DSC8201 EXAM PART A.ipynb

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   "source": [
    "<h1>             DSC8201 EXAM PART A:- Mbabazi Fiona (J24M19/009)          </h1>"
   ]
  },
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   "source": [
    "<b>PART A: [TOTAL 40 MARKS ]\n",
    "DATASET DESCRIPTION </b>(Landslide_Factors_IRAN.csv)\n",
    "(The above dataset was sourced from Kaggle at Landslide Kaggle)<br><br>\n",
    "This dataset includes information and factors affecting landslides in Iran. The dataset contains\n",
    "over 4,000 landslide hazards in Iran, each of which has been characterized by a variety of\n",
    "factors that may contribute to landslide occurrence. These factors include natural factors such\n",
    "as slope, climate, tectonic activity, etc., and human factors such as land use, etc. These factors\n",
    "can have a significant impact on the likelihood of a landslide occurring. For example, slope is\n",
    "one of the most important natural factors affecting landslides. Note that landslides are more\n",
    "likely to occur on steep slopes.\n",
    "1. Use the dataset to generate various insights on landslide occurrences in Iran.\n",
    "Generate and publish your results in a python notebook on your Kaggle or\n",
    "Github account."
   ]
  },
  {
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   "id": "7bba949b-877a-47ad-ace0-ef593265d284",
   "metadata": {},
   "source": [
    "<b>Importing libraries</b>"
   ]
  },
  {
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   "execution_count": 43,
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   "source": [
    "# Required libraries\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
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   "execution_count": 44,
   "id": "d675392b-df18-4850-ac9a-68ad2b6dfa35",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>LONG</th>\n",
       "      <th>LAT</th>\n",
       "      <th>SUB_Basin</th>\n",
       "      <th>Elevation</th>\n",
       "      <th>AAP(mm)</th>\n",
       "      <th>RiverDIST(m)</th>\n",
       "      <th>FaultDIST(m)</th>\n",
       "      <th>Landuse_Type</th>\n",
       "      <th>Slop(Percent)</th>\n",
       "      <th>Slop(Degrees)</th>\n",
       "      <th>GEO_UNIT</th>\n",
       "      <th>DES_GEOUNI</th>\n",
       "      <th>Climate_Type</th>\n",
       "      <th>DES_ClimateType</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>52.326</td>\n",
       "      <td>27.763</td>\n",
       "      <td>Mehran</td>\n",
       "      <td>617.0</td>\n",
       "      <td>137</td>\n",
       "      <td>1448.705292</td>\n",
       "      <td>40639.57890</td>\n",
       "      <td>poorrange</td>\n",
       "      <td>42.240669</td>\n",
       "      <td>22.899523</td>\n",
       "      <td>EOas-ja</td>\n",
       "      <td>Undivided Asmari and Jahrum Formation , regard...</td>\n",
       "      <td>A-M-VW</td>\n",
       "      <td>Warm and humid, with a humid period longer tha...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>52.333</td>\n",
       "      <td>27.772</td>\n",
       "      <td>Mehran</td>\n",
       "      <td>944.0</td>\n",
       "      <td>137</td>\n",
       "      <td>344.299484</td>\n",
       "      <td>40135.02913</td>\n",
       "      <td>mix(woodland_x)</td>\n",
       "      <td>68.219116</td>\n",
       "      <td>34.301464</td>\n",
       "      <td>KEpd-gu</td>\n",
       "      <td>Keewatin Epedotic quartz diorite</td>\n",
       "      <td>A-M-VW</td>\n",
       "      <td>Warm and humid, with a humid period longer tha...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>52.326</td>\n",
       "      <td>27.763</td>\n",
       "      <td>Mehran</td>\n",
       "      <td>617.0</td>\n",
       "      <td>137</td>\n",
       "      <td>1448.705292</td>\n",
       "      <td>40639.57890</td>\n",
       "      <td>poorrange</td>\n",
       "      <td>42.240669</td>\n",
       "      <td>22.899523</td>\n",
       "      <td>EOas-ja</td>\n",
       "      <td>Undivided Asmari and Jahrum Formation , regard...</td>\n",
       "      <td>A-M-VW</td>\n",
       "      <td>Warm and humid, with a humid period longer tha...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>52.333</td>\n",
       "      <td>27.694</td>\n",
       "      <td>Mehran</td>\n",
       "      <td>55.0</td>\n",
       "      <td>137</td>\n",
       "      <td>1889.828623</td>\n",
       "      <td>42189.54442</td>\n",
       "      <td>rock</td>\n",
       "      <td>12.141766</td>\n",
       "      <td>6.922833</td>\n",
       "      <td>Mlmmi</td>\n",
       "      <td>Low weathering grey marls alternating with ba...</td>\n",
       "      <td>A-M-VW</td>\n",
       "      <td>Warm and humid, with a humid period longer tha...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>52.324</td>\n",
       "      <td>27.682</td>\n",
       "      <td>Mehran</td>\n",
       "      <td>20.0</td>\n",
       "      <td>137</td>\n",
       "      <td>874.201691</td>\n",
       "      <td>43010.08400</td>\n",
       "      <td>poorrange</td>\n",
       "      <td>2.216230</td>\n",
       "      <td>1.269598</td>\n",
       "      <td>MuPlaj</td>\n",
       "      <td>Brown to grey , calcareous , feature - formin...</td>\n",
       "      <td>A-M-VW</td>\n",
       "      <td>Warm and humid, with a humid period longer tha...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>52.313</td>\n",
       "      <td>27.775</td>\n",
       "      <td>Mehran</td>\n",
       "      <td>616.0</td>\n",
       "      <td>137</td>\n",
       "      <td>404.808953</td>\n",
       "      <td>38850.08367</td>\n",
       "      <td>poorrange</td>\n",
       "      <td>12.935300</td>\n",
       "      <td>7.370455</td>\n",
       "      <td>OMr</td>\n",
       "      <td>Opemiska mafic rocks</td>\n",
       "      <td>A-M-VW</td>\n",
       "      <td>Warm and humid, with a humid period longer tha...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>52.313</td>\n",
       "      <td>27.685</td>\n",
       "      <td>Mehran</td>\n",
       "      <td>31.0</td>\n",
       "      <td>137</td>\n",
       "      <td>214.057353</td>\n",
       "      <td>44108.08706</td>\n",
       "      <td>rock</td>\n",
       "      <td>8.198200</td>\n",
       "      <td>4.686742</td>\n",
       "      <td>MuPlaj</td>\n",
       "      <td>Brown to grey , calcareous , feature - formin...</td>\n",
       "      <td>A-M-VW</td>\n",
       "      <td>Warm and humid, with a humid period longer tha...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>53.167</td>\n",
       "      <td>27.486</td>\n",
       "      <td>Mehran</td>\n",
       "      <td>938.0</td>\n",
       "      <td>128</td>\n",
       "      <td>942.290378</td>\n",
       "      <td>41978.69755</td>\n",
       "      <td>poorrange</td>\n",
       "      <td>38.081123</td>\n",
       "      <td>20.847395</td>\n",
       "      <td>EOas-ja</td>\n",
       "      <td>Undivided Asmari and Jahrum Formation , regard...</td>\n",
       "      <td>A-M-VW</td>\n",
       "      <td>Warm and humid, with a humid period longer tha...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>53.173</td>\n",
       "      <td>27.483</td>\n",
       "      <td>Mehran</td>\n",
       "      <td>997.0</td>\n",
       "      <td>128</td>\n",
       "      <td>923.985226</td>\n",
       "      <td>42012.63072</td>\n",
       "      <td>poorrange</td>\n",
       "      <td>36.476818</td>\n",
       "      <td>20.040361</td>\n",
       "      <td>EOas-ja</td>\n",
       "      <td>Undivided Asmari and Jahrum Formation , regard...</td>\n",
       "      <td>A-M-VW</td>\n",
       "      <td>Warm and humid, with a humid period longer tha...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>53.177</td>\n",
       "      <td>27.481</td>\n",
       "      <td>Mehran</td>\n",
       "      <td>982.0</td>\n",
       "      <td>128</td>\n",
       "      <td>630.398155</td>\n",
       "      <td>42041.32242</td>\n",
       "      <td>poorrange</td>\n",
       "      <td>38.585636</td>\n",
       "      <td>21.099426</td>\n",
       "      <td>OMr</td>\n",
       "      <td>Opemiska mafic rocks</td>\n",
       "      <td>A-M-VW</td>\n",
       "      <td>Warm and humid, with a humid period longer tha...</td>\n",
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      "text/plain": [
       "   ID    LONG     LAT SUB_Basin  Elevation  AAP(mm)  RiverDIST(m)  \\\n",
       "0   1  52.326  27.763    Mehran      617.0      137   1448.705292   \n",
       "1   2  52.333  27.772    Mehran      944.0      137    344.299484   \n",
       "2   3  52.326  27.763    Mehran      617.0      137   1448.705292   \n",
       "3   4  52.333  27.694    Mehran       55.0      137   1889.828623   \n",
       "4   5  52.324  27.682    Mehran       20.0      137    874.201691   \n",
       "5   6  52.313  27.775    Mehran      616.0      137    404.808953   \n",
       "6   7  52.313  27.685    Mehran       31.0      137    214.057353   \n",
       "7   8  53.167  27.486    Mehran      938.0      128    942.290378   \n",
       "8   9  53.173  27.483    Mehran      997.0      128    923.985226   \n",
       "9  10  53.177  27.481    Mehran      982.0      128    630.398155   \n",
       "\n",
       "   FaultDIST(m)     Landuse_Type  Slop(Percent)  Slop(Degrees) GEO_UNIT  \\\n",
       "0   40639.57890        poorrange      42.240669      22.899523  EOas-ja   \n",
       "1   40135.02913  mix(woodland_x)      68.219116      34.301464  KEpd-gu   \n",
       "2   40639.57890        poorrange      42.240669      22.899523  EOas-ja   \n",
       "3   42189.54442             rock      12.141766       6.922833    Mlmmi   \n",
       "4   43010.08400        poorrange       2.216230       1.269598   MuPlaj   \n",
       "5   38850.08367        poorrange      12.935300       7.370455      OMr   \n",
       "6   44108.08706             rock       8.198200       4.686742   MuPlaj   \n",
       "7   41978.69755        poorrange      38.081123      20.847395  EOas-ja   \n",
       "8   42012.63072        poorrange      36.476818      20.040361  EOas-ja   \n",
       "9   42041.32242        poorrange      38.585636      21.099426      OMr   \n",
       "\n",
       "                                          DES_GEOUNI Climate_Type  \\\n",
       "0  Undivided Asmari and Jahrum Formation , regard...       A-M-VW   \n",
       "1                   Keewatin Epedotic quartz diorite       A-M-VW   \n",
       "2  Undivided Asmari and Jahrum Formation , regard...       A-M-VW   \n",
       "3   Low weathering grey marls alternating with ba...       A-M-VW   \n",
       "4   Brown to grey , calcareous , feature - formin...       A-M-VW   \n",
       "5                               Opemiska mafic rocks       A-M-VW   \n",
       "6   Brown to grey , calcareous , feature - formin...       A-M-VW   \n",
       "7  Undivided Asmari and Jahrum Formation , regard...       A-M-VW   \n",
       "8  Undivided Asmari and Jahrum Formation , regard...       A-M-VW   \n",
       "9                               Opemiska mafic rocks       A-M-VW   \n",
       "\n",
       "                                     DES_ClimateType  \n",
       "0  Warm and humid, with a humid period longer tha...  \n",
       "1  Warm and humid, with a humid period longer tha...  \n",
       "2  Warm and humid, with a humid period longer tha...  \n",
       "3  Warm and humid, with a humid period longer tha...  \n",
       "4  Warm and humid, with a humid period longer tha...  \n",
       "5  Warm and humid, with a humid period longer tha...  \n",
       "6  Warm and humid, with a humid period longer tha...  \n",
       "7  Warm and humid, with a humid period longer tha...  \n",
       "8  Warm and humid, with a humid period longer tha...  \n",
       "9  Warm and humid, with a humid period longer tha...  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reading the dataset\n",
    "LSFI_data = pd.read_csv(\"C:/Users/fmbabazi/Desktop/python/EXAMS/Landslide_Factors_IRAN.csv\")\n",
    "LSFI_data.head(10)"
   ]
  },
  {
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   "execution_count": 45,
   "id": "d10ebb69-9dbd-4d87-86b3-a1fb8c38580c",
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    {
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     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 4295 entries, 0 to 4294\n",
      "Data columns (total 15 columns):\n",
      " #   Column           Non-Null Count  Dtype  \n",
      "---  ------           --------------  -----  \n",
      " 0   ID               4295 non-null   int64  \n",
      " 1   LONG             4295 non-null   float64\n",
      " 2   LAT              4295 non-null   float64\n",
      " 3   SUB_Basin        4295 non-null   object \n",
      " 4   Elevation        4295 non-null   float64\n",
      " 5   AAP(mm)          4295 non-null   int64  \n",
      " 6   RiverDIST(m)     4295 non-null   float64\n",
      " 7   FaultDIST(m)     4295 non-null   float64\n",
      " 8   Landuse_Type     4295 non-null   object \n",
      " 9   Slop(Percent)    4295 non-null   float64\n",
      " 10  Slop(Degrees)    4295 non-null   float64\n",
      " 11  GEO_UNIT         4295 non-null   object \n",
      " 12  DES_GEOUNI       4295 non-null   object \n",
      " 13  Climate_Type     4295 non-null   object \n",
      " 14  DES_ClimateType  4295 non-null   object \n",
      "dtypes: float64(7), int64(2), object(6)\n",
      "memory usage: 503.4+ KB\n"
     ]
    }
   ],
   "source": [
    "#data types of each column\n",
    "#LSFI_data.dtypes\n",
    "LSFI_data.info(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "d1660532-e4d1-4cb2-9c4f-8eb34715b794",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape After deleting duplicate values: (4295, 15)\n"
     ]
    }
   ],
   "source": [
    "# Remove duplicate rows if any\n",
    "data_new = LSFI_data.drop_duplicates()\n",
    "print('Shape After deleting duplicate values:', data_new.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "0effbda8-6902-44cf-a46b-15229118bade",
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       "      <th>top</th>\n",
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       "      <td>Low level piedmont fan and valley teraces dep...</td>\n",
       "      <td>SA-K-W</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>331</td>\n",
       "      <td>331</td>\n",
       "      <td>1492</td>\n",
       "      <td>3622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2148.000000</td>\n",
       "      <td>50.991609</td>\n",
       "      <td>34.934854</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1391.111692</td>\n",
       "      <td>242.166007</td>\n",
       "      <td>809.247705</td>\n",
       "      <td>5464.176909</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23.083628</td>\n",
       "      <td>12.684708</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1240.004032</td>\n",
       "      <td>3.354156</td>\n",
       "      <td>2.639496</td>\n",
       "      <td>NaN</td>\n",
       "      <td>673.859458</td>\n",
       "      <td>136.964710</td>\n",
       "      <td>974.939030</td>\n",
       "      <td>5920.570823</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.483778</td>\n",
       "      <td>7.976655</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>44.302000</td>\n",
