MonkeyPoxPatientsDataExploration.ipynb

{
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  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "71dda449",
   "metadata": {},
   "outputs": [],
   "source": [
    "#importing several helpful packages\n",
    "import numpy as np \n",
    "import pandas as pd \n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from builtins import list\n",
    "import matplotlib\n",
    "matplotlib.style.use('ggplot')\n",
    "import seaborn as sns\n",
    "\n",
    "import datetime\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "from collections import Counter\n",
    "from math import sqrt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "8df65870",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Patient_ID</th>\n",
       "      <th>Systemic Illness</th>\n",
       "      <th>Rectal Pain</th>\n",
       "      <th>Sore Throat</th>\n",
       "      <th>Penile Oedema</th>\n",
       "      <th>Oral Lesions</th>\n",
       "      <th>Solitary Lesion</th>\n",
       "      <th>Swollen Tonsils</th>\n",
       "      <th>HIV Infection</th>\n",
       "      <th>Sexually Transmitted Infection</th>\n",
       "      <th>MonkeyPox</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>P0</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>P1</td>\n",
       "      <td>Fever</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>P2</td>\n",
       "      <td>Fever</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>P3</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>P4</td>\n",
       "      <td>Swollen Lymph Nodes</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Patient_ID     Systemic Illness  Rectal Pain  Sore Throat  Penile Oedema  \\\n",
       "0         P0                 None        False         True           True   \n",
       "1         P1                Fever         True        False           True   \n",
       "2         P2                Fever        False         True           True   \n",
       "3         P3                 None         True        False          False   \n",
       "4         P4  Swollen Lymph Nodes         True         True           True   \n",
       "\n",
       "   Oral Lesions  Solitary Lesion  Swollen Tonsils  HIV Infection  \\\n",
       "0          True            False             True          False   \n",
       "1          True            False            False           True   \n",
       "2         False            False            False           True   \n",
       "3         False             True             True           True   \n",
       "4         False            False             True           True   \n",
       "\n",
       "   Sexually Transmitted Infection MonkeyPox  \n",
       "0                           False  Negative  \n",
       "1                           False  Positive  \n",
       "2                           False  Positive  \n",
       "3                           False  Positive  \n",
       "4                           False  Positive  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Mehak_df=pd.read_csv(r'C:\\Users\\mehak\\OneDrive\\Desktop\\MBA  LPU\\Assignments\\Semester 2\\Questions\\CA 2\\CA 2\\Monkeypox.csv')\n",
    "Mehak_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "bfa4e0e9",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Patient_ID</th>\n",
       "      <th>Systemic Illness</th>\n",
       "      <th>Rectal Pain</th>\n",
       "      <th>Sore Throat</th>\n",
       "      <th>Penile Oedema</th>\n",
       "      <th>Oral Lesions</th>\n",
       "      <th>Solitary Lesion</th>\n",
       "      <th>Swollen Tonsils</th>\n",
       "      <th>HIV Infection</th>\n",
       "      <th>Sexually Transmitted Infection</th>\n",
       "      <th>MonkeyPox</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>P0</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Negative</td>\n",
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       "      <th>1</th>\n",
       "      <td>P1</td>\n",
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       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
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       "      <td>Positive</td>\n",
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       "      <th>2</th>\n",
       "      <td>P2</td>\n",
       "      <td>Fever</td>\n",
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       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>P3</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>P4</td>\n",
       "      <td>Swollen Lymph Nodes</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Patient_ID     Systemic Illness  Rectal Pain  Sore Throat  Penile Oedema  \\\n",
       "0         P0                 None        False         True           True   \n",
       "1         P1                Fever         True        False           True   \n",
       "2         P2                Fever        False         True           True   \n",
       "3         P3                 None         True        False          False   \n",
       "4         P4  Swollen Lymph Nodes         True         True           True   \n",
       "\n",
       "   Oral Lesions  Solitary Lesion  Swollen Tonsils  HIV Infection  \\\n",
       "0          True            False             True          False   \n",
       "1          True            False            False           True   \n",
       "2         False            False            False           True   \n",
       "3         False             True             True           True   \n",
       "4         False            False             True           True   \n",
       "\n",
       "   Sexually Transmitted Infection MonkeyPox  \n",
       "0                           False  Negative  \n",
       "1                           False  Positive  \n",
       "2                           False  Positive  \n",
       "3                           False  Positive  \n",
       "4                           False  Positive  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Mehak_df=pd.read_csv(r'C:\\Users\\mehak\\OneDrive\\Desktop\\MBA  LPU\\Assignments\\Semester 2\\Questions\\CA 2\\CA 2\\Monkeypox.csv')\n",
    "Mehak_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "56c0945e",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Patient_ID</th>\n",
       "      <th>Systemic Illness</th>\n",
       "      <th>Rectal Pain</th>\n",
       "      <th>Sore Throat</th>\n",
       "      <th>Penile Oedema</th>\n",
       "      <th>Oral Lesions</th>\n",
       "      <th>Solitary Lesion</th>\n",
       "      <th>Swollen Tonsils</th>\n",
       "      <th>HIV Infection</th>\n",
       "      <th>Sexually Transmitted Infection</th>\n",
       "      <th>MonkeyPox</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
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      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [Patient_ID, Systemic Illness, Rectal Pain, Sore Throat, Penile Oedema, Oral Lesions, Solitary Lesion, Swollen Tonsils, HIV Infection, Sexually Transmitted Infection, MonkeyPox]\n",
       "Index: []"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checking for duplicate records\n",
    "Mehak_df[Mehak_df.duplicated()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "6e95c892",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data Types of Data:-\n",
      "\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 25000 entries, 0 to 24999\n",
      "Data columns (total 11 columns):\n",
      " #   Column                          Non-Null Count  Dtype \n",
      "---  ------                          --------------  ----- \n",
