCQ0OZiooKNx8UFMTk5eVZXl4etywgIIC1bduWMcZYfn4+k5OTYzExMbztjBo1ig0ZMqTSGJydndnEiRNZYmIiU1JSYvn5+ez8+fNMU1OTFRQUMGtraxYUFFTp+teuXWMA2KtXrxhjjJ07d44BYKdPn+byHD16lAFgb9++rXQ75ubmbO3atYwxxpKTkxkAdv36dS49LS2NAWArV65kjDF25swZpqyszN69e8fbTrNmzdjmzZsZYx/qTFpamuXk5FRabmX09fW5sgoLC1loaCgDwDZs2MAY+/jzZ+XKlUxfX59LF+e49erVi40YMUJknBMmTGCdO3fmlVlW2XNsy5YtTE1NjeXn53PpR48eZRISEuzJkyeMsQ+fGX19fVZUVMTlGThwIBs8eLDI7TNW+Tnw8uXLStcpW7+lcc6ZM4ebz8/PZwKBgB0/fpwxxtjMmTOZmZkZbz+nT5/OK6f8Z+bXX39lhoaG3HxKSgoDwO7cuSMyziFDhrDu3bvz4hw8eDBvm8OHD2fu7u68PBMnTmTOzs6V7mtOTg4DwJKSkhhjjGVkZDAA7ObNmyLz79u3jwFgN27cqHSbjNXe8Sx/LBhj3PmekJDAW15+/52dnUUeFzMzM25e1HVORUWFhYaGMsYqrw9dXV22aNEi3jI7Ozs2duxY3nqrVq0SUTtVO3/+PGvcuDGTlpZmtra2bNKkSezSpUu8POLGvXTpUi69sLCQNW7cmC1btowxxlhgYCDr1q0bbxuPHj1iAFhKSgpjTPS1pKCggDVs2JDt2LGDWzZkyBA2cOBAbr702s0YYwcOHGDKysq8vw+l8vPzmbS0NIuIiOBtX1dXly1fvpwx9r/PwuHDhyutM8Y+XFMBVJjuL/uT/bvmdIWJEEIIIfVPbm4uA8Byc3OrzUs9LL6ATp06ISEhgZvWrFnDpdna2vLyJicnw97envfrq6OjI/Lz8/H3339zy8r/8qSjo/PJXeLFYWBgwHtmuWy5d+/exbt379C1a1coKipy044dO8Tqjm5lZQVjY2P88ccf2L59O4YNGwZpaekK+W7evAl3d3fo6+tDSUmJ675dtndE6fbKxgmAi/X169eYNm0azM3NoaqqCkVFRdy7d4/bRkpKCqSkpNCqVStuG0ZGRlBTU+Pm4+PjkZ+fD3V1dd7+ZmRk8PZXX18fGhoa1e6/KNOnT4eioiKEQiHGjRuHgIAA/PTTT1z6x54/ZYlz3H7++Wfs3bsXNjY2mDZtGmJiYrj1vb29kZCQAFNTU/j5+eHkyZOV7k9ycjKsra2hoKDAi6+kpIT3yI6FhQUkJSW5+fLnt7jnQE2VPWcUFBSgpKTElZucnIx27drx6tbe3r7K7f344494+PAhrl69CgCIiIiAjY0NzM3NReYvPX5lVVeGKOnp6fDw8IChoSGUlZW5Rx7ErR/2/49TVDe2Rm0dz8rIyMiI/JW9PFHHJS0tDcXFxdWuW5m8vDz8888/cHR05C13dHREcnIyb1n5z6E4nJyc8ODBA5w5cwb9+/fHnTt30KFDh48axLLsOSIlJQVbW1suxvj4eJw7d4732W7evDkA8K5T5fdBWloaAwcO5HoIvX79Gn/++Sc8PT1FxtC1a1fo6+vD0NAQw4YNQ0REBN68ecOVU1hYyKtLaWlptGnTpsZ1OXPmTOTm5nLTo0ePqsxPCCGEkK/b5x1tjwD4cONjZGRUaVpZjLEKNwmibh7K38gLBAKxu3t/iqrKLf336NGjaNSoES+fuIMujhw5EuvXr8fdu3e5btplvX79Gt26dUO3bt2wa9cuaGhoICsrC66urhUGiisba2ndlcYYEBCAEydOYMWKFTAyMoJQKMSAAQO4bbBKxpkou7ykpAQ6OjoVnhcHwBv7o/wxromAgAB4e3tDXl4eOjo6Fc6Njz1/yhLnuPXo0QMPHz7E0aNHcfr0aXTp0gXjxo3DihUr0KpVK2RkZOD48eM4ffo0Bg0aBBcXF5Fjl4iKr5S453dNzoGaqqrcys6Jqujo6KBTp07YvXs32rVrhz179vAanMoTpwwJCYkK+coP9NirVy/o6elh69at0NXVRUlJCVq0aCF2/ZiYmAD40CBhY2NTZbyfejyrIhQKa2VAUoFAUG2dVbVuWaL2+WM/49LS0ujQoQM6dOiAGTNmYOHChZg/fz6mT58OGRmZWom7pKQEvXr1wrJlyyrkKTugsah98PT0hLOzM3JycnDq1CnIyclV+sYfJSUl3LhxA9HR0Th58iTmzp2L4OBgXL9+vdJr0MfUpays7HcziC8hhBBCaAyLesfc3BwxMTG8L6kxMTFQUlKqcDNZFWlp6U/6dfFjlA6Ml5WVBSMjI96kp6cn1jY8PDyQlJSEFi1aiPwV+t69e3j27BmWLl2KDh06oHnz5h/Vs+TixYvw9vZG3759YWlpCW1tbd4Ais2bN0dRURFu3rzJLbt//z5vcMRWrVrhyZMnkJKSqrC/peM7fKqGDRvCyMgIurq6Yt24fcz5I+5x09DQgLe3N3bt2oVVq1Zhy5YtXJqysjIGDx6MrVu3Yt++fThw4ECFZ9NLy0pISMDr16+5ZZcvX4aEhAR3k1yd2joHasrc3JzrKVGq/Lwonp6e2LdvH65cuYL09PQKAxnWtAwNDQ3eOA8AeGOjPH/+HMnJyZgzZw66dOkCMzMzvHz5sto4yyrtBRISEiKyYaH0c1AbxxP40JPiU65XourM2NiY69VRvs7S0tK4X/9LywfAi0FZWRm6urq4dOkSb9sxMTEwMzP76FirYm5ujqKiIrx7906suEuV3f+ioiLEx8dzvShatWqFO3fuwMDAoMLnu7rGAQcHB+jp6WHfvn2IiIjAwIEDuboSRUpKCi4uLli+fDlu3bqFzMxMnD17FkZGRpCRkeHVZWFhIeLi4j5bXRJCCCHk20ANFvXM2LFj8ejRI0yYMAH37t3Dn3/+iaCgIEyZMkXk4HeVMTAwwJkzZ/DkyZNqb1YyMjJ4j6wkJCTwBloTl5KSEqZOnYrJkycjPDwc6enpuHnzJtavX4/w8HCxtqGmpobs7GycOXNGZHqTJk0gIyODtWvX4sGDBzhy5MhHdaE2MjLCwYMHkZCQgMTERHh4ePBuzJo3bw4XFxf4+Pjg2rVruHnzJnx8fHi/+Lq4uMDe3h59+vTBiRMnkJmZiZiYGMyZMwdxcXE1jqk2fMz5I85xmzt3Lv7880/cv38fd+7cQWRkJHejsXLlSuzduxf37t1Damoqfv/9d2hra4t89aSnpyfk5OQwfPhw3L59G+fOncOECRMwbNgwaGlpibWPtXUO1JSvry/S09MxZcoUpKSkYPfu3byBQCvTr18/5OXl4eeff0anTp2qbHj08/NDVFQUli9fjtTUVKxbt473VgoA6Ny5M+Li4rBjxw6kpaUhKCgIt2/f5tLV1NSgrq6OLVu24P79+zh79iymTJlSo30VCAQIDQ1FamoqnJyccOzYMTx48AC3bt3CokWL4O7uDqB2jifw4Xp14cIFPH78mPf2CnE9evSIOy579uzB2rVrMXHiRC69c+fOWLduHW7cuIG4uDj4+vryen1oampCKBRyA1Lm5uYC+NDDadmyZdi3bx9SUlIwY8YMJCQk8Lb9sTp27IjNmzcjPj4emZmZOHbsGGbNmoVOnTpBWVlZrLhLrV+/HocOHcK9e/cwbtw4vHz5khtkeNy4cXjx4gWGDBmCa9eu4cGDBzh58iRGjhxZbSORQCCAh4cHNm3ahFOnTmHo0KGV5o2MjMSaNWuQkJCAhw8fYseOHSgpKYGpqSkUFBTw888/IyAgAFFRUbh79y7GjBmDN2/eYNSoUZ9Qi4QQQgj51lGDRT3TqFEjHDt2DNeuXYO1tTV8fX0xatQozJkzp0bbCQkJwalTp6Cnp4eWLVtWmXfKlClo2bIlb/rYG+4FCxZg7ty5WLJkCczMzODq6oq//vqLe4ZeHKqqqpX+8qehoYGwsDD8/vvvMDc3x9KlS7FixYoax7ly5UqoqanBwcEBvXr1gqurK2+8CgDYsWMHtLS04OTkhL59+2LMmDFQUlKCnJwcgA9f5o8dOwYnJyeMHDkSJiYm+PHHH5GZmVntzVpYWFitdHUv72PPn+qOm4yMDGbOnAkrKys4OTlBUlISe/fuBQAoKipi2bJlsLW1hZ2dHXfzJaqBRF5eHidOnMCLFy9gZ2eHAQMGoEuXLli3bp3Y+1hb50BNNWnSBAcOHMBff/0Fa2trbNq0CYsXL652PWVlZfTq1QuJiYmVPv9fql27dti2bRvWrl0LGxsbnDx5ssKxc3V1RWBgIKZNmwY7Ozu8evUKXl5eXLqEhAT27t2L+Ph4tGjRApMnT8Yvv/xS4/1t06YN4uLi0KxZM4wZMwZmZmbo3bs37ty5w73atzaOJwDMnz8fmZmZaNas2UeN9+Ll5YW3b9+iTZs2GDduHCZMmAAfHx8uPSQkBHp6enBycoKHhwemTp0KeXl5Ll1KSgpr1qzB5s2boauryzXI+Pn5wd/fH/7+/rC0tERUVBSOHDkCY2PjamMSCARVNmi5uroiPDwc3bp1g5mZGSZMmABXV1fs379f7LhLLV26FMuWLYO1tTUuXryIP//8k+vlpauri8uXL6O4uBiurq5o0aIFJk6cCBUVFbEawT09PXH37l00atSowngeZamqquLgwYPo3LkzzMzMsGnTJuzZswcWFhZcjP3798ewYcPQqlUr3L9/HydOnOCNC0QIIYQQUp6AfcyD2YR8h/7++2/o6elxYzh8iuDgYERHR4sc/4IQ8nXLzMyEsbEx7t69K1bjxqeU07RpU9y8ebPKsUa+ZXl5eVBRUcH9ZX9CSVixoVtzwqddqwkhhBBS+0r/fufm5nI9SytDg24SUomzZ88iPz8flpaWyM7OxrRp02BgYAAnJ6dP3vaJEyewevXqWoiSEFLfREVFwcfH57M2VhBCCCGEfA+owYKQShQWFmLWrFl48OABlJSU4ODggIiICJHPkNfUlStXaiFCQkh95OvrW9chEEIIIYR8E+iREEIIIYR8lWrSpZQQQggh9QM9EkIIIYSQb17pby55eXl1HAkhhBBCxFX6d1ucvhPUYEEIIYSQr9Lz588BAHp6enUcCSGEEEJq6tWrV1BRUakyDzVYEEIIIeSr1KBBAwBAVlZWtV94vmd5eXnQ09PDo0eP6NGZKlA9VY/qSDxUT+KhehLPt1hPjDG8evUKurq61ealBgtCCCGEfJUkJCQAACoqKt/Ml7jPSVlZmepJDFRP1aM6Eg/Vk3ionsTzrdWTuD80SHzmOAghhBBCCCGEEEJqjBosCCGEEEIIIYQQUu9QgwUhhBBCvkqysrIICgqCrKxsXYdSr1E9iYfqqXpUR+KhehIP1ZN4vvd6EjBx3iVCCCGEEEIIIYQQ8gVRDwtCCCGEEEIIIYTUO9RgQQghhBBCCCGEkHqHGiwIIYQQQgghhBBS71CDBSGEEEIIIYQQQuodarAghBBCyFdnw4YNaNq0KeTk5NC6dWtcvHixrkOqcxcuXECvXr2gq6sLgUCAw4cP89IZYwgODoauri6EQiE6duyIO3fu1E2wdWTJkiWws7ODkpISNDU10adPH6SkpPDyUD0BGzduhJWVFZSVlaGsrAx7e3scP36cS6c6qmjJkiUQCASYNGkSt4zqCQgODoZAIOBN2traXDrV0f88fvwYQ4cOhbq6OuTl5WFjY4P4+Hgu/XutK2qwIIQQQshXZd++fZg0aRJmz56NmzdvokOHDujRoweysrLqOrQ69fr1a1hbW2PdunUi05cvX45ff/0V69atw/Xr16GtrY2uXbvi1atXXzjSunP+/HmMGzcOV69exalTp1BUVIRu3brh9evXXB6qJ6Bx48ZYunQp4uLiEBcXh86dO8Pd3Z27OaI64rt+/Tq2bNkCKysr3nKqpw8sLCyQnZ3NTUlJSVwa1dEHL1++hKOjI6SlpXH8+HHcvXsXISEhUFVV5fJ8t3XFCCGEEEK+Im3atGG+vr68Zc2bN2czZsyoo4jqHwDs0KFD3HxJSQnT1tZmS5cu5Za9e/eOqaiosE2bNtVBhPVDTk4OA8DOnz/PGKN6qoqamhrbtm0b1VE5r169YsbGxuzUqVPM2dmZTZw4kTFG51KpoKAgZm1tLTKN6uh/pk+fztq3b19p+vdcV9TDghBCCCFfjYKCAsTHx6Nbt2685d26dUNMTEwdRVX/ZWRk4MmTJ7x6k5WVhbOz83ddb7m5uQCABg0aAKB6EqW4uBh79+7F69evYW9vT3VUzrhx4/DDDz/AxcWFt5zq6X/S0tKgq6uLpk2b4scff8SDBw8AUB2VdeTIEdja2mLgwIHQ1NREy5YtsXXrVi79e64rarAghBBCyFfj2bNnKC4uhpaWFm+5lpYWnjx5UkdR1X+ldUP19j+MMUyZMgXt27dHixYtAFA9lZWUlARFRUXIysrC19cXhw4dgrm5OdVRGXv37sWNGzewZMmSCmlUTx+0bdsWO3bswIkTJ7B161Y8efIEDg4OeP78OdVRGQ8ePMDGjRthbGyMEydOwNfXF35+ftixYweA7/t8kqrrAAghhBBCakogEPDmGWMVlpGKqN7+Z/z48bh16xYuXbpUIY3qCTA1NUVCQgL+++8/HDhwAMOHD8f58+e59O+9jh49eoSJEyfi5MmTkJOTqzTf915PPXr04P5vaWkJe3t7NGvWDOHh4WjXrh0AqiMAKCkpga2tLRYvXgwAaNmyJe7cuYONGzfCy8uLy/c91hX1sCCEEELIV6Nhw4aQlJSs8ItSTk5OhV+eyP+UjspP9fbBhAkTcOTIEZw7dw6NGzfmllM9/Y+MjAyMjIxga2uLJUuWwNraGqtXr6Y6+n/x8fHIyclB69atISUlBSkpKZw/fx5r1qyBlJQUVxffez2Vp6CgAEtLS6SlpdG5VIaOjg7Mzc15y8zMzLjBpL/nuqIGC0IIIYR8NWRkZNC6dWucOnWKt/zUqVNwcHCoo6jqv6ZNm0JbW5tXbwUFBTh//vx3VW+MMYwfPx4HDx7E2bNn0bRpU1461VPlGGN4//491dH/69KlC5KSkpCQkMBNtra28PT0REJCAgwNDameRHj//j2Sk5Oho6ND51IZjo6OFV6xnJqaCn19fQDf97WJHgkhhBBCyFdlypQpGDZsGGxtbWFvb48tW7YgKysLvr6+dR1ancrPz8f9+/e5+YyMDCQkJKBBgwZo0qQJJk2ahMWLF8PY2BjGxsZYvHgx5OXl4eHhUYdRf1njxo3D7t278eeff0JJSYn7tVJFRQVCoRACgYDqCcCsWbPQo0cP6Onp4dWrV9i7dy+io6MRFRVFdfT/lJSUuLFPSikoKEBdXZ1bTvUETJ06Fb169UKTJk2Qk5ODhQsXIi8vD8OHD6dzqYzJkyfDwcEBixcvxqBBg3Dt2jVs2bIFW7ZsAYDvu67q6vUkhBBCCCEfa/369UxfX5/JyMiwVq1aca+l/J6dO3eOAagwDR8+nDH24bV4QUFBTFtbm8nKyjInJyeWlJRUt0F/YaLqBwALDQ3l8lA9MTZy5Eju86WhocG6dOnCTp48yaVTHYlW9rWmjFE9McbY4MGDmY6ODpOWlma6urqsX79+7M6dO1w61dH//PXXX6xFixZMVlaWNW/enG3ZsoWX/r3WlYAxFq8WhAAABEpJREFUxuqorYQQQgghhBBCCCFEJBrDghBCCCGEEEIIIfUONVgQQgghhBBCCCGk3qEGC0IIIYQQQgghhNQ71GBBCCGEEEIIIYSQeocaLAghhBBCCCGEEFLvUIMFIYQQQgghhBBC6h1qsCCEEEIIIYQQQki9Qw0WhBBCCCGEEEIIqXeowYIQQgghhBDyzcjMzIRAIEBCQkJdh0II+UTUYEEIIYQQQgghhJB6hxosCCGEEEIIIbWmpKQEy5Ytg5GREWRlZdGkSRMsWrQIAJCUlITOnTtDKBRCXV0dPj4+yM/P59bt2LEjJk2axNtenz594O3tzc0bGBhg8eLFGDlyJJSUlNCkSRNs2bKFS2/atCkAoGXLlhAIBOjYseNn21dCyOdFDRaEEEIIIYSQWjNz5kwsW7YMgYGBuHv3Lnbv3g0tLS28efMG3bt3h5qaGq5fv47ff/8dp0+fxvjx42tcRkhICGxtbXHz5k2MHTsWP//8M+7duwcAuHbtGgDg9OnTyM7OxsGDB2t1/wghX45UXQdACCGEEEII+Ta8evUKq1evxrp16zB8+HAAQLNmzdC+fXts3boVb9++xY4dO6CgoAAAWLduHXr16oVly5ZBS0tL7HLc3NwwduxYAMD06dOxcuVKREdHo3nz5tDQ0AAAqKurQ1tbu5b3kBDyJVEPC0IIIYQQQkitSE5Oxvv379GlSxeRadbW1lxjBQA4OjqipKQEKSkpNSrHysqK+79AIIC2tjZycnI+PnBCSL1EDRaEEEIIIYSQWiEUCitNY4xBIBCITCtdLiEhAcYYL62wsLBCfmlp6Qrrl5SU1DRcQkg9Rw0WhBBCCCGEkFphbGwMoVCIM2fOVEgzNzdHQkICXr9+zS27fPkyJCQkYGJiAgDQ0NBAdnY2l15cXIzbt2/XKAYZGRluXULI140aLAghhBBCCCG1Qk5ODtOnT8e0adOwY8cOpKen4+rVq/jtt9/g6ekJOTk5DB8+HLdv38a5c+cwYcIEDBs2jBu/onPnzjh69CiOHj2Ke/fuYezYsfjvv/9qFIOmpiaEQiGioqLw77//Ijc39zPsKSHkS6AGC0IIIYQQQkitCQwMhL+/P+bOnQszMzMMHjwYOTk5kJeXx4kTJ/DixQvY2dlhwIAB6NKlC9atW8etO3LkSAwfPhxeXl5wdnZG06ZN0alTpxqVLyUlhTVr1mDz5s3Q1dWFu7t7be8iIeQLEbDyD4kRQgghhBBCCCGE1DHqYUEIIYQQQgghhJB6hxosCCGEEEIIIYQQUu9QgwUhhBBCCCGEEELqHWqwIIQQQgghhBBCSL1DDRaEEEIIIYQQQgipd6jBghBCCCGEEEIIIfUONVgQQgghhBBCCCGk3qEGC0IIIYQQQgghhNQ71GBBCCGEEEIIIYSQeocaLAghhBBCCCGEEFLvUIMFIYQQQgghhBBC6h1qsCCEEEIIIYQQQki9838/zN+QA0EEtwAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.countplot(data=data, y='Job Type', order=data['Job Type'].value_counts().index)\n",
+    "plt.title(\"Job Type Distribution\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "id": "ab375692-60ed-4ad4-af81-6f3d0a5f6359",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Dell\\AppData\\Local\\Temp\\ipykernel_16664\\3345877905.py:1: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  data['desc_len'] = data['Description'].apply(lambda x: len(x.split()))\n",
+      "C:\\Users\\Dell\\anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "data['desc_len'] = data['Description'].apply(lambda x: len(x.split()))\n",
+    "\n",
+    "sns.histplot(data['desc_len'], bins=10)\n",
+    "plt.title(\"Length of Assessment Descriptions\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f274bb23-053e-4351-9b5a-7fb9a6ae465f",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "025e3925-936d-4b59-a691-e0b6deb52a26",
+   "metadata": {},
+   "source": [
+    "## Combining Description and Job Type for Model building and Visualization"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "id": "0a930309-fdea-4681-b458-35c4c5759605",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Dell\\AppData\\Local\\Temp\\ipykernel_16664\\2945813371.py:1: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  data['Comb_text'] = data['Job Type'].fillna('') + ' ' + data['Description']\n"
+     ]
+    }
+   ],
+   "source": [
+    "data['Comb_text'] = data['Job Type'].fillna('') + ' ' + data['Description']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "33ecc831-553d-4020-8af0-7671c05e4af9",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3ff8e156-d32b-4f73-863b-bf092ba8c233",
+   "metadata": {},
+   "source": [
+    "# Word Cloud"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "id": "0e998f21-9eba-426d-a931-8891ffb1181c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import spacy\n",
+    "nlp=spacy.load('en_core_web_sm')\n",
+    "from nltk.stem.porter import PorterStemmer\n",
+    "from nltk.stem import WordNetLemmatizer\n",
+    "import re\n",
+    "from nltk.stem import SnowballStemmer"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "id": "85944269-2896-4a25-860d-3ba3154bcbc3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "lem=WordNetLemmatizer()\n",
+    "def clean_words(text):\n",
+    "    # Define a regex pattern for URLs\n",
+    "    url_pattern = re.compile(r'http[s]?://\\S+')\n",
+    "    \n",
+    "    # Remove URLs from the text\n",
+    "    text = re.sub(url_pattern, '', text)\n",
+    "    doc= nlp(text)\n",
+    "    clean_text=[x.lemma_ for x in doc if not x.is_stop and not x.is_punct and not x.like_num and not x.is_bracket and not x.pos_ in['SYM']]\n",