       "      <td>26.424000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>54.000000</td>\n",
       "      <td>0.065920</td>\n",
       "      <td>1.121601</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1074.500000</td>\n",
       "      <td>48.433000</td>\n",
       "      <td>32.997500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>860.500000</td>\n",
       "      <td>158.000000</td>\n",
       "      <td>208.199375</td>\n",
       "      <td>1314.589467</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.533882</td>\n",
       "      <td>6.579355</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2148.000000</td>\n",
       "      <td>50.499000</td>\n",
       "      <td>36.173000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1552.000000</td>\n",
       "      <td>194.000000</td>\n",
       "      <td>526.187336</td>\n",
       "      <td>3486.626632</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.419369</td>\n",
       "      <td>11.540784</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>3221.500000</td>\n",
       "      <td>53.190500</td>\n",
       "      <td>36.864000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1902.500000</td>\n",
       "      <td>270.000000</td>\n",
       "      <td>1116.083961</td>\n",
       "      <td>7701.447471</td>\n",
       "      <td>NaN</td>\n",
       "      <td>31.399784</td>\n",
       "      <td>17.432177</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>4295.000000</td>\n",
       "      <td>61.792000</td>\n",
       "      <td>39.293000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3583.000000</td>\n",
       "      <td>1142.000000</td>\n",
       "      <td>25656.226180</td>\n",
       "      <td>44108.087060</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>45.000000</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": [
       "                 ID         LONG          LAT SUB_Basin    Elevation  \\\n",
       "count   4295.000000  4295.000000  4295.000000      4295  4295.000000   \n",
       "unique          NaN          NaN          NaN        65          NaN   \n",
       "top             NaN          NaN          NaN     Karun          NaN   \n",
       "freq            NaN          NaN          NaN       593          NaN   \n",
       "mean    2148.000000    50.991609    34.934854       NaN  1391.111692   \n",
       "std     1240.004032     3.354156     2.639496       NaN   673.859458   \n",
       "min        1.000000    44.302000    26.424000       NaN     0.000000   \n",
       "25%     1074.500000    48.433000    32.997500       NaN   860.500000   \n",
       "50%     2148.000000    50.499000    36.173000       NaN  1552.000000   \n",
       "75%     3221.500000    53.190500    36.864000       NaN  1902.500000   \n",
       "max     4295.000000    61.792000    39.293000       NaN  3583.000000   \n",
       "\n",
       "            AAP(mm)  RiverDIST(m)  FaultDIST(m) Landuse_Type  Slop(Percent)  \\\n",
       "count   4295.000000   4295.000000   4295.000000         4295    4295.000000   \n",
       "unique          NaN           NaN           NaN           37            NaN   \n",
       "top             NaN           NaN           NaN     modrange            NaN   \n",
       "freq            NaN           NaN           NaN          602            NaN   \n",
       "mean     242.166007    809.247705   5464.176909          NaN      23.083628   \n",
       "std      136.964710    974.939030   5920.570823          NaN      15.483778   \n",
       "min       54.000000      0.065920      1.121601          NaN       0.000000   \n",
       "25%      158.000000    208.199375   1314.589467          NaN      11.533882   \n",
       "50%      194.000000    526.187336   3486.626632          NaN      20.419369   \n",
       "75%      270.000000   1116.083961   7701.447471          NaN      31.399784   \n",
       "max     1142.000000  25656.226180  44108.087060          NaN     100.000000   \n",
       "\n",
       "        Slop(Degrees) GEO_UNIT  \\\n",
       "count     4295.000000     4295   \n",
       "unique            NaN      217   \n",
       "top               NaN     Qft2   \n",
       "freq              NaN      331   \n",
       "mean        12.684708      NaN   \n",
       "std          7.976655      NaN   \n",
       "min          0.000000      NaN   \n",
       "25%          6.579355      NaN   \n",
       "50%         11.540784      NaN   \n",
       "75%         17.432177      NaN   \n",
       "max         45.000000      NaN   \n",
       "\n",
       "                                               DES_GEOUNI Climate_Type  \\\n",
       "count                                                4295         4295   \n",
       "unique                                                204           15   \n",
       "top      Low level piedmont fan and valley teraces dep...       SA-K-W   \n",
       "freq                                                  331         1492   \n",
       "mean                                                  NaN          NaN   \n",
       "std                                                   NaN          NaN   \n",
       "min                                                   NaN          NaN   \n",
       "25%                                                   NaN          NaN   \n",
       "50%                                                   NaN          NaN   \n",
       "75%                                                   NaN          NaN   \n",
       "max                                                   NaN          NaN   \n",
       "\n",
       "                                          DES_ClimateType  \n",
       "count                                                4295  \n",
       "unique                                                  5  \n",
       "top     Hot and dry, with a dry period longer than the...  \n",
       "freq                                                 3622  \n",
       "mean                                                  NaN  \n",
       "std                                                   NaN  \n",
       "min                                                   NaN  \n",
       "25%                                                   NaN  \n",
       "50%                                                   NaN  \n",
       "75%                                                   NaN  \n",
       "max                                                   NaN  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Generate descriptive statistics for all columns\n",
    "#data_new.describe(include=object)\n",
    "data_new.describe(include=\"all\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "b900e5ca-8136-4fe1-942b-08c27e54c002",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['ID', 'LONG', 'LAT', 'SUB_Basin', 'Elevation', 'AAP(mm)',\n",
       "       'RiverDIST(m)', 'FaultDIST(m)', 'Landuse_Type', 'Slop(Percent)',\n",
       "       'Slop(Degrees)', 'GEO_UNIT', 'DES_GEOUNI', 'Climate_Type',\n",
       "       'DES_ClimateType'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#View the columns\n",
    "LSFI_data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "66342ac6-9d3d-40ac-bdf4-9ea73cb73ff9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ID                 0\n",
       "LONG               0\n",
       "LAT                0\n",
       "SUB_Basin          0\n",
       "Elevation          0\n",
       "AAP(mm)            0\n",
       "RiverDIST(m)       0\n",
       "FaultDIST(m)       0\n",
       "Landuse_Type       0\n",
       "Slop(Percent)      0\n",
       "Slop(Degrees)      0\n",
       "GEO_UNIT           0\n",
       "DES_GEOUNI         0\n",
       "Climate_Type       0\n",
       "DES_ClimateType    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Rechecking the missing data using the \"NaN\" symbol used in the dataset\n",
    "missing_values = (data_new == '').sum()\n",
    "missing_values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "b819b6da-d791-4949-b50a-2e5ddf8f8beb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ID                  0\n",
      "LONG                0\n",
      "LAT                 0\n",
      "SUB_Basin           1\n",
      "Elevation           0\n",
      "AAP(mm)             0\n",
      "RiverDIST(m)        0\n",
      "FaultDIST(m)        0\n",
      "Landuse_Type        4\n",
      "Slop(Percent)       0\n",
      "Slop(Degrees)       0\n",
      "GEO_UNIT           10\n",
      "DES_GEOUNI         10\n",
      "Climate_Type        3\n",
      "DES_ClimateType     3\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Replace whitespace with NaN\n",
    "data_new.replace(r'^\\s*$', np.nan, regex=True, inplace=True)\n",
    "\n",
    "# Count NaN values in each column\n",
    "missing_values = data_new.isna().sum()\n",
    "\n",
    "print(missing_values)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "56bf7c5c-f864-4438-9f7c-c2b8e5e95972",
   "metadata": {},
   "source": [
    "There is missing data for variables DES_GEOUNI,GEO_UNIT ,Climate_Type ,DES_ClimateType, Landuse_Type and SUB_Basin  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d701977-97e1-4f59-bdf9-40c4c024381e",
   "metadata": {},
   "source": [
    "<b>How i plan to handle missing data:</b><br>\n",
    "a) Categorical Data: For categorical variables like Landuse_Type and SUB_Basin, i will impute missing values using the mode (most frequent category) <br>\r",
    "b)\n",
    "Textual Descriptions: For descriptive text fields like DES_GEOUNI and DES_ClimateType,i will imput  a placeholder like \"Unknown\"."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b270ac7f-7320-4446-b899-9485937d53a5",
   "metadata": {},
   "source": [
    "- A"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "3a86c787-225f-4a36-873b-825dca1a8865",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('modrange',\n",
       " 'Karun',\n",
       " Landuse_Type    0\n",
       " SUB_Basin       0\n",
       " dtype: int64)"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calculating the mode for 'Landuse_Type' and 'SUB_Basin'\n",
    "landuse_Type_mode = LSFI_data['Landuse_Type'].mode()[0]\n",
    "sub_basin_mode = LSFI_data['SUB_Basin'].mode()[0]\n",
    "\n",
    "# Imputing missing values using the mode\n",
    "LSFI_data['Landuse_Type'].fillna(landuse_Type_mode, inplace=True)\n",
    "LSFI_data['SUB_Basin'].fillna(sub_basin_mode, inplace=True)\n",
    "\n",
    "# Check if the imputation worked correctly by counting nulls again in these columns\n",
    "imputed_missing_values = LSFI_data[['Landuse_Type', 'SUB_Basin']].isna().sum()\n",
    "\n",
    "landuse_Type_mode, sub_basin_mode, imputed_missing_values"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da6f5fb3-80b0-4b62-8468-222c61e824b7",
   "metadata": {},
   "source": [
    "- B"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "8c42928f-a110-4e89-a486-fde8204b8fa0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DES_GEOUNI         0\n",
      "DES_ClimateType    0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Replace missing values with \"Unknown\"\n",
    "LSFI_data['DES_GEOUNI'].fillna('Unknown', inplace=True)\n",
    "LSFI_data['DES_ClimateType'].fillna('Unknown', inplace=True)\n",
    "\n",
    "# Verify the imputation\n",
    "missing_values_after_imputation = LSFI_data[['DES_GEOUNI', 'DES_ClimateType']].isna().sum()\n",
    "print(missing_values_after_imputation)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "72fc0e8a-e8a5-4a20-b344-b14d74f745c0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "153f2c55-0554-4921-a362-673c9fd125d4",
   "metadata": {},
   "source": [
    "<b>To generate insights on landslide occurrences in Iran, we can explore:</b>\n",
    "\n",
    "<font color='Red'>The distribution of landslides in terms of elevation, slope, and proximity to water sources and faults.</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "fe01feec-3204-4e03-802e-fb3457fcb59d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1200 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Setting the style of the plots\n",
    "sns.set(style=\"whitegrid\")\n",
    "\n",
    "# Creating a figure with subplots\n",
    "fig, axes = plt.subplots(2, 2, figsize=(18, 12))\n",
    "\n",
    "# Distribution of Slope (in degrees)\n",
    "sns.histplot(data=LSFI_data, x='Slop(Degrees)', kde=True, ax=axes[0, 0], bins=30, color='blue')\n",
    "axes[0, 0].set_title('Distribution of Slope (Degrees)')\n",
    "axes[0, 0].set_xlabel('Slope (Degrees)')\n",
    "axes[0, 0].set_ylabel('Frequency')\n",
    "\n",
    "# Distribution of Elevation\n",
    "sns.histplot(data=LSFI_data, x='Elevation', kde=True, ax=axes[0, 1], bins=30, color='green')\n",
    "axes[0, 1].set_title('Distribution of Elevation')\n",
    "axes[0, 1].set_xlabel('Elevation (m)')\n",
    "axes[0, 1].set_ylabel('Frequency')\n",
    "\n",
    "# Distribution of Distance to Nearest River\n",
    "sns.histplot(data=LSFI_data, x='RiverDIST(m)', kde=True, ax=axes[1, 0], bins=30, color='red')\n",
    "axes[1, 0].set_title('Distribution of Distance to Nearest River')\n",
    "axes[1, 0].set_xlabel('Distance to River (m)')\n",
    "axes[1, 0].set_ylabel('Frequency')\n",
    "\n",
    "# Distribution of Distance to Nearest Fault\n",
    "sns.histplot(data=LSFI_data, x='FaultDIST(m)', kde=True, ax=axes[1, 1], bins=30, color='purple')\n",
    "axes[1, 1].set_title('Distribution of Distance to Nearest Fault')\n",
    "axes[1, 1].set_xlabel('Distance to Fault (m)')\n",
    "axes[1, 1].set_ylabel('Frequency')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "587ec1d7-d10c-4e71-951b-e541a159bbff",
   "metadata": {},
   "source": [
    "<b>Here are the distributions of several key factors related to landslide occurrences in the dataset:</b>\n",
    "\n",
    "- Slope (Degrees): The distribution shows a concentration of landslides at lower slope angles, with a significant tail extending to higher angles. This indicates that while landslides occur across a range of slopes, they are more frequent at specific, perhaps moderate to steep, slope angles.\n",
    "- Elevation: Landslides are distributed across a wide range of elevations, with a concentration at mid-elevations. This suggests that elevation plays a significant role in landslide occurrence.\n",
    "- Distance to Nearest River: The distribution is right-skewed, meaning many landslides occur close to rivers. \n",
    "- Distance to Nearest Fault: Similar to the river proximity, there's a right-skewed distribution showing that a considerable number of landslides occur near geological faults. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41bd9c46-fdd1-4fe4-bb85-625b2acf0a75",
   "metadata": {},
   "source": [