      " 0   Patient_ID                      25000 non-null  object\n",
      " 1   Systemic Illness                25000 non-null  object\n",
      " 2   Rectal Pain                     25000 non-null  bool  \n",
      " 3   Sore Throat                     25000 non-null  bool  \n",
      " 4   Penile Oedema                   25000 non-null  bool  \n",
      " 5   Oral Lesions                    25000 non-null  bool  \n",
      " 6   Solitary Lesion                 25000 non-null  bool  \n",
      " 7   Swollen Tonsils                 25000 non-null  bool  \n",
      " 8   HIV Infection                   25000 non-null  bool  \n",
      " 9   Sexually Transmitted Infection  25000 non-null  bool  \n",
      " 10  MonkeyPox                       25000 non-null  object\n",
      "dtypes: bool(8), object(3)\n",
      "memory usage: 781.4+ KB\n",
      "None \n",
      "\n",
      "---------------------------------------------------------------------------------------------------------------------\n",
      "Shape of Data:-\n",
      "\n",
      "(25000, 11) \n",
      "\n",
      "---------------------------------------------------------------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "#getting information about the data\n",
    "print(\"Data Types of Data:-\\n\")\n",
    "print(Mehak_df.info(),'\\n')\n",
    "print('-------------'*9)\n",
    "print(\"Shape of Data:-\\n\")\n",
    "print(Mehak_df.shape,'\\n')\n",
    "print('-------------'*9);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "50ac6dce",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Patient_ID</th>\n",
       "      <th>Systemic Illness</th>\n",
       "      <th>Rectal Pain</th>\n",
       "      <th>Sore Throat</th>\n",
       "      <th>Penile Oedema</th>\n",
       "      <th>Oral Lesions</th>\n",
       "      <th>Solitary Lesion</th>\n",
       "      <th>Swollen Tonsils</th>\n",
       "      <th>HIV Infection</th>\n",
       "      <th>Sexually Transmitted Infection</th>\n",
       "      <th>MonkeyPox</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>25000</td>\n",
       "      <td>25000</td>\n",
       "      <td>25000</td>\n",
       "      <td>25000</td>\n",
       "      <td>25000</td>\n",
       "      <td>25000</td>\n",
       "      <td>25000</td>\n",
       "      <td>25000</td>\n",
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       "      <td>25000</td>\n",
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       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>25000</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>P0</td>\n",
       "      <td>Fever</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>1</td>\n",
       "      <td>6382</td>\n",
       "      <td>12655</td>\n",
       "      <td>12554</td>\n",
       "      <td>12612</td>\n",
       "      <td>12514</td>\n",
       "      <td>12527</td>\n",
       "      <td>12533</td>\n",
       "      <td>12584</td>\n",
       "      <td>12554</td>\n",
       "      <td>15909</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Patient_ID Systemic Illness Rectal Pain Sore Throat Penile Oedema  \\\n",
       "count       25000            25000       25000       25000         25000   \n",
       "unique      25000                4           2           2             2   \n",
       "top            P0            Fever       False        True          True   \n",
       "freq            1             6382       12655       12554         12612   \n",
       "\n",
       "       Oral Lesions Solitary Lesion Swollen Tonsils HIV Infection  \\\n",
       "count         25000           25000           25000         25000   \n",
       "unique            2               2               2             2   \n",
       "top           False            True            True          True   \n",
       "freq          12514           12527           12533         12584   \n",
       "\n",
       "       Sexually Transmitted Infection MonkeyPox  \n",
       "count                           25000     25000  \n",
       "unique                              2         2  \n",
       "top                             False  Positive  \n",
       "freq                            12554     15909  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Statistical Insights of numerical variables\n",
    "Mehak_df.describe(include='all')  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "e14907dd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Checking Null entries & their Percentage in Data\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Missing Values</th>\n",
       "      <th>Percentage Missing Values</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Patient_ID</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Systemic Illness</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rectal Pain</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sore Throat</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Penile Oedema</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oral Lesions</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Solitary Lesion</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Swollen Tonsils</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HIV Infection</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sexually Transmitted Infection</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MonkeyPox</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                Missing Values  Percentage Missing Values\n",
       "Patient_ID                                   0                        0.0\n",
       "Systemic Illness                             0                        0.0\n",
       "Rectal Pain                                  0                        0.0\n",
       "Sore Throat                                  0                        0.0\n",
       "Penile Oedema                                0                        0.0\n",
       "Oral Lesions                                 0                        0.0\n",
       "Solitary Lesion                              0                        0.0\n",
       "Swollen Tonsils                              0                        0.0\n",
       "HIV Infection                                0                        0.0\n",
       "Sexually Transmitted Infection               0                        0.0\n",
       "MonkeyPox                                    0                        0.0"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checking for missing values\n",
    "print(\"Checking Null entries & their Percentage in Data\")\n",
    "MissingValues=pd.DataFrame(zip(Mehak_df.isnull().sum(),Mehak_df.isnull().sum()*100/len(Mehak_df)),\n",
    "                                  columns=['Missing Values','Percentage Missing Values'],index=Mehak_df.columns)\n",
    "MissingValues"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "a98f9fd2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#DATA V ISUALISATIONS\n",
    "#percentage for each category\n",
    "category_value = Mehak_df['MonkeyPox'].value_counts()\n",
    "labels_category=category_value.index\n",
    "explode = (0,0.1)\n",
    "colors = ('lavenderblush','plum')\n",
    "plt.pie(category_value, labels=labels_category, explode = explode, colors = colors, autopct='%1.1f%%', shadow=True)\n",
    "plt.title(\"Percentage of Negative and Positive Cases\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "212ef575",
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set(rc={'axes.facecolor':'lavenderblush', 'figure.facecolor':'lavenderblush'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "30f4ef5f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Positive    15909\n",
