AI generates ART.ipynb

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   "metadata": {},
   "source": [
    "***AI Generates ART:***"
   ]
  },
  {
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   "id": "a8826158-7879-45d7-8e03-2377b0296ea7",
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   "source": [
    "1.Best Art Style:\n",
    "2.Various Region:\n",
    "3.Checking Popularity Score with Density:\n",
    "4.Checking how much Tools are using in Art Style :\r",
    "5.Checking the Type of Genre in Art:\n",
    "6.Checking the Score of Region:\n",
    "7.Type of Tools:\n",
    "8.No of Arts in a Region:\n",
    "9.Checking the count of various Platform:\n",
    "10.Checking the Score by ID:\n",
    "11.Checking Which Artwork Got Most Description:\n",
    "12.Checking the Medium:\n"
   ]
  },
  {
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   "id": "bb507d8e-77f2-40c1-8121-2ed76b9ea54c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e11ca6fe-cfc8-4880-9d00-c892ef9d1082",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(r\"C:\\Users\\LENOVO\\Desktop\\Data Science(SMSR)\\AI generated ART\\ai_generated_art_trends_2024.csv\")"
   ]
  },
  {
   "cell_type": "code",
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   "id": "824b148d-7a62-446a-be34-48ca32128396",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Artwork_ID</th>\n",
       "      <th>Artist_Name</th>\n",
       "      <th>Art_Style</th>\n",
       "      <th>Creation_Date</th>\n",
       "      <th>Medium</th>\n",
       "      <th>Tools_Used</th>\n",
       "      <th>Popularity_Score</th>\n",
       "      <th>Region</th>\n",
       "      <th>Art_Genre</th>\n",
       "      <th>Platform</th>\n",
       "      <th>Description</th>\n",
       "      <th>Image_URL</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ART-00001</td>\n",
       "      <td>DALL-E</td>\n",
       "      <td>Conceptual</td>\n",
       "      <td>2023-03-11</td>\n",
       "      <td>Collage</td>\n",
       "      <td>GANPaint</td>\n",
       "      <td>1604.25</td>\n",
       "      <td>South America</td>\n",
       "      <td>Urban</td>\n",
       "      <td>Instagram</td>\n",
       "      <td>A mesmerizing piece of art that blends traditi...</td>\n",
       "      <td>https://example.com/artwork/00001.jpg</td>\n",
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       "      <th>1</th>\n",
       "      <td>ART-00002</td>\n",
       "      <td>AbstractoBot</td>\n",
       "      <td>Futurism</td>\n",
       "      <td>2022-11-27</td>\n",
       "      <td>Oil Paint</td>\n",
       "      <td>MidJourney</td>\n",
       "      <td>4162.12</td>\n",
       "      <td>North America</td>\n",
       "      <td>Abstract</td>\n",
       "      <td>Dribbble</td>\n",
       "      <td>A mesmerizing piece of art that blends traditi...</td>\n",
       "      <td>https://example.com/artwork/00002.jpg</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ART-00003</td>\n",
       "      <td>Vincent</td>\n",
       "      <td>Futurism</td>\n",
       "      <td>2024-03-13</td>\n",
       "      <td>Charcoal</td>\n",
       "      <td>GANPaint</td>\n",
       "      <td>2989.38</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Mythology</td>\n",
       "      <td>Reddit</td>\n",
       "      <td>A mesmerizing piece of art that blends traditi...</td>\n",
       "      <td>https://example.com/artwork/00003.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ART-00004</td>\n",
       "      <td>ArtBreeder</td>\n",
       "      <td>Impressionism</td>\n",
       "      <td>2022-09-12</td>\n",
       "      <td>Pencil Sketch</td>\n",
       "      <td>ArtBreeder</td>\n",
       "      <td>2985.97</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Still Life</td>\n",
       "      <td>Tumblr</td>\n",
       "      <td>A mesmerizing piece of art that blends traditi...</td>\n",
       "      <td>https://example.com/artwork/00004.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ART-00005</td>\n",
       "      <td>DALL-E</td>\n",
       "      <td>Surrealism</td>\n",
       "      <td>2022-12-05</td>\n",
       "      <td>Collage</td>\n",
       "      <td>DeepDream</td>\n",
       "      <td>2035.18</td>\n",
       "      <td>Asia</td>\n",
       "      <td>Conceptual</td>\n",
       "      <td>DeviantArt</td>\n",
       "      <td>A mesmerizing piece of art that blends traditi...</td>\n",
       "      <td>https://example.com/artwork/00005.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9995</th>\n",
       "      <td>ART-09996</td>\n",
       "      <td>RenoirBot</td>\n",
       "      <td>Conceptual</td>\n",
       "      <td>2024-01-22</td>\n",
       "      <td>Oil Paint</td>\n",
       "      <td>GANPaint</td>\n",
       "      <td>3886.42</td>\n",
       "      <td>Oceania</td>\n",
       "      <td>Nature</td>\n",
       "      <td>DeviantArt</td>\n",
       "      <td>A mesmerizing piece of art that blends traditi...</td>\n",
       "      <td>https://example.com/artwork/09996.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9996</th>\n",
       "      <td>ART-09997</td>\n",
       "      <td>RenoirBot</td>\n",
       "      <td>Pop Art</td>\n",
       "      <td>2023-04-05</td>\n",
       "      <td>Acrylic Paint</td>\n",
       "      <td>GANPaint</td>\n",
       "      <td>4715.45</td>\n",
       "      <td>Oceania</td>\n",
       "      <td>Landscape</td>\n",
       "      <td>Instagram</td>\n",
       "      <td>A mesmerizing piece of art that blends traditi...</td>\n",
       "      <td>https://example.com/artwork/09997.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9997</th>\n",
       "      <td>ART-09998</td>\n",
       "      <td>ArtBreeder</td>\n",
       "      <td>Futurism</td>\n",
       "      <td>2023-01-27</td>\n",
       "      <td>3D Model</td>\n",
       "      <td>DeepDream</td>\n",
       "      <td>741.83</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Conceptual</td>\n",
       "      <td>Behance</td>\n",
       "      <td>A mesmerizing piece of art that blends traditi...</td>\n",
       "      <td>https://example.com/artwork/09998.jpg</td>\n",
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       "    <tr>\n",
       "      <th>9998</th>\n",
       "      <td>ART-09999</td>\n",
       "      <td>GenerativeGenius</td>\n",
       "      <td>Cubism</td>\n",
       "      <td>2022-10-04</td>\n",
       "      <td>Acrylic Paint</td>\n",
       "      <td>GANPaint</td>\n",
       "      <td>2229.60</td>\n",
       "      <td>Africa</td>\n",
       "      <td>Portrait</td>\n",
       "      <td>DeviantArt</td>\n",
       "      <td>A mesmerizing piece of art that blends traditi...</td>\n",
       "      <td>https://example.com/artwork/09999.jpg</td>\n",
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       "      <th>9999</th>\n",
       "      <td>ART-10000</td>\n",
       "      <td>GenerativeGenius</td>\n",
       "      <td>Abstract</td>\n",
       "      <td>2022-12-07</td>\n",
       "      <td>Pencil Sketch</td>\n",
       "      <td>DeepDream</td>\n",
       "      <td>3815.99</td>\n",
       "      <td>Asia</td>\n",
       "      <td>Urban</td>\n",
       "      <td>Twitter</td>\n",
       "      <td>A mesmerizing piece of art that blends traditi...</td>\n",
       "      <td>https://example.com/artwork/10000.jpg</td>\n",
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       "<p>10000 rows × 12 columns</p>\n",
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      "text/plain": [
       "     Artwork_ID       Artist_Name      Art_Style Creation_Date         Medium  \\\n",
       "0     ART-00001            DALL-E     Conceptual    2023-03-11        Collage   \n",
       "1     ART-00002      AbstractoBot       Futurism    2022-11-27      Oil Paint   \n",
       "2     ART-00003           Vincent       Futurism    2024-03-13       Charcoal   \n",
       "3     ART-00004        ArtBreeder  Impressionism    2022-09-12  Pencil Sketch   \n",
       "4     ART-00005            DALL-E     Surrealism    2022-12-05        Collage   \n",
       "...         ...               ...            ...           ...            ...   \n",
       "9995  ART-09996         RenoirBot     Conceptual    2024-01-22      Oil Paint   \n",
       "9996  ART-09997         RenoirBot        Pop Art    2023-04-05  Acrylic Paint   \n",
       "9997  ART-09998        ArtBreeder       Futurism    2023-01-27       3D Model   \n",
       "9998  ART-09999  GenerativeGenius         Cubism    2022-10-04  Acrylic Paint   \n",
       "9999  ART-10000  GenerativeGenius       Abstract    2022-12-07  Pencil Sketch   \n",
       "\n",
       "      Tools_Used  Popularity_Score         Region   Art_Genre    Platform  \\\n",
       "0       GANPaint           1604.25  South America       Urban   Instagram   \n",
       "1     MidJourney           4162.12  North America    Abstract    Dribbble   \n",
       "2       GANPaint           2989.38         Europe   Mythology      Reddit   \n",
       "3     ArtBreeder           2985.97         Europe  Still Life      Tumblr   \n",
       "4      DeepDream           2035.18           Asia  Conceptual  DeviantArt   \n",
       "...          ...               ...            ...         ...         ...   \n",
       "9995    GANPaint           3886.42        Oceania      Nature  DeviantArt   \n",
       "9996    GANPaint           4715.45        Oceania   Landscape   Instagram   \n",
       "9997   DeepDream            741.83         Europe  Conceptual     Behance   \n",
       "9998    GANPaint           2229.60         Africa    Portrait  DeviantArt   \n",
       "9999   DeepDream           3815.99           Asia       Urban     Twitter   \n",
       "\n",
       "                                            Description  \\\n",
       "0     A mesmerizing piece of art that blends traditi...   \n",
       "1     A mesmerizing piece of art that blends traditi...   \n",
       "2     A mesmerizing piece of art that blends traditi...   \n",
       "3     A mesmerizing piece of art that blends traditi...   \n",
       "4     A mesmerizing piece of art that blends traditi...   \n",
       "...                                                 ...   \n",
       "9995  A mesmerizing piece of art that blends traditi...   \n",
       "9996  A mesmerizing piece of art that blends traditi...   \n",
       "9997  A mesmerizing piece of art that blends traditi...   \n",
       "9998  A mesmerizing piece of art that blends traditi...   \n",
       "9999  A mesmerizing piece of art that blends traditi...   \n",
       "\n",
       "                                  Image_URL  \n",
       "0     https://example.com/artwork/00001.jpg  \n",
       "1     https://example.com/artwork/00002.jpg  \n",
       "2     https://example.com/artwork/00003.jpg  \n",
       "3     https://example.com/artwork/00004.jpg  \n",
       "4     https://example.com/artwork/00005.jpg  \n",
       "...                                     ...  \n",
       "9995  https://example.com/artwork/09996.jpg  \n",
       "9996  https://example.com/artwork/09997.jpg  \n",
       "9997  https://example.com/artwork/09998.jpg  \n",
       "9998  https://example.com/artwork/09999.jpg  \n",
       "9999  https://example.com/artwork/10000.jpg  \n",
       "\n",
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       "Index(['Artwork_ID', 'Artist_Name', 'Art_Style', 'Creation_Date', 'Medium',\n",
       "       'Tools_Used', 'Popularity_Score', 'Region', 'Art_Genre', 'Platform',\n",
       "       'Description', 'Image_URL'],\n",
       "      dtype='object')"
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       "      <td>4999.620000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Artwork_ID Artist_Name Art_Style Creation_Date         Medium  \\\n",
       "count       10000       10000     10000         10000          10000   \n",
       "unique      10000          15        10           730             10   \n",
       "top     ART-00001  MidJourney    Cubism    2023-05-02  Pencil Sketch   \n",
       "freq            1         694      1050            28           1048   \n",
       "mean          NaN         NaN       NaN           NaN            NaN   \n",
       "std           NaN         NaN       NaN           NaN            NaN   \n",
       "min           NaN         NaN       NaN           NaN            NaN   \n",
       "25%           NaN         NaN       NaN           NaN            NaN   \n",
       "50%           NaN         NaN       NaN           NaN            NaN   \n",
       "75%           NaN         NaN       NaN           NaN            NaN   \n",
       "max           NaN         NaN       NaN           NaN            NaN   \n",
       "\n",
       "       Tools_Used  Popularity_Score         Region Art_Genre  Platform  \\\n",
       "count       10000      10000.000000          10000     10000     10000   \n",
       "unique          5               NaN              6        10        10   \n",
       "top     DeepDream               NaN  South America  Portrait  Dribbble   \n",
       "freq         2032               NaN           1728      1049      1086   \n",
       "mean          NaN       2508.190738            NaN       NaN       NaN   \n",
       "std           NaN       1430.922879            NaN       NaN       NaN   \n",
       "min           NaN         50.850000            NaN       NaN       NaN   \n",
       "25%           NaN       1267.712500            NaN       NaN       NaN   \n",
       "50%           NaN       2492.025000            NaN       NaN       NaN   \n",
       "75%           NaN       3763.245000            NaN       NaN       NaN   \n",
       "max           NaN       4999.620000            NaN       NaN       NaN   \n",
       "\n",
       "                                              Description  \\\n",
       "count                                               10000   \n",
       "unique                                                  1   \n",
       "top     A mesmerizing piece of art that blends traditi...   \n",
       "freq                                                10000   \n",
       "mean                                                  NaN   \n",
       "std                                                   NaN   \n",
       "min                                                   NaN   \n",
       "25%                                                   NaN   \n",
       "50%                                                   NaN   \n",
       "75%                                                   NaN   \n",
       "max                                                   NaN   \n",
       "\n",
       "                                    Image_URL  \n",
       "count                                   10000  \n",
       "unique                                  10000  \n",
       "top     https://example.com/artwork/00001.jpg  \n",
       "freq                                        1  \n",
       "mean                                      NaN  \n",
       "std                                       NaN  \n",
       "min                                       NaN  \n",
       "25%                                       NaN  \n",
       "50%                                       NaN  \n",
       "75%                                       NaN  \n",
       "max                                       NaN  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe(include=\"all\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "848ccec6-cb2f-4d55-93c5-7e551ac06c41",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop([\"Image_URL\"],axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b83caa41-8cf3-406e-afd1-4ddda3724f1d",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.dropna(how=\"any\",inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "198ebe4e-4adb-43ee-9a1f-d8bc86b22d33",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 10000 entries, 0 to 9999\n",
      "Data columns (total 11 columns):\n",
      " #   Column            Non-Null Count  Dtype  \n",
      "---  ------            --------------  -----  \n",
      " 0   Artwork_ID        10000 non-null  object \n",
      " 1   Artist_Name       10000 non-null  object \n",
      " 2   Art_Style         10000 non-null  object \n",
      " 3   Creation_Date     10000 non-null  object \n",
      " 4   Medium            10000 non-null  object \n",
      " 5   Tools_Used        10000 non-null  object \n",
      " 6   Popularity_Score  10000 non-null  float64\n",
      " 7   Region            10000 non-null  object \n",
      " 8   Art_Genre         10000 non-null  object \n",
      " 9   Platform          10000 non-null  object \n",
      " 10  Description       10000 non-null  object \n",
      "dtypes: float64(1), object(10)\n",
      "memory usage: 859.5+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "534fb112-66bd-49d3-9baf-2b97a77338df",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Artwork_ID           object\n",
       "Artist_Name          object\n",
       "Art_Style            object\n",
       "Creation_Date        object\n",
       "Medium               object\n",
       "Tools_Used           object\n",
       "Popularity_Score    float64\n",
       "Region               object\n",
       "Art_Genre            object\n",
       "Platform             object\n",
       "Description          object\n",
       "dtype: object"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e37aa2fd-d1a9-418a-978c-8d2cfc1da9b5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Artwork_ID          0\n",
       "Artist_Name         0\n",
       "Art_Style           0\n",
       "Creation_Date       0\n",
       "Medium              0\n",
       "Tools_Used          0\n",
       "Popularity_Score    0\n",
       "Region              0\n",
       "Art_Genre           0\n",
       "Platform            0\n",
       "Description         0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "902b1c6c-dcd9-4d3a-a6c1-73e723157872",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Conceptual', 'Futurism', 'Impressionism', 'Surrealism',\n",
       "       'Abstract', 'Realism', 'Minimalism', 'Pop Art', 'Cubism',\n",
       "       'Expressionism'], dtype=object)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"Art_Style\"].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "53a4a98e-e5ce-4be8-8d33-f63e16225214",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       1604.25\n",
       "1       4162.12\n",
       "2       2989.38\n",
       "3       2985.97\n",
       "4       2035.18\n",
       "         ...   \n",
       "9995    3886.42\n",
       "9996    4715.45\n",
       "9997     741.83\n",
       "9998    2229.60\n",
       "9999    3815.99\n",
       "Name: Popularity_Score, Length: 10000, dtype: float64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Popularity_Score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "2e74bd07-9b8a-44aa-9662-cdd606bfa134",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1604.25, 4162.12, 2989.38, ...,  741.83, 2229.6 , 3815.99])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Popularity_Score'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "57c9eecb-86d3-4cb9-be49-01abebe48f31",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    1604.25\n",
       "1    4162.12\n",
       "2    2989.38\n",
       "3    2985.97\n",
       "4    2035.18\n",
       "Name: Popularity_Score, dtype: object"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_Score=lambda x: str(x).split('/')[0]\n",
    "df.Popularity_Score=df.Popularity_Score.apply(df_Score)\n",
    "df['Popularity_Score'].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "a3a06834-1f6b-461a-b895-8e770ed7630f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         GANPaint\n",
       "1       MidJourney\n",
       "2         GANPaint\n",
       "3       ArtBreeder\n",
       "4        DeepDream\n",
       "           ...    \n",
       "9995      GANPaint\n",
       "9996      GANPaint\n",
       "9997     DeepDream\n",
       "9998      GANPaint\n",
       "9999     DeepDream\n",
       "Name: Tools_Used, Length: 10000, dtype: object"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Tools_Used"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "08a36d1e-bf23-46f9-9931-aef3affe312f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['GANPaint', 'MidJourney', 'ArtBreeder', 'DeepDream', 'DALL-E'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"Tools_Used\"].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "d2ed8649-88f8-4ea3-be04-b0fe27f821b4",