+    "    return ' '.join(clean_text)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "id": "36a42708-e8c5-4202-96ef-3a51a2849ac7",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Dell\\AppData\\Local\\Temp\\ipykernel_16664\\3153535193.py:2: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  data['cleaned_text'] = data['Comb_text'].apply(clean_words)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Apply the cleaning function to the 'Comb_text' column\n",
+    "data['cleaned_text'] = data['Comb_text'].apply(clean_words)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "id": "f47cdd8e-c748-4549-88ac-63a486731194",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Assesment Name</th>\n",
+       "      <th>URL</th>\n",
+       "      <th>Remote Testing Support</th>\n",
+       "      <th>Adaptive/IRT</th>\n",
+       "      <th>Duration</th>\n",
+       "      <th>Job Type</th>\n",
+       "      <th>Test Type</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>desc_len</th>\n",
+       "      <th>Comb_text</th>\n",
+       "      <th>cleaned_text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Account Manager Solution</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>49</td>\n",
+       "      <td>Middle</td>\n",
+       "      <td>CPAB</td>\n",
+       "      <td>The Account Manager solution is an assessment ...</td>\n",
+       "      <td>87</td>\n",
+       "      <td>Middle The Account Manager solution is an asse...</td>\n",
+       "      <td>Middle Account Manager solution assessment job...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Administrative Professional-Short Form</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>36</td>\n",
+       "      <td>Entry -level</td>\n",
+       "      <td>AKP</td>\n",
+       "      <td>The Administrative Professional solution is fo...</td>\n",
+       "      <td>67</td>\n",
+       "      <td>Entry -level The Administrative Professional s...</td>\n",
+       "      <td>entry -level Administrative Professional solut...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Agency Manager Solution</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>51</td>\n",
+       "      <td>Manager</td>\n",
+       "      <td>ABPS</td>\n",
+       "      <td>The Agency Manager solution is for mid-level s...</td>\n",
+       "      <td>77</td>\n",
+       "      <td>Manager The Agency Manager solution is for mid...</td>\n",
+       "      <td>Manager Agency Manager solution mid level sale...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Apprentice + 8.0 Job Focused Assessment</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>30</td>\n",
+       "      <td>Entry -level</td>\n",
+       "      <td>BP</td>\n",
+       "      <td>The Apprentice + 8.0 Job-Focused Assessment is...</td>\n",
+       "      <td>51</td>\n",
+       "      <td>Entry -level The Apprentice + 8.0 Job-Focused ...</td>\n",
+       "      <td>entry -level Apprentice + Job Focused Assessme...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Apprentice 8.0 Job Focused Assessment</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>20</td>\n",
+       "      <td>Entry -level</td>\n",
+       "      <td>BP</td>\n",
+       "      <td>The Apprentice 8.0 Job-Focused Assessment is a...</td>\n",
+       "      <td>43</td>\n",
+       "      <td>Entry -level The Apprentice 8.0 Job-Focused As...</td>\n",
+       "      <td>entry -level Apprentice Job Focused Assessment...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                            Assesment Name  \\\n",
+       "0                 Account Manager Solution   \n",
+       "1   Administrative Professional-Short Form   \n",
+       "2                  Agency Manager Solution   \n",
+       "3  Apprentice + 8.0 Job Focused Assessment   \n",
+       "4    Apprentice 8.0 Job Focused Assessment   \n",
+       "\n",
+       "                                                 URL Remote Testing Support  \\\n",
+       "0  https://www.shl.com/solutions/products/product...                    yes   \n",
+       "1  https://www.shl.com/solutions/products/product...                    yes   \n",
+       "2  https://www.shl.com/solutions/products/product...                    yes   \n",
+       "3  https://www.shl.com/solutions/products/product...                    yes   \n",
+       "4  https://www.shl.com/solutions/products/product...                    yes   \n",
+       "\n",
+       "  Adaptive/IRT  Duration      Job Type Test Type  \\\n",
+       "0          yes        49        Middle      CPAB   \n",
+       "1          yes        36  Entry -level       AKP   \n",
+       "2          yes        51       Manager      ABPS   \n",
+       "3           no        30  Entry -level        BP   \n",
+       "4           no        20  Entry -level        BP   \n",
+       "\n",
+       "                                         Description  desc_len  \\\n",
+       "0  The Account Manager solution is an assessment ...        87   \n",
+       "1  The Administrative Professional solution is fo...        67   \n",
+       "2  The Agency Manager solution is for mid-level s...        77   \n",
+       "3  The Apprentice + 8.0 Job-Focused Assessment is...        51   \n",
+       "4  The Apprentice 8.0 Job-Focused Assessment is a...        43   \n",
+       "\n",
+       "                                           Comb_text  \\\n",
+       "0  Middle The Account Manager solution is an asse...   \n",
+       "1  Entry -level The Administrative Professional s...   \n",
+       "2  Manager The Agency Manager solution is for mid...   \n",
+       "3  Entry -level The Apprentice + 8.0 Job-Focused ...   \n",
+       "4  Entry -level The Apprentice 8.0 Job-Focused As...   \n",
+       "\n",
+       "                                        cleaned_text  \n",
+       "0  Middle Account Manager solution assessment job...  \n",
+       "1  entry -level Administrative Professional solut...  \n",
+       "2  Manager Agency Manager solution mid level sale...  \n",
+       "3  entry -level Apprentice + Job Focused Assessme...  \n",
+       "4  entry -level Apprentice Job Focused Assessment...  "
+      ]
+     },
+     "execution_count": 66,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "id": "decffbe8-fbcb-4eb9-8a0b-3d4f5d5a9381",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df= [x.strip() for x in data.cleaned_text] # remove the space in paragraph\n",
+    "txt=''.join(df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "id": "104c82eb-a2ff-45a7-b5f8-888c036d0f42",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'Middle Account Manager solution assessment job candidate apply mid level leadership position tend manage day day operation activity client account sample task job include limit communicate client project status develop maintain project plan coordinate internally appropriate project personnel ensure client expectation meet potential job title use solution Account Executive Account Manager Senior Account Manager multiple configuration solution availableentry -level Administrative Professional solution entry mid level position involve routine clerical administrative function addition office management function customer service sample task job include limit arrange conference call draft correspondence scheduling meeting greet visitor coordinate office activity potential job title use solution Administrative Assistant Secretary Office Manager Administrative Aide Administrative AssociateManager Agency Manager solution mid level sale management position include line management sale responsibility sample task job include limit direct coordinate financial activity worker branch office department establishment branch bank brokerage firm risk insurance department credit department potential job title use solution Agency Manager Brokerage Manager multiple configuration solution availableentry -level Apprentice + Job Focused Assessment short targeted globally applicable assessment include short cognitive ability measure assessment design entry level position appropriate country industry use apprenticeship model intend multi nationally organisation business span regionentry -level Apprentice Job Focused Assessment short targeted globally applicable assessment assessment design entry level position appropriate country industry use apprenticeship model intend multi nationally organization business span regionentry -level Administrative Assistant solution entry level clerical position interact external internal customer sample task job include limit answer telephone manage file record sort mail greet customer collaborate co worker project potential job title use solution Receptionist Administrative Assistant multiple configuration solution availableentry -level solution entry level collection position inbound outbound center environment financial setting candidate answer multiple choice question measure achievement orientation dependability collector numerical skill revenue recovery customer focus persistence planfulness multiple configuration version solution availableManager Bank Operations Supervisor solution job candidate apply entry level leadership position tend supervise hourly employee sample task job include limit planning prepare work schedule assign employee specific duty coach employee attendance conduct schedule adherence work task develop employee skill train subordinate prioritize multiple task priority make day day decision minimal guidance potential job title use solution Team Leader Line Supervisor Processing Supervisor Center Supervisor Customer Service Supervisor multiple configuration version solution availableentry -level Bilingual Reservation Agent solution design customer center entry level position hospitality industry sample task include make update cancel hotel reservation English spanish listen customer speak spanish enter information computer English provide information hotel service offer potential job title use solution Bilingual Reservation Agent Customer Service Representative Reservationist multiple configuration solution availableentry -level Bookkeeping Accounting Auditing Clerk solution entry level position involve enter numerical datum computer system maintain financial record sample task job include limit enter financial datum computer check financial record accuracy perform routine computation financial datum potential job title use solution Accounting Clerk Bookkeeper Accounting Associate Auditing Clerk Accounts Receivable ClerkManager solution mid upper level financial institution managerial position candidate answer series multiple choice question measure management potential management judgment leadership potential team management branch manager problem solving business leadership leadership motivation interpersonal leadership self leadership branch manager judgment multiple configuration version solution availableentry -level Cashier solution entry level retail position employee receive payment form cash check credit card good purchase sample task job include limit handle payment offer customer service issue receipt refund potential job title use solution Cashier Sales Associate Clerk multiple configuration version solution availableManager Claims Operations Supervisor solution entry level management position involve supervise hourly employee sample task job include limit planning preapre work schedule assign employee specific dutite coach employee attendance conduct schedule adherence work task develop employee skill train subordinate prioritize multiple task priority make day day decision minimal guidance potential job title use solution Team Leader Coach Line Supervisor Claims Supervisor Operations Supervisor Customer Service Supervisor multiple configuration solution availableentry -level Contact Center + Customer Service Job Focused Assessment design measure skill competency behavior need success contact center role main focus customer service JFA include mobile optimize contact center simulation behavioral assessment cognitive test assessment