{
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   "cell_type": "code",
   "execution_count": 1,
   "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": 2,
   "id": "2539be18-2320-46e8-92d6-3c111db91a77",
   "metadata": {},
   "outputs": [],
   "source": [
    "data=pd.read_excel('SHL_assesment_list.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "551911cd-5cdb-4641-a640-73eb6b5d5124",
   "metadata": {},
   "outputs": [
    {
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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",
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       "    <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",
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       "      <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",
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       "      <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",
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       "      <td>30</td>\n",
       "      <td>Entry -level</td>\n",
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       "      <td>The Apprentice + 8.0 Job-Focused Assessment is...</td>\n",
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       "    <tr>\n",
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       "      <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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       "      <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",
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       "      <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",
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       "      <td>Workplace Safety - Team 7.1 (International)</td>\n",
       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
       "      <td>yes</td>\n",
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       "      <td>20</td>\n",
       "      <td>Entry-Level, General Population, Professional ...</td>\n",
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       "      <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": 3,
     "metadata": {},
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   "execution_count": 4,
   "id": "de4b8792-6b03-4e66-b1ca-ddbe1e1a87e8",
   "metadata": {},
   "outputs": [
    {
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     "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": 5,
   "id": "e90069d9-4ea9-425b-9dbb-77f6d2556a44",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "         Duration\n",
       "count  144.000000\n",
       "mean    38.569444\n",
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   "execution_count": 6,
   "id": "093c622e-86e0-4a64-a1e9-0d926ccccc9b",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "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",
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      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
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   "cell_type": "code",
   "execution_count": 7,
   "id": "7a6ac735-3cfd-41db-9013-ec280e9cd1d6",
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
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       "URL                       0\n",
       "Remote Testing Support    0\n",
       "Adaptive/IRT              0\n",
       "Duration                  0\n",
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     "metadata": {},
     "output_type": "execute_result"
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    "data.isnull().sum()"
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  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "bb939dcb-ab15-432a-a204-b744cdfc4366",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "1"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "43bfa35b-4cd8-40d0-a496-6bd3ad8f0cd1",
   "metadata": {},
   "outputs": [],
   "source": [
    "data=data.drop_duplicates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1724af7f-8ca2-495b-930d-8e97070af0f2",
   "metadata": {},
   "outputs": [
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       "      <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": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Test Type'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Job Type'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Adaptive/IRT'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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": 15,
   "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": 16,
   "id": "ab375692-60ed-4ad4-af81-6f3d0a5f6359",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Dell\\AppData\\Local\\Temp\\ipykernel_14216\\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": 17,
   "id": "0a930309-fdea-4681-b458-35c4c5759605",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Dell\\AppData\\Local\\Temp\\ipykernel_14216\\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": 18,