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"Tools_Used\"]=df[\"Tools_Used\"].map({\"GANPaint\":1,\"MidJourney\":2,\"ArtBreeder\":3,\"DeepDream\":4,\"DALL-E\":5})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "6829302c-6be2-41d4-9aed-2e2637bd9702",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10000, 11)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "bbd0b9bf-6fe8-432e-9032-f9d7646e9e5c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "110000"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "2741e036-0e54-4c7b-8330-1f3272616bba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Tools_Used</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>10000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2.996000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.415692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Tools_Used\n",
       "count  10000.000000\n",
       "mean       2.996000\n",
       "std        1.415692\n",
       "min        1.000000\n",
       "25%        2.000000\n",
       "50%        3.000000\n",
       "75%        4.000000\n",
       "max        5.000000"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "a9400f6d-3e6c-4345-ac4b-03f8a5abe3f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       False\n",
       "1       False\n",
       "2       False\n",
       "3       False\n",
       "4       False\n",
       "        ...  \n",
       "9995    False\n",
       "9996    False\n",
       "9997    False\n",
       "9998    False\n",
       "9999    False\n",
       "Length: 10000, dtype: bool"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.duplicated()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81a7460b-f4bd-4060-babc-4027d17ec810",
   "metadata": {},
   "source": [
    "***DATA VISULIZATION:***"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca6c5eb0-872f-4e55-9d85-f69e6c407f91",
   "metadata": {},
   "source": [
    "***1.Best Art Style:***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "3e0d59f1-6bac-46e4-a80b-c8151e3064c0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['Art_Style'].value_counts()[:].plot(kind='line',figsize=(20,10),color='purple',title='Art Style').grid(color = 'brown',linewidth =0.7)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b790fe5b-82e0-496e-a59e-84f20277a222",
   "metadata": {},
   "source": [
    "***2.Various Region:***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "8e1c9029-fa8e-44f5-bc26-0a4df08a595c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Artwork_ID'>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.groupby('Region')['Artwork_ID'].count().nlargest(8).plot(kind = 'pie')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1a8683dc-5f8c-4a4a-8e58-6ca867d99636",
   "metadata": {},
   "source": [
    "***3.Checking Popularity Score with Density:***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "8be03615-5efa-4380-ab6d-5fee8c397867",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\LENOVO\\AppData\\Local\\Temp\\ipykernel_18636\\2404851870.py:1: UserWarning: \n",
      "\n",
      "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
      "\n",
      "Please adapt your code to use either `displot` (a figure-level function with\n",
      "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "\n",
      "For a guide to updating your code to use the new functions, please see\n",
      "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
      "\n",
      "  sns.distplot(df['Popularity_Score'])\n",
      "C:\\Users\\LENOVO\\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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K52lrNNzvufrRwqbk7t6NigsXEDhoUJO1toiuhkGLqJsKHjLEPn128tNPUXj4cKM2h99/H+UZGZApFLj2j39s8fIrSm9vnPrsM5SeOeNwu7BYkLp0KYzl5dbipS+/3OTjbW+OBQcONBoZKDt3zilBq2H9pLS33mo0JVR27hxOfvpph/fTXrY36qoGpRNMtbW4tHcvaouKmjyzUxcRgbD66ucVFy7AJyqqyWKs7XX+m29w+vPPm72/MisLv9RfMscnKqrRmY4ymQyj//hHyFUqVF28iEPvvNNoG7XFxdhbX7D0yusMOvt52lpBgwdjQH1F/bNffomsbdsatanMzsYvr74KmUKB4QsWdHif5Jm4GJ7IzZScOoXS06cBwD7FYqqpQUaDGkQtXb6loeHPPw9hNuP0f/6DrQ8+aL+GnNlgwMVt23Bp714ovb0xdtky9Bg5ssVtafz9MeTpp5F8//2Ive02BAwYYF+kXXT4MGRKJUa/8Yb98jtX6nfvvTi3fj0qMzOx9cEH0feee+AVGory9HSc/+47jHvzTWx98EEAQOnp08j45huodDpE3ngjKrOyUFB/1puNrY3S29teU6nPr36F3F27kP3zz0jfsAGlp08j6qaboNbrUXr6NNI3bICuZ0/7qFpeSgqqL12Cf79+COjfHwUHD6IyKwuFhw7Z93Nx2zZo6qfpmjrutt+XoUEdpsJDhyBTKqENCkJ4g6m1uNtuw+nVq1Fz6RJ+WbQIQYMHIys5GcbycvS///5mA0Sfu+9G7s6dAIDed93V6kvjtMQ7JARypRIWkwn7//hHnP3vfxExYQJ8evaEXKWCobQUhYcPI/vnn2Gpq0PAgAEY/+67TU7JBg8ZguuXL8euBQtwYtUqFB48iKibb4bSywvl589bS0RUVmL488/bL5nTUEeep+35ndn3u2ABhNmMU//+N3Y+8wwiJ01C6KhRkMnlKD1zBhlffw1hsWD0H/7Ay+9Qu8mErYofEbmFwx98gKPLl7fY5t42Tn8VHDyIM2vWIH//ftQWFUGuUsEnMhIREyag//33wys4uNnHprz8MjK+/hq6iAjMSE5GwcGDOPnJJyhMS4OhtBRqvR6h11yD+DlzENC/f4v9qC0qwpEPPkD29u2oLSyE2t8foaNHI+Gxx6Dv3Rv/GTTIob1PVBRu//57pG/YYB9VuZKtXzbCYsG59euR8fXXKD19GqbaWmj0egQMHIheM2dCGxSEbQ8/7LCNhCeewJDf/c7+szanqePe0u+rxzXX4KaPP3a47eJPP+H4P/+J0lOnIAD49OyJXnfcgf733ddsVXWLyYSvJk2CobQUM7dubVSUtb3qysuR+7//oeDAAZSePo3KixdhKC2FxWiE0ssLXj16IGDAAETdfDMiJ0266kiSobQUpz77DNnbt6MyMxPm2lpog4MRMmIE+s+e3eTldRpqz/O0Pb+zKxUePoyza9fi0r59qCkogEwuhy4iAqGjR6P/7Nnw45QhdQCDFhG16MqgRZ3PYjbj65tvRlBCAia8957U3SGiNuAaLSIiN5e7axdqLl1yaiV4IuocDFpERG6kOi+v0RmT5778Et5hYU2ubyIi98agRUTkRnY++yxSly61f1969iyyf/4ZfZOSnHK2HRF1Lp51SERNsp3laCtS2vDMx7AxY1pcQE8dk7l5M3wiI6ENDMTJTz+FV2go+t13n9TdIqJ24GJ4ImrSlWcANjRp1SqEjhrVib3xHGlvvYUL33+P2sJCKL28EDJiBIY//zz8YmOl7hoRtQODFhEREZGLcOpQYhaLBTk5OfD19XVKEUIiIiJyPSEEKioqEBERAbm8+SXvDFoSy8nJQVRUlNTdICIionbIyspCZGRks/czaEnM19cXgPUX5efnJ3FviIiIqDXKy8sRFRVlfx9vDoOWxGzThX5+fgxaREREXczVlv2wjhYRERGRizBoEREREbkIgxYRERGRizBoEREREbkIgxYRERGRizBoEREREbkIgxYRERGRizBoEREREbkIgxYRERGRizBoEREREbkIgxYRERGRizBoEREREbkIgxYRERGRizBoEREREbkIgxYRERGRiyil7gBRd/afPZkdevy9o6Od1BMiIpICR7SIiIiIXIQjWkTkUhzVo66so89fgM9hT8egRURujUGNiLoyTh0SERERuQiDFhEREZGLMGgRERERuQiDFhEREZGLcDE8UTfWXc6YqjaYUFxdh9JqI+rMFlgsAkqFDD4aFfy9VAj0UUMuk0ndzSZxMT+RZ2PQIiK3U15rxMncCpwrqERWcTVKa4wtttco5Yjw90K/UF/Eh/shxFfTST0lImoZgxYRuYVaoxlHsstw4EIJLhRXN7rfV6tEgLcaGqUcCrkMdSYLKg0mlFTXwWCyIKOwChmFVfjhWB4i/LW4Ni4IQyL9O/8HISJqgEGLiCSVX16L3elFSMssgdEs7LdHBnihf5gvYoN0iPT3gkalaPLxZotAQYUB54uqcCK3HOkFVcgprcX6tGxsPpqHqjoTHhwbCx8NX+6IqPPxlYeIJHGxpBo/nczHibwK+20hPhokxgRgaJQ/9F6qVm1HIZchTK9FmF6La3sFocpgwoHMEuzJKEZxVR3+8sMp/HNnOubf3A/3jo6BQu6ea7mIqHti0CKiTpVZbA1Ypy5ZA5YMwIBwP4zrHYS4YB1kHVzUrtMoMb5vCMb2Dsbhi6VIvVCC9MIqLPr6GP6zNwuv3z4Io+ICnfCTEHUOnlDRtTFoEVGnOF9YhZ9O5eNMfiUAQC4Dhkb6Y2L/Hi5ZvK6QyzA8OgBL7hyM/+zNxFs/nMKJ3HLM+nsKZgyLwMvTBiLUT+v0/RIRNcSgRdSC1nySrDWakV1ag7yyWhRWGlBdZ0aN0QyLEJBDBrVSDl+tEj4aJXy0SvhqVAjx1SBQp+7201hCCJwrqMRPJ/ORXlgFwBqwhkcHYGK/EAT5uP7sQKVCjgfGxOLWweF4a8sprNmXha8P5mDbiXw8P6U/7r+W04lE5DoMWkTtYDRbcCirFEeyy5BeUAWzEFd/0BUUchmCfdTo4atFuF6LyABvRAZ4QdvMou+uRAiBbSfy8cHPZ5GWWQoAUMhkSIwJwPX9QhCgU3d6n4J8NFhy5xD8elQ0fv/1MRzMKsXijcew/sBF/PnOwRgUoe/0PhFR98egRdQGRrMFe9KLsPNMISoMJvvtAd4qhOu9EOKrgY9GCW+1on6tkUCt0YKKWhMqDdav8hoj8itqYTQLXCo34FK5AUeyywBY1yuF+GoQGeCNqEAvDInUY0CYL5SKrnERh1qjGZuP5uLv29Nxsn6Ru1Iuw8jYQEzoGwx/784PWFcaEumPdY+PxX/2ZuLNzSdx6GIZbn//f3hkXCyevbkfvNV8WSQi5+ErCnVrzqiMbpNbVoMv9l9EXnktAEDvpcLouEDER/ihh2/b1vpYhEBZtTVwXSo3ILu0BhdLqlFSbUR+hQH5FQYcyCzB1wdz4KVSYHBPPYZH+9d/Bbjd2qL0gkp8vjcTX6ZeREm1tbioj0aJ+6+NQYC3Cr7a1p1B2FkUchlmXxuDKfGheP3b4/jucC7+sTMDm47k4Q8zB+HGAaFSd5GIugkGLaJW2JtRjG8O58BsEdBplJgSH4ph0f5Qyts30iSXyRCgUyNAp0b/sMu3V9QakV1Sg6ySamSV1OBSeS0qak3Ye74Ye88X29tF6LUYFu2P4VEBGB7tj/gIv04fiSmqNCD5+CV8fTAHKelFDn379ahoPDAmFnpvlVPDrrP18NPig3tH4O4R+Xj1q6PILq3BIx/vx6QBPfDC1AHoH+YrdRdJYnUmC/IralFUWYdKgwnVdSZY6lcKqJVyeKsV8NOqEOzjGesuqe0YtIiuYueZAmw+mgcAGBDmiztHRLqs+KWvVoUB4SoMCPcDANxzTRTSC6uQllmCtKxSpGWW4lReOXLKapFzJA+bjlj7JZMBsUE6DAjzxYAwP/QP80FMkA51JgvUSudMO5bXGnH0Yhl+ySjG/84WIi2zxP6GI5MBN/TvgftGR2Ni/x5d7s3mhgE9kDx/At7degb/3JWBbSfz8eOpfNw1IhLP3twPPf29pO4idZJaoxm7zhRi19lC7D5XiDOXKtHaFZgKmQzh/lpEBXgjLliH3iE+8FJ3/TWX1DEMWkQt+PlUPrYcvwQAmNgvBDfHh3a4zlNbyOUy9Onhgz49fPCrkVEAgCqDCUeyy5CWWWoPYAUVBvslaGyh0MZHo0SgTg29lwo+GiV0GiV0GgV0aiUUchkUchnkMuu/FiFQZ7Kg1mi2ryfbduIS0uu3faWEnn6YOigMd4yIdNsw0pYRtZggHZ65sS+2HM/D0ZxyfJl6ERsP5WD2tTF4dHwcwvXu+TNSxwghkJJehC/2X0Ty8UuobLD+EgB0agVCfLXw1Vr/dhQyGQSso11VdWaUVdehoNIAo1ngYkkNLpbUICW9CHIZEB2og8FkxtSEMD5/PJTkQWv58uX4y1/+gtzcXAwaNAjvvPMOxo8f32z77du3Y/78+Th27BgiIiLwwgsvYO7cuQ5t1q1bh0WLFuHcuXPo3bs3/vSnP+GOO+5o9X6NRiNeffVVbNq0Cenp6dDr9bjpppuwdOlSRERE2LdhMBjw3HPP4fPPP0dNTQ0mTZqE5cuXIzIy0olHyLNJOe10JLvMHrJuGhiKGwf0kKwvDek0SlzbKwjX9gqy31ZQYcCpvAqczCvHidwKnM2vwIXiapRWG+2L8J2hp78Xhkf7Y3zfYIzrE4zIAG+nbNedBPtqcO/oGGQVV+P7Y3nIKKzCyl0Z+GT3eUwfEo77ro3ByJiATg3cHcFil80zmMz4Yv9F/GtXhr38CACE67WYNLAHxvUORmZxdavWGFqEQGm1EVnF1bhQXI2z+ZUorLReGur1b47jjW+P47o+wbg7MRJTE8KgUXKky1NIGrTWrl2LefPmYfny5Rg3bhz+/ve/45ZbbsHx48cRHd34jzsjIwPTpk3DnDlz8Nlnn+F///sfnnjiCYSEhOCuu+4CAKSkpCApKQl/+MMfcMcdd2DDhg2YNWsWdu3ahdGjR7dqv9XV1Thw4AAWLVqEoUOHoqSkBPPmzcPtt9+O/fv32/szb948fPPNN1izZg2CgoKwYMECTJ8+HampqVAo+EfUlRVUGLDuwEUAwPg+wW4TspoT4qtBiK8G1/UNdrh95c4MFFfVoajKgIpaE6rqQ1eVwYTqOjPMQsBssX5ZhIBcZq37pVUq4FNf+2tKQhjignQYEO6L4E6oe+UuogK98eh1cegZ4IUVP5/DnoxifHUwB18dzEGvYB1uGxqBm+NDMSjCr8uELrIymi34MvUi3v/xLLJLawBYR61mDO+Ju0b0xPCoAMjrp79bG1TlMhkCdWoE6tQYGuUPACipqsPx3HJcKq/F/gsl2HmmEDvPFCLEV4PZ18Zg9rUxkpQ6oc4lE6IdBYCcZPTo0RgxYgRWrFhhv23gwIGYOXMmlixZ0qj9iy++iI0bN+LEiRP22+bOnYtDhw4hJSUFAJCUlITy8nJs3rzZ3mbq1KkICAjA559/3q79AsC+ffswatQoXLhwAdHR0SgrK0NISAj+/e9/IykpCQCQk5ODqKgobNq0CVOmTGnVMSgvL4der0dZWRn8/Pxa9RhPIsWIVp3JguU/n0V+hQFxwTo8Mi5OsjVHHR1NcMbxc4c+SMn28x++WIpPUy5g05FcVNeZ7ffbRj8mDQjFqLhA6K5Yvyf1iJLU+3cnJrMF69Oy8X8/nkFWsTVg9fDV4PGJvfGrkVFNrr101t9QZlE11h24iLX7suxnLvtolPjNdXH4zfg4+LUwasbfoXtq7fu3ZCNadXV1SE1NxUsvveRw++TJk7F79+4mH5OSkoLJkyc73DZlyhSsXLkSRqMRKpUKKSkpePbZZxu1eeedd9q9XwAoKyuDTCaDv78/ACA1NRVGo9GhPxEREUhISMDu3bubDVoGgwEGg8H+fXl5ebP7JGn8dCof+RUG+GqVuOeaqC63sJtcY0ikP976lT9eu30Qvj+ah+TjedhxuhC5ZbX47JdMfPZLJpRyGYZF+WNM7yCM6R2EEdEBUnebAJgtAhsPZePdrWdwvqgaABDso8bjE/vgvtHRnVIkODrIG8/e3A9P3tgHm45Ya80dzy3Hu9vO4LNfLuD3t8Xj9qERHB3thiQLWoWFhTCbzQgNdaxXExoairy8vCYfk5eX12R7k8mEwsJChIeHN9vGts327Le2thYvvfQS7r33XntqzcvLg1qtRkCA4wtpS9sBgCVLluD1119v9n6SVmGFAbvOFAIAZgzt6Xb1n0h6Phol7k6MxN2Jkag1mpFyrghbjl/CjtMFyC6twf4LJdh/oQT/9+NZqJVyRPp7oVeID3qH6BAZ4M3g3oksFoFvj+Ti3a2nca7AugYrUKfG3Ot74f5rYyQpTqtSyDFjWE/cNiQC3x/Lw1tbTiG9oArPrDmIdQey8dbdQ9DDzerkUcdIvhj+yvQuhGgx0TfV/srbW7PN1u7XaDTinnvugcViwfLly1v4SVrX/4ULF2L+/Pn278vLyxEVFXXV7ZLrCSHw7ZEcmIVAv1AfDAxnDSVqmValwA0DeuCG+jV8WcXV2H2uECnnirD7XBHyKwxIL6xCemEVtp4A1Ao5YoO90SvYB71CdIjw94KcIxhOZ7EIfH8sD+9sPY3Tl6wXMff3VuG3E3rhwTGxjaZ3pSCXyzBtcDhuGhiKj3acw3s/nsWO0wW49f924YN7R2BUXKDUXSQnkezZFhwcDIVC0Wj0Jz8/v9Fok01YWFiT7ZVKJYKCglpsY9tmW/ZrNBoxa9YsZGRk4Mcff3SYgw0LC0NdXR1KSkocRrXy8/MxduzYZn9ujUYDjcZzFhR3JSfzKnD6UiUUchmmD+EQPrVdVKA3kgKjkXRNdP0Ftavw3rYzSC+oRHphFarrzDh9qdL+5q9VyREX7INewTr07uGDUF8Nn3cdYDRb8O3hHIdLQPlplZgzvhceGhfrliPUaqUcT97YF7cMDscTnx3AqUsV+PU/fsGSOwZj1jX8EN4dSBa01Go1EhMTkZyc7FB6ITk5GTNmzGjyMWPGjME333zjcNuWLVswcuRIqFQqe5vk5GSHdVpbtmyxh5/W7tcWss6cOYOffvrJHuRsEhMToVKpkJycjFmzZgEAcnNzcfToUbz55pvtOSQkISEEtp6wlnIY1zvYo86uI9eQyaw10GylOCxC4FJ5LdILqnCuoBIZhVWoNVpwIrccJ3KtazX1Xir0C/VF/1Af9A7xgaaTLjBuK02QV1aL4ioDymtNKKsxorzGiBXbz6LKYEZNndl+ZqpGJUegTo2g+rPsgnw0iA3yRt8evujTwwc9/b3sZ+11hiqDCWv2ZWHlznTklFkXmvtqlHjkujg8cl0c9F7uF7Cu1DvEBxt+NxYL1x/B1wdz8MK6wzBaLLhvdIzUXaMOknT8dP78+Zg9ezZGjhyJMWPG4KOPPkJmZqa9LtbChQuRnZ2NTz/9FID1DMP3338f8+fPx5w5c5CSkoKVK1fazyYEgGeeeQYTJkzAsmXLMGPGDHz99dfYunUrdu3a1er9mkwm3H333Thw4AC+/fZbmM1m+whYYGAg1Go19Ho9fvOb32DBggUICgpCYGAgnnvuOQwePBg33XRTZx1CcpKz+ZXILauFSiHDhCtKJBA5g1wmQ7jeC+F6L4zrEwyzRSC3rAbnCqqQXh+8ymqM2He+GPvOF0MhkyEm2BuVBiPG9QnGgDA/p6zvqjaYkFdei7zyWlwqr0VeWS0uVRhQZ7K0ehs1RjNKq41IL2hcxBYAVAoZevhq0dPfC3eO6InBkXr0C/WFyskXRz+WU4YvUy9i/YFslNVYr7EZ7KPBw+Nicf/oGOi93T9gNeStVuKdpGEI0mnwr/9l4JUNRwEAMnCUsyuTNGglJSWhqKgIb7zxBnJzc5GQkIBNmzYhJsaa4HNzc5GZefm01ri4OGzatAnPPvssPvjgA0REROC9996z19ACgLFjx2LNmjV49dVXsWjRIvTu3Rtr166119BqzX4vXryIjRs3AgCGDRvm0OeffvoJEydOBAD87W9/g1KpxKxZs+wFSz/++GPW0OqCtp8uAACMig2Etxus33AnXb08g7tSyGWIDPBGZIA3ru8XAqPZgvSCKpy+VIHTlypQVFWH9IIq/HnTSQDWRfhDIvUYGO6H/qG+iAz0Qk9/L/h7q+GjsVb5F0LAYLKgrMaIoso6ZBZXY8fpAnsttfwKaz215vrTw1eDYB8N9F4q6L1U8PNSwU+rhFalgEohh0wGCAHUmS2oNphQVWe212YrqDBYv+orpGeX1iC7tMZ+jU61Uo6B4X4Y0lOPwZF6DInUo0+ID5RtCF9VBhMOXSzF9lMF2Hrikn2BOwDEBevw2wm9cMfwnp1yFqGryGQyLJo+EEqFDB/tSMfvvz6Gh8bGoneIj9Rdo3aStI4WsY7W1XTGm3xWcTVWbD8HuQx4bnJ/+Hu7TwFBqWsokXS/g8JKA05fqkClwYT950uuWt3fFoJaI8BbhVA/LcL0WoT5aRHqp0Wwj8YpI2Zmi0BJVR1yymqQU1oDk0XgSHZZkwFPrZQjJtAbMUE6hOk1CPHRQqdRQKOUwyKAqjoTSquNyCyqRkZhFc7kV9ivrwlYTy64OT4UdyX2xPX9XHONTalq0Qkh8NwXh7HuwEV4qxX43cQ+7S5uyjparuH2dbSI3MWOM9bRrGFRAW4VssizBftYR5fuHR0Ns0XgVF4FjmSX4mReBc7mVyK71Bpkao3WKb+GIUshl8HfS4XIQG8IIRCk0yBIp0awjxqhflqXrv1SyGUI9tUg2FeDIZH+uHd0NCwWgcziahzOLsPR7DIcvliKo9nlqDSYcCa/EmfyK1u9/Qi9FqN7BWHSwB4Y3zfkquuvuuqHDZlMhj/dkYAz+RU4fLEMq/dcwNzre7dpBJDcA4MWebSKWqN9IfKVl68hchcKuQzxEX6Ij2j8qdlgMqPKYIbJYoGi/hJKPhql/exFdwgacrkMscE6xAbrcPtQ6/ViLRbr9GJGYRUuFFUhv37qsbrODKPZApkM0KmV8PNSISrAC9FB3hgUoUdoF6wx1ZHfwdRBYTibX4mcslrsOFOAGwc0fVY+uS8GLfJoB7NKYRFAVIAXwrrgCziRRqnokhcolstliAr0RlSgN4AQqbvjtvy91bhtSATW7s/Cz6cKMKSnP4J9eVZ0V8KgRR5LCIEDmSUAgBExvFQKNc0dRoS6Ml6nr+OGROpxILMEZ/Ir8dXBbPzmurg21Vvj70BaDFrksbJLa3Cp3AClXIYhPf2l7g4RNYFB17pea8awnnh322mkF1bhSHYZhkT6S90taiWuqiOPlXrBOpoVH+EHL3XXm3ohIs8RqFNjQj/rFOuPJ/NhYcGALoNBizySyWzB4YtlAIDEaE4bEpH7G9c7GFqVHPkVBhzNLpO6O9RKDFrkkdILq1BjNMNXq0TvHiwESETuT6tS4Lo+1rOjOarVdTBokUc6Xl/SYWCYH+S8iC8RdRFjOarV5TBokcexCGGvndVUXSIiInelVSkwrrd1VOt/Zwsl7g21BoMWeZzskhpU1JqgUcrRK1gndXeIiNpkVFwg5DIgq6QGuWU1UneHroJBizyObTSrb6gvL2dBRF2Or1aF+HDraPy++ot2k/viuwx5HNv6LNsLFRFRVzMqLggAkJZZijqTReLeUEsYtMijFFUakF9hgFwG9A/1lbo7RETt0itEh0CdGgaTBUeyS6XuDrWAleHJo5y6VAEAiA3WdYkipayKTURNkctkuCY2ED8cy8O+8yVIjAmUukvUDI5okUc5V1AFAOjbg6NZRNS1jYj2hwxAZnE1SqrrpO4ONYNBizyG2SKQUVgJAOgdwrMNiahr89WqEFt/5vSxnHKJe0PNYdAij5FbVoNaowValRwR/l5Sd4eIqMMS6msBsnip+2LQIo9hmzaMC/ZhNXgi6hbiI/QArNOHZTVGiXtDTeFiePIY5wo4bUhdD0+IoJbovVSIDvRGZnE1jueUYUx91XhyHxzRIo9gMltwocg6otU7hBeRJqLuwz59yHVabolBizxCZkk1jGYBH40SPXw1UneHiMhpBvW0Th+eL6xCpcEkcW/oSgxa5BHS69dn9QrRQcb1WUTUjQR4qxGu10IAOJtfKXV36AoMWuQRzhfaFsJzfRYRdT99e1iXRJzNr5C4J3QlBi3q9ixC4GKJ9Qr3MYEMWkTU/fSpL8J8Nr8SQgiJe0MNMWhRt3epvBZ1Zgs0Sjl6+HF9FhF1PzFB3lDKZSivNSG/wiB1d6gBBi3q9jKLqwEAkQFerJ9FRN2SSiG3L43gOi33wqBF3V5WfdCKDvSWuCdERK7Tp36d1hmu03IrDFrU7WUyaBGRB7AFrYzCKpjMFol7QzYMWtStVRtMKKy0XtU+KoBBi4i6rzA/LXw0ShjNAhfqP2CS9Bi0qFvLLLG+2AT7qOGt4RWniKj7kslkDqNa5B4YtKhb4/osIvIkMUHW1zrbJcdIegxa1K3Z1mdFMWgRkQew1QrMKq6B2cJ6Wu6AQYu6rYaFSrk+i4g8QQ8/DbQqOerMFlwqr5W6OwQGLerGSqrqYDBZoJDLEOqnlbo7REQuJ5fJ7EslOH3oHhi0qNvKKbN+mgvz00IhZ6FSIvIM9qDFMw/dAoMWdVs5pdZpw3A9R7OIyHPEBFnXaV0oYtByBwxa1G3lllmDVoS/l8Q9ISLqPFEB3pDLgLIaI0qr66Tujsdj0KJuSQiB7FLr1CGDFhF5ErVSjnC99XWP04fSY9Cibqmi1oQqgwkyWNdoERF5kmh7PS0GLakxaFG3lFM/bRjiq4Fayac5EXkW24L4iyUMWlLjOxB1SzmcNiQiD9az/rUvr6yWhUslxqBF3RLPOCQiTxaoU0OjlMNkEcivYOFSKTFoUbfEMw6JyJPJZTL765/tgydJg0GLup2aOjNKqo0AgAg9gxYReSbb9GE2g5akGLSo28mrv76Xv5cKXmqFxL0hIpKGPWiVMGhJiUGLuh3bhVR5fUMi8mT2BfHlXBAvJQYt6nYuBy2NxD0hIpJOoI91QbzRLFBQYZC6Ox6LQYu6nUvl1hcUjmgRkSeTy2T2CvFcpyUdBi3qVoQQnDokIqrX09/6OsigJR0GLepWKg0m1BjNkMFaFZ6IyJP1DGCJB6kxaFG3Yps2DNSpoVLw6U1Ens1WSyu3rAYWwQXxUuA7EXUrnDYkIros2EcDpVwGo1mgpKpO6u54JAYt6lYYtIiILpPLZOhRfwa2rcYgdS4GLepWWNqBiMhRWP0HTwYtaTBoUbchhMClCpZ2ICJqyPZ6aFvDSp2LQYu6jdIaI+pMFihkMgT5qKXuDhGRW7AHrTKOaEmBQYu6jfz6YfEgHzWUcj61iYiAy1OHRVUGGM0WiXvjefhuRN0GK8ITETXmq1XCS6WARYCX4pEAgxZ1G4WV1hcQFiolIrpMJpMhTM8F8VJh0KJuw/ZJLcSHQYuIqCHbmdiXGLQ6HYMWdRsFHNEiImrS5TMPGbQ6G4MWdQvVBhOq68wArJWQiYjoMnstLZ552OkYtKhbsI1m6b1UUCv5tCYiasg2olVea0JN/YdS6hx8R6Juwb4QnqNZRESNaFUK+HupAHBBfGdj0KJuwbYQPtiXhUqJiJpiu+ZhIUs8dCoGLeoWCiqtV6XniBYRUdNsr4+2pRbUORi0qFsotI9oMWgRETXF9vrIoqWdi0GLujyzRaCoimu0iIhaYit9wxGtzsWgRV1eSVUdLAJQKWTwq1/sSUREjnr4Ws88LKmq4zUPOxGDFnV5BQ3OOJTLZBL3hojIPenUCnipFBC4fKY2uZ7kQWv58uWIi4uDVqtFYmIidu7c2WL77du3IzExEVqtFr169cKHH37YqM26desQHx8PjUaD+Ph4bNiwoc37Xb9+PaZMmYLg4GDIZDIcPHiw0TYmTpwImUzm8HXPPfe07QBQhxVwfRYR0VXJZLLL04dcp9VpJA1aa9euxbx58/DKK68gLS0N48ePxy233ILMzMwm22dkZGDatGkYP3480tLS8PLLL+Ppp5/GunXr7G1SUlKQlJSE2bNn49ChQ5g9ezZmzZqFPXv2tGm/VVVVGDduHJYuXdrizzBnzhzk5ubav/7+97938KhQW7GGFhFR69jPPGTQ6jQyIYSQauejR4/GiBEjsGLFCvttAwcOxMyZM7FkyZJG7V988UVs3LgRJ06csN82d+5cHDp0CCkpKQCApKQklJeXY/PmzfY2U6dORUBAAD7//PM27/f8+fOIi4tDWloahg0b5nDfxIkTMWzYMLzzzjvtPgbl5eXQ6/UoKyuDn59fu7fTXf1nT9Ohu6GPdpzD+aJqJI2MwtAof9d3ioioi9pxugDfH8vDkEg97rkmulWPuXd069p5mta+f0s2olVXV4fU1FRMnjzZ4fbJkydj9+7dTT4mJSWlUfspU6Zg//79MBqNLbaxbbM9+23J6tWrERwcjEGDBuG5555DRUVFi+0NBgPKy8sdvqhjiqqsNbSCfFislIioJZw67HxKqXZcWFgIs9mM0NBQh9tDQ0ORl5fX5GPy8vKabG8ymVBYWIjw8PBm29i22Z79Nue+++5DXFwcwsLCcPToUSxcuBCHDh1CcnJys49ZsmQJXn/99Tbth5pXZ7KgotYEAAjSceqQiKgltqBVWGmARQieQNQJJAtaNrIrfslCiEa3Xa39lbe3Zptt3W9T5syZY/9/QkIC+vbti5EjR+LAgQMYMWJEk49ZuHAh5s+fb/++vLwcUVFRbdovXWarn+WtVsBLrZC4N0RE7i3AWw2FTAajWaCs2ogAHWcCXE2yqcPg4GAoFIpGo0j5+fmNRptswsLCmmyvVCoRFBTUYhvbNtuz39YaMWIEVCoVzpw502wbjUYDPz8/hy9qv6L6S+8E8cWCiOiqFHKZfZkFC5d2DsmCllqtRmJiYqNptuTkZIwdO7bJx4wZM6ZR+y1btmDkyJFQqVQttrFtsz37ba1jx47BaDQiPDy8Q9uh1ru8PovThkRErWGbPsznOq1OIenU4fz58zF79myMHDkSY8aMwUcffYTMzEzMnTsXgHWaLTs7G59++ikA6xmG77//PubPn485c+YgJSUFK1eutJ9NCADPPPMMJkyYgGXLlmHGjBn4+uuvsXXrVuzatavV+wWA4uJiZGZmIicnBwBw6tQpANYRs7CwMJw7dw6rV6/GtGnTEBwcjOPHj2PBggUYPnw4xo0b5/JjR1ZF9Z/IOKJFRNQ6wfUfTIs4otUpJA1aSUlJKCoqwhtvvIHc3FwkJCRg06ZNiImJAQDk5uY61LaKi4vDpk2b8Oyzz+KDDz5AREQE3nvvPdx11132NmPHjsWaNWvw6quvYtGiRejduzfWrl2L0aNHt3q/ALBx40Y8/PDD9u9thUgXL16M1157DWq1Gtu2bcO7776LyspKREVF4dZbb8XixYuhUHCtUGfhGYdERG0TXP96aVt6Qa4laR0tYh2tq7laHa2lm0+gvNaEx6/vjahA707qFRFR13W+sAof7UyHv7cKL0wZcNX2rKPVNLevo0XUUXUmC8ptpR04okVE1Cq218uyaiMvLt0JGLSoyyqunzb0UingrZa8UgkRUZfgo1FCo5RD4PLrKLkOgxZ1WbYaWhzNIiJqPZnscokHrtNyPQYt6rJsLxCBPOOQiKhNbFfSsH1gJddh0KIuyz6ixUvvEBG1ie3Mw0KOaLkcgxZ1WbYRrWBOHRIRtUkQa2l1GgYt6rLsNbQ4dUhE1CbB9a+bRVwM73IMWtQlGc0WlNcYAQCBvPwOEVGb2Ea0ympY4sHVGLSoSyqtNkIAUCvl0KlZiZ+IqC281QpoVdYIwFEt12LQoi7JVvsl0FsNmUwmcW+IiLoWmUzGax52EgYt6pKKq1nagYioI2yvn6yl5VoMWtQllVQxaBERdYRtRKuQI1ouxaBFXZJt6jCAQYuIqF2CeOZhp2DQoi6p4RotIiJqO1vQKmHQcikGLepyhBBco0VE1EG2GYGyGiNMFpZ4cBUGLepyqurMqDNZIAPg762SujtERF2Sj0YJlUIGAaCs2ih1d7otBi3qcmzD3H5eKqgUfAoTEbWHTCZDQP3yi2JOH7oM36Woy7EvhOf6LCKiDrEtv7AtxyDnY9CiLofrs4iInMMetDii5TIMWtTl2M841HF9FhFRRwTyzEOXY9CiLqeYxUqJiJzCvkaLU4cuw6BFXU4Ja2gRETkFpw5dj0GLuhSTxYKyGutpyKwKT0TUMbYRrVqjBTV1Zol70z0xaFGXUlpthACgUsjgo1FK3R0ioi5NrZTbX0s5fegaDFrUpZRUXy7tIJPJJO4NEVHXx+lD12LQoi6ltKp+2pDrs4iInIJnHroWgxZ1KbYRLV56h4jIOXjmoWsxaFGX0nDqkIiIOs5Wk5AjWq7BoEVdSkk1zzgkInKmAK7Rcql2Ba2MjAxn94OoVUrtI1qcOiQicgZbTcLSaiMsQkjcm+6nXUGrT58+uOGGG/DZZ5+htrbW2X0iapLJbEFFrQkA4M+pQyIip/DzUkEhl8EsBMrr6xSS87QraB06dAjDhw/HggULEBYWhsceewx79+51dt+IHJTVXK6hpVMrpO4OEVG3IJfJ4O9lnSXg9KHztStoJSQk4O2330Z2djZWrVqFvLw8XHfddRg0aBDefvttFBQUOLufRPb1Wf6soUVE5FSspeU6HVoMr1Qqcccdd+C///0vli1bhnPnzuG5555DZGQkHnjgAeTm5jqrn0Rcn0VE5CL2Wlos8eB0HQpa+/fvxxNPPIHw8HC8/fbbeO6553Du3Dn8+OOPyM7OxowZM5zVT6IGNbS4PouIyJk4ouU67bpY3Ntvv41Vq1bh1KlTmDZtGj799FNMmzYNcrk1t8XFxeHvf/87BgwY4NTOkmezl3Zg0CIicip70VIGLadrV9BasWIFHnnkETz88MMICwtrsk10dDRWrlzZoc4RNVTCqUMiIpewj2hV86xDZ2tX0EpOTkZ0dLR9BMtGCIGsrCxER0dDrVbjwQcfdEoniQBrjReAI1pERM5mC1pVBhPqTBaolaxn7iztOpK9e/dGYWFho9uLi4sRFxfX4U4RXclksdjru/A6h0REzqVVKeClspbN4TUPnatdQUs0Uzm2srISWq22Qx0iakp5jQkCgFIug4+mXQOxRETUAvuZh1yn5VRteseaP38+AEAmk+H3v/89vL297feZzWbs2bMHw4YNc2oHiQDHMw5ZQ4uIyPkCdGpkl9ZwQbyTtSlopaWlAbCOaB05cgRq9eW1Mmq1GkOHDsVzzz3n3B4SgTW0iIhczXbNQ04dOlebgtZPP/0EAHj44Yfx7rvvws/PzyWdIrpSw6rwRETkfAE66wdZTh06V7sWu6xatcrZ/SBqke0PnyNaRESuwaKlrtHqoHXnnXfi448/hp+fH+68884W265fv77DHSNqiMVKiYhcyzZ1WFJdByEE18M6SauDll6vtx90vV7vsg4RNYVrtIiIXMvfWw0ZAKNZoNJggq+Wr7fO0Oqg1XC6kFOH1JnMFoHyWq7RIiJyJYVcBr23CqXVRhRX1TFoOUm76mjV1NSgurra/v2FCxfwzjvvYMuWLU7rGJFNeY0RFmF9EfDRsoYWEZGrBNinD3kpHmdpV9CaMWMGPv30UwBAaWkpRo0ahb/+9a+YMWMGVqxY4dQOEtlraHmpIOeaASIil2m4Touco11B68CBAxg/fjwA4Msvv0RYWBguXLiATz/9FO+9955TO0hkXwiv47QhEZEr+bPEg9O1K2hVV1fD19cXALBlyxbceeedkMvluPbaa3HhwgWndpCotMGIFhERuY5t6rCUU4dO066g1adPH3z11VfIysrCDz/8gMmTJwMA8vPzWcSUnI4jWkREnSOA1eGdrl1B6/e//z2ee+45xMbGYvTo0RgzZgwA6+jW8OHDndpBohKWdiAi6hS219myaiMsQkjcm+6hXadw3X333bjuuuuQm5uLoUOH2m+fNGkS7rjjDqd1jghoWEOLI1pERK7k56WCQiaDWQhU1Jqg55KNDmv3ufJhYWEICwtzuG3UqFEd7hBRQ2aLQFkNa2gREXUGucxaS6u4qg7FVXUMWk7QrqBVVVWFpUuXYtu2bcjPz4fFYnG4Pz093SmdI6qora+hJZPBlzW0iIhcLqA+aFlnE3RSd6fLa9c716OPPort27dj9uzZCA8P5/WQyGVsC+H13qyhRUTUGazLNKpYS8tJ2hW0Nm/ejO+++w7jxo1zdn+IHHAhPBFR57It0yipYokHZ2jXWYcBAQEIDAx0dl+IGrFXhef6LCKiThFoK1rKES2naFfQ+sMf/oDf//73Dtc7JHIFW9E8jmgREXWOAF6Gx6naNXX417/+FefOnUNoaChiY2OhUjm+CR44cMApnSMqYWkHIqJOZZtBKKsxwmxhLa2OalfQmjlzppO7QdQ024gWpw6JiDqHr1YJhVwGs0WgvJbrtDqqXUFr8eLFzu4HUSNmi2hQrJRTh0REnUEuk8HfS4WiqjpOHzpBu9ZoAUBpaSn++c9/YuHChSguLgZgnTLMzs52WufIs+VX1MIiALkM8NUyaBERdRbbtWVLeeZhh7VrROvw4cO46aaboNfrcf78ecyZMweBgYHYsGEDLly4gE8//dTZ/SQPdLGkBgCg91JBIWcNLSKizmKbReDFpTuuXSNa8+fPx0MPPYQzZ85Aq9Xab7/llluwY8cOp3WOPNvFEutZrVwIT0TUuWyvu6UMWh3WrqC1b98+PPbYY41u79mzJ/Ly8jrcKSIAuFhsHdHiQngios51ucQDpw47ql1BS6vVory8vNHtp06dQkhISIc7RQQA2aXWoMWF8EREncv2ultSxRGtjmpX0JoxYwbeeOMNGI3WpCuTyZCZmYmXXnoJd911l1M7SJ7LtkaLU4dERJ3Lthi+rMYIo9kicW+6tnYFrbfeegsFBQXo0aMHampqcP3116NPnz7w9fXFn/70J2f3kTyUbY2Wv44jWkREnclHo4RSLoMAkFdWK3V3urR2BS0/Pz/s2rUL69evx9KlS/Hkk09i06ZN2L59O3Q6XZu2tXz5csTFxUGr1SIxMRE7d+5ssf327duRmJgIrVaLXr164cMPP2zUZt26dYiPj4dGo0F8fDw2bNjQ5v2uX78eU6ZMQXBwMGQyGQ4ePNhoGwaDAU899RSCg4Oh0+lw++234+LFi236+alpFotATqn1jzvAiyNaRESdSSaT2dfHZhXzcnsd0eagZbFY8K9//QvTp0/HU089hU8++QS7du1CTk4OhGhbqf61a9di3rx5eOWVV5CWlobx48fjlltuQWZmZpPtMzIyMG3aNIwfPx5paWl4+eWX8fTTT