      "Negative     9091\n",
      "Name: MonkeyPox, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "MonkeyPox_Labels = Mehak_df.MonkeyPox.value_counts()\n",
    "print(MonkeyPox_Labels);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "ba4dd866",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#number of positive and negative cases\n",
    "sns.barplot(x=MonkeyPox_Labels.index, y=MonkeyPox_Labels, palette = 'RdPu_r')\n",
    "plt.xlabel('Result')\n",
    "plt.ylabel('Number')\n",
    "plt.title('Number of negative and positive cases');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "7c891478",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,4))\n",
    "plt.subplot(121)\n",
    "plt.title('Systemic Illness Vs MonkeyPox')\n",
    "sns.countplot(y='MonkeyPox',data=Mehak_df,hue='Systemic Illness', palette = 'RdPu_r');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "178122b6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5))\n",
    "plt.subplot(122)\n",
    "plt.title('Rectal Pain Vs MonkeyPox')\n",
    "sns.countplot(hue='Rectal Pain',data=Mehak_df,x='MonkeyPox', palette = 'coolwarm');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "30502246",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,4))\n",
    "plt.subplot(121)\n",
    "plt.title('Sore Throat Vs MonkeyPox')\n",
    "sns.countplot(y='MonkeyPox',data=Mehak_df,hue='Sore Throat',palette= ('purple','deeppink'));\n",
    "plt.subplot(122)\n",
    "plt.title('Penile Oedema Vs MonkeyPox')\n",
    "sns.countplot(y='MonkeyPox',data=Mehak_df,hue='Penile Oedema',  palette = 'cool');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "1b1d16e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3ic8BFHM0UbAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,5))\n",
    "plt.subplot(121)\n",
    "plt.title('Oral Lesions Vs MonkeyPox')\n",
    "sns.countplot(x='MonkeyPox',data=Mehak_df,hue='Oral Lesions', palette = ('hotpink','salmon'));\n",
    "plt.subplot(122)\n",
    "plt.title('Solitary Lesion Vs MonkeyPox')\n",
    "sns.countplot(x='MonkeyPox',data=Mehak_df,hue='Solitary Lesion', palette = 'coolwarm');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "25b320e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Qrryad2qvRSuWaZj/QBUp/JwG9uqrDwJmqGGdehr/4RT5Va+R6JRQPD6OeOGxDezVV99v/1IfvT9ZHVq3VZbMWbR11w516tFVS1atlCTl9M6hksVLWKau7Tt4QBXKlVOVCpV04MhhSdK3//tBmTJlUtWKlXTst18UFRWlVk2trzhVybeC8ubOnayr0f106IDMZrPq+9W2+hWzfu26ioyM1OFjRy11n3+uiNWHtc/dAejOnTspek0et//ly94b6OIHv//ubrtapco6ey5YL77eWYFBC3T85Am1atJMXV/unKy+VK1YSWs3b1TPQf21ct0a/Xvxgvr1eCvBOQkP6tC6nf777z99tXevZdmmHdtUu3pNy2CXmvbjNW/UWD/s32eZbrj9yy9UqsQLKlSgoFW9tHxN402fPVNbd+3Qa51esbqQyNFff9GdiAjVr13Het+5ezT2xwM/SYo7x+NORIR2f7NHkvTVt3sVduuW2jZvabWd0RPHq1SNyipVo7LK1Kqqhu1aaf3Wzerd7U3L+V0HjhxW3ty5LaErXutmLRQZGamff4s76T2ru7smjn5PBw4f0ow5s9Xz9W6qVN5XAB5fDm9vrVu8PNG/B88BSkzx54uq9AslrY5+bP9yl0yxJrW7G8Qe14PBJ1fOnI8ci/Yd3C+DwaA6Nf0SfF5dvnJFf/59Wsd++0XRMTFqVLe+1bojBw3VollzktWvA0cOybdMWUsAide6WQtdvnpFf983o+Bxn4MkeXpkV32/Otq6a6dl2Y8HflLo5ctWR+DKlS4rFxcXdejWRVNmTNf/DvykEsWKa3Df/sn6AapieV/55MypnV/FhaKo6Gh99e03apnILIu0fs4XQkLUc0A/mU0mjR3+jiV0SdK+Qwf0QtFi8smR0/IeOhgMql2jpv53d8xxz+KuxvUbaMvOe/vbpu1b1bR+Q2Vyuxca439QiP+r2qiu3hzYT16engr88GO5ubrpTPBZXb56JcGYWiBffvmWKav9hw9alnXr3EUVypXXgHeGKSYmRlPGjLf5+YUZBUe8kCLZsmZVyybN1LJJ3PlZx0+e0PCx72r67Jlq3bS5snt4qE7NWpZpD/sOHlDdmn4qkC+/1t09qvLd/35UrarVZDQaLefseHt5JdiWt5d3gnOCEhN/AnKLlxO/cMGlK/euXuT2wNV94j8MTSm8p8nj9t/tvl/Z4rdtNsVtu3mjJjKZTFq5bq1mL5ynmfMClTd3Hg3t55+sk2NHDxmmXDl9tGXXDsulj33LlNV7w99JcJGQ+xUtUkTlSpfR1i92qFXTZjoTHKyff/tVn37wcZq0H69xvQaa8MFUfbX3G7Vr2Vo7v/oy0auApeVrGu/v4LOqUrGSlq76XJ3atlcun7iAFr/vvDUo8csbx1/5qmD+AqrsW0GbdmxT2xattGnHVlWrVNnya2W8/m/2Ut27U1gcHBzkniWL8ubOY3XhkpthN+Xt5Z3Ic4t7vmG37l12v3rlKsrtk0sXL4WofjIDLoCEjM7OKpPI1VslKXOmTMlqo0Prtnp/+jRdvnJFOby9tXnHNtWpWUs5vBP+e06OBOORweGR0x5v3Lwps9msCnVrJloeejlUN2/FfT56eia8YmBy3Qy7qXyJhFHLZ9R9n8GP+xzidWjTVj0H9tcvx39X2ZKltHn7NpUoWsxq5km+PHm0fO5CzV/ymdZs2qDFn69QVnd3dW7/kgb27msVZhJjMBjUtH4j7dqzW8P8B+r7fT/KweCgmtWq6VKo9VUN0/o5/3PhX9WqWl37jxzSrPlz9M7gty1lN27eUPD58w89Ahs/+6RD67basnO7Dh07KqPRqL/O/K3x77xrVTeHt7fmTP/E8thoNCpXTh+rKxHfeOSY6qXjJ+6dW+bg4KDWTZvryM/HVPqFkinet5EQwQvJdik0VO3feFUDe/VNMB+8ZPESGtS7n/oNH6Lz//6j7B4eqlvTT4FBC/THqZP69fffNXzAIBXMV0AxsbE6cOSw9h08oNFDh0mS5cPhytWrVlPDpLjzd/In4/K5Wd3jriS1JHB+ogNonly5U/S8kyMt+n+/+FB76/Yt/fDTT1qw9DMNG/uuKvlWkE+OnI9c12g0qk/3N9Wn+5u6EHJR33z/nQKDFmjomFHauWbDI9dt36qNJnwwVdeuX9OmHduUw8vbEiDSon0pbmpqtcpVtGvPV/ItW05/nDppNWDES+vXVJImjhqjapWqqNlL7TTug8ma+1HcPWKy3r0K2fQJk1WoQIEE690/ULVv1UbvvD9OZ4KD9eNPP2nK2PEJ6ufNk+ehX+7iZcuazWrefrzLV65IkmVarCR9unC+rly7qiKFC+vdSRO0fulKGZ0TXs4agO3FT//avvsL1avlp6O//mL5LHkS3N3dlSlTJi0NnJ9oecH8BXTk52OSpGvXr1tdGfDipRAFnz+viuXLJ7mdbFmzJXqxCMtnVLbU30KlVtXqypXTR1t37dBzBQvpq2/3apj/wAT1ypYqrdkffKSo6GgdPnZUqzeu19zFQSpetKhluuWjNG/UWEtWrdCvx3/Xjt1fqnH9BoneEiCtn3PR54po3owAzZo/VwuWLVaLJs0ssy3cs7irSoWKGj5gcKLrGp2NkuKmvxbIl1+7vvpSzs7OKpg/f4JZD4/6QSGex31jamLP7/4x58rVq5o5L1AvFCuu7/f9T1t37Uzz2yRkVEw1RLJ5e3nJydFJK9etUWRkZILyv4PPysXFRQXzx31xLVOylDyzZ9enC+fLaIz7UPDy9FTR54po7mdB+u/Of6pTI+5csHKlyshoNCa4wtGhY0d1ISREFZIxtSr+pObrN26oTMlSlr8bN2/qk7mBunHzRipfgYdLi/7HGzRqhPoPHyop7oO5WcNG6tujp2JjY5O850hERISatG9jucpgnly59WrHTmrRuKlCknETxRaNm8rZ2Ul7vvtWu/bsVtsWLeXkdO/3mdS2H695o8b68cBPWrt5kyqV97UcebpfWr6m8by9vOXl6akhff31zfffWa4CVq50GTk7O+vS5VCrfcfZ2VkffRqgf/7919JGkwYNlcktk96bOjFunv0DU3mSq3KFivr34kUdvvsFKd6Wndvl7OSksqVKS5J+Pf67FixZrN5v9NBH70/R32fPatb85E0VApD24qd/ffn1Hu38ardy5sih2jUSP/pkC1V8K+q///6TWbL6vPrz79P6dOF8xcTGqGzp0nJ2ctKeb7+xWnfJ5ys08J3hMsggB8dHfwWs7FtRR3/9Refv+/yT4s4xyuHlrYL586f6uTg4OKhdy1ba/c3X+vr7b2WWOcFUuMWfr1D9Ns0VFRUlo7OzqleuovdHxR3xuXjpUrK2U75MWeXNnVtbd+3U199/+9DZI2n9nLN7eMjJyUl9ur+pPLlya/TE8YqOiZYUF6jOBAercIGCVu/jll07tHbzRssMCYPBoBdbttZX3+7VV9/uVbsWSV9UIzGFCxZSDi/vBGPq+X//0bFff1GFcvfG1LFTJ0mSFs2eoyb1G2ji9GkKvfJs3PPM3jjihWRzdHTUuBGj1G/YELXv+qpe7dhJRQoX1p2ICP34009asXa1BvbuazlS4eDgoNrVa2rTjm2qVa2G5delqhUradmaVfItU1Zed6dBeGTLprde76bZC+fJ2dlZDWrX1T8X/tXMeYF6vvBzerFl0nPnixV5Xq2btdCYyRP078ULKv1CSZ0JPqsZc2YrX568Cc4hSktp0f941SpV1tipkzRt5seqXaOWwm6FafaCeSqUv4BKFEt4ufX7ubq6qtQLL2j2wvlydnJW8aJFdSY4WBu3b1GTB07ETUyWzJnVtEEjLVy2RGfPBat9q7Zp2n68RnXra+zUSVry+XKNvnsxiwel5Wv6oE7t2mvjti2a+NEHqlGlmrJ7eOjN17pq5rxA3Q6/raoVKunS5VDNnBcog8Fg9brH3/xz9cb1eqntiym+KeWLLVtp5drV6j98iAa81Uf58+bT199/q/VbN6v/m72U1d1dUVFRGjn+PRUuWFBvvdFdRmdnvf5KZwUtX6qGdepZLmYD4Mnq0Lqt3ujXS5evXtGLLVonuP+hLdWpWUuVfSuo79uD1Ld7TxUp/Jx++f03zVowV7WqVpenR9xRmddfflVLPl8ho9FF1SpW0q9//K7la1ZpSD9/OTk5WY70b/tip8qVTnheU7fOXbRl53Z1699b/Xv2UnYPD23avlU/HTqgyWPGJTnFL7nat2qruZ8F6dOF89Wobn2r6XFS3Jg4ffZM9Rs+RF06dpKjo5NWbVgno9GY7HOLJalpg8ZaumqFPDw8HnoRFVs9Z1dXV40ZNkJvDfLXgiWL1bdHT73RuYs279yuN/r3VvdXX1f2bNm046svtWbTBqspiZL0YsvWmrVgrsxms9q2aPmQrTyag4ODhvTz1zsTxmrw6BFq26KVrt+4odkL5ilb1mzq1rmLpLhzu7/69htNnzBZnh7ZNXrocLXo1F5jJr2veTMCUrRt3EPwwmOpW8tPaz5bqqDlSzT3syBdu3FdRmejSpYooRmTp6pxvQZW9evU9NOmHdtUteK9D7mqFStr2ZpVqlvL+gPT/63e8vby0vI1q7R280Z5ZMumpg0aaVDvflbn7zzKlDHjNG/JIq3asE4hl0Lk5eml5o2aaFDvfjYfGNOi/5L08osdFB0drVUb1mnlurVydXFR9SpVNcx/YKJTIx404Z0x+mTup1q0YqkuX70qr+ye6tCmnQbevSJSUjq0bquN27eqsm8FFS6YMKymtn0pblporarV9f2+/1kuGZyYtHpNH2QwGDR+5Gi17xp3sva0ce9rUO9+yuGdQyvXrtbCZUuUzT2rqlepqiF9+ye4IWq9WrW1euN6q6s9Pi43Vzctm7dQH80OUMD8ObodHq7nChbSpHfHWi7z/MncQP0dfFafL/jMMrVwwFu99eXXezRi/HvavHyVXFxcUtwHAClTpUJF5cuTV+f//Ucd2rR9ott2cHDQ/E9ma+bcTzVv8SJdvX5NPjly6o1XXlW/Hm9Z6g3zHyhvL099vn6dFq1Yqnx58mrUkGGWq8E2rt9Am3du18jx76lDm3YaN2KU1XZyeHvr84WL9dGnAZr00QeKjo5WiaLFFDh9hhrUrptmzyd/3ryqWrGyfjp0QONHjk5QXqJoMc39aKY+DZqvIe+OUmxsjEq/UFKLAgIf6wbLzRs1VtDyJWrWsPFDA5Qtn3OdGrXUpH5DzflsoZo0aKgihQpr1cLF+ujTWRo3bZIiI6NUqEABqzEgnk/OnCpRtJiyZ/NQbp9cKe7Diy1bK3OmTJq3eJH6DRuiLJkzy696TQ3p2185vL116XKoJn30gWrXqGmZWuiTI6eG9PXX+A+maP3WzWrfqk1qXoYMz2C+EZ6yqwkAQAY1btpkHT52VFs/X2vvrgAAnnGXLoeqfusW+njSlMeaXYL0hyNeAJBMS1ev1N9nz2r1xvVW928BACCt/XHqpPZ8u1dffLNH+fLmVcM69ezdJaQSF9cAgGQ6dPSINu/YptdeeiXBvbsAAEhLkZGR+mzlcsXGxuiTydOe6LmEsA2mGgIAAACAjXHECwAAAABsjOAFAAAAADZG8AIAAAAAG+OqhimR9e79g8ycHgcAT5TBEPffsDv27Ud6w7gEAPaTzLGJI14AAAAAYGMc8UqJ+F8Ub0XYtx8AkNG4u9q7B+kT4xIA2E8yxyaOeAEAAACAjRG8AAAAAMDGCF4AAAAAYGMELwAAAACwMYIXAAAAANgYVzW0oVhTrKJjYuzdDdiYs5OTHB0c7d0NAEgWxqb0i/EEeLYRvGzAbDYr5PpV3Qi/Ze+u4AnxyOyuXNm9ZIi/gR4ApDOMTU8HxhPg2UXwsoH4gS1ntuzK5OLKh+czzGw267/ICIXevC5Jyu3pbeceAUDiGJvSN8YT4NlH8EpjsaZYy8DmldXD3t3BE+DmEnfTvNCb15XTIzvTRACkO4xNTwfGE+DZxsU10lj8vPlMLsm7gzWeDfHvN+dNAEiPGJueHownwLOL4GUjTOHIWHi/ATwN+KxK/3iPgGcXwQsAAOABZrPZ3l0A8IwheNnJqdN/afDoEarZtKFK16isWs0aadCoETp+8oTNtz1r/lwVr+Jrefxa7zf1Wu83bb7d+m2aq3gV30f+jRz/ns37Ea94FV/Nmj9XkrT/8CEVr+Kr/YcPPbHtA0B6MXL8e6rfpvlDyx8cJzZs26LiVXz1z4ULungpRC9Uq6jxH0x56PonTp1U8Sq+WrluTaLl/1y4oOJVfLVh25bH6vft27fV5+1BKudXXZUb1NbZc8GPtf7D/PX3ab3y5htWy+4fMwAgJbi4hh38efq0OvXoqrIlS2v00OHy9vJUSGiolq9ZpU49umrZnAUqX6asvbuZ5mZ/8LGioqIsj/sPH6qSJUqob/eelmWe2bM/sf6sDlqiXDl9ntj2AOBZlNsnl2pUqaadX32pUUPelrOTc4I6G7dvlauLq1o1bZam2960Y5u+/u5bvTf8HRV97jnly5M3Tdrd+dVuHf31F6tljBkAUovgZQefrVwmj6xZtTBgttUA1bBOPTXr2E6BixZo/oxZduyhbZQsXsLqsdHoLE+P7HYLmc9iuAUAe2jfqo1++Ol/+mHfPtXzq21VFhMTo21f7FKT+g3knsU9Tbd74+ZNSVLn9h1tfm4UYwaA1GKqoR1cuXZVkvTg9PFMbm56Z/BQNWvQSJLUb9gQte78klWd7v59VKp6ZYX/959l2YezZqpe63u/Iu7Y/YVefL2zfOvUUM2mDfXelIm6GRaW7P6ZTCbNX7JIjV5srdI1q6hJ+zZatvpzqzqv9X5ToyeO1/wln6luq2YqU6uqXu7RVT//9muyt/MwSfV/1vy5avRia+394Xu16vySpY8bH5iismz152rasZ3K1KoqvxaNNW7aZN0OD7eUP2raSGRkpMZ/MEW1WzZR6ZpV1LRjOy1asTTVzw0AnkUN69aTRzYPbf1iR4Ky7/f9T1euXVXHNu0eq83iVXy1Yt0ajZ44XlUa1pFvnRoaMPJtXbkaN4a+1vtNzVoQ9xleomoFy1T1yMhIfRDwieq0bKrSNauoVeeXtGP3F1Ztm81mrVi7Wi06tVdZv2pq9GJrLVi6WGazWbPmz9XshfMsfYgfJx4cM0KvXNY7749TnZZNVdavmjq80UV7vtv7WM8BQMbCES87qFvTT9/++INe7tFV7Vu1UbVKlfVcocIyGAxqejd0SVLdWn4aM/l9Xb12TV6enoqKjtaRn48pJjZGR3/5WbWqVZckfbfvR9XzqyNJCgxaoJnzAtW5w0sa3Ke/zv/7j2bOm6Njv/6iNYuWytU16UsJj5s2WRu2blavN3rIt2w5HTxyWJNnTFfY7Vvq1+MtS70vvv5KRQoV1rtDh8tsNmtawAwNGDlMX2/eLkfHlN17JLn9v3zlsiZ8OFV9ur+pvLlzK2jZUo2cMFZlS5dRkUKFtf3LXZoWMEMjBgxW8aJF9ffZs5oWMEMRERGaOnZCkv2Y9PGH+uGnfRoxYLC8vbz13f9+1LSZM+SRzUMvtmydoucGAOldzEMuYW42mx95RMno7KzWzZprzcYNuh0eriyZM1vKNu3YpkL5C6hyhYqP3Z8ZgbPUqG59fTxxqs7/+4+mfPKRnJw+1McTp2rs8Hf02crlWrdlk1YHLZFn9uwym83qN3yIjvzyswb07K0ihZ/T7r1fa/DokYqKilLbFq0kSR8HzlLQ8qV645Uuqlm1mn4/8YdmzJmtqOgodWzTTiGhlyztJja98MrVq+rwRhc5OzlrcJ9+yu7hoQ3btqrfsCH6YPxEtW7aPFnPAUDGQvCyg84dXtLlq1cUtHypJnwY98Gb3cNDtarV0GsvvaxypctIkurUrCVJ2ndwv1o2aaZjv/4ss1kqUriwDhw5pFrVqutSaKhO/fWnhvsP0s2wMM35bKE6tmmnscPfsWyvWJHn9WqvHtqwbYs6d3gpYYfucyY4WGs2bdCQvv56q2s3SVKtatVlcDBo3uJF6tz+JWX38JAUN0AHBQQqS5YskqTw/8I1Yvx7+uPUSZV+oeRjvy6P0/87ERGaNPo9Va9SVZJUqEBB1WvdXN/++L2KFCqs/YcPKW/uPHq1Yyc5ODioSoVKypQpk67fuJGsvhw4clg1qlRVi8ZNJUlVK1ZSpkxuyp7N47GfFwA8Df69eFGlalR+aHmVJIJTh9ZttXTVSn2192tLwAm7dUtff/+t/Hv2TlGfihUpqinvjbc8/uX479q1Z7ck6fnnilhCUfw0wB/3/6Tv9/1PMyZNVfNGTSRJftVr6E5EhKZ/GqCWTZrpvzt39NmKZXrtpZc1fMAgSVLNqtV07fo1HT52VP16vJWg3Qd9tnK5rl2/rp1rNip/3rjzyurU9NMb/Xrpg5kz1LJxUzk4OCT5HABkLHafahgdE60ZgbNVt1Uz+datqc49u+vIL8cs5X+cOqkuvXqofO3qqtuqmYKWW0/3MplMCpg/R34tGqucX3V19++j4PPnrOok1YY9DOzVV99v/1IfvT9ZHVq3VZbMWbR11w516tFVS1atlCTl9M6hksVL6H8H9kuS9h08oArlyqlKhUo6cOSwJOnb//2gTJkyqWrFSjr22y+KiopSq6bWV6aq5FtBeXPnTtYV+346dEBms1n1/WorJibG8le/dl1FRkbq8LGjlrrPP1fEErokyefuQHXnzp0UvSaP2//yZe8NiPGD5H93t12tUmWdPResF1/vrMCgBTp+8oRaNWmmri93TlZfqlaspLWbN6rnoP5auW6N/r14Qf16vJXg3AUAeFbk8PbWusXLE/0rVeKFJNcv/nxRlX6hpLbsujfdcPuXu2SKNand3SD2uB4MPrly5nzkGLPv4H4ZDAbVqelnPYb51dHlK1f059+ndey3XxQdE6NGdetbrTty0FAtmjUnWf06cOSQfMuUtYSueK2btdDlq1f099kzKX4OAJ5ddj/iNWfRQq3fullTx05Q/rx5tWDpYvUc6K8da9bL6GxUt/691bBOPY0fOVrHfvtV4z+YIo9s2dS+VRtJcVPTVm1YpyljxsknR059OGumeg7qr22r1svo7KzrN24k2Ya9ZMuaVS2bNFPLJnHnZx0/eULDx76r6bNnqnXT5sru4aE6NWtp0/atkuKCV92afiqQL7/Wbd6oOxF39N3/flStqtVkNBot50F5e3kl2Ja3l7du3b6VZJ/iT1Ru8XKHRMsvXbls+X+3B6Ytxv+6Z0rhvU8et/9urm4Jtm02xW27eaMmMplMWrlurWYvnKeZ8wKVN3ceDe3nbzmK9SijhwxTrpw+2rJrh+USyb5lyuq94e8kuEgIkIDBIHEP1ITMSnhyK9INo7OzypQslWhZ5kyZktVGh9Zt9f70abp85YpyeHtr845tqlOzlnJ4e6eoTwnGGYPDI++vdePmTZnNZlWoWzPR8tDLobp5K24s8fT0TFGfJOlm2E3lSySMxo9fYfeNV4/7HACbYWxK3BMcm+wevPZ8u1ctmzS1nK80cuAQrd28Ucd+/UVnzwXLaDRq3IhRcnJyUpHCzyn4/DktWLpY7Vu1UVR0tBatXKZh/QeqTk0/SdKMydPk17yxdn+zRy0aN9WaTesf2caTdik0VO3feFUDe/VNcKJxyeIlNKh3P/UbPkTn//1H2T08VLemnwKDFuiPUyf16++/a/iAQSqYr4BiYmN14Mhh7Tt4QKOHDpMUF+SkuLnnRQoVtmr78pXLyp+My+xmdY+74tSSwPmJDrR5cuVO0fNOjrTo//3iQ+2t27f0w08/acHSzzRs7Luq5FtBPjlyPnJdo9GoPt3fVJ/ub+pCyEV98/13CgxaoKFjRmnnmg2P98SQsRgMis3sIkdHu08oSHdiY01yDI8kfD3DWjZpqqmffKztu79QvVp+OvrrL5r70cwntn13d3dlypRJSwPnJ1peMH8BHfn5mCTp2vXreq5gIUvZxUshCj5/XhXLl09yO9myZkv0AhmXr1yRJGXP9uRujQIki8Egc2ZXGRxJXg8yx5plCI94ImOT3YOXRzYPffPD9+ry0ivK7eOj1Zs2yGg06oVixbVuyyZVLl9BTk73ulmtUmXNW7xIV69d078XLyg8PFzVKlWxlGd1d1fJEiV08OgRtWjcVIeOHX1kG16p+MUrJby9vOTk6KSV69aoddPmcnFxsSr/O/isXFxcVDB/AUlSmZKl5Jk9uz5dOF9GY9yvkc5Ozir6XBHN/SxI/935T3VqxJ0LVq5UGRmNRm3dtUNVK1aytHno2FFdCAnRm6/7KinxJz9fv3FD1Srdm+v//b7/afHnKzRq8FCbvWZp0f94g0aNUExMjGZ/8JHcs7irWcNGcnZ2Ur9hQxR6+fIjg1dERITavNpJnV5sr+6vvq48uXLr1Y6dFHz+vNZuJnQhCQbJ0dFBE4I2KvjiFXv3Jt0omNtb7/VoF/drK7nrmeWexV2N6zfQl1/vUUREhHLmyKHaNRI/+mQLVXwratHypTJLKnvf0bsN27boy6/3aPJ741S2dGk5Ozlpz7ffqFL5e+PKks9XaOP2bfpx5245JPHDSWXfilq6eqXO//uv1XTDLTt3KIeXtwrmz5/mzw1IFYNkcDRo/+IwhYXE2rs36UbWXI6q+kbWJzY22T14jR46TINHjVCDti3k6OgoB4NBM6d+qAL58iskNFTFihS1qp/TO4ck6ULIRYWEXpIk5fbxSVDnYkiIJCXZRqpChEMivxoktuw+jo6OGjdilPoNG6L2XV/Vqx07qUjhwroTEaEff/pJK9au1sDefS1HfxwcHFS7ek1t2rFNtarVsNz3q2rFSlq2ZpV8y5S1PAePbNn01uvdNHvhPDk7O6tB7br658K/mjkvUM8Xfk4vtkx6jn2xIs+rdbMWGjN5gv69eEGlXyipM8FnNWPObOXLk1eFChR8zBcp+dKi//GqVaqssVMnadrMj1W7Ri2F3QrT7AXzVCh/AZUoVuyR67q6uqrUCy9o9sL5cnZyVvGiRXUmOFgbt29Rk/oNH71hB0OS+wCecXff/+CLV3TqfIidO5MO8e/jmdehdVu90a+XLl+9ohdbtE7xVW5Tok7NWqrsW0F93x6kvt17qkjh5/TL779p1oK5qlW1ujw94o5Evf7yq1ry+QoZjS6qVrGSfv3jdy1fs0pD+vnLyclJWe/eb2zbFztVrnTCc7m6de6iLTu3q1v/3urfs5eye3ho0/at+unQAU0eM84y/R1Ib8JCYnXjfOJXL4Xt2T14nT5zRlmzZtWnH34snxw5tXbzRo0YN0bL5wUpIiJCRqOzVf34I0SRUVG6ExEhKW5amFUdo1E3w+LOVUqqjRQzGCR3t4TLI+5+8XZwkB7yi1ndOnW0ZslyBS1brLmLg3Tt+nUZnY0qWaKEZkydpsYPfLmv41dbm3ZsU9VKlSxtVq1cRcvWrFLd2nWstuPfp6+8c3hr+erPtXbzRnlk81DTho01qG9/ucVf3jf+i0/8egbrx1PGTdC8z4K0asM6hVwKkZeXl5o3bqpBffvLMf61fGAdq3YdDA997g+8iHHtpLb/97u77Zc7vqTo2BitWr9WK9etlauri6pXqaphAwfL+f6jjPF9faDvE94dq08CZ2vRimW6fPWKvDw91aHtixrYu+9Dtnu3jcyuUjIu2Q9kWJnT4N+HyZT6NmAzVSpUVL48eXX+33/UoU3bJ7ptBwcHzf9ktmbO/TRuZsv1a/LJkVNvvPKq1e1QhvkPlLeXpz5fv06LVixVvjx5NWrIMMuVcxvXb6DNO7dr5Pj31KFNO40bMcpqOzm8vfX5wsX66NMATfroA0VHR6tE0WIKnD5DDWrXfZJPGcBTxGC+EW63SR//XrygJu3baPGn81TJt4Jleeee3ZXdw0Pn/jmv2jVqaZj/QEvZX3+fVouXO2jjss91/t9/NGDkMP383T6r+1MNfGe4oqKjNGf6J2r1SsdHtpGiCyW4391WeGSCooioSJ25+K8K++SRq9ElQTmeTRFRkTpz6YIK587L+57R3Q3gPSYu4IjXfYrlz6Wgd3tK4RGSKRXDTua7/75uRaRNx54V8ePSQ14Xy2cUY1O6x3sFm3CIO2Cwe+p1jnjdxyO/kxqNzC7dupO6sSmJz+B4dj3i9cvvvys6JibBVZTKlSmj7378QXly51bofVfRk2R57JMjp+VGj6FXLqtAvvxWdUoUjZtOlsvH55FtpEpib1Bq3jQ8/Uxm9gHgUfg3AgDIoOw6CTn+3KyTf/1ptfzUX3+pYP4CquxbQYePHVFs7L2TAPcdPKDCBQvJy9NTJYoWU5bMWazu7xR265aOnzhhOWE2qTYAAAAAwNbsGrzKliqtSuV9NWL8e/rp0EGdPResT+Z+qn0H9+utrt3UvlVb3Q4P1+iJ4/XX36e1YdsWLVm1Ur26dpMUd25Xl46dNH12gPZ8t1cn/jylwaNGKJePjxrVayBJSbYBAAAAALZm16mGDg4OCpz+iT6Z+6nemfCebt66pWJFntfiT+da7vS+MCBQk6ZPU7vXOyuHl7eG+w9Su5atLW0M6NVHMbGxenfSBEVERqqybwUFBQTK6Bx3EQgvT88k2wAAAAAAW7L7VQ2zZc2qscPf0djh7yRaXrZkKa1etPSh6zs6OmqY/0Cri2c8bhsAAAAAYEt2D14AnmIGQ9xNB3EP96kCAACJIHgBSBmDQbFZXOTIjUIBAACSRPACkDIGydHBQVP3rda5sFB79ybdqJy7uLqVbWzvbgAAgHSG4AUgVc6Fheqv6xfs3Y10I797Dnt3AQAApEMEr6eNPc+pMUsyc+NTAMhQ7DXuMOYAeMYQvJ4mdj6nJtZkkuPtyMcaCF/r/aYOHDmcaNnrL3fW6CHDHrn+/sOH9Hqfntqzabvy5cnzWP0FAKSSwSBTFlc52OGiMSaTWQ63Ix47fDHuAEivCF5PEzueU1Mga06NrN4p7lfPx/wBslnDxokOdG5ubmnTOQCAbRgkBweDFu8PU0hY7BPbbK6sjnqjatYUjTkS4w6A9Ing9RR62s6pcXVxUQ5vb3t3AwCQQiFhsTp/I8be3Ug2xh0A6RHBC3YVduuWPvo0QHt/+F5Xrl6VR7Zsali3nt4ZNFSurq4J6p89F6z3p3+gY7/+IpPZpAplymn4wMEq/nxRSdKt27f0QcAn2r33a0VHx6hUiRc0zH+gypQs9aSfGgAgHWLcAWAv3IAHdjVi/Bj98vtvCpj6ob5Yv1nvDB6qDdu2aPWmDYnWH/LuO8qZI4fWL1mutYuWysHRQf2HD5Ukmc1m9Rzkr7Pnz2nexwFa89lSlS9TRq/07KbjJ088yacFAEinGHcA2AtHvGBzW3ft1Bdff2W1zLdsOS2aNUc1q1RTpfK+KlGsuCQpX548Wr52tU7+eSrRts79c141q1ZTvjx55eTkpMnvjtPfwWdlMpm0/9BBHf3lZ+37Yo88s3tKkob09deRn49p6aqVmjp2gm2fKAAgXWDcAZAeEbxgc/Vr19bb/QdaLXN1iZvO0bnDS/r6u2+1edcOnTt/XqdO/6Xz//6jQvkLJNrW4D79Nfnj6fp8/VpVq1RFftVrqFnDxnJwcNDvd39dbNC2pdU6UVHRioyKssEzAwCkR4w7ANIjghdsLnOmzCqYyIBmNpvVe+hAnfzzT7Vq2kxNGjTUkL79NWbyxIe29WrHTmraoJG+/d8P2nfwgD7+dJZmzZ+rTctXyWQyKUvmLNqwdEWC9YxGY5o+JwBA+sW4AyA9InjBbo6fPKFvf/xBaxYtVbnSZSRJ0THROvfPeeXPmzdB/StXrypw0QK99Xo3vdiytV5s2VqXQkNVu2UTHThyWMWKPK/b4bcVFRWtokWKWNZ7d9IElShaTF1eevmJPTcAQPrDuAPAnghesBtvLy85OTpp51dfyjO7p27cvKG5nwXp8tUriopOOEXDI1s27f3hO53757yG9hugLJkza92WzXJ2dlbpF15Q3tx59EKx4ho0arjefXuE8uTKpVUb12v91s1aFBBoh2cIAEhPGHcA2BPB6ylUIGvOZ2KbPjlyaurYCZq1YI5WrFujHF5eqlurtt545VXt+e5bmc3Wd810cnLSgk9ma1rADL3Rt5fuREbohaLFNH9GgArkyy9JWjR7jj4M+ESDR4/QnTsRKlK4sGZNm67qVaqmef8BIKPIldXxmdge4w4AezKYb4Sn4J7wGZz73ft83IpIUBQRFakzly6osE8euRpd0na7BoNis7jI0cE+dwGINZnkeDtSMrPLPMim73t65WCQ3N3U94tZT9UNvW2tXoFyeqfGy+oxcYFOnQ+xd3fSjWL5cyno3Z7SrTuSKRWfIY/4/M3QknhdUvwZZTDIlMVVDg6GNOjk4zGZzHK4HZHhxpwMOZ7A9u6O2bunXteN80/PzdBtzSO/kxqNzP7ExiaOeD1NzOa44PPkxz9JkqNZGW4ABIAMzXw3/Nhh3HFgzAHwjCF4PW3MZolxCADwpDDuAECasM+cNQAAAADIQAheAAAAAGBjBC8AAAAAsDGCFwAAAADYGMELAAAAAGyM4AUAAAAANkbwAgAAAAAb4z5eTxuDwW43UNZj3sxy5Pj3tHH71kfWOXngaCo7BQCwKXuNOym4gTLjDoD0jOD1NDEYFJvZRY6O9jlQGRtrkmN4ZLIHwtFDh2lovwGWx7WaN9KoIcPUvGFjW3URAJCWDAaZM7vK4Pjkk5c51ixDeMRjhS/GHQDpGcHraWKQHB0dNCFoo4IvXnmimy6Y21vv9WgX96tnMsdA9yzucs/i/sCyLMrh7Z32HQQApD2DZHA0aP/iMIWFxD6xzWbN5aiqb2R9rDFHYtwBkL4RvJ5CwRev6NT5EHt3I9U2bNui2QvmqkGdetq4bYsqla+gbq++ptf79NSeTduVL08eSdI/Fy6oQdsWWjpngapWrCRJWr91sxYuW6J/L15Q3tx59PKLHfTaSy/LwYHTFgGkXnRMtGbPn6fNO7fr5q0wvVC0uN72H6AKZctLkv44dVKTPvpAv/1xXB7ZPPRap1fUo8vrlvVNJpNmL5yntZs3KizsliqWL6+xw99RwfwFLHWSaiM9CQuJ1Y3zMfbuRqox7gCwJ4IX7Orfixd1KTRUG5d9roiISF27cT3JdVZvXK+PPg3Qe8NGqlzpMjp+8oTe/3CaLoWGaviAQbbvNIBn3pxFC7V+62ZNHTtB+fPm1YKli9VzoL92rFkvo7NR3fr3VsM69TR+5Ggd++1Xjf9gijyyZVP7Vm0kSYFBC7RqwzpNGTNOPjly6sNZM9VzUH9tW7VeRmdnXb9xI8k2YBuMOwDsheAFu+vbo6fy580nSdp/+FCS9QODFqjXGz3UskkzSVL+vPl0Ozxc4z+YooG9+sjFxcWm/QXw7Nvz7V61bNJUtapVlySNHDhEazdv1LFff9HZc8EyGo0aN2KUnJycVKTwcwo+f04Lli5W+1ZtFBUdrUUrl2lY/4GqU9NPkjRj8jT5NW+s3d/sUYvGTbVm0/pHtgHbYtwBYA8cH4fdFbpv6k1Srl2/ppDQS5o5L1C+dWpY/iZ8MFWRkZH658K/NuwpgIzCI5uHvvnhe/1z4YJiY2O1etMGGY1GvVCsuA4dO6rK5SvIyeneb5fVKlXWmeCzunrtmk6cOqnw8HBVq1TFUp7V3V0lS5TQwaNHJCnJNmBbjDsA7IEjXrA7V1fXBMvM913FKiYm2vL/JlPc8ncGDVWNKlUTrJc7V24b9BBARjN66DANHjVCDdq2kKOjoxwMBs2c+qEK5MuvkNBQFStS1Kp+Tu8ckqQLIRcVEnpJkpTbxydBnYshcefnJtWGl6dnyjru8JCrDz5seQb1VIw7DgbeN6Qd9qVHe0KvD8EL6Yqzc9wueTv8tmVZ8D/nLf/v5ekpL09Pnfv3H72Sv6Nl+Y7dX2j33q81bez7T66zAJ5Zp8+cUdasWfXphx/LJ0dOrd28USPGjdHyeUGKiIiQ0ehsVT9+qllkVJTuRERIkoxGo3Udo1E3w25KUpJtpIjBILm7JV4WcfdLvIOD9Di3JLH3lzVHB8nwePfySsBguPecDYZ77d7l7BL3Pt2+E25ZHhx/FMvBIK8c3nHjzoV/9UqhQpb1dny5S7u/+VrTxk98vNc0KQ4Oca97ZlcpkYAIwAYyp8G/NZMpySoEL6QrxYoUVebMmTVn0QIN7TdAoZcva0bgbBnuDpYGg0FvvtZVHwfOVh6fXKpTs5ZOnf5L46dNUd1afgm+6ADA4/r34gUNe2+UFn86T5V8K0iSypQspb/+/luz5s+Vq4uLoqKirdaJjIyUJGVyc5Pr3QAVFRVldWQlMipKbm5xwSipNlLEbJZuRyReFhUpmcxxXwxik/5ycK9NOwevWFNcv1PDbL73nOOPat33GhQrXCRu3Fk4/964MzsgbtwxmWUwme+NOzl97o07UybHjTuOTo/3mibFdPc5h0dI0al87kC8+DCPxIVHpO6zJnPyzvMkeD2FCuZ+8vcjeVLbzJI5s6ZPmKSPZgeoxcsdVLhgIb0zaIjeHNjfUqf7q6/LxcVVy1Z/rmkzP5aXp5debN1Gg3v3eyJ9BPBs++X33xUdE6MyJUtZLS9Xpoy++/EH5cmdW6FXLluVxT/2yZFTMTExlmUF8uW3qlOiaDFJUi4fn0e2kWIP++KQyvCSNZdjqtZPz9tLt+OOyZz60AkgeZ7QvzeC19PELMXGmuJuZGwHsbEmOaZinzx54KjV4xdbttaLLVsnqFffr47q+9WxWnZ8n/VVp17t8JJe7fBSyjsDAA8Rf27Wyb/+VNlSpS3LT/31lwrmL6DyZcpo1YZ1io2NlaNjXEDYd/CAChcsJC9PT7lnyaIsmbNo/+FDluAVduuWjp84oS4dO0mSKvtWeGQb6YZZMsea425m/KQ3HWtO9SxDxh0A6QnB62liNssxPFKy08wPR7PuTdMAgGdU2VKlVam8r0aMf09jh7+jXDlzatOObdp3cL9Wzl+k/HnzaeGyJRo9cbzefK2rfjn+u5asWqnxI0ZJiju3q0vHTpo+O0Ce2bMrb+48+jDgE+Xy8VGjeg0kSe1btX1kG+mG2SxDeIRdxh0DYw6AZwzB62ljNkuMQwBgMw4ODgqc/ok+mfup3pnwnm7euqViRZ7X4k/nqnyZspKkhQGBmjR9mtq93lk5vLw13H+Q2t13JGVArz6KiY3Vu5MmKCIyUpV9KygoIFBG57gLanh5eibZRrrBuAMAaYLgBQDAA7Jlzaqxw9/R2OHvJFpetmQprV609KHrOzo6apj/QA3zH/jQOkm1AQB4tnADZQAAAACwMYIXAAAAANiYXaca7j98SK/36ZloWb48ebVn0zb9ceqkJn30gX7747g8snnotU6vqEeX1y31TCaTZi+cp7WbNyos7JYqli+vscPfUcH8BSx1kmrDFsycEJyh8H4DeBrwWZX+8R4Bzy67HvHyLVtOP+zYbfW3aNYcOTk6qfcb3XX9xg11699bhQoU1PolK+T/Vm/NnBeo9Vs3W9oIDFqgVRvWaeKoMVodtFgGGdRzUH9FRcfdmDI5baQlZ6e4LPtf5ENuYolnUvz7Hf/+A0B6wtj09GA8AZ5ddv1XbXR2Vg7vezfmjY6J1pQZ09W4fn11bPui5i0OktFo1LgRo+Tk5KQihZ9T8PlzWrB0sdq3aqOo6GgtWrlMw/oPVJ2afpKkGZOnya95Y+3+Zo9aNG6qNZvWP7KNtObo4CiPzO4KvXldkpTJxVUGg52u/w6bM5vN+i8yQqE3r8sjs7scHZ7sTUYBIDkYm9I/xhPg2Zeufk5ZsXaNLl66pEWz50iSDh07qsrlK8jpvl99qlWqrHmLF+nqtWv69+IFhYeHq1qlKpbyrO7uKlmihA4ePaIWjZsm2YYtblSZK7uXJFkGODz7PDK7W953AEiPGJueDownwLMr3QSvyMhIzf1sobq+0lk5vXNIkkJCQ1WsSFGrevFlF0IuKiT0kiQpt49PgjoXQ0KS1UaqgpdD4r8WGmRQbu8cyunpqeiYmJS3j6eCs5NTxvxl8iH7P/BI7Dd2YzAYlNvTWzk9sjM2pVMZdjwBMoh0E7w279yuyMhIvfbSK5ZlERERMhqdreq5uLhIkiKjonQnIm4etNFotK5jNOpm2M1ktZFiBoPk7vbIKo53/wAAd2V2TX0bJlPq28jAHB0c5WhkdAKAJy3dBK9N27epcb0Gyu7hYVnm6uKiqKhoq3qRkZGSpExubnK9G6CioqLk6npvMI+MipKbm1uy2kgxs1m6zUnKyMAcDGnzJRoZS3iEZErFVdsyu6RdXwAAeILSRfC6dv2ajv76s3p16261PJePj0KvXLZaFv/YJ0dOxdydKhF65bIK5MtvVadE0WLJaiNVUvPlAQAyIpOZz04AQIaULm6gfOSXn2UwGFSlQkWr5ZV9K+jwsSOKjY21LNt38IAKFywkL09PlShaTFkyZ9H+w4cs5WG3bun4iROqVN43WW0AAAAAgK2li+B14s9Typ8nr9xcraf+tW/VVrfDwzV64nj99fdpbdi2RUtWrVSvrt0kxZ3b1aVjJ02fHaA93+3ViT9PafCoEcrl46NG9Rokqw0AAAAAsLV0MdXwytWr8siWLcFyL09PLQwI1KTp09Tu9c7K4eWt4f6D1K5la0udAb36KCY2Vu9OmqCIyEhV9q2goIBAGZ2dk90GAAAAANhSughe40aMemhZ2ZKltHrR0oeWOzo6apj/QA3zH5jiNgAAAADAltLFVEMAAAAAeJYRvAAAAADAxgheAAAAAGBjBC8AAAAAsDGCFwAAAADYGMELAAAAAGyM4AUAAAAANkbwAgAAAAAbI3gBAAAAgI0RvAAAAADAxgheAAAAAGBjBC8AAAAAsDGCFwAAAADYGMELAAAAAGyM4AUAAAAANkbwAgAAAAAbI3gBAAAAgI0RvAAAAADAxgheAAAAAGBjBC8AAAAAsDGCFwAAAADYGMELAAAAAGyM4AUAAAAANkbwAgAAAAAbI3gBAAAAgI0RvAAAAADAxgheAAAAAGBjTvbuAAAAAJAmDAbJYO9OpEMOvCjpAcELAAAATz+DQaYsrnIgZCCdIngBAADg6WeQHBwMWrw/TCFhsfbuTbpSMpezWpfJYu9uZHgELwAAADwzQsJidf5GjL27ka74uDvauwsQF9cAAAAAAJsjeAEAAACAjRG8AAAAAMDGCF4AAAAAYGMELwAAAACwMYIXAAAAANgYwQsAAAAAbIzgBQAAAAA2RvACAAAAABsjeAEAAACAjRG8AAAAAMDG0kXw2rR9q5p3elFlalVVi07ttfOr3ZayP06dVJdePVS+dnXVbdVMQcuXWq1rMpkUMH+O/Fo0Vjm/6uru30fB589Z1UmqDQAAAACwJbsHr807t2vUxPHq1K6Dtn2+Vs0bN9GQd0fq6C8/6/qNG+rWv7cKFSio9UtWyP+t3po5L1Drt262rB8YtECrNqzTxFFjtDposQwyqOeg/oqKjpakZLUBAAAAALbkZM+Nm81mzZwbqK6vvKquL3eWJPXr8ZaOHDumA0cO6cCRQzIajRo3YpScnJxUpPBzCj5/TguWLlb7Vm0UFR2tRSuXaVj/gapT00+SNGPyNPk1b6zd3+xRi8ZNtWbT+ke2AQAAAAC2ZtcjXn8Hn9W/Fy+oVZNmVsuDZgWq1xs9dOjYUVUuX0FOTvfyYbVKlXUm+KyuXrumE6dOKjw8XNUqVbGUZ3V3V8kSJXTw6BFJSrINAAAAALA1uwavs+eCJUn/3bmjHv59Vb1JfXXs9pq+/v5bSVJIaKhy+eSyWiendw5J0oWQiwoJvSRJyu3jk6DOxZCQZLUBAAAAALZm16mGt8PDJUkjxo1R/zff0tv+A/XF11+p79uD9dmsOYqIiJDR6Gy1jouLiyQpMipKdyIiJElGo9G6jtGom2E3JSnJNlLFwZC69YGnGfs/UoL9BgCQQdk1eDk7xQWiHl1eV7uWrSVJLxQrruMnT+izz5fL1cVFUVHRVutERkZKkjK5ucn1boCKioqSq6vrvTpRUXJzc5OkJNtIMYNBck/F+gCQEWV2TbpOUkym1LcBAMATZtfglcsnpySp2PNFrZY/X7iI9v74nfLmzqPQK5etyuIf++TIqZiYGMuyAvnyW9UpUbTY3W34PLKNFDObpdsRKV8feNo5GNLmSzQylvAIyWRO+fqZXdKuLwAAPEF2DV4li5VQ5syZ9fNvv6pSeV/L8lOn/1SBfPlVoWw5rdqwTrGxsXJ0dJQk7Tt4QIULFpKXp6fcs2RRlsxZtP/wIUvwCrt1S8dPnFCXjp0kSZV9KzyyjVRJzZcHAMiITGY+OwEAGZJdL67h6uqqN7t01adB87Xti5069895zVm0UD/u/0ndOr+m9q3a6nZ4uEZPHK+//j6tDdu2aMmqlerVtZukuHO7unTspOmzA7Tnu7068ecpDR41Qrl8fNSoXgNJSrINAAAAALA1ux7xkqS+PXrKzdVVM+Z8qkuXQ1WkUGHNmjZdVStWkiQtDAjUpOnT1O71zsrh5a3h/oMs54NJ0oBefRQTG6t3J01QRGSkKvtWUFBAoIzOceePeXl6JtkGAAAAANiS3YOXJHV79TV1e/W1RMvKliyl1YuWPnRdR0dHDfMfqGH+Ax9aJ6k2AAAAAMCW7DrVEAAAAAAyAoIXAAAAANgYwQsAAAAAbIzgBQAAAAA2RvACAAAAABsjeAEAAACAjRG8AAAAAMDGCF4AAAAAYGMELwAAAACwMYIXAAAAANgYwQsAAAAAbIzgBQAAAAA2RvACAAAAABsjeAEAAACAjRG8AAAAAMDGCF4AAAAAYGMELwAAAACwMYIXAAAAANgYwQsAAAAAbIzgBQBAIjZt36rmnV5UmVpV1aJTe+38arel7I9TJ9WlVw+Vr11ddVs1U9DypVbrmkwmBcyfI78WjVXOr7q6