capture ability provide exceptional customer service entry level contact center roleentry -level Customer Service JFA design entry level position contact center environment main focus customer serviceManager Contact Center Manager solution mid upper level contact center managerial position sample task job include limit supervise coordinate activity subordinate interact day day subordinate train employee potential job title use solution Contact Center Team Leader Line Supervisor Contact Center Managerentry -level Contact Center + Sales Service Job Focused Assessment design measure skill competency behavior need success contact center role involve sale relate behavior recommend product service retain customer JFA include mobile optimize contact center simulation behavioral assessment cognitive test assessment capture ability provide exceptional customer service drive sale entry level contact center roleentry -level Sales Service JFA design contact center role involve sale sale relate behavior recommend product service retain customerLine Manager Professional Individual Contributor Supervisor Contact Center Team Lead Coach solution job candidate apply entry level leadership position tend supervise hourly employee sample task job include limit planning prepare work schedule assign employee specific duty coach employee attendance conduct schedule adherence work task develop employee skill training subordinate tenured peer prioritize multiple task priority make day day decision minimal guidance potential job title use solution Team Leader Coach Line Supervisor Processing Supervisor Center Supervisor Customer Service Supervisorentry -level solution job candidate apply entry level position contact centre environment main focus job customer service candidate answer multiple choice question question customer simulation environment solution measure work information customer focus contact centre retention navigation service orientation tactful problem solve addition solution measure datum entry speed accuracy multi tasking preference achievement orientation conscientiousnessentry -level Customer Service Representative Solution entry level position involve high degree interaction customer person phone sample task job include limit take order solve product service issue respond positively difficult customer refer unresolved issue appropriate individual provide information product and/or service potential job title use solution Account Service Representative Account Representative Customer Service Representative Customer Service Agententry -level Customer Service Representative solution entry level position involve high degree interaction customer person phone sample task job include limit take order solve product service issue respond positively difficult customer refer unresolved issue appropriate individual provide information product and/or service potential job title use solution Account Service Representative Account Representative Customer Service Representative Customer Service Agententry -level Customer Service sale solution entry level position involve provide service support customer sell good service sample task job include limit take order solve product service issue sell product service respond positively difficult customer add new good service exist account provide information product and/or service potential job title use solution Account Service Representative Account Representative Customer Service Representative Sales RepresentativeDirector Director solution intend use senior level position responsible planning direct coordinate key business activity operation company duty responsibility include formulate policy manage daily operation plan use material human resource potential job title use solution Director Regional Director Director OperationsManager District Regional Manager solution mid- senior level managerial position oversee multiple store define area sample task job include limit direct group supervisor manager have profit loss responsibility district region align work overall company goal potential job title use solution Regional Director District Manager General Manager Regional Manager Store Manager Area Manager multiple configuration version solution availableentry -level Entry level Cashier solution entry level retail position employee receive payment form cash check credit card good purchase sample task job include limit handle payment offer customer service issue receipt refund potential job title use solution Cashier Sales Associate Clerkentry -level Entry level Cashier solution entry level retail position employee receive payment form cash check credit card good purchase sample task job include limit handle payment offer customer service issue receipt refund potential job title use solution Cashier Sales Associate Clerkentry -level Entry Level Customer Service Solution Retail Contact Center entry level position employee interact customer provide information carry customer request relate organization product service sample task job include limit interact customer phone person take order solve product service issue respond positively difficult irate customerentry -level Entry Level Customer Service Solution Retail Contact Center entry level position employee interact customer provide information carry customer request relate organization product service sample task job include limit interact customer phone person take order solve product service issue respond positively difficult irate customerentry -level Entry Level Customer Service Solution Retail Contact Center entry level position employee interact customer provide information carry customer request relate organization product service sample task job include limit interact customer phone person take order solve product service issue respond positively difficult irate customerentry -level Entry level sale solution entry level position employee proactively sell product service customer compensation and/or performance base sale revenue sample task job include limit promote product customer persuade customer buy product complete transaction customerentry -level Entry level sale solution entry level position employee proactively sell product service customer compensation and/or performance base sale revenue sample task job include limit promote product customer persuade customer buy product complete transaction customerentry -level Entry level sale Sift solution entry level position employee proactively sell product service customer compensation and/or performance base sale revenue sample task job include limit promote product customer persuade customer buy product complete transaction customerManager Event Sales Manager solution design management level position hospitality industry sample task include sell use facility space special event manage staff solution focus sale solve problem make good decision potential job title use solution Event Sales Manager Events Manager Special Events Manager multiple configuration solution availableExecutive Executive solution intend use senior executive level position responsible planning direct coordinate key business activity operation high level organization executive level accomplish work subordinate executive provide overall direction organization determine formulating policy guideline set board director similar govern body potential job title use solution Executive Vice President President Executive Directormiddle solution mid level financial institution position require Series certification candidate answer multiple choice question measure financial professional aptitude learn potential achievement orientation conscientiousness persistence planfulness self leadership interpersonal leadership sale focus customer focusMid Professional Professional Individual Contributor Financial Services Representative solution senior level professional position insurance industry sell life insurance business individual behalf insurance company sample task position include limit call policyholder deliver explain policy suggest addition change calculate premium customize insurance program suite individual customer seek new client develop clientele networking ensure policy requirement fulfil confer client obtain provide information calim policy potential job title use solution Life Insurance Sales Professional Insurance Sales Agent multiple configuration solution availableentry -level Desk Associate solution design entry level customer service position hospitality industry solution appropriate position majority work guest check desk sample task include welcome guest warmly issue key guest tabulate guest bill accpete payment potential job title use solution Desk Clerk Guest Desk Attendant Guest check Associate Office Agent multiple configuration solution availableentry -level Gaming Associate solution design entry mid level position operate gaming table solution highly customer service focus position potentially deal large sum money sample task include deal playing card count confirm patron bet collect patron loss distribute patron winning exchange currency play chip potential job title use solution Table Games Dealer Black Jack Dealer Dealer Casino Dealer Dual Rate Dealer Card Dealer Gaming Dealer multiple configuration solution availableManager Gaming Manager solution design management level position hospitality industry sample task include manage operation supervisor associate gaming environment solution focus security integrity managing sale potential job title use solution Gaming Floor Manager Gaming Manager multiple configuration solution availableentry -level General Entry Level Industries solution design entry level position industry solution predict follow type behavior foundational job time work follow rule policy treat respectfully produce quality work meet goal effectively work alongside solution industry entry level position example title include limit Administrator Clerk Veterinary Assistant Stocker Dish Washer Office Coordinator Tour Guide Cook Assistant Housekeeper Waste Collectorentry -level General Entry Level Industries solution design entry level position industry solution predict follow type behavior foundational job time work follow rule policy treat respectfully produce quality work meet goal effectively work alongside solution industry entry level position example title include limit Administrator Clerk Veterinary Assistant Stocker Dish Washer Office Coordinator Tour Guide Cook Assistant Housekeeper Waste Collectorentry -level General Entry Level Industries solution design entry level position industry solution predict follow type behavior foundational job time work follow rule policy treat respectfully produce quality work meet goal effectively work alongside solution industry entry level position example title include limit Administrator Clerk Veterinary Assistant Stocker Dish Washer Office Coordinator Tour Guide Cook Assistant Housekeeper Waste Collectorentry -level General Entry Level Data Entry solution design entry level position include enter datum computer datum management system solution measure speed accuracy type text number form predict follow type behavior foundational job time work follow rule policy treat respectfully produce quality work meet goal approach work thorough precise manner solution industry entry level position example title include limit Accounting Clerk Accounts Receivable Clerk Administrative Clerk Clerical Aide Clerical Assistant Office Assistant Office Services Specialist Staff AssistantGraduate Graduate + Job Focused Assessment short targeted globally applicable assessment include short cognitive ability measure help identify graduate high potential contribute succeed provide actionable feedback help onboard new hireGraduate Graduate Job Focused Assessment design professional level position appropriate recent college graduateentry -level Guest Service Team solution design team orient entry level position involve high degree interaction customer