2PdunX2NikpKUhKSsLs2bNx6NAhzJ49G7NmzcKePXvatN+qqiqMGzcOS5cubbb/8+bNw4YNG7BmzRrs2rULlZWVmD59Osxmc5uOAzVWUGlAndkCuQzw8+KIFhFRZ7NdXNq2jIPaRybakI6EELjtttuwadMmDB06FAMGDIAQAidOnMCRI0dw++2346uvvmr1zkePHo0RI0ZgxYoV9tsGDhyImTNnYsmSJY3av/jii9i4cSNOnDhhv23u3Lk4dOgQUlJSAABJSUkoLy/H5s2b7W2mTp2KgIAAfP75523e7/nz5xEXF4e0tDQMGzbMfntZWRlCQkLw73//G0lJSQCAnJwcREVFYdOmTZgyZUqrjkF5eTn0ej3Kysrg5+fXqsd4gtQLxbhrRQr8vVV4YcoAqbtDRORxvjqYjb0ZxXj6xj6YP7m/1N1xO619/27TiNbHH3+MHTt2YNu2bUhLS8Pnn3+ONWvW4NChQ9i6dSt+/PHHVhcrraurQ2pqKiZPnuxw++TJk7F79+4mH5OSktKo/ZQpU7B//377wvzm2ti22Z79NiU1NRVGo9FhOxEREUhISGhxOwaDAeXl5Q5f1BgXwhMRScv2+pvFEa0OaVPQ+vzzz/Hyyy/jhhtuaHTfjTfeiJdeegmrV69u1bYKCwthNpsRGhrqcHtoaGiztbjy8vKabG8ymVBYWNhiG9s227Pf5vqiVqsREBDQpu0sWbIEer3e/hUVFdXqfXoSW9Dy57QhEZEkbCUebCcmUfu0KWgdPnwYU6dObfb+W265BYcOHWpTB2Qyx0urCCEa3Xa19lfe3ppttnW/rXW17SxcuBBlZWX2r6ysrA7vszuyV4XXcUSLiEgKthEtrtHqmDYFreLi4kYjQQ2FhoaipKSkVdsKDg6GQqFoNPqTn5/f7D7CwsKabK9UKhEUFNRiG9s227Pf5vpSV1fX6Oe92nY0Gg38/Pwcvqixy1OHHNEiIpKC7YNuXnkt6kyspdVebQpaZrMZSmXz16FWKBQwmUyt2pZarUZiYiKSk5Mdbk9OTsbYsWObfMyYMWMatd+yZQtGjhwJlUrVYhvbNtuz36YkJiZCpVI5bCc3NxdHjx5t03aoadklvPwOEZGUdGoFVAoZhABySjmq1V7Np6YmCCHw0EMPQaPRNHm/wWBo087nz5+P2bNnY+TIkRgzZgw++ugjZGZmYu7cuQCs02zZ2dn2BfZz587F+++/j/nz52POnDlISUnBypUr7WcTAsAzzzyDCRMmYNmyZZgxYwa+/vprbN26Fbt27Wr1fgHr6F1mZiZycnIAWC8vBFhHssLCwqDX6/Gb3/wGCxYsQFBQEAIDA/Hcc89h8ODBuOmmm9p0HMiRxSJwsZSL4YmIpCSTyRDgrUZ+hQEXS2oQG9y2Oplk1aag9eCDD161zQMPPNDq7SUlJaGoqAhvvPEGcnNzkZCQgE2bNiEmJgaAdYSoYW2ruLg4bNq0Cc8++yw++OADRERE4L333nO47M/YsWOxZs0avPrqq1i0aBF69+6NtWvXYvTo0a3eLwBs3LgRDz/8sP37e+65BwCwePFivPbaawCAv/3tb1AqlZg1axZqamowadIkfPzxx1AoFK0+BtRYYaUBdSZbDa02PUWJiMiJLgctLohvrzbV0SLnYx2txlIvlOCuFbsRodfiyRv7St0dIiKP9fXBbOzJKMbvbuiN51nT0IFL6mgRdQbbJ6fIQG+Je0JE5NkCdTzzsKMYtMjt2P6gIwO8JO4JEZFn82eJhw5j0CK3czlocUSLiEhKthI7vLB0+zFokduxTx1yRIuISFK2M7/zKwyoNZol7k3XxKBFbiebU4dERG7BW62ATm09k561tNqHQYvcSsMaWlGcOiQikpRMJrMv4+DFpduHQYvcSsMaWmF6rdTdISLyeLbZBdbSah8GLXIrtk9M4XovqBR8ehIRSS2qvtQOzzxsH76TkVuxfWLqyfVZRERu4fKIFoNWezBokVthDS0iIvdiez1miYf2YdAit3K5tAMXwhMRuQPb6zFHtNqHQYvciu0POYojWkREbsF2BnhhJWtptQeDFrkVVoUnInIvfl5K+GqUAHjmYXswaJHbsFgEi5USEbkZmUxmP0GJtbTajkGL3EZBpQF1ZgsUchnCWUOLiMhtsMRD+zFokduwDUmH+WmhZA0tIiK3YS/xwDMP24zvZuQ2WNqBiMg98czD9mPQIrfBhfBERO4pipfhaTcGLXIbl2tocUSLiMid8MLS7cegRW6DU4dERO7JdtZhcVUdqgwmiXvTtTBokdvg1CERkXvSe6ngp7XW0sou5ahWWzBokVtgDS0iIvdmK/HAax62DYMWuQXW0CIicm/2Eg9cp9UmDFrkFmwL4cP1rKFFROSOLpd44IhWW/AdjdxCVjGnDYmI3FkUR7TahUGL3MLl0g5cCE9E5I4ul3jgiFZbMGiRW2BpByIi9xYZyBGt9mDQIrfA0g5ERO7N9vpcWm1ERa1R4t50HQxa5BZYFZ6IyL35aJQI8FYB4KhWWzBokeQsFmEvgMegRUTkvnhx6bZj0CLJ5VcYYDQLKOQyhPmxhhYRkbuK5MWl24xBiyTHGlpERF3D5erwHNFqLb6rkeR4xiERUdfAEa22Y9Aiydn+YKN4xiERkVvjZXjajkGLJGcbgu7JES0iIrcWxaKlbcagRZLLrL8SfEwQR7SIiNyZ7QNxRa0JZTWspdUaDFokOVvQig5k0CIicmfeaiWCdGoAXKfVWgxaJKk6kwU5Zdapw+hAncS9ISKiq7Gt0+KZh63DoEWSyi6tgRCAl0qBYB+11N0hIqKruFzigSNarcGgRZJqOG0ok8kk7g0REV2NbT3theIqiXvSNTBokaRsQSuK67OIiLqEmPplHheKOKLVGgxaJKksLoQnIupSbB+MMzl12CoMWiSpzCJb0GINLSKirsA2dZhdUgOT2SJxb9wfgxZJyr5GizW0iIi6hDA/LdRKOUwWgdyyWqm74/YYtEgyQogGi+FZ2oGIqCuQy2WIqi/xwHVaV8egRZIpqTai0mACwAtKExF1JTFB9QvieebhVTFokWRso1lhflpoVQqJe0NERK1lO4EpkyNaV8WgRZLhpXeIiLomey0tBq2rYtAiyWSxhhYRUZd0uWgpg9bVMGiRZC6XdmDQIiLqSmwnMGUWVUEIIXFv3BuDFknmcmkHLoQnIupKIgO8IJMBVXVmFFfVSd0dt8agRZK5UGQ9W4WlHYiIuhatSoEwPy0ATh9eDYMWSaLWaEZOfaG7uGAGLSKiroZnHrYOgxZJwjZt6KtVIsBbJXFviIiorXjmYeswaJEkMgqt04ZxwTrIZDKJe0NERG1lL1paxKKlLWHQIknY/jBtf6hERNS1xNa/fmcwaLWIQYskkVFoHWqO48WkiYi6JNv62vOFDFotYdAiSXBEi4ioa4sNtn5QLqk2orSaJR6aw6BFkrB9AorlGYdERF2St1ppL/GQwVGtZjFoUadrWNohllOHRERdlm1Ui0GreQxa1OkalnYI1Kkl7g0REbVXXLAPAK7TagmDFnU62yef2CCWdiAi6sribCNarKXVLAYt6nS2hfBcn0VE1LXZRrQyCisl7on7YtCiTmcr7cD1WUREXZttROt8YTWEEBL3xj0xaFGns49osbQDEVGXFhXoDbkMqDSYUFBpkLo7bolBizrd5dIOHNEiIurKNEoFegZ4AbCOalFjDFrUqRxLO3BEi4ioq7NfiofrtJrEoEWd6nz9tCFLOxARdQ+9gm1BiyNaTWHQok51Lt8atPr08GFpByKibiA2mCNaLWHQok51rsD6h9g7xEfinhARkTPE2YMWi5Y2RfKgtXz5csTFxUGr1SIxMRE7d+5ssf327duRmJgIrVaLXr164cMPP2zUZt26dYiPj4dGo0F8fDw2bNjQ5v0KIfDaa68hIiICXl5emDhxIo4dO+bQZuLEiZDJZA5f99xzTzuOgudg0CIi6l562arDF1XDbGGJhytJGrTWrl2LefPm4ZVXXkFaWhrGjx+PW265BZmZmU22z8jIwLRp0zB+/HikpaXh5ZdfxtNPP41169bZ26SkpCApKQmzZ8/GoUOHMHv2bMyaNQt79uxp037ffPNNvP3223j//fexb98+hIWF4eabb0ZFRYVDn+bMmYPc3Fz719///ncnH6Xu5XLQ4kJ4IqLuoGeAFzRKOepMFmQVc53WlWRCwgpjo0ePxogRI7BixQr7bQMHDsTMmTOxZMmSRu1ffPFFbNy4ESdOnLDfNnfuXBw6dAgpKSkAgKSkJJSXl2Pz5s32NlOnTkVAQAA+//zzVu1XCIGIiAjMmzcPL774IgDAYDAgNDQUy5Ytw2OPPQbAOqI1bNgwvPPOO+0+BuXl5dDr9SgrK4Ofn1+7t9MVCCEwaPEPqK4zY9uC61s1qvWfPU2HbiIi6hz3jo6+aptb3t2JE7nl+OcDI3FTfGgn9Ep6rX3/lmxEq66uDqmpqZg8ebLD7ZMnT8bu3bubfExKSkqj9lOmTMH+/fthNBpbbGPbZmv2m5GRgby8PIc2Go0G119/faO+rV69GsHBwRg0aBCee+65RiNeVzIYDCgvL3f48hR55bWorjNDKZchOpA1tIiIuos+PawfnM8WcEH8lZRS7biwsBBmsxmhoY7JNzQ0FHl5eU0+Ji8vr8n2JpMJhYWFCA8Pb7aNbZut2a/t36baXLhwwf79fffdh7i4OISFheHo0aNYuHAhDh06hOTk5GZ/7iVLluD1119v9v7uzHbGYXSQN1QKyZcHEhGRk/Spn6E4m8+gdSXJgpbNlaf4CyFaPO2/qfZX3t6abTqjzZw5c+z/T0hIQN++fTFy5EgcOHAAI0aMaLL/CxcuxPz58+3fl5eXIyoqqsm23Q0XwhMRdU/2ES0GrUYkG1YIDg6GQqFoNHqVn5/faCTJJiwsrMn2SqUSQUFBLbaxbbM1+w0LCwOANvUNAEaMGAGVSoUzZ84020aj0cDPz8/hy1MwaBERdU+2oHUuv5IXl76CZEFLrVYjMTGx0TRbcnIyxo4d2+RjxowZ06j9li1bMHLkSKhUqhbb2LbZmv3apgMbtqmrq8P27dub7RsAHDt2DEajEeHh4S396B6LZxwSEXVPscHWi0tXGEwoqODFpRuSdOpw/vz5mD17NkaOHIkxY8bgo48+QmZmJubOnQvAOs2WnZ2NTz/9FID1DMP3338f8+fPx5w5c5CSkoKVK1fazyYEgGeeeQYTJkzAsmXLMGPGDHz99dfYunUrdu3a1er9ymQyzJs3D3/+85/Rt29f9O3bF3/+85/h7e2Ne++9FwBw7tw5rF69GtOmTUNwcDCOHz+OBQsWYPjw4Rg3blxnHcIuxbZGq3cPjmgREXUnGqUCMUE6ZBRW4Wx+JXr4aaXuktuQNGglJSWhqKgIb7zxBnJzc5GQkIBNmzYhJiYGAJCbm+tQ2youLg6bNm3Cs88+iw8++AARERF47733cNddd9nbjB07FmvWrMGrr76KRYsWoXfv3li7di1Gjx7d6v0CwAsvvICamho88cQTKCkpwejRo7Flyxb4+voCsI6Mbdu2De+++y4qKysRFRWFW2+9FYsXL4ZCoXD1oetyKg0m5JVbLybdO5hBi4iou+kd4mMNWgWVGNsnWOruuA1J62iR59TROnKxDLe9vwvBPhrsf/WmVj+OdbSIiKTVmjpaALB080l8uP0cHhgTgzdmJLi4V9Jz+zpa5FnOFljri/Xi+iwiom6JZx42jUGLOsXJPGvQ6h/qK3FPiIjIFRi0msagRZ3itC1ohTFoERF1R7YzyvMrDCirMUrcG/fBoEWd4vQl6yccBi0iou7JV6tCuN56tuHZ/JYvR+dJGLTI5cprjcgurQEA9OvBoEVE1F3ZPkyfyGXQsmHQIpc7c8n6Bxeu10LvrZK4N0RE5CoDwqxn353KY9CyYdAil7MthO/HhfBERN3awHDr6/zJvHKJe+I+GLTI5bgQnojIM9he50/mVfCah/UYtMjlWNqBiMgz9Ar2gUohQ0WtCTlltVJ3xy0waJFLCSFw+hJHtIiIPIFaKUfvEGs9rZO5nD4EGLTIxQoqDSipNkIuu1zMjoiIuq8BDaYPiUGLXMx25klskA5aFS+2TUTU3Q0It555yKBlxaBFLnWKZxwSEXkU2zKRUzzzEACDFrmYvbQD12cREXmEgfW1tM4VVMFgMkvcG+kxaJFLHcuxfqIZFOEncU+IiKgzhPppoPdSwWwRvMA0GLTIhWqNZntV+ME99RL3hoiIOoNMJru8IJ6X4mHQItc5lVcBk0UgUKe2X2iUiIi6v/j6WYyjOWUS90R6DFrkMrY/sEERfpDJZBL3hoiIOsuQSOssxpGLDFoMWuQyR7Ot67MSOG1IRORRBvf0B2Bdp2syW6TtjMQYtMhljmZbP8lwfRYRkWfpFayDTq1AjdGMcwVVUndHUgxa5BJ1Jou9hlZCBIMWEZEnkctl9tmMI9mePX3IoEUucSa/AnVmC3y1SkQFekndHSIi6mS22YwjF0ul7YjEGLTIJY7Z1mdF6LkQnojIAw2uXxB/mCNaRM5nO+MwoScLlRIReaIhkf4AgOM55TB68IJ4Bi1yCducPM84JCLyTDGB3vDVKmEwWXDmkudWiGfQIqczmMz2S+/wjEMiIs8kl8sur9PKLpW2MxJi0CKnO5ZTjjqTBYE6NeKCdVJ3h4iIJGILWoc8uHApgxY53YELJQCAEdEBXAhPROTBhkb5AwDSMksl7YeUGLTI6VLrg1ZiTIDEPSEiIimNrH8fOJlXjvJao8S9kQaDFjmVEAL7GbSIiAhADz8tYoK8IcTl2Q5Pw6BFTnWxpAYFFQaoFDL7RUWJiMhzjYwJBADsP8+gRdRhBzKtf0iDIvTQqhQS94aIiKR2Tax1dmPf+WKJeyINBi1yKq7PIiKihkbGWke0DmaVos7keYVLGbTIqWxDwwxaREQEAL1DdAjwVsFgsnjkBaYZtMhpKg0mnMyzFipl0CIiIgCQyWT2Ua39Hjh9yKBFTrMvoxgWAUQFeiHUTyt1d4iIyE1cXqfleQviGbTIaXaeKQQAXNcnROKeEBGRO7nGNqJ1oRhmi5C4N52LQYuc5n9nbUErWOKeEBGRO0noqYePRonSaiOOetg6LQYtcor88lqculQBmQwY2ztI6u4QEZEbUSnk9veGHacLJO5N52LQIqf43znraFZChB4BOrXEvSEiInczoZ91WcmOMwxaRG1mX5/Vl9OGRETU2PX1QetAZqlHXfeQQYs6TAjB9VlERNSiqEBvxAXrYLYI7D5bJHV3Og2DFnXY2fxKXCo3QKOUs34WERE1a0L9rIcnTR8yaFGHba9f2DgqLpDXNyQiomZd379+ndbpAgjhGWUeGLSow74/mgcAuGlgqMQ9ISIid3ZtryCoFXJcLKlBemGV1N3pFAxa1CH55bVIzbRW+p08iEGLiIia561W4tr6Mg+2D+ndHYMWdcgPxy9BCGBYlD/C9V5Sd4eIiNzcrYPDAADfHc6VuCedg0GLOuSH+k8ktySESdwTIiLqCibHh0Ehl+F4bjkyPGD6kEGL2q20ug4p6dZTdKcMYtAiIqKrC9CpMa6+FNCmI91/VItBi9ot+fglmC0CA8J8ERusk7o7RETURdimD7/1gOlDBi1qt2/q/0CmctqQiIjaYHJ8GJRyGU7kliO9oFLq7rgUgxa1y8WSauysLzh3x/CeEveGiIi6kgCdGmPrpw+/PpgjcW9ci0GL2uW/+y9CCGBs7yDEBHHakIiI2uauEdYP6Wv3ZcFktkjcG9dh0KI2M1sEvtifBQC4Z1S0xL0hIqKuaGpCGIJ0auSV12LriXypu+MyDFrUZttP5yO3rBYB3ipMYZFSIiJqB41SgV+NjAIArN5zQeLeuA6DFrXZ53uto1l3joiERslrGxIRUfvcNzoaMhmw80whznfTmloMWtQm5woqse3EJQDAPddESdwbIiLqyqICvXF9P+uFprvrqBaDFrXJBz+dhUUANw3sgb6hvlJ3h4iIurgHxsQAAFbvyURRpUHi3jgfgxa12vnCKvtpuE/d2Ffi3hARUXdwQ/8eGNxTj+o6M/6+I13q7jgdgxa12vKfz8JsEZjYPwRDo/yl7g4REXUDMpkM8yf3AwB8svs88strJe6RczFoUaukF1Ri/YFsABzNIiIi55rYLwSJMQEwmCz44KezUnfHqRi06KqEEHhlw1GYLAI39Lf+MRARETmLTCbDgputo1r/2ZuJU3kVEvfIeRi06KrWHchGSnoRtCo5Xr89QeruEBFRNzS2TzBujg+F0SzwwpeHuk21eAYtalFxVR3+9N1xAMAzk/ohOshb4h4REVF39ceZCfDTKnHoYhlW7sqQujtOwaBFzTJbBOatPYiSaiMGhPni0fFxUneJiIi6sVA/LV6dHg8A+GvyaRzPKZe4Rx3HoEXNWvb9Sew4XQCtSo6/zhoKlYJPFyIicq1fJUZiYv8Q1Jks+M0n+7r8WYh856Qm/Xd/Fj6qr2fy1q+GYlCEXuIeERGRJ5DJZHg3aTh6h+iQW1aL33yyH9V1Jqm71W4MWtTIv1PO48V1hwEAv7uhN6YPiZC4R0RE5En03ir866FrEKhT40h2GR5YuRclVXVSd6tdGLTIzmwReDv5NBZ9fQxCAA+OicGCm/tL3S0iIvJAMUE6/PPBkfDTKrH/Qgnu+nA3soqrpe5WmzFoEQDgQlEVkv6egve2nQEAPDOpL167fRDkcpnEPSMiIk81IjoAXz4+FhF6LdILqnDLuzuxes8FWCxC6q61muRBa/ny5YiLi4NWq0ViYiJ27tzZYvvt27cjMTERWq0WvXr1wocfftiozbp16xAfHw+NRoP4+Hhs2LChzfsVQuC1115DREQEvLy8MHHiRBw7dsyhjcFgwFNPPYXg4GDodDrcfvvtuHjxYjuOgnQKKw3486YTmPrOTuy/UAKdWoG/3D0Ez97cDzIZQxYREUmrX6gvNvxuHEZE+6PSYMIrG47iV39PwY7TBRDC/QOXpEFr7dq1mDdvHl555RWkpaVh/PjxuOWWW5CZmdlk+4yMDEybNg3jx49HWloaXn75ZTz99NNYt26dvU1KSgqSkpIwe/ZsHDp0CLNnz8asWbOwZ8+eNu33zTffxNtvv433338f+/btQ1hYGG6++WZUVFyuVjtv3jxs2LABa9aswa5du1BZWYnp06fDbDa74Gg5j9FswfbTBZi/9iCuW/YjPtqRjhqjGdf2CsT38ybgVyOjpO4iERGRXaifFl/MHYtF0+PhpVIg9UIJHvjXXkz/v11YuSsDuWU1UnexWTIhYRwcPXo0RowYgRUrVthvGzhwIGbOnIklS5Y0av/iiy9i48aNOHHihP22uXPn4tChQ0hJSQEAJCUloby8HJs3b7a3mTp1KgICAvD555+3ar9CCERERGDevHl48cUXAVhHr0JDQ7Fs2TI89thjKCsrQ0hICP79738jKSkJAJCTk4OoqChs2rQJU6ZMadUxKC8vh16vR1lZGfz8/Fp76FqtymBCTmkNzuZX4tSlChzILMX+88WorrscBodG6jHvpn6Y2D/E7Uax/rOn6dBNRESd497R0VJ3wUFuWQ0+2pGONXuzUGO8/F7Wt4cPRsYGIqGnH/qE+CAuWIdgH43LlsC09v1b6ZK9t0JdXR1SU1Px0ksvOdw+efJk7N69u8nHpKSkYPLkyQ63TZkyBStXroTRaIRKpUJKSgqeffbZRm3eeeedVu83IyMDeXl5DvvSaDS4/vrrsXv3bjz22GNITU2F0Wh0aBMREYGEhATs3r271UHLVf7w7XF8sT8L5bVNnxIbpFNj2uBwzBwegRHRAW4XsIiIiJoSrvfC4tsG4akb+2LjwWx8dyQX+86X4Ex+Jc7kVzq0VcplCPXT4tmb++HuxEhJ+itZ0CosLITZbEZoaKjD7aGhocjLy2vyMXl5eU22N5lMKCwsRHh4eLNtbNtszX5t/zbV5sKFC/Y2arUaAQEBzW6nKQaDAQaDwf59WVkZAGsydqaaqkqUllm36aNRIDZIh949fBAf7ouRsYHo28PXnvIbToe6m+oq9+0bEZEncPb7k7MoAdw5OAh3Dg5CcVUdDmaVIi2rBGcuVSC9oAp5ZbWoE0BWTRVqKiuc/nPYtne1iUHJgpbNlSMpQogWR1eaan/l7a3ZprPaXOlqbZYsWYLXX3+90e1RUa5dF3Xi6k2IiIgamSN1B5zggXdct+2Kigro9c0X9ZYsaAUHB0OhUDQa/cnPz280kmQTFhbWZHulUomgoKAW29i22Zr9hoWFAbCOWoWHhzfbpq6uDiUlJQ6jWvn5+Rg7dmyzP/fChQsxf/58+/cWiwXFxcUICgry+Om78vJyREVFISsryyXr1bo6Hp/m8di0jMeneTw2LePxaZ4QAhUVFYiIaLmot2RBS61WIzExEcnJybjjjjvstycnJ2PGjBlNPmbMmDH45ptvHG7bsmULRo4cCZVKZW+TnJzssE5ry5Yt9vDTmv3GxcUhLCwMycnJGD58OADr2q7t27dj2bJlAIDExESoVCokJydj1qxZAIDc3FwcPXoUb775ZrM/t0ajgUajcbjN39+/+QPlgfz8/PgH3QIen+bx2LSMx6d5PDYt4/FpWksjWXZCQmvWrBEqlUqsXLlSHD9+XMybN0/odDpx/vx5IYQQL730kpg9e7a9fXp6uvD29hbPPvusOH78uFi5cqVQqVTiyy+/tLf53//+JxQKhVi6dKk4ceKEWLp0qVAqleKXX35p9X6FEGLp0qVCr9eL9evXiyNHjohf//rXIjw8XJSXl9vbzJ07V0RGRoqtW7eKAwcOiBtvvFEMHTpUmEwmVx62bqusrEwAEGVlZVJ3xS3x+DSPx6ZlPD7N47FpGY9Px0katIQQ4oMPPhAxMTFCrVaLESNGiO3bt9vve/DBB8X111/v0P7nn38Ww4cPF2q1WsTGxooVK1Y02uYXX3wh+vfvL1QqlRgwYIBYt25dm/YrhBAWi0UsXrxYhIWFCY1GIyZMmCCOHDni0KampkY8+eSTIjAwUHh5eYnp06eLzMzMDhwNz8Y/6Jbx+DSPx6ZlPD7N47FpGY9Px0laR4uoIYPBgCVLlmDhwoWNpleJx6clPDYt4/FpHo9Ny3h8Oo5Bi4iIiMhFJL/WIREREVF3xaBFRERE5CIMWkREREQuwqBFRERE5CIMWuQ2li9fjri4OGi1WiQmJmLnzp1Sd8npduzYgdtuuw0RERGQyWT46quvHO4XQuC1115DREQEvLy8MHHiRBw7dsyhjcFgwFNPPYXg4GDodDrcfvvtuHjxokObkpISzJ49G3q9Hnq9HrNnz0ZpaamLf7qOWbJkCa655hr4+vqiR48emDlzJk6dOuXQxlOPz4oVKzBkyBB70cgxY8Zg8+bN9vs99bg0ZcmSJZDJZJg3b579Nk8+Pq+99hpkMpnDl+3qJ4BnH5tOI1lhCaIGbEVk//GPf4jjx4+LZ555Ruh0OnHhwgWpu+ZUmzZtEq+88opYt26dACA2bNjgcP/SpUuFr6+vWLdunThy5IhISkpqslBuz549RXJysjhw4IC44YYbGhXKnTp1qkhISBC7d+8Wu3fvFgkJCWL69Omd9WO2y5QpU8SqVavE0aNHxcGDB8Wtt94qoqOjRWVlpb2Npx6fjRs3iu+++06cOnVKnDp1Srz88stCpVKJo0ePCiE897hcae/evSI2NlYMGTJEPPPMM/bbPfn4LF68WAwaNEjk5ubav/Lz8+33e/Kx6SwMWuQWRo0aJebOnetw24ABA8RLL70kUY9c78qgZbFYRFhYmFi6dKn9ttraWqHX68WHH34ohBCitLRUqFQqsWbNGnub7OxsIZfLxffffy+EEOL48eMCgMPVEFJSUgQAcfLkSRf/VM6Tn58vANiLCfP4OAoICBD//Oc/eVzqVVRUiL59+4rk5GRx/fXX24OWpx+fxYsXi6FDhzZ5n6cfm87CqUOSXF1dHVJTUzF58mSH2ydPnozdu3dL1KvOl5GRgby8PIfjoNFocP3119uPQ2pqKoxGo0ObiIgIJCQk2NukpKRAr9dj9OjR9jbXXnst9Hp9lzqeZWVlAIDAwEAAPD42ZrMZa9asQVVVFcaMGcPjUu93v/sdbr31Vtx0000Ot/P4AGfOnEFERATi4uJwzz33ID09HQCPTWeR7KLSRDaFhYUwm80IDQ11uD00NBR5eXkS9arz2X7Wpo7DhQsX7G3UajUCAgIatbE9Pi8vDz169Gi0/R49enSZ4ymEwPz583HdddchISEBAI/PkSNHMGbMGNTW1sLHxwcbNmxAfHy8/Y3MU48LAKxZswYHDhzAvn37Gt3n6c+b0aNH49NPP0W/fv1w6dIl/PGPf8TYsWNx7Ngxjz82nYVBi9yGTCZz+F4I0eg2T9Ce43Blm6bad6Xj+eSTT+Lw4cPYtWtXo/s89fj0798fBw8eRGlpKdatW4cHH3wQ27dvt9/vqcclKysLzzzzDLZs2QKtVttsO089Prfccov9/4MHD8aYMWPQu3dvfPLJJ7j22msBeO6x6SycOiTJBQcHQ6FQNPrkk5+f3+iTVndmOxOopeMQFhaGuro6lJSUtNjm0qVLjbZfUFDQJY7nU089hY0bN+Knn35CZGSk/XZPPz5qtRp9+vTByJEjsWTJEgwdOhTvvvuuxx+X1NRU5OfnIzExEUqlEkqlEtu3b8d7770HpVJp77unHp8r6XQ6DB48GGfOnPH4505nYdAiyanVaiQmJiI5Odnh9uTkZIwdO1aiXnW+uLg4hIWFORyHuro6bN++3X4cEhMToVKpHNrk5ubi6NGj9jZjxoxBWVkZ9u7da2+zZ88elJWVufXxFELgySefxPr16/Hjjz8iLi7O4X5PPz5XEkLAYDB4/HGZNGkSjhw5goMHD9q/Ro4cifvuuw8HDx5Er169PPr4XMlgMODEiRMIDw/3+OdOp+nkxfdETbKVd1i5cqU4fvy4mDdvntDpdOL8+fNSd82pKioqRFpamkhLSxMAxNtvvy3S0tLsZSyWLl0q9Hq9WL9+vThy5Ij49a9/3eSp1pGRkWLr1q3iwIED4sYbb2zyVOshQ4aIlJQUkZKSIgYPHuz2p1o//vjjQq/Xi59//tnhVPTq6mp7G089PgsXLhQ7duwQGRkZ4vDhw+Lll18WcrlcbNmyRQjhucelOQ3POhTCs4/PggULxM8//yzS09PFL7/8IqZPny58fX3tr62efGw6C4MWuY0PPvhAxMTECLVaLUaMGGE/rb87+emnnwSARl8PPvigEMJ6uvXixYtFWFiY0Gg0YsKECeLIkSMO26ipqRFPPvmkCAwMFF5eXmL69OkiMzPToU1RUZG47777hK+vr/D19RX33XefKCkp6aSfsn2aOi4AxKpVq+xtPPX4PPLII/a/jZCQEDFp0iR7yBLCc49Lc64MWp58fGx1sVQqlYiIiBB33nmnOHbsmP1+Tz42nUUmhBDSjKURERERdW9co0VERETkIgxaRERERC7CoEVERETkIgxaRERERC7CoEVERETkIgxaRERERC7CoEVERETkIgxaROTRHnroIcycObPD2/n444/h7+/f4e0QUffCoEVEknnooYcgk8kgk8mgUqnQq1cvPPfcc6iqqpK6a22WlJSE06dP279/7bXXMGzYMKfuIz8/H4899hiio6Oh0WgQFhaGKVOmICUlxan7ISLnUUrdASLybFOnTsWqVatgNBqxc+dOPProo6iqqsKKFSuk7lqrGY1GeHl5wcvLy6X7ueuuu2A0GvHJJ5+gV69euHTpErZt24bi4mKX7bOurg5qtdpl2yfq7jiiRUSSso3MREVF4d5778V9992Hr776CgaDAU8//TR69OgBrVaL6667Dvv27bM/7ueff4ZMJsN3332HoUOHQqvVYvTo0Thy5Ii9TVOjSu+88w5iY2Ob7c/333+P6667Dv7+/ggKCsL06dNx7tw5+/3nz5+HTCbDf//7X0ycOBFarRafffaZw9Thxx9/jNdffx2HDh2yj9h9/PHHeOSRRzB9+nSH/ZlMJoSFheFf//pXi8eptLQUu3btwrJly3DDDTcgJiYGo0aNwsKFC3Hrrbc6tPvtb3+L0NBQaLVaJCQk4Ntvv7Xfv27dOgwaNAgajQaxsbH461//6rCf2NhY/PGPf8RDDz0EvV6POXPmAAB2796NCRMmwMvLC1FRUXj66ae75MgjUWdj0CIit+Ll5QWj0YgXXngB69atwyeffIIDBw6gT58+mDJlSqPRm+effx5vvfUW9u3bhx49euD222+H0Whs9/6rqqowf/587Nu3D9u2bYNcLscdd9wBi8Xi0O7FF1/E008/jRMnTmDKlCkO9yUlJWHBggUYNGgQcnNzkZubi6SkJDz66KP4/vvvkZuba2+7adMmVFZWYtasWS32y8fHBz4+PvYQ2hSLxYJbbrkFu3fvxmeffYbjx49j6dKlUCgUAIDU1FTMmjUL99xzD44cOYLXXnsNixYtwscff+ywnb/85S9ISEhAamoqFi1ahCNHjmDKlCm48847cfjwYaxduxa7du3Ck08+2drDSuS5pL6qNRF5rgcffFDMmDHD/v2ePXtEUFCQuPvuu4VKpRKrV6+231dXVyciIiLEm2++KYQQ4qeffhIAxJo1a+xtioqKhJeXl1i7dq0QQojFixeLoUOHOuzzb3/7m4iJiWm2D1fKz88XAMSRI0eEEEJkZGQIAOKdd95xaLdq1Sqh1+vt3ze1byGEiI+PF8uWLbN/P3PmTPHQQw81u/+GvvzySxEQECC0Wq0YO3asWLhwoTh06JD9/h9++EHI5XJx6tSpJh9/7733iptvvtnhtueff17Ex8fbv4+JiREzZ850aDN79mzx29/+1uG2nTt3CrlcLmpqalrVdyJPxREtIpLUt99+Cx8fH2i1WowZMwYTJkzAU089BaPRiHHjxtnbqVQqjBo1CidOnHB4/JgxY+z/DwwMRP/+/Ru1aYtz587h3nvvRa9eveDn54e4uDgAQGZmpkO7kSNHtmv7jz76KFatWgXAurj9u+++wyOPPNKqx951113IycnBxo0bMWXKFPz8888YMWKEfUTq4MGDiIyMRL9+/Zp8/IkTJxyOKQCMGzcOZ86cgdlstt925c+WmpqKjz/+2D6q5uPjgylTpsBisSAjI6O1PzqRR2LQIiJJ3XDDDTh48CBOnTqF2tparF+/Hnq9HgAgk8kc2gohGt3WFFsbuVwOIYTDfVebVrzttttQVFSEf/zjH9izZw/27NkDwLoovCGdTnfVfjTlgQceQHp6OlJSUvDZZ58hNjYW48ePb/XjtVotbr75Zvz+97/H7t278dBDD2Hx4sUAcNXF+E0dvyuPD9D4Z7NYLHjsscdw8OBB+9ehQ4dw5swZ9O7du9V9J/JEDFpEJCmdToc+ffogJiYGKpUKANCnTx+o1Wrs2rXL3s5oNGL//v0YOHCgw+N/+eUX+/9LSkpw+vRpDBgwAAAQEhKCvLw8hzBx8ODBZvtSVFSEEydO4NVXX8WkSZMwcOBAlJSUtOvnUqvVDqNENkFBQZg5cyZWrVqFVatW4eGHH27X9m3i4+Pti9KHDBmCixcvOpSZuLJtw2MKWBe59+vXz76OqykjRozAsWPH0KdPn0ZfPCORqGUs70BEbken0+Hxxx/H888/j8DAQERHR+PNN99EdXU1fvOb3zi0feONNxAUFITQ0FC88sorCA4OthcgnThxIgoKCvDmm2/i7rvvxvfff4/NmzfDz8+vyf0GBAQgKCgIH330EcLDw5GZmYmXXnqpXT9DbGwsMjIy7NN5vr6+0Gg0AKzTh9OnT4fZbMaDDz7Yqu0VFRXhV7/6FR555BEMGTIEvr6+2L9/P958803MmDEDAHD99ddjwoQJuOuuu/D222+jT58+OHnyJGQyGaZOnYoFCxbgmmuuwR/+8AckJSUhJSUF77//PpYvX97ivl988UVce+21+N3vfoc5c+ZAp9PhxIkTSE5Oxv/93/+16/gQeQxJV4gRkUdraSF6TU2NeOqpp0RwcLDQaDRi3LhxYu/evfb7bYvhv/nmGzFo0CChVqvFNddcIw4ePOiwnRUrVoioqCih0+nEAw88IP70pz+1uBg+OTlZDBw4UGg0GjFkyBDx888/CwBiw4YNQojLi+HT0tIc9nPlYvja2lpx1113CX9/fwFArFq1yn6fxWIRMTExYtq0aa0+VrW1teKll14SI0aMEHq9Xnh7e4v+/fuLV199VVRXV9vbFRUViYcfflgEBQUJrVYrEhISxLfffmu//8svvxTx8fFCpVKJ6Oho8Ze//MVhPzExMeJvf/tbo/3v3btX3HzzzcLHx0fodDoxZMgQ8ac//anV/SfyVDIhmpigJyJycz///DNuuOEGlJSUdLlL31RXVyMiIgL/+te/cOedd0rdHSJyIU4dEhF1EovFgry8PPz1r3+FXq/H7bffLnWXiMjFGLSIiDpJZmYm4uLiEBkZiY8//hhKpdLhvvj4+GYfe/z4cURHR3dGN4nIiTh1SETkBkwmE86fP9/s/bGxsQ7BjIi6BgYtIiIiIhdhHS0iIiIiF2HQIiIiInIRBi0iIiIiF2HQIiIiInIRBi0iIiIiF2HQIiIiInIRBi0iIiIiF2HQIiIiInKR/wesHOKoXMFdwAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df['Popularity_Score'])\n",
    "font = {'family':'serif','color':'brown','size':20}\n",
    "plt.title('Popularity Score',fontdict=font)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "127f216b-6fb8-47eb-949e-c2a273f774a5",
   "metadata": {},
   "source": [
    "***4.Checking how much Tools are using in Art Style :***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "e27eadb1-84f8-46ab-9908-9fbe21f98b9d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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/+tWvcLlcvPjii7S2tnLjjTdSXl7OF77wBR5//HGOHDnC2rVrefjhhwGmnLspFovx3ve+l89//vO4XC6efvpprrvuOg4fPkxjY+OUPsMstm4SiUSm9L5z5ciRIwwPD6NLEpo7aAhCM8mtJ4jmDi6clDRaDu/rT8/1UQgE47juuuvYunUrzz77LNu3b59SRQ3B5Hj2/WiuD2HeE7/ko/OvD7C70Urr0UrrR4SjphpJ0JNDhVWx0lGkbIJkMsnx48fZvn27EImzxbFjx9B1nZUrV55xn1/+8pfs3buXkydP0tDQAMD3v/991qxZw2uvvcall14KGJ7Cp556yvIc/uVf/iW/+tWv+MIXvkA0GuXxxx/n61//Oh/96EcBWLJkCW95y1sAeOaZZ5BlmSeffNJyH3/3u98lEAjw0ksv8a53vQswanF+5zvfwePxsGbNGh5++GHuvPNOPve5z1FaWorD4cDj8ZxzNvgNGzawYcMG6+/Pf/7z/OQnP+E///M/+eQnPzmlz3jkkUd46KGHzul7zwfNV0Vq9R9fsO8TCAQjbN26lcbGRrZu3crzzz8/14cjECw8ZAXdHUB1B1DHvqap2Lv24mjfWVQDtAUnEk3jnm1e/+DBgzQ0NFgCEWD16tUEAgEOHjxoicTm5mZLIIKRkb23t9f6jHQ6fcZFMDt37uTYsWMF7wdIpVIcP37c+nvDhg14PB7r7yuvvJJYLMbp06dpamqa6s8eRzwe56GHHmL79u10dnaSy+VIJpMTLvg4E/fccw933HGH9XckEimwmWAayDZjVCyYNlI6Jrwzs8Czzz5reRIlSSqqjmo+k1h3vVHKUzB9iqF852yi60apyyIMS1hwll+2bBmSJHHw4EHe9773TbiPrusTisixz9vthe5tSZLQNKPOrdt99ng4TdPYsmUL/+f//J9xr01lyvhsIleW5XE38NGJogHuvPNO/uu//ot/+qd/YunSpbjdbj74wQ+SyUy9nqrT6cTpvHD1TJVoN+6W/5uvq5qfbnYH0Tyh/ArBIo5JmSqSNP+mTYoNZcHdtoqC7du38/zzzwuBONMoNnHNCwyySeTkMHJqCDk5jJQyp5tjSPqIb1FRpllffRZYcHfbUCjEu9/9bv73//7ffOpTnxoXlzg0NMTq1atpa2vj9OnTlmfswIEDDA8Ps2rVqil9z7Jly3C73fzqV7/i4x//+LjXN2/ezLPPPktlZeVZcxLt2bOHZDJpic5XXnkFn89HfX09YExHq2qhY7qiosIqbG/+vt27dxfs89vf/pYbbriB97///YARo9ja2jql33ahWb16NXV1dXR0dCBnE5BNoES7C/bRFYchGL1laN4KVF85uiuwMISj4JzQHV4SG7fO9WEsOKRMAikdM+pDOzyTv0EwJXTH+Nh4wQJH1w0BGDcWrhgtjJxNnvEtsixTWVlJXV0dH/jABy7gwZ6dBScSAb7xjW/wpje9icsuu4yHH36Y9evXk8vl+P/+v/+Pb37zmxw4cID169fzkY98hK9+9avWwpW3v/3tUw4Wdblc3H333dx11104HA7e/OY309fXx/79+/nYxz7GRz7yEb70pS/xJ3/yJzz88MPU19fT1tbGj3/8Y+68805LBGYyGT72sY/xD//wD5w6dYoHHniAT37yk8j5OqTNzc28+uqrtLa24vP5CIVCXH755Xg8Hu699162bdvGjh07eOqppwqOb+nSpfz4xz/muuuuQ5Ik7rvvPssLWmxUVlbyb//2b0Sj0QlT4LS1taGqGZRYD0qsx3qfLtvRvOUjuRH9laKKysWAJIuUIrOA7vSDv2quD0MgmHdImQRyrBc51ocSN1LgSBNMHUuSRFVVlZX+pqmpyUqBU1lZic1WfJKs+I5oBli0aBEtLS184Qtf4O///u/p6uqioqKCLVu28M1vfhNJknjuuefYtm0bb3vb2wpS4JwL9913Hzabjfvvv5/Ozk5qamq45ZZbAPB4PPzmN7/h7rvv5gMf+ADRaJS6ujre+c53FngW3/nOd7Js2TLe9ra3kU6n+fCHP8yDDz5ovf7pT3+aj370o6xevZpkMsnJkydpbm7mBz/4AXfeeSff+ta3uPrqq3nwwQf567/+a+t9jz32GDfddBNvetObKC8v5+6775611ckzhd/vt7LVjyabzdLW1sbx48c5cuQIhw4d4siRI6RSKZRoF0q0CwAdCc0TQjOrrJRUC9EoEAgEgplD15FSw0YS7Wg+mXZ6fN/qcrmsBNpmMu3FixdPGqpWbIiyfHOImSfxueeem+tDmRLFVJYvl8tx6tQpDhw4wN69e9mzZw/d3WOmqCXJmJourUMtrUfzVYhk2wKBQCCYOqYojBgOCTnSNW7aWJIkFi1axJo1ayxHR1NTU1F5BkVZPsFFhc1mY8mSJSxZsoTrrrsOgN7eXvbu3cuuXbvYuXMnnZ2dKLFelFgvdOwyajnnBaMaqBexQgKBQCAYh5SKokQ6USKdeVGYKHjdbnewevUq1q9fz7p161izZs24TCYLBSESBQuGyspKrr76aquqTGdnJy0tLbz22mu8/vrrRKNRbAMnsQ2cBED1hFADDaiBBjRfpfAyCgQCwUWIlI6hRLqQI53GNhMreN1ud7B27Ro2btzIpk2bWLVq1QXN/DGXiOlmwZQppunmc0VVVQ4dOsSrr77Kq6++yqFDhwrSfOiKE7W01hCNpfVidadgaug65NJI2aTRckkjYF3NIKlZ47GWM/ZDN6audB1dlkFSjOS6kgyKHV1xoNuckN/qdje63b2w06foet5WmUKbqVnQNSRdA10z9pMkY9GSpIAsg2zL28wBitOwnVw8qUMERYquI6UjIzGFke5xMYWKorB69Wo2b97Mpk2bWLNmzbwXhdPtv4VIFEyZ+SwSxzI0NMSOHTt45ZVXePXVV4lGowWvq54y1EA9akkdmr9q4XY+agYpE0fKJJHUNFIujZTLgJpG0lSjgza36Ia3VTIEjm521KOFjTJG3Mz3FEVmGa101CidlY4hZ+LG40wcKZtAmuVbqC7b8jb1oDs86A4vmsOL7vBaf+t2ryGcigVNNWyTSYxszcfZBFI2lRfVKUMIzhC6bB9jIw+604/m9KM7/egOX3HZaabQtUIbW7ZOIqmZfKLmvBjPX8+SroFWeF3rsmJc24pt1DXtAGvQ4kFzeKxzEcVR/Ne4mkGOh1FixqpjOdo9LqZQlmVWrFjBpk2b2Lx5M2vXri0ocrEQECJRMOssJJE4mlwux8GDB3n11VfZsWOHVX/bRJcVVH81WkkdakkNmqds/nQ0ag4pPYyciiKlI1adUDkdN0SONnsZ/nVZMToTe17ImB2302v9rdvdczvNr+tGR5oXgXI6ipSKjIjCTJypdIF+v59QKEQgEMDn8+H1evF4PHg8HpxOJ7IsoyiKlSRXVVUymQyZTIZsNksymSQWixGLxYhGo0QiEYaGhkgmz5xXreBngNGJ521qCUq7B93uyot3J9iMx8jKuXXuug5q1hhEqGnDe5pLjXhQzZZJGCI6l5r6Z2PkgzVt5vP5cLvd2Gw2y2aKoqDrOtls1mrpdNqyVywWm1ICcB0J3ekbSdY/euvwF+91nfdYy+kIUipqbNNR5HQsf57GZn2wMuFhyXbjunb6jHPP6UN3+NCcXnSH3xCSF2qArev5usiDRm3kxCByoh8pOTTuGrbb7axcuZJ169axYcMG1q9fPy6n8kJDiETBrLNQReJYBgcH2bFjB6+//jqvv/464XC44HVdtqH5Kgzh6KtE9ZaDfQ7TGui6IWZSQ8jJyKhs/sPjYmsmwufzUVZWRklJCX6/H5/Ph9/vx+VyYbPZrCbLMqqqks1myeVyZDIZUqkU0WjU6qgjkQiDg4MkEolJvxfynbblDRstbtzoNpfhybA589OJjry4maQj1zTQMiPTvtm0MQ2cMcVMXsikY/nO9eyeLLfbTW1tLTU1NVRVVRW0srIygsEgDsfspFpKJBIMDg4yMDBAf38/fX199PX10d/fT29vr/U4l8ud82frss3wBMu2CWyqG95ALWds9XGVZifFbrdTVlZGeXk55eXllJWVWS0YDBIMBgkEAgQCgfOeytM0jXg8btlptK26urro7Oyku7v7rBWndElCd/jzwrFkxPuY90Rim+V0WjnDqy9nYsa5mY4YItActKhnr5alKIpl61AoZNnavJ7NwYt5XSuKUnBdZzIZ67pOJpPWNW1e3wMDA4TDYatNNaWabnMVer6ta9s1MnCRlfy5qORL8EmGMM7PYEiaZsxu5DIjMx6ZhHH9pmOGnTJRY/ZjAiorK1m5ciUrV65k7dq1F1VMoYkQiYJZ52IRiaPRdZ3W1lZef/11du7cyb59+8ZNTQNodo+Ro9Fbhu4KoLn86M6SvKdsBqZj1KwhblLmtGdklHdw+Iw3RzC8XHV1ddTV1VFbW0tdXR1VVVVUVFRQXl4+K9MqyWSSwcFBwuGw1WGbosbchsPhcdWEpoIuSSDZRnko9HyHouen0c7tM2VZpry8nLq6OmpqaixBaNqrtLT0rGUy5xpN0xgaGrIE4+iOPBwOMzw8TCQSIRKJEI1Gp2VzE6fTSUlJCT6fj5KSEkKhkNWCwSBlZWXWeVVsdtM0jXA4TEdHh5Ww//Tp07S3t9PR0TFpyVJj2n/UIMbuNqZiFQd6PqbUOCclDNeVZFz7Wg5JzRmxqVrOmP7NpgxPbC5lPM7EJky+PJaysrKCa7mmpobq6mqqq6spKyu7oOXcUqkUfX199PT00NvbS3d3N729vfT09FjPnUsZ2JnAbrfT2NjIokWLWLRoEYsXL2blypWUlZVd0OMoRoRIFMw6F6NIHIumabS1tbF371727dvHgQMHaG9vP+NUly4r6A7fqCk/l+EVs+oPSyMiUstZQfuSmh2ZzsskJp0Wttls1NbW0tDQYGXzb2xspKGhgUAgMHMGmEFUVWVwcNASjWM9Fea0q+nJOFdx43Q68Xg81lTwaCFTWVlpeQPLy8uLKp/ZbKLrOslkklQqRSqVIp1Ok0wmrWpMo89js3a7y+XC6XTidrsXrPdF0zT6+/st8djR0UF3dzddXV10d3czNDR0QY7D5/NZ52Ztba3VzMGLy+W6IMcxE+i6zvDwsOXRNQcxw8PDDA8PMzQ0xPDwMNFolHQ6bbWJUBTF8oiaLRgMUl1dTVVVlbWtqam5aK7lc0WIRMGsI0TixCQSCU6cOMGxY8c4evQo7e3tdHV10dvbO6OlEF0uF9XV1QWdhykMF/rNUdd1UqmUFcdnNl3XrXg/c2vGAi5kewguLMlkkv7+/oKBzNDQEPF4nHg8TiKRIBaLkcvl0DQNXdet7Vix7fV6CQQClJaWWtuKigoqKysX3GKJc0XTNMv7KMuydU0Xk0d6viJEomDWESLx3Mhms9bUi+kVM1smk0HTNKsj0XUdl8uF2+22RI7f7y+I4/J4POJmKRAIBIJzRlRcEQiKDLvdTn19PfX19XN9KAKBQCAQnDNFut5fIBAIBAKBQDCXCJEoEAgEAoFAIBiHEIkCgUAgEAgEgnEIkSgQCAQCgUAgGIdYuCIQCAQLlGg0aiU5Nlt/f79VAjAejxOLxchmjTycZrILSZLweDx4vV6rBQIBKioqrFZZWUlNTc2sVZspRjRNY2BggL6+PiKRSEGi8mQyiaqq5HI5VFVFVVUcDgcul8tqXq+3IAF5KBRasLknBQsDIRIFAkFRo6qqVe4vEolYSaDT6TSplFEjeHSeRLvdjs/ns5qZfPdCVqO4kOi6Tjgc5sSJE5w8eZK2tjarDQ4OTvtzx5ajnAhZlqmqqqKhocFK5L5o0SKam5uLNon7ZGSzWTo7O2lra+P06dOcPn2arq4uq4qIKahnilAoVJD3tL6+nqamJhobG3G757Dc5wyTTqetlGCmLc2E2qbYTiQS5HK5Mwptt9ttJRw3K/tUVlbS0NBAVVUVcrHW3p7HiDyJgikj8iROjVwuR3d3d0GZNLPSgClszK0kSVYNVUVRcDgc+P1+q46ymSvRvCmGQqEFJ3YSiURBlYvu7m56enro6upiYGCASCRyxoo2U0VRFEKhkFXb1vSCjS7DNx8SGafTaVpbWzl27BjHjh3jxIkTnDhxguHh4TO+p8SuEXJplLk0Qk6NoEvDZ9Px2HW8Nh23Tcc+qm+VAE2HlCqRyEkkc8Y2kpEYSMsMpGQG0zL9KZmUeua8naFQqKA8mikevV7vDFpk+qRSKU6fPs2pU6c4efIkra2tnDp1io6OjrNW95HQCTh1SuwaPodhQ79dx2nTUSQdmwRyvmU1yGgSGRXSqkQ8KzGckRnOGNusdva8p9XV1TQ1NVl2XLRoEU1NTUUrHnO5HB0dHZbAHl36cCqDjvPB7XZbtlqyZAmrVq1i+fLlwlObRyTTFsw6QiQWomkap0+f5vDhw5w4ccLy3nR2dpLL5WblOxVFoby8fFx9YbOeq9/vn5XvPV80TaO7u9vqlEd7afr7+yd9v4SOz240p6LjkMGh6DhkHUkCVQdNl9B0o2NO5iTiWZl4TjqrkBlNMBi07FhfX2/Zdi7qN+dyOdrb2y3x0trayokTJzh9+vSEVXwkdKo9Gg0+lVqvSo1Ho8arUuNRcc/SfJGuw3BGojuh0JWQ6U4odMRlOmIKfakzD2QqKysLykY2NjZSXV1NZWXljHfomUyGnp4eOjs76ezspKOjg1OnTnHq1Cl6enrOOPhwKjo1HpVqj0aNR6XKo1GeF9pBp4ZtBhxWug7xnERfUqY3KdOTlOlNKHQnZDriCtHsxF8iSRI1NTU0NTUVtPr6+gtynpo1sM0ShqYQbGtrm1RgOxWdcteILUscGv78de13aLgVHUUGRQKbZFzbWU0inRfZaVUimpUYHDNY6U7IqPr4322z2Vi6dCmrV69mw4YNbNq0ad56uM8XIRIFs87FLhIHBgbYt28f+/bt4/Dhwxw5coRkMjnhvg5Zp8ylEXBqBBw6QaeG36HhUgxx45R1HPl+VNVB1SCnS2Q1iGcl4jmJWFYmlpUYSssMpI0bozbBjXA0paWlVgJv00tmtlAoNKvTMblcjnA4THd3Nx0dHeM8CWa5rYnw2zWqPBoVLo1yt5rfGh1yiUPHZzM6j+mgaoaYGUzLVgunZPpSstVBx87QIZt4vV5qa2uprq6mvLzciskrKyujtLTU8vq63e5JO+lcLsfw8DCDg4MMDAwwODhIf3+/JWQ6Ozvp7e09Y2frt2s0+lUafCqNPmNb51Wt86kYSOWgI67QHlNoH7UdTJ/dzqFQyKqnbXrUTa+63W5HURSr5XI5q/Z0Op0mkUgwMDBQ0MLh8Fm90D67Rq1Hoy5vwzqvIbJDTp25Lm4UyUh0xg3hPdqOZxKPYHjTzAFkVVUVwWDQqlkeDAat+ttmk2XZmtbN5XJks1mrVroZaxkOhwtiWnt6es5YYxlGBHaNR6M6L7Sr80Lba5sdu+Y06E0aduqIK7RGFY4N2xjOjLfV4sWL2bRpE5s3b2bLli3zYgZhJhAiUTDrXGwisbu7m5aWFvbs2cO+fftob28ft49D1mnyqzT5c9R6Da9DTb6TkWf4ZqjlPTf9SZnepFLgfehJyhPeEEejKAplZWVWLI/ZEY+O23M4HNbUt81mQ5IkMpkM6XTa2kYiEYaGhqx4ooGBAXp6eujr6zurF8EmGd6u2ryHq8Y70on47HN7G0rkMLw4SZmevDenJynTl5xc2IzGZrPhcrksIWOz2ZBl2YqhTKfTZ7XRaFyKbgmX+ryIafSrBBxzL2CmSzwr0RmX6UwodMUVOuOGB7I/JZOZZOp1ujgVnUq3SqVbo8KtUetRqfUa52GJY/51f8NpiY64QmdCpjOuWG0wLaFzYU4MWdKpcGlUezSq8tdw7ah7XzGcn7oO/SmZ48MKR4ZtHBy0cTpW6FZXFIW1a9dy2WWXcdlll7Fs2bIFG9coRKJg1lnoIrG/v5+WlhZaWlrYtWsXXV1dBa9L6NT7VJaXqiwpzbGoJEetR5u2h2umSeagN5kXOAmFvpThJetNGp6zybyQM4EiGR7USvfINJ25rXRrMy6cLwQZFcOWCYVwWrKmuQbyXsl4ViKWlSac7joTEjp+h06JXafUqVHqMOxjtirP/BaD54quQywr0Z8ypg8jGcOTHs8a04uJnGR43PMhBaoGimwM0pyKIQSdik6pQ6fUoVGa9+CH8p7oi8GOWY38ANIYRA6kJSKj4h8jGYmMmm8a4wSlnI+n9NiM6V+v3Ri8lTh0ypzG9HCZy4hvLXfNzJT7hSaSkTg0aGP/oI03wnZ6koXu92AwyGWXXcYVV1zBpZdeuqD6OSESBbPOQhOJ0WiU3bt309LSws6dO2ltbS14XZZ0FpeorApmWRHIsaxUxTvHHq/pkhs15WqKnKGMRCIftxfPSSSyxnS3qpsdstF52/OdsUMBu2wE6vscRuC+P98pl+U7jsAseFDnA7oO6XyoQEYdETSmDR2KsTjEjKd02y5OOwmKAz0fu6tBwUKbi42ehMzesJ19YRsHBu0F8cuyLLNq1Souv/xyLrvsMlasWDGvFw0KkSiYdea7SEwmk+zbt4+dO3eya9cujhw5UrAIQMKYOl4TyrE6mGV5IDdrQf8CgUAgKB5yGhwZsrEnbGdPv532eKEgLCkp4dJLL+WSSy5hy5YtVFdXz9GRTg8hEgWzznwTidFolH379rFnzx727t3LoUOHxsWDVXtU1oSyrAnmWB3KzXlsnEAgEAjmnnBKYm/Yzt6wnTfCdpJjsiTU1dWxZcsWNm/ezPr16ykvL5+jI50aQiQucK666io2btzIV7/61Tk7hmIWiaqqcurUKQ4cOMCBAwfYv38/ra2t41Y2lrtUVucF4epglpBLnP4CgUAgODM5DY5HFPaG7RwYsHM8ooyL8a6rq2P9+vWsW7eONWvW0NjYWFTT00IkzgI33HADTz/99Ljnjx49ytKlS8/63pkWdQMDA9jt9jnNg1csItFMKHz06FErqfDRo0cnTEdT7VFZGcixMphjRSBHhXt8jjnB/ELVYOAcVhwLBHNJyFk8i9sEM0MiB4cG7ewfsHFo0EZbTBm3EMjtdrNixQpWrlzJihUrWLx4MQ0NDdhscxPDNN3+W0RcTcK1117Ld7/73YLnKioqLtj3Z7NZ7HY7oVDogn1nMaCqKn19fXR1dVklsswkuJ2dnRPmPnMqOktKciwpzbG0xFiBHHCKMdBCYyAt83e/L53rwxAIpsRjbx4Wg9MFhscGmyuybK4wSjQmcnB0yMahIRtHhmy0Rmwkk0l2797N7t27rffZ7XYaGxtZvHgxjY2NBYn7i7UQghCJk+B0OscFqN5www0MDQ3x3HPPWc/dfvvt7N69m5deeokbbriBl19+mZdffpnHH38cgJMnT/LSSy9x++23MzQ0ZL3vueee4/3vf78leh588EGee+45PvWpT/H5z3+e1tZWVFXlHe94R4Fn8hvf+AaPPfYYp0+fprS0lLe+9a388Ic/BAwv5rp161AUhaeffhqHw8HnPvc5PvKRj/DJT36SH/7wh1RWVvL1r3+d97znPbNnvGnw//7f/+OZZ56hp6fnrFVLvDaNJr9Ks9/IHdecz1NY7Cv0zFWwgumTnlqaQYGgKEirkBLn7HnhlCnqNEYeG2woz7Gh3OizNB064jInIjZODNs4FTMSoaeyWY4fP87x48fHfcbSpUv55je/WXRlBIVInAUef/xxjhw5wtq1a3n44YeBc/M+Hjt2jH//93/nRz/60YQxDa+//jqf+tSn+P73v8+b3vQmBgYG+O1vf1uwz9NPP81dd93Fjh07ePbZZ7n11lstQXrvvffy2GOP8Zd/+Ze0tbWdMeO8mfzXJBKJTPk3TJf/+I//oKOjAzBy7pW7jAS4NfkEuGZFhNJ5mvssrcHHXwzO9WEIBOO47rrr2Lp1K88++yzbt28/73rZAoPPvCK83ufLk+8YxFU84X2TIkvQ4NNo8GV4e61RaUrTIZySOZ0XjGbC/u6EwnBG5tixY7S1tbFs2bI5PvpChEichO3bt+Pz+ay/3/Oe90xaoL60tBSHw4HH45nWMvlMJsP3v//9MwrLtrY2vF4vf/zHf4zf76epqYlNmzYV7LNhwwb+4R/+AYB77rmHL37xi5SXl3PzzTcDcP/99/PNb36TvXv3csUVV0z4PY888ggPPfTQOR//+WCmpLl9fYzNFdmi9wwKBAuFrVu30tjYyNatW3n++efn+nAEggWFLEFFvuqPOU1tsu23pedU2elCIkTiJLzjHe/gm9/8pvW31+vlnnvumdXvbGpqOqvn8ZprrqGpqYnFixdz7bXXcu211/L+97+/wCO4fv1667FZjm3dunXWc1VVVQD09vae8Xvuuece7rjjDuvvSCRCQ0PDtH7TudKfrxYyXzP7nwmnbIyKBdOnPykL78ws8Oyzz1qeREmShCdxhvjiFcOUi5jE88K5gPqAscSzRtL9YkWIxEnwer3jVjLLsjzuBprNFo4MJmKq75vMU+n3+2lpaeGll17ihRde4P777+fBBx/ktddeIxAIAEaA7GgkSSp4TsrP1Y5OJj0Wswj8hcQ8xh8c8fCDI0aC65BTp9qrWjVX67wqdT5jynm+IUnMq2mTYsQp7DcrbN++neeff14IxBnGqYhr/mJH12EgLdEeU4zp5rhCd0KhJyETzY4o4GKsGy1E4jSoqKjgjTfeKHhu9+7dBSLM4XCMS9xcUVFBNBolHo9bQnD0yqdzwWazcfXVV3P11VfzwAMPEAgE+PWvf80HPvCBaX1esWDGTpqrmtPpNOG0RDgts3+gUPgGHMbilSZ/jma/yuISlTKXNi9jFQVTJ+TUeOzNw3N9GAuOobRRO9ksryiYGUJO4UW8mNB1YybsREQxFq5EFE5FFRK5MwvAUCjExo0baWpquoBHOjWESJwG/+N//A++9KUv8b3vfY8rr7ySH/zgB7zxxhsFcYHNzc28+uqrtLa24vP5CIVCXH755Xg8Hu699162bdvGjh07eOqpp875+7dv386JEyd429veRjAY5Gc/+xmaprFixYoZ/JVzwxVXXGHFSOq6zuDg4LgUOK2trXR1dTGUkRkKy+wJj4jHUofG0tKRNDhLS3M4xCh+QaHIiJQis0CFG5YhluEKBOdCToNTUYXDQzYOD9k4OmQjkh0vCBVFoaGhgcWLF7No0SKampqoq6ujrq7ujItHiwEhEqfBu9/9bu677z7uuusuUqkUN910E3/1V3/Fvn37rH0+/elP89GPfpTVq1eTTCY5efIkzc3N/OAHP+DOO+/kW9/6FldffTUPPvggf/3Xf31O3x8IBPjxj3/Mgw8+SCqVYtmyZfzbv/0ba9asmemfOqdIkkQoFCIUCrF27dqC1xKJBMePH7eSaR85coRjx44xnIGdfQ529jkAY4X0khKVFcEsKwM5UY9ZIBAIBNNG0w1RuH/AxhsDdo4O20iPKdlns9lYsmQJK1eutJJpNzY24nA45uiop4+ouCKYMsVSceVMpNNpjhw5YpXl27dvH+FwuGAfWdJZXKKyOphldTDHskBOxLgJBAKB4Iz0pyT2he3sC9s5MGgjNsZT6PP5WL9+vdWWLVtWdPkORVk+waxT7CJxLLqu09nZyZ49e9i7dy+7d++ms7OzYB+bpLMskGNNMMeaUJbFJaoooSUQCAQXMVkNDg3a2Bu2szdspyNe6EnweDxs3LiRLVu2sHnzZhYtWlSUi05GI0SiYNaZbyJxIrq7u9m1axctLS20tLTQ19dX8LpL0VmZ9zKuCuZo8qsXZa5GTQdVN4Kw7UVe7UAgEAjOl96kzJ5+O3vDNg4M2ElrIzc9WZZZtWoVl112GZdeeikrV66csxrM00WIRMGssxBE4mh0Xae9vZ2dO3fy+uuvs2vXLqLRaME+XpvGymCOFfl4xma/Ou/yNmZU6EvJDKRkBtIygymZwbTMUEYinpVI5CTiWZl4TiKrGQJxbLF6u6znG3jtOn67Roldx+/QKXVolLk0yl0a5W6NkFO7aBYLaTokcxKxrEQ8Z9gzoxp5z4wmoengUHQcsrnV8dp1Sh06Xtv8rBwkmH9kVEirEmkNMqpxnmqAIhkzKooMNgk8dg23svAHhqkcHBw0ROG+ATvdicKbVnl5OZdddhmXX345l1xySdHWVp4qQiQKZp2FJhLHoqoqx44do6WlhV27drF3714SiUTBPg5ZZ0lpjiUlKotKcizyq1S45z7tTjwrWWWeehIKPUkjGXlfUpmTTP5Bp1FKscpjbKs9GrVelQqXNq+m8xM56Esq9ObtGR4ltgdSMsMZaZygPhcUSafEoRNwGJUYKt0alW6VyrzdQs6FLyJVDQYzEv1JhXBKpj9v13hWIpaVieUHMqbw1nTjsSIZ16NT0XEq4FSMAUupQ6fUaWxDTo0qj0rQqS/oGYHkmPO0L2mco5GMYcvhtFzgGZsMWTIGMD67Tkl+EFjm0gg5jVKplR6VSreGfR5dyzkNjg3bODhoY/+AjaPDNlR9xCaKLLN23Touv/xyrrjiCpYsWWLlE14ICJEomHUWukgcSy6X48iRI1ZM4759+yasX+21Gfkaa70qNR6Nmvw25Jw5QZRSscRJON8R9IzqFMYGUo/F4/FQVVVFeXk5FRUVlJeXU1ZWRklJCX6/H5/Ph9/vx+FwYLPZsNlsKIqCJElkMhkymQzpdJpUKkU0GmVoaIihoSGGh4cJh8P09vbS3d1NT08PqVTqjMehSLohGD0q1Xk7VXuMrc9+4QWRrkM0K1l2NBPcdicM20YnsauJ2+22bOh2u1EUBUVRsNlslg3NWuipVIpIJEIsFpv8cxWdOp9KnVel3qvS4Fdp9KmUzMNE8okcdMQUOuMKnQmFzrhMV97Omj67//A2Sac8L8JrPSo1XpU6rzFwmU+2jGYk2uMKHXHZsGXCsOe5DAQdDgcOhwOXy4Usy+RyOVRVJZfLkc1myWQyU/ocCUMwmgNB895X6y2OwU00I3EionBs2BCER4ds44RydXW15S3cvHnzpIUs5jNCJApmnYtNJI5F0zTa2tp44403OHToEIcPH+bEiRNnrLYjMeIlCjiNEblL0XEoIx4QMKYkc5rhJclq+anLrEQsPw08mJbOmojVpKysjLq6Ourr66mrq6O2ttZqJSUlF2RUrOs6w8PDdHR0cPr0adrb2zl9+rTV0un0Gd/rsWlU5KeszW3QqeG3Gx6iEocxTTsVj5CuQ1qDRH4aeDhtTLEbTWIgPeJpTaln/8BAIGDZsbq62hLalZWVltCeTmqLTCbD4OAgQ0ND9PX10dnZSVdXFx0dHXR2dtLR0TEuIb91TA7NEowNPmNb6y2OUIi0Cp1xo7JER1yhPWa08FmEjM1mo7KykqqqKqqqqiy7ms3v92O32y3xLcsyqqqSTqdJJpOk02ni8TiDg4MMDAwwMDBAOBymp6eH7u7uM9oRwGfPV3Eyqzl5DRE5l97HaEaiIy8GO+NGhY72mMJw5sw2LC0tpaamhtraWmpqaqiqqiIYDBIKhQgGgwQCAWsAczbS6TTRaJRIJEIkErEGgWbr7u6mvb2dZDJ5xs9wyjrVY2YSqjxGsYOZtquqQU9Sts61jrhCa1QZN30MxrW8adMmNm/ezObNm6mvr19Q3sKzIUSiYNa52EXiRGSzWU6cOMGJEydoa2ujra3NEke5XG5Gv8vtdlNZWUllZSV1dXXU1NQUiMFiTsgKhsju7e2lra2N1tbWAgF5thriY3HIekGMH4wstNF0I64ymZMKppLOhiRJlJeXW4ltTZFdX18/p3bNZrOcPn2a1tZWWltbOX78OCdOnKCjo2PC/RVJpyY/rV/jUanxGh10pXvmvbSaDoNpiZ6EQlfe89qdMDrqvqR8xin4iooKmpqaaGpqorGxkcbGRurr6ykvL59UvEwXVVUtEd7e3l6QmL+np+eMJQidsk5V3o5VbnUk7talEXJpuM4jbi+jYhQDSEv0Jg2bmSEi3XFlwmTMJjU1NTQ3N1t2NNuFjJkzCx20t7db17Fp17MNbsA4T0NOY/q6xKHjt+v47Bp+h45bMWIjFUlHkYyQgoyWj6XMt1hWssI9zAHfma71hoYGVq9ezerVq9mwYQOLFi26aEThWIRIFMw6QiROHVVVGR4epr+/n3A4TDgcZnh4uMDzkUqlkCTJmpZUFAWHw4Hf77e8J36/3/JcLeSpkFQqRWdnJz09PXR1dVkeoHA4bE1tTzTVPxmKouDz+QgGgwVT7eXl5Za4rqqqmldJbhOJBCdPnuTYsWOWcDxx4sRZp6+dsk4wH1cWdGr4bDoeu47HZjS7PNINSICGIbTNlshJDGcMT+xAylj0dDYRXlpayuLFi2lubmbx4sXW42IL/k+lUpw+fZqTJ09a1ZxaW1vp7Ow8q9ABYzGXz27G7mm4bCPCRpGMuL6sJpHJLxRJqyNe7eQk3mswpkJNATi6SkexDwZzuRxdXV3WANAU5l1dXfT19U1q1+ngdDppbm6mubmZRYsWsWTJElatWiX6qVEIkSiYdYRIFMwluVyOaDRqCWwzxg+MFBXmNKTdbsfn8+Hz+XC73ReF50DXdXp7ezlx4oTl1TG3YxPKzxSKolBTU0N9fT0NDQ1WW7x4McFgcFa+80IxWuiYAqenp8dqU4knnQyHw0EoFLKmiM1m2rPYxeB0UFXVCgPo6elheHjYapFIhEQiQS6Xs+IkVVW14iddLpcV+1tZWWkN+MzHxZ6ncK4RIlEw6wiRKBDMP9LpNP39/fT09NDb20t/fz+xWIxYLEY8HicWi1lxtWZ3IEkSHo8Hr9drtdLSUivcoaKigmAwOO9yxc0UiUSCSCRiiZtIJEIymbQWgEwkcFwuF16vl7KyMoLBIF6v96IYwAiKg+n23xfnFS4QCAQXCU6n04q3FMwMHo8Hj8dDdXX1XB+KQDCrCP+sQCAQCAQCgWAcQiQKBAKBQCAQCMYhRKJAIBAIBAKBYBxCJAoEAoFAIBAIxiEWrggEgqJD13VisRjhcLigikYsFiOVShWkwDHT35jN5XJZuSbNfJPmqtyFmFZEcOHQdZ1oNGqlbzFXNkciEeLxuLWq2VzhbLPZcDqduFwunE4nbrebQCBgVUIJBAKUlpaKVc6CokWIRIFAMGcMDQ1Z1S/McnRmi8fjM/59pmCsqamx8vo1NjbS0NBAIBAQnbUAVVXp6emxkkG3tbVZid57e3vPWo5uOjgcDqqrq6mpqbGaWY2mpqZmwaQZikajVgqmvr4++vv7GRwcLEjFFIvFyOVy6LqOpmlAYTomcxsMBq0yjpWVlVRXVxMIBOb2By5QRJ5EwZQReRInx0zC29XVZd0MzRtiPB4nkUiQSCRIJpNkMhkkSSpoZi41r9eL2+3G7/cTCoUoKysjFAoRCoWoqKigqqoKt9s91z93ygwODnLy5Emrtba2curUKYaHh8/6Pt2ugwtwge7UwYExtFXyWzNgRgP0/FYFMiBlJMgAaSAJUvbsArC0tNSq2GC25ubmedf5pNNp67zr6+uzqtYMDw9b22QyaXlkzfx+ozHPRbfbbeX4MyvXBAIByxtWUVFhNZ/PN69EtqqqdHd3W+ejeW62tbWRyWTO+l7dmT8vHUbTHfrI+ShjlK2RMM5JNd9yIOUkSGGck6nJz0lFUairq6OxsdGqvtLc3ExjY2PRecU1TaO/v5/29nY6Ojpob2+nq6vLGvTNRALysxEIBFi0aJFV3Wf58uUsXboUu90+q987XxDJtAWzjhCJI+i6Tn9/P4cOHeLo0aNWSa/29nYrMfFsYyY3rqqqsjwR5raqquqCd9q5XI7e3l7a29stEWi2s4lB3aNDCeg+HXyge40tHmZ2riMLJIwmxSWIghQ1tiRAOkO94VAoZIlH08PT0NBARUXFnIiieDxOd3e3VbpwdOvq6ppUeM8WbrfbOhdHn49VVVXU1NTMmac2nU7T0dFheQZNQdjW1mZV7BmLLufPQT/o/vx56dGNc9KDMUiZCVQgCcTz52Q8/zh/XkpnKd9XUVFRUO2mtrbWuvZnq/xhIpGgr6+P7u7uAs+/+fhM9jTRHTq4ATfo7rzQtmMIbbtuPDZFNowI7WxeYGeNx6QwrtmEZFzTqYmvX4fDwbJly1izZg1r1qxhw4YNhEKhmTLHvEKIRMGsczGLxFQqxcGDB9m7dy8HDx7k0KFDDAwMTLivrujgxbgRevI3xbzXQbflb4SmNwyMm6C5zeVbNu9lyGDcEFMgpSWjQ5mCVwxGOm0zHs+MgwoGgwSDQfx+v5UU2O1243A4xnXiuVyOZDJpNTNOcGBgwKpJ3d3dbU3Hna0uq+7Ni8HS/LZEBz/FEfSSw+iUIxIMj9omzmxnl8tFXV0dVVVVBS0QCFjxkKWlpbhcrsm/PpcjFosRiUSIRqNEIhHC4TD9/f1WMzvnaDQ66efpSv6884Du0sGJ1XTHmHNwtEfW+gAs75fZpIxkeMDyTUqNOh8zk5+PTqfTOh9H19AuLy8nEAgU1CyfivdH13Xi8bgVEzg8PExfX59V8q23t9c6L8/UzenyqHNx1LmJF84wZrhw6Bj2Nc9LcxvJ3wvOgtfrpbKysiDuMRAI4PP5cDgc2O12a6tpGrlcjmw2i6qqJJNJotEow8PD1tY8/ybzBupS/t7nGzPo82K02brWzet3OH/dDkswOPF52dTUxKZNm6w232YKposQiYJZ52ISibFYjD179rB792727dvH4cOHxwkgHR1KQQ8WdjR4mP0OZqxXLEGBN2IqnfZYRk97m5xN9E2ELuc7hJK8B6bYxOC5ksPolIfznbPpeYyDpE/Nxoqi4HA4sNls2O12bDYbmqaRzWYL2rmgO/JeLW9+IOLNd8amp8vOhRU5OQxBkxg5Bwsen8HTcyZMATO6mTYza/umUqkpn5+6TR/xCo6+Vn3MvRicDhkMURQb5RE3vZDTuPbPBd2WP89Gef1NQYiH4smZogMxkAYkCIPULxnX8SgkSWL58uVccsklXHrppaxduxaHwzE3xzvLCJEomHUWskhMJBLs27ePlpYWdu3axZEjR6zAaRPdraOX61CWF4YBilf4jO60E3mPj+mNzHsmyRr7nW1Ky0SX8jFXdkZiBF356SLvSGeBi/nZ6Z4rGkanHAMpOUoUJUbFQWamLiRNdHs+7jJvZ909ZnputAicT4yeVk2O8kAm8+ejabPsuYlJyHtN87GBlvc+byfdkx+gOLk4zkswrn1zAJku9P5a17uKcQ5rGHaRR7a6bZQ9zZjLUefhvDv3RpMB+kDqlZD6xotGl8vFpk2buOyyy7jsssuor6+fV3G2Z0OIRMGss5BEYiaT4cCBA7S0tNDS0sL+/fvHewp9OnqFDhUY4vBCeAjnAnOaW2Vk6tt83pyOnKkYrIsJ065ZRjrk0R2zwshCB4WReKyLmXz8WYHNTEEjU7gwxIYhYsS5KZguKZB6JOgBqVsaN41fU1PDZZddxqWXXsqmTZtmLdbzQiBEomDWmc8iMZvNcujQIctT+MYbb4xbwah7dPRKHSoxtvNn8bBAIBAIzgcdI56xW0LqlqC/cCZAlmVWrVrFpZdeyubNm1m9evW8mpoWIlEw68wnkZhIJDhw4AB79+5lz549HDhwYNzKO905ShRW5WPpBAKBQCDIAb2Gp1HqkYy4z1E4nU7WrVvHpk2b2LhxIytWrChq0ShEYpHQ2trKokWL2LVrFxs3bpyxz5UkiZ/85Ce8733vm7HPPFeKVSRqmkZbWxsHDhzg4MGDHDhwgOPHj4+PKXTkBWFFXhz6WZjTxwKBQCCYWRKjpqZ7x09NOxwOVqxYwdq1a1m7di2rVq2ivLx8jg52PPNSJN5www0MDQ3x3HPPzdUhzDiqqtLX10d5efmMZsrv7u4mGAzidDpn7DPPlWIQialUilOnTnH06FGOHTtmtUQiMW5f3ZNfaFJuCEMhChcIGsbCB4FgPuBGxJouNHSMVeW9ElJvfmp6grREZWVlrFixguXLl7Ns2TIWL15MTU0NsnzhT4jp9t/FujZz1lBVFUmSZu0fSVEUqqurZ/xzZ+Mzi5VMJkNPT49VuaStrY22tjZOnTpFd3f3hO/RFR2CoId09DIdQhgLTQQLjyQoPxOrFQTzA/W9qghlWWhIWKmU9KW6IRrjRpod+kEKGymzwuEw//3f/81///d/W291uVw0NzfT3NxMfX09dXV1VivGhTFFM7656qqr2LZtG7fffjvBYJCqqiq+9a1vEY/HufHGG/H7/SxZsoSf//zn1nteeuklJEnipz/9KRs2bMDlcnH55Zezb98+a5+nnnqKQCDA9u3bWb16NU6nk1OnTpHJZLjrrruoq6vD6/Vy+eWX89JLL1nvO3XqFNdddx3BYBCv18uaNWv42c9+Bhglxj7ykY9QUVGB2+1m2bJlfPe73wWM6WZJkti9e7f1WS+//DKXXXYZTqeTmpoaPvOZz5DL5Qp++6c+9SnuuusuQqEQ1dXVPPjggwX2kSTJ8rhmMhk++clPUlNTY51wjzzySMG+//qv/8of//Ef4/F4WLVqFX/4wx84duwYV111FV6vlyuvvJLjx4+f7z/bjPLLX/6SD37wg1xzzTV85CMf4dOf/jRf/vKX+Y//+A9effVVSyDqDmO6WFuuoV2mob5LRXufhvYODX2DDvUUr0AcnTBbtOk3gWC+MNfXykJoxR4UJ2Hki2zW0S/R0d6tob1fQ32HirZRQ2vS0Et1dFknlUpx6NAhfvGLX/Dkk0/y0EMP8dd//df80R/9Edu2bTtj4ve5oqg8iU8//TR33XUXO3bs4Nlnn+XWW2/lueee4/3vfz/33nsvjz32GH/5l39JW1tbQd3KO++8k8cff5zq6mruvfde/uf//J8cOXLEytqfSCR45JFHePLJJykrK6OyspIbb7yR1tZWnnnmGWpra/nJT37Ctddey759+1i2bBm33XYbmUyG3/zmN3i9Xg4cOIDP5wPgvvvu48CBA/z85z+nvLycY8eOnbHoe0dHB+9973u54YYb+N73vsehQ4e4+eabcblcBULw6aef5o477uDVV1/lD3/4AzfccANvfvObueaaa8Z95j//8z/zn//5n/z7v/87jY2NVrmp0Xzuc5/jK1/5Cl/5yle4++67+fM//3MWL17MPffcQ2NjIzfddBOf/OQnC0T3WNLpdMFij0gkMvk/4nnws5/9jN7eXmBU1RJvPlHr6KTMczfjfv6ooPxEeMEExcd1113H1q1befbZZ9m+fXvRdVbzFeUFcb2fL+r71SJTK1PAhhHqVG5cRzr6SH5Vs6pTLJ9wPmZUMNqzZw/RaLSoYv6LyuwbNmzgH/7hHwC45557+OIXv0h5eTk333wzAPfffz/f/OY32bt3L1dccYX1vgceeMASU08//TT19fX85Cc/4UMf+hBgpD/5xje+wYYNGwA4fvw4//Zv/0Z7ezu1tbUAfPrTn+YXv/gF3/3ud/nHf/xH2trauP7661m3bh0Aixcvtr6vra2NTZs2cckllwDQ3Nx8xt/0jW98g4aGBr7+9a8jSRIrV66ks7OTu+++m/vvv9+a9l6/fj0PPPAAAMuWLePrX/86v/rVryYUiW1tbSxbtoy3vOUtSJJEU1PTuH1uvPFG6/fffffdXHnlldx33328+93vBuBv//ZvufHGG8/8jwE88sgjPPTQQ2fdZyYxOyVti4a+SBfxgwLBBWTr1q00NjaydetWnn/++bk+HIFg4SFjODr8edFIfquD8sPiHEwUlUhcv3699VhRFMrKyiyRBlBVVQVgeZtMrrzySutxKBRixYoVHDx40HrO4XAUfHZLSwu6rrN8+fKCz0mn05SVlQHwqU99iltvvZUXXniBq6++muuvv976jFtvvZXrr7+elpYW3vWud/G+972PN73pTRP+poMHD3LllVcWZG1/85vfTCwWo729ncbGxnG/HYwknmN/p8kNN9zANddcw4oVK7j22mv54z/+Y971rncV7DP680y7jbVlKpUiEomccdRyzz33cMcdd1h/RyIRGhoaJtx3RokCQxiexOLNKDA9lPyoWDB94sI7Mxs8++yzlidRkiThSZwh1HeJmMTzZiFf7qZ3sUgpKpE4tqi7JEkFz5lCa2xqk4kYLcrcbnfB35qmoSgKO3fuRFEKzz5zSvnjH/847373u/npT3/KCy+8wCOPPMKXv/xltm3bxnve8x5OnTrFT3/6U375y1/yzne+k9tuu41/+qd/Gnccuq6PK+tj3nxHPz/Rbz/T79y8eTMnT57k5z//Ob/85S/50Ic+xNVXX80Pf/jDCT/P/J5ztaXT6bygq6nNHFPyERmOGM/p9nxt0PxUszXlPF9XKpuVIgTTR9hvVti+fTvPP/+8EIgzjQ1xzgqMKkKj68Dnp5tJjE/aXUwsiFP3lVdesTxyg4ODHDlyhJUrV55x/02bNqGqKr29vbz1rW89434NDQ3ccsst3HLLLdxzzz088cQTbNu2DYCKigpuuOEGbrjhBt761rdy5513TigSV69ezY9+9KMCsfjf//3f+P1+6urqpv2bS0pK2Lp1K1u3buWDH/wg1157LQMDA4RCoWl/5lxz00034fV6rVXNAwMDSFkJBkEaHCO0FR1KQQ8YNZTN7YIecQoM3PkVo4KZJV/rGw+i2tBMImx58ZHB6rekQQkG8nXdz4DT6aS2tpa3vOUtlqOqWFgQIvHhhx+mrKyMqqoqPvvZz1JeXn7WpNPLly/nIx/5CH/1V3/Fl7/8ZTZt2kR/fz+//vWvWbduHe9973u5/fbbec973sPy5csZHBzk17/+NatWrQKM2MgtW7awZs0a0uk027dvt14byyc+8Qm++tWvsm3bNj75yU9y+PBhHnjgAe64445pjxgee+wxampq2LhxI7Is8x//8R9UV1cTCASm9XnFwooVK7j//vutv5PJJF1dXZw+fdpKgdPW1kZrayupVMq48AZGLjxdzgvGkA5lGKlwxDTPwkNG/LvOBsKmAsG5o2MsPBmV/mZsdRaT8vJympubWbx4sZUCp76+nrKysnEzjsXCghCJX/ziF/nbv/1bjh49yoYNG/jP//zPScvjfPe73+Xzn/88f//3f09HRwdlZWVceeWVvPe97wWMfIq33XYb7e3tlJSUcO211/LYY48BxrToPffcQ2trK263m7e+9a0888wzE35PXV0dP/vZz7jzzjvZsGEDoVCIj33sY9YCneng8/n4X//rf3H06FEUReHSSy/lZz/7WdG5qc8Xt9vN4sWLCxYNgfFv09nZaSXUPnr0KIcOHWJ4eHhEOB4z9tXdupFIWyTUFggEAsH5YorCXsko29c3vvoKGH3/ihUrCpJpF9Oq5akyr8vyvfTSS7zjHe9gcHBw3nvR5gPFUHHlTOi6Tmdnp1WWb//+/Rw+fHh8aT6zXnMFxtaHEI0CgUAgODOpMSX5kuNL8q1cuZJ169axbt061qxZQ2lp6Rwd7MSIiiuCixpJkqys9VdffTVgTFcfOHCAPXv2sHfvXt544w0y6QzSaQnyaSV1d140VuZFY7Em4RYIBALBhUEFwiB1S0g9EtJQoSi0O+ysXbOWTZs2sXnzZlauXDnp7OV8RYhEwYLF7XazZcsWtmzZAhiVag4cOMCuXbvYtWsX+/fvJ5vMIp2S4JTxHt2Xn542RaNrDn+AQCAQCGYfcwo5LwrpBUktFIbLli3j0ksv5dJLL2Xt2rUXNPPHXDKvp5sFF5Zinm6eDul0mn379tHS0sLOnTsnnp7260bG/Ip85nwP8396WgfSGCkZzLJXWUAFyfxx+buCrugjKTxsgB2j4o1YRT4xOsbKRrOlQcpJRi600U3CWIAjA0rezg4M+zry7WIZwqsU2iyTt5nKmW1m2s2Rt5uTEZvN9+vzQmL2/hejzTIYYtD0Fo5ZfRwKhSxReOmllxIMBufmOGeI6fbfQiQKpsxCE4ljicVi7N27l5aWFnbt2sWxY8fG5YvTXfmV0yEdPahDkOJK+J3DSGOSyKdcSABJjBiaFEZLjxKD00R35L2sLtA9+VXkPtC9+TjPhTrINgV2FGMFY5zxttZnpsfVbbqRPsVlhEXgATx5e3swbF7sQlJj5HyMSyOPzfMxCVJm5hSKbtOtFD7mean78+ekj+K31/kw+tqPS0ZKo1TevmlGBoYalgA3z1Vd0kfEt42CAYvuzF/rnvx56DYeF9V9bypkMFYf90rGYpMxU8g2m41169Zx2WWXcdlll7FkyZIFtRhUiETBrLPQReJYIpEIe/bsYd++fezbt49Dhw6hquPz8+nefM5G/6ga0z6Mm+xMjtB1jJv8WBFodgpxJlxlNxGSJOHxePB4PLjdbjweD06nc9xNMZPJkEwmrRaLxcjlcpMfqqOw3rZeYtgIF/PDa6FjdLJjk99GMXJ3ToLH46GkpITS0lK8Xi92u91qiqKgaRrZbJZsNksulyOZTBKNRolGo0QikQnPswkP05EX6J78eegdJSjdGGJ9Nu1tno/Jic9HklMbkMiyjN/vp6SkhJKSEtxuNw6Ho8Bups1yuZxls0gkYrXRdebPhO4pPB/1EuM8xT7pW4sDszqHOUgZvZ3itT9TWIUOvCMiXPflH8/1da5jXLMDkhFbOCAZ1/EYmpubLU/hhg0bcLsXblJLIRIFs87FJhLHkkqlOHjwIAcPHuTw4cMcPnyYzs7OM+6vK/lRtzvfcdsxmjlta+oxfdRWxeh481PBUmaUBzAFkjY1gVJVVWW1yspKKioqCIVChEIhgsEgpaWl2Gzn7lbRdZ1IJMLAwADhcJhwOEx3dzednZ10dHTQ1dVFX1/fmd9vz4vH0vw2L6xxMzediikGo6PEoLnNTXxAkiRRVVVFY2MjdXV1VFdXU1lZadk6GAyOq6B0Toek6yQSCQYGBujr66O/v5/+/n76+vro7u6mp6eH7u5uYrHY5J8l64ZQdGJ4JJ36yLSs2RRGzsXRdlEZCUfITwlL6VFeqdSZbTQah8NBdXU1VVVVlq0qKiooLy+3ms/nO2+vTTKZpL+/n56eHnp6eujt7aWzs9PKs3o2e+meUYMac8DnZ+68ZVkKBCDRkQodZ7sHeDweqqurLTuHQiFKS0sJBAIEAgFrMOhwOCwRPpH4Ngcr0WiUoaEhwuEwvb299PX10dvba6QbOwu6bfzsgu4dNXiZqbAAFeP6jeXtM5zfnuH6bWxsZOPGjWzatImNGzdaZXgvBoRIFMw6F7tInIhIJMLRo0dpbW3l1KlTVhsYGJi17ywtLS0QgWbnW1NTQ01NDT6fb04TsyaTSSv5udlaW1tp72hHUycuA6kr+U7Zm/dGePOdiukNm65HzPS+5quJWN6uWL4Djo0PUDdRFIX6+nor8e2iRYssYVgMQeuxWIyenh66urro7u62mtmRDwwMXJDyej6fzxJ+VVVV1NTUWOdjVVUVoVBozhMF67rO8PAwp0+fprW1lZMnT1rbcDh85vc58p5H3yiPrTnd72R6swVm3KoZ+pHIe13jeQ9sDKTU2atzNDY20tjYSENDA/X19dZ5eaGu/WQySWdnp9U6Ojpob2+nvb2d3t7eSUvnWgNoF8aUtn3UIFpmxKYShr3MuOlsXvyZ1/NZvKdut5uVK1eyatUq1qxZw6pVqygvLz/v3z5fESJRMOsIkTh10um05f0xvUHxeJxEIkEikSCZTJJOp5Fl2bqpS5KE2+3G6/Xi9Xpxu934/X5CoRBlZWWWF7AYBMp0yGQynD59mhMnThSI6vb29kmnV3VJH1mcoDDiATMX0GgYnYkZbzV6EcQkMYKKolBXV0dTUxOLFi2yWkNDw3l5BOeaXC5Hf38/AwMDDA8PMzQ0ZLVUKkUymbS2E9nf7XbjdrtxuVy4XC78fr/lkQoEAgSDQcrLy/F45nfeqEgkMk44nj59+qwecRMdfWSh0WiBY25NgaMyMkswhXMSIBgMWmKwsbGRpqYmmpqaqKqqKupYuUwmQ1dXFx0dHQVC0pxlmIoH/FxwOp1UVVVZ1+3oaibTmS1ZqAiRKJh1hEgUzAa5XI6Ojg6rUzGnrc363ZNNbU2FkpISazrY9LyanpiamhrRmQjGkUgkaG9v5/Tp03R0dNDb22tNY/f09JBIJM7r80tKSggGg1RUVFizAGZraGjA7/fP0C8pLsywAHMAE4/HicfjxGIxotEoqqqi6zqapqHruhU/7fV6rTjqUChkXc+lpaVz7qmeDwiRKJh1hEgUzAW5XM6Ki4rFYqTTaVKplLWVZRlFUazmdDopLS0tWAgxX72vguIlk8lYsXuRSIR4PI6qqqiqasX32e12HA4HLpcLp9OJ2+0mGAwSCATEwERwQREVVwQCwYLEZrNZCxwEgmLB4XBQVlZ2US1+EFx8FG9gg0AgEAgEAoFgzhAiUSAQCAQCgUAwDiESBQKBQCAQCATjECJRIBAIBAKBQDAOsXBFIJhlcrkcg4ODxGIxK1eiWd7OzJMoSRKyLOPz+Qqa3+9HUZTJv2QBo+s68XicwcFBEokE6XTaWtmczWYnXN3s9/st+7ndbpEiQyAQCKaBEIkCwQxg5vo7ceIEJ06csPKqdXd309/fP2kFgjOhKAqhUMiqaFFRUUFtbS21tbXU19dTXV09rxM+A0SjUdrb2+nq6rJKqpmVQ8zkz9lsdtqfb7PZKCsro7y8nMrKSsrLy6mqqqKuro66ujpqamoWXIocVVXp7++3zr/BwUEGBwcJh8MMDQ1ZtbjNxO5jk2nLsozL5bLy0pm1qM3SjmZydzNX3cWQziWRSNDf3084HKa/v99Ke2Pm+DPtqGkamqahqio2m81Kf2MmJS8tLbXS4ASDQcrKyggEAmIgIyhKRJ5EwZQReRINdF2nvb2dN954g/3793Po0CFaW1vJZDJnfI+MUYFqVBldFIyCDOYFqGKVxDUrdk2KLMtWHeGGhgZr29DQQEVFRdF0PKMTE4/ednR0TDlZtgPDbvZRbbQNRxdbMW149jouBpIkUV5ebtlvdMmzYq5ukUgkrCTkpi07Ozvp7u6mt7d30io2M4WiKAUJoevr661ycfX19fNGgKdSqYKk7mZCd7NedjKZnLXvNquGmIne6+rqqK+vtwYyLpdr1r77QpHJZBgYGChow8PDBZWoEolEwYDQTKbtdrsLBiyBQIDy8nKrBnhZWdlFMVA5H0QybcGsc7GKRF3XOXnyJC0tLbS0tLBv374JhY0dqMq3cqAUCOSbF5DPscirik4CGAYi+TYEDAJhYACjyteZcLlc1NXV0dDQQG1trVVLt7q6mqqqKtxu9zkdz9lIp9OEw2H6+vro6ekpqJzS0dFx1vq4AD4gRKHNSvPPe/PNfo7209Gtss2RUW0Yw44D+XY2Me5wOCwbNjY2WnasqamZdQ+apmkMDAxYQsW0qdkmqw+uACUYdvRilcbGy8hgxawoNzagQWOksmE63/Ilr4mO2g4xuRCvqKiwRGNDQwN1dXWWHWfyHJwMXdeJxWLj7Gi2/v7+ST/DiWFHP0b5ZnPgZ27HVuXTsCrxWdv4BG0yTBs2NjYW1GoupmpBiUSiQFib4tqsUjOb9ewVRaGmpsYqX9jY2MiiRYtYsmTJvBmkzDZCJApmnYtJJPb39/Paa6/x2muv0dLSMu4GZwNqgYZ8q8EQNucqBM8HHZ0Y0I8hGvtHtUGMDupseDwea9orEAhYlUlGN13XrSoSqqpaVSbMElrRaJRwODwlb6AXKMMQ0KH847L8Y+cFtNto9LwQH2u/fgwBeTYBZHrQzOlXcwrWrL1tej0cDkeBR1fXdTKZjDXVa8aohsNhBgcHLS9Lb2/vpNPsHkZsaLYgxrnoZ/bPRy1/Dg7m2wCGLc2WmuT9wWCQmpoaKioqrJAAc/rV5/NZtvT5fNhsNmRZtpqmaQXxqalUalyN6nA4bAmVqZTSc2HYMzimBTDsORvnaQ6dYUYGL6MHgZPZUFEUKisrLeFdWVlplZ6srKwkGAyed0yuruskk0nC4bDVzFAGM6Smp6eHSCQy6WcpGAM/s3kxbO5gZOBiDljMI9YZGayYW3OQYg78znSvU2SZ5kWLWLFiBStWrGDNmjUsXry4aIT1hUSIRMGss5BFYjabZd++fbz66qvs2LGD48ePF7xuB5qARUAzhkC0zZGwmQoqOkOMiJ9BjA7IbJN13tPBhuG5KqFQsJiC0F3E9poINd95m6IxzIgQGmJqU9nni4xhT1OomLY0t64ituloAT66DWDYcfYmb8+O6bU2z83RAxZPkdlzrA3HDgSnEqlrt9spKSmhtLQUn8+Hw+HA4XDgdDpxOBzWQDCXy1kDwVgsZi20M0thTgUPIzMB5jlbOqp5AGmGbayNGiz3jdp2YXi/x+J2u1m9ejXr1q1j3bp1rF279oJ6tOcKIRIFs85CE4m9vb28+uqrvPLKK7z++usFMUcSUAcsBZYA9RS3KDxXUujEMUbk5pRXEshhdDzZ/GNz6sxsCsbI3z1q68MQMm5mvgMoVjR0y5Mxevo1hiHAR0/T5sa8V8cYdIye7nVh2NGcEvYx4r1SFqhNk+iWBzI6psUZictNMblX3IxRdTMypT7ajqOFimOB2FPPn4Omx3EILI+kGaIy/eVe43EwMtXuZ3xoSIDiGrTo6ESADqAzvz3N+PASRVFYuXIlmzZtYuPGjaxduxaPx3OhD3fWESJRMOvMd5GYyWQKvIUnTpwoeN2LIQqXYwhDbxHd8ASCixUdnRyGUNQoXOzlwPBgXyyDk3Mlk/dEmi2FMWgZ3cYOBG0Yg5bR8ZZGHOv8t7GGTi/QBpzKt7GBMoqisGrVKjZt2sTmzZtZs2bNglg4JESiYNaZbyJR13VOnDjBzp072blzJ7t27SKVGplolTA8hMswhGENFzamUCAQCARzh54PyzkJtOa3Q2P2sdlsrF69mg0bNliexvk4PS1EomDWKXaRqOs6p06dYu/evezevZudO3cyODhYsI8PQxQuzbdii0ESCAQCwdwxiM5J4ASGaBy7HEdRFFasWMHatWutuMZQKHThD/QcESJxgdHa2sqiRYvYtWsXGzdu5KWXXuId73gHg4ODBAKBOTmmYhOJiUSCI0eOcPDgQfbt2zdhahpzwcmSfKtGTE0JBAKBYHL0fNzsSUa8jRPlcairq2PVqlWsXLmSVatWsXz58qJLvTPd/vuiWQfe29vLfffdx89//nN6enoIBoNs2LCBBx98kCuvvHKuD29S3vSmN9HV1UVpaelcH8qcMDQ0xMmTJzlx4gRHjx7l4MGDnDp1alwlExtGSpomYHH+8UJacCIwVh1PnmxDICgOSli4i48WOhKStQJ+CyPT06cYiWvsAyvX5i9/+UvASL3T2NTEkiVLWLp0KUuXLmXx4sWUlZUVTYGDqXLRiMTrr7+ebDbL008/zeLFi+np6eFXv/rVtBN8mmkDxuZbymQyOByOmTjkAhwOB9XV1TP+ucWEqqpW9YjR7cSJE2f8dyrBWIXciCEMaxCicKETAb4y1wchEEyROzDSwQjmPxKSlTtzY/65JDodQDtY25imcfLkSU6ePGkJRzBy046u6lRXV0d1dTU1NTUEg8GiFJAXhUgcGhrid7/7HS+99BJvf/vbAWhqauKyyy4Dxk/tmu8JBoO8+OKLXHXVVdZ07y9+8Qs++9nPsnfvXv7rv/6Lhx56iLVr1+JwOPje977HmjVrePnllzlw4ACf/vSn+c1vfoPX6+Vd73oXjz32GOXl5QD84he/4POf/zxvvPEGiqJw5ZVX8vjjj7NkyZIJf8PY6eZTp07xyU9+kt/97ndkMhmam5v50pe+xHvf+96CY/3MZz7DoUOHuPLKK3nmmWfYuXMnd9xxBx0dHfzRH/0R3/72t4tmuf+dd97J66+/fsbXg4xUNKnDWHTin2eC0KwCIpg+wn6C+YRRaUVEdZ0Pdoo3TMiNZMW4w0jqne4xLYwRInXo0CEOHTo07nMcDgcrV67kkUcewe/3X6Cjn5yLQiT6fD58Ph/PPfccV1xxxXnFCtx111380z/9E4sXL7ZiA59++mluvfVWfv/736PrOl1dXbz97W/n5ptv5itf+QrJZJK7776bD33oQ/z6178GIB6Pc8cdd7Bu3Tri8Tj3338/73//+9m9e/eUasXedtttZDIZS4QeOHAAn89XsM+DDz7I17/+dTweDx/60If40Ic+hNPp5P/+3/9LLBbj/e9/P1/72te4++67J/wOs5qByVQy6p8P+/fvB6ASqGAkaXBlvi2EFAxZ4HNzfRACwQRcd911bN26lWeffZbt27cjwtVnhq/N9QEsAO7DSHc0H5CQrJycK0Y9n0NngJGE36OLHEQwZiH37t3L/v37ueKKKy7wUZ+Zi0Ik2mw2nnrqKW6++Wb+5V/+hc2bN/P2t7+dD3/4w6xfv/6cPuvhhx/mmmuuKXhu6dKlPProo9bf999/P5s3b+Yf//Efree+853v0NDQwJEjR1i+fDnXX399wWd8+9vfprKykgMHDrB27dpJj6OtrY3rr7+edevWAbB48eJx+3z+85/nzW9+MwAf+9jHuOeeezh+/Li17wc/+EFefPHFM4rERx55hIceemjSY5lp/gIILgBBKBDMJ7Zu3UpjYyNbt27l+eefn+vDEQgWFDYky+Exlhw6/4rhcSy2wdlFIRLBiEn8oz/6I37729/yhz/8gV/84hc8+uijPPnkk1x11VVT/pxLLrlk0ud27tzJiy++OM6zB3D8+HGWL1/O8ePHue+++3jllVfo7++3FmC0tbVNSSR+6lOf4tZbb+WFF17g6quv5vrrrx8neEf/XVVVhcfjKRCTVVVV7Nix44zfcc8993DHHXdYf0ciERoaGiY9tvMlApSiL8ichXaMUbFg+gwhvDOzwbPPPmt5EiVJKrrOar6yDaMaiWD62Of6AGYBs+TiEHNbpnIyLhqRCOByubjmmmu45ppruP/++/n4xz/OAw88wG9/+1ugUMFnsxNHPnm93kmf0zSN6667jv/1v/7XuH1ramoAY2qnoaGBJ554gtraWjRNY+3atWQymSn9lo9//OO8+93v5qc//SkvvPACjzzyCF/+8pfZtm2btY/dPnJpSZJU8Lf53NjVwaNxOp0XdBm/Oc3+JEb5tyC6Nd1sxiJWML8XpkhI82bapFixi/iuWWH79u08//zzQiDOMHYWTilAwbmjohMGehmpK23W4Z6oInaxJeq+qETiWFavXs1zzz1HRUUFAF1dXWzatAmA3bt3T/tzN2/ezI9+9COam5vHrX4GCIfDHDx4kH/913/lrW99KwC/+93vzvl7GhoauOWWW7jlllu45557eOKJJwpE4nzjox/9KD/72c/o7Owkk8lYcRtHRu0jA+Xo1IHVqpnfwlFwbpRgrBgVzCxR3UjvEdB1iidsfv4z9xllBReKLDpdGLWiuzCmj3sZX799NGVlZdTU1FBdXW0l6S4mLgqRGA6H+dM//VNuuukm1q9fj9/v5/XXX+fRRx/lT/7kT3C73VxxxRV88YtfpLm5mf7+fv7hH/5h2t9322238cQTT/Bnf/Zn3HnnnZSXl3Ps2DGeeeYZnnjiCYLBIGVlZXzrW9+ipqaGtrY2PvOZz5zTd9x+++285z3vYfny5QwODvLrX/+aVatWTfuYi4EPf/jDfPjDH0ZVVfr7+2lvb+f06dOcOHHCypEYjUbpxbjwduXfpwC16DQxkgpHVFJZuCj5NBSCmSWIcf0IBILJ0fMLUU5hpL1pB3ow6ouPxe12s2jRooL0N42NjdTU1BRd0u2xXBQi0efzcfnll/PYY49x/PhxstksDQ0N3Hzzzdx7772AsbDkpptu4pJLLmHFihU8+uijvOtd75rW99XW1vL73/+eu+++m3e/+92k02mampq49tprkWUZSZJ45pln+NSnPsXatWtZsWIF//zP/3xOsZGqqnLbbbfR3t5OSUkJ1157LY899ti0jrfYUBSFqqoqqqqq2LJli/W8ruv09/dz9OhRDh06xMGDBzl06BDDw8OcBk6P+oxKdBZjJNReBLiEaBQIBALBNFHR6caoumIm045PsF8wGLSqrixevJilS5dSW1s7pawlxYgoyyeYMsVWlg+wUg7t27ePvXv3smfPHtra2gr2kTGmpZdg1G2uQ1RAEAgEAsGZUfNTx60YJflOMT6G0G63s3LlStauXcuqVatYtWoVlZWVRZkUW9RuFsw6xSgSJ2JwcJA9e/bw+uuvs3PnTjo6OgpedzEiGJcBJUIwCgQCwUWNlvcUjq7TPFYUer1e1q9fz4YNG1i3bl1R1mg+E0IkCmad+SISx9Ld3c3OnTvZsWMHr7/+OtFotOD1amB5vtUjvIwCgUCw0Bk9fWx6ClNj9vH5fGzYsIFNmzaxYcMGli5diqIoF/pQZwQhEgWzznwViaPJ5XIcOnSIHTt28Oqrr3Lo0KGCdB+jvYxLgVIhGAXTIIdOGsMTMdHKRiMtitFsFG/Jsbkgg04co8NOj9qqgD6qSRh2HN3cgC+/XYh5VqdCCp1hjHyzcSAxqqUwzsfRTcIIyTGbDeM+6AKcGLb0YtjVn29u5t85m0bnNEYsYRtGDPvYhHMej8cShZs2bZrXonAsQiQKZp2FIBLHMjQ0xI4dO3jllVfYsWPHuNKDFRiicSEsgMnla4oO5VsMoxMxWwqjbKDZJupAFIwOwuxEzE65ZFQrxahnuhDJoFultAaBYSCKYUtzawqaqSJj2NKL0QGb21KMJMwBjJXHLuZfxzwWLX8ODmDYz2zRUW2i3HHnisTIuRkAq0xaAMOWIQw7z0d7qhipigYw8u2Z2yGM83Em7DcZNoxrPcCIfYP5Fsi/NpciPZX3EnaOav0wLsOq1+tlw4YNljBcunTphGnrFgJCJApmnYUoEkejqiqHDx/m1VdfZceOHRw8eLAg2biEseilGWjASBfiK7JOJptP3Dq2mR3xhbrYXRgdsdkhlwHl+W2xd85qPrVFPyNJb83HsXP8LJfLNWHMUjqdJpUaO7l1dpyM1DMPjXpchiGGisWmGjpRxp+DpqCZioB2OBx4vV68Xi8+nw+Px4PdbkeWZatpmmbVl0+lUiSTSaLRKMPDw1M6TgcjtjTtaNrUz9yKnNE2HHsuDjBxmpXR+P1+KioqCIVClJaWUlJSQmlpKT6fD6fTicPhsJqu66iqSi6XQ1VV0uk08XiceDxOLBYjGo0yNDREOBwmHA6PG0hPhMyIKB8t0P0Y56oP4z4w3fy2Wt7bHMm3YUYSVffnn5uI6upq1q1bx9q1a1m3bh2LFi1aMJ7CyRAiUTDrLHSROJZIJEJLSws7d+5k586dtLe3j9sniCEYq/OtCuNGOJsdtpqfThrdgZhtmLMLQYfDQXV1NVVVVZSVlREMBgkEAgQCAfx+vyVqzI4EDPFstnQ6TSwWszqPaDRKOBymr6+P/v5++vr6Ju2kXRQKHLMFuXACUsvbcIART4xpw0HO3gl7vV5qa2upqamx7Gi2YDCIz+fD6/XidrvP2gGpqkoqlSKRSBCNRhkcHGRgYICBgQHC4TC9vb10d3fT3d3NwMDAWX+PgxFBbnpzAvnHJczs9KCOThJj0DFEoUfQtOfE9aoMbDYb1dXV1NTUUFtbS3V1NRUVFZSXl1NeXk5ZWRkej2faK0RzuRyRSIShoSH6+/vp7e21bNnT00NnZye9vb1nrSpjY2LvmH9Um65nV0cnhTH9GwPLuz9MoT3PZkOHw0FdXR319fXU1tZSX19PTU0NlZWVVFZW4vF4zvm4pkomk7Hs2tPTY9m1u7ubrq4uenp6yOXOlj56BHNGwoExCHJizFYAlmV1jGlhM3wjgzHzMZlQLi8vZ/ny5axYsYIVK1awfPlyysvLz+m3LiSESBTMOhebSBxLT08PLS0tvPHGG7zxxhu0trZO2NG4MURPgMKRtBvjJmjG+iiMxFeBcdNLjWpJjJuhGV9kjpiHOPsN0ufzUV9fT0NDg7U1RU0gEJj19AzJZJKuri46OjqsrZkYvaenZ0qdcyDfvGOai5H4M1u+6Rj20PKPzTg204ZJRuw32o5n82i53W7q6+tpbGwssGNdXR1+v/+Cp7hIpVKWLc3W3t5OR0cHPT09Zy2vCYZnZ7QHx+yUzbjIsVJWw+iMR3fOpjCMMbk3UFEUqqurqa+vH3cuVlZWzrn3JpPJ0N3dbdmxs7OT9vZ22tvb6e7uRlUn93fKjAgb85qWGQnRkDDsmMWwo7lNMDVv6kQ2NM/HioqKos27p6oq4XDYEo89PT2WSDcHQYODg1Oy8dmQJIlQKERFRQUVFRU0NDTQ1NRkJar2+0XdoNEIkSiYdS52kTiWWCzGgQMHOHjwICdOnODEiRO0nz6NOkmHPROYngSzmZ1HY2MjwWCwKPN0gTHNOrpDHt36+/svaM1gu91uebPq6uqsTsbshIvVhmPJZrN0d3dbYsf0Pvb09NDV1TXl6ddzxe/3U11dbXkFTVuaXq35GtuVy+Xo7e2lq6uLrq4uy5bhcJj+/n7C4fC4DAnTwe12W9W3qqqqLA9/dXU1dXV1VFdXz1sbToamaZa3N5FIFDTTC6nrOrquI0kSbrfb8s57PB5KS0spKytbsPaZDYRIFMw6QiROTjqd5tSpU9aUltnB9PX1WXE+iUTijPFoHo8Hn89ntdLSUmsKyZySq6uro6ysrGg9CdMlm81aNjOnCIeGhhgcHLS2yWSSVCplxaKN9qDZbDZkWcbtduPz+fD7/dbWnMqsrKykvLycqqoqKioq5tyjdSHIZrMMDg5a09lmx5xMJkkmkyQSiXFeHbNj9ng8VvP7/QXT6mY4wsVIOp0mGo0Si8UKrmtVVdE0zWqKouByuawwDpfLZYV3zJf8eoKFgRCJgllHiMSZwwwSlyTJamZAvmBqmAH3wm4CgUBwdqbbfwtfrUAwB9hsNjFVcp5IkiRsKBAIBLOIGH4LBAKBQCAQCMYhRKJAIBAIBAKBYBxCJAoEAoFAIBAIxiFEokAgEAgEAoFgHCLqWyAQFCWaplmVSMxmpg8yWyaTQZIkFEWxVjmbKXDMkm5mCpxgMHhRL3TRNI3h4WGGhoas1DdmGpzRKXDMlfZmbjqv12vlppuLROICgWDuuHjvmALBLJNOp618f+Fw2MqnZraxVTJGd8xmbrpAIEAoFCIUChEMBrHb7XP0a2aHSCRCW1sb7e3tBcmLu7u76evrO++qDKORZZlgMEhFRQWVlZXU1dVRW1trtaqqqnktIqPRqFXlxiyR1t3dbdXcHR4ePm97OhwOQqGQlXfSTKBtJiSvrKyc1zYUXBgymQzhcJiBgQGrzGcikSAWi5HJZICRZNpAwX3R6/VSUlJCZWUloVBIpL+aZUSeRMGUEXkSx6PrOj09PZw8edJqp06doru7m6GhoRn/vtLSUqsqw+hqF2bZPZfLNePfeb7kcjk6Ojpoa2vj1KlTtLW1cfr0adrb26dUDcSuOHHZvThtHuyKE5tiR5Ft2GQ7smQUN9R1HT2/zWlZsmqarJoim0uTzqVI5eLo+tkr4dhsNmpra2loaCho9fX1lJWVFYUHLRaLWeX4xlasmWplFYfisuxokx3YFMOOulkgUtfR0MipWXJqhqyaIaumyWmZST/bZrNZFYDM6jVNTU00NTXh9XrP56dfcHRdZ3h42KpLbpaTM1s0GrU8sqZX1kyires6mqYhyzIOh8Oqh+5yuawk+SUlJZSWlhIIBCzRXVFRsSA83olEgo6ODjo7O63BX2dnJ319fdaAZSaw2WxWkvyGhgYWLVpEc3MzixYtory8vCiu2WJBJNMWzDpCJMLQ0JBViu/AgQMcOnTorCW6bLIdj6MEl92L3ebErpjNgSQVjoB1Xct3yllyapqsliGdTZDKxknlEpOKHIBQKGSVSKupqbFEpFlpxOPxnLcNxqLrOrFYjN7eXnp6eqyye6aQmawWrtvux+8K4nUG8DpL8DpL8TpK8Tj8OO1eFPn8q6Louk4qFyeViZPIRElkIsTSQ8RSQ8TTQ8TTw6h67szHmK/lPNqmpl1DoRClpaXnXb1F13UikYjl+RvtDTTrNk828HDZvXgdpYYNnaV4HCV4HH5cdm9eaLuRp2lPVcuRysZJZmKksjESmRjx9BCx9HB+O4Smn/nfuby83BKOo2s5z1X5uXQ6TV9fn1Vf2KyOZFb86evrs7xaFxJZlikvLy8YCJrnXHV1NZWVlUUxo5BIJKzrfOygZWBgYNL3y5KCy+7FYXNhVxzGwEV2oMh2RrSdBOjGgEUbGbCks0lS2djIwGYC/H4/K1euZNWqVda2rKxsRn77fESIRMGsczGKxL6+Pnbv3s3u3bvZs2cPbW1t4/aRJRm/K0SJu5wSdxmlrnJ8rgAeRwl2xTkjo1ld18nkkiSzMeLpCIlMhHh62NrG0kNk1fSkn+PxeCgvL6esrIySkhL8fr/VXC6XleRbURQURSGXy5HJZKyWTCYZGhpieHjYim/r7e0lmUye9Xttsh2/qwy/K0iJ29j6XSF8zgA2Ze7Lu+m6TiITJZoayLdBYulBoqkBEunIWTsjMDp2MzTArDFrNofDYU2dmS2VSpFIJKxybpFIhIGBAbLZ7KTH6rJ58LmCRnMG8buC+FwBfM4g9jm05YgNw0RTg0RSYaLJASKpMKls/IzvUxSFyspKqqqqqKqqskpQlpaWFjS3243T6URRlAmvKU3TLJuaU5imXc0WDofp6+ujt7eXwcHBKf0ul82DOy+0nXYPTpsHl92DQ3FhUxzYFYflkZUkGQkpvwUdHVXLWS2nZcnkUmRySdK5FJlcglQ2QTIbs8T3ZOeaJEmW92x0q6ioIBAIEAwGCQaD+Hy+aU3F6rpOMpks8JqaA0BTRHd3d09qP6fNnR/4jQxavI4S3HYfLocPh+I6r3ujpmukMjFr0BdJhYkkwwwn+4mlBie0Y01NDRs3bmTDhg1s3LiRmpqai8bbeEFF4ve//33+5V/+hZMnT/KHP/yBpqYmvvrVr7Jo0SL+5E/+5Fw/TjBPuBhE4vDwMLt27eL1119n586ddHR0jNunxFVGyFtNyFdDyFtDqbtiRrxd50smlyKW94rF08PEM8Mk0qaYjE5puvB8cNrcec9VCT5XXrzkRYzL7p23N2NVU/OeskHi6Uje8xghnhkmmYmRziVm9PsciguX3YvHWVLgFfQ5A/hcAezK/Kv5m8mliabCRFIDRJMDeQFuCHFVO7MHdyLMKVxFUVBV1WpjY3yngiLb8Tj8eB0leJzGuWs+djv8uO0+FPnCeTk1XSOdTViDv3gmYlzD5rWcGZ6yvRRFGTdgcTrHD1ozmQypVMpaxBSPx6fsQXXaPNZ5OTJgCeJzBnDY5i70RdVyDCf7GYh3MxDvYiDeTSTZP26/iooKNm/ezJYtW9iyZQsVFRVzcLQXhgsmEr/5zW9y//33c/vtt/OFL3yBN954g8WLF/PUU0/x9NNP8+KLL57zwQvmBwtRJKbTafbt28drr73Gzp07OXr0KKMvCQmJgKeKCn89Ff4Gyv11OG3uOTzi6ZNVM6TyHotkNkYmlyKrpg3PhppCVbNouoama+i6ioaGItmQJQVFtiHLCjbZjtPmwWl347S5cdjceBx+3HY/NmXup8DmArNjN8MCcmqGnJa1tqqWw+iWpfx/EopsH5liUxw48nGXLrv3goqSuUbXdZLZGIm8dzyRiRDPREhlYnlPW5J0Lkkml5zUw2YiS4oV1uGwufJ29Vj2ddv9eJx+PI6S8/ZmXWh0XSedS1gDv0QmStLcZqOks0nSucSUZhUmwybbLc+p2+EzxHNeQBuDlwAO2/wZsGTVNP2xTvqip+mLnmYw3o02JoSnsbGRLVu2cMkll7Bp0yZ8Pt8cHe3Mc8FE4urVq/nHf/xH3ve+9+H3+9mzZw+LFy/mjTfe4KqrrqK/f7xaFywMFoJI1DSNo0eP0tLSwmuvvcbevXvHjZpL3OVUlTRRVdJEhb9+XnpuBIKFhK7raLpqTNvqOTRNRdM1ZEk2pnYlCRkZm+K4qET2mVC1HOlccoIBixHOMNLr69YiMCW/kMmuOHDa3EURBjKb5NQs4VgHPZE2eqOnGIz3FAxEZFlm1apVXHLJJWzZsoXVq1fjcMxfm0y3/z7nq+nkyZNs2rRp3PNOp5N4/MxxJwLBXKDrOm1tbezevZudO3fS0tJCJBIp2Mdt91FZ0kR1SROVJU24HQtn9CgQLAQkSUKRbEIAThFFtuFx+Of6MIoam2KnqrSZqtJmwAjX6Y220RM5Rc/wKWLpQfbv38/+/ft5+umncTqdrF+/ni1btrBp0yaWLVs271ehT4Vz/oWLFi1i9+7dNDU1FTz/85//nNWrV8/YgQkE00FVVVpbW9mzZ4/Vxq60s8kOKvwNhrewtIkSV3GkNxEIBALB3OCwuagPLqc+uByAeHrYEIyRU/RG2kinE7z22mu89tprgJHxYN26ddZCmOXLl+N0LrxZp3MWiXfeeSe33XYbqVQKXdfZsWMH//Zv/8YjjzzCk08+ORvHWPS89NJLvOMd72BwcJBAIDDXh3NRMTAwwOHDh60R38GDB0kkChcSKJKNkK+GypJGqkqaCHmqp50GRCAQCAQLH6+zlMUV61lcsd5IT5Xst6am+6LtJJNJduzYwY4dOwCw2+0sW7aM1atXs2bNGlatWrUgVk+fs0i88cYbyeVy3HXXXSQSCf78z/+curo6Hn/8cT784Q/PxjEWDf/93//NW9/6Vq655hp+8YtfzNjnXmiRedVVV7Fx40a++tWvzvp3zRS5XI7Ozk5aW1s5duwYR44c4ciRIxPGwNpkO2W+Wir8DVT4Gwh5q8U01QJC0zWSmTPnphQIigm3w48siaog8xlJkij1VFDqqWB59RYj0Xqyj97oafqj7fRF20lnExw4cIADBw7wwx/+EACfz8eyZctYtmwZy5cvp7m5mcbGxqIsenAmptVz3nzzzdx888309/ejaRqVlZUzfVxFyXe+8x22bdvGk08+SVtbG42NjRf0+zOZzLwOnJ0MTdPo6+uzEgebSZlbW1tpb28/Yw45vytIyFtLma+Wcl8tJe5ycVNewCQzUX6691tzfRgCwZT4o/V/jddZOteHIZhBJEki4Kkk4KlkeZUhGuPpYcLxTsKxTsKxLoaTfcRiMXbt2sWuXbsK3ltTU2Mllh9dHrSqqqro+vjzcq+Ul5fP1HEUPfF4nH//93/ntddeo7u7m6eeeor777+/YJ/f//733HvvvRw+fJgNGzbw5JNPsm7dOgBOnTrFJz/5SX73u9+RyWRobm7mS1/6EqtXr+Yd73gHAMFgEICPfvSjPPXUU1x11VWsXbsWh8PB9773PdasWcPLL7/MV77yFb773e9y4sQJQqEQ1113HY8++mjBcn3zWF577TWcTieXXXYZzzzzDH/3d3/Hyy+/zMsvv8zjjz8OGIuRmpubL4AVz0w0GuXGG2+kt7f3jPsosp0SV4hSTwVBT5V1kc5lAuFzRdd1a4WhYHrkVGE/wfzBLG8omD5GFZbinbaVJMnIFekK0FRmrM1QNZVIqp+heC+DiV6GEr1EUmEyuSSdnZ10dnbyhz/8oeBzHA4HDzzwAG9961vn4mdMyJRE4qZNm6b8D9TS0nJeB1SsPPvss6xYsYIVK1bwF3/xF2zbto377ruvwC533nknjz/+ONXV1dx77738z//5Pzly5Ah2u53bbruNTCbDb37zG7xeLwcOHMDn89HQ0MCPfvQjrr/+eg4fPkxJSQlu90gevqeffppbb72V3//+91b+PlmW+ed//meam5s5efIkn/jEJ7jrrrv4xje+AcDu3bt55zvfyU033cQ///M/Y7PZePHFF1FVlccff5wjR46wdu1aHn74YYAzJhBNp9Ok0yP5tsauCp5JTp48aQlEnzOIz2nk4fK5ApS4yihxl+FxlBT1jWIqqFqWH7c8PteHIRCM47rrrmPr1q08++yzbN++HVGMa2b4r/3fnetDmPd8YPPfzruUPIqsEPRUEfRUsWjU86lsgkgyTCTVb5UFjeVbJpOhpaVl/onE973vfbN8GMXPt7/9bf7iL/4CgGuvvZZYLMavfvUrrr76amufBx54gGuuuQYwxF19fT0/+clP+NCHPkRbWxvXX3+95VlcvHix9b5QKARAZWXluJjEpUuX8uijjxY8d/vtt1uPFy1axOc+9zluvfVWSyQ++uijXHLJJdbfAGvWrLEeOxwOPB4P1dXVZ/3NjzzyCA899NBZ95lp/K4g71n38Qv6nQKBALZu3UpjYyNbt27l+eefn+vDEQgWJEZidw+VJQ0Fz+9r/x0Hu/5whnfNHVMSiQ888MBsH0dRc/jwYXbs2MGPf/xjAGw2G1u3buU73/lOgUi88sorrcehUIgVK1Zw8OBBAD71qU9x66238sILL3D11Vdz/fXXs379+km/+5JLLhn33Isvvsg//uM/cuDAASKRCLlcjlQqRTwex+v1snv3bv70T//0fH8299xzD3fccYf1dyQSoaGh4SzvOH+yaobeSBteZ+mCDPhWZDsf2Py3c30Y85p4OiK8M7PAs88+a3kSJUkSnsQZ4t1rbsTrnJ/FB4oFRV6Y1ZxGV9CJpsJzfTgTcs4xiTfccAM33XQTb3vb22bjeIqSb3/72+RyOerq6qzndF3HbrdPWuTcnB79+Mc/zrvf/W5++tOf8sILL/DII4/w5S9/mW3btp31/V6vt+DvU6dO8d73vpdbbrmFz33uc4RCIX73u9/xsY99zFrYMXq6+nxwOp0XLO+TGaybysZ56fCzAMiSjNdZit9VZk05m802T28akiTNu2mTYuNiLf8322zfvp3nn39eCMQZxqbYxTV/kaPpGrHUYH6aOWxtY6lBcmNi1Of9wpVoNMq73vUuGhoauPHGG/noRz9aIJ4WGrlcju9973t8+ctf5l3velfBa9dffz3/5//8H9auXQvAK6+8Yq14Hhwc5MiRI6xcudLav6GhgVtuuYVbbrmFe+65hyeeeIJt27ZZJ4WqqpMez+uvv04ul+PLX/4ysmx42f793/+9YJ/169fzq1/96oxTxQ6HY0rfdSFZvnw5N910E/v376ejo4Pu7m5yuRzR1CDR1CCdHLP2lZDwu8sIeiqNmA+vEfchbsQXB26Hnz9a/9dzfRgLjmQmRiITweMoEVWHZhC3qHxyUaFpKsPJfgYS3QzFexhM9DKc7EPVchPuL0kSFRUV1NbW0tjYyAc+8IELfMRn55xF4o9+9CPC4TA/+MEPeOqpp3jggQe4+uqr+djHPsaf/MmfYLcvrFH+9u3bGRwc5GMf+xilpYVpDD74wQ/y7W9/m8ceewyAhx9+mLKyMqqqqvjsZz9LeXm5Fc95++238573vIfly5czODjIr3/9a1atWgVAU1MTkiSxfft23vve9+J2u89YWHzJkiXkcjm+9rWvcd111/H73/+ef/mXfynY55577mHdunV84hOf4JZbbsHhcPDiiy/yp3/6p5SXl9Pc3Myrr75Ka2srPp+PUChkCc65QpZlbrjhButvVVXp7+/n9OnTnDp1itbWVqsNDw8TSfYTSfZzKnwAMIRjqafCSIPjraXMX4fXUTrvF7oIxmN6mAUzi2HThTvgFwhmg3Q2QX+sw0h9E+9kIN49oSB0u900NTXR1NREc3MzTU1NNDY2Ul1dXXTew9FI+nnOK+zatYvvfOc7PPnkk/h8Pv7iL/6CT3ziEyxbtmymjnFOue6669A0jZ/+9KfjXmtpaWHLli18+ctf5u///u95/vnn+cxnPsPRo0fZsGEDTzzxBBs2bABg27Zt/PznP6e9vZ2SkhKuvfZaHnvsMcrKygD43Oc+xze+8Q16enr4q7/6KysFzkRJrx977DG+9KUvMTQ0xNve9jY+8pGP8Fd/9VcFybhffvll7r33Xnbu3Inb7ebyyy/nmWeeIRAIcOTIET760Y+yZ88eksnklFPgTLdA+Eyi6zr9/f0cOXKEo0ePcuTIEQ4fPkxfX9+4fT0Ov5VQu8LfgM8ZEKJRIBAIBNMmmYnRF22nL3qavuhpIhPEEvp8PlasWMHy5cutVldXN6fOmOn23+clEru6uvje977Hd77zHTo6Orj++uvp6urixRdf5NFHH+Xv/u7vpvvRgiKkGETimejt7bVK8+3fv59Dhw6Nm1J32/1UlTRSWdJEVUmTmFITCAQCwVnJ5FL0RU9bNZwnEoWLFi1i7dq1Vkm+xsbGOZ+dG8sFE4nZbJb//M//5Lvf/S4vvPAC69ev5+Mf/zgf+chH8PuN2ItnnnmGW2+9ddJFHYL5RTGLxLEkk0n279/P7t272b17NwcPHhxXsaXEVUZVSRNVpc1U+BvmVVJugUAgEMw8qpYjHOukJ3KKnsgpBuPd6IzIJEmSWLp0KRs3bmTDhg2sX7/+gpTTPV8umEgsLy9H0zT+7M/+jJtvvpmNGzeO22dwcJDNmzdz8uTJc/loQZEzn0TiWFKpFPv27eP111+npaWFI0eOFKzglCSZMm+tIRpLmgh5q5FlZQ6PWCAQCASzja7rDCV6DU9htI2+aPu4qliNjY1s3ryZLVu2sGnTpnnX/8EFFInf//73+dM//dN5VaBaMDPMZ5E4lkgkQktLC6+99hqvv/46XV1dBa/bZDsV/kYqSxqp9DdQ6qlYcDkbR6NpKjkth66raLqGpmvoaMiSgiIpyLINRVKQJFnEdQpmFSN3XJJMLkk6lySdS5DJpcipWVQ9h6blUDUVHQ0JGUmSkSUJSZKxyQ4cNid2xWgOmwuX3YvD5l6w16+u62TVNMlsjHQ2QTqXIJXfZtWMURZQy+Ttl4UxPb4sK9hku9EUBzbZgTOf8NlpM7Zuuw+Hzb0grn1d14mkwvRFT9MbOU1vtI1MLlmwTygUYsuWLVxyySVs2bKFysrKOTrameOCicSbbrqJxx9/3JpaNonH42zbto3vfOc75/JxgnnEQhKJY+ns7OS1116jpaWFnTt3jitBaFeclPvqqPDXU+ary6fcKe6V/JqukcrGiaeHSWaiJLMxkpkYyWyMVDZOJpckk0uTVVPjcnWdCVlScNrcOGxunPnmdvjxOErwOI2t11mKQ3EtiA5lInRdJ5NLGnbNxkhm46SzcVLZOKlcgtzojlnLommjY2MlJElCkW15IePICxtDzJjNbfficZTgcvgWpLhJ55LEUoNEUwPE0kPE0xESGaMlM1E0XZvR75OQ8sLHi9vuw2Oesw4/HmdJPu1PcSbv13SNVCZGPBMhnh4mnhkmYdkrSjITnfL1ez4osh2vo8Syl88ZwO8KGuVTnYGivR/mtCxD8V7C8S76o6fpi3WME4Vut5uNGzeyZcsWtmzZwuLFixfc/euCiURFUejq6hqnrPv7+6muriaXmzgXkGD+s5BF4mg0TePYsWPs3LmTXbt2sW/fPuLxeME+ZsqdkLeaoLeaUnc5Ja5yHLYLk3wc8mJFTRkdR3o439kOWX8nMpFpdbayLGOz2ZBlmVwuN61r2q448buCRh1uVwC/K0SJqwyfKzgvYj91XSeRiRJL54VMapBoaohExrDtheiUwUj3Ywpvb75T9jmD+c65FEU+5yxmFwxN16xKEpHkAJFUmGgyTDQ1SEZNTfp+v99PaWkppaWlVk17p9OJw+HA4XAgyzKapqGqKqqqks1mSSaTxONx4vE4sViMSCTC0NDQlJKDS0gjA5781u0wBKXb4cdl9+K0uWfU5uaAwxzAJbJRK1+leQ0nMlH0KVzHfr+fYDBotUAggNfrxe12W820G2AlTTftlkwmSaVSxGIxhoeHGRgYYHBwkMHBQYaGhib9frfdh886PwP5xwG8zlLsyoW5L6ZzSSLJMMPJfoYSvQzEuxhO9BXEFAK4XC7Wrl3Lhg0b2Lx5M6tWrcJmK95raSaYdZEYiUTQdZ1gMMjRo0epqKiwXlNV1Ur/0tnZee5HL5gXXCwicSyqqnLs2DH27NnDnj17OHDgAOHwxCWU3HY/pe4yvM5AoZfC7rWmwCaLddR0Le+NypDOJUll4yTznqpkNmp5EeLpCDktc9bPUhSFqqoqKisrKS8vt1ooFKKkpAS/3281l8uFzWZDUQqPT9M0stksmUyGeDzO8PCw1QYHB+nr66O3t5fe3l66u7vPaJvRNvK7g/idIfyuEH6XIXo8jpILGgeq63re0zpELD2UT9w+kBeFQ6j62cVxeXk5lZWVhEIhqwWDQatj9ng8uN1uq/Mxb7WappFKpUgkEsTjcRKJBJFIhHA4zMDAAOFwmP7+fvr6+iZNeu9xlIwS40bn7HWU4nGWXhAxbtrQHKCYNozkhbWmn/n4KyoqqK+vp76+npqaGqqqqqxWVlY2Y512LpezRE84HKavr4+enh56e3sLtlMdDNkVJy67B7viMjzBigO7bGwlScbwP0mWCFO1HKqeM7ZalkwulZ9OT5HJJccJmIkwr+Pq6mqqq6upqamhsrKyoM1mdax0Om3Zqbu7m+7ubjo7O2lvb6e9vZ1YLHbW9ztsbryOUrzOEsub63b4cNm9eTsaXnW74kSRbQVePNOGWS1NTs2QzaVJ55KWgDZahGgyTCqXmPD7Q6EQK1euZN26dWzcuJHly5cvuJzOkzHrIlGWzx6LJEkSDz30EJ/97Gen/OWC+cXFKhLHous6fX19HDx4kAMHDnDs2DFaW1snzNU4EYpswy47kKRCQaTrKlktOy5oejJCoRC1tbVWq6mpsdpMdrZTJZ1O09HRYXUg7e3ttLW10dbWdlaPhOnJ8TpL8kKnJB8T5bXio+yKE5tiR5HtZ5waVLUcGTVFNpcmq6bJ5FJ5T83IlLsxdTd0xioIYHTMdXV1lpBpaGiw7DrbnTIY4qa/v5/u7m66urrG2TSRmLhDNHHa3HgcpVZn7MpPt7psHiP27P9n783jJKvK+//Pvbf2feuq3pfZ95meTZEEQZBFoxEwTtSgBFfUIJKgAiqgoga/iEsSvokCEo1Avm4JoyHyU3EBmZmefenZe+/q2vftrr8/bt0zXb33TFd3dc95v15nbnXXrarbz5xb53Oe55znKYe6dZweLMMBygW5okCdqAjlyYogqQPzheUKmh1TU9rQYDCgtbWVJA7Wkgk3NTXV1Lp2WZYRj8cxMjJChKPWIpEIIpEIkslk1SpVuVwu1NXVkUncaEEYCATg8/nGTd5qiVQqNa5/Dg4OIhgMIpVKzeu11NfXo729HR0dHVi7di3Wrl0Lv9+/5MLHs6XqIvF3v/sdFEXBm970JvzkJz+Bx+MhzxkMBrS1taGxsXH2V05ZNFCRODWZTIZUhRkZGSGDTCgUQjweR7E4fYhtNDqdDi6Xq8JTpVX0GT2AzFd97bkgnU6jv78fAwMDGBwcxMDAAPr7+zE4OAien9orOhaW4VRxAwWKokCBXD7OfAUNy7Lw+/1obGxES0tLRauvr6/ZEJSiKEgkEhUDsjZIj4yMIJPJzNu1aDZsampCY2MjEYKtra0IBAI1ly/uYpFlGdlsloRgM5kMCoUC8vk88vk8CoUCCX8rigJZlsGyLAmRG41GmEwm2O12OBwOEkZ3Op01XXHjUsnn8wgGgxgeHkY4HCae8lgshlgsRpYH5HK5KZcFMAwDq9UKi8UCh8MxzpPa3NyM9vZ2WCyWefzrFg/ztiaxr68Pra2tl70qvxyhIvHSEEUR+Xwe2WwWuVwOsly5zohlWfIlaLFYlvTAMRZZlpFIJBAMBkk4KxwOkwFZa/l8fpzdJkIbUGw2G+x2O7xeL/HS1NXVIRAIoLGxEYFAYEmGnbLZLEKhEIaHh0mYNZFIIB6PI5lMElGjCRzNpgyjhklZliX9cPTA7PP5iC29Xi+xYa2KacriQVEUFAoF8DyvTvbKDQBZU0l1x8VTdZEYj8eRz+fR3NxMfnf8+HH8n//zf5DL5fCOd7wD73nPe2Z/5ZRFAxWJlIVGW2hfLBZRLBbB8zxYlq1o2oCyVDxYFAqFcqlc7Pg94+nfxz/+cTQ0NOAb3/gGALUM2p//+Z+jsbERy5cvx+233w5JknDbbbfN/uopFAplBjAMQ3a30okKhUKhVJcZT7Vfe+01vP3tbyc///u//zs8Hg8OHTqE//qv/8JXvvIV/PM//3NVLpJCoVAoFAqFMr/MWCSOjIygo6OD/Pyb3/wGN998M1mL8va3vx1nzpyZ+yukUCgUCoVCocw7MxaJDoejIn3F3r178frXv578zDAMSqXSnF4chUKhUCgUCmVhmLFI3LlzJ7797W9DlmX8+Mc/RiaTwZve9Cby/OnTp9HS0lKVi6RQKBQKhUKhzC8z3rjypS99Cddddx1++MMfQhRF3H///XC73eT55557Dm984xurcpEUCuXyRpZlpNNpZLNZlEqlit3NWsoWjuPAcRwMBgOpImOz2Wh6lmnQytqNhmGYJZkaqFpIkoRSqURsKYoiZFmGTqeD0WiE0Wik/XCWjM41SVPfLBwz7rVbtmxBd3c3Xn31VdTX1+N1r3tdxfN//dd/jXXr1s35BVIoixlFUZBKpRCJREjyXS0/XalUmjB9i81mI83hcMDlci3pdC6ajYaGhkieRO2o1Y9NpVIXXe3CZrPB4/GQpLtankStmorX611S9lUUBZlMBsFgEMFgEJFIpKLkn5YnUWuTLRPS6XQVJQadTie8Xi9J6u71elFfX4/GxkZ4PJ4lZUONUqmE4eFhkrdTq74SiUSQTqeRyWSQyWSmTQQNqBV8zGYzXC4Xqa3sdrtJf9QS5Pt8viUnKHmeH1fNJhKJkKTko+0oiiIkSarI3amltdLydo6+n/1+PxoaGtDe3g673b7Af+nSY9bJtGfKxo0b8ctf/pKGoJcQNE/ixMiyjJGREfT19aG3txd9fX0YHBxEJBJBNBqFIMyuzN5YOI6Dx+NBXV0dGZgbGhoqSvDVUomzyRBFEcPDw+jr60NfXx+pvNLf3z/jCiEcw5QbwLEM2LKHQVEABQoUBZAUBYKsQJrhV5vRaERjYyNaW1srSsi1trbWdPWGVCqFgYEBUr1mdCm06WrpzjUGgwH19fVoamoaV7nG5/PVtCdIEAQMDw9X9MehoSEMDw/PuNTmWLS/9mIGV47j0NDQUFEOUmt1dXU1K8ZFUUQwGKyoojQ0NIShoSGEQqFpRfRcUFdXR0ryrVmzBuvWrUNDQ0NN97/5Yt4qrswUu92Ow4cPY9myZdV4e8oCQEWi6qUJBoPo7u7GyZMn0d3djTNnzqBQKEz5OgPLQM+y4FgGOoYBx6piRwEATeAAkGQFoqxAUGT1KM/s9vT5fGhsbERzczMpj6YJSafTOW9fkoqiIJ1OE/GiDRjaoCGKk9f5NXEszDpObeXHBo6FkWNhYFkYOJaIwpkgK2VbyjKKkoyiKKEkqY8LooS8KKEgSlMO5D6fDy0tLWhtbUVLSwuam5vR2NiI+vr6qgtzRVGQTCZJSbPRtXEHBgaQTqenfL2BZWHRsTDpOBhY1Y5GTrWjjmWgYy70R3aMWRUAoqyo/XGUHUuS1lRbFkQJRUme0oZms7lC7Gg21DyQ89E3RVFEOBxGMBgk9tNaMBic0kutYxiYdRxMOhYmjoNplB31rGpLPctCxzBgGFUgMmTyokAuT1xkRbUlL8ngZbl8VFAs90OtX05lS5PJRGyp3eta83q9VbelVk98ojrNQ0NDU97fHMNU2NCk42BkWeg51X76cl9kSH9kwEDrizKkcj8UZaV8H0vkvs6X7TcRbrcba9euxYYNG9DZ2YnVq1cvOU/tTKAikVJ1LkeRKMsyenp6cPjwYdLi8fi48xgAVj0Hm14Hq14H66hBxThLcVPx+eVBpVgenIuShKIoE4FTECWI09zCZrMZ9fX18Pv9pCydz+eD2+0m6/bsdjusViv0ej1Z28cwDBRFAc/z4HkepVIJhUIBqVQKyWSStEgkglAohGAwiFAohHw+P+m1cAxg1elg1XPEThY9B6tOB26sUpkHZEUhgjEnSMiJonoUJPDTlP/zeDyor68noVetvrbdbiehMbPZDJPJRLwoWqmxUqlE6tXm83lkMplxNW1HRkamnXyYOBYWnWpLS9mWFh0HM8fNmz1lRbkgvMs2VI/Ti3DNi6t5ybVyf263G1artaJpfVJrkiShWCxWLOFIJpOIx+NkmYImDCORyJRCkGOYC31Rs2W56VlmXidZRUm9v/OChLwoIkceT21Lg8EAn89HllT4fD64XC5SK9rhcMBoNEKv10On00Gn04FlWXJ/ay2bzSKZTCKVSiGVSiEejyMcDmNkZATRaHTKspgsA1i0+1uzoZ6DRaeDocp2FGQZOUFCRhCR5UWkeAFpXhxnM7PZjE2bNqGzsxPbt2/HihUratY7O5dQkUipOpeDSFQUBYODg9i/fz+6urpw6NChcR4bBoDdoIPToIezfLTouYsWgpd6vYKsENGYH9UKZc/ZxcJxHGRZvqgw0Wjxog2+Nr0OJm7xLELXBp2cIBIRmZ+hMJ9LRntYR4tqi27+hODFoolwzXaaLafy/FQLBhhvw7KYMS6CfklsOUo05suCvDCPttTsaCF25IgwrLX7W1IUZHgRyZKARElAosSPi864XC5s374dO3bswI4dO+Dz+RboaqsLFYmUqrNURWI8HieisKura9w6JI5h4DLq4Tbq4THq4TDqwdXQF+FUSEplOEvzRpZENeSlhbQFeeqQoQbHMGrofFQI2KiJmPLRNI9erIVAE+YFSSIhbK3xkkzCs1p4TB79FVsOR3LlJQc6hlFDvywL46iQsJHjYNap9lyIycd8oImewigban1UKPdNUZYhKGrYe6L+OXp9KsewMLAMCQVX2JFbHELwYpGVcgi2fJ8Xy8sBBFmBULYnX+6Lcnl5i1xe68IyTLkBLBjoR93f+vI9fmGiov5+sdpRURRkBBHxooB4kUe8JIxbu7xixQrs3LkTr3vd67Bhw4Yls8ufikRK1VkqIjGfz+PIkSNEGJ47d67ieQaAy6iH12SA12SAw6BbsgO1hqIokMtHBepGEFlRwJQHYZZhKtZaUSgLAQnbA7Q/Ui4ZWVGQLAmIFXlEizzSfOWaSrPZjM7OTuzcuRM7duxAc3Pzou1zFzt+X36rNymXHTzPo7u7GwcOHMD+/ftx4sSJcQus7XodEYVuo35Je8ImgmEYcOqDhb4UCmVStAGa9lLKXMAyDDwmAzwmA1YC4CUZ0SKPWIFHtKiuwX711Vfx6quvAgDq6+uxY8cObN26FVu3bq3IFb1UmbUn8d///d+xa9cuGI3Git/zPI/nnnsO73vf+wAAP/rRj/CXf/mXsFqtc3e1lAVlsXgSC4UCuru7cejQIRw+fBjHjx8Hz/MV55g4lohCr8kAA7f0Fy5TKBQKZWZooelogUesyCNREsYteVi2bBm2bt2KzZs3Y+PGjfB4PAtyrTNh3sLNHMchGAzC7/dX/D4Wi8Hv9190wltKJQ899BB+/vOf49ChQwCA22+/HclkEj//+c8X7JpqUSTKsoyhoSF0d3fj2LFjOH78OM6dOzduB56BZeDWRKFRD7OOW7RhAwqFQqHML6IsI1EOTceLAjLC+HQ/TU1N2LRpEzZs2IA1a9ago6OjZtLtzFu4WSmvUxrL4OAgnE7nbN9uUXL77bfjmWeeAaCK5sbGRrz1rW/FV77ylaq5n7/1rW/NSzLSWiafz6O/vx89PT04c+YMTp8+PWmOQhPHwmXUw2M0wG3Sw0pF4ZJBW6RPoSwGLiUFFqV20LEs6sxG1JnVKCovyYiXVMGYKPHIChJJHv4///M/ANS0RCtWrMDq1auxYsUKdHR0oKOjY1FFWGcsEjs7O0l+qmuvvbZCHUuShJ6eHtx4441Vucha5MYbb8TTTz8NURRx4sQJ3HHHHUgmk3j22Wer8nmXiwAvlUqknJiWQHhgYAB9fX0YGRmZ8DUso64pdBn1ajPoYdJx83zllPmiJMn4/XBsoS+DQpkRVzV6YabfR0sOA8ei3mJCvUVNqi/IMpIlgbQ0L4LneZw4cQInTpyoeG0gEEB7e3tFQnStwk6tOTNmLBLf8Y53AAAOHTqEG264ATabjTxnMBjQ3t6OW2+9dc4vsFYxGo2or68HADQ3N2PXrl34/ve/T55/+umn8eijj6Knpwft7e2466678LGPfYw8/5nPfAY/+9nPMDg4iPr6erz3ve/FF77whUm3248NN//4xz/Gww8/jLNnz8JisaCzsxP/9V//BavVSs7duXMnvvWtb6FUKuFTn/oUHnjgAdx333148sknYbFY8MUvfhF33HFH1Ww0W44dO4a/v+ceFIrFSc8xsAyseh3sBh0ceh0cBj2sC5Sj8GJQFAXS5e0QvmTEGVahoVBqAa1KCOXi4Zja38muH+NpVBQ1f22aF5HmBWQECVlBREmSEQqFEAqFsGfPnor3uPXWW/HJT35yIS5/UmYsEh988EFIkoS2tjbccMMNaGhoqOZ1LSrOnz+PF198kQi87373u3jwwQfxT//0T+js7MTBgwfxoQ99CFarFe9///sBqCmCvv/976OxsRFHjx7Fhz70Idjtdnz605+e9vOCwSDe/e5349FHH8XNN9+MTCaDP/zhDxXh6N/85jdobm7G73//e7zyyiv4wAc+gD/96U+46qqrsGfPHjz//PP46Ec/ije/+c2T1tculUoolUrk5+nKgF0qx48fR6FYBFuuymEeVfXAVq6EsNg3mEgK8OvBi6sHS6FUk7e97W3YtWsXnn/+eezevfuyX94yV7w6Mr5CE2V2XNtcB11ta8RxMIzq0LDqdWiwXijhKcgysryIrFYAoVwlJi9K6O7uXsArnphZrUnkOA4f/ehHa/IPmW92794Nm81GSkMBwDe+8Q0AwJe+9CU89thjuOWWWwAAHR0dOHHiBP71X/+ViMTPfe5z5L3a29vx93//93j++ednLBJFUcQtt9yCtrY2AMDGjRsrzvF4PPj2t78NlmWxevVqPProo8jn87j//vsBAPfddx++9rWv4ZVXXsFf//VfT/g5X/3qV/Hwww/PxixzQsBsxCbf5RFep1BqhV27dqG1tRW7du3CCy+8sNCXQ6EsSfQsC7fJgNG7F8L5Eg5GUwt2TVMx640rGzduxPnz59HR0VGN61k0XHPNNXjiiSeQz+fxve99D6dPn8bf/d3fIRKJYGBgAB/4wAfwoQ99iJwvimLFusIf//jH+OY3v4mzZ88im81CFMUZ7zjavHkzrr32WmzcuBE33HADrr/+erzzne+s2DSzfv36inqUgUAAGzZsID9zHAev14twODzp59x333245557yM/pdHpSr+NckhclRAolUopssVQ3mQkco86KKRdPQZSod6YKPP/888STqNXtplw6b6j30DWJlwi3dIaACrSqQ+kJdkrXCrMWiY888gj+4R/+AV/60pewbdu2cbt0aiU1SrWxWq1YsWIFAODb3/42rrnmGjz88MP4xCc+AUANOb/uda+reA3HqV8Ur732Gv76r/8aDz/8MG644QY4nU4899xzeOyxx2b02RzH4aWXXsKrr76KX/3qV/jOd76DBx54AHv27CHifezaRoZhJvzdVMXajUbjuHyY1cRkUl3yKV7EgciFWZWJY2HV62Ar1/+16nWw6znoFmFRdoZhFl3YpNbQXWaJzueL3bt344UXXqACcY5Ryy7SPns5I8kKsoJYburaxJwgjqu5bTAYFugKJ2fWIlHbwfz2t7+9YiGplhrncs2T+OCDD+Kmm27CnXfeiaamJpw/fx7vfe97Jzz3lVdeQVtbGx544AHyu76+vll9HsMwuPLKK3HllVfiC1/4Atra2vCzn/2swvO32LjuuusQi8Vw7tw5BINBDA0NoVAolGuR8oiN2c9i0XFwGHTlpofToFuUwpEyO4wci6savQt9GUuOkiShIMow69Sax5S5wbjI11FTZoesKGSzSqp8zAqT6yKz2Ux2Of/VX/3VPF7pzJi1SPztb3876XMHDx68pItZzFx99dVYv349vvKVr+Chhx7CXXfdBYfDgZtuugmlUgldXV1IJBK45557sGLFCvT39+O5557Djh078Itf/AI/+9nPZvxZe/bswa9//Wtcf/318Pv92LNnDyKRCNauXVvFv7D6WK3Wit3WiqIglUphYGAAvb29pPX09CAajSIvSsiLEkbyFzbX2PQ6uIw6uAx6uE0GmLnFW4yeMjEsw9DwXRUw6zi45i9wQKEsCXipnPqGF5AoCUhNUJkFUNPYLVu2DMuWLUNHRwdJgeN2u2t6jJq1SHzjG99Y8XMqlcJ//Md/4Hvf+x4OHz6Mu+++e66ubdFxzz334G//9m9x9uxZfO9738PXv/51fPrTn4bVasXGjRuJbf7yL/8Sn/rUp/CJT3wCpVIJb33rW/H5z38eDz300Iw+x+Fw4Pe//z2++c1vIp1Oo62tDY899hhuuumm6v1xCwDDMHC5XHC5XOM25iQSCZJQ+/Tp0zh58iRGRkaIS38QqtvRxLFwG/XwlGsyW2hSbQqFQqFcJKIsI14SEJ+i8orL5cKaNWuwZs0arF69GqtXr4bP51uAq710Zl2WT+M3v/kNnnrqKfz0pz9FW1sbbr31Vtx6663o7Oyc62uk1Ai1WJZvNNFolJTmO3bsGE6ePDlu+YNWs9ljMsBr0tOwGoVCoVAmRVYUpHgRsUIJsSKPFC+O8xS2trZi06ZN2LhxIzZu3Iimpqaac0bMS1m+wcFBfP/738dTTz2FXC6Hd73rXRAEAT/5yU+wbt26WV80hTKX+Hw+XH311bj66qsBAIVCAcePH8ehQ4dw6NAhnDhxAkVRxFCuiKGc6mm06Tm1nrPJALfRQBeYUygUymVOQZQQLfKIFnjEizzEMb60pqYmbN26FVu3bkVnZyc8Hs8CXWn1mbEn8S1veQv++Mc/4i/+4i/w3ve+FzfeeCM4joNer8fhw4epSLwMqHVP4nQUCgUcPXoU+/fvx/79+3HmzJmKXZwMAJdRTzyNToNu0VRyoVAoFMrFIckKEiVeFYZFHrkxG03sdju2b9+OHTt2YPv27aTa2mKi6p7EX/3qV7jrrrtw5513YuXKlRd1kRTKQmI2m7Fz507s3LkTAJBMJnHgwAF0dXWhq6sLIyMjSJTUxcdI5cAxDDyj1jPal4BoVBQFgqygJMngZRmiLEOQ1d+JsgylfI4MQFFU4cwyDDimfGQZ6FkWBpaFgWPKR3bR2+VSURQFvKyAl1SbiooCSVYgKgrkMfNwBgxYBtCxrJoehVFTpBg59rLena8oqr1KkgxBUm2o9UtJUaAoIGE+BWrf1JX7JFc+GlgWRk7tn9xlHhWQZAWCrN7nQvmxrCiQFfXelqHalGPU/sgyDNhyX9Tubz27NO9tRVGQFSTEyqIwUeIxunIiy7JYt24dGS9Wr15NUthdbsxYJP7hD3/AU089he3bt2PNmjW47bbbsGvXrmpeG4VSVVwuF970pjfhTW96ExRFweDgIA4cOID9+/fjwIEDSKfTiBR5RIo8APXL1GXUw23Uw2nQw2nUQV9jg7pSHmTz5ZJPapNRkCQUJQklSUY1ysiaOFZNfs5xMOlYWPUcLDodrHqu5mx0MWhJb0fbNS/KxKa8JE+4o3G2cIwqFo0cCzPHwaxjSXlKs46DcRHv1tcmKPlRdtSOJUlGSZLmtK65rmxLLSm/2thyqU/dol9aIsgy8oJUYc+SpPbJoiiPC5FeLDqGgUnHlu/tyj65WOyoKApyokQ2m8RLPIQxX4R1dXXYsWMHXve612H79u2w2+0LdLW1xaw3ruTzeTz33HN46qmnsHfvXkiShG984xu44447qFGXOIs93DwbZFnG2bNnsX//fhw+fBhHjhxBNpsdd56Wq9Fu0MFWFkXV3kEtlQVLYdRAO3rQnYkIdDqdcLvdsNvtsNlssNvtsFgsMBgM4DgOOp0OHMdBkiSUSiXwPI9SqYRisYhkMolkMolUKoVkMjllQnYAMLAMLHodbDquXMtUTYpuqkHBw0sycqKInCCprfy4IErTikCGYeB0OmG322E2m2E2m4lNNRRFUYV8qYRcLod8Po9cLodMJoNCoTDt9XEMiPi26Dgixi06rmbqmouygrwoIi9IyJVr02p2nIlwsdlscDqdsNlssFqtsFqtsFgs0Ol0YBiGNK0kaqFQQKFQQD6fRzKZRCKRAM/z036OiWPLNtQRW1r1uppKmyWVRXVulD1z5Tq/Y0XORHAcR/qk3W6HyWSCXq+HTqeDTqcDy7Lgeb6iZbNZJJNJpNPpGSVVN2p21GypVx+bddyCeSEFWUaaF5Esp6RJ8sI4exmNRmzZsgU7duzAzp070dbWVjP/79XgYsfvi97dDACnTp3Ck08+iR/84AdIJpN485vfjP/+7/++2Lej1DiXk0gciyzL6OnpwaFDh8jO6aGhoQnPZQFY9BxMHAcTx8KoU496lgVXDudw5RDu6PCZoqgCUJBliLICUVbAyzLxDpQkGUVRDR9NBcdxCAQCaGxsRENDA2l1dXXw+Xzw+XxzltlflmXE43GEQiGMjIxgZGQEw8PDGBwcxMDAAKLR6KSvZUcJHivxTFTXY6Z5s4qSRLwwubK4zgnilAOvyWRCU1NThV3r6+vh8/ng8Xjgdruh0806qxghn88jFoshFoshEokgFAohGAxieHgYw8PDCIfDUxYr0LNMhQ21Zip7JucqlC2XvdVjPdba46I0ef9kGAY+n4/YUbOl3++H1+uF1+uF2Wy+pOtTFAXZbBbxeBzRaBTBYJA0rW+m0+lJX88CMOsv9EcLsaPqJdeVRepcoC1TKIgSiqKEQjmhuSYEp7IlAHi9XjQ1NaGpqYnc436/H3V1dairq4PFYrnoa5UkidgxHA5jZGSEHDU7plKT1xtmgFEeR+7Cd6KOhYnjYGAvzY5a1KQoyciLIjK8eg9nBHFCuxkMBmzYsAGdnZ3YunUr1qxZM64K2VJmQUSihiRJeOGFF/DUU09RkbiEuZxF4kSkUimcOnUKJ0+eJIm++/v7Z+TFuFTMZnOFWNEy9jc1NSEQCFySWJlL8vk8BgYG0N/fj76+PtIGBwchipPXK2UAmMpi0Vhe92jgWOiJwGbIWirggsiWoa4B1NZZCrIMUVJFYXGGIc1AIIDW1taK1tLSgrq6ugX1NAiCgGAwSAR4f38/BgcHMTg4iEgkMu3rtVC2gWPJOkht0sJg7N+lrg8U5QtrK3lZDavPxIPlcDjQ0tKC5uZmYj/t5/ks9TkZWpJ+rfX392NgYACDg4MQBGHK1xI7smp/1JXX6erKoocBwDDq2lNFUSCVm6yoOfa0tauaPaezps1mI/ZraWkh9mxsbITFYpkzm1wMmUyG2E2zo2bL6b4HGaheSM12+rI9NdtpdlQUVKzxFcsT59I0tmtoaMD69euxbt06rFu3DitWrKjJsnfzxYKKRMrlARWJ0yNJEkZGRsjAHYlEEI1GEQ6Hkc1mK0JjPM+DYRiwLAuOU0PUZrMZNpuNNIfDQbx/WgsEAnA6nYs6NCKKIoLBYMUAPTQ0hGAwOK3HbC5wu91oamoi4rq5uZkMwpfqyVoI8vk8hoaGiA2Hh4eJ9ywajc4olD0b9Ho9vF4v6uvrK7zVjY2NaG1thdPpnNPPmy+0+3doaIh4yzRbRqPRKT1nFwvLssSWWmtubiZ9cjHe67IsIxKJkD6p2TEcDiMcDiMej89JfXCO4+Dz+dDQ0ID29nYsW7YM7e3t6OjoWLR9sFpQkUipOlQkUuYDURQRjUYxMjKCeDyORCKBZDKJeDyObDZL1kaWSiWUSiUwDAOO40gzGAxkraXD4YDdbofP5yOhOJ/PVxPerPlkdCg7mUwin89XtLFeXZZlYTabyXpAs9kMp9NJQsJ2u33RCZe5oFQqkclfOp1GJpMhLZ/PQ5ZlSJJEmk6ng9FoJM1sNsPlcsHtdsPtdsPlcsHr9daM53++EAQB0WgUyWSS2C+dTiObzRLbabbkOI70QYvFAovFAp/PB7/fD7fbfdnuOp4tVCRSqg4ViRQKhUKhLD4udvyuje1wFAqFQqFQKJSagopECoVCoVAoFMo4qEikUCgUCoVCoYyDikQKhUKhUCgUyjioSKRQKBQKhUKhjOPy2ndPoVAWJZIkkVQZPM+jWCyiWCyC53mSZ1JrRqORlCGzWq1gl0Dt6GqiKMq40opa/k7KeGRZJmUpR6fAKRQKFelvZFmGTqeDyWQi6W+0FDhzUaGHQpkPaA+lUOYQURQxODiIoaEhkjg2HA4jGo2SXGpaEwQBLMtWJNTWkmlrIsfpdJJyelqev4aGhiWVgkiWZYTDYQwPD5NSdKFQCKFQiORITKVS09aIngiGYWCz2eD1ekmpMr/fD7/fTyrU+Hy+JSeIMpkMgsEgRkZGEIlEEI/HSUskEhX9sFAoTJjY2GAwkLx0FosFdrsdXq8XHo8HHo8HXq8XgUAADQ0N8Pl8SyZfnaIoSCQSJAn04OAgSfKu3ctTVQuaDQ6Hg9zTYxOS19fXLxmbToWiKCgUCqSWuSRJZOIiyzL5XtT6ocFguCxzdC4UNE8iZcbQPImVZLNZnDx5Et3d3Th//jx6enowMDAwbVmvucBmsxGR09TUVFG2q1b/b9LpNPr6+saVQRsaGppxKUMTZ4CB08PA6aFn9dBzOnVAUWTIigxJkcFLAvJiEbw0s/8Hg8FAqq60tbWhpaWFHO12+6X8yVVDURRSWk4TMqMFTTabndfrGV0vXKsWorWGhoaarJErCAKGh4fHlYwcGBhALpeb8rUMAIveDIvOpB71Jph1RnCMWjmJY1iwDAtRlsBLAnhZAC8JKIhFZPgcMnwO8jRDr16vJ2UN29ra0N7ejvb2drS0tCyKZPCKoiCZTJLJSigUQjQaJUndY7EYUqkUEYYzheM4eDweUoGqrq4OgUAAbW1taGtru2zE9WyhybQpVedyFomKoiAYDOLgwYM4evQoTpw4gb6+vgk9MEZOj4DVB4/JCbfJoTajAxa9GSadESadASbOSASOUq43LCsyiiKPvFhAXigiLxSQ4fNIltJIFNNIFtOIF9NI81MLAKfTWVHLeXRNZ4/HUzWvmSZctLJmmgAcGhpCf3//lCXNOIaF1+y60EwueMxOOI022A1W2A1W2PQWcOzMv/xFWUReKCInFJAsZcr2SyFRTCNWSCKSjyNWTE45WLvd7oqauVq97MbGRthstlnZZ7bIsox4PE7Kwg0PD1eIwumEoN1ggdfshsfkgMNgg8NoI/Y06YwwceW+qDNCx1TaVYaCksSjJPIoSjxKYglZPo8Un0W6lEWazyJRzCBeSCJWTEFWJvfyagJSE41NTU0VnrNq1h8WRRGhUAjDw8MYHh4mfXFgYADDw8OTihMGgMfkhN/qRZ3FgzqzG26TE57y/ew02mfVF8ciKzLyQgGpUhbxYgrRfALRQhLRQgKRfBzhfByCPLG3kmVZNDQ0jKst3tzcXNX7eyIymQzx/mtNs/XIyAhKpdKM34tlGJg4IziWAwMGbNlbKCuy2hdnMelraWnBypUrsXr1aqxduxbLly9fFMK6mlCRSKk6l5tIDIfD2L9/Pw4cOICDBw8iHA6PO8dndqHD2Yxmez2a7H402OrgMTnBMtX7ouYlHpG8OphECgmEczGE8nGE8zEkiukpX6vT6Uj9Z4/HA6fTSZrD4YDBYIDBYIBeryfeH1EUIQgCRFFEqVRCOp1GOp1GKpVCOp1GLBZDKBRCJBKZ1iPoNjlQb/UhYPEiYPXBb/EgYPXCY3Je0qB7sUiyhHgxhVAuhlA+hlAuipFcFKFcDMlSZsrX2u121NfXk9CrFoq12WwkPGY2m2E0GslkQlEUKIqCUqlEwmv5fB6ZTKbCwxKLxRAOh2dkz4DFC7/VC7/FA7/FA5/ZDa/ZBZNufgZFWZGRLGZUgVPuj+Fyfwzn49N6dB0OB7GfZkOn01lRis1sNo8LMQqCUBE2z+VyiMfjiMVixGMVj8en9FIZOQMCVi8arHWot/pQb/Oh3upDncUDPbtwq7FkRUa8kMJIuT8GcxGMZKMYzoaRF4uTvs5gMJB62to9rq1/9Hg8sNvtZH2kVipQlmUS3pUkCTzPI5vNIpfLIZvNIpvNErtqx3A4jFAoNO1EhQHgNNrJ5M9ltMNptMNptMFptMNusMKsM8KsM8HA6acMI2tisSiWkCplkSymkShP/iKFBEayEYTyMYjy+P9vjuOwfPlybNy4EZs2bcKmTZvg9Xpn/P+xFKAikVJ1lrpILBQKOHToEPbt24d9+/ahr6+v4nmOYdHubMIqTzs6nM3ocDbBYayuN2m2lESeDM6akAzn44gU4kiVMtOGuOYCh8EGv8WDurJo8Vs98Fu8CFi8MOoMVf/8uaIolirEYygXQ7SQQLSQQIbPz8s1sAwDt8kJn9kFn9kNv8ULv9WDgEX1cBm42gvjjkZRFKRKGSIaQ7k4ooUEYmWvWU4oVP0a9KwOPrMbdRY3fGY3AlavOlGx+uAyLq4a1IqiIMPnEMxGMJJX+6Q6qYkiVkhBwfwP5za9BR6zE3VmN3xlG9dZ3CQaoJtHsS0rMqL5BIK5CPrTQfSmhtGXHprwfm1qasKWLVvQ2dmJrVu3wufzzdt1LgRUJFKqzlITiYqi4Pz589i7dy/27NmDo0ePVqwnZMCg3dmINd5lWOVux3JXy6ISOWORZImEtxLFFDJ8Dlk+j6yQR5bPIy8WIcgiREmEKEsQFBEMGOgYDhzLQVduVr0ZFr0ZNr0FVr0ZDqONhNZdJseCemDmi6JYQqyQRLyYQrqURYrPIlVSQ7FFsYSiVCKhWkESADDQtAgDBgZOT0K+Zp0RZr0RDoPmYVG9LJpNF8LDOl9odkyVQ9ipUhapUgZ5oYCiyKt2LIe9xw5UHMOWl28YYeIMMOuMsI+yn6vcnItMCF4smlc8WkgiVkggXkghzeeQ5rPI8DmkSzkURdWek4WyNYycHmadqdw3TXAYLtjVabTBZXTAa3bBY3LW/HeioihIFFM4nxrEmUQ/zib6MJQJjxPUra2t2Lp1K2lLYYwbDRWJlKqzFERiIpFAV1cX8RbGYrGK571mF9Z5l2OddzlWeztg1ZsX6EopFAqlOsiKDEESIcgCGDBqhgWGVSeFLLekJyYAUBCKOJvsx6l4L07FezCQHqkQjQzDYNWqVdi6dSu2bduGjRs3wmxe3GMBFYmUqrMYRWI+n8eRI0dw8OBBdHV14cyZMxXPGzg9Vrnbsd63Aut9y+G3eC8LrwOFQqFQVHJCAWfivTgZ78HJ2HkEc9GK53U6HdatW4etW7eis7MT69atW3QbYahIpFSdxSASs9ksjh8/ToRhd3f3uIXrLfZ6rPUuxzrfMqxwtUJf4+u6KBQKhTJ/JItpIhhPxXsRL1ZmZtDr9VizZg02b96MTZs2Yf369TWbLkuDisSL4Oqrr8aWLVvwzW9+c0bn9/b2oqOjAwcPHsSWLVuqdl1jP+fll1/GNddcg0QiAZfLVbXPnY5aE4mSJGFgYACnTp3C8ePHcfToUZw/f35cWhqv2YU1ng6s9nRgrXdZzW02oVAoFEptoigKooUETsV7cDLWg9OJXqRK43d1t7W1Yd26daS1t7fXVH5QKhLL3H777XjmmWfwkY98BP/3//7fiuc+9rGP4YknnsD73/9+fP/730c8Hoder5/xDECSJEQiEfh8vqqWUxorEnmeRzweRyAQWNBQ6EKKxHw+j97eXvT29uLcuXM4deoUzpw5g0Jh/O7IOrMby92tWOVpx2pPO3xm97xeK6W6SLKERGnqVD8USq3gNi7tzUeXG5poPJ3ow9lEH87E+xApJMadp9fr0d7ejpUrV2LlypXo6OhAW1sbPB7PgozjFzt+L8ltiC0tLXjuuefw+OOPk8WmxWIRzz77LFpbW8l5Ho9nVu/LcRzq6+vn9Fpngpb76nJgeHgYfX19JAnz4OAg+vr6MDIyMuH5Bk6PVnsD2pyNWOFqxXJ3C5zG2nb7Uy6NRCmNB37/rYW+DAplRjxy1SfpRHUJwTCMmmDd4sGVTZ0AgAyfQ09yED2pIfSkBtGbGkJBKOHMmTPj1sHbbDZSHWZ0cv6Ghga43e6aWxO/JEXi1q1bcf78efz0pz/Fe9/7XgDAT3/6U7S0tGDZsmXkvLHh5vb2dnz4wx/G2bNn8f/+3/+D2+3G5z73OXz4wx8GMHkY+MUXX8RnP/tZnDx5EldccQWee+457N+/H/fccw+Ghobw1re+FU8++SSpLPDiiy/iy1/+Mo4dOwaO43DFFVfgW9/6FpYvXz7h3zM23NzX14dPfOIT+OMf/wie59He3o6vf/3reMtb3nLR11QL7N69G48++uikzzsMNjTa6tBo86PVoQrDequvqomr5xpFUWZcLo4yMbxI7UdZPPCigJI4s7KTlImZLtH2QmM3WLHJvxqb/KsBqN/zsUISA5kRDKSD6M+MIJiNIFZIkHXzx48fH/c+119/PT73uc/N9+VPyZIUiQDwt3/7t3j66aeJSHzqqadwxx134OWXX57ydY899hi+9KUv4f7778ePf/xj3HnnnbjqqquwZs2aSV/z0EMP4Z/+6Z9gsVjwrne9C+9617tgNBrxox/9CNlsFjfffDO+853v4DOf+QwAIJfL4Z577sHGjRuRy+XwhS98ATfffDMOHTo0o5JKH//4x8HzPH7/+9/DarXixIkT40qEzfaaJqJUKlWUVUqnqxviO3fuHADAZbRjmasZPrOHVORotPlhM9SOoL1YeEnAXb/+ykJfBoUyjre97W3YtWsXnn/+eezevXvCkpOU2fPwq/+y0Jew6Pn2tffXfD7G0TAMoyYWt7jRGVhLfs9LQkUCdK0UYzgfQ6qUxb59+xbwqidmyYrE2267Dffddx96e3vBMAxeeeUVPPfcc9OKxLe85S342Mc+BgD4zGc+g8cffxwvv/zylCLxy1/+Mq688koAwAc+8AHcd999OHfuHPFavvOd78Rvf/tbIshuvfXWitc/+eST8Pv9OHHiBDZs2DDt39bf349bb70VGzduBIAK7+jFXtNEfPWrX8XDDz887fXMNW9o6sRfrnzTvH8uhXI5s2vXLrS2tmLXrl144YUXFvpyKJQlh4HTo8VRjxZH5fKxoUwIX3z1iQW6qqlZsiLR5/PhrW99K5555hkoioK3vvWtMyq7s2nTJvKYYRjU19dPWLN3stcEAgFYLJYK4RYIBLB3717y87lz5/D5z38er732GqLRKGRZBqCKv5mIxLvuugt33nknfvWrX+G6667DrbfeWnENF3NNE3HffffhnnvuIT+n02m0tLRMe32XSjAbwdlEH+osHjgMtpoOM8wWA6fHt6+9f6EvY1ETKySpd6YKPP/888STyDAM9STOEQ++4WPwml0LfRmLmlovP3kxFMQionnVk3g+ObjQlzMpS1YkAsAdd9yBT3ziEwCAf/7nf57Ra8ZuWWcYhoi4mbyGYZhp3+Ntb3sbWlpa8N3vfheNjY2QZRkbNmwAz89s3coHP/hB3HDDDfjFL36BX/3qV/jqV7+Kxx57DH/3d3930dc0EVoB+PnCYFDDCQfD3TgY7lavgdPDb1HDzWqrQ6PdD6/JtSjFI8MwiypsUosYdEtvwKgFdu/ejRdeeIEKxDnGoNPTe/4yJsfnMZgJYTgbRjAXxUgugmA2ijQ/Po2O1WpdgCucmiUtEm+88UYivG644YYFvhqVWCyG7u5u/Ou//iv+/M//HADwxz/+cdbv09LSgo9+9KP46Ec/ivvuuw/f/e53K0TiYuTWW29FqVQiu5vD4TBKkqAu/s1U7m626ExoczaizaG2dmcTPGbnAl05ZT5xGx145KpPLvRlLDlSpQxihRS8ZifNEDCHuI0Ln1OWMj9k+Xx5d/MwBjJBDKRHxiXiHo3T6azY3XzNNdfM49XOjCUtEjmOQ3d3N3lcC7jdbni9Xvzbv/0bGhoa0N/fj89+9rOzeo+7774bN910E1atWoVEIoHf/OY3WLt27fQvrHH8fj/uvvtu8rMgCAgGg+jr60NPTw96e3tx/vx59Pf3Iy8W0R07j+7YeXK+2+TAcldLORVOK5rtgUW185kyMziWoylFqoDP7MZy10JfBYWyOJAVGcPZMM4k+svpbwYRzscnPLexsZHkSRzdatFzOJYlLRIB1ERlkNGwLIvnnnsOd911FzZs2IDVq1fj29/+Nq6++uoZv4ckSfj4xz+OwcFBOBwO3HjjjXj88cerd9ELhF6vR2trK1pbW4nXFQB4nkdPTw9OnjyJ06dP4+TJkzh/7jwSxTS6Ro6ja0RNLWDRmUhC7dWeDjTa/IsyRE2hUCiUhUWSJfSngzid6MOZRB/OJVRnxVhaW1uxdu1arFq1CitXrsSKFSvGZR9ZTCy5iiuU6lFrZflGk8/n0d3djWPHjuHIkSM4fvw48vl8xTl2gxVrvcuwzrsc63zLaUiNQqFQKBOieQpPxnpwKt6D04k+FMVSxTlmsxkbNmzAhg0bsH79eqxdu7ZmazjTsnyUqlPLInEsoiji9OnTOHDgAA4ePIijR4+iWKyc9TXa/FjvW4513hVY6W6FfgnuoKNQKBTKzIjmE+iOncfJ+Hmcivcgw1c6Gmw2GzZv3owtW7Zg8+bNWLFiRVVL9M4lVCRSqs5iEoljEQQBx48fx759+7Bv3z6cOnWqYgenntVhtacd63wrsN67HAGrj4amKRQKZQmTKKZVL2G8FyfjPYgVkhXPm0wmbNq0Cdu2bcPWrVuxYsWKmtnfMFuoSKRUncUsEseSSqXQ1dWFffv2Ye/evYhGoxXPu00OrPMux1rvcqzxdsBuqP0FxrNFVmQUhCKyQh5ZPo+8WIQgixAlEYIiQZRFMGDAsRx0DAcdy0HP6mDRm2Ed1Th2cX5pziW8xCNVyiJdyqIgllCSeBQlHiWxBEEWy2cx5F8Dp4dJZ4RJZ4SZM8KsN8FptMGmt1zW9hRlEelSDjkhr9pQ5FGUSiiJPMYOVBzDwqwzwqgzwly2pd1ghUVnuuwneIqiIC8WkSllkeZzSPNZZEo50jd5SQAvCRBkEQwDMGDBMgwYhoGBVfumWWeEWWeCWW+Ew2CD02iD02iHSTd/adHmEkVREC0kcCbRh7OJfpxJ9I3baMJxHNavX4+tW7di27ZtWLdu3bj0cYsVKhIpVWcpicTRKIqC8+fPY+/evdi3bx+OHDkyLmdlo60OqzwdWO1ux0pP26IQjbwklEs+xRHNJxAvphAvpJAophAvppDh81DGDb2zx6o3w2Nywm1ywGNywmN2os7sQZ3FgzqLe9EOKqPJCwWEcjFECwm1lFY+gWhBtWm6lEVRmpvavAwY2A0WOI12eExOeM0utbyX2QWf2Y06i2fRJhZWFAVpPotIPoFYuRxZrJBErJBEms8iVcoiJxQu+XP0rI4IGpfJgTqzu2w7tUyax+RcElkPZEVGopgmJd5G2zVaSKI0R31yLEZOD5fRAa/ZBY+53EdNLngtbtSZ3bAbrDUh0nN8Hn3pIPrSw+hLDeN8agCpUmVuQpZlsWrVKnR2dmLr1q3YuHEjLJbFX/51IqhIpFSdpSoSx1IsFnHkyBESmj5//vy4c+rMbnS4mtHhbEaHswlN9sCCDN6iLCJWSCKUiyGUjyGsHfNxJIozq7VtsVjgdDpht9thNBqh1+uh1+tJcnNBECCKIgRBQKlUQiaTQSqVQjY7PhnsRDiNNvgtXtRbfQhY1WO91QePyVlTXjNJlhAtJDAyqraqZtcMn5v29UajEW63G3a7HRaLBWazGRaLhdgRUIWSoigolUrI5XLI5/PI5/NIp9NIJpPTJrhnALhNTgSsXvgtHvgtXvLYZ3YvuD0VRUGGzyGcjyOSj5O+GM6px5kIF47j4HQ6YbFYSDOZTOPq2guCQOyXz+eRy+Vm1Cd1LIeAxYtAuR9qLWD11uSERpIlhPNxBLMRBHMRcgzlYqO81BNjs9ngdrvhdrvh8XjIPW4ymWA0GknflGUZiqJAkiTwPI9sNkvsmc1mEY/HEYvFUChML+INnB4+szqx8Zhd6rE84XEZ7bAbrHPWT2VFRpbPI1JIYCQbGZWsOoLomNAxAOh0OqxZswYbN27E5s2bsXHjxprdaDLXUJFIqTqXi0gcSzKZxKFDh3Do0CEcPHgQPT09485hwKDO4kaDrQ6NNj8RQW6TAy6TA3r24hY3C7KIZDGNRDGtHktpRPMJRMoewnghNaU30Gq1orm5GY2Njaivr4ff7yfN6/XC6XRedDhFkiRkMhnEYjGEw2HSRkZGMDQ0hKGhIaRSkyeS5RgWdRYP/BYPAlYv6syeC94Jk6sqVSpKIo9EKY1YIUmETCQfJ48lZXKR5vV60dTUVJH8tr6+Hl6vFx6PBxaL5ZI8KJIkIZlMIhaLIRaLIRQKIRgMYnh4mBynEkEsw8BrUj2P3rLn0Wt2wWNylMOF9ku2qSRLyJTDl8lipuy5ShIPVqSQGLcDtOIaWRZ+vx8NDQ3EfvX19airq4PH4yFCZqwgnCmlUonYb7QNh4aGEAwGEQwGIQjCpK93mxyqYLR44SdCvPoCXFZkpEoZRAtJRPJxjOSi5YmKKq7lSfqlTqdDc3MzWlpa0NzcTOza0NCAQCAw5xWz8vk8YrEYIpEIRkZGKlowGEQ4HJ62Wo/qLbfCabTBbrDCrDeVQ9tGmDgjOJYDAzX0zTIMJFkmSw5KEo+CWEKqlEGymEaylJnynm1qasLq1auxevVqrF27FmvXrp3XKmK1BBWJlKpzuYrEsWQyGXR3d+PEiRM4ceIEuru7pxRDAOAwWGHRm2HiDDDqjDDpDDCweshQoCgyZEWBrMgoijzyYgF5oYi8UJhRGNNkMpFBYvSxqakJTqdzQUM/mUwGAwMDGBwcRH9/PwYGBshxujKUNr0FDqMVdsOFZtGbYWD1MHA6GDg9dGXxLSkyZFmGrMgoSTzyomq/vFBETiggWR5UJsprNhrNlq2trRXHlpaWBQ9DKYqCVCpF7Kk17eexu/cnwsgZ1IFZZ4RRZ4CJU/uibswkRrNjsTwwl8QSWbs63YDBMAz8fj+am5vR1NSE5uZm0icbGhoqPKvzjSRJCIVC6Ovrw8DAAPr6+tDX14f+/n4kk8lJX8cAcBhtcBsdcJcnfzaDBRadCRa9GZay0OEYDizDlhsDSZFQKq//4yUBRbGENJ9FulReJ8jnECskES+kICrSpJ9vNpvR3t6OtrY2cmxra0N9fX1N7a7leZ4I82AwOE5IJhKJab3ls4VhGPh8PrS2tlYkql6xYsVlPU6NhYpEStWhInFiFEVBPB5Hb28venp60NPTg8HBQYTDYUQikRnX5J4Mg8GAuro6+P1++Hw+NDQ0oKmpCU1NTWhsbITX662JNUCzQZZlRCIRInIGBgYwPDxMBphcbvrw7sVisVgQCASIDTVPa2trK+rq6i7ai7WQKIqCWCyGwcFBMkBrTfOqzUREzgSO4+ByueDxeFBfX1/hFWxsbERjY+Oi9NakUin09/ejr68Pg4ODGBoaIse5st1UcByHQCCAhoYGUkSgra2N9MvFdo9PxFhveTKZRC6XI6HtfD4PSZKgKAoJgbMsW7H0wGw2w+v1wufzoa6uDl6vt6aEcq1CRSKl6lCROHs07084HK5Yg5bP58HzPFiWrWgWiwV2ux02mw12ux0OhwMOh2NJDBCzIZPJIBwOI5FIVLRcLodSqYRisYhSqURsyHEcaQaDAXa7vaJ5vV74/X7U1dUtilJY1UALFSaTyYp+mM/nIYqVa9sYhiFrKrWm2dHhcCzaNCAXg6IoSCQSiEQiZOIXiUSQSqWQyWRI0wSOJEmQZRmSJEGv18NkMpE1gGazuWKNoNvtJuH3uro6KnYoVYOKRErVoSKRQqFQKJTFx8WO34svrkKhUCgUCoVCqTpUJFIoFAqFQqFQxkFFIoVCoVAoFAplHFQkUigUCoVCoVDGQUUihUKhUCgUCmUcdL89hTLPKIqCQqEAQRBI+haGYcBxHPR6/WWX7oZSPSRJQiKRQDQaJS0ej5PcdFo5u7EpcAA1n6TVaiUpcJxOJ3w+H2ler3fBE4xTKJTqQkUihTKHJJNJ9PT0YGhoqKJUXSQSIYNyoVCYtHSVTqeryO/ndDpJIm3t2NjYiLq6uiWfq05RFGSzWaRSKdK0PIlajkSe59XyXWWxzbIsjEYjLBYLbDYbrFYrqV/rdDqXpM0URUE0GiXVQ7SSiENDQxgeHp5QAM4VLperIrF7c3MzSQBtNpur9rnziSAIiEQiiMViRGjHYjFkMhlS41i7t7UciVrjOI7kSNTyJDqdTrhcLtK8Xi8CgQD8fv+SsdlEiKJIbBiJRBCNRpFIJIgdM5kMmbBoibRlWQbLshU5O61WK9xuN/k+9Pv9CAQCsNlsC/0nLkmoSKRQLgJFUTA4OIju7m50d3fj/Pnz6O3tRSKRuKT3FUWRJI6eCr1ej8bGRlIxRKvQ0NraCrfbvSi8kcViESMjI6Q28cjISEXC4mg0CkmavFTZbGFZlgzKPp8PgUAA9fX15NjY2AiXy1WztlMUBaFQiFT26evrQ29vL/r6+qatUGMwGIhQMRgM0Ol0pGnieuxnaYmhRVGEJEngeZ6I81KpRKpnJJNJHD9+fNxn1tfXkxJpo0vK2e32ObXLpaIlyx4trrX+GAwGEY1Gp61HPFc4nc6KakCa8G5qaoLP56vZvqlRKpVIFSVtkjI8PEwmzXNdkm80Pp8P7e3t6OjoQEdHB1asWIHly5dfdG16igpNpk2ZMZdzMm1BEHDy5EkcPHgQx44dm7Jes8lkgsViIR4E7ajX68FxXMXArCgKGYAURYEoihBFEYIgQBRFMiBrFUZKpdKUnkgAsNlspObw6HrODQ0N8zpAS5KEWCxGBtvRg8bw8DDi8fiM3kcLw+v1euh0OlKdRgvTA6iwoSzLxI6j7TkTzGYzEYyjy81px2p7KxRFQTqdxsjISEW9a63mdaFQmPB1YyukmM1m0kwmU1XEhSiKKBQKKBQKxEOuVXCZyt4ej6einnNzczMR69WoNa55pLUJSDAYrOiHw8PDk9pVg2XZcUJb64+jxTbDMBVN8yhqHkatLwqCAJ7nIQgCub+nmxCZTCY0NTURm2l9VIsszFe1lnw+j5GRkYqyhVod8XA4POVrGYaBwWAg34ljJyza/a31AYZhyIRFm6xo34ujvxMn628GgwErV67E2rVrsX79emzatAl1dXVzbpPFAK24Qqk6l5NIlCQJZ86cQVdXFw4cOIBjx46Nq9/KsixsNhucTicJbVqt1qqHNBVFQbFYrBiUtTZdjVmbzUYEj8/nI6XB3G43XC4XERhaKTGO44jwAlRhoK1j0z4zmUwiHo8jFouR48jICMLh8LQDH8dxFWJmtKgeLawvFVmWycCsDSzFYrGilUqlad/HbDaTerF1dXVwu93jSgBqA582IWAYhny21jKZDPHCpVIpxGIxhEIhhEKhKQULwzAk5KY1TRjWUs1pnucr+okWkp3OxkajEYFAAF6vF06nk5SldDgcpD/odDriHdKElmbfTCZDliak02nE43FEIpFpRaD22aP7/+hjtdcKaxNEbRI4uuXzeZRKpSknhhzHoa6uDnV1dRXrRh0OBynxabfbYTKZSN/U2uh+yfM8crkc6ZdaH9WWzYRCIWQymSn/Fp1ON26iojWDwVC1CYvWx7Q60JlMZsKlFk1NTejs7MSWLVvQ2dl52YhGKhIpVWepi8RQKIR9+/Zh37592L9/P9LpdMXzer2erCPShGEtDcyAKm4nEo/aRpn5hmEYIvwmGjQ0EVULyLJMxHehUCDiUXs8n/YzGAzjaidrA2+t9bnZoE0yxnoetTB2NdHpdGRd4OiJifa4lu2q9c3RdhvdV+d7GNfpdKR/avbTHtfK5jttg2A6nUY6nSa1tsfS1taG7du3Y8eOHdiyZcuS3YxFRSKl6iw1kVgqlXD48GHs3bsXe/fuRW9vb8XzHMcRL5vb7YbVaq2JL7+LRROQoz1nmidG8yJoYbGpPIBaqFfzSOj1ehKKMxgMJJykeQQXs81GI0kS8UKODnNpSwO04+hF99rXqxYi15rmDdPClmNtthQ32EyHJoSKxSJ4nq8IzQqCUGFXzbM9mV1Ht6VuU0VRxvVLrY3ul1q4VlviovVNbePXRDbU+udoD7/mjVyMiKJIvKPappnRcByH9evXY8eOHdi5cydWrVq1ZPoNFYmUqrPYRaKiKOjp6SHewkOHDo3zXjgcDng8Hng8Hjgcjpr2LlSTsSJn9Bqhy9UmFMpSQ1GUJTOJuxgEQSAbBePx+LhlCQ6HA9u2bcP27duxbds2NDY2LtCVXjpUJFKqzmIUiaFQCAcOHMCBAwfQ1dWFWCxW8bzRaITH44HX64Xb7aY74SgUCuUypVAoIB6PIx6PI5FIjFvT2NTUhG3btpE1jV6vd4GudPZQkUipOrUuEhVFQTAYxJEjR3DkyBEcPHgQQ0NDFeewLAu32002bCz2EDKFQqFQ5h5ZlpHJZIhoTKfT49Z+trW1obOzE5s3b8aGDRvg9/trdjyhIpFSdWpNJObzeZw+fRqnTp3CsWPHcPTo0XFpVRiGgd1uJ+sKl2pCZQqFQqFUD209oxaezmaz486pq6vDhg0bsH79eqxZswYrVqyomY0wVCQuELfffjueeeYZAOqOr5aWFtxyyy14+OGHYbVaq/75X/nKV/D5z38ejzzyCD772c/O6DVXX301tmzZgm9+85uz+qyFEomKoiAcDqOnpwc9PT04d+4cTp48iYGBgXEzO00Ujq5osFgXWVMmRpblGaWroVBqAaPRSNfxLkEEQSCiMZVKIZvNTjgetbS0YPXq1VixYgVJ9L0QHseLHb/p6DkH3HjjjXj66achCAL+8Ic/4IMf/CByuRyeeOKJqn/2008/jU9/+tN46qmnphWJgiDU9Jo7WZZx8uRJkphVq34wVUUJo9EIh8NBhKHdbqeewiVOqVTCn/70p4W+DAplRlxxxRVLutze5Yperye5KQE1+4GWakdLu8PzPPr7+9Hf34+XXnqJvNZsNqO9vb2isk5TU1NNeR41qCfxErn99tuRTCbx85//nPzuQx/6EHbv3o1gMIhSqYR7770Xzz33HNLpNLZv347HH38cO3bsAAC8/PLLuOaaa7B7927cf//9OHXqFDZv3ozvfe972Lhx45Sf/bvf/Q7vfe970dPTg/b2djz77LO46qqryPMPPfQQfv7zn+Ouu+7Cl7/8ZfT29uK2227Dv//7v1e8j/b66ai2J/Hxxx/Hz372swmfG5tEWBOGBoNhzq+jmoxOTE25OIrFIvbs2bPQl0GhzIjXve51MJlMC30Zi5rRVVgWE6VSCZlMhtSl1pLLTya7AoEAnn322apEv6gnsYYwm80k8e6nP/1p/OQnP8EzzzyDtrY2PProo7jhhhtw9uxZeDwe8pp7770X3/rWt1BfX4/7778fb3/723H69OkpPX9PPvkk3v3ud0Ov1+Pd7343nnzyyQqRCABnz57Ff/7nf+InP/kJOI5DW1sbzpw5gw0bNuCLX/wiAEyacV7LtaUxNrn0XNPX1wcAsFqtcDqdFUlaa62ixMUiyzJ+97vfLfRlUCjjeNvb3oZdu3bh+eefx+7du+c9QfNShU5oLp03vvGNizJCpFWO8vl85HeyLKNQKCCXy1VU1kkkEgiFQsjlcnA6nQt41ZUs/lG3xti7dy9+9KMf4dprryUh569//eu46aabsG7dOnz3u9+F2WzGk08+WfG6Bx98EG9+85uxceNGPPPMMwiFQpN61QBVsP3kJz/B3/zN3wAA/uZv/gY//vGPxwk5nufxgx/8AJ2dndi0aROcTicMBgMsFgvq6+tRX18/6c331a9+FU6nk7SWlpZLtM7MaGtrw5o1a9DW1ga/31+TlU0olKXGrl270Nrail27dlGBSKFUCZZlYbVa4ff7yVi3ZcuWhb6sSaGexDlg9+7dsNlsJLv9X/7lX+I73/kOzp07B0EQcOWVV5Jz9Xo9du7cie7u7or3uOKKK8hjj8eD1atXjztnND/60Y+wbNkybN68GQCwZcsWLFu2DM899xw+/OEPk/Pa2touujblfffdh3vuuYf8nE6n50UoplIpUke1WrU+FwqWZfHGN75xoS9jUUPDzdXh+eefJ55EhmGoUJwjaLj50lmKTgJFUcDzPCmzWKtQkTgHXHPNNXjiiSeg1+vR2NhIQsTBYBAAxomcmWa5n+qcp556CsePH69YuyDLMp588skKkXgpO6w1V/l8oX2RahtWAPXLYfRaRJvNBqvVCpPJtCjFI8MwizJsUkssxQGjFti9ezdeeOEFKhDnGK2MJeXyRFEUFItFZLPZinWJuVxu3Pp0juNqbp09FYlzgNVqxYoVK8b9fsWKFTAYDPjjH/+I97znPQDUHcZdXV24++67K8597bXX0NraCgBIJBI4ffo01qxZM+HnHT16FF1dXXj55Zcr1jUmk0lcddVVOHbsGDZs2DDp9RoMhilr8y4UH/3oRxEIBDA4OIjh4WGMjIxAkiRks9lxOal0Oh3ZvGK32+F0OudV0FIWDqPRWOF5p8wNpVIJxWKR1OilzA3UlpcXxWKR7G7WNq2MrdyiwXEc/H4/2eH8+te/vuZ2wlORWEWsVivuvPNO3HvvvfB4PGhtbcWjjz6KfD6PD3zgAxXnfvGLX4TX60UgEMADDzwAn8+Hd7zjHRO+75NPPomdO3eO26QCqGHrJ598Eo8//vik19Xe3o49e/agt7cXNpsNHo+nJrwz7e3t+NSnPkV+FkURwWAQfX19JEdiT08P+vr6IIoiyYSvYTQa4XK5yBpKm822KL2NlKlhWbbmvkiXAtSmFMrsUBQFmUwGqVSKtIlyuOp0OrS3t5PW0dGB9vZ2NDQ01Hwe39q+uiXA1772NciyjNtuuw2ZTAbbt2/H//7v/8Ltdo8775Of/CTOnDmDzZs347//+78ndDvzPI8f/vCH+MxnPjPh591666346le/in/8x3+c9Jr+4R/+Ae9///uxbt06FAqFGafAmW+05OQtLS34sz/7M/J7nufR09ODkydP4vTp0zh58iTOnTuHUqmEUCiEUChEXq9VWnG73bBYLFQ0UigUCuWi0EShlkQ7mUyOi8qxLIsVK1ZgzZo1WLVqFVavXo2Ojo6aCyPPFJoncYHR8iQmEgm4XK6FvpwpqbWyfKPJ5/Po7u7G0aNHceTIERw/fhyFQqHiHIPBAI/HQ9pivWkpFAqFMj/k83kkEgnE43EkEolxoWObzYYNGzZg48aN2LBhA9asWVOTXnmaJ5FyWWOxWLBt2zZs27YNgBqqPnXqFA4cOICDBw/iyJEj4HkeIyMjGBkZAQASavd6vXA6nTURcqdQKBTKwiGKIhKJBGKxGOLxOIrFYsXzVqsVmzdvxpYtW9DZ2YkVK1Ys6Y1JVCRSliQ6nQ7r16/H+vXrcdttt4HneRw9ehT79u3Dvn37cObMGbIhpr+/HxzHwe12Ey+j2WymoWkKhUJZ4siyjHQ6TTyF6XS6Ync/x3HYsGEDtm/fju3bt2P16tU1v45wLqHhZsqMqeVw82xJJBLYt28f9u7di3379iGRSFQ8bzKZiGB0u901XfP6YhBFEaVSCTzPkyYIAiRJIk2WZfJlqQlmLYWPTqcjR71eD4PBAIPBAKPRCL1ev+QFtpbjjOd5iKJIcqSKoghZlontNPtpZcU4jgPLshV20+v10Ov1S9obMVsURamwqSAIxKaafQHVrpptWZYlttTsudT74VgURYEgCOTe1uynNUmSSL/U2uh+qaXrGd0v9Xo9jEbjkhFGiqIgm82SdYWJRGLcusLW1lbs2LEDO3fuxObNm2uunvLFcLHjNxWJlBmzlETiaGRZxtmzZ4lgPHr06ITrTlwuF9xuN1wuV82LRkVRUCqVkM/nkc/nUSgUUCwWyXGylAxzAcMwMBqNMJlMFU0rs2g0Gmt+8BZFscJeo5smDuf6q1Ov11fYSytHuRSTysuyTOybz+dRLBZJCp5isQhBEC7ZvgzDEIGjpfUxGo2kH5pMppq/j8eiicDR5dxG91Oe56tWG16n0014P1ssFphMpppdriPLMrLZLFKpFNlsMvb7z+l0Ytu2bcRbWF9fv0BXWz2oSKRUnaUqEseSz+dx+PBh7Nu3D11dXejt7R13jsVigcPhIM1qtS6IJ0gURSIEx7bpBgubzUZ2fns8HrhcrooB1Gw2g2XZCq+DKIqk7mg+nydfvlo6omQyOe3gzrIsef/Rg402kM+HJ1KSpHHib/Sgq9Ven+7vcLlcsNlsJF+nzWYjXhfN28owDARBgCAIRGCm02mSMiOZTE77eRzHVSSV11qtJ5WXJGlcAmFt0jKTocdsNsNut8PhcJC+oXlhARCbasdMJoN0Oj1uHdlk6HQ60v/Gip6FmsyMFYKavbTjTCZ4TqcTPp8PDoejon+azWZwHEcay7IV/VKbWI7um4lEYkYVQUZPbDQ7avf1fAlISZLI95LWFzKZzLi+ZjabsXHjRnR2dmL79u1YuXJlzYrcuYKKRErVuVxE4lji8TgOHTqEgwcP4uDBg+jv75/wvNGD+OiBxmg0XvQXkCZmSqUS8bSMHjymEhccx6GpqQnNzc1obm5GQ0MDaYFAoCohFG3R98jICEKhENkoFAwGKxKkTwXLssRuE4VkR4fGNLuODu3KslwRYhNFsSKsXiqVZjzQNjQ0kBrngUAAfr8fdXV18Pl8cLvdczIx0MJfmq20Njg4iP7+/iltNroi0eijJgbmA81rrfVJTQzmcrkJc8ZpGAwG0j8bGhrg9/sRCAQQCATg8/lgt9svOhF1qVQinqNwOIxwOIxIJIJwOIxgMIhgMFiRY3UiGIap8JxpfXL0sgptIjCT+1sLlY+eMAiCMM6LWiwWp71H6urqSALmhoYGNDY2or6+Hj6fD16vd84zN2SzWYTDYYRCIWJDrTLW0NDQuEwSY9Emg5oNRzdtQqXT6aa0oyzLkCSJ3M9j7ZbNZiedHDidTqxduxZbtmzBli1bsGrVqiUTPp8pVCRSqs7lKhLHkkql0N3djRMnTuDEiRPo7u5GJpOZ8jUGg6HCu6TT6YiXYqynbvQat5mEjlwuF1pbW9HW1oaWlha0traitbUV9fX1NfdFKIoiwuEwhoeHyWA9PDyM4eFhhMPhaQfuucRqtSIQCBAB2NjYSAbdhoaGSyppOZcIgoDh4WH09fWht7eXtP7+fvA8P+nrDAZDhYd2tMgZPTBPtHZPEzTaoKz1R22yooltbcIyVT91uVxob29HW1sb2tvbSf+sq6tbUO9NPp8n/W+04BkaGkI4HJ5VVSpt8sIwTMX6XUVRyPre0Wt8p4NhGCIEtaZN9pqammqqFrSiKIjFYhgcHMTg4CAGBgbI42AwOGOvLoCKid/oPimK4oxt53Q60d7ejpUrV2LdunVYt24dGhoaatrjPh9QkUipOlQkToz2JTm6KowmeiKRyJQD+Uwwm83Eg+X3+9HY2EgGjaamJthstjn6SxYeQRAQiUQQiUQQjUaRTCYrQl/5fJ4IFE2sjF14bzAYSI1vrd63FlL3er2k2e32hf5zLwlJkhAMBtHb24u+vj7ShoeHkUqlZvVeE4nE2cBxHOrr69Hc3Iy2tjbSWltbaz7/60SIoohoNEq84KFQCLFYDNFoFLFYDLFYDOl0ekpP6WRwHAeXy0Waz+eD3++v8FY3NDQsiXJ+iqIgHo+TieDoezsSiSAejxOv80zR8t36/X7yvRgIBEglk7GFKigqVCRSqg4VibNHURQkk0lEIpGKtVmFQgE8z5PdhJrQsVgsZP2QVpPaarVe9rNgyuzIZDIYGhrC4OAgGZhjsRgikQgSiQSy2Sxyudy0YXeGYWA2m2G1WuFwOODz+SpaQ0MDmpqaEAgEas5rPR8IglBxX2veV81zqNPpiAdXC1vT+3k82trVbDZLsito3myGYSqWUVyO/WwuoCKRUnWoSKRQlhY8z08oFhmGqfldqxQKZebQiisUCoVCmRVafksKhUKZCDpFpFAoFAqFQqGMg4pECoVCoVAoFMo4qEikUCgUCoVCoYyDikQKhUKhUCgUyjjoxhUKpQpoedZCoRCpUqClytDK2gmCUFE5RKfTkVQjWnM6nSThs91up6kzKJQFRru3U6kUMpkMafl8nqRv0dLgaClwtITmZrOZ1ID3eDyw2Wz0nqbUNFQkUiiXgCzLGBoawrlz53D+/HlyDAaDM6qWMhvMZjMCgQCamprQ2tpaUV1lMSYsng6thuzoOsdafkmtCYJAckxqCbWNRiNsNltF02pTL0R97YVClmWSG1GrrR2Px0kt3tE1gbUUOFpGNK0k3egavJodR9f7DgQCcDgcS0roSJKEcDhMqq8MDAwgGAySsn6JRGLWycYnQ6fTkXyTWgnIhoYGNDc3o7W1ddEnfB+LJElIJBIkMXkikSCT52w2S/qiVp1GURSwLEv6oVZ60u12k+ICPp+P7tCvIjRPImXG0DyJQLFYRHd3N44dO4Zjx47h+PHjSKfTE57LsgrsdgU2uwKbDTAZFRgMgN6gHjkOUGRAVgBFAWQZ4HmgWGRQKjIoFoF8nkEmw6BQmHoQ1kqfaU0rgebxeGpyABdFEZFIhFS00Go9a4mfI5EI8vn8nH4mx3Fwu93w+Xyoq6sjNZm1AbqxsRFms3lOP7PalEolkjR7cHAQQ0NDpNxhOByesrb3XKFNXgKBABE4WlWgxsbGmq0cks/nMTAwgP7+fvT19ZHj4ODgtHZjWQVmM2A0KTAZAWP53mZZBQwLsAzAMOq9LQoMBBEQBUAQGOQLQCHPgOenvy9dLhdaWlrQ0tJSUcmmvr6+Jic8siwjGo2SCitaX9Tu8VgsNueTZwDwer3kO09ry5cvX3Ii+1KgybQpVedyFImiKOLkyZPYv38/9u/fj2PHjo1LPKzTKfB4FHh9MnxeBV6vApdbhtWqDhRzcx1AJqMKxmSSQTLBIJFUH2fSDICJP8hms5GBZfTgXe1yfqIoIhaLkXC7Jga1gWOmtXE5ToHJBJhMCkxmBQY9oNMBnE6BjgNYDoCiDsayrDZJZFAqASWeAV8CSiUGhQKgKNP/Z3g8nnEiRzs6nc4FEdylUgkjIyMYHh4mdXG1YzgcntKrxTAKrFbAYlFgsSrq0QwYDAr0BsCgV49j9YaiqH1OEBgIPMALQKnIIJ+/IHJyueknLwBQV1dXYcfGxkayhMLr9VY1WXehUEAwGMTQ0BCp0Tw4OIi+vj5EIpFJX8eyCpxOBU5X+ehQJ3xWmwKbTRWIl9oVJAnI54FslkE6rd7H6TSDVJpBMsEil5v8AwwGAxobG9HS0oLm5ma0tLSgsbER9fX1qKurg16vv7SLmwRFUZDL5RAKhcaJQG2CMl0ZUoZRYLEAVqsCs1mB0QgYyiLbaFDAcqptGQBg1L4o8ADPM+AFgC8xxG7ZLANJmtxOra2tWLt2LdasWYN169Zh5cqVl23FFioSKVXnchGJoVAIe/bswZ49e7B///5xHi2rVUFDg4yGRhn19TJ8PmXcIDufCAKQSDCIxxnE4yzicQaJuDrgTCWMrFZrRYk1j8dD6h1rZbC0wYZlWTAMA0VRUCgUUCgUUCwWUSgUkE6nkUwmkUgkSChpJh4DllVgdyhw2BU4KgZhwGZTYLUq0OvnRmjLsjog5/MMcuXBJZ1mkM6Uj2nVezsVFouF1Nb1+/0IBAKoq6uDy+WC0+kkR7PZPK3wURQFPM8jm80im80inU6TEJzWNGEYjUanfC+DQYHLpQoal7Ns03Kz2RRUs2DK6MkLETmpC206b5lOp4Pf768IY7vdbjgcDpjNZpjNZlLOTut/WhNFkYQotXBlPB4n9ZW1dYNTYTYrcLsVuN1y+ag2m726dpsJPA+kUgwSCQaJBItk+R5PJqcWRgzDkHrQbreb9E2XywWr1UoSqBuNRuj1elJKUBRFSJKEQqGATCaDbDaLTCaDdDpd0S8LhcKU161FUBzOC/3QUb7PbXZVYM+VbRUFKBaBdIpBPHHh+y8eY5HJjLeR2WzG+vXrsXnzZmzZsgVr1669bELVVCRSqs5SFYmiKOLo0aN47bXX8Nprr6Gnp6fieaNJQXOzjJZmGc0tMpxOZc48hNVEFIFksjywJBikUiwZvGfiAbpUWFYVKXa7ArsdcDjkCwOGU5lTT+tcUCyqg3I6NVrosEinVVE5G8YOxKPr+WoD8WxCwXr9Bc+WS2tOGS636mmtJTtqaAO4Zst0ikEyxSKTVkVlNjsz7+6lYjSq/c1Z7ncu1wVRaDJV/ePnHFkGshkGyZR6XyfLEYV02a5TCci5QrPpaBHodKrNXgMCGwAKBSAcYhEKMQiFWIyMsCiVKm1jNBqxadMmbNu2Ddu2bcPKlSuXbBlKKhIpVWcpicRYLIa9e/fiT3/6E/bt24dcLkeeYxgFgYCCtjYJrW0y/P7FIQpnA88DuawaMszlgFxODSXyWliHV8O1sgyg/A2hKKoY0elU0aLXAzq9Ggo2m9UQktmswGJWPQYWS22Kl4tBFKGKmyyDbOaCyMnlGBSKDIoFNaQtirP9g9Uwm8mkimarVfWgWqwXPKwOZ+0KwUtBloFcTvVEFvIM8gW1DxYKamhbEFBey6c+BgAwFxZWcJzqRTUYUG7lcPooO9psi1MIXiyKooojra8WCwwKRaBQUCeGAq/2ZUliIEpqyJtlVM8ewwIcqy6fMRrVybHRqK6ltljV/jnaw7/YUBQgFmMwPMxieIjF0BA7brLscDiwbds2bN++Hdu3b0dDQ8MCXe3cQ0UipeosZpEoiiK6u7vx2muvYc+ePTh9+nTF8yaTgrY2GW3tElpb5ctqYKHMHYKgDsJqYyCKgCypAzBT3szAsqrINhoxZ+F0CoUyOxQFiMcZDA6wGBhkMTTIQhAqb8ampibs2LEDW7duxdatWxfduDcaKhIpVWcxiURFUTA4OIiuri50dXXh4MGDyGazFefU+WW0l4Wh318bIRIKhUKhzD+yDIRCDAb6WQwMcBgZqVzTzTAMVq1aRQTjxo0bYbFYFvCKZwcViZSqU8siUROFhw8fxuHDh3Ho0CGEQqGKc4xGBa2tMgkjL6L7m0KhUCjzSKkEDA2xqqdxgEUiUelFYFkWq1atwpYtW7Bp0yZs2LChpvPVUpG4iHn55ZdxzTXXIJFITNrJvv/97+Puu+9GMpmc12sbTS2JxHw+j9OnT6O7uxvd3d04cuQI4vF4xTksq+5CbmlRWx31FlIoFArlIshmgaFBFoOD6nrGdHr8YNLU1IT169dj/fr1WL16NZYvX14zeUKpSFxARkZG8Mgjj+AXv/gFhoaG4Pf7sWXLFtx999249tprp339TESilpbA7/fP8dXPnIUQiYqiIBaLkWom586dw5kzZ9DX1zcuxQrLKqivV9DYqKanaWyUF+UCa8rUyDJmvduYQlkoqp2GiLIwZDIgG2CCwfGeRgDgOBZtbe1YtWoVVqxYQQod+P3+ec+5erHj9+WZVXIO6e3txZVXXgmXy4VHH30UmzZtgiAI+N///V98/OMfx8mTJ+fkc7ScYUuZYrGIV155hSQK1pIGZzKZCc+32RT4AzICATVfYSCg4DLNk3pZkc0y+PdnamN2TqFMx/veX4LDQX0xSw27HVi9RsbqNaqzoliEmmonyGIkxCASZlEsyjh//jzOnz9f8VqLxYLW1taKxP0NDQ1YtWpVza1zpEPqJfKxj30MDMNg7969sFqt5Pfr16/HHXfcgd7eXnR0dODgwYPYsmULACCZTMLtduO3v/0trr76avKaV155Bffffz9OnTqFzZs343vf+x42btwIYHy4+fDhw7j77rvR1dUFhmGwcuVK/Ou//iu2b99Ozv3hD3+Iv//7v8fAwADe8pa34JlnnsGPf/xjPPjgg0ilUvibv/kbfPOb36yZ8k7f+MY38OKLL477PcOouc283gtVTer8MqpYMKRqaJUsKBePWP1KcxTKnKGW41voq1jc6HS1nwXAZIKaIaNNFY2KoqZ4ikRYRMIMYnEW8ZiaMzSfz+PkyZPjnEiBQADPPvtsTVWFqZ0rWYTE43G8+OKLeOSRRyoEoobL5ZrVGsJ7770X3/rWt1BfX4/7778fb3/723H69OkJSyy9973vRWdnJ5544glwHIdDhw5VnJfP5/Htb38bzz33HDKZDG655RbccsstcLlc+OUvf4nz58/j1ltvxZ/92Z9h165dE15PqVRCqVQiP09Wo3iu0CpLNDdLaGmRKxIH19A9c0mIIvCv/5fm16HUHm9729uwa9cuPP/889i9e/eU5f4oM+dHP6Je70vlIx8tLrqlQwyDcvUoGR0dAKCWIZUkNcF8PD6qQlGSweAgh1AohEKhUFM1p5fI0LswnD17FoqiYM2aNXPyfg8++CDe/OY3AwCeeeYZNDc342c/+xne9a53jTu3v78f9957L/nslStXVjwvCAKeeOIJLF++HADwzne+Ez/4wQ8QCoVgs9mwbt06XHPNNfjtb387qUj86le/iocffnhO/rbZsHatRFz4FAplfti1axdaW1uxa9cuvPDCCwt9ORTKkoTjAI9HgcdzYRImScAT/1IbEb2xUJF4CWgz7blagHrFFVeQxx6PB6tXr0Z3d/eE595zzz344Ac/iB/84Ae47rrr8Fd/9VdEEALqmofRPwcCAbS3t8M2KkYbCAQQDocnvZ777rsP99xzD/k5nU6jpaXlov622RCOsPB41RJPS62spk6nzoopF08mzVDvTBV4/vnniSdRq5NMuXTe854S7HRN4iWxVCJJo+F5VHgSa5UlaPr5Y+XKlWAYBt3d3XjHO94x4TlaHcjRX7izqdk6mQB96KGH8J73vAe/+MUv8D//8z948MEH8dxzz+Hmm28GgHEhaoZhJvzd2B3CozEajfO6fV/7rMOHdDh8SO2aFosCj0eG11dek+iV4fEszrJQgBqCWKzXXivoqP2qwu7du/HCCy9QgTjH6PT0nr+cEQS1HGAsxiIeZ5CIM4jH2QkzNGg132sJKhIvAY/HgxtuuAH//M//jLvuumvcusRkMom6ujoAQDAYRGdnJwDg0KFDE77fa6+9htbWVgBAIpHA6dOnpwxlr1q1CqtWrcKnPvUpvPvd78bTTz9NROJi5IMf/CAcDgf6+/sxODiIVCqFfJ5BPs9hcPDCeQyjuuoDAXVHsz8gw+ulaSYuF2w2Be97f2n6EymzQqujbLerdXopc4PNRgX35YIoApEIg1CIRSTMIhJhkEhUVm4ZjdPpRENDA9nhvGPHjprJq6hBReIl8i//8i94wxvegJ07d+KLX/wiNm3aBFEU8dJLL+GJJ55Ad3c3Xv/61+NrX/sa2tvbEY1G8bnPfW7C9/riF78Ir9eLQCCABx54AD6fb0IPZaFQwL333ot3vvOd6OjowODgIPbt24dbb721yn9tdVm+fDnuu+8+8nMmk8HAwAB6e3tx7tw5kisxmUySmdmJE+q5er2aOLuxUUZjkyoea2TTNmWOYVnQlCJVwOEAGhqoXSmUmZLPA8PDap7EkRF1F7MsjxeEHo8Hy5cvR0dHB8mV2N7eXlMbVCaDisRLpKOjAwcOHMAjjzyCv//7v0cwGERdXR22bduGJ554AgDw1FNP4Y477sD27duxevVqPProo7j++uvHvdfXvvY1fPKTn8SZM2ewefNm/Pd///eErmeO4xCLxfC+970PoVAIPp8Pt9xyy4JsMqkmdrsd69atw7p16yp+H4lEcPLkSXR3d5NjLpdDfz+H/n5VGXKcmlS7Wau2UqfUfAoFCoVCodQu+bxadWVomMXwEIt4fHz4yuVyYf369VizZg1WrVqFlStXwufzLcDVzg204gplxtRSWb7RyLKMnp4eHDp0CEeOHMHhw4fHlegzmRS0tMhobZPQRus2UygUCmUaeF71FA4MqDWcY7HxonDZsmWkdvP69evR2Ng479VUZgIty0epOrUqEseiKAr6+/vR1dWFrq4uHDx4EPl8vuKcujo16Wlbu4RAgK5npFAolMsdWQbCYQYD/SwGBjiMjIwPHy9fvhydnZ3YsmULNm3aNGkp3VqDikRK1VksInEsoiiiu7sbe/bswZ49e3Dq1KmK500mBa1tMtrKXkYTzXVNoVAoSx5FAZJJhngKh4ZYlEqVorChoQHbt2/H1q1bsW3btkUjCsdCRSKl6ixWkTiWeDyOvXv34rXXXsPevXuRzWbJcwyjwB9QiGD0+5f2WkZFUWuO5rIM8gUGPA/wvHYEZImBAgCKei7DADq9moJIr1Mfm0yA2azAYlFgNmNJbxiSZXVdUibDIJtlkMsxKBYYFApAocCgWGQgCOouR1FkIIrqaxhG3XCjHXU6BUYjYDCoR6NJgdWqwGqBerQqsDvU5y4HBAHlTAaqHUslBgIPCCIgCsyFsnaMakMGAMup9jMYLhwtFtV2ZjMu++iAIKi2LBRA+igvqH1SkgBJZCBJ5T7JASyjRlR0esBoVGAyAgajen9bLOpxsX8XKopa7WR4WBWEgwMscrnKP8pms2Hr1q3YsWMHduzYgcbGxgW62rmFikRK1VkqInE0oiji+PHjeO211/CnP/1pXCF2s1lBc7O6+aW5RV6Uu2pLJSCZYJBMlRO3plikU5rIwYS78S4Fo1GBzabAZldgtyuw21TB4yg3s7m2B5tSSfUupMv20hLeptMssllMms6iGhiNZbs5FTgdSrlUpQyXS4HFUtt21NAmIukUg1RatWcmwyBTPmazDARhbv8QhlHtY7Op9nM6yzZ0Li7bTYUkqZOVZJIh/TWTudDGesQuFY5TBbhaaq7ynnY61Pu91oS5KALRqJqSZiTIYnh4vCjU6/XYsGEDtm/fjm3btmH16tXgluBMl4pEStVZiiJxLKFQiHgZ9+/fP24to9Mpo6lJRn2DmnLH5aodT2M+D8TjFxK2JhJq0tZ8fvoLdLvdcLvdsNlssFqtsFqtsFgsJAE7wzAk+XqpVEKhUCAtk8kgkUggmUxCkqRpP0uvV8WjNsBog43drorLaotISQKyWVWsVLSyKCwWp/5wjuPg8/kQCATg9XrhdrvhcrngdDrhdDphsVhIInqj0QidTgdZliHLMiRJgiRJKBQKyGazyOVyyGazSKVSiMViiEajiMViiEQiSKVSU16HXq/WNXc6tRrnar1zh2P+RZAsq3kWVUHNkioSqbJdZyJYDAYDPB4PXC4XHA4HLBYLTCYTadpmAFmWoSgKBEFAPp9HLpcjdozH40gkElMWCVA/S7WZ263A7ZbVo0e1Za3pg1IJSCQYJBIsua8TCbXPTjfBMxgMpG+6XC5YrVYYjUaStFmv10OWZYiiCFEUIUkSisUiMpkMael0Gul0etrrZFn1HnY6L4hyxyghWU2vuKJUfv/F4wzCYRax6Hgb6XQ6rFu3Dps3b8aWLVuwceNGmC6DNUZUJFKqzuUgEkcjCAKOHz+OAwcOoKurCydOnBg3+JhMCgL1aoodn1dN6u10VW9GLcvqQJxMqN6DRJJBovzFOJW48fl8aG5uRmNjIzkGAgH4fD54PJ5x1Xgu7tpkZDIZxONxhMNhhEIhhEIhhMNhBINBBINBRKPRaat5sKyazNlqU2A2KTCZFJjMqq0NBjWcrdMp0HHqY0UBZEW1jSIDgqiGy0slBnwJKJbUMGY+Vw4PTyMCATWvWVNTExobG0mi24aGBtTX18Pj8cyLpyGfz2NkZATDw8OkDQ4OYmBgAKFQaEohxHEXhLjNpsBiVUOGFosCi1m1o74cptXrK5cIMIxqU0HQmhruLRbL4eA8Uw4NM8hkLoTepxMsXq+3wo6BQIAcvV4vzGbznOwKlSQJiUQCsViM2C8YDGJoaIg8nsx2DFMWOa5KAe50ql60apSHI57Wsmc1nVLv62SCRTLJoFCY3CZGoxHNzc1oaWkhdtVsGggEYLFY5sSmPM9XTGBCoRC5p4PBIEZGRsDz/JTvoUUYtOUUVitgtigwGhUYDWpo22C4sCxDu2xFAQReDZUL5WUwuTyDbLnfaRO+ySYiLpcLa9euxdq1a7F582asW7eu5hJWzwdUJFKqzuUmEseSy+Vw+PBhHDlyBMeOHcPJkycn/GLkOHVgsZfDrbayh8xkAgx6hQzOmsBRFDXkK8vqF2CxyKBUUtcR5QvlsFyWQTaDKQdjhmHQ0NBAErVqSVvb2trGVQNaKHieHzfAaC0cDiORSMxLSTiDwYD6+no0NDSQwbWpqQnNzc1oaGiApcZzJPE8T0Tj6DY0NIRIJDKtJ60acByHQCCApqYmIrBHP64Vb41mu76+PvT396O/v588Hhs5GIvZXBY6NgVms+odMxkvrC9lWYBhAZZRj7JcXp9aXgvIC6rILhQY5Avq40xm+nC7z+dDW1sbWltbyT3d3NyMuro6Uvp1IZFlGZFIBMPDwxgaGqoQ5MFgcFqv+FzAsiwaGxvJd9/KlSuxZs0a1NfX12RKmvmGikRK1bncReJYBEHAmTNncOLECVIRpqenB8VisaqfazAY0NLSQlprayva29vR2toKs9lc1c+uNqIoEm9FNBpFKpVCOp1GKpVCKpVCoVBAqVQCz/OkcRxX0QwGA+x2O6xWKwmfe71e0nw+HxwOx5IdOERRrPDexmIxxGIxxONxEo7N5/PI5/MolaYub8gwDMxmM8xmM+x2O9xuNzweDzn6/X40NDQQb+BiXsulKAqi0Sj6+vowNDRERPfg4CCCweC0trpUvF4vmbg0NzejtbWV3OO1PmmZDs0rrnkjo9EootEokskkstlsxdILSZKgKErFREdb/mKxWGA2m+H1elFXVwe/34+6ujoEAgG0tLRclh7CmUJFIqXqUJE4PbIsk9m0Fm4NhUKIRCLIZrNkcM7lchAEASzLguM4crRarXA6nbDb7XA4HHC5XPD7/RUhJJ/PVxPeA8riRxRFFAoFspZUGw4YhoHJZILRaFyyYno2KIqCTCaDcDiMSCSCcDiMdDpdsXYvn8+TNada0+l0xI4mkwlms5msYdXWAWsihwocSjWhIpFSdahIpFAoFApl8XGx4zd1R1AoFAqFQqFQxkFFIoVCoVAoFAplHFQkUigUCoVCoVDGQUUihUKhUCgUCmUcVCRSKBQKhUKhUMZRhfzxFAplMkqlEikjNhadTkfygemqUdqBQqHMGkmSEI1GSfUgLQVOPB5HJpNBNpslR620ndYYhiHpb7Sjw+EgaXA8Hg88Hk9FpZTLJRWOllYom82iUCiQ1GBagYLRqZfMZjNsNltFo9+R8wO1MoUyR/A8T6o3aBVERkZGEAqFkEgkSG7EmWA0GmG1WuHxeCqSQNfV1aGhoYGU1ZuLcnq1iKIopKaxlkw7k8mgWCySZNqlUgmSJFXkmmRZFmazmdSfttlssNvtpCYwzS9JmYxsNove3l709vZiYGCAlEAcHh6etuTcVGi5UWeKVhKypaUFzc3NpOxec3PzohGQiqIgnU5jZGSElO0bGRlBOByuSOw+0+/DsTAMA5/PV1HesaWlBcuWLUN7e/uisdNigOZJpMwYmifxAvl8Ht3d3Thx4gTOnj2L8+fPY2BwEHI5KfFUKIBaOHesYBFFMJI442tgWRZ+v5+Ukxs9mDQ0NNS0gMxms2Tg0JpWZSUSiSAWi130ADIZHMfB7XbD6/VWJCgfXZZvsVe20NBEdjQaRSKRQDKZJFVr0uk0CoUCisUiCoXCpMm0DQZDhRfMYrHA4XBUNG0C43A4Fo0Az2QyRAz29PSgt7cXfX19iEQik75GYVkoNgdkmwOyXT0qVisUoxmKyQTFqDZwHJTRtfkUBYxalw+MIAICD7ZYAFPIgcnnwBTyYLMZsJkU2HQKjDC5GGUYBoFAgFRi0e755uZmBAKBefesiaJISvEFg8FxJfmy2eyM3kfR6aAYjFDUeqVQdKO+t7T+KAhgSkW1TWEjQP1ebG5uxvLly7FmzRps2LABq1atuuyFI02mTak6l7NIDIVCOHToEI4cOYLjx4+jp6dnwhrDitEEyeOD7HSrg4ndCcXuhGy1qgOJwQgYjBeq149FktQvwVIJTKkINp8Dk8uAzWXVYyYNNp0Em06qg88kaHV0tUGksbGxQhTZ7faqVdKQZRmJRIKE5rSqM5pHIRgMznwA0RugmMxQTGbIJjOg10PR6QBOpx5ZFpAVQJHByLI6KGv248utWFQH5Rl8ntvtJvWGx9YfdjqdNVN9pFgsVlT00Zpm82g0WvXykKPhOA4ej4d4u8c2rYzafNVvLhaLpK8NDAygv78fAwMDGBgYQDQanfR1stWu3r8eL2SXB7LLA8nlhWJ3jJ/UzTWKooqgdBJcMgE2GQObTIBNxMAl42BKk/9/chyH+vp6+P3+iuZ2uytEvd1uh16vn1TQi6IInueRyWSQTqdJi8fjCIfDZBKn9TVpmkmxbLVBtjshO1zl70IHZKsNitWmHs1WYLbiVpbBFPOqqM6kVYGdSoJLRMFGI2CL4722Op0OK1aswKZNm9DZ2YnNmzfDZrPN7nMXOVQkUqrO5SQSY7EY9u/fj4MHD+LQoUMYGhoad45sd0Ksb4Lkr4fs9UPy1UGx2icXgHOJooDJGL21AQAAJ8pJREFU58CmEmpLqAMKVx5YGHFqL5zZbCbrobQ6vHa7ndTptVgsMBqNFYOJoigQBIF4n4rFInK5HFKpFPFWJZNJxGIxiFMIWA3ZZIHsKItoh1P10tjsUGx2yFY7FMtFDCCTIUlgCrmy2M6CzabVQSadAptJgk0lwRYLU76F1WqtCG8FAgH4/X5iR4/HA5vNdklCUhAEEl6Px+PEqzp6cA6FQkilUjN6P9logmKxQTGboZgtkM0WKEYzYNBD0Rmg6PWq8GbLNZdHXTvxgIkCGEEAeB5sMa+K7mIBTDEPJpebcFCeDJvNBq/XS8L/Wnk6rca2tlTAZDJVLCHgOA6CIKBUKpFWKBSIh1Tre9oSj+nsI9vskDx1kD0+SN46yJ46SB4vYJwfETtrFEX1OiZiRDSyybh67ycTs4pAAKqo1Ov10Ov15L4WBKGiXvKMLovlIDtdqgh0uCC73OoE2emG7HQBunmOZpS/F7loGGxkBLqRIXAjQ2DzlWvAWZbFqlWr0NnZie3bt2PTpk1L3tNIRSKl6ixlkVgqlXD48GHs27cPXV1dOHfuXMXzCsNA8jdAamqF2NAMqb5RFYS1iKKoQiiVUAeSZBxsOqV6IDOpcV+YVbkEQPUW2Byq96DsSZCd5aPdCRgMVb+OWVEqgk0lVC9OalRLJsDmMjN6C71eD4vFQtZEms1mIrZZlgXDMGAYZkLBk0qlUChMLVRHo+gNZS/NKI/1aKFts8/PIC1J6oQlnwWTzYDNZtRj2fOtesIzqtCcRxSDUZ18uDyQ3F7ILi9kt/q4ZsXgxaAoqo1TSbDZtOpdy6ZV2xfyZUFfBFMqgJnhcK+wLPHgK6byBEMLs5cncbLDBcU2T5PiS0FRwGRS0AUHwQ31QzfYBy4ZrzjFYDBg8+bN2LFjB3bs2IFly5bVTNRgrqAikVJ1lpJIVBQF58+fx969e7Fv3z4cPnIEwpjF6VJdPcSWdojNbRAbWoClMtMUBXUgz6vrothcVg3HlkpghBLAC2AEfoJBXYHC6VTPk17zQhkueKgsVvWxRQ0ngeMW5M+rCqKgDsKZFNhMCky6HObKZS7YkC/NyUcpgDowW8ohOZu9HKKzq6KnvIxhymULtYaiAHyp3O+yYAt5MPm86t3N5wCev7A8QOABQQCjyGQpARQFYDl1iYFOp65b0+shmyxQzFozE/EiO5xLSwjOBeX/A0aSAFlSxb0kAQwDheMAllPXVOp06uRisfSti4DJpqEb7IdusAe6vp5xk0Cfz4cdO3Zg586d2L59O5xO5wJd6dxBRSKl6ix2kRiNRrF//350dXWhq6sLsVis4nnZaofY1gGxdRnE5nY13EmhzBRRVMU2XwJTFj3g+fLaUQUor5kEFIC7sK5SFTwGNSSsbYBYJJtAKJRFj6KATcSg6z8PXd956Ib6KtZ7MwyD1atXEy/j+vXra3pT4GRQkUipOotNJKbTaRw+fBgHDx7E/v370dPTU/G8otNBbGqF2LocYmsHZI9vSc+eKRQKhTINoghueAD6smjkYuGKp81mMzZv3ozOzk5s3boVK1asALcIoiZUJFKqTq2LxGg0imPHjuHo0aM4dOgQzp49W7EDWQEg19VDaO2A2NoBqaFl7jZGUCgUCmXJwWQz0A30QNevNrZQuabbZrNh8+bN2Lx5M0m3Y6i19dagIrGmuP3225FMJvHzn/98zt7zoYcews9//nMcOnRozt5zttSSSMzn8zhz5gxOnz6N7u5uHDt2DCMjI+POk9xeiM1tkJraILa0QzEvjTx4FAqFQplnFAVsNAzdYC90A73QDQ+MW4tsMBiwZs0arF+/HqtXr8bq1avR2Ni44BthFq1IvP322/HMM8+M+/0NN9yAF198cQGu6NJJpVJQFAUul2vO3jObzaJUKsHr9c7Ze86WhRCJsiwjGAySpLfnz5/H6dOnMTAwMC5PocIwkL1+iA1N6i7kpjZ1AwVlaSHLYLLphb4KCmVGKLZ5yLFIWRhkGVxkBNxgn7p7enhwwpRQNpsNq1atwooVK9De3o6Ojg60t7fDap2/de+LWiSGQiE8/fTTFb83Go1wu91V+Uye52vSHVzrVFMkKoqCY8eO4fz58yRz//DwMAYGBlAqTbxrVLbaIfnrIfkbSFoaGJbIDmTKpDDpJBzf/+eFvgwKZUakb/84FIdroS+DMh8oippGa3gAXGgYXDgILhIGI0+cdFyrmKUl7m9ubsbOnTurUvnpYsfvmpjeGI1GUuBca263Gy+//DIMBgP+8Ic/kHMfe+wx+Hw+BINBAMDVV1+NT3ziE/jEJz4Bl8sFr9eLz33ucxVepvb2dnz5y1/G7bffDqfTiQ996EMAgFdffRVXXXUVzGYzWlpacNdddyGXu7De4F/+5V+wcuVKmEwmBAIBvPOd7yTP/fjHP8bGjRthNpvh9Xpx3XXXkdfefvvteMc73kHOLZVKuOuuu+D3+2EymfBnf/Zn2LdvH3n+5ZdfBsMw+PWvf43t27fDYrHgDW94A06dOkXOeeihh7Bly5aK1+zcuRNWqxUulwtXXnkl+vr6Ks596qmn0NraCpvNhjvvvBOSJOHRRx8lmfkfeeSRS/lvm1NeeuklfPzjH8djjz2GZ599Fr///e9x9uxZlEolKBwHyecHv3o9ildcjdzbdyH9wU8i84G7kH/bu1B63Z9Dau1YHAJRUQCBp+2S2vzm26NQLglBqIF7ZpG3xbIqjmEguzwQ1m1G8ZqbkNt1B9J33ovMX38A+WvfitKWnRBaOiCXI1zhcBgHDx7E7t278W//9m/4whe+gC9+8YsL/EdUUtOr9q+++mrcfffduO2223D48GH09vbigQcewLPPPouGhgZy3jPPPIMPfOAD2LNnD7q6uvDhD38YbW1tRAwCwNe//nV8/vOfx+c+9zkAwNGjR3HDDTfgS1/6Ep588klEIhEiNp9++ml0dXXhrrvuwg9+8AO84Q1vQDweJ2I1GAzi3e9+Nx599FHcfPPNyGQy+MMf/jBhmTYA+PSnP42f/OQneOaZZ9DW1oZHH30UN9xwA86ePQuPx0POe+CBB/DYY4+hrq4OH/3oR3HHHXfglVdeGfd+oijiHe94Bz70oQ/h2WefBc/z2Lt3b8Wah3PnzuF//ud/8OKLL+LcuXN45zvfiZ6eHqxatQq/+93v8Oqrr+KOO+7Atddei9e//vUTXreW6Fcjna5eiC8cDgMAZIcTQscqkrFfdnkgO91LJ1wjCnA+8fWFvgoKZRxve9vbsGvXLjz//PPYvXv3pN9nlNnh+I9/W+hLWPSk7rxXrXe/GOE4yP56yP56jJ7eMsWCWkGnnLCfCw5CP9AzZQ3xhaAmROLu3bvH1VH8zGc+g89//vP48pe/jP/v//v/8OEPfxjHjx/Hbbfdhptvvrni3JaWFjz++OMkn9HRo0fx+OOPV4jEN73pTfiHf/gH8vP73vc+vOc978Hdd98NAFi5ciW+/e1v441vfCOeeOIJ9Pf3w2q14i/+4i9gt9vR1taGzs5OAKpIFEURt9xyC9ra2gAAGzdunPBvy+VyeOKJJ/D9738fN910EwDgu9/9Ll566SU8+eSTuPfee8m5jzzyCN74xjcCAD772c/irW99K4rF4rh6p1rZrr/4i7/A8uXLAQBr166tOEeWZTz11FOw2+1Yt24drrnmGpw6dQq//OUvwbIsVq9ejX/8x3/Eyy+/PKlI/OpXv4qHH354wueqhdjcjuIbr5/Xz6RQKMCuXbvQ2tqKXbt24YUXXljoy6FQljSKyQypoRlSQzMAQNd3HvqBnmleNf/UhEi85ppr8MQTT1T8TvOwGQwG/PCHP8SmTZvQ1taGb37zm+Ne//rXv77Ci3bFFVfgsccegyRJJH/R9u3bK16zf/9+nD17Fv/xH/9BfqcoCmRZRk9PD9785jejra0Ny5Ytw4033ogbb7wRN998MywWCzZv3oxrr70WGzduxA033IDrr78e73znOydcQ3nu3DkIgoArr7yS/E6v12Pnzp3o7u6uOHfTpk3kseYpDYfDaG1tHWeb22+/HTfccAPe/OY347rrrsO73vWuCu9qe3s77PYLZeMCgQCphTr6d5oHbyLuu+8+3HPPPeTndDqNlpaWSc+fC9hYGPruI6T+p2KxLq3chTq9OiumXDRMOkW9M1Xg+eefJ55EhmGoJ3GOSL/3w1Aci79ix4Iy3zWg5wtRJOU/dX3nF/pqJqQmRKLVasWKFSsmff7VV18FAMTjccTj8YvaETT2NbIs4yMf+Qjuuuuucee2trbCYDDgwIEDePnll/GrX/0KX/jCF/DQQw9h3759cLlceOmll/Dqq6/iV7/6Fb7zne/ggQcewJ49e9DR0VHxXtoX7djt74qijPvd6Czu2nOTFVx/+umncdddd+HFF1/E888/j8997nN46aWXiFdwbEZ4hmEm/N1UBd2NRuO8FT3X/n90oSB0L13wYih6AySPD7K3DpKnDrLXB6kuAMWySHctM8ziDZvUCouw2sFiYPfu3XjhhReoQJxryuUrKZcxkgQ2HgEXi4CNRcHFwuDiUTDpJMa6QOZzx/NMqAmROBXnzp3Dpz71KXz3u9/Ff/7nf+J973sffv3rX1d4xF577