+/dR8PlzVnWSagMA8GwheAEA8IDNO7dr1MTx6tSug7Z9vlbNGzfRkHdH6ugvP+v6jRvq1r+3ChUoqPVLVsj/rd6aOS9Q67dutqwfGLRAqzas08RRY7Q6aLEMMqjnoP6Kio6WpGS1AQB4tjjZuwMAAKQnZrNZM+cGqusrr6rry50lSf16vKUjx47pwJFDOnDkkIxGo8aNGCUnJycVKfycgs+f04Kli9W+VRtFRUdr0cplGtZ/oOrU9JMkzZg8TX7NG2v3N3vUonFTrdm0/pFtAACePRzxAgDgPn8Hn9W/Fy+oVZNmVsuDZgWq1xs9dOjYUVUuX0FOTvd+u6xWqbLOBJ/V1WvXdOLUSYWHh6tapSqW8qzu7ipZooQOHj0iSUm2AQB49nDECwCA+5w9FyxJ+u/OHfXw76vjp04oX5686tP9TdX3q6OQ0FAVK1LUap2c3jkkSRdCLiok9JIkKbePT4I6F0NCJCnJNrw8PVPWeQdDytYDngXs/0ipJ7TvELwAALjP7fBwSdKIcWPU/8239Lb/QH3x9Vfq+/ZgfTZrjiIiImQ0Olut4+LiIkmKjIrSnYgISZLRaLSuYzTqZthNSUqyjRQxGCR3t5StCwAZWWbX1LdhMiVZheAFAMB9nJ3iAlGPLq+rXcvWkqQXihXX8ZMn9Nnny+Xq4qKoqGirdSIjIyVJmdzc5Ho3QEVFRcnV9d5gHhkVJTe3uGCUVBspYjZLtyNSti7wLHAwpM0XaGQ84RGSyZzy9TO7JKsawQsAgPvk8skpSSr2vPVUwOcLF9HeH79T3tx5FHrlslVZ/GOfHDkVExNjWVYgX36rOiWKFru7DZ9HtpFiqfniAAAZlcn8RD4/ubgGAAD3KVmshDJnzqyff/vVavmp03+qQL78quxbQYePHVFsbKylbN/BAypcsJC8PD1VomgxZcmcRfsPH7KUh926peMnTqhSeV9JSrINAMCzh+AFAMB9XF1d9WaXrvo0aL62fbFT5/45rzmLFurH/T+pW+fX1L5VW90OD9foieP119+ntWHbFi1ZtVK9unaTFHduV5eOnTR9doD2fLdXJ/48pcGjRiiXj48a1WsgSUm2AQB49jDVEACAB/Tt0VNurq6aMedTXbocqiKFCmvWtOmqWrGSJGlhQKAmTZ+mdq93Vg4vbw33H2Q5H0ySBvTqo5jYWL07aYIiIiNV2beCggICZXSOO3/My9MzyTYAAM8WghcAAIno9upr6vbqa4mWlS1ZSqsXLX3ouo6OjhrmP1DD/Ac+tE5SbQAAni1MNQQAAAAAGyN4AQAAAICNEbwAAAAAwMYIXgAAAABgYwQvAAAAALAxghcAAAAA2BjBCwAAAABsjOAFAAAAADZG8AIAAAAAGyN4AQAAAICNEbwAAAAAwMYIXgAAAABgY3YPXv9evKDiVXwT/K3dtEGS9Mepk+rSq4fK166uuq2aKWj5Uqv1TSaTAubPkV+LxirnV13d/fso+Pw5qzpJtQEAAAAAtuRk7w6c/OtPubi46KuNW2WQwbLcPUsWXb9xQ93691bDOvU0fuRoHfvtV43/YIo8smVT+1ZtJEmBQQu0asM6TRkzTj45curDWTPVc1B/bVu1XkZn52S1AQAAAAC2ZPfgdeqvv1S4QEHl9M6RoGzJqhUyGo0aN2KUnJycVKTwcwo+f04Lli5W+1ZtFBUdrUUrl2lY/4GqU9NPkjRj8jT5NW+s3d/sUYvGTbVm0/pHtgEAAAAAtmb3qYYn/zql5ws/l2jZoWNHVbl8BTk53cuH1SpV1pngs7p67ZpOnDqp8PBwVatUxVKe1d1dJUuU0MGjR5LVBgAAAADYWro44pXD21ude3bX2fPBKpi/gPp27ym/6jUUEhqqYkWKWtWPPzJ2IeSiQkIvSZJy+/gkqHMxJESSkmzDy9Mz5Z13MCRdB3hWsf8jJdhvAAAZlF2DV1R0tM6eOyc3NzcNHzBImdwyacvOHeo5qL8+mzVHERERMhqdrdZxcXGRJEVGRelORIQkyWg0WtcxGnUz7KYkJdlGihkMkrtbytcHgIwos2vq2zCZUt8GAABPmF2Dl9HZWQe//k5Ojo6W8FT6hZI6ffaMglYslauLi6Kioq3WiYyMlCRlcnOT690AFRUVJVfXe4N5ZFSU3NziQlFSbaSY2Szdjkj5+sDTzsGQNl+ikbGER0gmc8rXz+ySdn0BAOAJsvtUw8TCT7Hnn9cP+/6nXD4+Cr1y2aos/rFPjpyKiYmxLCuQL79VnRJFi0lSkm2kSmq+PABARmQy89kJAMiQ7HpxjRN/npJvnRo6dOyo1fLf/jiu5597TpV9K+jwsSOKjY21lO07eECFCxaSl6enShQtpiyZs2j/4UOW8rBbt3T8xAlVKu8rSUm2AQAAAAC2ZtfgVazI8ypa5HmNnzZZh44d1emzZzRlxnQd+/UX9e72ptq3aqvb4eEaPXG8/vr7tDZs26Ilq1aqV9dukuLO7erSsZOmzw7Qnu/26sSfpzR41Ajl8vFRo3oNJCnJNgAAAADA1uw61dDBwUFzP/pE02cHaNA7wxV2+5ZKFi+hz2bNUfHn465EuDAgUJOmT1O71zsrh5e3hvsPUruWrS1tDOjVRzGxsXp30gRFREaqsm8FBQUEyugcd0ENL0/PJNsAAAB3GQwSF59MnFlx53gDQArY/Rwvz+yemjxm3EPLy5YspdWLlj603NHRUcP8B2qY/8AUtwEAACQZDDJlcZUDl/1PlMlklsPtCMIXgBSxe/ACAADphEFycDBo8f4whYTFJl0/A8mV1VFvVM0adzSQ3AUgBQheAADASkhYrM7fiLF3NwDgmWLXi2sAAAAAQEZA8AIAAAAAGyN4AQAAAICNEbwAAAAAwMYIXgAAAABgYwQvAAAAALAxghcAAAAA2BjBCwAAAABsjOAFAAAAADZG8AIAAAAAGyN4AQAAAICNOdm7AxmawSAZ7N2JdMosyWy2dy8AAACANEHwsheDQbFZXOTowEHHxMSaTHK8HUn4AgAAwDOB4GUvBsnRwUFT963WubBQe/cmXSmQNadGVu8UdzSQ3AUAAIBnAMHLzs6Fheqv6xfs3Q0AAAAANpSieW6btm/V9Rs3Ei27fOWKFixdnIouAQDweBiXAADpXYqC1zvvj9P5C/8mWvbHnycVMH9OqjoFAMDjYFwCAKR3yZ5q2GvwAP115m9JktlsVr9hg2V0Niaod/XaVRXImy/teggAQCIYlwAAT5PkB69u3bV200ZJ0sbtF1SyWAl5Zs9uVcfBwUFZ3d31Yss2adtLAAAewLgEAHiaJDt4VShbXhXKlrc87tujp/LzCyJsyYGbnCXA/c0AC8YlAMDTJEVXNZzy3vi07gdgkd01S9x9vDK72rsr6U5srEmO4dzfDHgQ4xIAIL1LUfC6dv2aJn08XXt/+F53Iu7I/MCXQIPBoOP7DqVJB5HxZHF2k6ODgyYEbVTwxSv27k66UTC3t97r0Y77mwGJYFwCAKR3KQpe46ZN0bc//qAWjZsol4+PHAwpujgi8EjBF6/o1PkQe3cDwFOAcQkAkN6lKHh9/9P/NGrI2+rUrn1a9wcAgMfGuAQASO9S9JOg0clZ+fPmTeu+AACQIoxLAID0LkXBq1G9+tr2xa607gsAACnCuAQASO9SNNWwZPES+mTupzr/7z8qV7qMXF2trz5nMBjUr8dbadJBAACSwrgEAEjvUhS8Jnw4VZJ08OgRHTx6JEE5AxwA4EliXAIApHcpCl4n9icc1AAAsBfGJQBAesf1dgEAAADAxlJ0xOud98clWWfKmKTrAACQFhiXAADpXYqC1/5DByQZrJb9d+c/3bh5Ux7ZsqlMyVJp0TcAAJKFcQkAkN6lKHh9vXlHosv/Dj4r/+FD1bZ5y1R1CgCAx8G4BABI79L0HK/nChZSvzd7afbC+WnZLAAAKcK4BABIL9L84hpZsmTWvxcvpHWzAACkCOMSACA9SNFUwwshFxMsi401KeRSiD6Z86mKFCqc6o4BAJBcjEsAgPQuRcGrfpsWMhgMCZabzWa5ubpq1rSPUt0xAACSi3EJAJDepSh4TR4zTg8ObwaDQVkyZ1G1SpWVJUuWNOgaAADJw7gEAEjvUhS8XmzZOq37AQBAijEuAQDSuxQFL0m6duO6PluxTPsPH1LYrVvK7uGhSuV99cYrXeTl6ZmWfQQAIEmMSwCA9CxFVzUMuXRJ7bq8osWfr5CLi4tKFi8uJ0dHfbZyudq+9rIuhYamqDNngoPlW6eGNmzbYln2x6mT6tKrh8rXrq66rZopaPlSq3VMJpMC5s+RX4vGKudXXd39+yj4/DmrOkm1AQB4utlqXAIAIK2k6IjXh7NnysnJSTtWr1f+vPksy8//+4+6+/fVjDmzNXXshMdqMzomWm+/N0r/3bljWXb9xg11699bDevU0/iRo3Xst181/oMp8siWTe1btZEkBQYt0KoN6zRlzDj55MipD2fNVM9B/bVt1XoZnZ2T1QYA4Olmi3EJAIC0lKIjXj/8tE8DevWxGtwkKX/efOr35lv6bt+Pj93mrPlzlTlTZqtlazatl9Fo1LgRo1Sk8HNq36qN3njlVS1YuliSFBUdrUUrl8m/Z2/VqemnEsWKa8bkaboUelm7v9mTrDYAAE8/W4xLAACkpRQFr9jYGGX38Ei0zDN7dt0OD3+s9g4eOazVG9Zr2jjrXyMPHTuqyuUryMnp3oG5apUq60zwWV29dk0nTp1UeHi4qlWqYinP6u6ukiVK6ODRI8lqAwDw9EvrcQkAgLSWouBV/Pmi2rxje6Jlm7ZvVbEizye7rbBbtzR83Lt69+0Ryu2Ty6osJDRUuR5YltM7h6S4m2WGhF6SJOX28UlQ52JISLLaAAA8/dJyXAIAwBZSdI5X3x5vqceAvrpx86ZaNWkqby9vXbl6RVt37dT/Du5XwJQPk93WuGmTVL5MWbVq2ixBWUREhIxGZ6tlLi4ukqTIqCjdiYiQJBmNRus6RqNuht1MVhup4pDwZp1PZF1kbOll30kv/cDTxUb7TVqOSwAA2EKKglfNqtX0wfiJ+iBghn7cv8+yPIe3t6aMGadG9eonq51NO7bp0LGj2rpybaLlri4uioqKtloWGRkpScrk5ibXuwEqKipKrq6u9+pERcnNzS1ZbaSYwSC5p2J9IKUyuyZdB0iv0mL/NZkSLEqrcQkAAFtJ8X28/r1wQcWfL6YlgW/rZthNnTh1SjPnBupGWFiy21i/dbOuXr2muq2aWi0fO3WSgpYtUZ7cuRV65bJVWfxjnxw5FRMTY1lWIF9+qzolihaTJOXy8XlkGylmNku3I1K+voOBL9BImfAIyWS2dy/Yh5Eyqd1/M7s8tCgtxiUAAGwlRcFr4bIlmr1gnl5/pbOKFCosScrjk1vn/jmvjz4NkJurqzq1a59kO9PHT1JEpHV4ady+jQa81UfNGzXW9i93adWGdYqNjZWjo6Mkad/BAypcsJC8PD3lniWLsmTOov2HD1mCV9itWzp+4oS6dOwkSarsW+GRbaRKevjyi4zHZGbfw9PLRvtvWo1LAADYSoourrFm03oN7ttfIwYMtizL5eOjkYOGyr9nLy1dtTJZ7fjkzKmC+QtY/UmSl6en8ubOo/at2up2eLhGTxyvv/4+rQ3btmjJqpXq1bWbpLhzu7p07KTpswO057u9OvHnKQ0eNUK5fHzUqF4DSUqyDQDA0y+txiUAAGwlRcHrUuhllSpeItGyMiVL658LF1LVqXhenp5aGBCoM8Fn1e71zpq9YJ6G+w9Su5atLXUG9OqjDq3b6t1JE/RKz25ydHJUUECgjM7OyW4DAPB0e1LjEgAAKZWiqYb58+bV/w7uV/UqVROU7T98ULlypvzcqZMHjlo9LluylFYvWvrQ+o6OjhrmP1DD/Ac+tE5SbQAAnm62HJcAAEgLKQper7TvqMkfT1dMbKwa1qknr+zZde3GdX21d6+Wrl6pt/sNSOt+AgDwUIxLAID0LkXB69WOnRQSekmfrVyuxSuXW5Y7Ojqq68uv6o3OXdKsgwAAJIVxCQCQ3qX4cvJD+w3QW1276divv+rGzZvK6p5FZUuVUXYPjzTsHgAAycO4BABIz1IcvCTJPYu7/KrXSKu+AACQKoxLAID0KkVXNQQAAAAAJB/BCwAAAABsjOAFAAAAADZG8AIAAAAAGyN4AQAAAICNEbwAAHiEM8HB8q1TQxu2bbEs++PUSXXp1UPla1dX3VbNFLR8qdU6JpNJAfPnyK9FY5Xzq67u/n0UfP6cVZ2k2gAAPFsIXgAAPER0TLTefm+U/rtzx7Ls+o0b6ta/twoVKKj1S1bI/63emjkvUOu3brbUCQxaoFUb1mniqDFaHbRYBhnUc1B/RUVHJ7sNAMCzJVX38QIA4Fk2a/5cZc6U2WrZmk3rZTQaNW7EKDk5OalI4ecUfP6cFixdrPat2igqOlqLVi7TsP4DVaemnyRpxuRp8mveWLu/2aMWjZsm2QYA4NnDES8AABJx8Mhhrd6wXtPGTbBafujYUVUuX0FOTvd+u6xWqbLOBJ/V1WvXdOLUSYWHh6tapSqW8qzu7ipZooQOHj2SrDYAAM8ejngBAPCAsFu3NHzcu3r37RHK7ZPLqiwkNFTFihS1WpbTO4ck6ULIRYWEXpIk5fbxSVDnYkhIstrw8vRMWccdDClbL63Wzwh4jdIv3huk1BPadwheAAA8YNy0SSpfpqxaNW2WoCwiIkJGo7PVMhcXF0lSZFSU7kRESJKMRqN1HaNRN8NuJquNFDEYJHe3lK2L5Mvsau8eAEhrafHv2mRKsgrBCwCA+2zasU2Hjh3V1pVrEy13dXFRVFS01bLIyEhJUiY3N7neDVBRUVFydb03mEdGRcnNzS1ZbaSI2SzdjkjZuvEcDASLpIRHSCazvXuBxLD/IqVS++86s0uyqhG8AAC4z/qtm3X16jXVbdXUavnYqZMUtGyJ8uTOrdArl63K4h/75MipmJgYy7IC+fJb1SlRtJgkKZePzyPbSDECge2ZzLzOwLPmCf27JngBAHCf6eMnKSLS+shR4/ZtNOCtPmreqLG2f7lLqzasU2xsrBwdHSVJ+w4eUOGCheTl6Sn3LFmUJXMW7T98yBK8wm7d0vETJ9SlYydJUmXfCo9sAwDw7OGqhgAA3McnZ04VzF/A6k+SvDw9lTd3HrVv1Va3w8M1euJ4/fX3aW3YtkVLVq1Ur67dJMWd29WlYydNnx2gPd/t1Yk/T2nwqBHK5eOjRvUaSFKSbQAAnj0c8QIA4DF4eXpqYUCgJk2fpnavd1YOL28N9x+kdi1bW+oM6NVHMbGxenfSBEVERqqybwUFBQTK6Oyc7DYAAM8WghcAAEk4eeCo1eOyJUtp9aKlD63v6OioYf4DNcx/4EPrJNUGAODZwlRDAAAAALAxghcAAAAA2BjBCwAAAABsjOAFAAAAADZG8AIAAAAAGyN4AQAAAICNEbwAAAAAwMa4jxcAAEByORjs3YP0xyzJbLZ3L4B0j+AFAACQhKyuBplNZhkyu9q7K+mOOdYsQ3gE4QtIAsELAAAgCW7ODjI4GLR/cZjCQmLt3Z10I2suR1V9I6tkUNyRLwAPRfACAABIprCQWN04H2PvbgB4CnFxDQAAAACwMYIXAAAAANgYwQsAAAAAbIzgBQAAAAA2RvACAAAAABsjeAEAAACAjRG8AAAAAMDGCF4AAAAAYGMELwAAAACwMYIXAAAAANgYwQsAAAAAbMzuwevqtWsaNvZdVWtcT751auitwf766+/TlvI/Tp1Ul149VL52ddVt1UxBy5darW8ymRQwf478WjRWOb/q6u7fR8Hnz1nVSaoNAAAAALAluwevPm8P0vl/zmvBJ7O1bvFyubq46I3+vXUn4o6u37ihbv17q1CBglq/ZIX83+qtmfMCtX7rZsv6gUELtGrDOk0cNUargxbLIIN6DuqvqOhoSUpWGwAAAABgS0723Pj1GzeUL08e9enWU0WLFJEk9e3eU226vKw///5b+w78JKPRqHEjRsnJyUlFCj+n4PPntGDpYrVv1UZR0dFatHKZhvUfqDo1/SRJMyZPk1/zxtr9zR61aNxUazatf2QbAAAAAGBrdj3ild3DQx9PnGoJXVeuXlXQimXKldNHzxd+ToeOHVXl8hXk5HQvH1arVFlngs/q6rVrOnHqpMLDw1WtUhVLeVZ3d5UsUUIHjx6RpCTbAAAAAABbs+sRr/uNmfy+1mzaIKPRqDnTP1EmNzeFhIaqWJGiVvVyeueQJF0IuaiQ0EuSpNw+PgnqXAwJkaQk2/Dy9Ex5px0M9lkXGVt62XfSSz/wdGG/AQBkUOkmeHV9ubM6tWuvz9evVb9hQ7RywSJFRETIaHS2qufi4iJJioyK0p2ICEmS0Wi0rmM06mbYTUlKso0UMxgkd7eUrw+kVGZXe/cASLm02H9NptS3AQDAE5Zugtfzz8VNN3x/1Bgd+/UXLV+7Wq4uLoqKiraqFxkZKUnK5OYm17sBKioqSq6u9wbzyKgoubnFhaKk2kgxs1m6HZHy9R0MfIFGyoRHSCazvXvBPoyUSe3+m9kl7foCAMATZNdzvK5eu6ZtX+xUbGysZZmDg4OKFH5OoaGhyuXjo9Arl63WiX/skyOncvvkslp2f51cOeOmHybVRqqYzKn7A1IitftdWv4Bj4t9DgCQQdk1eIVeuayhY0bpwJHDlmXRMdE6fvKEihR+TpV9K+jwsSNWwWzfwQMqXLCQvDw9VaJoMWXJnEX7Dx+ylIfduqXjJ06oUnlfSUqyDQAAAACwNbsGrxJFi6lWtRoa/8EUHTp6RKdO/6UR48Yo7FaY3uj8qtq3aqvb4eEaPXG8/vr7tDZs26Ilq1aqV9dukuLO7erSsZOmzw7Qnu/26sSfpzR41Ajl8vFRo3oNJCnJNgAAAADA1ux6jpfBYNAnk6fqo09nadDoEbp167YqlffVinmLlCdXbknSwoBATZo+Te1e76wcXt4a7j9I7Vq2trQxoFcfxcTG6t1JExQRGanKvhUUFBAoo3PcBTW8PD2TbAMAAAAAbMnuF9dwz+KucSNGadyIUYmWly1ZSqsXLX3o+o6OjhrmP1DD/Ac+tE5SbQAAAACALdl1qiEAAAAAZAQELwAAAACwMYIXAAAAANgYwQsAAAAAbIzgBQAAAAA2RvACAAAAABsjeAEAAACAjRG8AAAAAMDGCF4AAAAAYGMELwAAAACwMYIXAAAAANgYwQsAAAAAbIzgBQAAAAA2RvACAAAAABsjeAEAAACAjRG8AAAAAMDGCF4AAAAAYGMELwAAAACwMYIXAAAAANgYwQsAAAAAbIzgBQAAAAA2RvACAAAAABsjeAEAAACAjRG8AAAAAMDGCF4AAAAAYGMELwAAAACwMYIXAAAAANgYwQsAAAAAbIzgBQAAAAA2RvACAAAAABsjeAEAAACAjRG8AAAAAMDGCF4AAAAAYGMELwAAAACwMYIXAAAAANgYwQsAAAAAbIzgBQAAAAA2RvACAAAAABsjeAEAAACAjRG8AAAAAMDGCF4AAAAAYGMELwAAAACwMYIXAAAAANiY3YPXjZs39d6Uiardsokq1KulV3p206FjRy3lf5w6qS69eqh87eqq26qZgpYvtVrfZDIpYP4c+bVorHJ+1dXdv4+Cz5+zqpNUGwAAAABgS3YPXkPeHamff/tVH0+cqnWLl6tU8RLq4d9Xp8+e0fUbN9Stf28VKlBQ65eskP9bvTVzXqDWb91sWT8waIFWbViniaPGaHXQYhlkUM9B/RUVHS1JyWoDAAAAAGzJyZ4bDz5/Tj/u/0mfL/xMFcqWlySNHjpc3+37Udu+2ClXFxcZjUaNGzFKTk5OKlL4OQWfP6cFSxerfas2ioqO1qKVyzSs/0DVqeknSZoxeZr8mjfW7m/2qEXjplqzaf0j2wAAAAAAW7PrEa/sHtk1f0aASpcoaVlmMBhkNks3w8J06NhRVS5fQU5O9/JhtUqVdSb4rK5eu6YTp04qPDxc1SpVsZRndXdXyRIldPDoEUlKsg0AAAAAsDW7Bq+s7u6qU9NPRqPRsmznV7t17p/zqlWtukJCQ5XLJ5fVOjm9c0iSLoRcVEjoJUlSbh+fBHUuhoRIUpJtpIqDIXV/QEqkdr9Lyz/gcbHPAQAyKLtONXzQ4Z+PadTEcWpQu67q+9XRlBkfyWh0tqrj4uIiSYqMitKdiAhJsgpukuRiNOpm2E1JUkRExCPbSDGDQXJ3S/n6QEpldrV3D4CUS4v912RKfRsAADxh6SZ4ffXtN3p7zCiVK11WH0+cIklydXFRVFS0Vb3IyEhJUiY3N7neDVBRUVFydb03mEdGRcnNzS1ZbaSY2Szdjkj5+g4GvkAjZcIjJJPZ3r1gH0bKpHb/zeySdn0BAOAJShfBa/maVZr08YdqVLe+pk+YZDmClcvHR6FXLlvVjX/skyOnYmJiLMsK5MtvVadE0WLJaiNV0sOXX2Q8JjP7Hp5e7L8AgAzK7peTX7lujd6fPk2vduykTyZPs5o2WNm3gg4fO6LY2FjLsn0HD6hwwULy8vRUiaLFlCVzFu0/fMhSHnbrlo6fOKFK5X2T1QYAAAAA2Jpdg9eZ4GBNvnukq1fX7rp67ZouX7miy1eu6NbtW2rfqq1uh4dr9MTx+uvv09qwbYuWrFqpXl27SYo7t6tLx06aPjtAe77bqxN/ntLgUSOUy8dHjeo1kKQk2wAAAAAAW7PrVMMvvv5K0TEx2r33a+3e+7VVWbsWrTR17AQtDAjUpOnT1O71zsrh5a3h/oPUrmVrS70BvfooJjZW706aoIjISFX2raCggEAZneMuqOHl6ZlkGwAA3O/GzZv6OHCW9v74vW6Hh6v480U1tN8Ay2yKP06d1KSPPtBvfxyXRzYPvdbpFfXo8rplfZPJpNkL52nt5o0KC7uliuXLa+zwd1QwfwFLnaTaAAA8W+wavHp366He3Xo8sk7ZkqW0etHSh5Y7OjpqmP9ADfMfmOI2AAC435B3R+rqtWv6eOJUeWbPrpVrV6uHf19tWLZSnh7Z1a1/bzWsU0/jR47Wsd9+1fgPpsgjWza1b9VGkhQYtECrNqzTlDHj5JMjpz6cNVM9B/XXtlXrZXR21vUbN5JsAwDwbEkXF9cAACC9CD5/Tj/u/0mfL/xMFcqWlySNHjpc3+37Udu+2ClXFxcZjUaNGzFKTk5OKlL4OQWfP6cFSxerfas2ioqO1qKVyzSs/0DVqeknSZoxeZr8mjfW7m/2qEXjplqzaf0j2wAAPHvsfnENAADSk+we2TV/RoBKlyhpWWYwGGQ2SzfDwnTo2FFVLl9BTk73frusVqmyzgSf1dVr13Ti1EmFh4erWqUqlvKs7u4qWaKEDh49IklJtgEAePYQvAAAuE9Wd3fVqelndZXdnV/t1rl/zqtWteoKCQ1VLp9cVuvk9M4hSboQclEhoZckSbl9fBLUuRgSIklJtpFiDobU/wEpkRb7Hvsv7OUJ7XdMNQQA4BEO/3xMoyaOU4PadVXfr46mzPhIRqOzVR0Xl7gbO0dGRelORIQkWQU3SXIxGnUz7KYkKSIi4pFtpIjBILm7pWxdILUyu9q7B0DKpcX+azIlWYXgBQDAQ3z17Td6e8wolStdVh9PnCJJcnVxUVRUtFW9yMhISVImNze53g1QUVFRcnW9N5hHRkXJzc0tWW2kiNks3Y5I2brxHAx8gUbKhEfY/+bo7L9IqdTuv5ldklWN4AUAQCKWr1mlSXfvNTl9wiTLEaxcPj4KvXLZqm78Y58cORUTE2NZViBffqs6JYoWS1YbKWbvL77IuExm9j88vZ7Q/ss5XgAAPGDlujV6f/o0vdqxkz6ZPM1q2mBl3wo6fOyIYmNjLcv2HTygwgULycvTUyWKFlOWzFm0//AhS3nYrVs6fuKE5T5gSbUBAHj2ELwAALjPmeBgTb57pKtX1+66eu2aLl+5ostXrujW7Vtq36qtboeHa/TE8frr79PasG2LlqxaqV5du0mKO7erS8dOmj47QHu+26sTf57S4FEjlMvHR43qNZCkJNsAADx7mGoIAMB9vvj6K0XHxGj33q+1e+/XVmXtWrTS1LETtDAgUJOmT1O71zsrh5e3hvsPUruWrS31BvTqo5jYWL07aYIiIiNV2beCggICZXSOu6CGl6dnkm0AAJ4tBC8AAO7Tu1sP9e7W45F1ypYspdWLlj603NHRUcP8B2qY/8AUtwEAeLYw1RAAAAAAbIzgBQAAAAA2RvACAAAAABsjeAEAAACAjRG8AAAAAMDGCF4AAAAAYGMELwAAAACwMYIXAAAAANgYwQsAAAAAbIzgBQAAAAA2RvACAAAAABsjeAEAAACAjRG8AAAAAMDGCF4AAAAAYGMELwAAAACwMYIXAAAAANgYwQsAAAAAbIzgBQAAAAA2RvACAAAAABsjeAEAAACAjRG8AAAAAMDGCF4AAAAAYGMELwAAAACwMYIXAAAAANgYwQsAAAAAbIzgBQAAAAA2RvACAAAAABsjeAEAAACAjRG8AAAAAMDGCF4AAAAAYGMELwAAAACwMYIXAAAAANhYugpegUEL9FrvN62W/XHqpLr06qHytaurbqtmClq+1KrcZDIpYP4c+bVorHJ+1dXdv4+Cz597rDYAAAAAwJbSTfBa/PkKBcyfY7Xs+o0b6ta/twoVKKj1S1bI/63emjkvUOu3brbUCQxaoFUb1mniqDFaHbRYBhnUc1B/RUVHJ7sNAAAAALAlJ3t34FJoqEZPGq/Dx46qcMFCVmVrNq2X0WjUuBGj5OTkpCKFn1Pw+XNasHSx2rdqo6joaC1auUzD+g9UnZp+kqQZk6fJr3lj7f5mj1o0bppkGwAAAABga3Y/4vX7yT+UzT2rtqxco3KlSluVHTp2VJXLV5CT0718WK1SZZ0JPqur167pxKmTCg8PV7VKVSzlWd3dVbJECR08eiRZbQAAAACArdn9iFd9vzqq71cn0bKQ0FAVK1LUallO7xySpAshFxUSekmSlNvHJ0GdiyEhyWrDy9Mz9U8CAAAAAB7B7sHrUSIiImQ0Olstc3FxkSRFRkXpTkSEJMloNFrXMRp1M+xmstpIFQeDfdZFxpZe9p300g88XdhvAAAZVLoOXq4uLoqKirZaFhkZKUnK5OYm17sBKioqSq6urvfqREXJzc0tWW2kmMEguadifSClMrsmXQdIr9Ji/zWZUt8GAABPWLoOXrl8fBR65bLVsvjHPjlyKiYmxrKsQL78VnVKFC2WrDZSzGyWbkekfH0HA1+gkTLhEZLJbO9esA8jZVK7/2Z2Sbu+AADwBNn94hqPUtm3gg4fO6LY2FjLsn0HD6hwwULy8vRUiaLFlCVzFu0/fMhSHnbrlo6fOKFK5X2T1UaqmMyp+wNSIrX7XVr+AY+LfQ4AkEGl6+DVvlVb3Q4P1+iJ4/XX36e1YdsWLVm1Ur26dpMUd25Xl46dNH12gPZ8t1cn/jylwaNGKJePjxrVa5CsNgAAAADA1tL1VEMvT08tDAjUpOnT1O71zsrh5a3h/oPUrmVrS50BvfooJjZW706aoIjISFX2raCggEAZnZ2T3QYAAAAA2FK6Cl5Tx05IsKxsyVJavWjpQ9dxdHTUMP+BGuY/8KF1kmoDAAAAAGwpXU81BAAAAIBnAcELAAAAAGyM4AUAAAAANkbwAgAAAAAbI3gBAAAAgI0RvAAAAADAxgheAAAAAGBjBC8AAAAAsDGCFwAAAADYGMELAAAAAGyM4AUAAAAANkbwAgAAAAAbI3gBAAAAgI0RvAAAAADAxgheAAAAAGBjBC8AAAAAsDGCFwAAAADYGMELAAAAAGyM4AUAAAAANkbwAgAAAAAbI3gBAAAAgI0RvAAAAADAxgheAAAAAGBjBC8AAAAAsDGCFwAAAADYGMELAAAAAGyM4AUAAAAANkbwAgAAAAAbI3gBAAAAgI0RvAAAAADAxgheAAAAAGBjBC8AAAAAsDGCFwAAAADYGMELAAAAAGyM4AUAAAAANkbwAgAAAAAbI3gBAAAAgI0RvAAAAADAxgheAAAAAGBjBC8AAAAAsDGCFwAAAADYGMELAAAAAGyM4AUAAAAANpZhgpfJZFLA/Dnya9FY5fyqq7t/HwWfP2fvbgEAMijGJQDIWDJM8AoMWqBVG9Zp4qgxWh20WAYZ1HNQf0VFR9u7awCADIhxCQAylgwRvKKio7Vo5TL59+ytOjX9VKJYcc2YPE2XQi9r9zd77N09AEAGw7gEABlPhgheJ06dVHh4uKpVqmJZltXdXSVLlNDBo0fs2DMAQEbEuAQAGY+TvTvwJISEXpIk5fbxsVqe0zuHLoaEPH6DBkPcf91dU9s1Ta7TTTGm2FS38yxxcXSWJE0f0Fkxsbw28ZwcHeP+J7OLfTvyAPZha+y/iUuz/Tf+8/cpl57HJUnq55dNsSZzmrT1rHB2inuN/fplkymW1yaeg+PdfS8djU3svwmx/yYuzfbfZI5NGSJ43YmIkCQZjUar5S5Go26G3bRHl+KYTPIwZrLf9tMzk0nZs7jZuxfpj8lk7x5YYx9OHPtv4tLb/mtH6XZckiSTSe5GSXo2Qm6aMpnkmlnitXlAevq3zf77cOy/iXuC+2+GCF6uLnEpNioqSq6u934NjIyKkptbCr4chd1Jq64BADIgxiUAyHgyxDleuX1ySZJCr1y2Wh565bJy5fRJbBUAAGyGcQkAMp4MEbxKFC2mLJmzaP/hQ5ZlYbdu6fiJE6pU3teOPQMAZESMSwCQ8WSIqYZGo1FdOnbS9NkB8syeXXlz59GHAZ8ol4+PGtVrYO/uAQAyGMYlAMh4MkTwkqQBvfooJjZW706aoIjISFX2raCggEAZnZ3t3TUAQAbEuAQAGYvBfCOca0oCAAAAgA1liHO8AAAAAMCeCF4AAAAAYGMELwAAAACwMYIXAAAAANgYwQsAAAAAbIzgBQAAAAA2RvACAAAAABsjeCFJ9ds0V91WzXT79u0EZSPHv6fXer/5xPpiNpu1cdsWXb12TZK0YdsWFa/i+8S2j6db/TbNVbyKr+XvhWoVVam+n17r01OHjh5Jk208+G/i8M/HdOjYUUnSPxcuqHgVX+0/fChNtgVkZIxNeFYwNmUcBC8ky8VLIZo682N7d0MHjx7WyAljdSciQpLUvGFj/bBjt517hadJ91df0w87duuHHbv17bZdWrngM2XOlElvDuynkEuXUt3+6KHDNGvaR5bHnXt207l/zkuScvv46Icdu+VbtlyqtwOAsQnPDsamjIHghWTJnzef1m7eqO/3/c+u/TCbrR+7uroqh7e3fTqDp1Imt0zK4e2tHN7eyumdQ8WKPK/xI0frTkSEvty7J9Xtu2dxl0e2bImWOTo6Koe3t4zOzqneDgDGJjw7GJsyBoIXkqV1s+aqXrmKxkx+P9FpHZJ06/YtjZn8vqo1rqeK9fz0ep+39