   "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": 19,
   "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": 20,
   "id": "36a42708-e8c5-4202-96ef-3a51a2849ac7",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Dell\\AppData\\Local\\Temp\\ipykernel_14216\\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": 21,
   "id": "f47cdd8e-c748-4549-88ac-63a486731194",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>cleaned_text</th>\n",
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       "      <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",
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       "      <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",
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       "    <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",
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       "      <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",
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       "      <td>51</td>\n",
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       "      <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",
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       "                            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...  "
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   "source": [
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    "txt=''.join(df)"
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  {
   "cell_type": "code",
   "execution_count": 23,
   "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": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "cd01c492-754c-4799-ad39-5e8caf69e580",
   "metadata": {},
   "outputs": [],
   "source": [
    "import wordcloud\n",
    "from wordcloud import WordCloud,STOPWORDS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "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": 26,
   "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": 27,
   "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": 28,
   "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": 29,
   "id": "db3663af-d20e-4c9d-82f2-dc4758fde95a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Dell\\AppData\\Local\\Temp\\ipykernel_14216\\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": 30,
   "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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CxsYGc+bMadXxUCcn9whkohu1evVqMWXKFBEaGirs7OyElZWVCAgIEA899JA4depUo/V/+eUXMWTIEOHg4CDUarUIDAwUkydPFtu2bTOuM3XqVGFra9vovXPmzGl0R8y2bdtE7969hVqtFgCMd45c7W6mpu58CQwMFGPHjm20HIB46qmnGixLSUkRjz76qPD19RVWVlbC3d1dDBw4ULz11lvGdervWPnhhx8avRd/u3uooKBATJ48WTg5OQlJkpq84+dK17t7p96JEyfE+PHjhaOjo7C2thY9e/ZsdNdSU3kKCwvF9OnThYeHh9BqteKWW24Re/bsaXRnzdWO8crPXXk3k06nEzNmzBDu7u7G4/z7nUHLli0TAMSqVauue3z16u9Qq3/Z2tqKLl26iMmTJ4sffvhB6PX6Ru/5+x1G77//vhg4cKBwc3MT1tbWIiAgQEyfPl2kpqY2eN/s2bOFj4+PUCgUDY7vat8/Te2r/mvzzTffiJkzZwp3d3ehVqvFrbfe2uAuu3rLly8X3bp1EzY2NqJ79+5i9erVje5mEqJlPwdCCLFkyRIRHR0trK2thaOjo5gwYYJITExssE5Lfg6pc5OEaMZQeyKiTuCuu+7C3r17kZqaKtssxkTUcrzMRESdmk6nw+HDh7F//378/PPPWLhwIYsMkYXhmRki6tRSU1MRHBwMBwcHTJkyBYsXL4ZSqZQ7FhG1AMsMERERWTTemk1EREQWjWWGiIiILBrLDBEREVm0Dn83k8FgQEZGBuzt7dtk2nMiIiIyPSEESktL4ePjA4Xi2udeOnyZycjIaPTkXiIiIrIM6enp150BvMOXmfqpvtPT0xtNwU1ERETmqaSkBP7+/s16ZEeHLzP1l5YcHBxYZoiIiCxMc4aIcAAwERERWTSWGSIiIrJoLDNERERk0VhmiIiIyKKxzBAREZFFY5khIiIii8YyQ0RERBaNZYaIiIgsGssMERERWTSWGSIiIrJoLDNERERk0VhmiIiIyKKxzBAREZFFY5khIiIii6aSOwAR0Y1IS0tDXl6ebPt3c3NDQECAbPsnIpYZIrJgaWlpiOjWDZUVFbJl0Gi1OJ2UxEJDJCOWGSKyWHl5eaisqMAD/34PngFd233/2Wnn8d27LyIvL49lhkhGLDNEZPE8A7rCL7SH3DGISCYcAExEREQWjWWGiIiILBrLDBEREVk0lhkiIiKyaCwzREREZNFYZoiIiMiiscwQERGRRWOZISIiIovGMkNEREQWjWWGiIiILBrLDBEREVk0WcvMp59+iujoaDg4OMDBwQGxsbHYuHGj8fPTpk2DJEkNXgMGDJAxMREREZkbWR806efnh3feeQchISEAgOXLl2PChAk4cuQIevSoe2jcqFGjsHTpUuN7rK2tZclKRERE5knWMjN+/PgGH7/99tv49NNPsXfvXmOZUavV8PLykiMeERERWQCzGTOj1+uxatUqlJeXIzY21rh8165d8PDwQFhYGB577DHk5OTImJKIiIjMjaxnZgDgxIkTiI2NRVVVFezs7PDzzz+je/fuAIDRo0fj7rvvRmBgIFJSUvD6669j6NChOHToENRqdZPb0+l00Ol0xo9LSkra5TiIiIhIHrKXmfDwcBw9ehRFRUX46aefMHXqVOzevRvdu3fHvffea1wvMjISffv2RWBgIDZs2IBJkyY1ub358+dj7ty57RWfiIiIZCb7ZSZra2uEhISgb9++mD9/Pnr27IkPP/ywyXW9vb0RGBiI5OTkq25v9uzZKC4uNr7S09NNFZ2IiIjMgOxnZv5OCNHgMtGV8vPzkZ6eDm9v76u+X61WX/USFBEREXU8spaZV155BaNHj4a/vz9KS0uxatUq7Nq1C5s2bUJZWRni4uJw1113wdvbG6mpqXjllVfg5uaGiRMnyhmbiIiIzIisZSY7OxsPPfQQMjMz4ejoiOjoaGzatAnDhw9HZWUlTpw4ga+//hpFRUXw9vbGkCFDsHr1atjb28sZm4iIiMyIrGXmyy+/vOrnNBoNNm/e3I5piIiIyBLJPgCYiIiI6EawzBAREZFFY5khIiIii8YyQ0RERBaNZYaIiIgsGssMERERWTSWGSIiIrJoLDNERERk0VhmiIiIyKKxzBAREZFFY5khIiIii8YyQ0RERBaNZYaIiIgsGssMERERWTSWGSIiIrJoLDNERERk0VhmiIiIyKKxzBAREZFFY5khIiIii8YyQ0RERBaNZYaIiIgsGssMERERWTSWGSIiIrJoLDNERERk0VhmiIiIyKKxzBAREZFFY5khIiIii8YyQ0RERBaNZYaIiIgsGssMERERWTSWGSIiIrJoLDNERERk0VhmiIiIyKKxzBAREZFFY5khIiIii8YyQ0RERBaNZYaIiIgsmqxl5tNPP0V0dDQcHBzg4OCA2NhYbNy40fh5IQTi4uLg4+MDjUaDwYMHIzExUcbEREREZG5kLTN+fn545513cPDgQRw8eBBDhw7FhAkTjIVlwYIFWLhwIRYvXowDBw7Ay8sLw4cPR2lpqZyxiYiIyIzIWmbGjx+PMWPGICwsDGFhYXj77bdhZ2eHvXv3QgiBRYsW4dVXX8WkSZMQGRmJ5cuXo6KiAitWrJAzNhEREZkRsxkzo9frsWrVKpSXlyM2NhYpKSnIysrCiBEjjOuo1WoMGjQI8fHxV92OTqdDSUlJgxcRERF1XLKXmRMnTsDOzg5qtRpPPPEEfv75Z3Tv3h1ZWVkAAE9Pzwbre3p6Gj/XlPnz58PR0dH48vf3N2l+IiIikpfsZSY8PBxHjx7F3r178c9//hNTp07FqVOnjJ+XJKnB+kKIRsuuNHv2bBQXFxtf6enpJstORERE8lPJHcDa2hohISEAgL59++LAgQP48MMP8e9//xsAkJWVBW9vb+P6OTk5jc7WXEmtVkOtVps2NBEREZkN2c/M/J0QAjqdDsHBwfDy8sLWrVuNn6uursbu3bsxcOBAGRMSERGROZH1zMwrr7yC0aNHw9/fH6WlpVi1ahV27dqFTZs2QZIkPPfcc5g3bx5CQ0MRGhqKefPmQavVYsqUKXLGJiIiIjMia5nJzs7GQw89hMzMTDg6OiI6OhqbNm3C8OHDAQAvvfQSKisr8eSTT6KwsBD9+/fHli1bYG9vL2dsIiIiMiOylpkvv/zymp+XJAlxcXGIi4trn0BERERkccxuzAwRERFRS7DMEBERkUVjmSEiIiKLxjJDREREFo1lhoiIiCwaywwRERFZNJYZIiIismgsM0RERGTRWGaIiIjIorHMEBERkUVjmSEiIiKLxjJDREREFo1lhoiIiCwaywwRERFZNJYZIiIismgsM0RERGTRWGaIiIjIorHMEBERkUVjmSEiIiKLppI7ABFRW9IbBC7mlyO7VIf8Mh1q9ALWSgVs1Ur4u2jh76yFtYr/jiPqSFhmiKhDqKzW40h6IU5eLkFljb7JdY5dKoZCArp5O+CmIBc4aKzaOSURmQLLDBFZvPRyBX7be9FYYmytlQh0tYWbnTVsrJSo1htQWF6N1PwKFFfWIDGjBEmZJejl74TYrq5QKXimhsiSscwQkcXS1Qq4jX8R+/NVAPRwtbVG/2AXdHG3g1IhNfmejKJK7E3JR3pBJQ6nFSGtoAKjI73hYmvdvuGJqM3wnyNEZJEKy6sRtzsftt0HQYJA/2AX3H9TAEI97a9aZADAx0mDSb39MD7aGxorJfLKqrHqQBrSCiraMT0RtSWWGSKyOLmlOtz1WTzO5NdAX1WGWz1qMaCL6zVLzN91cbfDA/0D4OekQY1eYO3RDCRnl5owNRGZCssMEVmU0qoaTFu6Hxdyy+GmVSD72xfhbiNatS1btQoTevsgxMMOeiHw28ksnGWhIbI4LDNEZDF0tXo88e0hJGaUwNXWGnGDXFGTn35D21QpFBgd6YUePg4AgM2JWbzkRGRhWGaIyGK8tT4Jf57Lh9ZaiaWP9IOPfdvcw6CQJAyN8ECohx0MAlh/PAM5pVVtsm0iMj2WGSKyCOuOZeCbvRcBAIun9Ea0n1Obbl8hSRjRwxN+znVjaNYfz0RlddPz1RCReWGZISKzdyG3DC//dBwA8NSQrhga4WmS/agUCoyL9oajxgqlVbXYmJgJg2jdeBwiaj8sM0Rk1mr1Bjy3+ijKq/XoH+yC528PM+n+1ColxkV7Q6WQkF5Qib0X8k26PyK6cSwzRGTWlvyRguOXiuFgo8JH9/eGSmn6X1tudmrc3q3u7M+B1EJcKuSAYCJzxjJDRGbrfG4ZFm49CwB4fVx3eDrYtNu+w73sjXc4bTmVDV0tx88QmSuWGSIySwaDwL9/PI7qWgNuC3PH5Bi/ds9wW6i7cfzMrjO57b5/ImoelhkiMku/HL2MgxcLobVWYv6kKEhS82f3bSvWKgVG9vCEBOB0Viku5Ja1ewYiuj6WGSIyO2W6Wryz8TQA4OmhIfB10siWxdtRgz6BzgCAnWdyebmJyAyxzBCR2Vm84xxySnUIdNVi+i3BcsfBgGAXOGqsUKarRfw53t1EZG5kLTPz589Hv379YG9vDw8PD9x55504c+ZMg3WmTZsGSZIavAYMGCBTYiIytbT8Cnz1RwoA4PWx3aFWKWVOBKiUCgyL8AAAHL9cjIyiSpkTEdGVZC0zu3fvxlNPPYW9e/di69atqK2txYgRI1BeXt5gvVGjRiEzM9P4+u2332RKTESmtnDrGVTrDbg11A3DunnIHcfI30WL7t51dzftOpPLyfSIzEjbPNiklTZt2tTg46VLl8LDwwOHDh3CbbfdZlyuVqvh5eXV3vGIqJ2dyijBr8cyAAD/HhUhy6Dfa7k5xBXnc8uQW6bDicvFcJU7EBEBMLMxM8XFxQAAFxeXBst37doFDw8PhIWF4bHHHkNOTs5Vt6HT6VBSUtLgRUSW4f9tOQMhgHHR3oj0dZQ7TiNaaxViu9RVmITz+dBxLDCRWTCbMiOEwKxZs3DLLbcgMjLSuHz06NH47rvvsGPHDrz//vs4cOAAhg4dCp1O1+R25s+fD0dHR+PL39+/vQ6BiG7AgdQC7DidA6VCwr9GhMsd56qi/BzhbqeGrtaAxGL5x/MQkRmVmaeffhrHjx/HypUrGyy/9957MXbsWERGRmL8+PHYuHEjzp49iw0bNjS5ndmzZ6O4uNj4Sk9Pb4/4RHSDFm2rm+n3nr7+CHazlTnN1SkkCYPC3QEAKWUKWLnyH0xEcpN1zEy9Z555BmvXrsXvv/8OP79rz/Lp7e2NwMBAJCcnN/l5tVoNtVptiphEZCKHLhbiz3P5UCkkPDWkq9xxrsvXSYOu7rY4n1sOp8GPyB2HqNOT9cyMEAJPP/001qxZgx07diA4+PrzSeTn5yM9PR3e3t7tkJCI2sN/d9T94+SuPn7wc9bKnKZ5bg5xgwQBbchNOJnT9GVvImofspaZp556Ct9++y1WrFgBe3t7ZGVlISsrC5WVdXM4lJWV4YUXXkBCQgJSU1Oxa9cujB8/Hm5ubpg4caKc0YmojRxLL8KuM7lQKiQ8aQFnZeo5a60RbGcAACw/VgqDgbdqE8lF1jLz6aefori4GIMHD4a3t7fxtXr1agCAUqnEiRMnMGHCBISFhWHq1KkICwtDQkIC7O3t5YxORG3k453nAAATevkg0NV8x8o0pZujHgZdBc4X1mDd8Qy54xB1WrKOmRHXmXRKo9Fg8+bN7ZSGiNpbSl45tiZlAwCeHGw5Z2Xq2SiB4n0/wvm2h/He5jMYFellFjMWE3U2ZnM3ExF1Pkv/TIEQwNAID4R4WObZ1tIDv8JFo8Clwkp8HX9R7jhEnRLLDBHJoqiiGj8cvAQAmGEGD5NsLVGrw/2RdUXsvzuSUVxRI3Mios6HZYaIZLFifxoqa/To5u2A2K6W/WCAwYEaRHjZo6SqFp/vOS93HKJOh2WGiNpdda0By+NTAdSdlTG3ZzC1lFIhYdbwMADA0j9TkVfGW7WJ2hPLDBG1uw0nMpBdooOHvRrje/rIHadNDO/uiWg/R1RU6/HZLp6dIWpPLDNE1K6EEFiyJwUAMHVgEKxVHePXkCT93zOlvtl7EVnFVTInIuo8OsZvESKyGHsvFCAxowQ2VgpMuSlA7jht6rZQN/QLcoau1mCcP4eITI9lhoja1Zd/XAAATI7xg7Ottcxp2taVZ2dWHUhDekGFzImIOgeWGSJqNxdyy7AtKQcA8OjNlns79rUM6OKKW0LcUKMXxmdOEZFpscwQUbv5bl8agLpJ8rq428mcxnRmjai7s+mnw5dxIbdM5jREHR/LDBG1i6oaPX48VDdJ3kMDAmVOY1p9ApwxLMIDeoPAh9t5dobI1FhmiKhdbDieieLKGvg6aXBbmLvccUzu+b/mnVl7LAPnckplTkPUsbHMEFG7+HZf3XOLpvQPgFJh2ZPkNUekryNGdPeEEMCibTw7Q2RKLDNEZHKJGcU4klYElULCPX395Y7Tbp67ve7szIYTmTibzbMzRKbCMkNEJrfir4G/IyO94G6vljlN++nu44DRkV4QAviQZ2eITIZlhohMqkxXi1+OXAYAPNC/Y02S1xzP3h4KoO7szOmsEpnTEHVMLDNEZFK/HLmM8mo9urjbIraLZT8duzUivBwwNsobALBoK8/OEJkCywwRmYwQwji3zAP9Ay3+6dit9eztoZAkYFNiFhIziuWOQ9ThsMwQkckcTitCUmYJ1CoF7urjK3cc2YR52mNcdN3TwTl2hqjtscwQkcl899ft2OOifeCk7VjPYWqpZ4eFQJKALaeycfIyz84QtSWV3AGIyLKlpaUhLy+v0fLyagPWH8sGAPR1qsThw4fbfN9JSUltvk1TCfGwx4SePvjlaAYWbTuLJVP7yR2JqMNgmSGiVktLS0NEt26orGj8dGi7nqPgOuppVOddxJSR40yao6zMMp5/NHNYKNYey8C2pBwcv1SEaD8nuSMRdQgsM0TUanl5eaisqMAD/34PngFdG3xuR5YKhdVATIgvwj5eY5L9J+3fjY3LP0RVVZVJtt/Wurjb4c5evlhz5DIWbUvGV9N4doaoLbDMENEN8wzoCr/QHsaP88p0KExLg0ICBkSFQmttml812WnnTbJdU3pmWCh+PZaBHadzcCStEL0DnOWORGTxOACYiNpcYkbd5HDBbrYmKzKWKtjNFhN7193ZxWc2EbUNlhkialN6gzDOdNvDx1HmNObpmaEhUCok7D6bi0MXC+WOQ2TxWGaIqE1dyCtDVY0BtmolAl20cscxS4GutsZ5dxZtOytzGiLLxzJDRG2q/hJTNy8HKBSdc8bf5nhmaChUCgl7kvNwMLVA7jhEFq1VZaZLly7