bWK17z22mtYuXLllFnQt27diuPHj08pTnU6Ha677jpcd911ePDBB+FyufCb3/wGt9xyCxiGwZVXXokrr7wSX/jCF9DW1oaf/exnFZ43AFixYgUMBgP++Mc/4j3veQ8AQBAEdHV1kVD3xdLZ2YnOzk7cd999uOKKK/CjH/1o0tBxrXPTTTdBkiT09PSQnc3hcBiywEMXGgZCwxXnX9jZXA8p0AipvgmKybxAV0+ZTxSbA+nbP77Ql7HkYHJZsOkUZIeTpo6aQxRb7RUeoFQRWQYbj4IbGVLT44SD4KJhtU72BFgsFrLDuampCTfeeOM8X/DU1IRILJVK4xIh63Q6uN1u3Hbbbbj++uvxt3/7t7jpppuwceNGPPbYYxVr+QYGBnDPPffgIx/5CA4cOIDvfOc7eOyxx6b8zM985jN4/etfj49//OP40Ic+BKvViu7ubrz00kv4zne+g927d+P8+fO46qqr4Ha78ctf/hKyLGP16tXYs2cPfv3rX+P666+H3+/Hnj17EIlExq0LBNRZwZ133ol7770XHo8Hra2tePTRR5HP5/GBD3zgouzV09ODf/u3f8Pb3/52NDY24tSpUzh9+jTe9773XdT71QImk6li9zigpioaGhoiORJ7enrQ09ODgYEBsLkM2J4M9D1nyPmS2wepoUlNh9PUqm54WUqhaooKy9KUIlVAcbggl9dHUSiUGSIK4IJD0AUHwA0PQjcyNC7BNqDmSly+fDnJkbhs2TK0tbXB5XIteKLtqagJkfjiiy9WrKcDgNWrV+M973kPent7ySLq+vp6fO9738O73vUuvPnNbyYpYd73vvehUChg586d4DgOf/d3f4cPf/jDU37mpk2b8Lvf/Q4PPPAA/vzP/xyKomD58uXYtWsXAMDlcuGnP/0pHnroIRSLRaxcuRLPPvss1q9fj+7ubvz+97/HN7/5TaTTabS1teGxxx4jG1PG8rWvfQ2yLOO2225DJpPB9u3b8b//+78XnQfSYrHg5MmTeOaZZxCLxdDQ0IBPfOIT+MhHPnJR71erGAwGdHR0jAvha9VWNHHc3d2NgYEBcIkouEQUhhOHAajeRrG5jTTFWZ28mxQKhUK5TBBFcKFhteLKYB+4kaFxeRDNZjPWrFmDNWvW1FTVlYthwZNpXypXX301tmzZMuGGFsrcUktl+caSTCZx/PhxUru5u7sbwph8erLDpdZtbumA1NJOw9MUCoVCmRpFARuPQtd/Xq3fPNQPRqwcW+rq6rB582asX78eGzduxLJly6DT1YQPjnCx43dt/RUUykWiJRTXdpEXi0UcP34cBw8exMGDB3HixAkgnYTx2EEYjx2EAkAKNEBsXQaxdRmk+iZgijWsFAqFQrk8YAp56AZ6oOs7D13/ebC5bMXzHo+H7Ano7OxEc3PzovQSzgQqEilLEpPJhG3btmHbtm0A1BD14cOHsW/fPnR1daG3t1fdSR0KAvtegaI3QGxph9jSAbFtGV3PSLk0RBGMwAN8CYwoAlAAWSlXjlDUCQmnh6LTQdHp1N2vdJJCoSwMkqSGkPvOQdd/HlwoWLHr2Gg0YvPmzdixYwe2b9+OZcuWLVlROJZFH26mzB+1HG6eLZFIBF1dXdi7dy+6urqQSqUqnpftTojl0LTY3Lp4U+5MhSCAyefA5nNg8lkwfAkMr5bBYgReFTdjvh4UjgP0eih6AxS9HtAboZjNkM1WKBYLFJNl6YodRQFTyIPNpMCkU2AzKbC5LJh8FmwuByafA1PIgSmVJq3VOuXb6w1QTGYoJjNkkxmK1QbZaodi0452yHaH2hcX6wClKABfAlvIX7BXIa/arNz/GKGk9k1ZARRZfY2iqBuWdHpglLCWTWYoZgtpstWu7sxeKhWaKNVBUcAmYtAN9qoh5IFedVI3imXLlmHnzp3YuXMnNm7cOG/p4KrFxY7fVCRSZsxSEomjkWUZp0+fJl7Go0ePQhTFinMktw9icyukpjaIDc1Q7Ivg7+d5sKk42GQCbDoJVhM26RTYbHrCHXhzgWyyEEEj2xyqsHE4IdtdkJ1OKOYaTpAuy6p9UgnVdqkkKZvFphNlr+DMMZlMMBqNYFkWDMOQI8/z4HkepVJpylylE6GwLGSbA4rdqdrY4YRsd0KxOyDbnZBt9oXJyyfLahqdbAZMNq1mIMhmwGTLx1wGbC4zaxvOFmIfh1O1jcsLye2B7PKqEYIaWys2Zwi8audMGmw2DTaTVgV4sXChlYpqKhZZUo+SBDCAwulUYc2pAlwxmsiERSkLcdnmgGyzq/3Mal9c+UoVBWwyDm6oD7pBtbH5XMUpTqeTeAp37NiBurq6BbrY6kBFIqXqLFWROJZCoUBC04cOHcLZs2fHJReWrTZI9U0Q65sg+Rsg+/xQzJb5v1hRUEVMIq5+CSbVI5uMj/sSnAiDwQCPxwO32w273Q6LxQKz2Qyz2Qyj0VgRUlEUBaIoolgsolAooFAoIJ/PI5lMIplMIpVKzUjwKJyOCBvZ4VTFjsMF2WZXByGrvXoDuSyr3tNsGmw6BSadVIWzJgYzKTBT/A0Mw8Dr9SIQCKC+vh51dXXweDykud1u2Gw2YsfpFq9rNs3n86TcZiaTQTKZRDweRzQaJS0cDiMWi83Mxgajak+rHYrFWva0mSGbLVCMZqDsCVbKiZ4Vtuz9Zcg/6uJ8UQAjimAEQfUAjhYcxYIqCvNZMLmyV3CG/w1msxlutxtutxtOpxN2ux1WqxUWiwUWiwUmk4lUiNKOgiCgVCoRcZ3P55FKpUj/SyQSiMfjkCbJRwcACsOofc1bpybp99RB8vogu32LQzwKPNhEHFwypk5cUgn1Xk8lZnS/zyWy2QrZ6VKbw0WqZMlOl3oPL+BEkCnkwUZD0AWHwI0MghsZBlssVJxjMBiwYcMGIgpXrlxZkX95qUFFIqXqXC4icSzpdBqHDx/GwYMHcfjwYZw7fx7yBAORbLGqg4+3Tv3SLHt2FLtT3Uk92y/NcniTyWVVD0wuCzaTLnsFy6JmzILqsTidTjQ3N6OxsRH19fWkBQIBeDweWK3WOVtbI0kSMpkMYrEYwuFwRQsGgxgZGUEkEplRNQ8t3DramyGbyuJGpwM4TvV+cBwgqyFJRpYBRVYFTakEhi+q4ctigYSFmUIezDSfbzAY0NjYiMbGRmK75uZmNDQ0IBAIwGBYuOoZoigiFothZGQEoVAI4XCYPNZaoVCY/o2qBMdxqKurg8/nQ11dHWk+n4/8zuPxjKtHP1eMtc/w8DAGBgYwMDCA/v5+5PP5CV9HxKPHp1Z28nghuzyQXZ6Lu3cvBVlW729tsqdNABNRsNnMlC+1WCzw+/3w+/3E1poIdzqdsNlsMBgM0Ov10Ol00Ov1UBQFgiCQViqVkM1myYQllUohHo8jEomQNl0fUzidKhgd5QngaG93eeJyyctSJEn1WJcjJFw8CjYaBhcLT/i9aDAYsGbNGmzduhVbt27F2rVrF30IeTZQkUipOperSBxLsVjEqVOncOLECRw/fhznzp3D8PDwlOJHYVkoBhMUoxEwGKEYjAA7ZuCRpPK6rFJZ5JSmFTSAmqS1ubkZzc3NaGlpIY+bm5sr6nfXAoIgEGGjDeSagIxGo4hEIuB5fvo3ugRYloXX60VDQ0OFcNYEoc/nW9QehVwuh0gkQuw52tObSqWQTqcrvMHFYhGSJEFRlIo+bDQaSbjcaDTCYrHA4XAQ0eFwOOD9/9u716Coyj8O4N8FXEB22XVXQNDFSE0BL9zMAVIzHJIph80mdaKUrEnyhqFZ2GS+cMQZtdEu4mBFajn4IlFrxoQmWUV0VIzREBWVm7i4xp1FUeD8X5Dn37ZeQFcPR7+fmYeFc9jDl2dmZ3/neZ5zVq+3aRqNptf2nSAIqK2tRUVFhXhz/tuPzc13L746Xd26isV/LZ/oVHl2ncS4ukFwc+sanb3fSGRHR9fI//XWrpOVf9ZkOrW0/LMMpGtUW9HcdM/XvUajgcFggMFgwMCBAzFo0CAMHDgQfn5+j+X1LggCWlpacOXKFZjNZpjNZvFTsq5cuYKrV6/eczT3tk63vhA8PLr6UKmE0McVUCq71p3in/9f6PqiuHWra6q8ra3r8XorFNbme45cDxgwAEFBQQgODkZwcDCGDRtm99G0TxMWifTIsUi8u+vXr6O8vByXLl1CeXm5zchOXV3dQx27X79+4puwl5cX/Pz84OvrKz5qNJon5ko7QRDQ3NyMa9euob6+XixqbrcbN27YrOdrb2+3mZJ0dnaGm5sbPDw8oFKpxEe9Xg+dTge9Xg+tVtvr7mFG0hEEAfX19WLRWF5ejqqqKly+fBkWi6X7x3F27lrT5+TUNfLo5NQ1wt3e3jVt34O1p66urnYnfgaDAf7+/tBoNA/ybz427e3tuHr1Kqqrq8WTwZqaGpjNZlgslvsuCegJpVIJHx8f+Pj4wGAw4NlnnxVbb/sMZKmxSKRHjkXig2lra0NDQwOsViusVitaWlrQ2tpqN/Lo4uICDw8PcW2Wh4cHtFrtU332SySlGzduoLq6WiwYLRYLrl27BovFgvr6ejQ3N6OlpaVHFx+5u7tDq9WKazJ1Op24lOH2qLZer++1I7IPq7OzE01NTaitrUVdXR2sVitaW1vR2toKq9UqziTcPvFVKBRwc3ODSqWCSqWCWq2GWq2Gj48P+vXr98ScID9qLBLpkWORSERkq7OzE62trWhpaUF7ezs6OjrEplAoxGl7Nzc3KJXKp2odHPUe/MQVIiKix8zJyUkc5SJ60rBIpG67Pejc1NQkcRIiIiLqrtvv2z2dPGaRSN1WW1sLADAYDBInISIiop6qra3t0cVPLBKp23Q6HQCgsrKy119h15s1NTXBYDCgqqqKazsfEvvScdiXjsF+dBz2peM0NjbC399ffB/vLhaJ1G23r7bTaDR8wTqAp6cn+9FB2JeOw750DPaj47AvHaenV80/mdfYExEREdFDYZFIRERERHZYJFK3ubq64vPPP+d9vh4S+9Fx2JeOw750DPaj47AvHedB+5I30yYiIiIiOxxJJCIiIiI7LBKJiIiIyA6LRCIiIiKywyKRumXTpk0ICAiAm5sbwsPDcejQIakjydLBgwcxdepU+Pn5QaFQYPfu3VJHkqW0tDSMHTsWarUa3t7eMBqNOHfunNSxZCc9PR2jR48W70MXGRmJffv2SR3riZCWlgaFQoHFixdLHUV2Vq5cCYVCYdMGDBggdSxZqq6uxltvvQW9Xo++ffsiJCQEhYWF3X4+i0S6r507d2Lx4sX49NNP8eeff2L8+PGIi4tDZWWl1NFkx2q1YsyYMfj666+ljiJrJpMJ8+fPx9GjR5Gbm4v29nbExsbCarVKHU1WBg0ahDVr1uDEiRM4ceIEXnrpJcTHx6O4uFjqaLJ2/PhxZGRkYPTo0VJHka3g4GCYzWaxnT59WupIslNfX4/o6Gj06dMH+/btw5kzZ7B+/XpotdpuH4NXN9N9jRs3DmFhYUhPTxe3BQYGwmg0Ii0tTcJk8qZQKJCdnQ2j0Sh1FNm7du0avL29YTKZMGHCBKnjyJpOp8PatWvx7rvvSh1FllpaWhAWFoZNmzZh1apVCAkJwYYNG6SOJSsrV67E7t27UVRUJHUUWfvkk09w+PDhh5r540gi3dPNmzdRWFiI2NhYm+2xsbEoKCiQKBWRrcbGRgDo8eeS0v91dHQgKysLVqsVkZGRUseRrfnz5+OVV17B5MmTpY4ia6WlpfDz80NAQABmzpyJS5cuSR1Jdvbu3YuIiAi88cYb8Pb2RmhoKLZs2dKjY7BIpHv6+++/0dHRAR8fH5vtPj4+qKmpkSgV0f8JgoCUlBS88MILGDlypNRxZOf06dNQqVRwdXVFUlISsrOzERQUJHUsWcrKysLJkyc5w/KQxo0bh23btmH//v3YsmULampqEBUVhdraWqmjycqlS5eQnp6OYcOGYf/+/UhKSsKiRYuwbdu2bh/D5RHmoyeIQqGw+VkQBLttRFJYsGABTp06hfz8fKmjyNLw4cNRVFSEhoYG/Pzzz5g9ezZMJhMLxR6qqqpCcnIycnJy4ObmJnUcWYuLixO/HzVqFCIjIzFkyBBs3boVKSkpEiaTl87OTkRERGD16tUAgNDQUBQXFyM9PR2zZs3q1jE4kkj31L9/fzg7O9uNGlosFrvRRaLHbeHChdi7dy8OHDiAQYMGSR1HlpRKJYYOHYqIiAikpaVhzJgx2Lhxo9SxZKewsBAWiwXh4eFwcXGBi4sLTCYTvvzyS7i4uKCjo0PqiLLl4eGBUaNGobS0VOoosuLr62t3shcYGNiji05ZJNI9KZVKhIeHIzc312Z7bm4uoqKiJEpFTztBELBgwQLs2rULf/zxBwICAqSO9MQQBAFtbW1Sx5CdmJgYnD59GkVFRWKLiIhAQkICioqK4OzsLHVE2Wpra0NJSQl8fX2ljiIr0dHRdrcGO3/+PAYPHtztY3C6me4rJSUFb7/9NiIiIhAZGYmMjAxUVlYiKSlJ6miy09LSggsXLog/l5WVoaioCDqdDv7+/hImk5f58+djx44d2LNnD9RqtTjSrdFo4O7uLnE6+Vi+fDni4uJgMBjQ3NyMrKws5OXl4bfffpM6muyo1Wq7NbEeHh7Q6/VcK9tDS5cuxdSpU+Hv7w+LxYJVq1ahqakJs2fPljqarHz44YeIiorC6tWrMX36dBw7dgwZGRnIyMjo/kEEom745ptvhMGDBwtKpVIICwsTTCaT1JFk6cCBAwIAuzZ79mypo8nKnfoQgJCZmSl1NFmZM2eO+Lr28vISYmJihJycHKljPTEmTpwoJCcnSx1DdmbMmCH4+voKffr0Efz8/IRp06YJxcXFUseSpV9++UUYOXKk4OrqKowYMULIyMjo0fN5n0QiIiIissM1iURERERkh0UiEREREdlhkUhEREREdlgkEhEREZEdFolEREREZIdFIhERERHZYZFIRERERHZYJBIRERGRHRaJRERPmJUrVyIkJETqGA8lMTERRqNR6hhETzUWiUREj5lCobhnS0xMlDoigLsXmw0NDVAoFMjLy3vsmYjo8XGROgAR0dPGbDaL3+/cuRMrVqzAuXPnxG3u7u5SxCIissGRRCKix2zAgAFi02g0UCgUNtt27NiBIUOGQKlUYvjw4di+fbvN8ysrKxEfHw+VSgVPT09Mnz4dV69evevfy8vLw/PPPw8PDw9otVpER0ejoqLCYf9PfX09EhIS4OXlBXd3dwwbNgyZmZni/urqasyYMQP9+vWDXq9HfHw8ysvLxf0dHR1ISUmBVquFXq/HsmXLIAiCw/IR0YNhkUhE1ItkZ2cjOTkZS5YswV9//YW5c+finXfewYEDBwAAgiDAaDSirq4OJpMJubm5uHjxImbMmHHH47W3t8NoNGLixIk4deoUjhw5gvfffx8KhcJhmT/77DOcOXMG+/btQ0lJCdLT09G/f38AQGtrKyZNmgSVSoWDBw8iPz8fKpUKU6ZMwc2bNwEA69evx/fff4/vvvsO+fn5qKurQ3Z2tsPyEdGD4XQzEVEvsm7dOiQmJmLevHkAgJSUFBw9ehTr1q3DpEmT8Pvvv+PUqVMoKyuDwWAAAGzfvh3BwcE4fvw4xo4da3O8pqYmNDY24tVXX8WQIUMAAIGBgQ7NXFlZidDQUERERAAAnnnmGXFfVlYWnJyc8O2334qFaWZmJrRaLfLy8hAbG4sNGzYgNTUVr7/+OgBg8+bN2L9/v0MzElHPcSSRiKgXKSkpQXR0tM226OholJSUiPsNBoNYIAJAUFAQtFqt+Dv/ptPpkJiYiJdffhlTp07Fxo0bbdZEOsIHH3yArKwshISEYNmyZSgoKBD3FRYW4sKFC1Cr1VCpVFCpVNDpdLhx4wYuXryIxsZGmM1mREZGis9xcXERC04ikg6LRCKiXua/U8GCIIjb/v393X7nvzIzM3HkyBFERUVh586deO6553D06NH75vD09ERjY6Pd9oaGBgCARqMBAMTFxaGiogKLFy/GlStXEBMTg6VLlwIAOjs7ER4ejqKiIpt2/vx5vPnmm/fNQETSYZFIRNSLBAYGIj8/32ZbQUGBOEUcFBSEyspKVFVVifvPnDmDxsbGe04jh4aGIjU1FQUFBRg5ciR27Nhx3ywjRozA5cuXUVNTY7P9+PHjcHJywtChQ8VtXl5eSExMxI8//ogNGzYgIyMDABAWFobS0lJ4e3tj6NChNk2j0UCj0cDX19emaG1vb0dhYeF98xHRo8UikYioF/noo4/www8/YPPmzSgtLcUXX3yBXbt2iSNzkydPxujRo5GQkICTJ0/i2LFjmDVrFiZOnHjHKdqysjKkpqbiyJEjqKioQE5ODs6fP9+tdYmxsbEIDAzEzJkzcfjwYZSVlWHPnj1YunQpkpKSoFarAQArVqzAnj17cOHCBRQXF+PXX38Vj5+QkID+/fsjPj4ehw4dQllZGUwmE5KTk3H58mUAQHJyMtasWYPs7GycPXsW8+bNE0criUg6vHCFiKgXMRqN2LhxI9auXYtFixYhICAAmZmZePHFFwF0TUXv3r0bCxcuxIQJE+Dk5IQpU6bgq6++uuPx+vbti7Nnz2Lr1q2ora2Fr68vFixYgLlz5943i4uLC3JycrB8+XIkJCTAYrFg8ODBeO+997Bs2TLx95RKJVJTU1FeXg53d3eMHz8eWVlZ4t8/ePAgPv74Y0ybNg3Nzc0YOHAgYmJi4OnpCQBYsmQJzGYzEhMT4eTkhDlz5uC1116741Q3ET0+CoE3oyIiIiKi/+B0MxERERHZYZFIRPSUCg4OFm9L89/2008/SR2PiCTG6WYioqdURUUFbt26dcd9Pj4+4oUpRPR0YpFIRERERHY43UxEREREdlgkEhEREZEdFolEREREZIdFIhERERHZYZFIRERERHZYJBIRERGRHRaJRERERGSHRSIRERER2fkf0AoQclnNxC0AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x= df['Tools_Used'], y= df['Art_Style'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f1122e2-7262-4b24-bf6b-e9edbb581339",
   "metadata": {},
   "source": [
    "***5.Checking the Type of Genre in Art:***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "681d8314-8067-45b9-83b8-35616e68e437",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x23b1772f490>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1100x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ig =plt.subplots(figsize =(11,10))\n",
    "df['Art_Genre'].value_counts().head(10).plot(kind='pie', autopct = '%1.1f%%')\n",
    "plt.legend(title = \"Art Genre:\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1abdbbf1-fe81-4614-96f6-e210e62dbfb4",
   "metadata": {},
   "source": [
    "***6.Checking the Score of Region:***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "a22cfda9-c293-4235-a2f3-6b27a1c619a8",
   "metadata": {},
   "outputs": [],
   "source": [
    "art_type= df.groupby(['Region','Popularity_Score'])['Artwork_ID'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "64330754-2c45-4343-953e-ab55dfa24e24",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Region         Popularity_Score\n",
       "Africa         1000.02             1\n",
       "               1002.8              1\n",
       "               1006.79             1\n",
       "               1007.68             1\n",
       "               101.91              1\n",
       "                                  ..\n",
       "South America  99.72               1\n",
       "               995.19              1\n",
       "               995.48              1\n",
       "               996.33              1\n",
       "               999.24              1\n",
       "Name: Artwork_ID, Length: 9984, dtype: int64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "art_type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "be2e2ff2-45e8-4285-bb1a-705e139d9e13",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Art Order')"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 3000x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "art_type.plot(kind= 'bar', figsize= (30,15))\n",
    "plt.title(\"Art Order\",size=25)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd89866e-05a1-4a05-8b25-53bb001fc528",
   "metadata": {},
   "source": [
    "***7.Type of Tools:***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "de2298f5-436c-4d16-9c64-66a7af5258d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Types of Tools used in Art by AI')"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['Tools_Used'].value_counts()[:20].plot(kind='bar', figsize=(20,7))\n",
    "plt.title('Types of Tools used in Art by AI')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "fa7a56b4-b034-4798-886d-51ec4042377a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Artwork_ID</th>\n",
       "      <th>Artist_Name</th>\n",
       "      <th>Art_Style</th>\n",
       "      <th>Creation_Date</th>\n",
       "      <th>Medium</th>\n",
       "      <th>Tools_Used</th>\n",
       "      <th>Popularity_Score</th>\n",
       "      <th>Region</th>\n",
       "      <th>Art_Genre</th>\n",
       "      <th>Platform</th>\n",
       "      <th>Description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ART-00001</td>\n",
       "      <td>DALL-E</td>\n",
       "      <td>Conceptual</td>\n",
       "      <td>2023-03-11</td>\n",
       "      <td>Collage</td>\n",
       "      <td>1</td>\n",
       "      <td>1604.25</td>\n",
       "      <td>South America</td>\n",
       "      <td>Urban</td>\n",
       "      <td>Instagram</td>\n",
       "      <td>A mesmerizing piece of art that blends traditi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ART-00002</td>\n",
       "      <td>AbstractoBot</td>\n",
       "      <td>Futurism</td>\n",
       "      <td>2022-11-27</td>\n",
       "      <td>Oil Paint</td>\n",
       "      <td>2</td>\n",
       "      <td>4162.12</td>\n",
       "      <td>North America</td>\n",
       "      <td>Abstract</td>\n",
       "      <td>Dribbble</td>\n",
       "      <td>A mesmerizing piece of art that blends traditi...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Artwork_ID   Artist_Name   Art_Style Creation_Date     Medium  Tools_Used  \\\n",
       "0  ART-00001        DALL-E  Conceptual    2023-03-11    Collage           1   \n",
       "1  ART-00002  AbstractoBot    Futurism    2022-11-27  Oil Paint           2   \n",
       "\n",
       "  Popularity_Score         Region Art_Genre   Platform  \\\n",
       "0          1604.25  South America     Urban  Instagram   \n",
       "1          4162.12  North America  Abstract   Dribbble   \n",
       "\n",
       "                                         Description  \n",
       "0  A mesmerizing piece of art that blends traditi...  \n",
       "1  A mesmerizing piece of art that blends traditi...  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c790e419-a2f3-44be-9f1a-9259bce6a7f1",
   "metadata": {},
   "source": [
    "***8.No of Arts in a Region:***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "df825b81-8a35-4046-8371-cd8408bdb6a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Art_Style')"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,5))\n",
    "a=df['Art_Style'].value_counts()[:15]\n",
    "sns.barplot(x=a,y=a.index,palette='rainbow')\n",
    "plt.title('Number of Style of Arts')\n",
    "plt.xlabel(\"Number of Arts\",size=15)\n",
    "plt.ylabel(\"Art_Style\",size=15)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c9897eb-9d7f-41aa-9948-886220c388a7",
   "metadata": {},
   "source": [
    "***9.Checking the count of various Platform:***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "88c45b77-3b64-46cb-bd1e-7886c11c50d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Platform\n",
       "Dribbble      1086\n",
       "ArtStation    1039\n",
       "Flickr        1025\n",
       "Instagram     1017\n",
       "Twitter       1004\n",
       "Tumblr         995\n",
       "Reddit         969\n",
       "Pinterest      964\n",
       "Behance        951\n",
       "DeviantArt     950\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"Platform\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "1815a628-b645-4f27-b25f-e6a965b2f255",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Various Platform')"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(10,8))\n",
    "sns.countplot(x ='Platform', data = df, palette='spring')\n",
    "plt.title('Various Platform')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c34d6f2a-3d34-42d6-a94d-d416c552355f",
   "metadata": {},
   "source": [
    "***10.Checking the Score by ID:***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7d2cd363-1859-4e9d-930b-0f0396d14fca",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.figure(figsize=(20,25))\n",
    "sns.scatterplot(x='Popularity_Score',y='Artwork_ID',data=df)\n",
    "plt.xlabel('Score',size=20)\n",
    "plt.ylabel('ID',size=25)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd566176-0497-4bef-918a-e133d167e420",
   "metadata": {},
   "source": [
    "***11. Checking Which Artwork Got Most Description:***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "653c7101-3aa6-42ea-a038-79f9e7b7d8a2",
   "metadata": {},
   "outputs": [],
   "source": [
    "artwork_id_df = df[['Artwork_ID','Description']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "caad2824-ba35-4ea5-956c-34d693bfbd11",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Artwork_ID</th>\n",
       "      <th>Description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ART-00001</td>\n",
       "      <td>A mesmerizing piece of art that blends traditi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ART-00002</td>\n",
       "      <td>A mesmerizing piece of art that blends traditi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ART-00003</td>\n",
       "      <td>A mesmerizing piece of art that blends traditi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ART-00004</td>\n",
       "      <td>A mesmerizing piece of art that blends traditi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ART-00005</td>\n",
       "      <td>A mesmerizing piece of art that blends traditi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9995</th>\n",
       "      <td>ART-09996</td>\n",
       "      <td>A mesmerizing piece of art that blends traditi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9996</th>\n",
       "      <td>ART-09997</td>\n",
       "      <td>A mesmerizing piece of art that blends traditi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9997</th>\n",
       "      <td>ART-09998</td>\n",
       "      <td>A mesmerizing piece of art that blends traditi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9998</th>\n",
       "      <td>ART-09999</td>\n",
       "      <td>A mesmerizing piece of art that blends traditi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9999</th>\n",
       "      <td>ART-10000</td>\n",
       "      <td>A mesmerizing piece of art that blends traditi...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10000 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Artwork_ID                                        Description\n",
       "0     ART-00001  A mesmerizing piece of art that blends traditi...\n",
       "1     ART-00002  A mesmerizing piece of art that blends traditi...\n",
       "2     ART-00003  A mesmerizing piece of art that blends traditi...\n",
       "3     ART-00004  A mesmerizing piece of art that blends traditi...\n",
       "4     ART-00005  A mesmerizing piece of art that blends traditi...\n",
       "...         ...                                                ...\n",
       "9995  ART-09996  A mesmerizing piece of art that blends traditi...\n",
       "9996  ART-09997  A mesmerizing piece of art that blends traditi...\n",
       "9997  ART-09998  A mesmerizing piece of art that blends traditi...\n",
       "9998  ART-09999  A mesmerizing piece of art that blends traditi...\n",
       "9999  ART-10000  A mesmerizing piece of art that blends traditi...\n",
       "\n",
       "[10000 rows x 2 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "artwork_id_df.drop_duplicates()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f39eb92-d66a-4a87-821a-9bc2ab0af3b5",
   "metadata": {},
   "source": [
    "***12.Checking the Medium:***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "be7e9bff-a442-4fe5-b5b7-2a976539fae2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='count'>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ig =plt.subplots(figsize =(10,10))\n",
    "df['Medium'].value_counts().head(10).plot(kind='pie', autopct = '%1.1f%%',shadow=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ce233f2-6274-42b4-8aa5-508486d63467",
   "metadata": {},
   "source": [
    "***EDA:***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "72019158-7c59-41dc-8755-5b07502dd328",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<Axes: title={'center': 'Tools_Used'}>]], dtype=object)"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.hist(figsize=(10,10),color=\"olive\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41c0ce55-52db-4f25-b6f0-3420f07f9108",
   "metadata": {},
   "source": [
    "***BIVARIANT ANALYSIS:***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "b2934b55-c647-4830-9710-0d9ebe1dc8b2",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\LENOVO\\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": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x23b5408a590>"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 250x250 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e7c4c5b2-e3b3-4433-af91-62ca4045bb9f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}