solution cover wide variety position assess competency critical interact customer include persist meet guest need behave responsibly appropriately effectively work alongside prepare and/or deliver customer order follow rule policy communicate effectively potential job title use solution include Server Hostess Guest Services Team Member Customer Service ChampionGraduate Graduate Job Focused Assessment short targeted globally applicable assessment help identify graduate high potential contribute succeed provide actionable feedback help onboard new hireentry -level Guest Services Associate solution design entry mid level customer service position hospitality industry solution highly customer service focus position sale component sample task include provide information entertainment dining transportation guest make dining recommentation guest arrange transportation guest make reservation potential job title use solution concierge Guest Services Agent Club Concierge Hotel Concierge Office Manager Guest Services Associate multiple configuration solution availableentry -level Healthcare Aide solution design individually orient entry level position directly support person health solution cover wide variety position assess behavior critical patient support role include understanding follow detailed instruction administer personal care respectful tolerant patient prepare maintain record patient progress service perform work hard meet exceed patient need potential job title use solution include Personal Care Aide Healthcare Aide Home Health Aide Dental Assistantentry -level Healthcare Center Agent solution entry level position inbound healthcare center environment sample task job include limit take receive information patient phone work computer screen enter information computer potential job title use solution Center Representative Receptionist Switchboard Operator multiple configuration solution availableentry -level Healthcare Service Associate solution entry level position healthcare environment require employee interact patient sample task job include limit deliver food patient clean patient room welcome guest hospital potential job title use solution Housekeepers Dietary Aides Guest Services Coordinator multiple configuration version solution availableentry -level Healthcare Support Specialist solution entry level position healthcare environment require employee interact patient sample task job include limit prepare food patient wash hospital linen clean healthcare facility potential job title use solution janitor Food Preparation Workers Laundry Associates multiple configuration solution availableentry -level Home Health Aide solution entry level position home group home environment sample task job include limit monitor vital sign medication intake administer bedside personal care ambulation personal hygiene prepare maintain record patient progress service perform potential job title use solution Personal Care Aide Home Health Aide Residential Assistant Certified Nursing Assistant multiple configuration version solution availableManager Hospitality Manager solution design management level position hospitality industry sample task include overall property management manage staff manage guest experience solution focus manage business operation manage staff solve problem make good decision maintain focus customer potential job title use solution Property Manager Property Director Hotel Manager Hospitality Manager multiple configuration solution availableentry -level host solution design entry level position hospitality industry sample task include greeting guest manage wait list show guest table solution focus work ethic customer focus potential job title use solution Host Hostess Greeter multiple configuration version solution availableentry -level Industrial Entry level solution design entry level position measure behavior experience underlie successful safe performance general light industrial role solution cover wide variety entry level position assess behavior include follow policy procedure general facility upkeep produce high quality work maintain orderly work environment wear require protective equipment thorough potential job title use solution include Laborer Custodians Building Grounds Maintenance Workers Handymanentry -level Industrial Entry level solution design entry level position measure behavior experience underlie successful safe performance general light industrial role solution cover wide variety entry level position assess behavior include follow policy procedure general facility upkeep produce high quality work maintain orderly work environment wear require protective equipment thorough potential job title use solution include Laborer Custodians Building Grounds Maintenance Workers Handymanentry -level Industrial Entry level solution design entry level position measure behavior experience underlie successful safe performance general light industrial role solution cover wide variety entry level position assess behavior include follow policy procedure general facility upkeep produce high quality work maintain orderly work environment wear require protective equipment thorough potential job title use solution include Laborer Custodians Building Grounds Maintenance Workers Handymanentry -level Industrial Professional skilled solution design measure behavior experience underlie successful safe performance workplace specialized technical professional industrial role solution assess mechanical comprehension foundational behavior include behave safely efficiently workplace instal repair and/or maintain equipment machinery make sound mechanical decision maintain orderly work environment produce high quality reliable workentry -level Industrial semi skilled solution design entry level position measure behavior experience underlie successful safe performance production worker solution assess behavior competency foundational industrial role include follow policy procedure apply relevant trade skill wear require protective equipment work monitor equipment produce high quality work effectively work maintain orderly work environment potential job title use solution include Production Assembly Worker Construction Worker Extraction Technicianentry -level Industrial semi skilled solution design entry level position measure behavior experience underlie successful safe performance production worker solution assess behavior competency foundational industrial role include follow policy procedure apply relevant trade skill wear require protective equipment work monitor equipment produce high quality work effectively work maintain orderly work environment potential job title use solution include Production Assembly Worker Construction Worker Extraction Technicianentry -level Industrial Professional skilled solution design measure behavior experience underlie successful safe performance workplace specialized technical professional industrial role solution assess mechanical comprehension foundational behavior include behave safely efficiently workplace instal repair and/or maintain equipment machinery make sound mechanical decision maintain orderly work environment produce high quality reliable workentry -level Industrial Professional skilled solution design measure behavior experience underlie successful safe performance workplace specialized technical professional industrial role solution assess mechanical comprehension foundational behavior include behave safely efficiently workplace instal repair and/or maintain equipment machinery make sound mechanical decision maintain orderly work environment produce high quality reliable workMid Professional Professional Individual Contributor Installation Repair technician solution design use entry level field technician position telecommunications industry solution focus position involve instal repair maintain telecommunications equipment customer interaction little specific sale component sample task include instal repair end user telecommunications equipment service interact customer instal repair telecommunication network infrastructure potential job title use solution Installer Service Technician Customer Installation Technician multiple configuration solution availableMiddle Insurance Account Manager solution mid level insurance professional manage day day operation activity customer account sample task job include limit solicit sale new additional product service interact customer provide information response inquiry product service handle resolve complaint keep record customer interaction transaction resolve customer service billing complaint determine charge service request collect deposit payment arrange billing potential job title use solution Account Executive Account Manager Senior Account Manager multiple configuration solution availableentry -level Administrative Assistant solution entry level clerical position interact external internal customer sample task job include limit answer telephone manage file record sort mail handle information request greet customer collaborate co worker project potential job title use solution Receptionist Administrative Assistant multiple configuration solution availableMiddle Insurance Agent solution mid level professional position insurance industry sell property casualty automotive type insurance sample task position include limit call policyholder deliver explain policy suggest addition change calculate premium customize insurance program suit individual customer ensure policy requirement fulfil confer client obtain provide information claim policy potential job title use solution Insurance Sales Professional Insurance Sales Agent Producer Insurance Agent multiple configuration solution availableManager Insurance Director solution senior level management position insurance company oversee sale function multiple brokerage office agency geographic territory sample task job include limit direct group sale manager agency manager have profit loss responsibility district region align work overall company goal potential job title use solution Regional Managers Associate Directors Managing Directors multiple configuration solution availableManager Sales Manager solution entry- mid level management position involve supervise employee work insurance organization substantial portion job performance base sale sample task job include limit planning prepare work schedule promote product customer train subordinate analyze sale statistic gather staff determine sale potential monitor preference customer build ongoing customer relationship make day day decision minimal guidance potential job title use solution Insurance Sales Manager Sales Manager Assistant Sales Manager Sales Supervisor multiple configuration solution availableManager Manager solution assessment job candidate apply entry level leadership position tend supervise salaried employee sample task job include limit planning project subordinate collaborate senior manager develop new method procedure coach employee performance relate issue develop employee skill coordinate activity manager accomplish organizational goal set meeting department goal prioritize multiple task priority make select strategic day day decision solve employee customer problem potential job title use solution Manager Store Manager Branch ManagerManager Manager + solution design candidate apply entry level leadership position tend supervise salaried employee include SHL new innovative mobile ability assessment Verify Interactive deductive Reasoning sample task job include limit planning project subordinate collaborate senior manager develop new method procedure coach employee performance relate issue develop employee skill coordinate activity manager accomplish organizational goal set meeting department goal prioritize multiple task priority make select strategic day day decision solve employee customer problemManager Manager + solution design candidate apply entry level leadership position