Iz89vtLyoqAhdunS54VBEZJlKq2qQll93m3Z3HweZ05g3fxct7u7rBwD4gGdniG5Iq8pMamoq9Hp9o+U6nQ6XL1++4VBEZJmSMkshAPg6aeDcyWf8bY6nhoTASinhz3P52Heh8T8Qiah5WnSbwdq1a43/v3nzZjg6/t/gPr1ej+3btyMoKKjNwhGR5RBC4FRm3SUmnpVpHj9nLe7p64/v9qXhg21nseofsXJHIrJILSozd955JwBAkiRMnTq1weesrKwQFBSE999/v83CEZHluFxUieLKGlgrFQj1sJM7jsV4akgIfjh4CXsvFCDhfD5iu7rKHYnI4rToMpPBYIDBYEBAQABycnKMHxsMBuh0Opw5cwbjxpl22nIiMk9JmaUAgFBPO1gpeW9Bc/k4aXBvP38AdWNnhBAyJyKyPK36jZOSkgI3N7e2zkJEFqrWACTn1JWZbt68xNRSTw7pCmuVAvtTChB/nmNniFqq1VNzbt++Hdu3bzeeobnSV199dcPBiMhyZFQqUKMXcNRYwcfRRu44FsfbUYMpNwVgWXwqPth6FgO7ukKSeFs7UXO16szM3LlzMWLECGzfvh15eXkoLCxs8CKizuVied2vkggve/4l3Er/HNwVapUCBy8W4o9zeXLHIbIorSozn332GZYtW4Z9+/bhl19+wc8//9zg1Vzz589Hv379YG9vDw8PD9x55504c+ZMg3WEEIiLi4OPjw80Gg0GDx6MxMTE1sQmIhNQ2rsip6quwPASU+t5OthgSv8AAMAHWzl2hqglWlVmqqurMXDgwBve+e7du/HUU09h79692Lp1K2prazFixAiUl5cb11mwYAEWLlyIxYsX48CBA/Dy8sLw4cNRWlp6w/snohtn230IAAk+TjZw1FjJHcei/XNwV9hYKXA4rQi7z+bKHYfIYrSqzMyYMQMrVqy44Z1v2rQJ06ZNQ48ePdCzZ08sXboUaWlpOHToEIC6szKLFi3Cq6++ikmTJiEyMhLLly9HRUVFm+yfiG6MEAK2kUMB8KxMW/Cwt8GD/QMBAB9sS+bZGaJmatUA4KqqKnz++efYtm0boqOjYWXV8F9jCxcubFWY4uJiAICLiwuAurumsrKyMGLECOM6arUagwYNQnx8PB5//PFG29DpdNDpdMaPS0pKWpWFiK7vXGENrN0CoJBEp55bJikpqc22NdBFj6+VwLH0Iiz5LQEx3tceUO3m5oaAgIA22z+RJWpVmTl+/Dh69eoFADh58mSDz7V28J8QArNmzcItt9yCyMhIAEBWVhYAwNPTs8G6np6euHjxYpPbmT9/PubOnduqDETUMrtSKwEAvhoD1CqlzGnaX0lB3aWgBx98sE236zT4ETj2vwtvfL8PWV/Puua6Gq0Wp5OSWGioU2tVmdm5c2db58DTTz+N48eP448//mj0ub8XJCHEVUvT7NmzMWvW//3wl5SUwN/fv23DEhGqaw34I62uzATYGq6zdsdUWVZ35nfs468iPDqmzbar0wMbMwTU3mG4772f4aNt+nJTdtp5fPfui8jLy2OZoU6t1fPMtKVnnnkGa9euxe+//w4/Pz/jci8vLwB1Z2i8vb2Ny3NychqdramnVquhVqtNG5iIsON0DkqrBWpL8+Hpby93HFm5+gTCL7RHm26ztyoPBy8W4myVLfpGB0DBW96JrqpVZWbIkCHXvJy0Y8eOZm1HCIFnnnkGP//8M3bt2oXg4OAGnw8ODoaXlxe2bt2K3r17A6i7k2r37t149913WxOdiNrImsOXAADlp3ZB6jFe5jQdT0ygM05cLkZ+WTXOZJVygDXRNbSqzNSPl6lXU1ODo0eP4uTJk40eQHktTz31FFasWIFff/0V9vb2xjEyjo6O0Gg0kCQJzz33HObNm4fQ0FCEhoZi3rx50Gq1mDJlSmuiE1EbKCivxs4zOQCA8pM7gLtZZtqajZUSMYHOiD+fj4QL+Qj1tINKwWdeETWlVWXmgw8+aHJ5XFwcysrKmr2dTz/9FAAwePDgBsuXLl2KadOmAQBeeuklVFZW4sknn0RhYSH69++PLVu2wN6+c5/WJpLTumMZqNELdHFW4WJe04Px6cb18nfCsUtFKK2qxYlLxegd4Cx3JCKz1KY1/8EHH2zRc5mEEE2+6osMUDf4Ny4uDpmZmaiqqsLu3buNdzsRkTx++usS05BArcxJOjYrpQL9g10BAAdSC6Gr1cuciMg8tWmZSUhIgI0NHzJH1JElZ5fi+KViqBQSbgngz7up9fB2gJPWCpU1ehxOK5I7DpFZatVlpkmTJjX4WAiBzMxMHDx4EK+//nqbBCMi8/TT4csAgMHhHnC04RgOU1MoJAzs4orfTmbhSFohon0dYas2ixtRicxGq34iHB0dG3ysUCgQHh6ON998s8FsvUTUsegNAj8fqbvENDnGF6jOlDlR5xDiYQdPBzWyS3Q4kFqAweEeckciMiutKjNLly5t6xxEZAHiz+chu0QHR40VhkR4IPE4y0x7kCQJN3d1w5ojl3HicjF6+TvBSWstdywis3FD5yoPHTqEpKQkSJKE7t27G+eCIaKO6adDdWdl7ujp0ykfXyAnfxctAl21uJhfgT/P5WNstPf130TUSbSqzOTk5OC+++7Drl274OTkBCEEiouLMWTIEKxatQru7u5tnZOIZFZaVYNNiXVzQd0V43edtckUbg1xQ1p+Gs7lluFyUaXccYjMRqtG7z3zzDMoKSlBYmIiCgoKUFhYiJMnT6KkpAQzZ85s64xEZAY2nsxCVY0BXdxt0dPP8fpvoDbnaqdGD5+6mYD3JOdCNP3IJqJOp1VnZjZt2oRt27ahW7duxmXdu3fHxx9/zAHARB1U/SWmu/r4XfNxJmRaA7q44kx2KbJLdLhkxbvJiIBWnpkxGAywsrJqtNzKygoGQ+d8ei5RR5ZeUIF9KQWQJGBib1+543RqtmoV+ga6AABOFikBZePfxUSdTavKzNChQ/Hss88iIyPDuOzy5ct4/vnnMWzYsDYLR0Tm4ecjdXPLDOzqCh8njcxpqHeAE+zUKlToJTjE3CF3HCLZtarMLF68GKWlpQgKCkLXrl0REhKC4OBglJaW4r///W9bZyQiGQkhjE/IvqsPB/6aAyulArFd6x5z4DjwHpToeEacOrdWjZnx9/fH4cOHsXXrVpw+fRpCCHTv3h233357W+cjIpkdTitEan4FtNZKjOzhJXcc+ks3L3scSM5EEWyx6mQpBsfKnYhIPi06M7Njxw50794dJSUlAIDhw4fjmWeewcyZM9GvXz/06NEDe/bsMUlQIpLHj4fqLjGNjvTmNPpmRJIkRDvXPXhyy4UKJGWWyJyISD4tKjOLFi3CY489BgcHh0afc3R0xOOPP46FCxe2WTgikldVjR7rj9eNjburDwf+mht3G4Hy03tgEEDc2kQI3qtNnVSLysyxY8cwatSoq35+xIgROHTo0A2HIiLzsC0pG6VVtfB10mBAF1e541ATCnd+BWslsC+lABtO8PES1Dm1qMxkZ2c3eUt2PZVKhdzc3BsORUTmoX5umTt7+0Ch4Nwy5khfkotJEXYAgHkbklBZrZc5EVH7a1GZ8fX1xYkTJ676+ePHj8Pbm88LIeoIckqr8HtyHgBgEu9iMmsTwu3g66RBRnEVPt19Xu44RO2uRWVmzJgxeOONN1BVVdXoc5WVlZgzZw7GjRvXZuGISD6/HsmA3iDQO8AJXd3t5I5D16BWSXhtbN2M7J/tPo/0ggqZExG1rxaVmddeew0FBQUICwvDggUL8Ouvv2Lt2rV49913ER4ejoKCArz66qumykpE7UQIgZ84t4xFGRXphYFdXVFda8DbG5LkjkPUrlp0n6Wnpyfi4+Pxz3/+E7NnzzaOnJckCSNHjsQnn3wCT09PkwQlovaTmFGC01mlsFYpMD7aR+441AySJGHO+B4Y89EebErMwh/Jebgl1E3uWETtosWTRgQGBuK3335DYWEhzp07ByEEQkND4ezsbIp8RCSD+rMyw7t7wlHLZ/9YinAvezw0IBDL4lMxd10ifnv2Vlgp+TBK6vha/V3u7OyMfv364aabbmKRIepAavQGrD1aN7fMZF5isjjP3x4GF1trJOeU4ZuEi3LHIWoXrOxE1MCuM7nIL6+Gu70at/IyhcVx1FrhxZHhAIAPtp1FXplO5kREpscyQ0QNGOeW6eUDFS9RWKR7+voj0tcBpVW1eGfjabnjEJkcf1MRkVFheTW2n84GANwVw0tMlkqpkPDmhEgAwI+HLmF/SoHMiYhMi2WGiIzWHstAjV6gh48DIrwaP4ONLEefAGfcf5M/AOC1X06gRm+QORGR6bDMEJER55bpWP49KgIuttY4m12GL/9IkTsOkcmwzBARACA5uxTHLxVDpZAwoRfnlukInLTWmD06AgDw4bZkXC6qlDkRkWmwzBARAODHv87KDA73gKudWuY01FYmx/jhpiAXVNboMXdtotxxiEyCZYaIoDcI/HLkMgBgcoyvzGmoLUmShP/cGQmVQsKWU9nYnpQtdySiNscyQ0T441weskt0cNJaYUiEh9xxqI2Fe9lj+i3BAIA5axNRWa2XORFR22KZISLj3DJ39PSBWqWUOQ2ZwsxhofBxtMGlwkos3pksdxyiNsUyQ9TJlVTVYHNiFgDexdSR2apVmHNHDwDA579fwLmcUpkTEbUdlhmiTu6345nQ1RoQ4mGHaD9HueOQCY3o7olhER6o0Qu89stJCCHkjkTUJlhmiDq5K+eWkSRJ5jRkSpIkIe6OHrCxUmDvhQKsOXxZ7khEbYJlhqgTu5hfjgOphVBIwMTevIupM/B30WLmsFAAwFsbTqGgvFrmREQ3jmWGqBP76a9/md8c4gYvRxuZ01B7eezWLojwskdhRQ3e3pAkdxyiGyZrmfn9998xfvx4+Pj