Ovx363qbN21U81eelFlalVVhze6aMmqlVbTMf48fVp93x6sqg3rqnSNymr0YmstWbVSkrT/8CG93qenJKlB2xbasG2L1XSOkePfU8dur1ltL+TSJb1QraL2HdgvSTryyzG9+lZ3lfWrprqtmmn8B1Me+nyQcTg5OkmSjM5GRURE6JO5n6pB25YqU6uq2nZ5WV/t/cZSNzY2Vh/Omqk6LZuqdM0qatqxnT5fv9ZSfv90jvh9850JYzVy/HtW0zk2bNuiMrWqKuzWLau+NGnfRp/M/VSSdCk0VINHj1Cl+n6q2qieeg8dqLPngm36WgBPE8YmPMsYm549BC8ki0EGTXp3rMJu39KUTz5KUG42m9VzkL/Onj+neR8HaM1nS1W+TBm90rObjp88IUn65vvvNGL8GHVo3VZbVqxR+1Zt9NGnAZY27kTcUbf+vZUpUyatXLBI21evV7OGjTT54w/1x6mT8i1bTrOmTZckrV28XM0bNrbqQ7uWrfXL778p+Pw5y7Itu3bIJ0dOVa1UWSf+PKU3+vVWzarVtWXFak1/f7J+P/GHug/oK/ODP1ciw7gUGqoJH05VpkyZVLtGTQ159x1t2r5No4cO05YVa9Swbj31HzFUe77bK0lauW6Ndu3ZrRmTp+qLdZvUpWMnjZs22TJX/n7xU41GDRmm0UOHWZU1bdBITk5O+mLPvelIP//2q86eP6e2zVvqvzt39FqfNxUba9LyuQu1bO4CZffIrpe6v65LoaG2e0GApwhjE55VjE3PJoIXki1v7jwa1n+g1m3ZlGBax08HD+joLz9r5uRpKle6jIoUKqwhff1VvnQZLb37q2DQ8iVq2qChenR5XYULFtQr7Tuqc/uOljbu3Lmj11/urHHD31GRws+pYP4C6t+ztyTp5F9/yujsrGxZ4w6Te3pkl6urq1UfqlSoqPx582nrrp2WZVt37VCb5i3l4OCgoOVLVb1SFfXt0VOFChRUpfK++uj9Kfr5t1914Mhhm7xmSH/mLQ6Sb50a8q1TQ2VqVVXtlk30599/6ZPJ03Tnzh3t+W6vxg5/R/X96qhwwYLq/2YvNapbT3M/C5Iknfv3H2Vyc1P+PPmUN3cedXnpZX02e44KFyiYYFvxU43cs2SRexZ3q7JMbm5qWr+htnxxb3/dsnO7KpQrr0IFCmr7l7t0/cYNfTRxskoUK65iRZ7XpNHvKUvmLFqzaYMNXyHg6cLYhGcBY1PG4GTvDuDp8vKLHfTF119pzOT3te3ze4ewf7/7y2GDti2t6kdFRSsyKspSp3H9BlbllcpX0Gcrl0uSPLN7qnOHl7Rj9xc68ecpBZ87pz/+PClJMplMSfbNYDCobfOW2rprh/r37KU/Tp3UqdN/KWBq3C+Rx0/8oeDz5+Rbp0aCdU+f+VtVK1ZK7suAp9jLL3bQa51ekSQ5ODjKI1tWy8CzY/eXkqSK5a2vRlbJt6LlF/BXO7ykr/Z+rdotm6j0CyVVs2o1NWvYWF6eno/dl3YtW+n1Pm8p5NIleXt5acdXX2pwn/6SpOMnT+h2eLiqNKhjtU5kVJROnz3z2NsCnmWMTXjaMTZlDAQvPBaDIW5aR6vOL1lN6zCZTMqSOYs2LF2RYB2j0ShJcnJ0lMn08GkTV65e1UvdX1d2Dw81qF1X1StVUZmSpVSnVdNk969dy1aavXCefjn+u3bu/kK+ZcupcMG4X3tMZrNaNW2u3t16JFjPM3v2ZG8DT7dsWbOpYP4CDylNfP80xcbKySnu47JQgYL6csMWHTh8WD/u/0l7vt2ruZ8FacqYcWrXsvVj9aWyb0Xly5NX277cpSKFCuu//+6oWcNGcds0mf7f3p1HVVXvbxx/HyVBAsHEHNJUENEUFQdQcTYURXHuOlyHHCrn4ZpzmigpioIoDjhjea0spxwBB8wJhzS10sR5uiYKCpJc4Nw/8HfqhNVPL0e6+LzWOmux9vT9bKZnffb57n0oV6YMC4NDs+1nW9D2qcYRyeuUTfK/Ttn0YtBUQ3lqr5Uoyeghw1m3aYNp7nAFl/IkpySTlvZvypR+3fRaErmSmL17AKjoWoGTp781O9bJM6dMX2/evpXE+0msXbaSgX3749OkKUkP7gOY5rkbDH9em2eNWmyPjmJr1E7a+7UxrXN1duHHC/Fm9WVkZjI9ZDY3c+BRrfK/r4JLeQCO/WZO/NET31C+nDMAkZ+uYeeuGLy96jB66HA2//Nz6tb2ZGv0zqcez2Aw0M6vNTt2RbMlagdvNmpsusJZwaU8N27exN7OzvT7+lqJkswOD+PIN5p+JPJbyibJq5RNeYcaL3kmXTp0op6nF1evXwOgQd16VKrgxvDxozl4JI7LV68QFBbCF5s34lK2HAD9e73Njl0xrPhkNZevXmH9V5tY/ek/TccsXqw4qampbIuO4satm3x96CAjJ4wFIO3xlJD/u5ryw7mzpDx8+MTaOrTxZ+36ddxLSqSVzy83Offp3oPvz55l0vRpnL8Qz8nTpxj1wXguXr5E2d+9yiQvkvLOLjTyrs+UmdPZvS+Wi5cvM3/pYmJi99Cne9ZTyRIS7hIwK4iY2D1cv3mD2IP7+e7sWTzcn/z5J7a2tsRfvMi9xMQnrm/v14YzP3xPzN7dZlcl/Vu2wqGQA4NHj+LEqW+Jv3SRcVM/ZO/+/bg6l8/xcxfJC5RNkhcpm/IOTTWUZzZtwiTadHsLyPoMiOXzFzIrLJQRE8aQmvozLuXKMS8omLqeXgA0rOvNlLETWLxyObMXzKNKxUp06dCJjz//FADfZm9y5oeeBIXOITklhddKlqCzf3tiYvfw7ZnTdO3YmQrlXWnkXZ/hE8YwcuBgHB0cs9XVomkzAmbNMLtCA1DdvSpLw8KZu3gBHXp1p6BNQerUqs2YYSNMU05EQgKDmBMexsTAAO4nP8DV2YV5M4LxadIUgMHvvEt6RgZTZwVx524CRYsUoVunzrzbu88Tj9enWw+Wrl7FhcsXmTBydLb1WVfCaxJ/6SL1Hv+tQNZnrny8eBkzw+bQb9ggMjIzqeTqxrKwcFxdXCxz8iJ5gLJJ8iJlU95gMCam6Fml8lzEHT+KUxEnnMuUNS1btGIZ6zZtIHr95twrTEREXljKJhF5XjTVUJ6b/YcO0XfIAA4dPcKNWzeJid3DqrWf0LalX26XJiIiLyhlk4g8L3rHS56btLQ0Zs4LZefuGO7eu0eJYsXp5N+Wfj16kz9//twuT0REXkDKJhF5XtR4iYiIiIiIWJimGoqIiIiIiFiYGi8RERERERELU+MlIiIiIiJiYWq8RERERERELEyNl0gO6vFeP9w8PejSt9fvbjNiwhjcPD0YO2VSjo49L2IRbp4eOXrMJ/nyq024eXqYvSrVqUntZg3pM2QAx06esHgNIiLy/6NcUi7JX4dVbhcgktcYDAZOnD7FzX/dokSx4mbrUn9OZc/X+3Kpspw1P2g2RZ2cAMg0ZnInIYHwpRH0GvgO61Z+TEXXCrlcoYiIgHJJuSR/FXrHSySHVa5YCesC1myPjsq2blfsXqytrSn26qu5UFnOquRWkeruVanuXpUaVavTvEkzwmeFkJGRwZp1n+V2eSIi8phySbkkfw1qvERymG3BgjTyrs+2mOwBtzVqJ77NfLD61YdyPnr0iPBlEfh2bo97fS+ad/QnYtUKMjMzTdv0eK8fE6ZNIWLVChq3aYl7fS+69O3FydOnfreOG7du0rhNS9r36ErS/fumsWaGhdKotS9VvD1p0+0ttkbtMO0TFBZC1QZ1eJD8wOxYEauW49HYm4epqX947qVKlqSwoyM3bt00Lbt05TJDx47C2/dNqjesS48B/c2mfUwPCcbN04NDR4+Ylm3ctgU3Tw++2LzxD8cTEZE/p1xSLslfgxovEQto5dOck6dPmf2jT05OJvbgflo39zUtMxqNvPePYSyNXEkn/3Ysmj0X32Y+hC4KZ/KMQLNj7tgVTcze3Uz8x2jmTJ3Onbt3GTr2fTIyMrKN/9OdO/Qe9C4OhQqxfN5CHAoVwmg0Mmj0SNauX8fb3f7OwuBQPNyrMmLCWDZs2QxAJ/92PHr0iO0x0WbH27D1K3yb+WBbsOAfnve9xETuJSbyeqnSAJy/EE+HXt25ev06E0eNIXjqRxgw0GtAf+KOHwVg5MAhlCtTlskzAklLS+Nft28zLTiI5k2a0rFN26f4rouIyO9RLimXJPfpHi8RC2js3QBbW1u2x0TRp3tPAKL27OIVx8LUrP7LjcaxB/dzIO4wswIC8fdtBYC3Vx1srG2Yu3gBvbp0o7yzCwDp6eksC1uAnZ0dACkPUxgzZRLfnztLlUpvmI55LzGRPkMGYGNtw8rwxRR2dATgQNxh9h08QEjgDFr5tACgQd16pP78M8HhYbRu0RKXsuXwcK/Kxq1f0bltewC+PXOa+IsXCRg70ewcMzMzSE9PB+BRWhqXr15h1rxQ8hny8bf2HQGYvzSCl6xeInJhBPZ29qbvTeuunZk1by6fr1iNtbU1QZMD6Nr/bSJWreDkmVPY2NgQMO6DnPuBiIi84JRLyiXJfXrHS8QCbGxsaFq/Idt+NZ9+S9QOWjVvgcFgMC2LO3aM/Pnz0+rN5mb7+7f0A+Dw8WOmZeWdXUzhBlDs1WIApP5mmkW/YYM4F3+ecSNGmcIN4OCRwxgMBhp5NyA9Pd30atqgET/ducOPF+IB6OjfjqMnvuHajRtA1tOiXi9VmloeNczG8engT+V6talcrzY1GnvTvkfXrJALmIZbedes8zt+lCb1G5jCDcDKygo/nxac+u4MKQ8fAlCtijt9/96T8GUR7Dt4gBmTAsxqFxGR/45ySbkkuU/veIlYSEuf5gx6fyTXbtzgZVtbDsbFMfy9QWbbJN1PorCDI1ZW5n+KRYsUAeDBg1/mtBe0sTHbJl++rOsmmUaj2fKHqamUKV2a4Plz+Wx5JPkfz9tPTErCaDRSo7H3E+u9/dNtKlVwo5VPCz4KCWbTti3069mbbVE76dW1e7btF84OpWiRrKdHvWRlRWHHwtluzk5Kuo/T43P5NaciRTAajSSnJPOyrS0A7Vq1JmLVCl4pXJhqVdyfWKOIiDw75ZJySXKXGi8RC2lY1xt7Ozt27IrG3s6OUiVLmk29AHAo5MC9pETS09PNQu72nTsAz3R1LXJBBOfiz9NnyAAi167h7e49ALC3t8fW1pbIBRFP3K9M6dcBeNnWFt9mPmyLiaJSBTfuJz+gnV/rbNtXcHGlVMmSf1iLg0Mh7iQkZFv+U8Lj83NwBLLuKZg8I5DSr5XiXmIiQXPnMHW8pnSIiOQk5ZJySXKXphqKWEiBAgVo1rAxO3dFsy16J34tfLNt41mjBhkZGWyN3mm2fNP2LQDUrFb9qcct6uSEt1cd/Jq3YO7iBVy9fi1rLI+aPHz4ECPg/kZl0+vHC/GEL40gPSPddIxO/u04d/5Hln8SSZ1atSlZvMRT1wFQ26Mmu7/eZ/Y0qoyMDLbs3IH7G5UpUKAAAKvWruHoiW8InDiZEQMG8dmGL4k9uP+ZxhQRkSdTLimXJHep8RKxoFY+zTl55jSHjx3F7/GNw7/WsF59vGrWZvL0aSxdvYoDcYcIXRTOgqVLaO/XxnQD87MYN3wUVlZWTJo+DYBG3vWp7VGDgaOGs2bdZxw+dpQlkSv5MOgj8uXLxyuOhU371qxWHeey5Yg7fowOrZ/9CU6D+71LWtojeg54h23RUcTE7qHfsEFcvX6NkQMHA3Dx8mVCFsync9v2eNWsRbdOb1GtijsTAwO4/+DBn4wgIiJPQ7mkXJLco8ZLxILqedWhkL09rs4uuJRzzrbeYDCwOGQuXTp0IvLTNbwzYijbY6IZMXAwgRMn/1djF3VyYsSAwRyIO8wXmzeSL18+IkLn4+fTgsUrl9N36EDWfrmO3l27ExI4I9v+jb3rY29nh0/jJs9cg6uLC2uWrMCpSBHGT/uQ9ydPxGg0ErlwCfU865CZmcm4gEnY29sxeuhwIOseganjPyAh4S6Bs2c+89giIpKdckm5JLnHYExMMf75ZiLyIjEajbTp2hmvmrX44P2xuV2OiIi84JRLkhfo4RoiYpKcksLKNR9z6rszXLp6hQXBIbldkoiIvMCUS5KXqPESERMba2vWrl9HZmYmgRMn83qp0rldkoiIvMCUS5KXaKqhiIiIiIiIhenhGiIiIiIiIhamxktERERERMTC1HiJiIiIiIhYmBovERERERERC1PjJSIiIiIiYmFqvERERERERCxMjZeIiIiIiIiFqfESERERERGxMDVeIiIiIiIiFvYfIy0byZIXu7kAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "plt.subplot(121)\n",
    "plt.title('Swollen Tonsils Vs MonkeyPox')\n",
    "sns.countplot(x='MonkeyPox',data=Mehak_df,hue='Swollen Tonsils', palette = 'viridis_r');\n",
    "plt.subplot(122)\n",
    "plt.title('HIV Infection Vs MonkeyPox')\n",
    "sns.countplot(x='MonkeyPox',data=Mehak_df,hue='HIV Infection', palette = 'cool');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "8636e9e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set(rc={'axes.facecolor':'lightcyan', 'figure.facecolor':'lightcyan'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "10bc6191",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,5))\n",
    "plt.title('Sexually Transmitted Infection Vs MonkeyPox')\n",
    "sns.countplot(x='MonkeyPox',data=Mehak_df,hue='Sexually Transmitted Infection', palette = ('seagreen','lime'));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "70e7734e",
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set(rc={'axes.facecolor':'honeydew', 'figure.facecolor':'honeydew'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "07024df9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig , ax = plt.subplots(figsize=(7,3))\n",
    "sns.heatmap(Mehak_df.corr(),annot = True,fmt='.2f',cmap='cividis_r',linewidth=0.5);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6b84e22b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}