tend supervise salaried employee include SHL new innovative mobile ability assessment Verify Interactive deductive Reasoning sample task job include limit planning project subordinate collaborate senior manager develop new method procedure coach employee performance relate issue develop employee skill coordinate activity manager accomplish organizational goal set meeting department goal prioritize multiple task priority make select strategic day day decision solve employee customer problemManager Manager + solution design candidate apply entry level leadership position tend supervise salaried employee include SHL new innovative mobile ability assessment Verify Interactive deductive Reasoning sample task job include limit planning project subordinate collaborate senior manager develop new method procedure coach employee performance relate issue develop employee skill coordinate activity manager accomplish organizational goal set meeting department goal prioritize multiple task priority make select strategic day day decision solve employee customer problemManager Manager solution design candidate apply entry level leadership position tend supervise salaried employee sample task job include limit planning project subordinate collaborate senior manager develop new method procedure coach employee performance relate issue develop employee skill coordinate activity manager accomplish organizational goal set meeting department goal prioritize multiple task priority make select strategic day day decision solve employee customer problemExecutive Director Line Manager Manager Manager + solution design candidate apply entry level leadership position tend supervise salaried employee include SHL new innovative mobile ability assessment Verify Interactive deductive Reasoning sample task job include limit planning project subordinate collaborate senior manager develop new method procedure coach employee performance relate issue develop employee skill coordinate activity manager accomplish organizational goal set meeting department goal prioritize multiple task priority make select strategic day day decision solve employee customer problemManager Manager solution design candidate apply entry level leadership position tend supervise salaried employee sample task job include limit planning project subordinate collaborate senior manager develop new method procedure coach employee performance relate issue develop employee skill coordinate activity manager accomplish organizational goal set meeting department goal prioritize multiple task priority make select strategic day day decision solve employee customer problemExecutive Director Line Manager Manager Manager solution design candidate apply entry level leadership position tend supervise salaried employee sample task job include limit planning project subordinate collaborate senior manager develop new method procedure coach employee performance relate issue develop employee skill coordinate activity manager accomplish organizational goal set meeting department goal prioritize multiple task priority make select strategic day day decision solve employee customer problemExecutive Director Line Manager Manager Manager solution design candidate apply entry level leadership position tend supervise salaried employee sample task job include limit planning project subordinate collaborate senior manager develop new method procedure coach employee performance relate issue develop employee skill coordinate activity manager accomplish organizational goal set meeting department goal prioritize multiple task priority make select strategic day day decision solve employee customer problemManager Manager Job Focused Assessment design candidate apply leadership position measure behavior underlie successful performance line manager role wide range industry relevant position supervise salaried employee JFA include Reskilling Potential Scale Management Potential Scale •the reskille potential scale measure tendency learn experience way support professional success •the Management potential scale measure potential managerial success industry type functional areaManager Manager + Job Focused Assessment design candidate apply leadership position include SHL new innovative mobile ability assessment Verify Interactive inductive Reasoning measure behavior underlie successful performance line manager role wide range industry relevant position supervise salaried employee JFA include Reskilling Potential Scale Management Potential Scale •the reskille potential scale measure tendency learn experience way support professional success •the Management potential scale measure potential managerial success industry type functional areaentry -level Manufacturing Production Team Member solution design entry level position measure behavior experience underlie successful safe performance workplace production worker solution measure candidate error check ability general tendency behave safely efficiently workplace solution use variety assessment type include measure personality trait safety relate situational judgment error checking Manufacturing Production Team Member solution design selection job title Production Worker Material Handler Driver Forklift Operator Crewman Mechanic Receiverentry -level Manufacturing Skilled Maintenance solution design entry level position measure behavior experience underlie successful safe performance workplace solution measure candidate mechanical comprehension ability general tendency behave safely efficiently workplace solution use variety assessment type include measure personality trait safety relate situational judgment mechanical comprehension Manufacturing Skilled Maintenance solution design selection job title Industrial Machinery Mechanic Automotive Service Technician Small Engine Mechanic Mobile Equipment Service Technician Diesel Service TechnicianMid Professional Professional Individual Contributor Network Engineer Analyst solution design use professional level telecommunications engineer network analyst solution focus position involve design monitoring complex telecommunications network place emphasis reasoning ability attention detail multitaske sample task include design network network element ensure proper network operation performance monitoring troubleshoot electronic datum communication network potential job title use solution Network Engineer Network Analyst Communications Engineer multiple configuration solution availableExecutive Director Line Manager Manager Nurse Leader solution assessment job candidate apply entry level nurse leadership position tend supervise hourly employee sample task job include limit planning prepare work schedule assign nurse specific duty coach nurse attendance conduct schedule adherence work relate task develop nurse skill train subordinate prioritize multiple task priority make day day decision minimal guidance healthcare setting potential job title use solution Nurse Leader Nurse Manager multiple configuration version solution availableMid Professional Professional Individual Contributor Nurse solution professional level healthcare nursing position require licensing registration sample task job include limit assess health condition patient document patient medical information create nursing care plan educate patient healthcare issue potential job title use solution Registered Nurse Charge Nurse Licensed Practical Nurse Clinic Nurse multiple configuration solution availableentry -level Nursing Assistant solution entry level position clinic hospital environment sample task job include limit turn position bedridden patient feed patient feed observe patient condition include measure record food intake potential job title use solution certify Nursing Assistant Nursing Aide Patient Care Technician Hospital Attendant multiple configuration solution availableentry -level Personal Banker Loan Officer solution entry mid level financial institution position sample task job include limit acquire retain expand new exist customer relationship discover customer need make good recommendation complete sale proactively contact meet customer ask referralentry -level solution entry mid level financial institution position candidate ask answer multiple choice question assess learn potential dependability persistence planfulness sale focus customer focus work informationentry -level Prep Line Cook solution entry level food preparation position hospitality industry sample task include prepare ingredient final food item consumption solution focus work ethic perform quality work direct customer contact sale requirement potential job title use solution Cook Line Cook Food Preparer Prep Cook Chef multiple configuration solution availableMid Professional Professional Individual Contributor Professional + solution design non managerial professional individual contributor position include SHL new innovative mobile ability assessment Verify Interactive deductive Reasoning sample task job include limit gather requirement analyze datum manage project produce product serviceMid Professional Professional Individual Contributor Professional + solution design non managerial professional individual contributor position include SHL new innovative mobile ability assessment Verify Interactive deductive Reasoning sample task job include limit gather requirement analyze datum manage project produce product serviceMid Professional Professional Individual Contributor Professional + solution design non managerial professional individual contributor position include SHL new innovative mobile ability assessment Verify Interactive deductive Reasoning sample task job include limit gather requirement analyze datum manage project produce product serviceMid Professional Professional Individual Contributor Professional solution design non managerial professional individual contributor position sample task job include limit gather requirement analyze datum manage project produce product serviceMid Professional Professional Individual Contributor Professional solution design non managerial professional individual contributor position sample task job include limit gather requirement analyze datum manage project produce product serviceMid Professional Professional Individual Contributor Professional Job Focused Assessment design non managerial professional individual contributor position measure behavior underlie successful performance professional individual contributor set wide range industryMid Professional Professional Individual Contributor Professional Individual Contributor solution mid upper level non managerial position sample task job include limit meet client determine need analyze data set work co worker complete project potential job title use solution Engineer Human Resource Consultant AnalystMid Professional Professional Individual Contributor Project Manager solution design position lead medium large scale project multiple team member involve sample task job include limit guiding supervise influence project team member scope project resource requirement manage project timeline scope budget potential job title ue solution Project Manager Implementation Manager Construction Project Manager Project Managerentry -level Proof Operator Processing Specialist solution entry level position perform basic daily bank operation procedure processing deposit reconcile account handle money transfer potential job title include Proof Operator Bank Operations Processor Operations Specialistentry -level Reservation Agent solution design entry level position hospitality industry sample task indlude making update cancel reservation look information enter information computer provide information hotel service offer potential title use solution Reservation Agent Customer Service Representative Reservationist multiple configuration solution availableExecutive Director Line Manager Manager Restaurant Manager solution design management level position hospitality industry sample task include