4QJIk/PLLLw0+P23aNEiS1OA1YMAAecISdTAGg8Cavy4xTeZDJTsVK6UC8yZFQZLqLjPGn8uTOxLRDZG1zJSXl6Nnz55YvHjxVdcZNWoUMjMzja/ffvutHRMSdVz7UwtwqbAS9moVRnT3kjsOtbM+Ac54aEAgAOCVn0+gqoZzz5DlUsm589GjR2P06NHXXEetVsPLi79oidpa/dwyY6O9obHm3DKd0Ysjw7E5MQup+RVYvOMcXhgZLnckolaRtcw0x65du+Dh4QEnJycMGjQIb7/9Njw8rj5DqU6ng06nM35cUlLSHjGJZJOWloa8vJZdJqisMWDdsRwAQJRdBQ4fPtyqfSclcbyFJbO3scLcO3rgiW8P47Pd53FHLx+EedrLHYuoxcy6zIwePRp33303AgMDkZKSgtdffx1Dhw7FoUOHoFY3/SC8+fPnY+7cue2clEgeaWlpiOjWDZUVFS16n23U7XAb8xxqCi7jwVHjbjhHWVnZDW+D5DGyhxdu7+aJbUnZmL3mBH54PBYKBW/RJ8ti1mXm3nvvNf5/ZGQk+vbti8DAQGzYsAGTJk1q8j2zZ8/GrFmzjB+XlJTA39/f5FmJ5JCXl4fKigo88O/34BnQtdnv25WtQr4O6B3sifs+XtPq/Sft342Nyz9EVVVVq7dB8pIkCW9O6IGE83k4dLEQKw+k4YH+gXLHImoRsy4zf+ft7Y3AwEAkJ1/9uSJqtfqqZ22IOirPgK7wC+3RrHULK6qRn3YREoD+UaGwU7f+10B22vlWv5fMh4+TBi+MDMfcdafwzsbTGN7NEx4OvFWfLIdFzTOTn5+P9PR0eHt7yx2FyGKdyqgbRxboqr2hIkMdy8OxQejp54jSqlrMXXdK7jhELSJrmSkrK8PRo0dx9OhRAEBKSgqOHj2KtLQ0lJWV4YUXXkBCQgJSU1Oxa9cujB8/Hm5ubpg4caKcsYkslsEgkJRVV2a6+zjInIbMiVIhYd6kKCgVEjacyMSO09lyRyJqNlnLzMGDB9G7d2/07t0bADBr1iz07t0bb7zxBpRKJU6cOIEJEyYgLCwMU6dORVhYGBISEmBvz9H2RK1xsaAC5To9NFZKdHGzkzsOmZkePo6YfkswAOD1XxJRrquVORFR88h6jnnw4MHXfGrr5s2b2zENUcdXf4kp3MseSt6xQk147vZQbDieictFlfhg61m8Nq673JGIrsuixswQUetVVutxIa/uFuru3rzERE3TWqvw1sRIAMBXf6bg5OVimRMRXR/LDFEncTqrBAYBeNir4W7PO/7o6oaEe2B8Tx8YBPDymuOo1RvkjkR0TbyVgagTEEIgMZMDfzsqU8zEPDFQjx2nJJy8XIK3v/8D48OvPsbKzc0NAQEBbZ6BqLlYZog6gZxSHfLLqqFUSAjndPUdRklBLgDgwQcfNMn27XqOhOuoZ/DlgRz85/HJ0JfmNrmeRqvF6aQkFhqSDcsMUSdw6q+zMl3dbWFjxYdKdhSVZXV/rmMffxXh0TFtvn0hgN05BuRDg76zvsRA91pIfxs3np12Ht+9+yLy8vJYZkg2LDNEHVyt3oAzWaUAOPC3o3L1CWz2DNAtNca3Gt/tu4isKgWqHAMQyjN7ZIY4AJiogzufWw5drQH2Nir4u2jljkMWxsXWGn2DXAAAu87mQlejlzkRUWMsM0QdXP0lpm7eDlD8/RoBUTP0C3SGk9YKFdV6/Hk+X+44RI2wzBB1YCVVNUgrqADAS0zUeiqlAsMiPAAAJy4X43JRpcyJiBpimSHqwJL+mvHXz1kDR42VzGnIkvk5a9Hjr9v6tydlo9bAuWfIfLDMEHVQhivmlunBuWWoDdwS4gattRKFFTU4kFoodxwiI5YZog4qraACpVW1UKsUCHHnQyXpxtlYKTE4zB0AcDC1APllOpkTEdVhmSHqoOqfqdPNywEqJX/UqW2EeNihi5stDALYlpSDazwrmKjd8DccUQdUrqtFSl45AKCHLy8xUduRJAmDw91hrVQgq6QK58v41wjJj9+FRB1QUmbdQyW9HGzgZseHSlLbsrexwsAQVwBAYpESSns3mRNRZ8cyQ9TBCCFw8q+7mCJ5VoZMJNrXEd6ONqgVElxGPAnB600kI5YZog7mUmEliitrYK1UIIxTz5OJSJKEYREeUEBAG3IT/kyvkjsSdWIsM0QdzMmMuoG/YV52sOLAXzIhVzs1wh3rHm/w5ZESFFVUy5yIOiv+piPqQCpr9DifUzfwN9LHUeY01BmEOxhQnXcRxToD3t6QJHcc6qRYZog6kNOZJdALAXd7NTwdbOSOQ52AUgIKNv0XEoAfDl3Cn+fy5I5EnRDLDFEH0WDgL2f8pXaku3wao0Lqnsj+ys8nUFnNJ2tT+2KZIeogMourUFBeDZVCQrgXB/5S+3ogyh7ejja4mF+BRdvPyh2HOhmWGaIOon7gb6inHdQqpcxpqLPRWinwnwmRAIAle1KMM1ATtQeWGaIOoMYAJGeXAeDAX5LP7d09MTbaG3qDwMtrjqNWzydrU/tgmSHqANLKFag1CLjYWsPbkQN/ST5zxneHg40KJy+XYOmfqXLHoU6CZYaoA0j56/k4kT4OkCRJ5jTUmXnY2+C1sd0BAO9vPYPUv54RRmRKLDNEFs7aKwTFNQooJQkR3ryLieR3d18/DOzqiqoaA1766TgMBj7qgEyLZYbIwtn1Gg0ACPGwg8aKA39JfpIk4d27oqG1VmJ/SgGWJ6TKHYk6OJYZIgtWXm2AbfdBAIAoPw78JfPh76LF7DHdAADvbjrNy01kUiwzRBZsZ2olFFY2cLAywIcDf8nMPHBTwP9dbvqRl5vIdFhmiCyUEAKbz9f9a7eLnYEDf8nsKBRXXG5K5eUmMh2WGSILlXAhH5dL9TBUVyLAlvN5kHni5SZqDywzRBbqu71pAIDyxJ2w4k8ymTFebiJT469AIguUU1KFzYlZAIDSI7/JnIbo2uovN9n+dblpWXyq3JGog2GZIbJAqw6ko9YgEO5qhZrcVLnjEF3XlZebFmw+jRRebqI2xDJDZGFq9Qas3F93iWlUiFbmNETNN+WKy00v/nAMel5uojYia5n5/fffMX78ePj4+ECSJPzyyy8NPi+EQFxcHHx8fKDRaDB48GAkJibKE5bITOw4nYPM4iq42Foj1k8jdxyiZrvyctPBi4X4bPd5uSNRByFrmSkvL0fPnj2xePHiJj+/YMECLFy4EIsXL8aBAwfg5eWF4cOHo7S0tJ2TEpmPb/ZeBFA3Zby1krdjk2Xxd9Ei7o4eAIAPtp7F8UtF8gaiDkHWMjN69Gi89dZbmDRpUqPPCSGwaNEivPrqq5g0aRIiIyOxfPlyVFRUYMWKFTKkJZJfal459iTnQZKAB24KlDsOUatMjvHDmCgv1BoEnlt1FBXVtXJHIgtntmNmUlJSkJWVhREjRhiXqdVqDBo0CPHx8TImI5LPir/GytwW6o4AV46XIcskSRLmTYyCl4MNLuSV4z/rk+SORBZOJXeAq8nKqrvt1NPTs8FyT09PXLx48arv0+l00Ol0xo9LSkpME5ConVXV6PH9wXQAwEMDeFaGzEtSUssLyT97axG3uwor96ch0KoUN/m27pEcbm5uCAgIaNV7qWMw2zJT7+9TtAshrjlt+/z58zF37lxTxyJqdxuOZ6Kooga+ThoMifCQOw4RAKCkIBcA8OCDD7bq/U6DH4Fj/7vw9tZUZH71NPTlhS3ehkarxemkJBaaTsxsy4yXlxeAujM03t7exuU5OTmNztZcafbs2Zg1a5bx45KSEvj7+5suKFE7+XZf3RnJ+2/yh1LBgb9kHirL6s5+j338VYRHx7T4/XoB7MwyoFjriN7/Wo5bPWrRkseMZaedx3fvvoi8vDyWmU7MbMtMcHAwvLy8sHXrVvTu3RsAUF1djd27d+Pdd9+96vvUajXUanV7xSRqFycvF+NIWhFUCgn39GM5J/Pj6hMIv9AerXrvHb7VWHUgDbk6BS4pvRDb1bWN01FHJ2uZKSsrw7lz54wfp6Sk4OjRo3BxcUFAQACee+45zJs3D6GhoQgNDcW8efOg1WoxZcoUGVMTtb/66d/HRHnDw7514wqIzJWLrTWGRnhgc2I29qcWwMfJBoGutnLHIgsia5k5ePAghgwZYvy4/vLQ1KlTsWzZMrz00kuorKzEk08+icLCQvTv3x9btmyBvb29XJGJ2l1emQ5rj2YAAKbdHCRvGCITifByQEZRFU5cLsbmxGzcf5M/7G2s5I5FFkLWMjN48GAIcfXprCVJQlxcHOLi4tovFJGZWbU/DdV6A3r6OaK3v5PccYhM5rZQN2SXVCGnVIeNJ7NwVx8/jg+jZjHbeWaICKjRG4wz/k67Oeiad/IRWTqVUoExUd6wVimQWVyF+PN5ckciC8EyQ2TGNidmIbtEBzc7NcZEeV//DUQWzlFjheHd6u5YPZxWhNNZnCuMro9lhsiMLfszFQDwQP8AqFVKecMQtZMQDzv0DXQGAGxLykFWcZXMicjcscwQmakTl4px8GIhrJQSHujP+TOocxnY1RVd3GyhNwisO56B0qoauSORGWOZITJTDW7HduDt2NS5SJKEkT284GZnjYpqPdYdy0SN3iB3LDJTLDNEZiivTId1x/66HXtgkLxhiGRirVJgfLQPNFZK5JbpsDkx65p3wFLnxTJDZIZW7vvrdmx/J/QOcJY7DpFsHDRWGBftDaUk4XxuOf48ly93JDJDLDNEZkZXq8fXf92O/QjPyhDBx0mDYd3qHq56KK0QB1MLZE5E5oZlhsjMrD2agdxSHbwcbDA2mrdjEwFAN28H3BLiBgD483w+TlwuljkRmROzfdAkUWckhMCXf6QAqJskz0rJf28Q1YsJdEZVjR4HLxZix+kcqFUKaOUORWaBvymJzMie5DycziqFrbUS99/E27GJ/m5gV1dE+joAqJtUMquSs2ITywyRWflizwUAwD39/OGo4UP2iP5OkiQMCfdAmIcdDALYm6eCTXAfuWORzFhmiMzEmaxS7EnOg0ICHr05WO44RGZLIUkY0cMLwW620AsJHne9joRLlXLHIhmxzBCZiSV/nZUZFekFfxeOBCC6FqVCwtgob/hq9ZCUVng/oQg/HrokdyySCcsMkRnIKa3Cr0frJsmbcWsXmdMQWQalQkJ/Vz3Kjm+BQQAv/HAMy/+aOZs6F5YZIjPwdfxFVOsNiAl0Rh9OkkfUbJIE5G/8L8aG1p3NnLM2EQu3nIHBwJmCOxOWGSKZVVbr8e2+uknyHruVY2WIWk7g0V4OmDksFADw0Y5zePK7wyjX1cqci9oLywyRzFYdSENRRQ0CXLQY3t1L7jhEFkmSJMwaHob3JkfDWqnApsQs3PVpPNILKuSORu2AZYZIRtW1Bnzxe93A33/c1gVKBefMILoRd/f1x8p/DICbnRqns0ox4eM/sfcCn+fU0bHMEMnol6OXkVFcBXd7NSbH+Mkdh6hDiAl0xrpnbkaUryMKyqvxwJJ9+O/2ZOg5jqbDYpkhkoneIPDZ7vMAgBm3BMPGSilzIqKOw9tRg+8fj8WdvXygNwi8v/Us7v1fAi87dVB8NhORTLYkZuFCbjkcbFR4YECg3HGILFpSUlKTyx8KFQhUO+LzQyU4eLEQIz/Yhcf6OGJQoKbN9u3m5oaAAD5+RE4sM0QyEELgk111Z2WmDgyCnZo/ikStUVKQCwB48MEHr7meytETruNmAX498OG+Isz7egMKt38OfemNj6fRaLU4nZTEQiMj/gYlksGe5DycuFwMjZUSj/DRBUStVllWAgAY+/irCI+Ouea6BgGcKalFUrEStuE3wzFiILo76tHV3oDWjr3PTjuP7959EXl5eSwzMmKZIZLBJ7vOAQDuu8kfLrbWMqchsnyuPoHwC+1x3fUCAPQu02HH6RxkFlfheJEKWXo1hkR4wMvBxvRBySQ4AJionR1OK8TeCwWwUkp4jI8uIGp3bnZq3B3jh6ERHlCrFMgp1WH1gXRsOZWFsipOtGeJeGaGqJ19vKPurMydvXzh49R2gxCJqPkkSUKUryO6uNliz7k8nMkqRVJmKZKzy9AnwBkxgc6wVvHf+5aCf1JE7ehYehG2n86BQgL+Obir3HGIOj1btQqjenjh3r7+8Ha0Qa1BYH9qAZYnpOLE5WI+48lCsMwQtaMPtp0FANzZ2xdd3O1kTkNE9bwcbXB3jB/GRHnBUWOFimo9dpzOwTf7LiI5uxRCsNSYM15mImonh9MKsetMLpQKCTOHhsodh4j+RpIkhHrYo4ubHY5fKsKB1EIUVdTgt5NZ8LBXY2BXVwS4aCFJfOyIuWGZIWonH2ytOyszqbcvgtxsZU5DRFejVEjoHeCMHj6OOJJWiENphcgp1eGXoxnwc9bg5q5u8HLknU/mhGXmBqWlpSEvL0+2/XPmSctwMLUAe5LzoFJIeIZnZYgsgrVKgf5dXBHl54iDqYU4fqkYlworsfpgOrq622JgVze5I9JfWGZuQFpaGiK6dUNlhXzP+uDMk5ahfqzM5Bg/BLhqZU5DRC2htVbhtjB39PJ3wt6UfJzOLMX53HJcyC1HoK0SSnuWGrmxzNyAvLw8VFZU4IF/vwfPgPa/M4UzT1qGfRfy8ee5fFgpJTw1JETuOETUSg4aK4zo7oWYAGckXMjH+dxypJYr4fuPz7H0aAmCwqs5CaZMWGbagGdA12bNPEmdU/1ZmXv6+sPfhWdliCydq50a46J9kFlciR0n0pAHa6w7W46dC3biH7d1wfRbgmHL5621K96aTWRCfyTnYe+FAlgrFTwrQ9TBeDtqcJtHLbK/fwPBTiqU6WqxcOtZDHpvJ5bHp6K61iB3xE6DZYbIRAwGgfkbkwAAU/oHcLZfog5IkoCqlMN4b7gb/nt/bwS5apFXVo05axMx9P1d+PnIJeg58Z7JmXWZiYuLgyRJDV5eXl5yxyJqll+PXUZiRgns1SrMHMY7mIg6MoUkYXxPH2ydNQhv3RkJd3s1LhVW4vnVxzD2oz3YnpTNifdMyKzLDAD06NEDmZmZxteJEyfkjkR0XVU1evy/zXVjZf45pCsHBRJ1ElZKBR4cEIjfXxyCl0aFw95GhdNZpZi+/CDu+V8CTmWUyB2xQzL7MqNSqeDl5WV8ubu7yx2J6LqWx6ficlElvB1t8OjNwXLHIaJ2prFW4snBIdjz0hA8Magr1CoFDqQWYvziP/DmulMoraqRO2KHYvbDrZOTk+Hj4wO1Wo3+/ftj3rx56NKly1XX1+l00Ol0xo9LStiCyXSamjSxVGfAh9tyAACTw9U4deKYyfaflJRksm0T0Y1z0lrj5dERmDowEG+tT8KGE5n46s8UrD+egdfHdce4aG8+HqENmHWZ6d+/P77++muEhYUhOzsbb731FgYOHIjExES4uro2+Z758+dj7ty57ZyUOqOrTZroPHQGHPrdiersC3hh8nOAMP0dDWVlZSbfBxG1nrejBh8/0Af3nM3FnF9PIjW/As+sPILVB9Lx5oQefPDsDTLrMjN69Gjj/0dFRSE2NhZdu3bF8uXLMWvWrCbfM3v27AafKykpgb+/v8mzUufT1KSJZbXAlgwrCABDI/3hufhHk2ZI2r8bG5d/iKqqKpPuh4jaxqAwd2x67jb8b/cFfLzrHP44l4dRi/bgiUFd8NTQEKhVSrkjWiSzLjN/Z2tri6ioKCQnJ191HbVaDbVa3Y6pqLO7ctLE305kQqAMAS5axET7mnzf2WnnTb4PImpbNlZKPHt7KO7s7YM5axOx60wuPtpxDhtPZmHB5Gj0DnCWO6LFMfsBwFfS6XRISkqCt7e33FGIGkkrqEByThkkALeE8FktRHRtga62WDqtHz55oA/c7KyRnFOGuz6Nx1vrT6GyWi93PIti1mXmhRdewO7du5GSkoJ9+/Zh8uTJKCkpwdSpU+WORtRArcGAXWfqBv1G+znC3Z5nB4no+iRJwpgob2x9fhAm9faFQQBL/kjBqA9/R8L5fLnjWQyzLjOXLl3C/fffj/DwcEyaNAnW1tbYu3cvAgMD5Y5G1MCRtCIUVtRAa61EbNemB6cTEV2Ns601Ft7bC0un9YO3ow0u5lfg/i/2YvaaE7yNuxnMeszMqlWr5I5AdF3ltcD+SwUAgFtD3DiAj4habUiEB7Y8fxve2Xga3+1Lw8r9adh9Jgfv3BWN28I4z9rVmPWZGSJLcKxQhVqDgK+TBuFe9nLHISILZ29jhbcnRmHlYwMQ4KJFRnEVHv5qP17+6TjP0lwFywzRDdB06YvMSgUUEjAk3J2TXxFRm4nt6opNz92KaQODAACrDqRj5Ae/4/ezufIGM0NmfZmJyJzpagWchz8BAOjl7wRXOw76JeqsTDkb9x1+QNchLli8v9h4lub2YA2m9XKA1koBNzc3BAQEmGz/loBlhqiVVieWwsrJCxqlQP9gDvol6oxKCurOkjz44IMm35dkpYbTbVPh0PcObEupxKZjF5G/aTGk7NM4nZTUqQsNywxRKxxLL8Las+UAgF7OtbBW8YotUWdUWVb3/L+xj7+K8OiYdtlnblUNDhWoUO7gAc973kTpsc24mJHDMkNEzaer1ePFH4/BIIDyxF3wGT1Q7khEJDNXn0DjTOCm5gcgUm9A/Ll8HL1UBPueI/Hc5lwsdMnFoE56xxP/OUnUQh9tT8bZ7DI4qhUo2P653HGIqBOyUiowKNwdt3nUoKYwE/mVBkz9646nkk54xxPLDFELHEgtwKe76p6H9I8YBxgqS2RORESdmbuNQObSpzE2VAvg/+542t3J7nhimSFqptKqGjy/+igMArirjx9i/TRyRyIigqjRYXpvR6z+xwAEumqRWVzV6c7SsMwQNdOctYm4VFgJP2cN4u7oLnccIqIG+ndxxcZnG89L0xnO0rDMEDXDDwfTsebwZSgk4IN7e8HexkruSEREjWitVYi7o0enO0vDu5mIruNsdile//UkAOD528PQL8hF5kRERA39fdI+KwDzB9njuxPAhuQKrDqQjq0nL+PJfk7o7dW2E3yaw6R9LDNE11Cuq8VT3x1GVY0Bt4a64ckhIXJHIiIyas6kfWq/HnAd8yzy4YP//F6AsuNbULhzKQxVpW2SQaPVyj5pH8sM0VUIIfCv748hOacMHvZqfHBvLygVfPYSEZmP5k7aV2sAThbpcb5MCbvoEXDpNRxRTnoE2hpwI4+Uy047j+/efRF5eXksM0TmaPGOc9iUmAVrpQKfPhgDNz57iYjMVHMm7QsCcLmoEjtP5yC/vBqHClTI0NtgSLgH3O0t+/cbBwATNWFzYhYWbjsLAHhzQg/EBDrLnIiI6Mb5Omlw/00BuDXEDVZKCZnFVVh5IA27z+ZCV6uXO16rscwQ/c3htELMXHkEQgAPxwbivps67/NOiKjjUSok9Al0xsMDghDqYQchgKPpRfgm4SJOZ5VACCF3xBZjmWlHBiGgq9GjoroW1bUG6A2W9w3T0V3ML8eM5QehqzVgaIQH3hjH+WSIqGOys1FhTJQ37uzlAyeNFcqr9dicmI3VB9ORUVQpd7wW4ZiZNiKEQGFFDQrKq1FcWYPiyhqUVNagpKoGVTUG1OgNqG2ivEgSoFJI0FqrYK9Wwd5GBTsbFRw0VnC3U8PVzhoqBTtne8gqrsKDX+5DQXk1In0d8N/7e0Ol5NeeiDq2QFdbPDBAg8NpRTiYWoDsEh1+OHQJIe52uDnEFU5aa7kjXhfLTCvllFQh4VIlnAZNxe/ZKhRfvoBqvaHF2xECqNELYwH6O4UEuNhaw91eDW9HDfydNXDUWEG6keHn1Eh+mQ4PLNmL9IJKBLpq8dW0frBV88eDiDoHlUKBm4Jc0MPbAXsv5CMxowTncstwIa8MPf2ccFOwC2yslHLHvCr+tm6lJX+k4PP4IjgOuBu5OgAwQKWQ4GpnDUeNlfHlYGMFGyslrFUKWCsVsFJJUEoS9AaBWoOA3iBQozegXKdHqa4GpVW1KK2qRVFFNXJLdaiqNSCvrBp5ZdVIyqybE8DeRgU/Zw3sqhVQ2NjJ+nXoCPLLdHjwy/04n1sOH0cbfDejPzzsbeSORUTU7mzVKgzr5ome/k7441weLuZX4Eh6EU5llqBfkAui/RxhZYZnrFlmWqlPgBOCnVQ4vmsdBg0djoiQLnC1tYaimfOQqJQSVFeUXCctADR8cKEQAqW6WuSW6pBTosOlogpkFVehtKr2r2Kjgt8z3+GNXfmYXJmC4T284OvEhx+2RE5JFR5Ysg/JOWVws1Pj2xn94eeslTsWEZGs3OzUuLOXLy7ml2NPch7yy6vxx7k8HLpYiL5Bzoj2dTSry/AsM600KtIbHtWZiJn9MYLvGGaSe/QlSYKDTd3Zna7udgBcUaM3IKOoEumFlUjOyEdJjRInc6pxct0pxK07hZ7+TpjYywfjevpwXpTrSMuvwMNf7UNqfgW8/zoj08WdZ7qIiOoFutrC30WLpMwS7E8pQElVLfYk15WafkEucDaT+1hYZiyMlVKBQFdbBLraIkhk46NX/olXP/0ep4qtcOBiAY6lF+FYehH+syEJt4W6YWIfPwzv5gmNtfle65TD0fQiTF92APnl1fBz1mDlYwPg78IzMkREf6eQJPTwcUSElwOSsupKTWlVLXafzYWN0gp2vceiRi9vq2GZsXC1xdm4I9wOcX36ILdUh/XHM/DLkcs4dqkYO8/kYueZXNhaKzEq0ht39fHFgC6uzb4U1lGtP56BF344hqoaA3r4OGDptH7wcOAYGSKia1EqJET6OKKblwNOZZRgf2oBynS1cB3xT3ywtwir+smXjWWmA3G3V+ORm4PxyM3BOJ9bhl+PXMbPRy8jvaASPx2+hJ8OX4KvkwZ3xfhhch8/BLh2rjMRtXoDFmw+g89/vwAAGBzujo+n9OFdS0RELaBUSIjyc0Q3H3v8efQMDqYVY2RIqKyZ+Fu8g+rqbodZI8Lx/PAwHE4rxE+HL2PdsQxcLqrER9uT8dH2ZNwU7IK7Y/wwJsq7w/+Fnl5QgVnfH8WB1EIAwBODuuKFEWFmNYCNiMiSqBQKdLU34Nf/TUf0o3vlzSLr3snkJElCTKALYgJd8Ma47thyKhs/HEzHH+fysD+lAPtTCjBnbSJGR3pjcowf+ge7dKjLUEII/HT4MuauTUSprha21kq8d3dPjInyljsaEVHHoK+Vfe4zlplOxMZKiTt6+uCOnj7ILK7EmsOX8eOhS0jJKzdehvJ30eCuPn64q4+fxQ+ITckrx2u/nMCf5/IBADGBzlh0by+LPy4iImqIZaaT8nbU4KkhIXhycFccTivEj4cuYd2xTKQXVGLRtmQs2paM2C6uuCvGDyN6eMLBxkruyM1WXFGDT3adw9L4VFTXGmCtUuDZYaF4/LYuvKxERNQBscx0cg0vQ/XA5sQs/HAoHfHn85Fwoe5lvUaB28LcMDbaG7d384S9mRab4soafJOQiiV/pKCoou7RELeGuuE/EyIR5GYrczoiIjIVlhky0lgrcWdvX9zZ2xeXCiuw5vBlrD2WgXM5ZdiWlINtSTmwViowMMQVQ8I9MDTCwywu2ZzPLcOKfWlYfSAdZbpaAECohx1mj4nAkHAP2a/lEhGRabHMUJP8nLWYOSwUM4eF4mx2KdYfz8SG4xk4n1uOXWdysetMLuasTURXd1sMDvdA/2AX9A1ygYtt+zxdNa9Mh40nMrHuWCb2pxYYl4d72uPJIV0xNsqbl5SIiDoJlhm6rjBPe8wabo/nbw9Fck4ZdpzOwc7TOTh4sRDnc8txPjcFX/6RAgAI8bBDvyBnRPk6IdzLDqGe9m0y3qaoohpH04twILUAe5LzcOJyMcRfE04qJGBohAce6B+IQWHuHepuLCIiuj6WGWo2SZIQ5mmPME97PDGoK4ora/BHch7+OJeHg6kFSM4pw7m/XiuRbnyfj6MNunrYwcvBBh4OarjbqeHhYAOttRJKRd1TxOsLSFlVLUqqapBTqkNWcRVS8spxLqcMl4sqG+WJ9nPEuGhvjIv2gQ8fsElE1GmxzFCrOWqsMDbaG2Oj6+ZsKSivxqGLhTiYWoCkrFKczSpFVkkVMorrXjcq2M0Wvf2dMDDEDbeGusGTjyAgIiJYSJn55JNP8N577yEzMxM9evTAokWLcOutt8odi/7GxdYaw7t7Ynh3T+Oy4soaJGeX4kJuOXLLdMgpqfrrvzpU1uihNwgYhIDeICAA2KtVsLNRwcPeBp4ONvB30SDUwx5hnnZw0rbPeBwiIrIsZl9mVq9ejeeeew6ffPIJbr75Zvzvf//D6NGjcerUKQQEBMgdj67DUWOFvkF1g4OJiIhMwexv91i4cCGmT5+OGTNmoFu3bli0aBH8/f3x6aefyh2NiIiIzIBZl5nq6mocOnQII0aMaLB8xIgRiI+PlykVERERmROzvsyUl5cHvV4PT0/PBss9PT2RlZXV5Ht0Oh10Op3x4+LiYgBASUlJm+crKysDAFxKToSusqLNt389uZfqboc+dOiQMUt7UygUMBgMsuxb7v2fOXMGgHx//gCQnXYeAJCVehbnbdt/AkPuv3Pv3xwycP/y7r/+76GysrI2/3u2fnuifh6OaxFm7PLlywKAiI+Pb7D8rbfeEuHh4U2+Z86cOQIAX3zxxRdffPHVAV7p6enX7QtmfWbGzc0NSqWy0VmYnJycRmdr6s2ePRuzZs0yfmwwGFBQUABXV1eLn9a+pKQE/v7+SE9Ph4ODg9xx2hyPz/J19GPs6McHdPxj5PFZDiEESktL4ePjc911zbrMWFtbIyYmBlu3bsXEiRONy7du3YoJEyY0+R61Wg21Wt1gmZOTkyljtjsHBweL/ya9Fh6f5evox9jRjw/o+MfI47MMjo6OzVrPrMsMAMyaNQsPPfQQ+vbti9jYWHz++edIS0vDE088IXc0IiIiMgNmX2buvfde5Ofn480330RmZiYiIyPx22+/ITAwUO5oREREZAbMvswAwJNPPoknn3xS7hiyU6vVmDNnTqPLaB0Fj8/ydfRj7OjHB3T8Y+TxdUySEM2554mIiIjIPJn1pHlERERE18MyQ0RERBaNZYaIiIgsGssMERERWTSWGTNWWFiIhx56CI6OjnB0dMRDDz2EoqKia74nLi4OERERsLW1hbOzM26//Xbs27evfQK3QkuPsaamBv/+978RFRUFW1tb+Pj44OGHH0ZGRkb7hW6B1vwZrlmzBiNHjoSbmxskScLRo0fbJWtzffLJJwgODoaNjQ1iYmKwZ8+ea66/e/duxMTEwMbGBl26dMFnn33WTklbpyXHl5mZiSlTpiA8PBwKhQLPPfdc+wVtpZYc35o1azB8+HC4u7vDwcEBsbGx2Lx5czumbZ2WHOMff/yBm2++Ga6urtBoNIiIiMAHH3zQjmlbrqU/g/X+/PNPqFQq9OrVy7QB5XDjT1AiUxk1apSIjIwU8fHxIj4+XkRGRopx48Zd8z3fffed2Lp1qzh//rw4efKkmD59unBwcBA5OTntlLplWnqMRUVF4vbbbxerV68Wp0+fFgkJCaJ///4iJiamHVM3X2v+DL/++msxd+5c8cUXXwgA4siRI+0TthlWrVolrKysxBdffCFOnTolnn32WWFraysuXrzY5PoXLlwQWq1WPPvss+LUqVPiiy++EFZWVuLHH39s5+TN09LjS0lJETNnzhTLly8XvXr1Es8++2z7Bm6hlh7fs88+K959912xf/9+cfbsWTF79mxhZWUlDh8+3M7Jm6+lx3j48GGxYsUKcfLkSZGSkiK++eYbodVqxf/+9792Tt48LT2+ekVFRaJLly5ixIgRomfPnu0Tth2xzJipU6dOCQBi7969xmUJCQkCgDh9+nSzt1NcXCwAiG3btpki5g1pq2Pcv3+/AHDdH+b2dqPHl5KSYnZl5qabbhJPPPFEg2URERHi5ZdfbnL9l156SURERDRY9vjjj4sBAwaYLOONaOnxXWnQoEFmX2Zu5Pjqde/eXcydO7eto7WZtjjGiRMnigcffLCto7WJ1h7fvffeK1577TUxZ86cDllmeJnJTCUkJMDR0RH9+/c3LhswYAAcHR0RHx/frG1UV1fj888/h6OjI3r27GmqqK3WFscIAMXFxZAkyeyewdVWx2cuqqurcejQIYwYMaLB8hEjRlz1eBISEhqtP3LkSBw8eBA1NTUmy9oarTk+S9IWx2cwGFBaWgoXFxdTRLxhbXGMR44cQXx8PAYNGmSKiDektce3dOlSnD9/HnPmzDF1RNlYxAzAnVFWVhY8PDwaLffw8Gj0FPG/W79+Pe677z5UVFTA29sbW7duhZubm6mittqNHGO9qqoqvPzyy5gyZYrZPVStLY7PnOTl5UGv1zd6Yr2np+dVjycrK6vJ9Wtra5GXlwdvb2+T5W2p1hyfJWmL43v//fdRXl6Oe+65xxQRb9iNHKOfnx9yc3NRW1uLuLg4zJgxw5RRW6U1x5ecnIyXX34Ze/bsgUrVcf/K55mZdhYXFwdJkq75OnjwIABAkqRG7xdCNLn8SkOGDMHRo0cRHx+PUaNG4Z577kFOTo5Jjqcp7XGMQN1g4Pvuuw8GgwGffPJJmx/H1bTX8Zmrv2e/3vE0tX5Ty81FS4/P0rT2+FauXIm4uDisXr26yZJuTlpzjHv27MHBgwfx2WefYdGiRVi5cqUpI96Q5h6fXq/HlClTMHfuXISFhbVXPFl03Jpmpp5++mncd99911wnKCgIx48fR3Z2dqPP5ebmNmrlf2dra4uQkBCEhIRgwIABCA0NxZdffonZs2ffUPbmao9jrKmpwT333IOUlBTs2LGjXc/KtMfxmSM3NzcolcpG/wLMycm56vF4eXk1ub5KpYKrq6vJsrZGa47PktzI8a1evRrTp0/HDz/8gNtvv92UMW/IjRxjcHAwACAqKgrZ2dmIi4vD/fffb7KsrdHS4ystLcXBgwdx5MgRPP300wDqLhUKIaBSqbBlyxYMHTq0XbKbGstMO3Nzc2vWJZ/Y2FgUFxdj//79uOmmmwAA+/btQ3FxMQYOHNiifQohoNPpWpW3NUx9jPVFJjk5GTt37mz3vxTl+DM0B9bW1oiJicHWrVsxceJE4/KtW7diwoQJTb4nNjYW69ata7Bsy5Yt6Nu3L6ysrEyat6Vac3yWpLXHt3LlSjz66KNYuXIlxo4d2x5RW62t/gzb+3dmc7X0+BwcHHDixIkGyz755BPs2LEDP/74o7HAdQjyjDum5hg1apSIjo4WCQkJIiEhQURFRTW6rTc8PFysWbNGCCFEWVmZmD17tkhISBCpqani0KFDYvr06UKtVouTJ0/KcQjX1dJjrKmpEXfccYfw8/MTR48eFZmZmcaXTqeT4xCuqaXHJ4QQ+fn54siRI2LDhg0CgFi1apU4cuSIyMzMbO/4jdTfFvrll1+KU6dOieeee07Y2tqK1NRUIYQQL7/8snjooYeM69ffmv3888+LU6dOiS+//NIibs1u7vEJIcSRI0fEkSNHRExMjJgyZYo4cuSISExMlCP+dbX0+FasWCFUKpX4+OOPG/ysFRUVyXUI19XSY1y8eLFYu3atOHv2rDh79qz46quvhIODg3j11VflOoRras336JU66t1MLDNmLD8/XzzwwAPC3t5e2NvbiwceeEAUFhY2WAeAWLp0qRBCiMrKSjFx4kTh4+MjrK2thbe3t7jjjjvE/v372z98M7X0GOtvV27qtXPnznbPfz0tPT4hhFi6dGmTxzdnzpx2zX41H3/8sQgMDBTW1taiT58+Yvfu3cbPTZ06VQwaNKjB+rt27RK9e/cW1tbWIigoSHz66aftnLhlWnp8Tf1ZBQYGtm/oFmjJ8Q0aNKjJ45s6dWr7B2+BlhzjRx99JHr06CG0Wq1wcHAQvXv3Fp988onQ6/UyJG+eln6PXqmjlhlJiL9G4xERERFZIN7NRERERBaNZYaIiIgsGssMERERWTSWGSIiIrJoLDNERERk0VhmiIiIyKKxzBAREZFFY5khIosSFBSERYsWyR2DiMwIywwRmaVly5bBycmp0fIDBw7gH//4R/sH+ptdu3ZBkiQUFRXJHYWo0+ODJonIori7u8sdgYjMDM/MEFGr/fjjj4iKioJGo4Grqytuv/12lJeXAwCWLl2Kbt26wcbGBhEREfjkk0+M70tNTYUkSVizZg2GDBkCrVaLnj17IiEhAUDdWY9HHnkExcXFkCQJkiQhLi4OQOPLTJIk4X//+x/GjRsHrVaLbt26ISEhAefOncPgwYNha2uL2NhYnD9/vkH2devWISYmBjY2NujSpQvmzp2L2traBttdsmQJJk6cCK1Wi9DQUKxdu9aYf8iQIQAAZ2dnSJKEadOmtfWXl4iaS+6HQxGRZcrIyBAqlUosXLhQpKSkiOPHj4uPP/5YlJaWis8//1x4e3uLn376SVy4cEH89NNPwsXFRSxbtkwI8X8PDI2IiBDr168XZ86cEZMnTxaBgYGipqZG6HQ6sWjRIuHg4GB8UnNpaakQQojAwEDxwQcfGHMAEL6+vmL16tXizJkz4s477xRBQUFi6NChYtOmTeLUqVNiwIABYtSoUcb3bNq0STg4OIhly5aJ8+fPiy1btoigoCARFxfXYLt+fn5ixYoVIjk5WcycOVPY2dmJ/Px8UVtbK3766ScBQJw5c8bsnyRN1NGxzBBRqxw6dEgAEKmpqY0+5+/vL1asWNFg2X/+8x8RGxsrhPi/MrNkyRLj5xMTEwUAkZSUJISoe3q4o6Njo203VWZee+0148cJCQkCgPjyyy+Ny1auXClsbGyMH996661i3rx5Dbb7zTffCG9v76tut6ysTEiSJDZu3CiEEGLnzp0CQKOnoBNR++OYGSJqlZ49e2LYsGGIiorCyJEjMWLECEyePBm1tbVIT0/H9OnT8dhjjxnXr62thaOjY4NtREdHG//f29sbAJCTk4OIiIgWZblyO56engCAqKioBsuqqqpQUlICBwcHHDp0CAcOHMDbb79tXEev16OqqgoVFRXQarWNtmtrawt7e3vk5OS0KBsRmR7LDBG1ilKpxNatWxEfH48tW7bgv//9L1599VWsW7cOAPDFF1+gf//+jd5zJSsrK+P/S5IEADAYDC3O0tR2rrVtg8GAuXPnYtKkSY22ZWNj0+R267fTmnxEZFosM0TUapIk4eabb8bNN9+MN954A4GBgfjzzz/h6+uLCxcu4IEHHmj1tq2traHX69sw7f/p06cPzpw5g5CQkFZvw9raGgBMlpGImo9lhohaZd++fdi+fTtGjBgBDw8P7Nu3D7m5uejWrRvi4uIwc+ZMODg4YPTo0dDpdDh48CAKCwsxa9asZm0/KCgIZWVl2L59O3r27AmtVmu8/HOj3njjDYwbNw7+/v64++67oVAocPz4cZw4cQJvvfVWs7YRGBgISZKwfv16jBkzBhqNBnZ2dm2Sj4hahrdmE1GrODg44Pfff8eYMWMQFhaG1157De+//z5Gjx6NGTNmYMmSJVi2bBmioqIwaNAgLFu2DMHBwc3e/sCBA/HEE0/g3nvvhbu7OxYsWNBm2UeOHIn169dj69at6NevHwYMGICFCxciMDCw2dvw9fXF3Llz8fLLL8PT0xNPP/10m+UjopaRhBBC7hBERERErcUzM0RERGTRWGaIiIjIorHMEBERkUVjmSEiIiKLxjJDREREFo1lhoiIiCwaywwRERFZNJYZIiIismgsM0RERGTRWGaIiIjIorHMEBERkUVjmSEiIiKL9v8Bnpw/YkZSj7MAAAAASUVORK5CYII=",
      "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": 31,
   "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": 32,
   "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": 33,
   "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": 34,
   "id": "ea522207-9b41-4d22-8af6-2f9a69ffa1b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "#!pip install sentence-transformers faiss-cpu umap-learn matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "058e4bbe-6258-41d6-8763-04ebc576d1a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "#!pip install --upgrade typing_extensions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "bd33411e-6014-4b59-b960-43142a89bddc",
   "metadata": {},
   "outputs": [],
   "source": [
    "#!pip install --upgrade transformers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "3981c796-bb73-4cd9-be8c-0c51e78842f2",
   "metadata": {},
   "outputs": [],
   "source": [
    "#!pip install typing_extensions==4.7.1 --force-reinstall"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "7fed621e-3aba-49ca-9baa-ca3be7502c21",
   "metadata": {},
   "outputs": [],
   "source": [
    "#!pip install --upgrade sentence-transformers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "18b34cfa-6958-4028-b2eb-5a5109e29b43",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f76805efe63b41e6a4c9828f45b10ac5",
       "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": 40,
   "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": 41,
   "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": 42,
   "id": "c0009f6d-117d-42f5-8451-8ee8b54cc215",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .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": 42,
     "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": 43,
   "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": []
  }
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