purchase food supply account set policy procedure manage staff solution focus manage staff solve problem make good decision maintain focus customer potential job title use solution Restaurant Manager General Manager multiple configuration solution availableExecutive Director Line Manager Manager Restaurant Supervisor solution design management level position hospitality industry sample task include serve staff resource set schedule monitor daily operation solution focus solve problem make good decision maintain focus customer potential job title use solution Restaurant Supervisor Restaurant Staff Supervisor multiple configuration solution availableentry -level retail consultant solution entry mid level retail position employee proactively sell product customer develop relationship repeat customer pay and/or performance heavily base sale revenue sample task job include limit promote product customer persuade customer buy product build ongoing customer relationship potential job title use solution Sales Consultant Sales Representative Retail Sales Associate multiple configuration version solution availableExecutive Director Line Manager Manager Retail Manager sale solution assessment job candidate apply entry level leadership position tend supervise hourly employee significant portion job performance base sale customer service sample task job include limit planning prepare work schedule assign employee specific duty promote product customer training subordinate build ongoing customer relationship make day day decision minimal guidance potential job title use solution Assistant Manager Sales Supervisor Retail Manager Floor Leader multiple configuration version solution availableentry -level Retail Sales Associate solution entry level retail position employee proactively sell product customer pay and/or performance base sale revenue sample task job include limit promote product customer persuade customer buy product complete transaction customer potential job title use solution Sales Representative Retail Sales Associate Sales Clerk multiple configuration version solution availableExecutive Director Line Manager Manager Sales Director solution mid- senior level sale management position oversee sale function multiple office geographic territory sample task job include limit direct group sale supervisor sale manager have profit loss responsibility district region align work overall company goal potential job title use solution Regional Sales Director District Sales Manager Sales Director multiple configuration solution availableMid Professional Professional Individual Contributor Sales Engineer solution design use professional level telecommunication engineer distinct sale responsibility solution focus position involve design telecommunications network specific customer application place emphasis reasoning ability sale ability sample task include design network solution meet customer need communicate technical information level client participate sale process assist own sale process ensure proper implementation contract equipment service potential job title use solution Sales Engineer Senior Technical Consultant Technical Sales Lead multiple configuration solution availableManager Sales Manager solution assessment apply entry mid level sale leadership position generally manage employee significant portion job performance base sale sample task job include limit plan prepare sale plan promote product customer training subordinate build ongoing customer relationship make day day decision minimal guidance potential job title use solution Sales Manager Manager Direct saleMid Professional Professional Individual Contributor Sales Professional solution design entry mid level sale position employee proactively sell product customer develop relationship repeat customer pay and/or performance heavily base sale revenue sample task job include limit promote product customer persuade customer buy product build ongoing customer relationshipMid Professional Professional Individual Contributor Sales Professional solution design entry mid level sale position employee proactively sell product customer develop relationship repeat customer pay and/or performance heavily base sale revenue sample task job include limit promote product customer persuade customer buy product build ongoing customer relationshipMiddle Sales Professional solution entry mid level sale position employee proactively sell product customer develop relationship repeat customer pay and/or performance heavily base sale revenue sample task job include limit promote product customer persuade customer buy product build ongoing customer relationship potential job title use solution Sales Consultant Sales Representative Account Representative multiple configuration solution availableentry -level Sales Representative solution entry level sale position employee proactively sell product customer pay and/or performance base sale revenue sample task job include limit promote product customer persuade customer buy product complete transaction customer potential job title use solution Sales Representative Sales Associate Sales Clerk multiple configuration solution availableLine Manager Manager Supervisor Sales Supervisor solution assessment job candidate apply entry level sale leadership position generally supervise employee significant portion job performance base sale sample task job include limit planning prepare work schedule promote product customer training subordinate build ongoing customer relationship make day day decision minimal guidance potential job title use solution Assistant Sales Manager Sales Supervisor multiple configuration solution availableentry -level Sales support Specialist solution entry mid level sale support position employee work primarily guidance account manager operation manager support client account sample task job include limit implement customer order assist coordinate activity utilize process meet customer requirement potential job title use solution Implementation Specialist Project Assistant Sales Support Assistant multiple configuration solution availableMid Professional Professional Individual Contributor Senior Insurance Agent solution senior level professional position insurance industry sell portfolio insurance product include property casualty automotive health life sample task position include limit call policyholder deliver explain policy suggest addition change calculate premium customize insurance program suit individual customer ensure policy requirement fulfil confer client obtain provide information claim policy potential job title use solution Insurance Senior Sales Professional Senior Producer Insurance Sales Agent Insurance Agent multiple configuration solution availableMid Professional Professional Individual Contributor Senior Sales Professional solution high level sale position employee proactively sell product customer develop relationship new exist customer pay and/or performance heavily base sale revenue sample task job include limit promote product customer consult persuade customer buy product build ongoing customer relationship potential job title use solution Senior Sales Representative Business Development Manager Senior Sales Consultant multiple configuration solution availableentry -level Server solution design entry level position hospitality industry sample task include greeting customer take customer food drink order deliver food item guest solution focus work ethic customer focus sale potential job title use solution Server Waiter Waitress multiple configuration solution availableentry -level Service Associate design entry level position primarily task focus include customer service component solution cover wide variety support position hospitality industry sample task include clean hotel room serve food buffet line parking car and/or deliver food hotel room potential job title use solution Housekeeper Buffet Server Room Service Attendant Valet multiple configuration solution availableLine Manager Manager Supervisor Service Supervisor solution design entry level leadership position hospitality industry oversee hourly salaried employee customer face position e.g. Desk Associate Concierge Guest Service Associate individual role perform hte duty employee supervise sample task include assist challenging guest coach employee customer service skill take corrective action employee perform poorly monitor employee assess satisfactory completion task potential job title use solution Desk Manager Guest Services Supervisor Desk Supervisor multiple configuration solution availableentry -level Stock Clerk solution entry level retail position employee work primarily stockroom handle incoming outgoing shipment keep sale floor fully stock sample task job include limit unload product shipment maintain stockroom organization replenish supply product sale floor process outgoing shipment potential job title use solution Stock Clerk Inventory Associate Warehouse Associate multiple configuration solution availableManager Store Manager solution design candidate apply entry level leadership position tend supervise hourly employee retail restaurant setting sample task job include limit planning prepare work schedule assign employee specific duty coach employee attendance conduct schedule adherence work task develop employee skill train subordinate prioritize multiple task priority make day day decision minimal guidanceManager Store Manager solution design candidate apply entry level leadership position tend supervise hourly employee retail restaurant setting sample task job include limit planning prepare work schedule assign employee specific duty coach employee attendance conduct schedule adherence work task develop employee skill train subordinate prioritize multiple task priority make day day decision minimal guidanceManager Store Manager solution design candidate apply entry level leadership position tend supervise hourly employee retail restaurant setting sample task job include limit planning prepare work schedule assign employee specific duty coach employee attendance conduct schedule adherence work task develop employee skill train subordinate prioritize multiple task priority make day day decision minimal guidanceLine Manager Manager Supervisor Store Manager solution assessment job candidate apply entry level leadership position tend supervise hourly employee sample task job include limit planning prepare work schedule assign employee specific duty coach employee attendance conduct schedule adherence work task develop employee skill train subordinate prioritize multiple task priority make day day decision minimal guidance potential job title use solution Store Manager Line Supervisor Retail Manager Restaurant Manager Customer Service Supervisor multiple configuration option solution availableLine Manager Manager Supervisor Supervisor solution assessment job candidate apply entry level leadership position tend supervise hourly employee sample task job include limit \\xa0\\xa0 plan prepare work schedule assign employee specific duty coach \\xa0\\xa0 employee attendance conduct schedule adherence work task develop employee skill \\xa0 train subordinate prioritize multiple task \\xa0  priority make \\xa0\\xa0 day day \\xa0 decision minimal guidance potential job title use solution Team Leader Line Supervisor Center Supervisor Customer Service SupervisorSupervisor Supervisor solution design candidate apply entry level leadership position tend supervise hourly employee sample task job include limit planning prepare work schedule assign employee specific duty coach employee attendance conduct schedule adherence work task develop employee skill train subordinate prioritize multiple task priority make day day decision minimal guidanceLine Manager Manager Supervisor Supervisor solution design candidate apply entry level leadership position tend supervise hourly employee sample task job include limit planning prepare work schedule assign employee specific duty coach employee attendance conduct schedule adherence work task develop employee skill train subordinate prioritize multiple task priority make day day decision minimal guidanceLine Manager Manager Supervisor Supervisor solution design candidate apply entry level leadership position tend supervise hourly employee sample task job include limit planning prepare work schedule assign employee specific duty coach employee attendance conduct schedule adherence work task develop employee skill train subordinate prioritize multiple task priority make day day decision minimal guidanceentry -level Support Associate solution design entry level position involve little interaction customer solution cover wide variety support position hospitality industry sample task include food preparation dishwashing and/or clean potential job title use solutin Janitor Food Prep Laundry Associate Dishwasher multiple configuration solution availableLine Manager Manager Supervisor Support Supervisor solution design entry level leadership position hospitality industry oversee hourly employee non customer face support position e.g. janitor Laundry Workers Grounds Crew individual role perform duty employee supervise sample task include assign work task take corrective action employee perform poorly monitor employee assess satisfactory completion task potential job title use solution Head Custodian Maintenance Supervisor Buildings Grounds Supervisor Facilities Manager Housekeeping Supervisor Building Grounds Director Housekeepig Director multiple configuration solution availableentry -level Technical Sales Associate solution entry level retail position employee proactively sell specific line product require substantial knowledge product pay and/or performance base sale revenue sample task job include limit obtain detailed product information promote product customer persuade customer buy product complete transaction customer potential job title use solution Sales Representative Retail Sales Associate Sales Clerk multiple configuration solution availableMid Professional Technician technologist solution position healthcare environment perform medical test aide treatment patient sample task job include limit collect sample bodily fluid complete x ray patient conduct analysis medical machine enter result medical test computer potential job title use solutionare Radiologic Technician Medical Technologist Technician Laboratory Technologist multiple configuration solution availableentry Level Graduate Mid Professional Professional Individual Contributor Technology Job Focused Assessment assess \\xa0 key behavioral attribute \\xa0 require success fast pace rapidly evolve \\xa0 technology environment \\xa0 provide indication candidate long term \\xa0 potentialMid Professional Telenurse solution position healthcare environment interact patient telephone sample task job include limit accurately understand patient symptom telephone systematically work patient symptom arrive correct diagnosis recall fact documentation potential job title use solution Telenurse Telephone Nurse Nurse multiple configuration solution availableentry Level Teller cashier position integral financial institution conduct numerous banking transaction day face bank customer Teller Solution contain scale measure person ability handle money prevent transactional error promote quality customer service generate sale referral appropriatelyentry Level Teller solution sale entry level financial institution teller position sample task job include limit balance currency coin check cash check pay money enter customer transaction computer suggestive selling customer service interactionentry Level transcriptionist solution entry level clerical role healthcare environment require employee translate medical information sample task job include limit transcribe dictate report decipher medical jargon proof medical report potential job title use solution Medical Transcriptionist Medical Transcriber Documentation Specialist multiple configuration solution availableentry Level Workplace Safety Individual solution design entry level position measure behavior experience underlie successful safe performance individually orient role work environment solution assess behavior competency foundational safety wide range job include follow policy procedure wear require protective equipment safely operate vehicle and/or machinery take action unsafe situation produce high quality work industry environment entry level position use solution Warehouse Healthcare Delivery Logistics Food Handling Preparation Assembly Installation Transportation Manufacturing Processing Construction Drivers Oil Gas Miningentry Level Workplace Safety Individual solution design entry level position measure behavior experience underlie successful safe performance individually orient role work environment solution assess behavior competency foundational safety wide range job include follow policy procedure wear require protective equipment safely operate vehicle and/or machinery take action unsafe situation produce high quality work industry environment entry level position use solution Warehouse Healthcare Delivery Logistics Food Handling Preparation Assembly Installation Transportation Manufacturing Processing Construction Drivers Oil Gas MiningDirector Workplace Safety team solution design entry level position measure competency experience underlie successful safe performance team base work environment solution predict follow type behavior competency foundational safety wide range job wear require protective equipment work hard responsibly safely move equipment freight material work communicate effectively take action unsafe situation occur follow policy procedure Industries environment entry level position use solution Warehouse Healthcare Delivery Logistics Food Handling Preparation Assembly Installation Transportation Manufacturing Processing Construction Drivers Oil Gas Miningentry Level General Population Professional Individual Contributor Workplace Safety team solution design entry level position measure competency experience underlie successful safe performance team base work environment solution predict follow type behavior competency foundational safety wide range job wear require protective equipment work hard responsibly safely move equipment freight material work communicate effectively take action unsafe situation occur follow policy procedure Industries environment entry level position use solution Warehouse Healthcare Delivery Logistics Food Handling Preparation Assembly Installation Transportation Manufacturing Processing Construction Drivers Oil Gas Miningentry Level General Population Professional Individual Contributor Workplace Safety team solution design entry level position measure competency experience underlie successful safe performance team base work environment solution predict follow type behavior competency foundational safety wide range job wear require protective equipment work hard responsibly safely move equipment freight material work communicate effectively take action unsafe situation occur follow policy procedure Industries environment entry level position use solution Warehouse Healthcare Delivery Logistics Food Handling Preparation Assembly Installation Transportation Manufacturing Processing Construction Drivers Oil Gas Miningentry Level Workplace Safety Solution design entry level position measure competency experience underlie successful safe performance workplace solution measure general tendency behave safely workplace variety assessment type include personality trait safety relate situational judgment biodata potential job title use solution Material Handler Shipping Operator Driver Forklift Operator Crewman Mechanic Receiver'"
+      ]
+     },
+     "execution_count": 68,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "txt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "id": "cd01c492-754c-4799-ad39-5e8caf69e580",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import wordcloud\n",
+    "from wordcloud import WordCloud,STOPWORDS"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "id": "9da10005-3f66-47bf-9966-c4c6a2c6d6dd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def wordcloud(data):\n",
+    "  plt.figure(figsize=(10,10))\n",
+    "  plt.imshow(data,interpolation='bilinear')\n",
+    "  plt.axis('off')\n",
+    "  plt.show() "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "id": "d24d483d-7729-4d85-a6dd-297d9f161472",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_cloud= WordCloud(width=800,height=1000,background_color='black',colormap='plasma').generate(txt)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "id": "98c8a586-1875-4708-acc6-8cb34fafa666",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "wordcloud(df_cloud)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6b88cb86-4a2b-45ab-a1af-64a1db0e7d26",
+   "metadata": {},
+   "source": [
+    "## Sentiment Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "id": "7e280f05-58af-4b68-9829-31f42aa0ef39",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from textblob import TextBlob\n",
+    "def get_sentiment(text):\n",
+    "    analysis = TextBlob(text)\n",
+    "    return analysis.sentiment.polarity"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "id": "db3663af-d20e-4c9d-82f2-dc4758fde95a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Dell\\AppData\\Local\\Temp\\ipykernel_16664\\3753534125.py:1: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  data['sentiment'] = data['cleaned_text'].apply(get_sentiment)\n"
+     ]
+    }
+   ],
+   "source": [
+    "data['sentiment'] = data['cleaned_text'].apply(get_sentiment)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "id": "aa8bd003-8a79-4541-ba02-074218fb7007",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Dell\\anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.histplot(data['sentiment'], kde=True)\n",
+    "plt.title('Sentiment Polarity Distribution')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8a796379-7e7f-4e36-9804-6b3ee3de1ade",
+   "metadata": {},
+   "source": [
+    "## N-grams Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "id": "893d1c76-8d0f-4414-8a42-3817b192a6e4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.feature_extraction.text import CountVectorizer\n",
+    "\n",
+    "def plot_ngrams(data, n=1):\n",
+    "    vectorizer = CountVectorizer(ngram_range=(n, n))\n",
+    "    ngrams = vectorizer.fit_transform(data)\n",
+    "    ngrams_freq = ngrams.sum(axis=0).A1\n",
+    "    ngrams_df = pd.DataFrame(ngrams_freq, index=vectorizer.get_feature_names_out(), columns=['frequency'])\n",
+    "    ngrams_df = ngrams_df.sort_values(by='frequency', ascending=False).head(20)\n",
+    "    \n",
+    "    plt.figure(figsize=(10,5))\n",
+    "    sns.barplot(x=ngrams_df.frequency, y=ngrams_df.index, palette='viridis')\n",
+    "    plt.title(f'Top {n}-grams')\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "id": "a561170f-9a15-4285-9364-00775d749028",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "## Unigrams\n",
+    "plot_ngrams(data['cleaned_text'], n=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "id": "4c11797d-cb79-49dc-8cc1-bb61e136da75",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Bigrams\n",
+    "plot_ngrams(data['cleaned_text'], n=2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bcf7b507-a8b5-473e-9af0-f88f8ece4273",
+   "metadata": {},
+   "source": [
+    "# Model Building"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d88d8a4f-35fe-4988-ba11-494df9b43c82",
+   "metadata": {},
+   "source": [
+    "## Install Required Packages"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "id": "ea522207-9b41-4d22-8af6-2f9a69ffa1b6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#!pip install sentence-transformers faiss-cpu umap-learn matplotlib"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "id": "058e4bbe-6258-41d6-8763-04ebc576d1a0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#!pip install --upgrade typing_extensions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "id": "bd33411e-6014-4b59-b960-43142a89bddc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#!pip install --upgrade transformers"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "id": "3981c796-bb73-4cd9-be8c-0c51e78842f2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#!pip install typing_extensions==4.7.1 --force-reinstall"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "id": "7fed621e-3aba-49ca-9baa-ca3be7502c21",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#!pip install --upgrade sentence-transformers"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "id": "18b34cfa-6958-4028-b2eb-5a5109e29b43",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "fe5141a0e6c7496f97cff3274520d9b0",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Batches:   0%|          | 0/5 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from sentence_transformers import SentenceTransformer\n",
+    "texts = data['cleaned_text'].tolist()\n",
+    "\n",
+    "# Load SBERT model\n",
+    "model = SentenceTransformer('all-MiniLM-L6-v2')\n",
+    "\n",
+    "# Create embeddings\n",
+    "embeddings = model.encode(texts, show_progress_bar=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 85,
+   "id": "a45c8df3-f087-4322-9a99-8208f4ea4a45",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import faiss\n",
+    "\n",
+    "# Convert to float32 for FAISS\n",
+    "embeddings_np = np.array(embeddings).astype('float32')\n",
+    "\n",
+    "# Create FAISS index\n",
+    "index = faiss.IndexFlatL2(embeddings_np.shape[1])  # L2 distance\n",
+    "index.add(embeddings_np)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "20da1245-e18f-4790-b325-f5107937c5d6",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "bbc8d7b7-065e-46b7-a618-2aeba958ee07",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 86,
+   "id": "cc1ba003-6a56-4551-84bc-391d70e10b13",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "new_df = data[['Assesment Name', 'cleaned_text','Duration','Remote Testing Support','URL','Adaptive/IRT','Job Type']].copy()\n",
+    "def recommend_assessments(profile_text, model, index, new_df, top_n=10):\n",
+    "    profile_embedding = model.encode([profile_text]).astype('float32')\n",
+    "    _, indices = index.search(profile_embedding, top_n)\n",
+    "    return new_df.iloc[indices[0]]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "id": "c0009f6d-117d-42f5-8451-8ee8b54cc215",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Assesment Name</th>\n",
+       "      <th>cleaned_text</th>\n",
+       "      <th>Duration</th>\n",
+       "      <th>Remote Testing Support</th>\n",
+       "      <th>URL</th>\n",
+       "      <th>Adaptive/IRT</th>\n",
+       "      <th>Job Type</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>64</th>\n",
+       "      <td>Installation and Repair Technician Solution</td>\n",
+       "      <td>Mid Professional Professional Individual Contr...</td>\n",
+       "      <td>49</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>Mid-Professional,Professional Individual Contr...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>132</th>\n",
+       "      <td>Technician/Technologist Solution</td>\n",
+       "      <td>Mid Professional Technician technologist solut...</td>\n",
+       "      <td>52</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>Mid-Professional</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>107</th>\n",
+       "      <td>Sales Engineer Solution</td>\n",
+       "      <td>Mid Professional Professional Individual Contr...</td>\n",
+       "      <td>61</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>Mid-Professional, Professional Individual Cont...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>84</th>\n",
+       "      <td>Network Engineer/Analyst Solution</td>\n",
+       "      <td>Mid Professional Professional Individual Contr...</td>\n",
+       "      <td>41</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>Mid-Professional, Professional Individual Cont...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>60</th>\n",
+       "      <td>Industrial - Semi-skilled 7.1 (Americas)</td>\n",
+       "      <td>entry -level Industrial semi skilled solution ...</td>\n",
+       "      <td>24</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>no</td>\n",
+       "      <td>Entry -level</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>61</th>\n",
+       "      <td>Industrial - Semi-skilled 7.1 (International)</td>\n",
+       "      <td>entry -level Industrial semi skilled solution ...</td>\n",
+       "      <td>24</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>no</td>\n",
+       "      <td>Entry -level</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>83</th>\n",
+       "      <td>Manufacturing Skilled Maintenance Worker</td>\n",
+       "      <td>entry -level Manufacturing Skilled Maintenance...</td>\n",
+       "      <td>45</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>no</td>\n",
+       "      <td>Entry -level</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>114</th>\n",
+       "      <td>Sales Support Specialist Solution</td>\n",
+       "      <td>entry -level Sales support Specialist solution...</td>\n",
+       "      <td>43</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>Entry -level</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50</th>\n",
+       "      <td>Healthcare Call Center Agent Solution</td>\n",
+       "      <td>entry -level Healthcare Center Agent solution ...</td>\n",
+       "      <td>44</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>Entry -level</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>56</th>\n",
+       "      <td>Industrial - Entry Level 7.0 Solution</td>\n",
+       "      <td>entry -level Industrial Entry level solution d...</td>\n",
+       "      <td>20</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>no</td>\n",
+       "      <td>Entry -level</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                    Assesment Name  \\\n",
+       "64     Installation and Repair Technician Solution   \n",
+       "132               Technician/Technologist Solution   \n",
+       "107                        Sales Engineer Solution   \n",
+       "84               Network Engineer/Analyst Solution   \n",
+       "60        Industrial - Semi-skilled 7.1 (Americas)   \n",
+       "61   Industrial - Semi-skilled 7.1 (International)   \n",
+       "83        Manufacturing Skilled Maintenance Worker   \n",
+       "114              Sales Support Specialist Solution   \n",
+       "50           Healthcare Call Center Agent Solution   \n",
+       "56           Industrial - Entry Level 7.0 Solution   \n",
+       "\n",
+       "                                          cleaned_text  Duration  \\\n",
+       "64   Mid Professional Professional Individual Contr...        49   \n",
+       "132  Mid Professional Technician technologist solut...        52   \n",
+       "107  Mid Professional Professional Individual Contr...        61   \n",
+       "84   Mid Professional Professional Individual Contr...        41   \n",
+       "60   entry -level Industrial semi skilled solution ...        24   \n",
+       "61   entry -level Industrial semi skilled solution ...        24   \n",
+       "83   entry -level Manufacturing Skilled Maintenance...        45   \n",
+       "114  entry -level Sales support Specialist solution...        43   \n",
+       "50   entry -level Healthcare Center Agent solution ...        44   \n",
+       "56   entry -level Industrial Entry level solution d...        20   \n",
+       "\n",
+       "    Remote Testing Support                                                URL  \\\n",
+       "64                     yes  https://www.shl.com/solutions/products/product...   \n",
+       "132                    yes  https://www.shl.com/solutions/products/product...   \n",
+       "107                    yes  https://www.shl.com/solutions/products/product...   \n",
+       "84                     yes  https://www.shl.com/solutions/products/product...   \n",
+       "60                     yes  https://www.shl.com/solutions/products/product...   \n",
+       "61                     yes  https://www.shl.com/solutions/products/product...   \n",
+       "83                     yes  https://www.shl.com/solutions/products/product...   \n",
+       "114                    yes  https://www.shl.com/solutions/products/product...   \n",
+       "50                     yes  https://www.shl.com/solutions/products/product...   \n",
+       "56                     yes  https://www.shl.com/solutions/products/product...   \n",
+       "\n",
+       "    Adaptive/IRT                                           Job Type  \n",
+       "64           yes  Mid-Professional,Professional Individual Contr...  \n",
+       "132          yes                                   Mid-Professional  \n",
+       "107          yes  Mid-Professional, Professional Individual Cont...  \n",
+       "84           yes  Mid-Professional, Professional Individual Cont...  \n",
+       "60            no                                       Entry -level  \n",
+       "61            no                                       Entry -level  \n",
+       "83            no                                       Entry -level  \n",
+       "114          yes                                       Entry -level  \n",
+       "50           yes                                       Entry -level  \n",
+       "56            no                                       Entry -level  "
+      ]
+     },
+     "execution_count": 87,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "profile = \"The Installation and Repair Technician solution is designed for use with entry-level field technician positions in the telecommunications industry. The solution is focused on positions that involve installing, repairing, and maintaining telecommunications equipment, along with some customer interaction, and little to no specific sales components. Sample tasks may include: installing or repairing end-user telecommunications equipment and services, interacting with customers, and installing, or repairing telecommunications network infrastructure. Potential job titles that use this solution are: Installer, Service Technician, and Customer Installation Technician. There are multiple configurations of this solution available\"\n",
+    "recommendations = recommend_assessments(profile, model, index, new_df, top_n=10)\n",
+    "recommendations[['Assesment Name', 'cleaned_text','Duration','Remote Testing Support','URL','Adaptive/IRT','Job Type']]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7d1939b4-918d-48cf-9e89-e980b5bf7cda",
+   "metadata": {},
+   "source": [
+    "# Deployment"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "id": "28d0854f-6f0c-4a36-9204-2ed11cc74682",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Save SBERT model\n",
+    "model.save('sbert_model')\n",
+    "\n",
+    "# Save FAISS index\n",
+    "faiss.write_index(index, 'faiss_index.index')\n",
+    "\n",
+    "# Save the dataframe used for recommendations\n",
+    "new_df.to_csv('assessment_data.csv', index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "c25446c9-cc81-4fa0-be5b-c37e40fbd5f3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#from huggingface_hub import upload_folder\n",
+    "\n",
+    "#upload_folder(\n",
+    " #   repo_id = \"PankhuriSharma9795/SHL-Recommender\",  \n",
+    " #   folder_path=\"C:/Users/Data_Science/My_Project/SHL\",\n",
+    " #   repo_type=\"space\"\n",
+    "#)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4cf3230c-a358-4b23-a7af-a7a3f6c9ef77",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}