    "<font color='Red'>Distribution of Landslides Across Different Sub-Basins in Iran</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "84a70095-b014-4a54-941c-e0c02a7864c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ogLi4OISHh2Pnzp24cuWK2E00S/YLH1mx2V9LZGQknJycxMIayDzBzSqkAO3e/6xt1KlTRyysgcwCrVy5cuLfFy5cgCAIcHZ2Flv70tLS4OzsjE+fPiEyMhKlSpWCtbU1fv75Z0ydOhVHjx6FIAiYNm0aqlWrpnD7YWFhcHBwgKmpKZKSkpCSkoI2bdrg6NGjSEpKApA5ENg///wj07r5ww8/4Pfff5ca3Cv7tlR97xs2bIjQ0FAMGzYMu3fvxtOnT+Hh4YFWrVoByLxP+sGDB3B1dcXatWsRFRWFzp07Y+DAgbnu39yoWiTllJycjOvXr6NFixYQBEF8TypUqICqVavi3LlzUstn3y/379/H8+fPZd5PBwcHFClSRCY2+0W5rOMte/dxVRgbG2Pu3Lk4ffo0FixYgM6dO0MQBISEhKBr1674/fff1dwDmb162rVrJ/5dsGBBNG/eXPxuSk9Pl3p9GRkZ4rKlS5fG3r17xf+2bt2KMWPGICwsDN7e3uJyU6dOhZeXF969e4ebN2/i0KFD2LVrFwCIx3PDhg1x/vx59O3bF1u2bMG9e/fg5uaGbt26Kc2/bt26UvunZMmS4n7V9rjOLi/ePwAyx/HQoUOxePFifPz4ETExMTh27Bg2btwIADLfddlfa1YemuRARPmPLddEpPdevHgBExMTlChRQmZe3bp1sXHjRmzduhWBgYFYv349SpcujWHDhuV68p+9oFIkZ0t5gQIFUKJECbHwyQtZXbpLly4tNd3Q0BBmZmZ49+6dOM3U1FRqmawTzewnzvLWnfN1ZE3Lvu68cvDgQSxfvhzPnj1DiRIlYGNjAxMTE5nlcr6WAgUyrwdnvZbExESpQa6A/+2TLNq8/1nbyN4ymiX7e5F9sDd5Xrx4AYlEgqCgIKxbtw7Hjx/H/v37YWRkhDZt2mDOnDlyP7sxMTGIiooCkFlM5LR//34MHDgQiYmJEARBpc9r9mVUfe9nzJgBS0tLHDx4ED4+PgAy9+usWbNga2uLjh07IiMjA7t370ZAQABWrlyJ8uXLY9KkSQr3SW6yWtuzih11JSUlISMjA5s2bZK5VxeA2NqZJft+yXo/fXx8xNebXc77erN/TrM+o5o+17p06dLo2bOn2AJ68eJFTJ48GT4+Pmjbtq24flWUKFECRkZGUtPMzc3F76a2bdvi6dOn4rzu3btj0aJFADKLWTs7O6nYxo0bw9DQECtWrMDgwYNRs2ZNPHr0CLNmzcKFCxdgaGiIKlWqiBcls/bB0KFDUbhwYYSFhWHx4sVYtGgRqlWrhunTp4stxvLk/E4oUKCAuE5tj+vs8ur9y3kcvX79GrNnz8aJEycgkUhQqVIl1K9fX+76lb1WItIvLK6JSK+lp6fj0qVLqFevnlSLZXZOTk5wcnJCcnIyLly4gO3bt2PhwoWoU6eOVNdaTeQsotPT0/HmzRvxZF0ikcg8h1vdFonixYsDyOwim73Qy7oXMnsxqa6sdb969UqmG+TLly/FkZjzSkREBKZMmQI3Nze4u7uLxdOSJUvk3l+rTIkSJWQGghIEQeb+cm3efzMzM7mDTWUVYEDmrQEAsG3bNrmPyMpq5bawsMCcOXMwe/ZsxMTE4LfffsOmTZtQvHhxuUXc3r17YWpqinXr1skUVT4+PggJCcHAgQNRpEgRSCQSqYG6gMxnLIeHh4uPs8pJ1ffe2NgYo0aNwqhRoxAXF4dTp05h7dq1mDRpEo4dOwYA6NSpEzp16oR3797h77//xqZNm+Dl5YUGDRpo9FisrNZVeRcVVFG4cGFIJBIMGjRIboGf88JNdlnvp7e3t1QX6CxZ+y2vXL9+HaNGjcLSpUtlRuFu2LAh3N3d4evrK/W9osp3yrt372S6SL969Uq8ILVu3TqkpqaK81T5Hsnq5v7w4UPUqFEDw4cPh5GREfbs2QNbW1sYGhri7t27UoP+FShQAP369UO/fv2QkJCAM2fOYP369Rg7dqxWPXy+5Pd6Xpg8eTLu3buHLVu2oF69ejA2NkZycjJCQ0PzOzUi+oLYLZyI9FpwcDDi4+OlBtnJbvHixejZsycEQYCpqSlatWqFKVOmAACePXsGAGq1BuV0/vx5qYHUfv/9d6SlpYmPAypcuDDevHkjdV9tzsFsFF0UyJJ1gn/o0CGp6UeOHEF6errYGqKJ2rVrw9jYWGbdERERiIuLk7ovMC9cvXoVGRkZ8PT0FAvr9PR08SRbUQu7PI0bN8Zff/0l1eX97NmzUl0uVXn/lWnUqBGuXr0qdd/y3bt3pQacyioA37x5Azs7O/G/t2/fYsWKFXj79i2uXr2KJk2a4MaNG5BIJKhRowYmTJiAatWq4fnz5zLbTU1NxaFDh+Ds7IzGjRujYcOGUv+5urri3r17uHTpEgoXLowaNWrg5MmTUuv4+++/MXz4cLnrB1R771NSUvDDDz+Io4OXK1cO/fr1g4uLi7je8ePHY8yYMQCAokWLokOHDhg9ejTS09OVjt6syPv37xEUFITq1atr/PkrUqQIbG1tcf/+fan35Pvvv0dAQIDS2x2qVKkCc3NzPHnyRCrW0tISy5YtE3sTqCK3YxvIvM83OTkZ27dvl/v5j42NRenSpcWiuEiRIjLvac7vFCDzM3ThwgXx7w8fPuD06dPid1P16tWlXp+8Hho5Xb16FQBQqVIlvHnzBrGxsejZsyfs7e1haJjZXvPXX38B+N+x/NNPP4mD25mbm8PV1RX9+vXDu3fvNB5RXtvj+muIjIzEDz/8gEaNGom3ruTcN0T038OWayLSC+/fv8e1a9cAZJ6YvHnzBn///TdCQkLQpUsXqXsLs2vcuDG2bNmCqVOnokuXLvj8+TM2b96MEiVKoFGjRgAyW6quXr2K8PBwtQfrevXqFcaOHYv+/fvjwYMHWL58OZo2bSp2d2zVqhV27NiB6dOno1evXvj3338RFBQkddJdtGhRAEB4eDiqVq0q0+pibW2N7t27IyAgACkpKWjYsCGio6MREBCAhg0biiMra6JEiRIYPnw4AgICYGRkhNatW+PJkydYuXIlrK2t4erqqvY6z507J7dbfPv27cVW1Llz56JHjx5ISkrCzp07ERMTAyCzBU7ZQEfZeXh44MSJE3B3d8fQoUPx5s0b+Pv7S3WFVeX9V2bgwIHYu3cv3N3dMXbsWKSnp2PFihVS26hWrRq6dOmCn3/+GU+fPkWtWrUQGxsLf39/fPfdd7CyskJaWhpMTEzg7e2NsWPHolSpUjh//jyio6MxYMAAme2eOHECb9++VditukuXLli+fDmCg4Ph6OgIT09PjBo1CuPHj4erqytev36NZcuWoVWrVqhRowaio6Nl1qHKe29iYoKaNWuKy1SvXh2xsbHYv3+/OEBeo0aNMHv2bCxevBjNmzdHUlISAgICYGVlBRsbG6X79+7du2IX7U+fPuH+/fvYsWMH3rx5g5UrV2p8zzUAcYC5SZMmoUuXLkhPT0dQUJDYUqyIgYEBJkyYgFmzZsHAwACtWrVCUlIS1q5dixcvXsgd6EuR3I5tILMlfMqUKZg9ezb69u2LH3/8ERUqVMC7d+/EWwj8/PzEfdGqVSts2LAB69evR506dXD69Gm5j9gyMjLC9OnTMXHiRBQpUgQbN25ESkqKSk8zSE1NFb9vgczBBS9fvozAwEA0a9ZM3Afly5fHrl27YGlpiWLFiuHvv//Gtm3bAPxvbAQHBwcEBQWhVKlSqFu3Ll68eIEtW7bA0dFR6j5qdWh7XH8N9vb2OHToEGrWrAlLS0tcvXoVGzZsgEQiUTgGBhHpPxbXRKQXoqKi0Lt3bwCZLc3m5uaoXLkyFi1aJDMgU3bNmzeHn58fgoKCxMFu6tevj+3bt4v3ufbr1w+3bt3CsGHD4OvrizJlyqic148//oiUlBR4eHjA2NgYnTt3hpeXl3gi3LRpU0yZMgU7duzAH3/8IRYq2UeBLVKkCAYPHoyQkBCcPn1aZsAkIPNxSJUqVUJYWBgCAwNRpkwZ9O/fHx4eHlq1vAMQi72dO3ciNDQUJUqUQPv27TF+/Hil3WcVOXz4MA4fPiwzvUaNGmjYsCFmzZqFLVu24LfffkOpUqXQsGFDBAQEwMPDA5GRkeJo2rmxsrLCzp07sWjRIkyYMAHm5uaYMmWKeN8ooNr7r4yZmRl++eUXLFiwAFOnTkXhwoUxdOhQqef4AoCvry82bNiA4OBgPH/+HObm5ujYsSPGjx8PAwMDGBgYICgoCMuWLcOCBQuQlJQEKysrzJ07V+4FjH379qF48eIKL5yUKVMGTZo0wR9//IGEhASx4Fq9ejU8PDxgZmaGDh06YNy4cUpfnyrv/dy5c7FixQoEBQXh5cuXMDc3R8+ePcV1//TTT/j8+TOCg4Oxe/dumJiYoHHjxvDy8pK55zenuXPniv8uVKgQypQpg2bNmmHQoEFa35LQrFkzBAYGIiAgAJ6enjAyMkLNmjWxZcsWhY/Wy9KrVy8ULlwYmzdvRkhICAoVKoR69erBz89PrbzkHdvZB+DL8tNPP6FSpUrYvn07li9fjrdv36Jw4cKwt7fHtm3bxNZmABgxYgRev36NoKAgfP78GS1btsSCBQtkLhgUL14cXl5e8PPzw8uXL1G7dm3s3LkTVapUyTXvly9fit+3QGahXr58eQwYMEBqZPC1a9eKx4axsTGsra2xbt06LFy4EBEREejfvz/GjRsHY2NjhIWFYc2aNShatCicnZ3VfmxWdtoe11/DokWLMG/ePMybNw9A5veVj48PDh48iIiIiHzOjoi+FInAEROIiIiIiIiItMJ7romIiIiIiIi0xOKaiIiIiIiISEssromIiIiIiIi0xOKaiIiIiIiISEssromIiIiIiIi0xOKaiIiIiIiISEt8znUOV69ehSAIuT6bk4iIiIiIiP7bPn/+DIlEgrp16+a6LFuucxAEAYoe/S0IAlJTUxXOV7ZOxuVvnD7kyDjdiNOHHBmnG3H6kCPj9DtOH3JknG7E6UOOjNONOH3IUdfiBEFxfShvYcrmxo0bwo0bN+TO+/DhgxARESF8+PBBrXUyLv/j9CFHxulGnD7kyDjdiNOHHBmn33H6kCPjdCNOH3JknG7E6UOOuhanrD7MiS3XRERERERERFpicU1ERERERESkJRbXRERERERERFpicU1ERERERESkJZ0org8cOICOHTvCzs4OLi4uOHbsmDgvOjoabm5uqFOnDlq2bInAwECp2IyMDKxatQpOTk6oXbs2hgwZgocPH37tl0BERERERETfsHwvrn/99VdMnz4dvXv3xuHDh9GxY0dMnDgRV69exZs3bzB48GBYWVkhLCwMY8eOxcqVKxEWFibGr127FsHBwZg/fz5CQkIgkUgwbNgwpKam5uOrIiIiIiIiom+JYX5uXBAErFy5EgMHDsTAgQMBAB4eHrhy5QouXbqES5cuwdjYGHPmzIGhoSGqVq2Khw8fYtOmTejRowdSU1MRFBQELy8vtGjRAgDg7+8PJycnHD9+HC4uLvn58oiIiIiIiOgbka8t1/fv38fTp0/RuXNnqemBgYEYMWIEIiIi4ODgAEPD/10DaNSoEWJjY5GQkICYmBh8+PABjRo1EucXK1YMtra2uHz58ld7HURERERERPRty9eW6wcPHgAAPn78CHd3d0RFReG7777DqFGj4OzsjOfPn6NatWpSMWXKlAEAxMXF4fnz5wCAsmXLyizz7NkzjfMSBAEfP36UmZ6cnCz1f1UxLv/j9CFHxulGnD7kyDjdiNOHHBmn33H6kCPjdCNOH3JknG7E6UOOuhYnCAIkEolK65EIgiCoteU89Ouvv8Lb2xvfffcdxowZAxsbG/z+++9Yv349tmzZglmzZqFTp04YN26cGPP48WO0adMGu3btwtOnT+Ht7Y3o6GgUKPC/Rnhvb2/Ex8dj69ataud08+ZN3q9NREREREREAABjY2PY2dnluly+tlwbGRkBANzd3dG9e3cAQI0aNRAVFYUtW7bAxMREptD99OkTAKBQoUIwMTEBAKSmpor/zlrG1NRUq7ysra1lpicnJ+PBgwewsrJSa/2My/84fciRcboRpw85Mk434vQhR8bpd5w+5Mg43YjThxwZpxtx+pCjrsXdvXtX5fXka3FtaWkJADJdv62trXH69GmUL18e8fHxUvOy/rawsEBaWpo4rWLFilLL2NjYaJyXRCJBoUKFFM43NTVVOp9xuhunDzkyTjfi9CFHxulGnD7kyDj9jtOHHBmnG3H6kCPjdCNOH3LUlThVu4QD+Tygma2tLQoXLozr169LTb9z5w4qVqwIBwcHREZGIj09XZwXHh6OypUrw9zcHDY2NihSpAguXrwozk9KSkJUVBQaNGiQ5/lKJBKYmpqqtYOJiIiIiIjovy9fW65NTEwwdOhQrFmzBhYWFrC3t8eRI0dw7tw5bN26FdbW1ti8eTNmzJiBoUOH4saNG9i2bRt8fHwAZPZ9d3Nzg5+fH0qWLIny5ctj6dKlsLS0RNu2bfMszwxBQIH/L6xtbW3lziMiIiIiIqJvV74W1wAwevRomJqawt/fHy9evEDVqlWxevVqNGzYEACwefNmLFiwAN27d0fp0qXh7e0t3p8NAJ6enkhLS8PMmTORkpICBwcHBAYGwtjYOM9yLCCR4OCDd0hISZOabm5iiC5WRfNsO0RERERERKSf8r24BoDBgwdj8ODBcufZ29sjJCREYayBgQG8vLzg5eX1pdIDACSkpOFFcnruCxIREREREdE3J1/vuSYiIiIiIiL6L2BxTURERERERKQlFtdEREREREREWmJxTURERERERKQlFtdEREREREREWmJxTURERERERKQlFtdEREREREREWmJxTURERERERKQlFtdEREREREREWmJxTURERERERKQlFtdEREREREREWmJxTURERERERKQlFtdEREREREREWmJxTURERERERKQlFtdEREREREREWmJxTURERERERKQlFtdEREREREREWmJxTURERERERKQlFtdEREREREREWmJxTURERERERKQlFtdEREREREREWmJxTURERERERKQlFtdEREREREREWmJxTURERERERKQlFtdEREREREREWmJxTURERERERKQlFtdEREREREREWmJxTURERERERKQlFtdEREREREREWmJxTURERERERKQlFtdEREREREREWmJxTURERERERKQlFtdEREREREREWmJxTURERERERKQlFtdEREREREREWmJxTURERERERKSlfC+unz59iurVq8v8FxoaCgCIjo6Gm5sb6tSpg5YtWyIwMFAqPiMjA6tWrYKTkxNq166NIUOG4OHDh/nxUoiIiIiIiOgbZZjfCdy+fRsFCxbEiRMnIJFIxOlFixbFmzdvMHjwYLRp0wY+Pj64du0afHx8UKJECfTo0QMAsHbtWgQHB8PX1xcWFhZYunQphg0bhsOHD8PY2Di/XhYRERERERF9Q/K9uL5z5w4qV66MMmXKyMzbtm0bjI2NMWfOHBgaGqJq1ap4+PAhNm3ahB49eiA1NRVBQUHw8vJCixYtAAD+/v5wcnLC8ePH4eLi8rVfDhEREREREX2D8r1b+O3bt2FtbS13XkREBBwcHGBo+L9rAI0aNUJsbCwSEhIQExODDx8+oFGjRuL8YsWKwdbWFpcvX/7iuRMREREREREBOlBc37lzBwkJCejbty+aNGmCPn364OzZswCA58+fw9LSUmr5rBbuuLg4PH/+HABQtmxZmWWePXv2FbInIiIiIiIiyudu4ampqXjw4AFMTU3h7e2NQoUK4eDBgxg2bBi2bNmClJQUmfumCxYsCAD49OkTkpOTAUDuMomJiRrnJQgCPn78CACQSCQwNTVVunxycjIEQVA6P/v/VcW4vIvThxwZpxtx+pAj43QjTh9yZJx+x+lDjozTjTh9yJFxuhGnDznqWpwgCFJjgykjEZRVhV/Bx48fYWhoKFUgu7u7QyKR4MWLF2jevDm8vLzEeXfv3oWLiwv279+Px48fw9PTE9evX4eJiYm4zLhx45Camop169apnc/NmzeRmpoq/m1qagpbW1tsiXmDF8npUstamBpgsI0ZoqKi1H4DiYiIiIiISPcZGxvDzs4u1+XyfUCzQoUKyUyrVq0a/v77b1haWiI+Pl5qXtbfFhYWSEtLE6dVrFhRahkbGxuNczIyMhLvA1flKkXlypVzbbl+8OABrKyscm0FZ9yXidOHHBmnG3H6kCPjdCNOH3JknH7H6UOOjNONOH3IkXG6EacPOepa3N27d1VeT74W1zExMejTpw82bdqEBg0aiNNv3boFa2tr1KhRA8HBwUhPT4eBgQEAIDw8HJUrV4a5uTmKFi2KIkWK4OLFi2JxnZSUhKioKLi5uWmcl0QikVv0K6LqG2dqaqrWehmX93H6kCPjdCNOH3JknG7E6UOOjNPvOH3IkXG6EacPOTJON+L0IUddiVO1SziQzwOaVatWDd9//z18fHwQERGBe/fuwdfXF9euXcPIkSPRo0cPvH//HjNmzMDdu3exb98+bNu2DSNGjACQ2Tzv5uYGPz8/nDx5EjExMZgwYQIsLS3Rtm3b/HxpRERERERE9A3J15brAgUKYP369fDz88P48eORlJSUeX/zli2oXr06AGDz5s1YsGABunfvjtKlS8Pb2xvdu3cX1+Hp6Ym0tDTMnDkTKSkpcHBwQGBgoMwgZ0RERERERERfSr7fc12yZEksXLhQ4Xx7e3uEhIQonG9gYAAvLy+pQc+IiIiIiIiIvqZ8f841ERERERERkb5jcU1ERERERESkJRbXRERERERERFpicU1ERERERESkJRbXRERERERERFrSaLTwx48f49OnT7C2tkZiYiJWrFiBZ8+eoX379ujWrVsep0hERERERESk29Ruuf7rr7/QoUMHhIWFAQDmzJmDPXv24MWLF5g2bRpCQ0PzPEkiIiIiIiIiXaZ2cb127Vo0a9YMHh4eePfuHY4fP47hw4dj//79GD58OLZv3/4l8iQiIiIiIiLSWWoX1zExMRg4cCCKFCmCs2fPIj09HT/88AMAoGnTpnj48GGeJ0lERERERESky9QurgsWLIi0tDQAwNmzZ2Fubg4bGxsAwKtXr1CsWLG8zZCIiIiIiIhIx6k9oFn9+vURFBSExMREHDt2DK6urgCAW7duISAgAPXq1cvzJImIiIiIiIh0mdot19OmTcOLFy8wefJkfPfddxg1ahQAYMSIEUhNTcXkyZPzPEkiIiIiIiIiXaZ2y3WFChVw5MgRJCQkoFSpUuL0NWvWwNbWFsbGxnmaIBEREREREZGu0+g51xKJBEZGRjh58iTi4+Pxww8/oFixYjAyMsrr/IiIiIiIiIh0nkbF9bp167BhwwakpKRAIpHA3t4e/v7+ePv2LYKCgjioGREREREREX1T1L7neufOnVi9ejUGDx6MPXv2QBAEAMDAgQPx+PFjrFy5Ms+TJCIiIiIiItJlahfXO3bswPDhwzFu3DjUrFlTnO7k5ITx48fjzz//zNMEiYiIiIiIiHSd2sV1XFwcHB0d5c6rUqUKXr16pXVSRERERERERPpE7eK6bNmyuHr1qtx5t27dQtmyZbVO6r9GIpHA1NQUEokkv1MhIiIiIiKiL0DtAc169uyJ1atXw8TEBC1btgQAfPz4Eb///js2bNiAwYMH53WOeitDEFDg/wtrW1tbufOIiIiIiIhI/6ldXA8bNgxPnjyBn58f/Pz8AAADBgwAAHTu3BkjRozI2wz1WAGJBAcfvENCSprUdHMTQ3SxKppPWREREREREVFeU7u4lkgkmDt3LgYPHowLFy4gMTERRYsWhaOjI77//vsvkaNeS0hJw4vk9PxOg4iIiIiIiL4gjZ5zDQCVK1dG5cqV8zIXIiIiIiIiIr2kUnE9bdo0tVbq6+urUTJERERERERE+kil4vrixYtSf8fHxyMtLQ3lypVD6dKl8fbtWzx+/BjGxsawsbH5IokSERERERER6SqVius///xT/PehQ4fg5+eH1atXw97eXpx+9+5deHh4oEOHDnmfJREREREREZEOU/s51/7+/pg0aZJUYQ0A1tbWGDduHDZv3pxnyRERERERERHpA7WL6zdv3qBoUfmPkTI0NMTHjx+1ToqIiIiIiIhIn6hdXNepUwcBAQF48+aN1PT4+HisXr0aDRs2zLPkiIiIiIiIiPSB2o/imjJlCvr37w9nZ2fUrVsXZmZmSEhIwNWrV1G8eHGsW7fuS+RJREREREREpLPUbrm2sbHB4cOH8dNPP+HDhw+4desWUlJSMGTIEBw8eBDffffdl8iTiIiIiIiISGep3XINABYWFpgyZUpe50JERERERESkl1Qqrg8cOIAWLVrAzMwMBw4cyHX5bt26aZkWERERERERkf5QqbieOnUq9uzZAzMzM0ydOlXpshKJhMU1ERERERERfVNUKq5PnjyJ0qVLi/8mIiIiIiIiov9RqbguX7683H8TERERERERkYrF9bRp01ReoUQiwcKFCzVKJjY2Fq6urvj555/h6uoKAIiOjsaCBQtw69YtlChRAv3794e7u7sYk5GRgYCAAISGhiIpKQn169fH7NmzUalSJY1yICIiIiIiIlKXSsX1xYsXVV6hRCLRKJHPnz9j8uTJ+PjxozjtzZs3GDx4MNq0aQMfHx9cu3YNPj4+KFGiBHr06AEAWLt2LYKDg+Hr6wsLCwssXboUw4YNw+HDh2FsbKxRLkRERERERETqUKm4/vPPP790Hli9ejUKFy4sNW3Pnj0wNjbGnDlzYGhoiKpVq+Lhw4fYtGkTevTogdTUVAQFBcHLywstWrQAAPj7+8PJyQnHjx+Hi4vLF8+biIiIiIiIqEBerOTGjRv4448/kJSUpFH85cuXERISgsWLF0tNj4iIgIODAwwN/3cNoFGjRoiNjUVCQgJiYmLw4cMHNGrUSJxfrFgx2Nra4vLly5q9GCIiIiIiIiI1qV1cv3z5EgMGDMCaNWsAANu3b0fv3r3h6emJdu3a4d9//1VrfUlJSfD29sbMmTNRtmxZqXnPnz+HpaWl1LQyZcoAAOLi4vD8+XMAkIkrU6YMnj17plYeRERERERERJpSqVt4dkuWLMH9+/cxbNgwZGRkYOPGjWjSpAm8vLwwf/58LFu2DOvXr1d5fXPmzEGdOnXQuXNnmXkpKSky900XLFgQAPDp0yckJycDgNxlEhMT1X1pIkEQxHu/JRIJTE1NlS6fnJwMQRCkpmkal3N+9v+rinH5uy3G6XecPuTION2I04ccGaffcfqQI+N0I04fcmScbsTpQ466FicIgsrjikkEZdWdHI0bN8b06dPRuXNnXLlyBX379sWGDRvQokULnD59GpMnT0ZERIRK6zpw4ACWL1+OQ4cOoXjx4gCA6tWrw9fXF66urujcuTOaN28OLy8vMebu3btwcXHB/v378fjxY3h6euL69eswMTERlxk3bhxSU1Oxbt06dV4aAODmzZtITU0V/zY1NYWtrS22xLzBi+R0qWUtTA0w2MYMUVFRMm+EpnFERERERESkO4yNjWFnZ5frcmq3XH/8+FHsqn3mzBkYGxuL9zwbGxsrbYnNKSwsDAkJCWjZsqXU9NmzZyMwMBDlypVDfHy81Lysvy0sLJCWliZOq1ixotQyNjY26r40kZGREaytrQGoNvp55cqV5bZcaxKXXXJyMh48eAArK6tcW8EZpzvbYpx+x+lDjozTjTh9yJFx+h2nDzkyTjfi9CFHxulGnD7kqGtxd+/eVXk9ahfXVlZWiIiIQO3atfHbb7/B0dFR7Kp98OBBWFlZqbwuPz8/pKSkSE1r164dPD090bFjRxw5cgTBwcFIT0+HgYEBACA8PByVK1eGubk5ihYtiiJFiuDixYticZ2UlISoqCi4ubmp+9JEEokEhQoVUnl5dd44TeJMTU3VyodxurEtxul3nD7kyDjdiNOHHBmn33H6kCPjdCNOH3JknG7E6UOOuhKnzqOm1R7QbMSIEQgICEDjxo3x+PFjDB48GADQq1cvHDx4EO7u7iqvy8LCApUqVZL6DwDMzc1Rvnx59OjRA+/fv8eMGTNw9+5d7Nu3D9u2bcOIESMAZLaUu7m5wc/PDydPnkRMTAwmTJgAS0tLtG3bVt2XRkRERERERKQRtVuuO3bsCAsLC0RGRsLR0RF16tQBADRo0ACenp5wcnLKs+TMzc2xefNmLFiwAN27d0fp0qXh7e2N7t27i8t4enoiLS0NM2fOREpKChwcHBAYGCgzyBkRERERERHRl6J2cQ0A9evXR/369aWmTZkyJU8Sun37ttTf9vb2CAkJUbi8gYEBvLy8pAY9IyIiIiIiIvqaVCquAwIC1FrpmDFjNEqGiIiIiIiISB9pVFxLJBIIggADAwOYmZkhMTERnz9/hpGREYoXL87imoiIiIiIiL4pKhXXMTEx4r/Dw8MxceJE/Pzzz/jhhx/EUbz/+usvzJgxA1OnTv0ymRIRERERERHpKLVHC587dy7GjRuHjh07ioU1ADRv3hzjx4+Hv79/niZIREREREREpOvULq6fPXuGsmXLyp1XsmRJJCQkaJ0UERERERERkT5Ru7i2sbHBzp078fnzZ6npnz59wubNm2Fvb59nyRERERERERHpA7UfxTVx4kS4u7ujbdu2cHJyQsmSJfHq1SucOXMGycnJ2Llz55fIk4iIiIiIiEhnqV1cOzo6Ijg4GBs2bMCpU6fw9u1bmJmZoUmTJvDw8EClSpW+RJ5EREREREREOkvt4hoAatasiVWrVuV1LkRERERERER6SaPiWhAEREdH4+PHjxAEQWa+g4OD1okRERERERER6Qu1i+sbN25g3LhxeP78OQCIxbVEIoEgCJBIJIiOjs7bLL9REokEpqamkEgk+Z0KERERERERKaF2cb1w4UIYGhrC19cXlpaWKFBA7QHHKRcZgoAC/19Y29raykwnIiIiIiIi3aJ2cR0VFYXly5ejTZs2XyIfAlBAIsHBB++QkJImTjM3MUQXq6L5mBUREREREREponZxbW5uztbqryAhJQ0vktPzOw0iIiIiIiJSgdpVct++fbFx40Z8/PjxS+RDREREREREpHfUbrl++PAh7t27h6ZNm+L777+HiYmJ1HyJRIJt27blWYJEREREREREuk6j4trGxkb8O+ejuOQ9mouIiIiIiIjov0zt4nrHjh1fIg8iIiIiIiIivZWnI5N9/PgRf/31V16ukoiIiIiIiEjnqd1y/fTpU8yaNQuXL1/G58+f5S4THR2tdWJERERERERE+kLt4trX1xdXr17Fjz/+iCtXrsDU1BR16tTBuXPncOfOHaxevfpL5ElERERERESks9TuFn758mWMHz8eM2fORI8ePWBsbAwvLy+EhYXBwcEBJ0+e/BJ5EhEREREREekstYvrDx8+oEaNGgCAqlWril3ADQwM0K9fP1y4cCFvMyQiIiIiIiLScWoX12XKlMHLly8BAJUqVUJiYiLi4+MBAMWLF0dCQkLeZkhERERERESk49Qurlu0aIGVK1fiypUrKFu2LCwtLREUFIT3798jLCwMFhYWXyJPIiIiIiIiIp2ldnHt6emJYsWKYdWqVQCACRMmYPv27XBwcMChQ4cwePDgPE+SiIiIiIiISJepPVq4mZkZQkNDxa7gXbp0Qbly5XDt2jXY29vD0dExz5MkIiIiIiIi0mVqF9dZypQpI/67QYMGaNCgAV68eIHLly/DwcEhT5IjIiIiIiIi0gdqdwtX5rfffsOAAQPycpVEREREREREOi9Pi2siIiIiIiKibxGLayIiIiIiIiItsbgmIiIiIiIi0hKLayIiIiIiIiItqTRa+IEDB1Ra2Y0bN7TJhYiIiIiIiEgvqVRcT506VeUVSiQSjZMhIiIiIiIi0kcqFdcnT5780nkQERERERER6S2Viuvy5ct/6TyIiIiIiIiI9Fa+D2iWkJAALy8vNGrUCHXr1sXw4cNx9+5dcX50dDTc3NxQp04dtGzZEoGBgVLxGRkZWLVqFZycnFC7dm0MGTIEDx8+/Novg4iIiIiIiL5h+V5cjxo1Co8fP8amTZuwd+9emJiYYNCgQUhOTsabN28wePBgWFlZISwsDGPHjsXKlSsRFhYmxq9duxbBwcGYP38+QkJCIJFIMGzYMKSmpubjqyIiIiIiIqJviUrdwr+UN2/e4LvvvsOoUaPw/fffAwBGjx6Nrl274t9//0V4eDiMjY0xZ84cGBoaomrVqnj48CE2bdqEHj16IDU1FUFBQfDy8kKLFi0AAP7+/nBycsLx48fh4uKSny+PiIiIiIiIvhEqtVz/+uuvePPmTZ5v3MzMDMuXLxcL61evXiEwMBCWlpawtrZGREQEHBwcYGj4v2sAjRo1QmxsLBISEhATE4MPHz6gUaNG4vxixYrB1tYWly9fzvN8iYiIiIiIiORRqeV6zpw5CAwMhJmZGVq3bo01a9bAxsYmTxP5+eefsWfPHhgbG2PdunUoVKgQnj9/jmrVqkktV6ZMGQBAXFwcnj9/DgAoW7aszDLPnj3TOBdBEPDx40cAmY8WMzU1Vbp8cnIyBEGQmval4uTFyFsm+/9V9V+O04ccGacbcfqQI+N0I04fcmScfsfpQ46M0404fciRcboRpw856lqcIAgqP25aIuRWqQFo2LAh2rdvDxcXFwwYMABz5sxB1apVFS7v4OCg0sazu3v3LlJSUvDLL7/g8OHD2L17N8aPH49OnTph3Lhx4nKPHz9GmzZtsGvXLjx9+hTe3t6Ijo5GgQL/a4T39vZGfHw8tm7dqnYeN2/elLpf29TUFLa2ttgS8wYvktOllrUwNcBgGzNERUXJvBF5HacshoiIiIiIiL4MY2Nj2NnZ5bqcSi3XvXr1wubNm7Fnzx5IJBL4+PjIXS6rqo+OjlYvWwDW1tYAgHnz5uHatWvYuXMnTExMZAYm+/TpEwCgUKFCMDExAQCkpqaK/85aJrdWY2WMjIzEfFS5SlG5cmW5LdBfIk5eTE7Jycl48OABrKys1NoP/+U4fciRcboRpw85Mk434vQhR8bpd5w+5Mg43YjThxwZpxtx+pCjrsVlf5JVblQqridPnoyuXbvizZs3GDBgAGbNmiUWn9pISEhAeHg4OnToAAMDAwBAgQIFULVqVcTHx8PS0hLx8fFSMVl/W1hYIC0tTZxWsWJFqWW06bYukUhQqFAhlZfXtJDXJE6dGFNTU7Vex7cQpw85Mk434vQhR8bpRpw+5Mg4/Y7ThxwZpxtx+pAj43QjTh9y1JU4VbuEA2qMFp416NiYMWPQunVrWFhYqLwRReLj4zFp0iSYm5ujcePGAIDPnz8jKioKzs7OKFWqFIKDg5Geni4W3+Hh4ahcuTLMzc1RtGhRFClSBBcvXhSL66SkJERFRcHNzU3r/IiIiIiIiIhUofajuMaMGYPU1FQEBwfj4sWLSEpKgpmZGRo0aIDu3bujYMGCKq/LxsYGzZo1g4+PD+bPn49ixYph/fr1SEpKwqBBg1CwYEFs3rwZM2bMwNChQ3Hjxg1s27ZN7JZubGwMNzc3+Pn5oWTJkihfvjyWLl0KS0tLtG3bVt2XRkRERERERKQRtYvrpKQkDBgwADExMShXrhxKly6N2NhYHD58GLt27cLu3btRtGhRldYlkUiwYsUKLFu2DOPHj8e7d+/QoEED7Nq1C+XKlQMAbN68GQsWLED37t1RunRpeHt7o3v37uI6PD09kZaWhpkzZyIlJQUODg4IDAyEsbGxui+NiIiIiIiISCNqF9fLli3D8+fPsXPnTjRo0ECcHhERAU9PT6xcuRIzZ85UeX1FixbFnDlzMGfOHLnz7e3tERISojDewMAAXl5e8PLyUnmbRERERERERHmpQO6LSDt58iTGjx8vVVgDQIMGDeDp6Yk//vgjz5IjIiIiIiIi0gdqF9cfPnxAhQoV5M6rUKEC3r59q21ORERERERERHpF7eK6SpUqOHXqlNx5J0+eRKVKlbROirQjkUhgamqq1rDxREREREREpDm177l2d3fHxIkTkZqais6dO6NUqVJ49eoVDh06hNDQUIX3TtOXlSEIKPD/xbSpqSlsbW3lziMiIiIiIqK8p3Zx3bFjRzx48ADr169HaGgoAEAQBBgbG8PDwwO9e/fO8yQpdwUkEhx88A4JKWlS081NDNHFSrXR24mIiIiIiEgzahfXADB69Gi4ubnh2rVrSExMRPHixVG7dm0UL148r/MjNSSkpOFFcnp+p0FERERERPTN0ai4BoBixYqhefPmeZkLERERERERkV5Se0AzIiIiIiIiIpLG4pqIiIiIiIhISyyuiYiIiIiIiLSkdnG9fv16/Pvvv18iFyIiIiIiIiK9pHZxvXnzZjx79uxL5EJERERERESkl9Qurq2srNhyTURERERERJSN2o/iatmyJfz9/XHq1Cl8//33MDc3l5ovkUjg4eGRZwkSERERERER6Tq1i+uAgAAAQEREBCIiImTms7gmIiIiIiKib43axXVMTMyXyIOIiIiIiIhIb2n1KK53797h3r17SE1NRXp6el7lRERERERERKRXNCquL168iF69esHR0RGdO3fGv//+i0mTJmHRokV5nR8RERERERGRzlO7uA4PD4e7uztMTEwwefJkCIIAALC1tcX27duxZcuWPE+SiIiIiIiISJepXVyvWLECrVu3xo4dOzBw4ECxuB4+fDiGDh2K0NDQPE+SiIiIiIiISJepXVxHR0ejR48eADJHBs+uadOmePr0ad5kRkRERERERKQn1C6uixYtipcvX8qd9+zZMxQtWlTrpIiIiIiIiIj0idrFdevWreHv74+bN2+K0yQSCZ4/f47169ejZcuWeZkfERERERERkc5T+znXkyZNwvXr1/Hjjz+iVKlSAICJEyfi+fPnKFu2LCZOnJjnSRIRERERERHpMrWL6+LFiyM0NBQHDhzAhQsX8PbtWxQtWhT9+/eHq6srTE1Nv0SeRERERERERDpL7eIaAIyNjfHjjz/ixx9/zOt8iIiIiIiIiPSORsX1vXv3sG7dOoSHhyMxMRHm5uZo1KgRRo0aBSsrqzxOkYiIiIiIiEi3qV1ch4eHY9iwYTAzM0PLli1hbm6Oly9f4syZMzhx4gR27doFGxubL5ErERERERERkU5Su7j29/eHg4MDNmzYAGNjY3H6hw8fMHToUCxcuBDbt2/P0ySJiIiIiIiIdJnaj+KKiYnBoEGDpAprAChcuDCGDx+O69ev51lyRERERERERPpA7eK6bNmyiIuLkzvvw4cP4uO5iIiIiIiIiL4VahfXXl5eWLFiBY4dO4b09HRx+sWLF7F8+XJMnjw5TxMkIiIiIiIi0nUq3XNtY2MDiUQi/i0IAiZOnAgDAwOUKFEC7969Q2pqKgwMDLBgwQJ06NDhiyVMREREREREpGtUKq49PDykimsiIiIiIiIi+h+ViuuxY8d+6TyIiIiIiIiI9Jbaj+ICgNTUVNy/fx/v3r2TO9/BwUGrpIiIiIiIiIj0idrFdXh4OCZNmoQ3b94AyLz/GgAkEgkEQYBEIkF0dLTK63v79i2WL1+O06dP4/3796hevTomTZqEBg0aAACio6OxYMEC3Lp1CyVKlED//v3h7u4uxmdkZCAgIAChoaFISkpC/fr1MXv2bFSqVEndl0ZERERERESkEbWL64ULF8LMzAxz5sxBiRIltE5g4sSJSEhIwPLly1GyZEns3r0b7u7u2LdvH0qWLInBgwejTZs28PHxwbVr1+Dj44MSJUqgR48eAIC1a9ciODgYvr6+sLCwwNKlSzFs2DAcPnxY5lncRERERERERF+C2sX1o0eP4O/vD2dnZ603/vDhQ5w7dw6//PIL6tWrBwCYMWMG/vrrLxw+fBgmJiYwNjbGnDlzYGhoiKpVq+Lhw4fYtGkTevTogdTUVAQFBcHLywstWrQAAPj7+8PJyQnHjx+Hi4uL1jkSERERERER5Ubt51xXr15d7BKuLTMzM2zcuBG1atUSp2V1L09MTERERAQcHBxgaPi/awCNGjVCbGwsEhISEBMTgw8fPqBRo0bi/GLFisHW1haXL1/OkxyJiIiIiIiIcqN2y/X06dMxefJkFChQAPb29jA1NZVZply5ciqtq1ixYmKLc5Zjx47h0aNHaNasGfz9/VGtWjWp+WXKlAEAxMXF4fnz5wCAsmXLyizz7NkzlV9TToIg4OPHjwAyi315rzG75ORk8d7zLF8qLi+3JW+Z7P9XlT7E6UOOjNONOH3IkXG6EacPOTJOv+P0IUfG6UacPuTION2I04ccdS0ua1wxVUiE3CquHK5duwZPT0+8fPlS4TLqDGiWXWRkJIYOHYrGjRtj7dq1aNu2LTp16oRx48aJyzx+/Bht2rTBrl278PTpU3h7eyM6OhoFCvyvEd7b2xvx8fHYunWr2jncvHkTqamp4t+mpqawtbXFlpg3eJGcLrWshakBBtuYISoqSuaNyOu4L7EtIiIiIiIiUs7Y2Bh2dna5Lqd2y/WcOXNgYGCACRMmoHTp0holJ8+JEycwefJk1K5dG8uXLwcAmJiYSBW6APDp0ycAQKFChWBiYgIg89FgWf/OWia3llxljIyMYG1tDQAqXaWoXLmy3NbkLxGXl9vKKTk5GQ8ePICVlZVa+08f4vQhR8bpRpw+5Mg43YjThxwZp99x+pAj43QjTh9yZJxuxOlDjroWd/fuXZXXo3Zxff/+faxcuRKtWrVSN1ShnTt3YsGCBWjbti38/PzEUb4tLS0RHx8vtWzW3xYWFkhLSxOnVaxYUWoZGxsbjfORSCQoVKiQystrWshrEvc1tmVqaqrW69enOH3IkXG6EacPOTJON+L0IUfG6XecPuTION2I04ccGacbcfqQo67EqdolHNBgQLNKlSrlaffi3bt3Y968eejXrx9WrFgh9fgsBwcHREZGIj39f12dw8PDUblyZZibm8PGxgZFihTBxYsXxflJSUmIiooSn5NNRERERERE9KWpXVyPGzcO/v7+OHfuHD58+KDVxmNjY7Fw4UK0bdsWI0aMQEJCAl6+fImXL1/i3bt36NGjB96/f48ZM2bg7t272LdvH7Zt24YRI0YAyOz77ubmBj8/P5w8eRIxMTGYMGECLC0t0bZtW61yIyIiIiIiIlKV2t3Cly1bhlevXmHo0KFy50skEkRFRam0rt9//x2fP3/G8ePHcfz4cal53bt3x6JFi7B582YsWLAA3bt3R+nSpeHt7Y3u3buLy3l6eiItLQ0zZ85ESkoKHBwcEBgYKNUCTkRERERERPQlqV1cu7i45NnGR44ciZEjRypdxt7eHiEhIQrnGxgYwMvLC15eXnmWFxEREREREZE61C6ux4wZ8yXyIB2Q9bxsdW7a1yaOiIiIiIjov0Lt4jouLi7XZcqVK6dRMvT1ZQgCCvx/UWxqmvm8bHnz8iqOiIiIiIjov0jt4trZ2TnXFsro6GiNE6Kvq4BEgoMP3iEhJU1qurmJIbpYFc3zOCIiIiIiov8itYvrhQsXyhTXHz9+RGRkJC5cuICFCxfmWXL0dSSkpOFFcnruC+ZRHBERERER0X+N2sW1q6ur3On9+vXD4sWLcejQIbRs2VLbvIiIiIiIiIj0htrPuVamZcuWOH36dF6ukoiIiIiIiEjn5Wlxfe3aNRgaqt0YTkRERERERKTX1K6Ep02bJjMtIyMDz549Q0REBHr27JkniRERERERERHpC7WL64sXL8pMk0gkKFKkCIYNG4aRI0fmSWJERERERERE+kLt4vrPP//8EnkQERERERER6a08veeaiIiIiIiI6FukUsu1vPusFZFIJHzWNREREREREX1TVCqu5d1nndObN2+QnJzM4pqIiIiIiIi+OSoV18rus/78+TPWrVuHjRs3olSpUpgzZ05e5UZERERERESkF7R6KHV0dDSmTp2KO3fuwMXFBT///DOKFy+eV7kRERERERER6QWNiuu0tDSsWbMGmzZtQokSJRAQEIDWrVvndW5EREREREREekHt4joqKgrTpk3D7du30aVLF8ycORPFihX7ErkRERERERER6QWVi+u0tDQEBARg8+bNKFmyJNatW4dWrVp9ydyIiIiIiIiI9IJKxfU///yDqVOn4u7du+jWrRtmzJiBIkWKfOnc6D9OIpHA1NQUEokkv1MhIiIiIiLSikrF9Y8//oiMjAwULVoUT58+xejRoxUuK5FIsG3btjxLkP5bMgQBBf6/mDY1NYWtra3ceURERERERPpEpeK6Xr164r8FQVC6bG7z6dtWQCLBwQfvkJCSJjXd3MQQXayK5lNWRERERERE2lGpuN6xY8eXzoO+IQkpaXiRnJ7faRAREREREeWZAvmdABEREREREZG+Y3FNREREREREpCUW10RERERERERaYnFNREREREREpCUW16R3+HxsIiIiIiLSNSqNFk6U3/h8bCIiIiIi0mUsrkkv8PnYRERERESky1hck97g87GJiIiIiEhX8Z5rIiIiIiIiIi2xuCYiIiIiIiLSEotrIiIiIiIiIi2xuCYiIiIiIiLSEotr+ibw2dhERERERPQlcbRw+k/LegZ2zmdjZ5+njKZFOYt5IiIiIqJvi04V12vXrkV4eDh27NghTouOjsaCBQtw69YtlChRAv3794e7u7s4PyMjAwEBAQgNDUVSUhLq16+P2bNno1KlSvnxEkjHaPp8bE2Lcm2LeSIiIiIi0k86U1xv3boVq1atgoODgzjtzZs3GDx4MNq0aQMfHx9cu3YNPj4+KFGiBHr06AEgsyAPDg6Gr68vLCwssHTpUgwbNgyHDx+GsbFxfr0c0iGaPB9b06Jc0zgiIiIiItJv+V5cv3jxAjNmzEBkZCQqV64sNW/Pnj0wNjbGnDlzYGhoiKpVq+Lhw4fYtGkTevTogdTUVAQFBcHLywstWrQAAPj7+8PJyQnHjx+Hi4tLfrwk+o/QpCjXJg5gd3IiIiIiIn2V7wOa/fPPPyhevDgOHjyI2rVrS82LiIiAg4MDDA3/dw2gUaNGiI2NRUJCAmJiYvDhwwc0atRInF+sWDHY2tri8uXLX+01EGkrQxAAQOxObmpqKjOPiIiIiIh0V763XDs7O8PZ2VnuvOfPn6NatWpS08qUKQMAiIuLw/PnzwEAZcuWlVnm2bNnXyBboi9D2+7kbPEmIiIiIspf+V5cK5OSkiJz33TBggUBAJ8+fUJycjIAyF0mMTFR4+0KgoCPHz8C+F/RokxycjKEHK2LXyrua26LcV83Tll3ckVxBU1MlA6g9iklRSYu53qz/19V/+U4fciRcboRpw85Mk6/4/QhR8bpRpw+5Mg43YjThxx1LU4QBJUbsHS6uDYxMUFqaqrUtE+fPgEAChUqBBMTEwBAamqq+O+sZXIrcpT5/PkzoqOjAUBu0ZJTbGyszBvxpeK+5rYYpx9xylq85cXJ8+DBg1yX+dbi9CFHxulGnD7kyDj9jtOHHBmnG3H6kCPjdCNOH3LUpThVB8rW6eLa0tIS8fHxUtOy/rawsEBaWpo4rWLFilLL2NjYaLxdIyMjWFtbA4BKVykqV64st1XxS8R9zW0xTj/ilLV457a9T58+IS4uDuXKlRN7hShq6dY0Lrvk5GQ8ePAAVlZWal0A+5px+pAj43QjTh9yZJx+x+lDjozTjTh9yJFxuhGnDznqWtzdu3dVXo9OF9cODg4IDg5Geno6DAwMAADh4eGoXLkyzM3NUbRoURQpUgQXL14Ui+ukpCRERUXBzc1N4+1KJBIUKlRI5eU1bSXXJO5rbotx/8247M/bNjU1RYkSJeTOy6s4RXmpc4zlR5w+5Mg43YjThxwZp99x+pAj43QjTh9yZJxuxOlDjroSp86YRjpdXPfo0QObN2/GjBkzMHToUNy4cQPbtm2Dj48PgMzmeTc3N/j5+aFkyZIoX748li5dCktLS7Rt2zafsyfSTfn5DG8OvEZERERE/1U6XVybm5tj8+bNWLBgAbp3747SpUvD29sb3bt3F5fx9PREWloaZs6ciZSUFDg4OCAwMFDlfvFE36Kv+QzvnC3e2e8vV7XFm0U5EREREek6nSquFy1aJDPN3t4eISEhCmMMDAzg5eUFLy+vL5kaEWlI0xZvFuVEREREpE90qrgmov8mTVq887MoJyIiIiJSF4trItJZX7MoJyIiIiLSBotrIvrP0fSeciIiIiIiTRXI7wSIiIiIiIiI9B2LayIiIiIiIiItsbgmIiIiIiIi0hKLayKibPj4LiIiIiLSBAc0IyLC/x7TlfPxXdnnEREREREpwuKaiAh8hBcRERERaYfFNRHR/9PmEV7sTk5ERET0bWNxTUSkBW27k7MoJyIiIvpvYHFNRKQFTbuTsygnIiIi+m9hcU1EpCVNupOzKCciIiL6b2FxTUSUT/SpKCciIiIi5VhcExHpma9ZlBMRERGRalhcExF9I7QZDZ2IiIiIlCuQ3wkQEZHu473aRERERMqx5ZqIiBRSdK+2qvdpsygnIiKibwWLayIiUkjevdqqDp4GgEU5ERERfTNYXBMRkVLq3qut7YjmgOZFOREREVF+YXFNRER5Lr9GNGeLNxEREeUXFtdERKQzNCnK86sbuqaFPC8AEBER/TexuCYiIr32tbuhKxrk7UvFERERkX5gcU1ERHrva3ZD/9pxREREpB9YXBMR0TdLk6I8P+KIiIhI9xXI7wSIiIgod7xXm4iISLex5ZqIiEiHaXuvNotyIiKir4PFNRERkQ7TdsA2DqBGRET0dbC4JiIi0nH58dxwtngTERGph8U1ERHRf5Q2zw1nN3QiIiL1sLgmIiIiUV53Q1e1CzqLciIi0ncsromIiEhKXnVDV7UgB8CinIiI9B6LayIiIsoT6hbl2raSA1+/KGcxT0REirC4JiIionzzNQdr07Qoz4tinoiI/vtYXBMREZHe+ZpFubYjrwOatXh/7dZ1tuYTEWmHxTURERF9MzQpyjWN07alXN0R2/UlLguLciL6r/lPFNcZGRkICAhAaGgokpKSUL9+fcyePRuVKlXK79SIiIjoG/W1W8r1JY5FORH9V/0niuu1a9ciODgYvr6+sLCwwNKlSzFs2DAcPnwYxsbG+Z0eERERfaO+Zku5vsRpUpTr4yB2vAhA9O3R++I6NTUVQUFB8PLyQosWLQAA/v7+cHJywvHjx+Hi4pLPGRIRERFRdro+sjwHvyMiTeh9cR0TE4MPHz6gUaNG4rRixYrB1tYWly9fZnFNRERE9B+gD4PY6dvgd0SUt/S+uH7+/DkAoGzZslLTy5Qpg2fPnuVHSkRERESkI/Shq/zXHvwui750lWdc3sXpQ476FCezHkEQBK3WkM9+/fVXeHt7Izo6GgUKFBCne3t7Iz4+Hlu3blVrfVeuXIEgCDAyMhKnSSQSfEwTkJ5jVxlIJChkKIGiXZiXcV9zW4z7b8fpQ46M0+04fciRcboRpw85Mk4/4vQhR23jUtIFZOSYXUACmBh8mThl/stx+pAj43QjLivm8+fPkEgkqFevntJtAP+BlmsTExMAmfdeZ/0bAD59+gRTU1O115e1g3Pu6EKGEgDyd76yNyWv477mthj3343ThxwZp/tx+pAj43QjTh9yZJzux+lDjtrEmRgonvcl4pT5L8fpQ46M04247HWhqvF6X1xndQePj49HxYoVxenx8fGwsbFRe31169bNs9yIiIiIiIjo21Ag90V0m42NDYoUKYKLFy+K05KSkhAVFYUGDRrkY2ZERERERET0rdD7lmtjY2O4ubnBz88PJUuWRPny5bF06VJYWlqibdu2+Z0eERERERERfQP0vrgGAE9PT6SlpWHmzJlISUmBg4MDAgMDYWxsnN+pERERERER0TdA70cLJyIiIiIiIspven/PNREREREREVF+Y3FNREREREREpCUW10RERERERERaYnFNREREREREpCUW10RERERERERaYnFNREREREREpCUW10RERERERERaYnFNRN+0jRs34sWLF/mdBtF/kiAI+Z0CERHRVyMR+Mv3Tbl8+bLKyzo4OHzBTL68Bw8ewMrKSu24tLQ0JCQkID09HUDmyWFqaiquX7+Obt265W2SeuLRo0eoWLGizPTPnz8jICAAEyZMyIes8kaDBg0QFhaGSpUqqR178OBBtGjRAsWLF/8Cmenn8Tpv3jwMHDhQ7uclp7i4OJXXW65cOfHf+rhfdNWBAwdUXlbR91/r1q0RFhaGEiVKSE1/8eIFunTpgosXLypcZ1RUFLZu3Yp///0XxsbG+P777zF8+HCVPj+q+JY+K9rsy8uXL+PevXvo1KkTnj9/jkqVKsHIyOgrZK3cmzdvcOrUKSQmJqJp06aoVq2a1PyPHz8iKCgIY8aMUbiOmJgYbNu2DbGxsVi5ciVOnDiBqlWrolGjRgpjDhw4gI4dO8LY2Fhme3v27MGgQYPkxqnz/aePYmJicOfOHWRkZACQPj9auHCh3BhN9yV9mzT5Hrtx4wbs7e1lpicmJmLevHnw8/P7kinLYHH9hSQnJ2Pr1q2IjIzE58+fZa7eb9++PV/ysrGxgUQigSAIkEgk4vSs/LJPi46OVrquT58+ITY2FsbGxqhQoYJKP8RPnz7F9evXkZqaKjMvrwvXZs2aYe3atXIPOEXCw8Ph5eWFhIQEmXkmJia4evWq+HfWvlRFbvtS17Vq1Qo7d+5E+fLlxWm3bt3C1KlT8eTJE1y7dk1h7OPHj/HPP/8gJSVFZl7293zAgAEq55OXx4+7uzuaNWuGwYMHqx3r6OiIX375BVWrVlU7NreTfgcHhzw9XrP7/PkzYmJiUKVKFRQuXFjNzJWrX78+fv31V3z33Xe5LqvpMfSl9osiml4EyG7UqFGYPHmyRp8VVQQEBKi8bPZCxMbGRmpe1n41NTWFoaEh3r17BwMDA5iZmeHvv/8Wlzt69CjOnj0LANi/fz86duyIggULSq3r6dOnuHPnDi5cuCA3j/Pnz8Pd3R116tRB7dq1kZ6ejitXruDff//Fxo0bpYofZ2dnlT8rJ0+elHp9efFZOXPmDO7cuYNPnz7JzFNW2KlC0/cuO3X2ZXbv37/H0KFDce3aNUgkEvzxxx9YsGABHjx4gK1bt8LS0lKj15QX7t69i4EDB+Ljx49iETdgwABMnTpVXObVq1dwcnJS+N7dunULffv2Re3atXH16lUcO3YMGzZswP79+xEQEIBWrVqJy75+/Vr8nWrdujX27t0LMzMzqfVFRUVh4sSJuHHjhtztqfP9p2+2b98uFtBZx1TWvxs0aIAdO3aIy+bFvgTy5uIfAQ8fPsTMmTNx69YtuediX+IcVZMLTZp+jzk6OmLLli2oWbOmOO3EiROYM2cOBEHAuXPntH496jD8qlv7hvj4+ODo0aNo3rw5SpcurXLcgwcP4OPjIxblOSk7AFS5opj9pOPChQtYs2YNpk+fjnr16sHQ0BA3btyAr68vhg0bpnA76enpWLx4MYKDg8UcTUxMMHToUIwePVrhCVBYWBhmzZoltghnJ5FI8vyL0djYGIaG6n3Ely9fjlq1aqF///4YM2YM/Pz8EBcXh1WrVsHX11dq2YULF4qvNS4uDhs3bkTv3r1Rt25dGBkZ4caNG9i9ezdGjRols528OFnX1Jo1a/Djjz/KfC4TExMxduxYuYVr7dq10b9/f+zevRvm5uZYvXo1AgMDUa9ePaUnhvv27cPPP/+s0nuevXD/mgoVKoQlS5Zg/fr1sLKykikQlBXyVlZWuH37tkYFU//+/aVOUIDMfSKRSFCgQAHcunUrT45XAHj27BlmzJiB8ePHo3r16ujRowfu3r2L4sWLY+vWrahRowYAzQuY7Fq2bImdO3di7NixuRbu2fft7du3ERAQgNGjR0sdQ2vWrMHo0aMVblub/aJqwavKfskq3hR9R0dERMh8thQJCAiAu7s7TE1Ncy28soqtffv2SU1/9uwZjIyMUKFCBRgaGuLRo0f4/PkzatWqJVWgxcTEiP8+evQoNm3aBF9fX7Hojo2NxbRp0+Di4iK1/rp16yI4OFj8/MbFxUldYJVIJChUqBAWL16sMHdfX1+MHDkS48aNk5q+cOFCLFmyROo1de/eXXwPEhMTsWvXLrRq1Qp169aFoaEhbt68iT/++ANDhgyRWldefFbmz5+PnTt3olSpUjKtbxKJROviWtP3Ljt19mV2y5cvBwAcP34cXbp0AQB4e3tj8uTJWLJkiTg/Lz179gxly5aVmf7p0yccO3ZM/F1YtGgRHB0dsXjxYkgkEmzbtg0rVqzAmzdvlH6usvPz88PgwYMxYcIE1K1bF0Dm+1m0aFGZ4vqvv/7C1KlTxe/lnj17yqxPEAS0aNFC4fbU+f7LCxkZGTh8+LDChpyc5y05JScn486dO3Jjc/bk2LlzJ0aMGAEPDw+0atUK+/btw9u3bzFp0iS0bt1aatm82JcAsHbtWjx//hypqakoWrQojI2NkZCQIPe3M6/OISMjIxXuT22P9ewSEhLg7++vcFuKfmMB9S/Wzpw5E69evcK4ceM07mmnbuPYgQMH1G600PR7zNXVFUOGDMG2bdtgaWmJefPm4ciRI+jSpQumT5+uVg55gS3XudD0w1+/fn3Mnz8fHTp0UGt7AwcORFxcHPr374+iRYvKzO/evbvcOHWuKGZp3749Zs+ejcaNG0tNv3TpEqZOnYo///xT7rb8/f0RFhaGcePGwd7eHhkZGYiIiEBAQAD69esHT09PuXFt2rRB48aNMWXKFBQpUkTxTpAjJSUFmzZtEq+6qdITYMWKFdizZw+6du2KSpUqwcTERGq+vC8De3t7hIaGonr16ujXrx/GjBmDxo0bIywsDHv37sUvv/wiN7/+/fuja9euMj8gBw8exLZt2xAWFiY1XZUWu9xO1gHgzz//xO3bt6WK16wLKtu2bZMbY2NjA0tLS6xduxa2trbidGUtABkZGfDy8sKNGzdQsGBBvHjxApMnT0bv3r2VvoY2bdrAyckJEyZMQLFixZQum1dULUayTJs2Tenyyk5OZsyYgf3798PGxkZuYa4s9unTp1J/p6Wl4cGDB1ixYgW8vb1ljktNj1cA8PT0xLNnz+Dv748rV65g9uzZCAwMxN69e/H8+XMEBQUBAFavXq1yAaPoVoA+ffrg6tWrkEgkMDc3l9knir4zXV1dMWrUKLRt21Zq+qlTp7BkyRIcO3ZMbpw2+8XBwQH79+/PtZXp0qVLSudn5+joKHf6woULER8fDw8PD1SqVEmmSMvO2dkZYWFhMDMzg7Ozs8LlJBKJ3P25bds2nDp1CsuWLYO5uTkAICkpCd7e3qhWrRomTpyocLv+/v6oXbu21PSbN29i1KhRUi3X2XXr1g3bt29X+xi3t7fHoUOHZG7JiI2NRdeuXRW2aHl4eKBOnToyBfGOHTtw4sQJhd99mn5WGjZsiIkTJ+b6fZdFm15Nmr53mu7LVq1aYdmyZahXrx7q1q2LgwcPokKFCrh+/TpGjhyJ8PBwhblr2kOvRo0a6N69O+bOnSt1ATznb5C8nkF//PEHJkyYADc3N0ybNi3XlusGDRogNDQUlStXlnp9jx49QteuXaV6owGZPYoyMjIwcOBArF69WqoQybpgVK1aNYU99TT9/gMyW3uXLFmi8DxHXqyvry+2b98OGxsbuedV8s79spw+fRpeXl54//69zLbknXvUqlULx44dQ4UKFeDu7o4+ffqgTZs2+Pvvv7Fo0SIcPnxYanlt9yUAhIaGYvv27Vi6dKl4we/Jkyfw8vKCq6srevXqJS47bdo0zJgxA0WKFMn1d93IyAhly5ZFz549pRoaNm7ciOXLl6N48eIyF0cUfd9qysPDAxEREejWrZvc831lhbyqv11ZateujV27dqFWrVoa5Zpb45i842/SpEkoXbq0WheaNP0eAzIvpO3duxeGhoYoWLAgfHx80KxZs1y3qe0FKnnYcp2LWbNmKf3wK1KgQAGpwkVVV69exbZt28QrrKpS54pilhcvXqBMmTIy04sVK4a3b98q3FZoaCh8fX2lrjjWqFEDZcqUwbx58xQW1/Hx8RgyZIjahTXwv54ATZs2Vbkld/369QCALVu2yMxTdJXTwMBAzM/Kygp37txB48aN0ahRI6VXym/cuIH58+fLTLe3t8fdu3dlpudFt2Z/f39s2LABZcqUwcuXL2FhYYFXr14hPT1dppUpp/r166Nfv35YsmSJTDEjT4ECBeDn54epU6fi0KFDCA4OVqm7/YsXLzBkyBCNCuvXr18jNjZWbk8MDw8PhXE5r2ympaXh9evXMDIykntcafLFmeXRo0eoX78+AODly5dqxcprqa9UqRIKFSqE+fPn49dff5Wap+nxCmS22G3btg3fffcd/P390bx5c9SrVw9mZmZwdXUVlxs7dqz4bw8PD0yYMEFhAaNI06ZN0bRpU6X5yHPv3j1YW1vLTK9YsSKePXumME6b/dK9e3f4+fnlWvAqKpjVceLECcTFxeH333+XOz/7yUn2Ik/ZxQFF18Y3btyIwMBAsTgDMvfHxIkT0b9/f4UF2tu3b+W2rmdkZMjtSpjl3bt3ePz4sVSXPFXUqlULly5dkjmRun79utzPQpZz587B29tbZnrz5s2V3lun6WfF0NBQrc+ANr2aNH3vNN2Xr1+/ltu7rkiRIkhOTlb6OjXtoScIAv766y8MHjwYAQEBClvSjI2NZVrJ2rVrh5kzZ8LHxwdly5ZFp06dlG7LyMgI79+/l5keFxcHU1NTmelZrbXbt28XezeoQ9PvPwD4+eefce3aNXTs2FHl1sVff/0VM2fORL9+/dTenp+fHxo0aIBx48apdH5buHBhpKWlAcg8P7p79y7atGmDqlWrylwsBrTfl0Bmy/WyZcukbl/57rvvMHPmTIwYMUKquH7y5Il4vvDkyROl601PT8fx48fx119/STWa7Ny5E6NGjZJpOf0Szp07hzVr1mj0eVH1tyuLmZmZyj2n5Fm3bh1cXV3VahyLi4vDkSNHsG3bNpUvNGn6PQYAkydPhpGRETZs2IBffvlF5iKxIosXL1Z6gUoTLK5zoemHv127dti/fz/Gjx+vVpyZmZlGXYni4uLQs2dPGBsbw8bGBjdv3kSbNm0wdepULFq0SO6AEfb29lixYgUWLVokbvPt27dYunSp0hOJ1NRUuVfLqlatig8fPiiMs7GxwcOHD1G5cmW1X9/x48exYsUKqS5cucne3VFVNjY2OH78OAYNGoTKlSsjMjISAwcOxPPnz5XGVaxYEYcPH5Yp+kJCQuR+ISjav69fv4ahoaFKxeivv/6Kn3/+Gf369UPLli2xe/duFCpUCB4eHqhQoYLCOIlEgunTp8POzg4TJkzA2LFjMWLECJmWFnlXfiUSCQwNDTFp0iQ0aNBAnK6oQLW1tcX9+/eV5iPPkSNHMH36dHz69Enmfsny5csrLa7lFSPv37/HlClT0LBhQwDSA6zkdk+Xsq5myloFNGVhYYHY2FiZ6Zoer0DmPdZZJ2vh4eHiiUNGRobCEx5NCxhNu81Vr14d27dvx6xZs8T3Oi0tDRs2bICdnZ3COG32izoFb5bU1FSEhITI7TGS1bIvT/YLF+r4888/5bZeP3r0CNOmTcOuXbvk5vjx40eZ6fLGksiuYcOGmDt3LpYsWSJ+x9+7dw8+Pj5o2bKlwrhPnz7J9AxSJPvxltXD6/79+6hfvz4KFCiAf/75B1u2bFF6jJcpUwbnz5+XOQE7ceKE0ttLNP2suLm5Yd26dZg/f36uJ7EApC5Y9e/fHz///LNUr6Y2bdrA2toa27Ztg7u7u1SsOu9dXuxLOzs7HD16FCNGjJCavn379lwbCI4fP47Fixer3UNPIpEgMDAQs2bNQs+ePbFhwwZUqVJFZjlHR0csWbIES5cuRalSpcTpffr0wdOnT7F48eJcb7Fq06YNli1bBn9/f3HavXv3sGDBAqWfaUdHR40G79Km2/D58+exceNGtQbW+/TpE5ycnDTa3sOHD7FixYpci5YsDRo0wPr16zFr1izY2Nhgz549GD58OCIiIpSetzo6OuLQoUNwcHAQe80dPXoU9erVw4wZM5QWfYmJiXIvgnz+/FnmOMn+e6zKb/ONGzdkxnpJTEz8avduFypUSO7tEapQ97fLzc0Ny5cvh5+fn0Y1hiaNY6peaNL0e0zROD2GhoYYMWKE1OCHyhq0tLlApQiL61xo+uEvVqwYgoKCcObMGVSpUkXmB1lRMdK/f38sX74cS5cuVaulXN0rikDmPRiDBg1C8+bNxZOU2NhYmJubK/0gduvWDWvWrMGiRYukXldgYKDSq8hDhgyBj48PHj9+LHefKPtBkUgkKv8AqCIuLk5uC/iwYcMwZswYGBsbw8XFBatWrcLw4cNx+/ZtpSOLenp6wtPTE+Hh4bCzs4MgCLhy5Qqio6OxadOmXPPZtWsX1q1bJ55AlSpVCu7u7kpH0Xz16pXYe8DGxgY3btxA+/btMWHCBMyYMUPhldes1q5BgwahUqVKmDRpEu7du4fJkydLLafoym/W1UBF87MP1NWmTRvMmDEDY8aMgZWVFQwMDKSWVfSer1+/Hp06dcKwYcPw448/IigoCPHx8fDx8dGoSClSpAjGjRuHESNGiAPiODk5wdzcXGpwnJxyu48rtxM7Zb0scsYKgoB3795h3bp1ckcu1/R4BTIvcoSGhqJMmTJ48+YNWrRogdTUVGzatElmQKssmhYwgGYjynp7e8Pd3R1nz56Fra0tBEHAzZs3kZycrLCbL6DdftHks7Rw4ULs27cPNWvWxPXr11G3bl08fPgQCQkJSo9XRbf05GbcuHFYs2YNmjdvLk7bunUrVqxYofB9cHZ2xs8//4xZs2ahVq1aEAQBkZGRmDdvHjp37qxwW3PmzIG7uzvatm0rXuBLSkqCvb09fv75Z4Vx/fr1w9ixY9GvXz9UrFhRptDOfpzLO962bNki08PIz89PpvDM4u7ujnnz5uHatWvi921kZCSOHz+u9MKPpp+VDh06oHfv3qhfvz5Kly4tcyFSWVdRdXs1qfPe5cW+nDhxIgYPHoyrV68iLS0N69atw927dxEVFYXAwECFrwvQvIeeIAgoVaoUduzYgSlTpqB3797w9/eXWZe3tzeGDRsGJycnbNy4UaqInDx5MgRBQGBgoNIu+FOmTMHQoUPRpEkTCIIAV1dXvH//HjY2NnIvHmbJ7Va77FQdI0EikSi90GFqaqpWDwAAcHJywtmzZzUqDKysrPD69WuVlx8/fjwGDx6MX375BX369MG6devg6OiI5ORkmbEOslu7di3Wr1+PrVu34tmzZ1i1ahV69eqFixcvws/PDzNmzFAY27hxY/j4+GDp0qXiRfp79+5h7ty5ufa6y+3JL1WqVMHSpUulYurXr4+bN29q9PQQdXXr1g2BgYGYO3euzLlRblT57co5VsjTp0/RsGFDlC5dGgUKSD+JObfu7po0jql6oUnT7zFFv3/qjt+jzQUqRXjPdS6WLFmCxMREtT/8/fv3Vzpf0VW1/v3749q1a0hPT4e5ublMAaroAPDw8ECRIkUwa9YsHD16FHv27EFISAiOHDmCxYsXK7xX7v379zh8+DD+/fdfAJndu11cXGSuFGa/QpSeno7IyEiULl0adnZ2MDAwQFRUFJ4/f47WrVtj1apVcrel6CQeUHzPRpYZM2agdOnSavUEePLkCRYvXizVwpT15fr69WtERUXJjfvnn39gYGAAGxsbXL58GUFBQShbtmyuA0FcuXIFu3btwp07dwBk7sshQ4Yofd1AZjf7uXPnws3NDQ0aNEBGRgYuX76M4OBg8cq+PE2bNkVQUBCqV68OX19fFC1aFGPGjEFcXBw6duyocATvGjVq4O+//xa7HUZHR2PkyJEoW7Ysrl+/rvWokdlH51VG2XtuZ2eHX3/9FVWqVMHAgQPh7u6O5s2b448//sD69esVDmqhTFRUFPr06YPr16+rHatIbvdWKtuX8mIFQUDhwoWxbNkyua0qqh6vOd24cQMjR47EmzdvMGzYMEycOBFz5szB4cOHERgYKLf7VEhICObNmwcXFxe5BYyi1ipNxn/I8vjxY+zZs0fq9fXp00duV9682C+aaNasGaZPn46OHTuiXbt2WL9+PSpUqIAJEybA0tISM2fOVBh76tQprF+/Hrdv34ahoSGsra3FYlaR7du3Y/ny5Vi7di3Kly+PqVOn4ubNmxg2bBhGjRoltyX1/fv3GDduHM6dOyd+xgRBQPv27bFkyRKlra/p6ek4f/681L5s1KiR0s+5Nt/tmjpy5Ah27NiB27dvQyKRoEaNGhg+fHiuAyRp8ln56aefkJCQgHbt2sldTtlJZOfOndG+fXuZomrx4sW4dOmSzHgc2rx3moqJiUFQUBCioqKQkZGB77//HkOGDMm1W6Umv8uA7G+Qv78/AgMDMWnSJCxZskTq85KamorIyEh8//33Uq3XWS5evIgjR45g7ty5SrcZHh4uvr5q1arByclJpsDIrl27dujQoYPcW+169uwpdSFN2zESsixZsgRJSUmYN2+eyvfsb9q0CQEBAXByckLVqlVl7l9W9tn866+/sHTpUkyYMEFug4e8i8MpKSn4+PEjSpYsiYSEBBw8eBBly5ZF+/btFW6ndevWmDx5Mjp06IDFixfj6tWrCA4ORkREBCZMmCA+dUCeFy9ewN3dHffu3ZO64Fe7dm1s3LhRYS8/dZ78kl1oaCiWLl0KV1dXufskL1u1vb29cezYMRQtWhQVK1aU2Za2tw9mH0MlN7kVwr/99hsWL16MIUOGqNU4psmF9q/N09MTDRs2zNOWaxbXufjSH/6c1B2MKcu///6LwYMHY9CgQejTpw86d+6MpKQkJCcnw93dXeF9WqrKbXCI7BS1yitqQc+S82pT9m1++PABx48fh52dHSpXrizzoyhvmyNHjkRsbCzat2+PwMBADBkyBLGxsTh+/Djmzp2LH3/8USYm+xXo7N6/f4+VK1cqvcKqqfbt22PAgAHo27ev1PRdu3YhODgYhw4dkhs3efJkvHnzBvPnz0dERATWr1+PHTt24Ndff8WOHTsU3qtpY2ODc+fOSd3T9+LFC4wcORIxMTEKT4RVff53bu9zdoquMDZo0AD79+9HhQoVMHv2bFSsWBHu7u6Ii4tD586dERkZqXCdObt5Z7UIh4SEoHTp0ti6davU/ClTpqB79+5KeyYoknOgq6xBybZs2YIZM2Yo7XYob5AsIyMjVKtW7YuMMpu1H7JORmJjY1GiRAmZx6Nkp0kBo85JqS5Qt+CtVasW/vjjD5QrVw5jxoxB+/bt0alTJ9y8eRPjx49XePJ84sQJjB07Fm3btpW6iHbq1CmsXr1a4dgYALB7924sWbIEQGb3+fnz5+P777/P9bXdv38fd+7cgUQiga2trdq3Z6hK3e92ZT5//ozff/8dISEhX+S2CyDz+/z+/fviiNy5dXW0t7fHnj17cr1QKs/x48fh6emJ+vXry+3VpOh7Jy/fO0U9tYDMVhtF3XLPnTuntFvn4sWLsWvXLlStWlWtHnryfoP279+PWbNmIS0tLU8vxmj6/Ft1B+/SVPaGi7S0NFy5cgWlS5dGpUqVZM5z5J1valPMZ/8853xMnbyLYgMGDEBAQIBMQZuQkAB3d3eFt1jZ2dnh+PHjsLS0RNeuXdG2bVuMGTMGT58+RceOHXO94J2WloZz586JPT1sbW1lBiXMqVevXjA3N1f45Jc2bdrIjfuaFwq1GUxV01pBU5rsF20utGtC03F6tLlApQi7hefCwMAg1wEzFFG1GMlO0wPi+++/x4kTJ/Dx40cULlwYoaGhuV5RzO25wtm/yLUZ9CmLshMseYPl5Ox2nNUVS9XHWEVERGDdunVwcHDAX3/9hTZt2sDe3h7+/v44c+aMWFzfu3dP7Bq1Zs0a2NjYyLRQ37lzB3v27FFYXGvzRRcXFyd3REMnJyelg6h5eXlhxIgR+P3339G3b19s2bJFPBGaMmWKwjh596JbWFhg9+7duHnzptyY3K4C5/ZIrdTUVDx58gQVK1aEIAi5PhPd3t4ewcHB8PLygrW1NU6dOgV3d3fcvXs311h5XYwMDQ1Rr149zJ49W2Ze1r1EWT/83bp1U7lLmLz7NJs0aYJy5cph/fr1ud7Tl9Pr168VFtbqHK/ySCQSqZMiVbp3ubi45Do4Xk6ajP8AaH6ioc1+yV7wuri4iAXvuHHjFBa8pUqVQkJCAsqVK4eKFSuKPVXMzMzw6tUrhdtas2YNxowZI/UjP2jQIAQEBGDdunVKi+u+ffvCyMgIPj4+GD9+vEqFNQBUqVJF6l7W1NRU3LhxQ6Zba5bcHjmm6EQ965hX9zjP7vHjxwgJCcG+ffvw+vVrpc9X1nScBEEQsGTJEuzcuVO8jcrIyAi9e/fG9OnTFb72ChUqyH38jCratm2LXbt2YefOnWIPsho1amDu3LlKT1hzvne50bSn1ogRI7Bx40apwvjDhw/w9fVFWFiY0mLi1q1bYut2fHy8yrlm9bTKrnv37ihfvjz279+v8npUMXToUKXPv1VEk1vtsjt79qx4we77779Ho0aN5PZ+zPl7qW53ZGUDHuZGlcahM2fOiOcFly9fxvr161GoUCGpZR4+fKh0n1haWiI2Nhapqam4ffs25syZAyDzHE2V56gbGhqiRYsWMhd1lV00un37tvjkF1tbWxQqVAj9+/dHoUKFEBgYqLC41mSsHk1pc16t7sCtQOZr27ZtG2JjY7Fy5UqcOHEC1tbW4lg0ymgySrqqAy1n78miaW9Abcbp+eWXX2Bubo6oqCiZ70lNH7XI4joXmn741SlGctK0G4WJiYl4r5u5uXmuz5fL+aX++fNnPHr0CHfu3Mm1denKlSuwsrJCyZIlceDAARw7dgz16tXD8OHDFR4YiYmJWLduncyP/+fPn/Hvv//KtEZqe1Xr06dP4qA8VapUwe3bt2Fvb49u3bpJddt//PgxRo4cKeat6EDq0aOHwm1p8kWXpVy5crh16xYqVqwoNf3GjRtyu8FlsbCwwIEDB/Dp0ycYGxtj9+7dOHv2LCwsLHIdyVvdL1l1nv+dnSAIWLZsGXbs2CG2SPn7+6NgwYKYO3euwpNvDw8PuLu7o2TJknB1dUVAQABcXFzw7NkzdOzYMdfXpo4tW7bg5cuXOHToEA4ePIh169ahbt26cHV1RYcOHTQaPdLa2lrhyWyWpKQkLF26FG5ubmJr6cWLF2FlZYWNGzfKtFRpc7xq+oP1zz//IDAwUKpVd+DAgUo/X5qelOa8mJaWlobHjx/jw4cPSt9zbfaLJgVvixYtMHv2bPj6+qJevXpYsGAB2rZti6NHjyo9Ubx37x5WrFghM71Tp04y4zIoK3JHjhwp9b0g76QnKioKM2fOxO3bt8XfkewUvd/ZnyUNZO7Lhw8f4q+//lLa9VfT4zwjIwN//vkngoODcf78eQiCgGrVqsHb21vpRW1F4yQULFgQlpaWCn9fN27ciLCwMEyZMkWq98CaNWtgYWGBoUOHyo2bNWsW5syZg3HjxqFy5coygwDm9gSLevXqoV69ekqXyaLpsTp//nzExsaiQ4cOcntqKRIfH4/Ro0dj7dq1MDY2xt9//42ff/4ZycnJuZ7/aPobrWj8gTp16ijtqq2JnM+/nTt3Lo4ePZrr8281HbwrKSkJQ4YMwa1bt1CsWDFkZGTg/fv3qFmzJrZs2SLT6psXDRdAZuF77949dOrUCc+fP0elSpVyvbilygj45cuXx9y5c8ULEUePHpV6j7IeqaXs/vWffvoJ48aNQ8GCBVG9enXUrVsXu3btwtKlS3O9d1jTi0aaPvlFGWXFvKryajBVVQZuze7WrVvo06cP6tSpg1u3biE1NRXR0dFYuHChzPPe5VH3PmZA9QvtCxcuFC+2ZX/Sgjq0GadHmwtUirC4zkX2wZnkUXSfgabFiDqDaOTWypCdoucjyrNq1Sqlo8oGBwfDx8cHQUFBMDc3x7Rp09C4cWNs2bIFnz9/Vliczp07F+fOnUOzZs1w9OhRuLi44N69e4iKilKp23pKSgp+++033L9/H0OGDMGdO3dgbW2NkiVLyl2+QoUKuHPnDsqWLQsrKyvxpCQjI0NqVPOWLVvizz//REZGBtq0aYPQ0FCpdWb9eJQoUUJhbup+0WX3008/wcfHB2/fvkW9evUgkUgQERGBVatWKb13P2sU4awufSYmJmjbti0ePXqEfv36yR1FGNDsS1bTq8BZ3dRnz54tnuC1adMGPj4+MDc3lxlELUv9+vXx+++/IzU1FWZmZti9ezd++eUXlC1bNtfxDHJ6/fo1Ll26hFq1ail8JmTp0qUxZMgQDBkyBHfv3sWhQ4ewePFiLFy4UOG9WYq8f/8eW7duhYWFhdLlfH19ERERgUGDBuHPP/9EZGQklixZgiNHjmDJkiVYvXq1zPLy5Ha8ArI/WFnd1/fv36+wUImIiMDgwYNRrVo1NGvWDOnp6bhy5Qr69u2Lbdu2iY8gy0nTk1J5J+qCIGD27NlKu65rs1/UKXizTJ48GVOmTEFERAT69u2LPXv2oFevXjA0NFR60lamTBk8ePBApmXqwYMHclvxNDnByOLr6wtDQ0PMnj0b8+fPx9SpU/Ho0SPs2rVL7F4uj6KTkJ07dyIyMlJhLwF1j/P4+Hjs2bMHoaGhePHiBUqWLInevXtjz549WLZsWa6DV+a8gJaWloaHDx9i1qxZSu+bCwkJwezZs6V6Y9ja2qJkyZJYvXq1wuJ6yJAhSE9Pl3mqgqLus9mp+wxVTY5VQPWeWjnt2LEDgwYNwtixY1GqVCmEhYXBxcUFM2bMUPjbmp0mPfSio6MxY8YMtS/+aGLq1KkwNDTEoEGDxOffbt68Odfn3yobvEvR4HBAZlf5T58+4eDBg+JoxTExMfDy8sKyZcvg4+OjdLtZx0ZsbCymT5+OS5cuoVq1alLP+s7u/fv3cHd3x/Xr1yGRSNC0aVP4+fnhwYMH2Lp1q9ILfqo8+cDa2lo8f3R2dsbevXtV+lxk5+7ujsqVK+Px48fo0qULAKBo0aKYMWOG1KO05NH0opGmT37RtJhXVV4NpipPzoFbs/Pz88OQIUMwYcIEscFn/vz5KFq0qErFtSY9xFS90D59+nQ0b94c5ubmUk9aUMeDBw+wcuVKWFlZoUaNGnj9+jWcnZ2RlpaG9evXo2vXrmqvM7eeXkoJpFT16tUFGxsboXr16uJ/NjY2Qo0aNYSaNWsqjLOzsxNiYmIEQRCEvn37CufPnxcEQRD27t0r/PTTTwrj2rZtKyxfvlz49OmT0KRJE+H58+dCTEyM4OLiImzZskVq2VWrVgmrV69W6T91PHr0SHBwcFA4v3379sLOnTsFQRCEFStWCJ07dxYEQRDOnDkjtGrVSmGco6OjcPr0aUEQBMHFxUWIjo4WBEEQZs6cKXh5eSnN6eXLl0Lr1q2F2rVrCzVq1BAePXokjBgxQmjSpInw77//yo3ZtGmT4OjoKPz555/C9evXBXt7e2HTpk3CoEGDhN69e8uNefLkiZCRkaE0F3Xcvn1baNmypdJl0tPThfnz5ws1a9YUP2s1a9YUfHx8hPT0dIVxtWrVEs6cOSM1bcuWLULt2rWFjh07KowbOHCgsHz5ckEQBKFOnTrCo0ePBEEQhEWLFgmurq5yY+rUqSM8efJEEARBmD59urB161ZBEDL3l7LPSseOHYU//vhDZlvHjx/Pdb9o6vbt20K7du2ES5cuCUlJSULTpk2F6tWrC3Z2dkJ4eLjS2KtXrwpz584VmjZtKtSrV0+YMWOG0uWzvg9y/lejRg1h7969SmMbN24sXLlyRRCEzH06YsQIQRAEISYmRmjQoIHKrze341WZgwcPCu7u7nLn9enTR/Dx8ZGZPmfOHMHNzU3hOu/cuSM0bdpU2LRpk/D+/XuhVatWQv369QVbW1vBz89P7RxjY2OFJk2aqB2nyn5p3bq1+J2U3alTp4SmTZuKf/fv31/8zpPnn3/+EZ48eSI4OzsrXMbf319o1aqVcPr0aeHdu3fCu3fvhNOnTwutWrUS5s2bp8IrUl2dOnWE69evC4IgCD/++KNw+fJlQRAyvx8GDRqk9vqePHki1K1bV+F8dY7zMWPGCDVr1hQcHByEqVOnCmfPnhXS0tIEQRAEW1tbhd/nqrhx44bQrl07hfPt7e2Fhw8fykx/+PChUKtWLYVxFy9eVPqfMgsXLhRsbGyEbt26CW5ubjL/qUrZsSoImb8HcXFxgiAIwsSJE4U9e/YIgiAI9+/fl/osy/P69Wuhc+fOQo0aNYTjx4+rnNP58+eFpk2byv0OrFOnjsI4Nzc3oVevXkJISIhgZ2cn7Nq1S/D19RVq1aolHD16VOXtq2PFihVCjRo1hGvXrqm0/Lt374Tk5GQhISFBEARBePXqlbBlyxbh2LFjSuMaNmwoXLp0SWb6xYsXc/0ee/DggeDo6Cg4OzsLNWvWFB49eiSMHTtWqFOnjhAZGSk3xsfHR+jdu7fw6NEj8di7d++e0L17d2HChAlKtzd79mzBzs5O+Omnn4QaNWoIffv2Fd/PRYsWKY39WurXry/uz27duonfa8uXLxdGjx6tMO7kyZNCjRo1hF27dglxcXGCnZ2dMGzYMKF58+bC2LFjFcaNGDFCaNeunbB8+XKhZs2awrJly4QxY8YI1atXF0JCQvL2xX0B//zzj2Bvby8zvX79+sL9+/cFQZD+jn748KHSYzXL1KlTpf6bNGmS0KtXL6F27dqCv7+/3JjRo0cL3t7ewvv374U9e/YIPXv2FNLT04WDBw9KfSdVr15dePXqlQavVvr1Zb2mWbNmCZs3bxYEQRCePn0q1KtXT2nsP//8I3Tv3l2wtbWV+12mCbZc5yJni2/WVeQVK1Yo7QajaZcUde5X1PS5qbm5e/eu0nuRnjx5Ig6ice7cOfERMdbW1krvOfzw4YN4Jbdq1aqIiYmBjY0N3NzcMHz4cKU5LVq0CNbW1jh06BCaNGkCIPMK8cSJE7FkyRJs3LhRJmbo0KEwNDSERCKBvb09xowZg3Xr1qFs2bJSrTe53S+dnbr3XmR1D1emQIEC4qOz7t+/DyCzG3tu3ZG9vLzg6empcBRhRW7duiX33uM+ffogODhYbow2V4Fr1KghM7169epKPysJCQnw9/dX2Nqj7P6fxYsXo1KlSqhSpQqOHTuGtLQ0nDlzBrt378aKFStkXuP9+/dx6NAhHD58GE+ePIGjoyMmT56M9u3b5/rsXnldmIyMjFCnTh2FreRZPn78KD7m7/z58+JtHKamplKtCLnJ7XhVpl69egofsfTPP//IfYSQm5ubwhHsAfnjPxw6dAiWlpZKR5RV5NWrV3Kf+5sbVfZLp06d4OPjg9mzZ4st8ZGRkZg7d65UrpcuXcLly5cRGRmJ+fPny9xzaGtri1evXikdD2LUqFG4c+eOVOunIAho0aIFJk2apDRPdW8VysjIEB/pU7lyZdy5cwcNGjRA69atsWHDBqXbkufSpUtKn0WrznF+/PhxVKlSBSNHjkSzZs3UbgVTplChQnj27JnC+VZWVjh37pzMLTh///230u6eqnSfVSSvnqGq7FgFVO+pBci/Z93V1RXLly9HWFgY3r9/L05X1nqmaQ+9W7duYdu2bbC3t0dYWBiqVauGvn37wtLSEnv27JH7JILU1FQEBQWhQ4cOqFSpEmbMmCE+K9nPz0+qd0tePP+2a9euWLVqlXivtrm5uUqDMaalpcn9TJubm0vtV3kWLVqENm3aYP78+eJtBP7+/pg6dSqWL1+OnTt3ysScOnUKy5Ytk7qNqEqVKpg9ezZGjhypdHsnTpzAokWLxCcfzJs3T3zywefPnwHk3mKZnaJ9qUoLuSKq3t6Xk7OzM0JDQ2FgYICyZcsiMDAQQUFBaN26NTw9PRXGadoD5GtTNnCrvFsRjYyM5H7+4uLiVHqqhiY9xDTt/aEJbcbp0bSnlzIsrnMh7z6DSpUqoVChQpg/fz5+/fVXuXGaFiPaDKKh7gmYvAGE3r17h3Pnzik9CTY3N0d8fDyMjIxw69YtTJgwQdy+snuEy5Yti6dPn4o//lld+0xNTZGYmKj0tV24cAEbN26U+hIoXrw4vLy8lH75Z/8xHDZsGIYNGyazjKqPdVI2sIG6X3Q5ffr0Cb/99hv+/fdfGBsbo1q1aujQoYPMvX3ZDRgwAIaGhhg9ejSAzBPZ/fv35zrYkSZfspo+/7t8+fK4ceOGTKF55swZpaPfzpo1CxEREejWrZtaz3sHgKtXryI0NBTm5uY4e/YsWrRoAQsLC/Ts2VPu85I7duyI7777Dt26dRMH1VGVpl2YgMwLTKdPn0bZsmXx7Nkz8SLVnj175HYB1PR4VebIkSMKHy9nZmaGhIQEmUGVEhISlD4O6MCBA2jXrp14gpl1Uvr+/XtMmzZN4Y+0vItc7969w5EjR5SOWKzNflFW8Oa8VWXmzJnw8/NDr169sGrVKoXdNBUpWLAg1q5di3v37uHOnTsQBAHVq1fPdT3q3CqUpUqVKrh8+TK6dOmCSpUqiQMSvXv3TunAXP3795fp9vz+/Xvcvn1b6fesOsd5YGAg9u3bh59//hlpaWlo0KABOnXqlOsza7PLebtW1vft1q1blQ4SNnjwYMyaNQtPnjyRugVn165d8PLyUhinbXGQF89QVXasApnfRd7e3li0aBFatGiB/v37o1y5cjh37hyqV68utayy7qinTp3CqVOnAOTeNVXT24U0ufjj5+eHX3/9FU5OTjh37hz2798PT09PnDp1CkuWLJH6XsmL599++vQp14ur8tSsWRO//PKLzCP5du/eLfcCVHZXr17Fzp07pY5BAwMDjBw5UmFR9/r1a7nPxi5SpAiSk5OVbu/t27eoU6cOAKBatWqIiopClSpVMGLECIwfPx4zZ87U6F7bnBYuXIh9+/ahZs2auH79OurWrYuHDx8iISEh1wsW6lw0ym7UqFGYPHmy+P3q4OCg8DbO7DQt5jXx8OFDzJw5E7du3ZI7qK+y2yPUHbi1TZs2WLZsGfz9/cVp9+7dw4IFC5QOvJqb7t27o0ePHnJvd1DnQvuxY8dUGt9G0feRNuP0aHKxLzcsrjVkYWGB2NhYhfM1LUY0vV9RkxOwnAMIAYCxsTHc3d2VDobm4uKCyZMnw9TUFJaWlnB0dMTRo0cxb948pS1a7du3h7e3N5YsWYJGjRph/PjxqFOnDk6cOJHrCJkfPnxQWPhlXYwAch9FNrusgzQvBjNQ9kU3a9YspbGPHz9G37598f79e1SuXBnp6enYvn071q5di02bNiltAdVkFGFNvmQ1vQrs7u4OHx8fvHjxAoIgIDw8HMHBwdixY4fS0aHPnTuHNWvWKC2qFClQoACMjY2Rnp6OCxcuiCO8f/jwQe7J0vbt2zVumRIEAfv37xd/HHO2lCprvfH09MTYsWPx+fNndOrUCVZWVvD19cWuXbuwZs0ameU1PV4B2fEZBEHAhw8fkJSUJF4cy6lVq1aYN28e/P39xROUu3fvYsGCBUrvz5o6dSq2bNmCDRs2SN3vl5KSggMHDijcJ/IuchkZGcHJyUnpmAzq7pfQ0FDxPj9FBW+JEiUwbtw4qfuu27dvj/r162PcuHHo2bMn5s+fr/ZI6kDmRaynT5/C0NAQxYsXh5WVldxRhLOoOuJqdm5ubuLnvl27dujatStMTExw5coV8WRaHnnfNUZGRhg4cCA6d+6sME6d47xp06Zo2rQp3r17h0OHDomFto+PDzIyMhAZGYkqVaooHdgq6yJAzuOtQoUKCh+tBGR+5799+xabN29GYGAggMyLP56ennBzc1MYp01x4OTkhLNnz6rccq3JsQoo76m1dOlSqWXzakRkTXvoaXLx57fffsPy5ctRs2ZNzJ07F46Ojhg5ciSaNm0q0/MtLwYJ69evH8aOHYt+/fqhYsWKMr8digq18ePHY8CAAbh+/brUBZyYmBiF4zhkSU9Pl3sP+vv37xV+R9jZ2eHo0aMYMWKE1PTt27fD1tZW6fZUefJBXuxLVVrIFVHnolF2ERERSnvbKKJpMa+JmTNn4tWrVxg3bpzSC2fyqHsMT5kyBUOHDkWTJk0gCAJcXV3x/v172NjYKO2Fm5vceoiZmJjg5cuXuHr1KoyNjfHDDz+IPfayk9dLLidlF/u0Gacnr3t6AXzOda5ydvPLukK+bt06sTupIv/88w8MDAxgY2ODy5cvIygoCGXLllV6IGn6vOqv+WzZjIwM7Nq1C48fP0a/fv1QqVIl7NixA69evcLYsWMVtrampqZi6dKlsLe3/z/2zjsu5/3//4+rZZVRDpVD2ReSyjg4tjiSlRFKVLSsiqKhpaESJaNBRYqG0VAhxxEyTmWUE0VmRkYiofn+/dHven+v8b5mV4VP99vt3G7Hu+t9Xe+r3uP1XI8H5s6dC3d3d8TFxUFOTg7BwcE8fQvNzc3Rp08fbNu2DZqamkhJSYGioiI2bdqEb9++4dChQwB4e/Exw0+ERhTlTVExNTWFjIwMdu7cSVZpy8vLYWtriw4dOiA0NJR8LTcRu7KyMkhKSvJVEQYaH9Rr1qzB3bt3QRAE5OTkyJtsVFQUpXAbexZYGOLj4xESEkJ2bSgoKGDNmjU8A8Lx48cjJiZGKCsaBmvWrEHPnj3RvXt3RERE4PLly6itrYWLiwskJCRYfp8MRPVH9PX1xeHDhzF48GAOFViAv5rux48fUVZWRp63d+/ehaysrEi/Z17s3buXsn1dS0uL6yLx06dPMDExwf379yEnJwcajYbPnz9j0KBBiIqK4trOS6fTMWrUKDx9+hT79+8nrXrev3+PiRMnilWsSBSGDBkCPz8/UliHHYbTw+fPn5Gfnw+A1Zf3y5cvcHJyQmZmJgwNDUnBJH7fT1gVYQai+u1euHABXbt2xahRo5CWloawsDAoKSnBxcWFa8IuJSUFkyZN4ineyA1RrnMGxcXFOHnyJFJTU1FeXg4lJSUsX76c67gQVReXtLQ0evToIfDxlpeXgyAI0muZYLJuYWfChAlwcnIig4PQ0FAyOFBUVOSoUjIjrIeqKNcqLxoaGvDmzRuRVI75qSMvX74cf/31F4yNjXHo0CHk5+cjODgYeXl5sLKywr///ku538mTJ+Hu7g5vb28MGzYM8+fPx5IlS3Dr1i3yvs2Ouro6zp8/D0VFRfz1119YvHgxzMzMUFpairlz5/IUnhTl/t4Uv+P8/HxERkbi4cOHpAK+sbExz8QWADJ5EhAQgFGjRiElJQWysrLYsGED5OXlERwczLHPrVu3YGJignHjxiE7Oxtz587Fo0ePUFhYiIiICJ6Cqm5ubigoKMCOHTvw4sULeHt7Izg4GOnp6bh48SLOnTvHsY+wgmtA4z3s/PnzUFZWxvr16zFr1izMmTMHBQUFsLGx4WvzdPjwYaiqqmLKlCk4ePAgQkNDyaQRt24AHx8fvH37FuvWrYOKigrPbitmDh06hIMHD8LX15f0yd6wYQOys7Px7ds3rqNzojBixAjExsZCTU1N5Pd4+vQpiouLISkpiaFDh1IGrsxcv34dhYWFaGhowKBBgzBx4kSBFPr5dYhRJWG+ffsGOzs7XLx4kQzAJSQksGDBAri5uZHJDyrf+5ZET08PJiYmmDdvHkJCQvD8+XPs2LEDhYWFMDIy4nAyEgiRJrX/h6ASLBo8eDChpaVF/PPPP1z3YwiLsPP9+3fi9OnTPD+TXUQjMjKSr4gGQ/yCIAjC1NSUFCW5cuUKoaury/H6L1++EF+/fqV8r7KyMp5CEeLk48ePpJgNLx49ekT88ccfxNy5c4lhw4YRpqamxJQpU4iRI0eSwmjioLKyktDX1yf/7gzhtL/++ot4/fq1SO/JEP/ihrq6OqWIT2FhITFixAiWbeISsfvy5QuRkpJC7N+/nwgPDycuXbrEUzxt1KhRxIsXL3i+JxXJyclERUUFQRAE8eHDB4FFK/z8/AgnJyeBzg12nj59Sujp6RGjRo0iYmNjCYIgiO3btxNTp04lSkpKOF5/5swZQl1dnUW8kHGtT58+nedn/fHHH8TJkyeFPkZ+vHz5kuXfrXW91tfXE5cuXSIOHjxInif8/iZ0Op14+/Yt4eXlRairqxOpqakEQTSKEooiDvL161fC29ub8mei/F68vb2JYcOGcQgn1dXVEQEBAcSQIUOIOXPmsNxXqARXoqKiiGHDhhH6+vrEmzdv+H4/JycnYs6cOURRURG57f79+8ScOXMIV1dXrvuNGTOGFKLZvn07ERISQhBE4zNGECEaYRg9ejTx6NGjJr2HMNc5O7W1tcT58+cJCwsLnoKhvOAmyFVcXMz1u92/f5+rmCNBND5fGdfkunXryHM6Pz+fp4gdQRDE1KlTuf7Hb192qqqqWP5Np9OJDRs2EJWVlVz34Xdevnjxgli/fj0xY8YMYtq0acS0adOIqVOnEn/++ScxZMgQnscjqmgUQTT+nRhCe2fOnCHmzp1LmJubc33O6OrqEufPnyf+++8/YvDgweT1GRUVRcyZM4fr54h6fy8tLeX5Hzf4iWby4s2bN8TMmTOJMWPGEEOGDCF0dXUJDQ0NYsqUKTw/8/79+4S9vT2hq6tL6OjoEBs3bhRIuO3z58+ElZUVERMTQzQ0NBBmZmakoOqZM2c4Xi+K4BpBEMTkyZOJ/Px8giAan+27du0iCKLx3KMS3xIHU6dO5So4yu85FBUVRa7vw8PDCS0tLUJXV5f477//xHqMkydPJoqLi0Xat7Kykvx7MYstb9q0iaiurhbrcRIEQSnGaGpqSuzdu5f48uUL5T4uLi7EX3/9RWRnZxOVlZXEp0+fiL///puYOnUqi1gqnU5vsqDZ8+fPiY0bNxI6OjrkfYz5P16cOHGCUFNTI5KTk4lHjx4Rw4YNI9zd3Yl58+YRpqamIh1PW+WaD1SZV2lpaQwaNIhnm/aQIUOgp6eH7du3s1Rym6t688cffyAuLg59+/aFp6cnfvvtN1haWpLzBoysbkVFBRwcHJCVlQUajYYZM2bAz8+PbHmKj49HQEAAamtrcefOHa6fd/HiRcr5s7t377LMtQrj6SctLQ1FRUWylYqdsrIyHD9+HPfv30dDQwMGDhwIAwMDvsJRVHDLyG/fvh2FhYXYuXMn5s2bh5SUFNTW1sLOzg6qqqrYvXs3y+ujoqJw5swZSEpKYv78+Sytfw8fPoSzszMKCgp4/r3/+usvuLm5kUJtDG7cuAFHR0dy/q2pVFVVITIyEmfOnMHz58/J7SoqKpg3bx5MTEy4tt6LmgUeM2YMjh8/LnQldsuWLcjIyICcnBz69OnD8XnchFO48eHDB3Tt2pWytW7u3LlQV1en9EfctGkTTwsHTU1NnDlzRqS5NEEsP5pyvYoyIkHF48ePUVRUBGlpafTr149vNwFzFjo2NhY7duyAmZkZjIyM8Oeff7JcC9XV1di5cyfLNWRnZ0dm0q9evQpXV1e8efOGxQKlqfcxRvv9nj17MH36dJSWlmLz5s3Iz8+HkZER7OzsWM65IUOG4OrVqxyZ9Tt37sDGxgY1NTVwdHTEli1buF7rY8eOxd69ezmqj//++y9sbW2RnZ1Nud+6desgKysLV1dXpKenIyEhAfHx8UhLS4Ofnx+uXr0KQDzCjPr6+jA2NuY7o0bFrVu3oKqqCnl5eSQlJSEjIwNaWlowNzcXyVbsw4cPHL/v8+fPk+fKggULMHnyZPJn79+/x/bt25GZmcnyN3j58iWsrKzw8OFDAI0V0LCwMHTt2hW1tbXYu3cvIiMj0aVLF65/gylTpmDv3r0YPnw4/P39ISUlhU2bNqG0tBS6urq4e/eu0N+Pne/fv+PGjRuQkJDAmDFjONqQ//nnH2zfvp3leUCn09GhQwf07NkTwcHBLEJdzL+XCRMmcG0jtbS0xJMnTzBr1ixKqyN+Ak7cOvQ2btzItQPC09MTq1at4hCW40VSUhLZfaSpqYnDhw9j//792L9/P3x8fLjew5pyf+fG9+/fuc5jDx06lPRaX7BggVDfEWis9p05c4ZlnTN//nyB5lHFQWFhIbp3707ZBWJlZQV5eXlScC0lJQXKyspwcHDA69evKQXXANEq5OzHdPjwYRZNGjMzM56/29OnT/N8T25e6y3JoUOHkJeXh4CAAJ7xBBWOjo7Izc2Fq6srNDU10dDQgFu3bsHT0xMzZsyAg4MDy3OLTqfzvA/zi0n+/fdfaGhoCLz2A/5vzJV9NDU7OxubNm3CzZs3AYincr18+XK8e/cOOjo6lOMA/MSIRen04kXbzDUfoqKiRGqHJQgCly9fhomJCfbt2yfwPAWvC4ARfM6fPx9r165leZ2gs9p+fn7Iy8sj58Gjo6OxZ88ebNy4Eba2trh06RJGjx4NT09PrscYGBiIsLAw9OjRA+/evUPPnj3x/v171NfXc8wgCurpx4BGo2Hu3LmUCn09e/aEjY0N3/dgIIpfoTDKm/v27cO+ffvwxx9/oF27dtixYwckJSWxbNkyREREICgoCB07dqRsl2EeNzAyMsK2bdvg4uKCkSNHQkJCAv/99x/c3NxgbW3N8zs+ePAAR44cwZMnT7Bnzx5cuHABAwYM4GgFq6iogJGREV6+fIkZM2ZAX18fnTt3RmVlJf777z+Eh4cjIyMDx44doxQQu3DhAl69esX1IcjtxqyqqoqioiKhrx9JSUnMmTNHqH2YofJeff78OaX3alP8ESdOnIh//vmH57wmNwTx72zK9SrI9QZwn2OqqamBnZ0dMjMzWTQcpk6diqCgIK4PWeb7kqGhIXr37o1Nmzbh0aNHHK/dtWsX4uLiMG/ePMjIyJBjIhYWFvDy8sLx48fRp08fDiG6pt7HHB0dQaPRYGtrCxMTE8TGxqJTp06IjIykHE/hloPW0NBAUlIS7Ozs+M6tiaoiLKjiKvvM+uvXryEtLY3evXtDSkoKz58/R21tLdTU1LguNAYOHAg7OzscOnQIqqqqHIsUbvOXcXFx8PDwQGRkJBQUFODo6Ihx48YhKioKtbW1QrssAOBYaB07dgzbt29H7969ISMjA0tLS+zZswczZ87E2bNn4ebmhq9fv3J8lp+fHyorK7Fjxw7IyMggJCQEO3fuxKZNm2BmZobCwkLMmzcPTk5OXI9l8uTJcHNzw44dO6ClpQVvb2/MmDED6enpPH2EecHsofrgwQOsWbMGHz58AEEQ6NWrF44ePQplZWV8+vQJ27dvR1paGsd9lEaj4dChQ9i2bRuWLl0KNzc3ymuZ16K6KerIoopGJSUlCTQuwMyCBQtAp9NRWlpKij8OHz4chw4d4khMMyPq/f3Tp08ICQnhWD/U1tbi4cOHXFtF//nnHyQnJyM1NRUhISHQ1NSEnp4edHR0BAqQO3TowNf7mRlCSN0PXo4GANC1a1fU1dVRFiBEEVwDADs7O2zduhW5ubkwMDBAQkIClixZAikpKZ6z+UCjk8bq1auhoaGBP/74A/X19bh16xbmzJmD8PBwrhpGTQmeb968yfX3Kcq9jBn20b6XL1/ijz/+wG+//cbRns2rXf7vv//G/v37Wa63KVOmoF27dti8eTMcHBzg4+NDrueonE2EYePGjYiIiCDV8wVBWlqa8pyXl5dn0RbQ09MTaT6emfv37yM2Nlao42PAnuzT1dUVSU+Fmbbgmg+iiiLQaDRERETA1dUVixcvRlhYmEDzo46Ojti9ezcMDAxIa5i7d+8iJiYGy5YtQ5cuXRAdHQ0ZGRkW5WtBF2BXr16Fm5sbGbiMHDkSNjY2eP78OW7evAlXV1cYGBjwPMbk5GS4uLjA0NAQU6ZMwbFjx9CxY0esW7eOQxmWOVvOT4Chvr4e58+fJ4V4eAlesUO16BMkeGFHGOXN1NRUbNy4kVTrTkpKwsGDB/Hu3Tvs378fs2bNgqurK+WCmkq0xsrKimObo6Mj14z8vXv3sHz5cmhoaODevXuoqanB/fv34ePjg3379rGITu3duxd1dXVIS0ujnMl58+YNzMzMEBkZSRnQi2r7JupivSkiKoyZWSp7iPbt23P8Ptu1a0fOQaqqquLhw4eYNGkS1NTU8OzZM473YK4QduvWDb6+vmTVjv3hyOtBLMiitinXa1NFiwIDA5Gfn48DBw5g9OjRqK+vR05ODry8vLB3716u9lHsi5FJkyYhNjaW0hbmwoULcHZ2xvLlywE0Lg68vb3x+vVrnDhxAqamprC2tuYI5MVxH2MkH8LCwjBy5EiEhIRwnXv++++/uc6Yd+3aFYcOHUJoaCjXyicguoowleJqSkoKlJSUWBRXmYUZjxw5QiYKGUHq58+fsWXLFsrqJoPnz5+Tz513795xfR07R44cwbZt2zBu3Djs2bMHAwcORGRkJC5fvgx3d/cmL0gB4Pjx4zAwMCAFIsPDwxEaGoqPHz/Czc0NGhoa8Pb25ghAc3NzWUT4+vfvj5UrV+Lp06d4+/YtwsLCWCrgVDQlOCgsLMS2bdtQVFREKVZ1//59BAQEQF5enkxa7dy5E35+frCxsYGpqSnevXsHKysrDotFgiCgqqqKEydOwNnZGY6Ojrh16xa2bdsmcIWpKerIoq6PpkyZgpiYGKxfv16oiiydTmeZhWYE2bwqycLe3xls374d2dnZmDBhAtLT06Grq4uSkhIUFhbyFFjs2bMnzM3NYW5ujvv37yMlJQX79++Ht7c3tLW1eQrulZeXw9/fn2tgRxVs+fn58dT9YIebbgsV7ElzUQTXAEBOTg4HDhwg/x0eHs6zQs7Mjh07YGlpybEu8fHxgb+/P0+3F0E7LJkJDw/H7t27IScnx1Fo4OUYIyh6enpNCnIZSEpKUhZCunfvTorEMScYmuJsAjQmOysrK4XaZ+XKlfDx8UFQUBD5/Pz69SsCAwNZns/iEM3r27evSJadgGjJPn60Bdd80NPTQ0BAgNDtsARBoHv37jh69Ci2bt2KpUuXIjAwkK96Y1paGpycnLB06VJym7a2Nvr164eEhAQcP34cAwcOhL+/P0twLajk/cePH1msobS0tPDhwwfcv38fJ06cEKjC+P79e3IxQqfTkZ+fj1mzZsHW1pb0axYWRpZUS0uLzIBSqQALgygZeWGUN9+8ecMi0T979mw4OjriyJEj8PX15dlqK2xbMxUBAQEwNTWFra0t+Tf18vKCnJwcR3B98eJFuLq6chW7UFRUhLW1NQIDAyn/fjQajWzvZ+br169ISEjgeoyiLtYB0UXGhPVeFdYfkf1h3qNHD9y5c4ej/Zjfg1iQRa04rld+cBuROHPmDLy8vFgCD21tbUhKSsLDw4NrcP3333+zeM4CjTZxiYmJuHLlCsv2d+/eYcKECeS/J06ciJcvXyIzMxNRUVFcxXjE9XtxcHAAjUZDXFwcqRBKhSBt/5aWljx9ZZuiIty+fXsyeFBQUOC7EAgPD0dERARL9bdz587YtGkTjIyMuAYH/AT4uFFaWopp06YBaGz5YwQ9AwYM4Olnn5KSgsmTJwvU2VVaWsoylmNkZISgoCD4+/tjw4YNsLKyohTm+fTpE0vyYvDgwaiqqsLXr1+RnJwsUCsir+CA37EL4qFaUFCAPXv2kOefj48P5s+fj8ePH0NWVhYhISE8BbY6deqEoKAgHD16FP7+/igsLERwcLBAImZNUUcWdX306tUrpKWl4ciRI1BQUOAI0KmCSFEryaL63169ehX+/v6YPHkyHjx4gNWrV4NOp8PFxYWyC4eKIUOGoL6+HhISEoiLi8OlS5d4vt7FxQV37tzB7NmzBe52TEpKgo+Pj8DBE/Pao6ioCPv27cPatWuhqakJaWlp5OfnY//+/WTRgJkJEyYgJCSEJUHw8eNH7Ny5k6cLDtC4VkhJSUFRURGkpKQwcOBAgcZPnj17RrmWWr58OU9xMWE6LJk5evQorK2tORJZ4kLUQgU7JiYm8PT0xJ49e0gh2y9fviAoKIiyk66mpgaJiYl4+PAhqqurWX5Go9Eo7XqZmTBhAiwsLDB58mSoqKhwXLOMtQ5VZX7q1KmkK8aTJ09QXV3N135XWNzc3ODu7g4jIyP8/vvvHM8CXh01oib7eNEWXPNB1HZYxsklIyODwMBABAYGwtLSkuuClMGDBw8ob1IjR44kveuGDh2K169fs/x848aNWLRoEemnyfCWZaeuro4jwysjI4Nt27YJvCDt0qUL+dBVUVEhHzTKysooKyvjup8gbdo9e/YkK0qiLvQYiJKR37RpE0xMTHD79m3U1dUhJCSERXmT/f2ZM8UyMjJo3749bG1teQbWAES2fmLm3r17lH6GVA+d9+/f86xYAY2JEubzqry8nPRedHR0xMCBAzmCpvv372P37t1c1ehF/RsykkzV1dWk5Q7jmurVqxfP4FpY71Vh/RG5WbeVl5cjJycH3bt3JxMKvBBkUSuO6xUQbUTiy5cvlBZ5ffv2RXl5OdfP6tWrF6ko+/jxYzg7O5OKsuyterW1tejYsSP5b0lJSbRr1w6Ojo48VW6b8nthn03u1KkT5OTkYG5ujlWrVrFUYMRRcWWgqamJ2NhYREZG4urVq6SK8LZt2zhUhIWpLlEFIjU1NZRZfKpuDnaoRioYSS1u9zUFBQW8ffsW0tLSuHfvHql6/ODBAxYHA3a8vLwwbNgwgQKJb9++sXQPdOjQAe3atYOpqSnP+0F9fT1HECUtLY0tW7YIPOPH6AhjZujQocjNzYWzszPPmVFBPFQrKyvRt29fcp/evXujtrYWCgoKCA0NFdhv2cjICCNGjICNjQ309PTg7+/Pt01SVKsjQPT1EcOOTRhErSSL6n9bVVVFPjP79++PBw8egE6nY8WKFVxV7Bm8ePECKSkpSE1NxfPnzzFmzBi4urrir7/+4rnftWvXEB4eLpQqfHV1Nc97JTvMaw9fX194eXmxeMwPGTIEPXr0gL+/P5YtW8ayr4ODA1auXInx48ejuroaVlZWePnyJbp27cqzg+P169dYsWIFPnz4QNqNJiQkIDQ0FMeOHeM5WqGmpoZ///2X41l09+5dDBgwgOt+wnRYMvP582eetoPihJtOBo1GI8dAubk3XLp0CQUFBZg+fTpUVVUhJSWFp0+foqqqiuyYYPD333/D0dER58+fx9ChQ4Wam2aQmZkJBQUF3Lt3D/fu3eM4XsazUlyVeWF5+PAhHj16RHa+MsNP3V+UZB8/2oJrPoiaZWJv57G1tYWqqipfz+Pff/8d//zzD0ewcvHiRfIG9Pz5c44WRUlJSWzcuBFycnJYsGAB9PT0hFp887pJsTNu3Dj4+/vDy8sLampqCA0NhYGBAc6dO8e1dRIQvk07JycHmpqakJKSQk5ODtf35eblLUpGXktLC/Hx8YiIiICKigru3LmDgQMHwtnZmbQU4gev+S8qampqEB8fT9m+VFBQgPPnz1PuJy0tTTmr+erVKw5hstraWr4LtPbt27O0vl++fJms7BEEQelhThAE35bKb9++4dGjR6iurma5Lnh5sIeGhmLOnDmUIjT8rklhvVfZ/RGPHz+OY8eOQUlJCStXrqT8jAMHDuDIkSNISEiAiooKbt++DTMzM/K8Gjt2LEJCQnj+zpuyqBXmegVEG5EYNGgQzp49y1GNTU9PZwkE2Hn27Bn09fUhKyuLsrIy2NraIiMjA05OToiIiICWlhbf4xX0WmNHkN8LVRuhlJQUunbtiuTkZHKbOFoA2VFXV0dQUBDf1zV1gTJt2jS4uLjA1dUVampqIAgCeXl58PT05LlwFHakgoGuri7s7OzQoUMHKCoqYsyYMUhPT4enpyflfYOBqJoMzDB3ZgmDMCI13t7ekJaWJr9LdXU1AgICEBMTw7diJ4iHakNDA4eFpZSUFDZu3ChwYM1AXV0dp0+fxpYtW2BlZcV3PIKXPzaV9gkzoq6PRLmuRK0ki3J/BwAlJSW8fPmSXD8wxmw6dOjAs+qmr6+PgoIC/P7775g/fz4WLlwosA1ahw4dKMfSeNEU3Y+SkhLKe2afPn04CjhAY8t7UlISi+Da8uXL+Qqu+fr6QklJCYmJieQakeHvvHPnTuzatYvl9cxinCNHjoSXlxceP37MokkTFRXFM6kmaoflyJEjcfv2bZFErIQlJycHOTk5kJaWJp+pz549w/fv36GkpISKigq0a9cO0dHRGDhwIMu+48ePF2qteenSJQQGBnIUFwSFW1GBHXFV5oVl3759WLRoEVauXCn0PVOUZB8/2oJrPogqirBjxw6OeQg9PT306tWLp4qhlZUVHBwcUFBQQCoA3r17F+fOnYOHhweePHkCR0dHzJw5k2W/wMBAfPnyBenp6UhKSkJERATU1dWxaNEizJ49m7zx0Wg0ykWbMAs5e3t7WFhY4Ny5czAwMEBUVBR5YvISURK2TdvIyIhUEDQyMiKDPKpjZwTOzOqIogYvdDodO3fuFPj3wQ43n29u+Pj44NSpUxg2bBju3r0LTU1NPHv2DB8+fODpT66trY1du3YhMDCQ3FZSUgJvb29MmTJFxKP/PxYsWIBevXqhoaEBq1atQnBwMEuFiUajoWPHjjwr4llZWbCxsaGcH+OVTWyKyBidTkdmZiaMjY3Rt29f5OXlYdWqVaT/LtBYTWL2luzZsyf5//369cO2bdtAEAQOHjzIUaWIj49HaGgojI2NycqXo6MjOnbsiPj4eNKXNCwsjOeIBK9FLeP8E8f1Cog2ImFlZYW1a9fiwYMHLG3MmZmZPOcGfX19oa2tTSrKAo33JwcHB+zevZtDUZbqu/Dz3WzK70XQRYK4EUZ4qKkLFBcXF1hbW2PVqlXk74QgCMyaNYun8JqwIxUMNm/eDEVFRbx48QKGhoaQlJTEhw8foK+vj40bN3LdT1RNBmb4VWG4nSvCsHv3btjZ2UFKSgq///47HB0d8fnzZ77JA6DxfpKTk4N58+ZBRUUFBQUFABo9Ymtqanjuyy/QUlZWprxWunTpgrCwMISGhmLv3r18vh1YnjNmZmbkyBnVfC0zTRGNevDgAYqLiynHfqhaVJtSSaa6v5eVlSE5OZnr349xrfj7+2Ps2LGwsbGBhoYGLly4QNnRw+C3337DkSNHROpOW7BgAQ4dOgRPT0+e56y4dD8GDx6M6OhouLq6kp9XV1eHsLAwDB8+nHIfYQXXgMZRkaioKJbiS/fu3bF161aW8UYGVOvIqKgoREVFsWwLCAhg0RRiRpgOS+ZgXk1NDW5ubiguLiZbmZnh15UoDMOHD0dDQwP27NlD/m4qKipgb28PdXV1WFpawtXVFQEBAWQijoGwCaouXbrwPG9FhVmYkYqsrCwUFxdTtqJTJUdWrlyJffv2cegHfPjwAatXr+bqgvLp0yeYmZmJlBQRdxIdaAuuBUIUUYQ9e/bgv//+g7a2NkaPHk1eoGPGjOF50507dy5kZWURGRmJ3bt3Q0pKCoMHD0ZISAgmTpyInJwczJ07l/JkkJWVhb6+PvT19VFaWoqkpCTs2LEDPj4+mDlzJlauXAmCILBu3TqWNrnq6mrY2dlxLGy4zQUzspfV1dWQkZHBsWPHcOXKFfTs2RPq6upcv5uwbdrMIkKCtmUwL1iFzcg/f/4c6enpuH//Pr58+QJZWVkMGzYMs2fP5nrBRkZGslSJ6+rqEB0dzdHmyOvivXDhAnx9fTF79mzMnDkTnp6e6N27N2xtbUlhCiq2bt2KNWvWYPz48SAIAgsXLkRlZSWGDBlCuYBmP1Z2qNpIGe1p0dHR0NLSokwc3Lhxg2v1ZufOnfjzzz+xbt06gcRWGIgqQgM0Lg4ZKtK6uroIDg6Gubk5ioqKyONcvXo1oqOjuSZZ3r9/D3t7e9y4cYNj4ZaYmAgHBweyIpSfn4+nT5+yqOZaWVnB19eXZ3AdHh6O+fPnkws/5kUtA3Fcr4x9hB2RmDJlCoKDgxEeHo5Lly6Rbcy7d+/mWS0UVlHWy8uL5bvU1tZi586dHNYkzIGWuH4vLYmwwkPMCBuIyMrKIiIiAo8fPyYtqIYOHcqzHRIQfqSCgYSEBMd5xE8MCxBekyEjI4OlQtbQ0IDMzEyOjinmBTBBEFi0aBFL0PH9+3cYGRlxLJy5PWdmzpyJwMBAbNq0CbW1tZg5cyZcXFwEaitfsWIF2ao4c+ZMzJ8/H+3bt8etW7fIDg2qBIA4EkWWlpYYNWoUbty4wfe92Lly5QopysUNXgkjXnOc0dHR5M+Yk+a8uplErSRzo7i4GC4uLlyD6w0bNuD79+94/fo15s6dCx0dHdjY2KBz587Ys2cP1/d98OCBULZKzNXzuro63Lp1C1lZWVBRUeEIlBn3MnHpfmzZsgWrV6/GlStXMHToUBAEgYKCAnz79o1lbdvQ0MBSsa6srIScnByGDh2KefPmYd68eTzPV0lJScpqYrt27SgTTE0V4wR4d1iyj7dRBfNUOhjcnDVE5eTJk4iMjGS5f3Xt2hWbN2+GiYkJNmzYgNWrV3O05zMQJnBlrEnc3d35PgeoEESYkR0vLy/ExMSge/fuHElQ5mPMysoik445OTkIDQ1lGRcDGiv6L1++5Hp8kyZNwo0bN/gmO7khqPOOoLQF13wQVRTBzMwMly9fhqWlJdq1a4dJkyZh+vTpmDRpEsdJwwxjwc1tVpWf1UVNTQ3+/vtvpKSkIDs7G927d8e8efPw9u1bGBoaYtiwYVBVVWXZRxSPXqBxJpPRPsiY6+ImjgQI36bNfFzsx1hbW4sHDx6gX79+PB9k3DLy7OzduxdhYWFkZUJOTg5v377F33//jeDgYFhaWnI8pJSVlZGRkcGy7bfffuNYoPF7wFVUVJAzl4MGDUJhYSH69esHCwsL2NjYcKgLM5CVlUVcXByuX7+OwsJCNDQ0YNCgQZg0aRLHg47qWKngJnjGnhD6/PkzTp06hbi4ODx79ozrAuzZs2fYv3+/0BlTUUVogMaW2MTEREhKSkJJSQkRERGIjIzE9OnTySpa//79YWJigqNHj3K0pF6+fBmOjo74+vUrXFxcON6/pKSEpR3rxo0boNFoLO3xAwYM4Gt5EhYWxncGj6oyJMr1KsqIBONexEuwjgphFGVHjx7NEVRpamri48eP+PjxI9fPENfvpSURVniIgSiBCIOuXbtCXV2d3IdxTnK7Rws7UsFMVlYWGdDHx8fj5MmT6NOnD8/FqLCaDF5eXhzb2BOl7AtgcVUlpk+fjuDgYFhbW2PmzJkCz2svWrQIXbp0QdeuXdG/f3/4+/sjNDQUysrK5P2FIAiOtkSCIDg61AD+frTsjBo1iu95IiqiJoxiYmJgYWGBdevWYerUqTh16hQqKiqwefNmTJ8+nXIfUSvJonL27FmsX7+eTJS7u7vDxsYGcnJyPJWxq6ureSax2WG/bwnyXcTVfTNq1CicOXMGCQkJZBJOT08Py5cvJ1W8v3//DisrK9y4cQMjR46Ejo4O5OTk8OXLF/z333/YunUrkpKSEBYWxrWLREtLCwcOHIC/vz/5/K6trSWtykSF13pTmA5LcQTzolBXV0dZQKmurib1bmRkZCg7NgUNXBkMGjQIAQEBlPcUgP99RRBhRnZSU1Ph4eHBItBMRa9evbB9+3bye6anp7Mklhhdkry6rsaMGQNvb29cuXIFffv25SgE8XoOCOO8IyhtwTUfRBVFMDQ0hKGhIaqrq3Hjxg1cunQJ/v7+2LJlC8aNG8fR4sFAkAU3Fbm5uUhOTsa5c+fw/ft3aGtrIyQkBOPHjycDrcGDB2Pv3r04efKk0O/PDCP4YBc1YohOMV+k4mjTBhoFMZydnWFjY4PBgwdj0aJFePToEbp06YLDhw+zqMGyVze4wViAnThxAuHh4bCzs4O+vj5L8uPr16+Ij49HUFAQBgwYwNX6pil0794dHz58gLKyMvr06YPi4mIAje1e7Eq7vGbEgMZqQ0REBGg0GkvmWVzHevfuXRw/fhxnz57F9+/foaKiQhmAMlBVVcW7d++EXvyIKkIDCOa9eujQIZiZmWHVqlWIjY2FiooK6urqsGvXLhw+fBjDhg3Dzp07uc4WMycv8vLyIC8vzzITVVVVxXeBpaGhgYsXL/JUfhaHRQUg2ny3qPciYRRlRRW8E9fvpSURVniIgSiBSH5+PmxsbDjmJqnu0cwIMlJBRXZ2NtavXw9dXV3cuXMHDQ0NqK+vh5OTE+rr67Fo0SLK/fgloJgXzqIugEUNrul0OmU1jiAIbN68mUWclP33yU2oiFFBZixwT58+jfXr1/+U5zMgesLo1atXWLx4MWRkZECn01FQUABtbW04ODjA19eXchxK1EqyqFCJ7VEJS7FjaGiI9evXw9DQEH369OGo2LI/iwT923MTI9y/fz+WLl3KIRz46dMnbNiwgW/nTu/evXkK7TJEXU+cOEEpjnfv3j1s2LABMTExMDU1pXwPOzs7LFu2DDNmzICamhpoNBry8/Px5csXvs8AYcQ4ExMTyZZ1Xh2We/fuxapVq3h+LoPy8nL8+++/UFNTE/sc9oQJE+Dh4YHdu3eTa6QnT57Ay8sLEyZMQH19PY4fP075jBY0cGWwbds2qKioYMGCBUIlfxgIIszIjpSUlEDjEQMGDCCLUtOmTcOJEyd46jdRERkZiW7duqGgoICsgjPgV+ASxnlHUNqCaz401XaKUQno3r07fv/9d7x58wa3bt3i+npBFtxUrFixAkOHDoW1tTXmzp1LmUUeOHAgX/EpQfD29oa6ujoMDAz4elw2pU2bmR07dqCyshLy8vI4d+4cXr58iWPHjuHEiRPYuXMnIiMjyddSVTfYYa5uHD9+HBs2bKB8oHfs2BEmJiaoq6vDsWPHRBbP4cXkyZPh5uaGHTt2QEtLC97e3pgxYwbS09M5VDT5Vedyc3Px4sULsdkJAP9noREXF4eioiKyerZ9+3YsWbKEYwHKvGBetmwZtm3bBmdnZ8r5JW5ZZ3YRmmPHjuH48eNQUlISi/dqx44dcfDgQTLA9vHxQUBAAIqKisguBW7VicGDByMnJwcqKir4/Pkzbt68yRGEZmRk8FVn79ixI1nFopo3FWc7syjXnqj3IlEVZX91RBUeEiUQ8fDwQM+ePeHk5CRURVGQkQoqGL7nxsbGpHK0ra0tOnfujKioKK7BNT9VdGGrtOLEx8dH5Fntffv2QUJCgqcKMvB/i76mzC63JqImjDp16oS6ujoAjQnYR48eQVtbG/379+fa+ilqJVlURBXbYwT6np6eHD/jp1q8e/duSuXz1NRUeHt7U7b37927FwkJCQgJCWGxC62treUpBAs0aoXwYseOHcjIyICDgwNX1Xk1NTVs2rQJkZGRXIPr/v37Izk5GbGxsXj48CEIgsCcOXOwbNkyvi3Kwohxurq6ol27dpg3bx65jfFcbd++PWRlZbF27Vp8/vyZ6+cVFxdjw4YN8PLyAp1Ox7x58/D+/XvIyMggPDycr4ChMLi4uMDCwgKzZs1C586dQRAEKisrMWLECLi4uODKlSuIi4ujLMYJGrgyePbsGZKTk3mKkfJCEGFGdlasWIGQkBB4eXkJrFDOqxDEy8++KQUkYZx3BKUtuOaDqLZTBw8exI0bN3Dr1i3U19djxIgRGDduHGxtbXnOJYu64E5KSuLpgwkIry7IjbKyMoSEhKBfv35C7ytomzY7N27cwJEjR/D7778jMDAQkyZNgpaWFrp168aRNWeIoAnK48ePuVaAGEydOhWHDx8W+D2Fwc7ODlu3bkVubi4MDAyQkJCAJUuWQEpKiiMY4Zbl/vLlC3x9ffHixQuMHz9eoAQDPx48eIC4uDikpKTg69ev0NDQgJOTE2bNmoUpU6aQIlfssC+YCYKAmZkZxzZ+Cw1mERo5OTmu7fHsCOq92rFjR7KCvXr1avTu3RuxsbEctkjsGBoawtXVFUVFRbh9+zZqamrIgP/t27dITU1FREQEvL29eb6PrKysWOe3+CHstSfqvUhURdlfEXEID4kSiDx8+BCnTp0SWlVekJEKKoqKiiiTNDNnzkRwcDDX/djPobq6Ojx9+hRRUVGUliotibDVWGb09fWRmZkJoFFJXVdXl+/zuakwdEJaElETRqNGjUJoaChcXV1Bp9ORkJAAc3Nz5Obmch3zErWSLCqiiu2JYtvDICYmBtLS0qSg4fv37+Hq6oqLFy/yPB9HjRoFQ0ND+Pv7s9hq8aO0tJTl33V1dXjx4gWqqqrIDrE3b97wXLMCje4O7O/FjrKyMuzt7QE0ji8KGmwJI8ZpZGQEJycnSEtLs1RS6+vrERQUhIiICPTv3x+HDh3i+nl+fn5QUVFBv379kJGRgbq6OmRlZeHYsWMICgoSOdiiQl5eHgkJCbh58ybu378PSUlJ0Ol0MmiWlpbG5cuXOcSRAeED14EDB6KsrEzk4FoUYUYdHR0sXboUI0eOxG+//caxXhSnnz03+AmuAcI57whKW3DNB2FEEZjZtWsXJCQkoK2tDQsLC75ekwyEWXAnJSVh9uzZkJGRwYMHD3i2zYlzET927Fj8999/AgfXwrZpU1FbW0s+VK9fv052DLBbmIhSafj+/Tvf6k6XLl14zoA2BTk5ORw4cABA48PN0NAQI0aMgL6+vkC2HNnZ2XBxccHnz5+FahPix4IFC9CvXz9s2LABM2fOFHimtSkV1+vXr8PT0xNBQUEslV83NzeUlJTAx8eH7/ygMN6rHTp0ICvY7969E+g7zp07F9XV1Th+/DgkJCQQFBREKo+Hh4cjLi4OZmZmPBXNgZZvbb558yZXpWpuAomi3jdEUZT9FRGH8JAogYiioiI5sycszM8qfhofDOTk5FBWVoY+ffqwbH/48CFPD2uqysv48eOhrKyM0NBQsbgeiAq31m4q2P9227dvh5ubG27cuIH09HSsWrUK8vLymDNnDnR1dTl0T8TB/PnzERwcLNBag1/FEgDX4oE4EkY2NjYwMTEh/cNDQkIwZswYfPv2jWv1U5hKMreWfmYYCV5u8BLb46ZTAfxfd1lNTQ1KS0vRp08fEATBVysEaBxXMjc3h6SkJHr16gUfHx+y+2PcuHGU+9BoNDg5OWH48OGwtbXFhg0bYGFhIdBaiKolmyAIuLm5kevbmpoanjpBQGMilio4efjwIXx9feHm5sZyb9i6dSvKy8vh7u7ON9gTRozTyckJNBoN9vb2kJGRwfTp01FaWorNmzcjPz8fRkZGsLOz4xmM3r59G4mJiVBQUMCVK1cwefJk9OzZE4sXL+YqYNwUaDQaxo4dy1ER5zVPDggfuG7cuBEuLi4wMTGhnEnmd58XRJiRHQcHB3Tu3BmLFy8WOEgV1c9eFME1Bs3hvNMWXPNBVNuppKQkXL9+HdeuXcOKFSsgKytLXkBjx47luogXZsHt4OCAiRMnQkFBgeexiFvh0MPDA4sXL8bVq1fx+++/c1zU7A9UYdu0qRg6dCgSExPRo0cPfPz4EZMnT0ZNTQ0OHjzIUhGgEn7gB0EQAln/iPLevDh27Bi5+F66dCl0dHRgYGBAtk0lJibi8OHDXBdiVVVV8PX1RWJiIsaNGwdvb2+B/TQFQUNDA3fu3EFiYiJevXqFv/76SyBhHG6tSuXl5ZCSkuKayLh37x4sLCwwatQojhuxiYkJwsLCsGbNGiQkJPBsuRbExoi9Xc7MzAwuLi5YtWoVXF1dWdoMqR46ixcvplSlNDMzw7p163gm3pgpLy/HkydPKFWgeXl4Ckt4eDh2794NOTk5jiw4t8BOmHuRIIt1Ud73Z4dbq1p5eTlycnLQvXt3cgHPDV6BCDcbGisrK3h5ecHHxwd9+/YVOOnIsDxkh0ajQVpaGoqKipg/fz7HNTF37lx4e3vD29sbNBoNVVVVyMrKgqenJ1+NBCoGDBjAMkvZGrAnRl6/fg1paWn07t0bUlJSeP78OWpra6GmpkZ5/UhKSpL+qe7u7rh69SoyMjKwaNEi9OnTB7Nnz4aurq7Y7tnCCGnxqzIyoLrfiyNhNHDgQFy4cAHfvn1Dp06dkJiYiNTUVCgpKXHVeRCmktyUln4GVIFnYWEhjh8/jrS0NK77EQSBXbt24ejRo6itrcW5c+cQGBiIdu3aYfv27TyDbC0tLURERGDNmjWoqqqCiYkJNm7cyHPMibEuMTY2hoqKCjZv3oySkhLY2dkJ8W3/DxqNBlNTUxgaGsLW1lak9wAa25BXrFiBHj16cFQ2p02bhvDwcBgYGCAxMZHnLLOwYpyOjo6g0WiwtbWFiYkJYmNj0alTJ0RGRnJNUDAjISEBGRkZ1NfX48aNG2RAWVVVJbR/Mj+EmSdnR9jA1cLCAgA4WukB/uMKgGDCjOwUFhYiISFBqK4dUf3sRRFcY0DlvPPlyxfQ6XSeImq8oBHijhh+AZhFERhUV1ejXbt2+P79O4soApVcPzu1tbW4c+cOzp07h4SEBNTV1fG8aN68eYPY2FgUFRVBSkoKAwcOxNKlS/k+hL9+/YrKykp07txZ5FYGQWCoFMrLy3PcbGg0GkvGjE6nC92mTUV+fj4sLS3x8eNHmJmZYdOmTXB3d8eZM2cQERFBZs4cHR3h7OwsVHscnU7HyZMneQZEDM9Wcc0ARkREYN++fZg7dy46dOiA1NRU9OnTB1VVVXB3dwdBENixYwd+//13SrEWRrX606dPsLe352rV0FSePn2KEydOICUlBe/evUOPHj0wa9YsxMTEICUlRaAqQmxsLEJCQkhBlu7du2P16tUcs6Lr1q1D+/btsWvXLsr3YdgvSUlJ8Ww1FQRGZYNZeZmfh7q4SUtLg5OTE6qrq8nPZywIe/XqhQsXLojtsyZOnAgDAwNYWVnxfB1zNww3P0kGjGBLS0uLUmjv1q1bGDZsGMfCUFQRs5+VAwcO4MiRI0hISICKigpu374NMzMzcmE4duxYhISE8Fy4ffnyBZWVlejatSu+fv2K1NRUKCoqsmhAsFfreFXmuJ3TPj4+OHr0KIYMGUIGVvn5+bhz5w60tbXx7ds33Lx5E3v27GEZpamtrYWDgwMZdDDO5ylTpmDPnj18NRDYv2tQUBCysrLI1urW5siRI/jnn3+wa9cu8ln2+fNnbNmyBYMGDeJZUWGnpqYGiYmJCAwMRFVVldjuLyEhIUhNTRVYSKul4SfGyYBdjJMBL62NqqoqjqBfXFRXVyMtLQ1xcXEoKCiAhIQEac1GRXR0NA4ePAhbW1ts374dqampKCgogIeHB5YsWcIR9FKJ+t27dw92dnZYv3495syZQ26nWgMyi8YCjde2paUllJSUcPfuXZHOr9zcXJiZmeH27dug0+nYtm0bzzVVZWUlfHx8WD5ry5Yt+PDhA0JDQykTCt+/f8fq1auhoqLC1bINaKzmHzx4EL6+vlBQUICRkRE2bNiA7OxsfPv2jWubtq+vLw4fPoyRI0ciJCREYO2JNWvWoGfPnujevTsiIiJw+fJl1NbWwsXFBRISEggNDRXofQTB0tIST548waxZsyjnyamsKxmoq6sLFbjysrECqPV8mtK9AzSOxOzYsYPvWAEzampqyMzMhJKSEqytrTF16lQsWLAARUVFMDc3R1ZWFuV+mpqapODa0qVLYW9vj1GjRuHw4cPIysri8Eingt15Z+LEiXwLb9xoq1xTIA5RBKAxs3b79m1cu3YN2dnZKCgoQK9evXgqzxUXF2PFihVo37491NXVUV9fj1OnTiE2NhbHjx9nUSQGGh8qkZGROHPmDJ4/f05uV1FRwbx582BiYsISaAv6gAN4z3cLqhDa1OwxA3V1dWRnZ5PJAwBYtWoVrK2tWYJiUati/Lzx+LWQ8fL7pDquhIQEeHt7k1UdXV1d6OvrIyQkhKxkOTo6wsbGhmW/qqoq+Pn5sVSrudlniQNVVVXY2dlh06ZNuHz5Mk6dOoVjx46hvr4etra2MDIywrx587gunhMTE+Hr64sVK1Zg1KhRaGhoQE5ODnbv3g1ZWVmW3/vdu3e5CmMAjefS6tWrBcqm8/Omb8pcnLgIDQ3FnDlzYGZmBn19fURGRuLt27fw8PCgrL6Xl5fD39+f6znG6zt9/vwZc+fO5XtMgnbDMKDRaJg7dy5lwKypqYldu3YJ7Kn5/ft3HDx4kOv3Y74fieM+1hLEx8cjNDQUxsbG5OLX0dERHTt2RHx8PGRlZbFhwwaEhYVxiGPyu7ezi1OKo1r35s0bGBoacugbBAQE4NWrV9i3bx8OHz6M0NBQluBaWloau3btgrW1NcvihN/MN7f2XRqNRikIxYygYw7MwQe/dmFugUh4eDgiIiJYksSdO3fGpk2bYGRkJFBwXVZWhoyMDJw9exZ3796FiooKz4CxvLwc1dXVHN+NW5K9KUJaTSUnJwclJSWYM2cO3rx5AxUVFY6AimrxnpqaimnTpgnkCy1qJVlUHj9+jLi4OCQnJ+PTp0+g0WhYtGgRLC0teVZa4+Pj4erqihkzZpB/C0bC0tvbmyO45ibqRxAEdu/ejcDAQJ4aJeznx5AhQ5CQkABLS0u+35EqeKqsrERaWhqLNZyg3YfM/Pvvv9i9ezfXSn379u2xbt06vloqvMQ4d+7cyXU/BwcH0Gg0xMXFkeJbguDi4gJbW1u8ePECTk5OkJeXh6enJx49esRzVlsUhJknZ6d3795cZ52pEMWqUlhhRnZcXV3h7u4Oa2trylZ0qnuZqH72ogiuMcjPz4e6ujrGjRvH0t3w6dMneHp6sjifCEpbcE2BOEQRrKyskJOTg69fv2LEiBGYNm0avL29+Vb6GB6OAQEB5FxIdXU17O3tERAQwHKSVFRUwMjICC9fvsSMGTOgr6+Pzp07o7KyEvfu3UN4eDgyMjJw7NgxshWU+QKrrq5Geno6hgwZAg0NDUhJSZEy9rzmJSUlJQXOgouzMYJGo7FkH/v27Yuamhrk5uY2ycdTHItvYf0+X716xTKnoq6uDikpKRbLKhUVFY4577lz5+L169fo3bs3tLS0eNqqicvfFWhslZoyZQqmTJmCjx8/IiUlBadPn4aLiwsCAgJw8+ZNyv0iIiLg6OgIAwMDctuMGTOgoqKCI0eOsATXVVVVfH93PXv25JvUEsSb/kfwRH769Cn27NkDVVVVDBkyBOXl5Zg2bRrq6uoQGhrKMbPt4uKCO3fuYPbs2TznWKkYOXIkbt++zddKhFm3gZ/1UX19Pc6fPy824SkPDw+kp6fjzz//5Nulo6ysLLbEXXOSmJgIBwcH8vzPz8/H06dPWazirKys4OvryxJc87q3//fff5T39qYIcDG4cuUKZQVw8eLFpKL19OnTObppamtr8ezZM1RWVmLAgAHo27evQArOVAkBaWlpaGho8DxXhRlz8PHxIV8javK1pqYGX79+5djOzR6JAXtA3bt3b+jo6MDd3Z1rxUlUG7XWSBh++fIFq1evxt27d0Gj0fDnn38iICAAT58+xeHDh1kW5VS/+7Nnz8Le3l7gBBzAvZIsDurq6nD+/HnExcUhJycH0tLSmDx5MnR0dLBlyxYYGxvzvYeWlpayWIMyGDx4MIe1JtD09QfVfbpnz544duwYhyURO1TXurS0NCZOnEjac4lqgffx40cWUVIq+vTpw/caCg8Px/z588n34iXGyZ4s6NSpE+Tk5GBubo5Vq1ax3JO4rY9UVFQ4fi9r166Fk5MTKSwpLoSZJ2dH2MCVX0Ka6jxsqjCjqakp6uvrOTQAeN3LRPWzF0VwjcGaNWsQFRXFoldx4cIFsotUFNqCawrEIYogJSUFZ2dnTJ48WSi/try8PMTHx7O8d7t27bB27VoORc69e/eirq4OaWlplNXLN2/ewMzMDJGRkeTCjfkBt23bNhgbG3NUqIKCglBSUsL1GJctW4YjR47A2dmZ7wJXT09PqJZAbjRFrIAfwtgZcENYv8/a2lqOtj1paWmWLC+NRqP8rkpKSqirq+PZBsfP168pdOvWDatWrcKqVavw33//4fTp01xf++rVK0yYMIFj+8SJEzmU0H///XcUFRXxXGg9ePCA7wNbVG/6lqZdu3bk31tVVRUPHz7EpEmToKamhmfPnnG8/tq1awgPDxc4scXc1q2mpgY3NzcUFxdTWqIJq8nAEFvR0tLimV0XhszMTAQFBQnkKenr6yuWz2xuSkpKWBwabty4ARqNxlJ1HjBgAEdrqCj3dnb4dW9QISsri5KSEg6RoUePHpEdUMyzh2VlZQgMDMS5c+dYBNTat2+P2bNnw9raGj169KD8LED0hMDRo0dhbW3Nd8wBAIvN1b1797Bq1SoO4TV+TJs2DS4uLnB1dYWamhoIgkBeXh48PT0pO0IOHz6Ms2fPIj8/H8rKytDR0YGLi4tAYmOi2qg1RUhLVHbv3g0ajYbMzEyy02/Lli2ws7ODv78/du/eLbbPErWSLAxTpkzBly9fMHbsWOzYsQPa2tpkOzRD6ZofvXr1Qn5+PscxZWVlUT5/mNcfVlZWLIk3bvAb2REUbpoQX79+RVBQEJycnER+b0VFRTx9+pRnIvvp06cc/tzshIWFcZ3DZ4dqTSQlJYWuXbsiOTmZ3MZrfcTQtmBGQUEBubm5cHZ25iqUKgrCzpMzI2zgyv53qK2txfPnz1FcXExp5wg0XZhRkFZsdkT1s+cluMbPAWbhwoUwNTXFkSNHoKioiO3btyM9PR3z5s0T+RpoC6650FRRhE2bNuHWrVs4efIk5OXloaGhIdB8aqdOnSizLFTbLl68CFdXV65twYqKirC2tkZgYCDlAiwtLY0yMFqwYAHPxfa7d++QmpqKs2fPok+fPhwZM+YMmLjEi5oiVtASiOr3KSxN8fJrDoYNG8ZzwaisrIx79+5xLGbz8/M5HqqzZs3C3r17MW7cOMo2wa9fv2Lv3r2YNm0az2Nqqjd9S6Guro64uDjY29tjwIAB+Oeff7B69Wo8evSIckHcoUMHgdTjGVC1dVNpRHATExREbKVnz54CtY8LAo1GE9g6SpjZ8Ja0O6OCeeGTl5cHeXl5lvGeqqoqDo2Mpt7bBeneoGLhwoVwdXXFx48fMWLECDQ0NODu3bsIDg7G/Pnz8fHjR/j7+2P06NF4/fo1li5dCgkJCZiYmGDQoEEsnVPJycm4cuUKEhMTuSbEhB2nYSDomAM7SUlJQvu2A41dI9bW1li1ahX59yQIgqyysOPr60tWAIcPHw4A+Oeff/DPP/9wvJZ9kS+qjVpThLREhTGHzhw09uvXD25ubgK1JfNDHJVkYaisrISCggIUFRXRqVMnkX5nq1evhoeHB8rKykAQBK5fv464uDgcPXqUr/Bjbm6uQMUI9nsuQ+OgQ4cOkJKSQmVlJSQlJdGtWzeO+191dTV27tyJM2fOQFJSEvPnz4ednR05W3r16lW4urrizZs3TQqup0+fjpCQEPzxxx8ca0Sg8W8bFhbG0n5OhYaGBi5evCjQdSuO9ZG3tzekpaXJrrrq6moEBAQgJiZGrB7XQOP9dsuWLfD19cXkyZNhZGQEZWVlZGdnY/DgwTz3FTZw5XYvDQ4O5tk90BRhRlEKVzIyMizdcIL62bMLrvn5+SEsLAxKSkpcBdcYODg4QEpKCsbGxpCSkkK7du1w6NAhysKQoLQF1zxg3MDCwsIEFkV49+4dnJ2dceXKFZaFAo1Gw/jx4+Hj48Oz8jZ27Fj4+/sjODiY9HAsLy9HQEAAx4X9/v17nqrJQGNwwd5exqBz584oLCzkyD7l5ubyFCAjCIJFZKMluHfvHilWcPLkSQwaNAgGBgZQVFREQkICS/t+ayCK32dkZCTLorqurg7R0dFkyy9VG+LPxrJly+Dh4YGKigrSFzs3NxfBwcEcbU+mpqZIS0vDggULYGxsjBEjRpAWaHfu3EF0dDQkJCRgbm7O8zNF9aZvadatW4fVq1dDXl4eCxcuxL59+6Crq4vXr19TKiwvWLAAhw4dgqenp0At0Yx2vq9fv6J9+/YswhzFxcX4/fffeVqseHl54cmTJ9DR0aEUWxE3M2fOxMmTJzl0BqhoLacEYRk8eDBycnKgoqKCz58/4+bNmxxVmIyMDI77eFPv7aJ2b1hbW6Ompgbe3t7kvG/79u1hZGQEa2trXLp0Cd++fYOXlxcCAwNJL2x2saO//voLlpaWMDc3R0REBNdFurDjNAwEHXNgZ8qUKYiJicH69euFEr2UlZVFREQEHj9+jOLiYtBoNAwdOpTr75Kx0Hz48CEePnzI9X2pKmii2qgdPXoUycnJcHNzI69PbW1teHh4QEFBgat6NDcR0IqKCjg7O2P//v1cP7O8vJwy4ScrK4tv374J/R3YEUcl2cnJCaamphzJivLycixZsoSlnT47Oxvp6ek4efIk4uLi0LFjR0ybNg06OjoCj6EsWrQIdXV1CAkJwffv3+Hq6goFBQXY2tpyVETZ0dPTQ0BAANatWwcVFRWu3ZHMrdrp6ek4ePAgduzYQbbsPnnyBI6OjpSJtF27diEuLg7z5s2DjIwM4uLiICcnBwsLC3h5eeHYsWPk2FZTMDMzI9ubLSwsyOd5RUUFbt++jYMHD+L58+d8u5A6duxIKlNTqcSLW1Nj9+7dsLOzg5SUFH7//Xc4Ojri8+fP8PT05KvNIyyizpMD4um4BBrPuUWLFsHDw4Pva6WlpTF16lRMnTqVRZhx9+7dlN2j/JJJghbfBPWz19bWJv+f0cYuKHZ2dpCWlkZYWBiOHz/O1V5MUNqCaz4II4rw9etXGBsbo66uDn5+fhg3bhy6deuGz58/48aNG9i3bx9WrlyJU6dOcRXwsLOzw7JlyzB16lSoqqqCRqPh8ePH6Ny5M2JjY1leS9VazE779u25PuSWLl0KV1dXlJSUsLS6xcbG8nxwtYaVTlPECpqLpvh9KisrIyMjg2Xbb7/9xjE315xiZS3BypUr8fLlS/j4+JDVT0lJSejr62Pt2rUsr+3QoQOOHTsGDw8P7Nixg6WdVVJSErNmzcLWrVv52lyJ6k3f0owcORLp6ekoKytDx44dcfz4cRw7dgxKSkqYPXs2vn//zpJIqKurw61bt5CVlQUVFRWOc4xqkZGcnAwfHx8cOnSIrKABjUHN3bt34enpyTUxJYzYCpUwDnuyiAHztcD88GUo/l67dg19+/bl+H7M9x1hZsNbE0NDQ7i6uqKoqAi3b99GTU0NmVR6+/YtUlNTERERAW9vb5b9mnpvF7V7Q0JCAlu3boW1tTVKSkogKSkJVVVV8li0tbXJBcy1a9cQEBDANUjt1KkTrKys4OnpyTW4FmacRhxjDq9evUJaWhqOHDkCBQUFjoU6v7nlfv36oV+/fuS/a2pqkJ+fz7EuaEoFTVQbNWGEtPLy8vDixQsAjb/XYcOGcfwdS0pKcO3aNZ6fOXz4cKSnp5M2Pwyio6MxdOhQgY6bF+KoJJ86dQrnz5/Hrl27WMYxGhoaOMYxZGVloa+vD319fZSUlODEiRNITU3FmTNnQKPRcPjwYaxZs4ZvO+zSpUuxdOlSlJeXgyAIgd1SLly4gFevXnFtPaYKYAICAhAYGMgyC9u3b184OzvDysqKI4l94cIFODs7k4H+lClT4O3tjdevX+PEiRNYvXo1rK2teY49CkK3bt1w5MgRbNmyBZaWlhyty1paWoiOjuarfyIrK9uiCVKGEvymTZtQW1uLmTNnwsXFpcmONwzYO626du2KiooKJCUlQVFREcHBwdDQ0OAr8ldTU4P4+HjK0Z+CggKcP39eoON59OiRUHPFwggzslv+1dXV4cWLF6iqqhLJopEdYcYj2M8hbjPoUlJSsLCwYElui5LAaQuuKRBVFIGR6WMPnuXl5TF79mxMmjQJy5cvR1RUFNd5D0VFRaSlpSElJQXFxcUAgCVLlmDOnDkcwi1NZe3atZCUlERMTAyZnVZSUsKWLVtYBKioaCl/XgZNEStoLpri9/mjtXcLiiDzfCtXrsRff/0FQ0NDSEhIkIv5x48fA2j8W9bU1GDGjBkci9muXbsiMDCQbDv+9OkT5OXlMXz4cIErTaJ40z948ABHjhzBkydPsGfPHly4cAH9+/cXexsYg/T0dERHRyM/P598sA0aNAhGRkZYvHgx1q9fjxEjRnAsPHgJerBz/fp1ODo6YuHChRxJGldXVxw8eBB2dnb47bffKJOGwoitUM26USWL2K8F9ocv4zio7Gl+RubOnYvq6mocP34cEhISCAoKgpqaGoBGoZ64uDiYmZlxiNc1laZ0b3z79g3FxcWora0FQRAsokjM8/4VFRV8Z5f79+/P8/OEGadp6pgDALK9UViaU/MDoLZR41Z14fZZwghp0Wg08vdJo9Eo1aA7duzI1UedwaZNm2BiYoLbt2+T1dpHjx6hsLAQERERLK+lqmLV1tZi586dHIEEI5Emjkoy0CjMtG7dOtjb22PVqlUC7dO/f39s3boVdnZ2uHTpEk6fPo2kpCScOnUK48eP5yloy0iyy8vLIykpCRkZGdDS0oK5uTnP46ZyieBHRUUFZSt5Q0MDZQfEu3fvWNpdJ06ciJcvXyIzMxNRUVE8r0eGJS0V2dnZHNeWqqoqEhISUFhYiIKCAnz69AndunWDlpaWQGOSQOsUc6ZPn47g4GBYW1tj5syZYgusAe5rEGa6dOmC0NBQaGpqcn2Nj48PTp06hWHDhuHu3bvQ1NTEs2fP8OHDB8oZaqrrr7KyEtnZ2SyWjlSIIswIUCv8EwQBNzc3sRQ6+P0uma819mcCt6SOuMRu23yuKeA308mA3dN5zpw5WL9+Pc8TNTMzE3v27MGZM2dYtpeXl5PiNNLS0pgzZw5LVWL8+PEcFht0Oh2rV6/m6Wn99etXREVF8X34M1SpBTnhW9Kfl8HJkyfh7u4Ob29vDBs2DPPnz8eSJUtw69YtKCgoIDIyUuT3zsnJEfi1re0V2loIM8/HWCjq6OjAy8uLsvX4/fv3mDhxotjsYZriTX/v3j0YGBhgxIgRuH37NjIyMhAWFobTp09j3759AglsCQPDJ/7PP//EH3/8gW7duqGiogI3b97EtWvXoKWlhZKSEpw9e1ZoVXBmGK2QvObmnJ2dUVZWRrlQnD17NrZu3YrJkydj7969+PjxI9npsnjxYty+fVvkY2sq3OxrqPgRbNeoKCsrg4yMDOU9t6n3djs7O3z8+BFeXl7Izc1FaGgo2TZ89OhRrsm9S5cuwd7eHl++fOGoZrCL5NDpdGRnZ/NcePK7zjdu3IgxY8YINU7TGhgZGaG6uhqLFy+m1Pxo6ljSqVOnBD6fmQXamJk9ezbWr1+P2bNnQ1NTEykpKejduzdiYmJw7NgxpKenU+5Hp9Nx9epVvsJS3CgqKkJERARpwTZw4ECYmppytFXyUz9mhmpRzlxJfv/+PSloxq+SzLBiu3XrFrZs2YK5c+fCzc0NFRUVmDBhglDPoPLyciQnJ+PUqVNITU2lfE1cXBw8PDwQGRkJBQUFzJ8/H+PGjUNhYSFWrFghdqFRKysrfPr0Cf7+/mQytKSkBPb29ujXrx+HjRDVdaupqQkPDw8W+1kqjI2NER4ezlLVrqqqwo4dO3Dy5Mlms3tr7mION4s+KgvW5rS0Axrtn3bs2IGSkhIkJiZyfd2ECRPg5OSE2bNnY+bMmQgNDUXv3r1ha2sLRUVFDoszqutPRkYGmpqaMDExoayUUwkzzpo1SyBhRl48ffoUhoaGyM7OpvwZv84QQcjNzYWTkxPevn0LGxsbrqJtzUVb5ZoCUauKpaWlZFWCG8OGDeMwc3/79i0WLVoEaWlpGBoakj5vixYtQteuXfHq1SucOHECCxYsID2QAerWYiqYq1biEAIS1p9XHLCLFTBmcJSVlfmKFfDDyMiII0kA/J+NGPM2fjdWQfw+f0aEnefbtm0bAgICsGTJEgQHBwucpRaVpnjTBwQEwMTEBLa2tmSm2MvLC3JycmIPrjMzM5GQkICDBw9i4sSJLD8zMzPDhQsXsH79elhYWFAG1m/fvkVCQgKePHkCJycn/Pvvvxg0aBDl77ewsJBvZnf58uVcZ9ibIrYiKt+/f8fZs2fx+PFjmJqaori4GAMGDOBwXNDT0/sprLh4wUt7Q5R7OzOidG8AjdfCqFGjYG1tLVCnlCh/g6aM07Dz6tUrlJSUYPTo0aiqqhKowvTgwQMUFxdTLtR9fHwo92luzQ9x2KiJKqQl7FgF1QhInz59WLoYrly5gqtXr7IEPlQBszCIWklmPMdnzJiB6OhoWFlZ4dmzZwJ5N7MjLy8PExMTnuJaR44cwbZt2zBu3Djs2bMHAwcORGRkJC5fvgx3d3e+57SwKv/u7u5YvXo1ZsyYQeoWfP78Gerq6kKtjQSZMX379i3Wrl2LAwcOQEZGBlevXoWLiwu+ffvWbBVmfsUccQTXVJaArUWXLl1gbm7O955QUVFBqmAPGjQIhYWF6NevHywsLGBjY8MRXG/YsAEaGhpCtfs3RZiRF+/fv+eqKbRixQocOHAA6urqAr8fM9XV1di1axdiYmKgqamJ8PBwgYL1ly9f4u7du5SdsKKMJbQF12KkXbt2+PLlC8/XfP78mSNDFBYWhl69euHw4cMsc3arVq0iBVPKysoQHx/PElyLkgQQhxCQsP68okL1EAca7WwAkN6Wp0+fblI2mLmydePGDezfvx9OTk7Q0tKClJQU8vPzsWPHDq7eioBwfp8/I8LM8wGNyt8jR46EtbU1We0RRlxCWJriTX/v3j24ublxbF++fDni4uLEepyxsbGwtLTkCKwZ3L59G7KyssjLy+P42bNnz6Cvrw9ZWVmUlZXBxsYGGRkZcHJyQkREBLS0tFheX1NTw3dut0uXLlzFk5oitiIK79+/x7Jly/D+/XvU1NRgyZIliIyMREFBAY4cOcIiSNRcSbwfhaaOjfTs2RNJSUmorq6GjIwMjh07RnZv8Fq0PHv2DEFBQQIrVXt5efFUN66urubY1pRxGgY1NTXYunUrMjIyICEhgXPnzsHPzw+VlZXYt28f18RAdHQ0GUAzFuqM/+elp9LSmh9ZWVmkgFp8fDxOnjyJPn368FzkCSOkxU9oiBn2oGnfvn2QkJDg+0yj0WjNMiImKSmJ6dOnY/r06SyVZEEYPnw4EhMTYWlpiTVr1oj92IDGIguj+zE7OxuTJk0C0Gi5R+VzzYwoKv89e/ZEcnIyrl27RornDRkyBGPHjuUaMFJtZ09sUXH06FEYGxtjw4YN6N69O06ePAldXV04OzsLZTkrDC1RzBFHckucULmpsNO9e3d8+PABysrK6NOnDzlG2q1bN8rzbOPGjYiIiBCq6twUYUaAeg1fWVmJtLQ0ruM5MjIylOrygsCwSysrK8OWLVtY3B14cfLkSbi6urIktBiIKoraFlyLkeHDhyMjI4PnDEJqairH4uby5ctwcXHhuRA2NDQUKdPKzr59+8jZVVGFgIT1523KsQr6EG9KcM08Y3Hw4EF4e3uz2K1NmDABbm5ucHBw4HqRtaTfZ2sgzDwfAzqdjpMnT8LJyQl2dna4ffs2aXkgbpriTS8tLU2ZFHv16hXPtlxRePDgAYvNBDtZWVlwd3fnGAEBGrPI2tra8PLyIgPpwMBAODg4YPfu3YiJiWF5fd++fXH79m2ec7G3bt1iOf/FJbYiCr6+vhgwYABSU1NJb2g/Pz9s2rQJ/v7+CA8P57qvKNXI/wWqqqpIUSXGoorhUU6FqqoqysvLBXrv0aNH4927d3xfJ06xLwYhISGkTgLD8mnlypVwcnLCzp07uarZx8TEwMLCAuvWrcPUqVNx6tQpVFRUYPPmzZg+fTrXz2tJzY/s7GysX78eurq6uHPnDhoaGlBfXw8nJyfU19dj0aJFXPcVVEiLXetAGPT19ZGZmQng/xR5ea15mhNBKsnKysosgaOSkhKOHTsGGxsbsa5XGCgoKODt27eQlpbGvXv3YGtrC6DxHsUvYBJV5V9SUpLsXmJ0cfAKKtiTYvxm35m/W3R0NFatWoUrV65g3759LArNzUFLFXOYEbZ7QFwUFxdj06ZNKCkpwdatW3m+dvLkyXBzc8OOHTugpaUFb29vzJgxA+np6ZRrZgUFBVRWVgp1PE29V1MlvRiV8E2bNlHuM2/ePKxZswbz58+HiooKR1xEtQZnVKuPHj0KDQ0NhIWFCdVaHhISgoULF2Lr1q1CuUjwoi24FiPGxsawtLTE0KFDKU3vT58+jejoaA5/ujdv3nDYrvzxxx8sJ9XgwYMFWsjww97eHhkZGVBUVMT06dNx4sQJoYUFhPXnFZXWeIiXlZWhR48eHNs7d+6MiooKrvs1t99na9OrVy/k5+dzWN9kZWXxfOjLysoiODgYhw8fRkBAAAoKChAcHMzTr1BURPWm19bWxq5duxAYGEhuKykpgbe3N6ZMmSLWY6ypqeFpf5WamoqXL1+itraW42e3b99GTEwMy6JJUlISlpaWLMrdDObNm4fg4GCMGzeO8px++/Yt9uzZw7JYF5fYiijcuHED4eHhLAmNLl26wN7enquyJyB6NfJXJj8/HzY2NhxWXYyWSm7jLfb29vD09IStrS369evHkYxiDsqb2ubLTnl5OXJzc9G9e3eOLgx20tLS4O7uziK+NGbMGHh6esLe3p5rcP3q1SssXrwYMjIyoNPpKCgogLa2NhwcHODr68t1Lm/FihVkUmzmzJmYP38+2rdvj1u3bpGtmeJi79692Lx5M4yNjUnVaFtbW3Tu3BlRUVE8g2tBhbSa8rfbvn073NzccOPGDaSnp2PVqlWQl5fHnDlzoKurK5Z5SXFCFSB06tQJYWFhXK3smoKuri7s7OzQoUMHKCoqYsyYMUhPTxfIykkUlX9huziokmKampr4+PEjqb3DDNX44MKFC7F7926cPHmSJTHdHKreLVXMYSBK94C4UFBQwKRJk+Dg4MDXY9nOzg5bt25Fbm4uDAwMkJCQgCVLlkBKSgp+fn4cr58wYQIsLCwwefJkqKiocHQciVsLAGC99srLy5GTk4Pu3buzdOCyExoaCoDax5uqipyXlwcnJyeUlZVh69atAlermXn79i1MTU3FFlgDbcG1WJkwYQLWrVsHa2tr0Ol0aGlpoWvXrqisrMS///6LR48ewd7enmPBJysrSyq7MmCcYAwqKyubJG7EoH379oiLi8P48ePx8uVL5OXlcX1fbuJdwvrzikprPMTV1dURFBQEX19fMotbUVGBnTt38vQVbG6/z9ZGmHk+qhubsbExNDQ0YGNjAz09Pb5tiQ0NDThz5gzy8vJI1WJmuM13ieJNv3XrVqxZswbjx48HQRBYuHAhvnz5Ajqdji1btvDcV1hUVVU5qsXM0Gg05OXlUZ7b9fX1lErFX758oUxWrFixAufPn4euri4WL14MDQ0NMkl0584dnDp1CioqKiyKwPy6WRhiKz4+PjzFVkShqqqKa6dAXV0d1/1ErUb+ynh4eKBnz55wcnISyj+aMX+/du1aDv0JXkG5sOzfvx/R0dFISEiAiooKbt26BXNzc3KhPm7cOISEhHDt5iorK6PsyFBSUqLUVWDQqVMn8lxSVVXFo0ePoK2tjf79+3NooTDDrvnh5+eHsLAwKCkpNVnzg52ioiL4+/tzbJ85cyaCg4O57scupOXo6Ihx48YhKioKtbW1PBfPdXV1+PDhA1mpY+78oAqYJCUlSeV1d3d3XL16FRkZGVi0aBH69OmD2bNnQ1dXl2uHRHPD7N3N61lDo9HE3tmyefNmKCoq4sWLFzA0NISkpCQ+fPgAfX19bNy4kee+oqj8C9vFIWxihVfClXn+ll/7bF5eHtfnOa9zs6WKOQxE7R4QBwoKCgKvOeTk5HDgwAEAjdevoaEhRowYAX19fcq1aGZmJhQUFHDv3j3cu3eP5WdN7f5kh/3+fvv2bZiZmZHn9tixY7ne34XpqN2xYweOHj2K33//HQcOHICqqirXhBmvexGdTsezZ8/Qt29fgT+bH23BtZixsrLCyJEjcfToUZw/fx4VFRXo2rUrRo0aBXd3d8pqz4ABA3DlyhWeok9ZWVli8Y00MTFBYGAgQkNDeV5QvBZSI0eOxLlz51BbW4tu3bqR/rzKyspiV31t6Yf4tm3bYGxsjEmTJpG2R0+ePCHbobjR3H6frY0w83zcDAg0NDSQlJQEOzs7vg8QPz8/REdHg06nC51NFMabHmhMgMTFxeH69euk4u2gQYMwceJEgebQhIFRTZ4wYQJlx8i7d+8QHBxMWamdMGECQkJCWNRfP378iJ07d1JahklKSiIqKgrBwcFITExkyQR3794dBgYGsLKy4juXzYygYitZWVk4dOgQnjx5IvDM6OjRoxEbG8sixFJbW4v9+/fzrGSKWo38lXn48CFOnTol8Ow0A1H8PIUlPj4eYWFhMDY2JtuWnZyc0LFjR8THx0NWVhYbNmxAWFgYVz/u/v3749q1axwdG2fOnOH5nUeNGoXQ0FC4urqCTqcjISEB5ubmyM3N5TvqwNz+yuikag7k5OQokwcPHz7kmWAXVUjr+vXrsLe3x4cPHzh+1r59e77VSGlpaUydOhVTp05FTU0NEhMTERgYiN27dze7sjI3SktLyURkU1rgRUFCQoJDmVlQpfRx48bB398fXl5eUFNTQ2hoKAwMDHDu3DmuHYaidnEIiqjjg8yEh4dj9+7d6NKlC8d1xi+wa6liDgNRugdakmPHjpHt1kuXLoWOjg4MDAzw8OFDEASBxMREHD58mCNB31L2r1T3d0dHR6Hu74LCaNF//vw5V9tAQRLDpqam8PDwwIsXLyg7tkRxCWoLrpuBMWPG8KxysqOnpwc/Pz+MHTuWsu25qKiInAVuKubm5li+fDk+f/6M6dOnIzExUWAhCma7sJ49e2Lu3Lksin/jx48XSolQWFriIT5w4ECcO3cOZ86cIQUcDAwMoKury3P+Vhi/z58VQef5/v77b67nVNeuXXHo0CGEhoZS2jAwSE5OxrZt22BoaCjQsYnqTc/MuHHjUFBQgGXLlglV7RMGQ0NDpKenQ09PD6amptDS0kKXLl1QUVGBnJwcREZGQkVFhTJJ5eDggJUrV2L8+PGorq6GlZUVXr58ia5du1K2gQGN4iB2dnawsbHBixcvSN/w3r17i6yOyk9shXlm9O7duwLPjG7duhWGhob4999/UVtbC3d3dzx+/BiVlZUc8+TMiFqN/JVRVFTkKlTHC2GeW6KSmJgIBwcHGBgYAGg8n54+fQo7OzsywWxlZQVfX1+ui68NGzbAxsYGxcXFqK+vx+nTp/H48WOcP3+eZbyDHRsbG5iYmOD48eNYvnw5QkJCMGbMGHz79o2npzNBEDh9+jTu3buH79+/C9xJIwpz586Ft7c3vL29QaPRUFVVhaysLHh6evIMJkQV0tq9ezfU1NRgZGSE9evXIyAgAK9evUJwcLDA34vdB1dFRUUo6y1xw1ydFUUluamIIkgHiKbyL2oXh7jhpeUQExMDKysrkYKpkSNHIj09HWVlZejYsSNZzFFSUsLs2bPx/ft3oRLE/BCle6CliIiIwL59+zB37lx06NABgYGBOHnyJAiCQExMDAiCwI4dOxAYGIg9e/aw7PvkyRPcunUL5eXlkJeXh4aGRrO4uDT1/v7s2TNs27aNvNeyw7zWF1cy2MbGBgAoYyxRO7bagusfgIULF+L8+fNYvHgxFixYgHHjxkFeXh4fP35ETk4OkpKSMHXqVMo5blGQk5ODnJwcoqOjMWTIEIEEpqjswkpLS/nahYmblniIy8rKYtmyZULto6Wlhfj4eDI4unPnDgYOHAhnZ2eBLC5+JlatWsVTXIpbyzMzlpaWPGfRq6uruSpqU0ElnCElJYWuXbsiOTmZ3MYvSx4aGgodHZ1mC66lpaVx+PBh+Pr6IiAggGW2WkZGhrS/omrzZihAnzlzBvfv30dDQwOWL1+O+fPn863uS0lJNbnlSVCxFVFnRvv374+UlBRy4dTQ0EBm5dln/ZlpSjXyV8XKygpeXl7w8fFB3759BU6k1NTUID4+nlLMp6CgAOfPn2/ysZWUlJCCdUDjrD2NRiOrRUBjQPjq1Suu7zF16lTs3bsXYWFhkJSUREREBAYOHIjAwECez8mBAwfiwoUL+Pr1Kzp16oTExESkpKRASUkJs2bN4rqfn58fDh8+jMGDBzfbvYGBjY0N3rx5Q14nenp6IAgCU6ZMIcWxqBBVSKuoqAiJiYkYPHgwhg4dio4dO8LIyAgdO3ZEREQEV8Eq9mdx7969oaOjA3d391YTOKNCFJXkpiCsIF1iYiKWLFkCgLfK/969e7Fq1SqOzxO1i0MUSktL4efnx3J/YIwQlJeXo7CwkHK/T58+iTSPnZ6ejujoaOTn55MJrUGDBsHIyAiLFy/G+vXrMWLECJ5OLsLCq3uguRTRBSUhIQHe3t5kkk1XVxf6+voICQkh192Ojo5ksAg0dsM5OzvjypUrLElBGo2G8ePHw8fHh6ctpLA09f6+bds2vH//HtbW1nxHYcWVDGZ2DBIXbcH1D8KBAwcQGRmJY8eO4cSJE+T23377DVZWVmK9eTAYM2aMwKqIotqFiYOWfIjzEk4CeGfK6HQ65azcr0ZpaSnPGVhxMHHiRFy5ckXgyrW4Wp64tbSLk44dO2L79u3YsmUL8vPz8fHjR8jLy2P48OF8g+QOHTqQC7GWRlCxFVFnRoFGWybmhYEgiFqN/NWg0+kcc9LcWpe5ZeJ9fHxw6tQpDBs2DHfv3oWmpiaePXuGDx8+iLW9nvk48/LyIC8vj4EDB5LbeM3fM5g0aRJZnRWG9u3bk88wBQUFnkrTDJKSkuDj49Milj3S0tLYtWsXNm7cSCbRBg0axDdQElVIS1JSkrzvqKqqori4GOPGjcPYsWMpO2IOHz6Ms2fPIj8/H8rKytDR0YGLi0uLBa/CIopKclMQNrno6uqKdu3akS4jAEixqfbt20NWVhZr165lqUIPGTIEV69ehYKCgshdHKLg5eWFJ0+eQEdHBxERETA1NcWTJ0+QmZnJs/185MiRKCgoIEftBP2smJgY/Pnnn7CxsUG3bt1QUVGBmzdvwtXVFUlJSaTwqDixs7ODpaWlUN0DLcWrV69YijXq6uqQkpJi+b2qqKiQwnRfv36FsbEx6urq4Ofnh3HjxqFbt274/Pkzbty4gX379mHlypU4deqUWBPRTbm/5+fnIzY2FmpqamI7Hn4wCkI1NTUoLS1Fnz59QBBEk2b624LrHwQJCQmsWbMGa9aswYsXL/Dhwwd069YNvXv3FvvcJwNhVBFb0i6MQWs8xNmrrrW1tXj+/DmKi4t5Li5bsm2wtRG1nVgYhg8fDn9/f1y/fh39+/fnuMk1h7JlSyMrK8uS4aWCX7KHmeaelxVUbEXUmdFv377h8OHDXEVvuH0/UauRvxo+Pj5NvjYvXLgAX19fzJ49GzNnzoSnpyd69+4NW1tbSgV7Bi9evEBAQAAePnxI6W3NXBkYPHgwcnJyoKKigs+fP+PmzZsc1eaMjAwOBw0q1WJuMFfJxHENVVdXs8y0tgSdOnXCiBEjyOuAUenh1norqpAWnU5HZmYmjI2N0bdvX+Tl5WHVqlV48+YN5et9fX1JO53hw4cDYBW2YuZHuE+3tEqysMlFIyMjODk5QVpaGjo6OuT2+vp6BAUFISIiAv3798ehQ4fInzHfG0Xt4hCF3NxchISEYPTo0bh8+TK0tbWhrq6OwMBAZGVlUbpWAICOjg62b9+Oe/fuUc60sle1MzMzkZCQgIMHD3J0sJmZmeHChQtYv349LCwsxCL0y4yioiJl90C3bt3E0rnTFGpraznW4NLS0izrIxqNRuoNMApk7MGzvLw8Zs+ejUmTJmH58uWIiooS23Ug6v2dQbdu3Tiu0eaGIAjSyqu2thbnzp1DYGAg2rVrh+3bt4sUZLcF1z8gvXv3bnZVQkA4VcSWtAtj0BoPcW5BcHBwMKXgC4OWbBtsbVqiunv8+HEoKCigsLCQo9VM3MqWzMybN++HaiVmTvZUV1cjPT0dQ4YMgYaGBqSkpFBQUICCgoJWq2ZTIerMqIeHB9LT0zFp0iRKtVNeiFKN/NUQR1W1oqKCtJYaNGgQCgsL0a9fP1hYWMDGxoZFbI6ZLVu24N27d9DR0eG7MDI0NISrqyuKiopw+/Zt1NTUkKM9b9++RWpqKiIiIjgqUoJWjdhVi6nGVFJTUzFt2jSBr/WJEyfin3/+EbtgJxV37tzB1q1b8fz5c5bt/IR5RBXSMjMzw/r16yEjIwNdXV0EBwfD3NwcRUVFlEKJjOD+4cOHpC4JFc15nxaGllRJBoRPLjo5OYFGo8He3h4yMjKYPn06SktLsXnzZuTn58PIyAh2dnY8Z8ZF7eIQlurqanJEp1+/figqKoK6ujoWLFjA81xjKOofPnyY42dUKuOxsbGwtLTkOhp2+/ZtyMrKIi8vT7QvwkZ1dTV27tyJM2fOQFJSEvPnz4ednR2AxmdLhw4dsGXLFrx58wZOTk5i+cyWIC0tDRs2bOB6n5OVlcXGjRuxZ88esV0Hot7fGaxYsQK7d+9GQEBAi63Fjh49iuTkZLi5uZEdGNra2vDw8ICCggJ5LghDW3D9P4wwqogtaRfG4Ed6iOvp6WHRokXw8PCg/HlLtg22NgcPHhTrjA4VLaVsCbDatjD/fSsqKuDs7Iz9+/e32LGww5zsYSjZswcZQUFBKCkpaelD44qoM6OZmZnw8/Njqd5w40eq6P9IfPz4EWlpaZg/fz7k5OTI6telS5fQvXt3WFpa8qzAdu/eHR8+fICysjL69OmD4uJiAI3VBF6iWPfv30dsbKxAXUVz585FdXU1jh8/DgkJCQQFBZEtgOHh4YiLi4OZmRnmz5/Psp+oqsVUCdOzZ8/C3t6eZxKbWSSxW7du8PX1JX2k2bvJxPn88fLyQpcuXSg9inlRU1ODyMhI6OjoQEVFBc7OzkhPT4eWlhYCAgK4qk1PmzYNiYmJkJSUhJKSEiIiIhAZGYnp06dTVrxb8t4sDlr6eEVJLjo6OoJGo8HW1hYmJiaIjY1Fp06dEBkZiXHjxlHuk5GRIZCThji9p3v37o3i4mIoKSlBVVWVTPQ0NDRwrA+ZycnJEepcfvDgAekrT0VWVhbc3d3h6ekp+MHzYNeuXYiLi8O8efMgIyODuLg4yMnJwcLCAl5eXjh+/Dj69OnDMirZWkRGRrK0VNfV1SE6OppcezOLDJeWlvJtrx42bJhYhT9Fub9PmzaNpevq5cuX+OOPP/Dbb79x3GubYz46Pj4erq6umDFjBnlOzZ49GzIyMvD29m4Lrlsb9hOEF81xggiLMKqILWkXxuBHeog/evSIZ8W2NdoGmxtughPKysocC+2W8jOtqalBfn4+X3stfuTl5eHFixcAGhMjw4YN41iolJSU4Nq1a036HHGSlpaG06dPc2xfsGCBWBdQTYUxM2ptbc1ibcZvZlRCQkLg+4c4qpG/Gi9evMDy5ctRWVmJiRMnQk5ODj4+Pjh27BhmzZoFWVlZWFhYICIigqsuxuTJk+Hm5oYdO3ZAS0sL3t7emDFjBtLT06GoqMj1s/v27cuyqOPH4sWLKeeAzczMsG7dOq6BIDsvXrxAcXEx2rVrhwEDBvA8RmFhF0ns0aMH7ty5gzt37rBsF3dyt6ioCAkJCRgyZIhQ+wUEBCA5ORkTJ05EdnY2Tp8+jY0bN+Kff/6Bv78/z9Ek5qTI6NGjRbKe+VFZuHAhFi1ahLlz57ZIV5moyUVG0jQsLAwjR45ESEgIz+MVZASPn/e0sDAEN319fTF58mQYGRlBWVkZ2dnZGDx4MNf9FixYgODgYIFH+mpqatCxY0euP09NTcXLly95jqoIw4ULF+Ds7Ezaik6ZMgXe3t54/fo1Tpw4AVNTU1hbW7eo4jwVysrKyMjIYNn222+/ccQTSkpKABpn9798+cLzPT9//iz2Z6aw93c9PT2xjBu+efMGsbGxKCoqgpSUFAYOHAh9fX2+IrulpaWU99vBgwfzTCrzoi24FiPiOkFaCmFUEVvSLqw1cXR05NhWWVmJ7OxsnvObLdk22FIIkywSt59pYWEhtm3bhqKiInJ+SJyfR6PRyMUMjUajXKh07NjxhxLE6ty5MwoLCzn8K3Nzc7naorUmffr0gaysLHJzcwWyhJk5cyZOnz4tkKCZqNXIX5l9+/ahf//+2L9/P2RlZfHx40fEx8djxowZpLBRr169EBISwjK/uXLlSuzbtw+dO3eGnZ0dtm7ditzcXBgYGCAhIQFLliyBlJQUV7s3AHBzc4O7uzuMjIzw+++/c1QbBA3WBO2I+fbtGzZv3sySgJWQkMCCBQvg5uYmlpk9bsnd8vJy5OTkoHv37s3ijKGkpCRS0HD27Fns3r0bw4YNw/bt2zFmzBhYWlrizz//hLm5OcfrS0pKcOLECZiZmUFeXh5VVVVwcXEhuxzWrVvH0T3wMzJ+/HgcPHgQfn5+mDZtGhYtWoQJEyY021pN1OQi0Bhg02g0xMXFobi4mGcSOTs7u8Xv+2vWrIGUlBRoNBrU1dWxfv16hISEQElJCTt37uS6X3V1tVB2Waqqqrh16xbXoIhGoyEvL4/jWSgq7969YxHpnDhxIl6+fInMzExERUX9MIUTYQtOw4cPR0ZGBk/h39TUVKirqzf10ASC2/19w4YNTX7v4uJirFixAu3bt4e6ujrq6+tx6tQpxMbG4vjx4yyCauz06tUL+fn5HK4kWVlZIq8n2oJrMSKOE6QlEcZTsaXtwlqL0tJSjm0yMjJYvXo1xxxna7UNthTM7bRFRUXYt28f1q5dC01NTUhLSyM/Px/79+/H2rVrxf7ZO3bsgJSUFNzc3ODl5QUHBwc8f/4csbGxYlFk19LSIttM6XQ6rl69ytOu5kdg6dKlcHV1RUlJCdTU1EAQBPLy8hAbGwt7e/vWPjzs378f0dHRSEhIgIqKCm7dugVzc3Mycz5u3DiEhIRwXWR17twZkZGRyMrKohS9+ZVEAZuDa9euISgoiOzAuHbtGurr61kqVxMmTEBkZCTLfgxfcaBxXvTAgQPkz8LDw1FYWIju3bujR48eXD/74cOHePToEWUrp6g+obzYsWMHHj9+jMjISKirq6OhoQG5ubnw8vKCn58fXF1dxfI5Bw4cwJEjR8hz+vbt2zAzMyM7vsaOHcvznBaFtWvXwsfHBx4eHujXr5/AYjoVFRVkZ1l2djZZOerWrRuHX+z9+/dhYGCAbt26kQlhFxcXnDt3DiYmJujUqRO2b98OOTk50jv7Z8XOzg6bN2/GtWvXkJSUhI0bN0JOTg56enpYsGBBky0KudGnTx+Wuetv374hMDCQY2aXeR0BNArZycnJwdzcHKtWrWKxZWSsI1qriBMeHo758+eTQZKZmZlATjaGhobYsGEDDA0N0adPH47rhT35Nm/ePAQHB2PChAmUXSzv3r1DcHCwUONBvKitrWWplEtKSqJdu3ZwdHT8YQJrUTA2NoalpSWGDh1KuTY/ffo0oqOjERUV1QpHx50HDx6guLiYLKww7N7u3r0LHx8fyn38/f0xduxYBAQEkGuH6upq2NvbIyAgAGFhYVw/b/Xq1fDw8EBZWRkIgsD169cRFxeHo0ePUhbcBIFGtIQ60f8oDx48wJEjR/DkyRPs2bMHFy5cwIABA364i7W6uhrt2rXD9+/fSU9FqkxWQ0MDaRfG3DL822+/wcjICGZmZj9V5b6pCLrooNFoP8QYQFNYuHAhrKysMGPGDJbtjJZD9lalpqKpqYkjR45AXV0dS5cuhb29PUaNGoXDhw8jKyvrh3sYtBRhYWGIiYkhhQOVlJRgZmYGAwODVj2u+Ph4eHt7w9jYGObm5pCVlcWsWbPw9etXREVFQVZWFhs2bMCff/7JouXADD/xpaNHj/L8uaamJlJSUv5nK9dqamrIzMwkWwI9PDyQkJCAmzdvkgH3y5cvMXv2bNy9e5fcj06nN7kKNnnyZEyZMgUrV66kDDT5teUJC8PbnL2yl52djU2bNuHmzZs89xfkXBHHOS0K06ZNw9u3b1nsMZnhlqiYM2cOrK2t0atXLyxcuBBJSUmg0+k4fPgwTp48idTUVPK1GzZsgKSkJHbt2gVJSUmUlZVhypQpWLRoEdnFExsbi4yMDMTExIjtu/0IfPv2DUePHsWBAwdQXV0NLS0trFq1CjNnzhT5PbkJYjGS7FevXoWrqyvevHnDIdApyjpCHNesKIwcORKnTp0SylILAM/KKVXyrba2FoaGhnj79i1MTU2hpaWFLl26oKKiAjk5OYiMjISKigqio6NZkg+iQvX71NTURFJSktDf9UcjJCQEe/bsAZ1Oh5aWFrp27YrKykr8+++/ePToEezt7cVqs9hUoqOjyQCaRqOR45g0Gg2jRo3iug7Q1NREfHw8h/DygwcPsGLFCuTm5vL83Pj4eISEhJAuCQoKCjAzMxP5d9NWuW4m7t27h+XLl0NDQwP37t1DTU0N7t+/Dx8fH+zbtw9Tp05t7UMkadeuHcrLy8n2Um4tIq1hF9aSVFVVQUJCgtJ/7+3bt/Dw8GAR1ZXw4AAAXvRJREFUtxK0RedXyF+VlJRQtrX16dMHr1+/FvvnNTQ0kIrRffv2JVvkpk+fzjMDKQrfv3/HwYMHudqo/UiCWBYWFrCwsCB9LAWdTW1uEhMT4eDgQAb5+fn5ePr0Kezs7MhqmpWVFXx9fbkGIvyC5zZ4Iy8vj7KyMjK4vnbtGtTU1Fi0BO7fv0/ZofHmzRtKCy12uGkrfPr0CWZmZhxtdc2FtLQ0pZiTvLw8xxgJVeWhtrYWO3fu5Jg1ZO6OEMc5LQqidsCtWbMGmzZtgoSEBDm+tX//fuzfv5+j2pObm4uDBw+SgQlDW4JZTHDkyJHYtWuXiN/ix+Pt27dISUlBSkoKiouLoaWlBT09PZSVlWHbtm3IycnhKaLFi6YIYomiLaOnp9fidkUAoKGhgYsXLwrtxiBscUFaWhqHDx+Gr68vAgICWMYkZGRkyNlvcQTWDKgKQ7/CutbKygojR47E0aNHcf78eVRUVKBr164YNWoU3N3doamp2dqHyEJMTAwsLCywbt06TJ06FadOnUJFRQU2b96M6dOnc92vU6dOqKmp4dhOtY2KpUuXYunSpSgvLwdBEFBQUMC///6LKVOm4NKlS0J/j7bgupkICAiAqakpbG1tyZPXy8sLcnJyrR5cN7V9E2g5u7CWoKKiAg4ODsjKygKNRsOMGTPg5+dHfv/4+HiOGzw7Fy9epMxAP3/+HI6OjoiNjW22428JBg8ejOjoaLi6upIPobq6OoSFhZE2aeKkX79+yMnJwbx586CiooKCggIAjfPvgt4sBYVhAfXnn3+2mDCbqLx8+RJ3796l/B20pqhZSUkJi2f3jRs3QKPRSDcCoFEUkV0kLycnB5qampCSkkJOTg7X92dkrdvgzuTJkxESEoKAgAD8/fffePbsGSnQAzSqyB44cIAc/WGGSnyGGX42UJMmTcKNGzf4vo+4WLlyJXx8fBAUFETqg3z9+hWBgYEcXRxUoz6ampr4+PEjmaSiQtRzuqno6emJtN+CBQtAp9NRWlpK2jINHz4chw4dYvkeQON9lLlKl5ubCykpKZYZ8k6dOlHqXfxsJCcnIzk5GTdv3oS8vDwprsU8r6uoqAhvb2+Rg+uWFsRqrRGZjh07wt/fH6GhoVBVVeUI8LklohmdKzU1NSgtLUWfPn1AEATPkYeOHTti+/bt2LJlC/Lz8/Hx40fIy8tj+PDhAqmkC4uXlxfL9xEkAfezMGbMGIwZM6a1D0MgXr16hcWLF0NGRgZ0Oh0FBQXQ1taGg4MDfH19uVaSx44dC39/fwQHB6Nr164AGvUxAgICKC0FucGsN1VdXc0h7iwobcF1M3Hv3j24ublxbF++fDni4uJa4YgaiY+PR1hYGIyNjcmHq5OTEzp27Ij4+Hiy1S0sLEys2fgfGT8/P+Tl5ZFen9HR0dizZw82btwIW1tbXLp0CaNHj+Zp+2BtbY39+/ezeE0ePnwYQUFBYm+JbA22bNmC1atX48qVKxg6dCgIgkBBQQG+ffvWLPYUK1asIBc6M2fOxPz589G+fXvcunWL9OEVF5mZmQgKCvqhukmoOHnyJFxdXSnbRcWtCisKzJn/vLw8yMvLs4iIVFVVcXSFGBkZke14vNrC2QM7UauRvzIbNmyAkZERxowZA4IgoKamRgaa8fHx2Lt3L2g0GtatW8exb3BwcJNsFMeMGQNvb29cuXIFffv2hZQU69JCHJoTVHYtU6dOhaqqKiQlJfHkyRNUV1fj06dPLPs1pSNClHNaFJjtAHnN+NFoNK4zh0Bje2u/fv3IAGbcuHGUAYyioiJevHhBdjlkZ2dDU1OTJaF+584dsaqvtxbOzs6YOnUq+Xymqkb27dsXhoaGIn/GzyKI1VRkZWVFes4QBIFdu3bh6NGjqK2txblz5xAYGIh27dph+/btPINsWVlZjuSQuBk9ejQ5asVAkARcG+KnU6dOqKurA9AobPfo0SNoa2ujf//+PC3D7OzssGzZMvKZQKPR8OTJE3Tu3LlVRlvagutmQlpamlIC/9WrV2J5GItKa7W6/chcvXoVbm5umDNnDoDGdjgbGxs8f/4cN2/ehKurK9+ZVnt7e2zcuBEHDhxAr1694ODggIKCApiZmcHKyqolvkazMmrUKJw5cwYJCQmk57ienh6WL1/OU+hIVBYtWoQuXbqga9eu6N+/P/z8/BAWFgYlJSW4uLiI9bNoNJpASq6tTUhICBYuXIitW7c2S+a+KQwePBg5OTlQUVHB58+fcfPmTQ4BlYyMDI55qL///pvMFGdmZgrchidqNfJXpkePHkhNTcW1a9dAo9Ewfvx4ctEqKSmJOXPmwMTEhFKxVUtLq0nzm5GRkejWrRsKCgrILhMG4rKqamk3DlHPaVEoLS0lq8RU57YgCBPAzJgxA7t27YKHhwcuXbqEN2/esCRdysrKsHfvXp5tmD8Lly9f5nA/YWfkyJFNUn7/VQWx2NmwYQMUFRU57tN1dXUcs+TMHD16FMnJyXBzc8P27dsBANra2vDw8ICCgoJIPsLipG0k6ceBoafh6uoKOp2OhIQEmJubIzc3l6dlmKKiItLS0pCcnIyHDx+CIAgsXrwYc+fOFcpjXWwQbTQL27ZtI1atWkWUl5cTGhoaxPPnz4lHjx4Rc+bMIRwdHVvtuDQ0NIgnT56Q/w4LCyPodDpRXFxMbnv+/DmhpqbWCkfXOgwbNowoLS1l2TZ06FBi6tSpxKNHjwR+n9jYWGLEiBHEiBEjCH19fZbfaRvCceLECeLDhw8t8llOTk5EYGBgi3xWUxg+fDjx+PHj1j4MSlJSUggNDQ3Cy8uLWLRoETFkyBCioKCAIAiCKCsrIw4dOkQMGzaMSEpK4voeenp6xP3791vqkNv4/wwePJh4//59ax/GD4c4zumW5MiRI8SECROIkydPEiNGjCCeP39OpKWlEWPGjCF27tzJ8trKykrC0NCQGDx4MDF48GDCysqKaGhoIAiicU2gpqZG6OrqEp8+fWqNryJ27t+/Tzg4OBBLly4l3rx5Q8TExBDXr18X2/tTXUMaGhrE06dPxfYZPwJ0Op3yufzkyRNCXV2d636zZ88mzp8/TxAEQa6HCYIgMjMziSlTpjTPwbbxU1JcXEz8+eefxMGDB4kvX74QU6dOJUaOHEkMHTqU2LVrl0DvkZqaSlRVVTX5WC5fvkzQ6XSR9m2rXDcTW7duxZo1azB+/HgQBIGFCxfiy5cvoNPp2LJlS6seW0u1uv0s1NXVccyXy8jIYNu2bWQ1XxAMDAwgLS0NDw8P2NjY8PTV+9ngZ0cg7tbbwMBAuLq6QkNDA9OnT8eMGTPEOuPP/H2qqqpw6tQpXLt2DX379uXIyv8obcV0Oh3Pnj1rNuuYpjB37lxUV1fj+PHjkJCQQFBQENTU1AA02rfExcXBzMyMp2/uy5cvWao/bbQMysrKP6Vwjyh2LcIgjnNaVD59+oRnz55xiMzx0h6Ij4+Hq6srZsyYQY4wzZ49GzIyMvD29mapDsrKyiImJgYPHz6EhIQEy3OuX79+2LJlCxYuXMizUvSz0FLisr+qIFZsbCxp30cQBBYtWsTxvT5//sxTr6S0tBRDhgzh2D548GC8f/9evAfcxk/NwIEDceHCBXz9+hWdOnVCYmIiUlJSoKSkhFmzZgn0Hq6urhgxYgTP9QS7BR4Vz549E/i42WkLrpsJWVlZxMXF4fr16ygsLERDQwMGDRqEiRMntuoNtyVb3X52+LUKs88AMmNpacmiyvuzW3GxtyrW1dXhxYsXqKqqwuzZs8X+eVevXkV+fj4uX76M9PR07Ny5E/3798f06dMxffp0ror2gsL+fRgLVnGLE4kTU1NTeHh44MWLF5Q+0OxeoS3N4sWLKQWtzMzMsG7dOr7K5mZmZnB2dsbq1aspvVB/dLG5nxVR1IrZodPpPFu2xe1zzc+uRVw09ZwWhaSkJLi5uaGmpobDuYCXqJwoAQxVAlhbW1uEo/5xaSlx2V9VEGvhwoX4+PEjCILA/v37MWvWLI7v1KlTJ0qhRAa9evVCfn4+h5tAVlbWLyOM+7Pw6tUrlJSUYPTo0aiqqmpxOzdBaN++Pfn8V1BQEFqdnv2+ScWpU6cEei+GLoWwtAXXzURSUhJmzpyJcePGYdy4ceT2L1++wNvbu9VusIaGhnB1dUVRURFu376NmpoaUkjo7du3SE1NRUREBLy9vVvl+FoDGo1GuTDkN9/X0jOArQnVTBJBEHBzc2s2Oyh1dXWoq6tj/fr1ePXqFfbs2YODBw8iPDy8yYv1n3HGysbGBgAor01ei+7WhmrGl4qAgAAAjQrizNcVwUepuo3Wx8fHh+VvVldXh6dPn+L06dNwcHAQ++eJatdiZWXFoi8iKoKe06IQFBSE+fPnw9jYWCi7pbYAhpqWEJf9lQWxOnToQGom0Gg0rF69mqWz8f79+zh27Bj27t2LW7duUb7H6tWr4eHhgbKyMhAEgevXryMuLg5Hjx7l2xXXhnioqanB1q1bkZGRAQkJCZw7dw5+fn6orKzEvn37Wmcu+f+zcuVKgV5Ho9HEJqArjqQyL9qC62bCwcEBUVFRCAsLY1Hc/P79O5KSklotuG7NVrcfFYIgsG7dOhbBl+rqatjZ2fG0mhDVj/RXgUajwdTUFIaGhrC1tRXrezc0NCA/Px83b97EjRs3cPv2bQDgSFaJi1evXqFz586QlZXFjRs3cP78eWhpaZEidz8CP3v3Az9+JD/xNoRj4cKFlNvpdDqSk5Mxb948sX6eqHYtubm5reIPLAyfPn2Cqakpi1WUILQFMNS0hLjsz5isFQVGkF1dXY20tDTExcWhoKAAEhISmDFjBtf9Fi1ahLq6OoSEhOD79+9wdXWFgoICbG1tWewC22g+QkJC8ODBAxw5cgSWlpYAGoNaJycn7Ny5kxSaaw34Oerk5ubixYsXAgu5jho1qtXv823BdTMiJyeHxYsXY//+/RgxYkRrHw5Ja7S6/chQ+YoKYp+VlJQk8Ge0tk1Sc/H+/Xt8/fpV7O87atQofP/+HSNHjsSoUaNgaWkJTU1NsfmEMpOZmQlbW1uEhoZCRUUFa9asQe/evXHq1Cl8+vSpSRYt4oTXOfn9+/cWPJLm4Wfx4fxZ+P79O86ePYuSkhKsXr0axcXFGDBgAF/lZHGipaUldnV/QHS7Fj09PQQEBGDdunVQUVFplvtJU5k5cyaysrKEDq7bAhhqtLW1sWvXLgQGBpLbSkpK4O3tjSlTprTegf2EPH78GHFxcUhOTsanT59Ao9GwaNEiWFpacnRMsLN06VIsXboU5eXlIAjih2xH/pVJS0uDu7s7i3r9mDFj4OnpCXt7+1YNrrkVG798+QJfX1+8ePEC48ePh5eXF9f3YO5KOnjwYHMdqsC0BdfNBI1GQ2BgIMLDw7Fy5Up4e3v/UFUwKpqz1e1HRtQuAkHbHX8ED+KmQiX+UFlZibS0NJ6zVqIybtw45OTkoKSkBN27d4eSkhKUlZWbpb3xwIEDWL16NcaPH4+DBw9CWVkZaWlpyMjIwL59+36Y4PrTp08ICQlBUVER6XVNEARqa2vx8OFD5OXltfIRNo2amhrEx8ezfD/G9oKCApw/f74Vj+7n4v3791i2bBnev3+Pmpoa6OvrIzIyEgUFBYiOjmZpi3Z1dcWkSZMwfvx4sQvKpaWlNck/mxui2rVcuHABr169wrlz5yh//iOMHtjb20NXVxfnz59H7969OUaPeD2v2gIYTn5kcdmfgbq6Opw/fx5xcXH4999/ISMjg8mTJ0NHRwdbtmyBsbEx38AaAF68eIH//vuPMhH8s6+PfgbKysrQp08fju1KSkr4/PlzKxwRb7Kzs+Hi4oLPnz/Dw8MDS5cu5fn6H60rqS24biYIgoCEhAScnZ2hqqoKBwcHlJSUkPPNbfz8PHjwoLUPocWgEn+QlpbGxIkTsWnTJrF/3v79+9HQ0IB79+7h2rVrOHPmDLy9vSEvL4+xY8eKdayipKQE+/btg4SEBK5evYrJkydDQkICmpqaPKtgLc327duRnZ2NCRMmID09Hbq6uigpKUFhYWGz/A1aGh8fH5w6dQrDhg3D3bt3oampiWfPnuHDhw9c23zboMbX1xcDBgxAamoqxo8fDwDw8/PDpk2b4Ofnh/DwcPK1v//+O6KiomBvbw8NDQ1MnjwZkyZNQr9+/QT+PHZxR4IgUFVVhc+fP4t9ZARo1B8wMTHB8ePHsXz5coSEhGDMmDH49u0bVq9ezXW/n2GUZ8eOHaiqqkJNTY3I9x/m7oR///0XW7ZswaVLl8htSUlJpJI4vw6snz3w+VHFZX8WpkyZgi9fvmDs2LHw9fWFtrY22Z5rb28v0HucOnUK27ZtI5X9mfkVig8/A/3798e1a9egr6/Psv3MmTN8xXtbkqqqKvj6+iIxMRHjxo2Dt7e3QGKmP1pXUltw3UwwLzQMDQ3Ru3dvbNq0CY8ePWrFo2qjNXj16tVPr3Tc3OIPVEhISEBdXR10Oh3Dhg3D33//jVOnTiE1NVWswXXnzp1RWVmJL1++4M6dOzA1NQUAPH/+HF27dhXb5zSVq1evwt/fH5MnT8aDBw+wevVq0Ol0uLi4/BL3lQsXLsDX1xezZ8/GzJkz4enpid69e8PW1ha1tbWtfXg/FTdu3EB4eDjLTGmXLl1gb2/PIR5jbm4Oc3NzVFZW4sqVK7h8+TIOHTqE9u3bY9KkSZg8eTLGjh3LsypAJe4oLS0NLS2tZlGxF9WuhWoE6Efj4sWL2L9/PyZPniyW96uurkZZWRnLNgcHB0ycOBEKCgo8O7B+pcCnufQ6fnUqKyuhoKAARUVFdOrUiUWbRlAOHDiApUuXwtbWFp07d26Go2yDHxs2bICNjQ2Ki4tRX1+P06dP4/Hjxzh//jzLyERrwqhWf/r0Ce7u7li2bJnA+/5oXUltwXUzwS4FP2nSJMTGxpJCAm38WpSWlsLPz4+jZbempgbl5eUoLCxs5SNsHr59+4bAwEA4OTmJ9X3v37+P7OxsZGdn49atW5CRkcGECRPg6ekp9jm5yZMnw9XVFbKyspCVlcWff/6Ja9euwd3d/YeayauqqiIt8vr3748HDx6ATqdjxYoVMDc3b+WjazoVFRXQ0NAAAAwaNAiFhYXo168fLCwsYGNjg23btrXuAf5EVFVVcRVrYswqsyMnJ4fZs2eT1nr37t1DVlYWDhw4ABsbG4waNYpllq2mpoasDvCqCD979gwqKiqifhWuiGrXkpWVhYiICDx+/Bjx8fE4efIk+vTp88MEkZ06daJs3xQnzF1Xv2IHVmuoD/+qZGdnIz09HSdPnkRcXBw6duyIadOmQUdHR2C3lLKyMpiamrYF1q3I1KlTsXfvXoSFhUFSUhIREREYOHAgAgMDOex4W5qqqir4+fmxVKuFtcD60bqS2oLrZuLvv//mEAYbPHgwEhMTceXKlVY6qjaaCy8vLzx58gQ6OjqIiIiAqakpnjx5gszMzFYVimgK1dXV2LlzJ86cOQNJSUnMnz8fdnZ2ZCvd1atX4erqijdv3og9uNbT04OysjKmTZsGMzMzjB49WqSMuSC4uLggKCgIL168QEhICGRkZJCXlwd1dfUfaiZPSUkJL1++hJKSElRVVclFcYcOHfDp06dWPrqm0717d3z48AHKysro06cPiouLAQDdunXj6tPbBjWjR49GbGwsS0KitrYW+/fvh5aWlkDvoaamBjU1Naxbtw7l5eXIzs5m+fnatWsREhLC87pMSkqCp6enWPQABA2YAO7K89nZ2Vi/fj10dXVx584dNDQ0oL6+Hk5OTqivr8eiRYuafJxNxcLCAkFBQfD29hZYHbcNVsStPiwM3759w+HDh5GXl4fa2lqOQsvP5oogKysLfX196Ovro6SkBCdOnEBqairOnDkDGo2Gw4cPY82aNTwF+IYOHYrHjx//T1vCtTYEQWDSpEmYNGkSx88ePnxI6XnfUsydOxevX79G7969oaWlhZMnT3J9LUOxnp0frSuJRgjitt2GSLx9+xYJCQl4/PgxnJ2d8e+//2LQoEFN9ths48dj1KhRCAkJwejRo6GnpwcPDw+oq6sjMDAQjx49wv79+1v7EIXGx8cHx44dw7x58yAjI4OUlBSYmZnBwsICXl5eOH78OPr06QMvLy+xt34WFRVh8ODBYn3Pn51du3YhLS0N/v7+qK2thY2NDTw8PHDhwgU8fPgQycnJrX2ITcLNzQ0FBQXYsWMHXrx4AW9vbwQHByM9PR0XL17k2u7VBiclJSUwNDREjx49UFJSgrFjx+Lx48eorKxETEwM6HR6kz9DS0sLY8eOxd69eyEpKcnys69fv8Ld3R0pKSnQ0NAQi58wlZ1Uamoqpk2bxiFixm1sZNmyZZg1axaMjY2hqamJlJQU9O7dGxERETh9+jTOnDnT5ONsKiYmJsjNzSUFyaSkWGsgwlryXblyBebm5ixtkewz8rz4lSwAGerDJ06cINWHxT2y5eDggPT0dEyaNInSO7i1bFjFSX19PS5duoTTp0/j0qVLaGhowPjx43Ho0CHyNTk5OeT/37lzB0eOHMH69euhqqrKcb9ojtGRNlixt7fHzp07WbY1NDQgLCwMISEhyM/Pb6Uja7wfCQKNRmO5Hzk6OsLZ2RmysrI87QZpNBp8fHyafJzC0Fa5biaePXsGfX19yMrKoqysDLa2tsjIyICTkxMiIiIErh600fyIoyJSXV1NKmb269cPRUVFUFdXx4IFC35aEbsLFy7A2dmZtHGZMmUKvL298fr1a5w4cQKmpqawtrZuFuGIwYMH4+LFi5TK0Xfv3hV7K9+DBw9QXFxMCq4wWvrv3r3b4jdlbmzYsAHfvn3D69evMXfuXOjo6MDGxgadO3fGnj17WvvwmoydnR22bt2K3NxcGBgYICEhAUuWLIGUlBR8fX1b+/B+Kvr374+UlBQcO3YMSkpKaGhogI6ODgwMDARS9hWE8PBwmJubY9OmTQgMDCQ7Wv777z9s2rQJL1++xMaNG8U2CkUVlJw9exb29vYCV8SKiorg7+/PsX3mzJkIDg5u8jGKg5EjR2LkyJECvZbKxYGdZ8+ecWyjmpH/1RFWfVhUMjMz4efnBx0dnWZ5/x8BSUlJTJ8+HdOnT0d5eTmSk5M5RE+NjIxAo9FYKvfu7u4c70Wj0X4Ilf5fnevXr8PR0ZG8jz58+BAODg4oLi5u9XFVUTV9SktLyTVbaWmpOA+pybQF180EQ1XRy8uLDKQDAwPh4OCA3bt3IyYmppWPsA0GzC1k1dXVSE9Px5AhQ6ChoQEpKSkUFBSgoKAAS5Ys4foevXv3RnFxMdmyy3hYNDQ0oKqqqtm/Q3Pw7t07TJgwgfz3xIkT8fLlS2RmZiIqKorFL1HcBAYGIiwsDD169MC7d+/Qs2dPvH//HvX19dDV1RXrZ0VHR5MBNPNigEajYdSoUWL9rKbw9etXljZfd3d32NjYQE5OjqMS8DMiJyeHAwcOkP8ODw9HYWEhunfvjh49erTikf2c9OjRAzY2NsjLy4OamprYbUoYM9hmZmbYsmUL/P39ceTIEezevRu9evXC8ePHMXz4cLF+ZlORk5OjtKR5+PBhs1iGiQK3tkcqqFwcqGCfX/zR5hObE1HVh0VFQkICQ4cObbb3/9GQl5eHiYkJh+bBr9Tx8Ctw9OhRGBsbw9XVFYqKijhw4ACGDx+OpKSkn7ab9ujRo5T//yPQFlw3E7dv30ZMTAxLdlhSUhKWlpYcUvhttC7MFZFt27bB2NiYQ0E1KCgIJSUlXN9j4cKF2LJlC3x9fTF58mQYGRlBWVkZ2dnZP217c21tLYvvraSkJNq1awdHR8dmDawBIDk5GS4uLjA0NMSUKVNw7NgxdOzYEevWrRP73FZMTAwsLCywbt06TJ06FadOnUJFRQU2b96M6dOni/WzmsKECRMwffp0LFy4kLSR+ZHUzEVh5cqV+Ouvv7h6iQ8dOhTl5eWYPn1622JNRMzMzJCcnNws844jR47EwYMHYW5uDm1tbbx+/RrLli3D1q1bSbGxH4m5c+fC29sb3t7eoNFoqKqqQlZWFjw9PUkht9Zg3759WL16NTp06MCzGk2j0bBu3Try3+Jycfjvv/8QERGBoqIiSElJYcCAAVi1ahXU1dXF8v6tRVPUh0Vl5syZOH36NGxsbJr9s35kmIsWzO27zFRUVMDZ2fmnHJv72ejbty+OHj2KVatWoaysDM7Ozlyfuz8j06ZNw4IFC6Cnp/dDzPa3BdfNRH19PaWn35cvX36JKtOvSlpaGk6fPs2xfcGCBRxqskOGDMHVq1ehoKCANWvWQEpKCjQaDerq6li/fj1CQkKgpKTEMefyszNixIhm/4z379+TVjR0Oh35+fmYNWsWbG1t4ezsDGtra7F91qtXr7B48WLIyMiATqejoKAA2tracHBwgK+v7w/jsXzgwAEkJyfD2toacnJymD9/PvT09H7arDPQ6MGbk5ODvLw8eHl5sSRzGDQ0NODVq1etcHS/BsLKqnz79g3FxcWUYkxUs5GMAHvNmjUYP3483NzcmnS8zYmNjQ3evHlDCpfp6emBIAhMmTKlWfy4BeXUqVMwNDREhw4deFaj2YNrcZCbmwsTExMMGjQIEyZMQH19PW7dugUDAwMcOXJE4Bb1HwlxqA+LSufOnREZGYmsrCz069ePY2zqV5i5FoS8vDy8ePECQKOw4bBhwziC65KSEly7dq01Du9/Aua5dwYbNmyAu7s7Hj58SGo7AD//3PuSJUtw5swZhISEQFNTEwsXLsSsWbNaTRSyLbhuJiZMmICQkBAEBASQ2z5+/IidO3di7NixrXhkbfCic+fOKCws5FC+zM3NhYKCAss29oUncxBmZmYGMzOz5jrMFoNqLo8xW9mcdOnShWynV1FRIX2clZWVOTxbm0qnTp1IeyJVVVU8evQI2tra6N+/P16+fCnWz2oKDKXPL1++ICMjAykpKTh8+DDU1NSwaNEi6Ojo/JTqwtu2bUNAQACWLFmC4ODgnzpZ8LNz6dIl2Nvb48uXLxz3N16zkVpaWoiIiMCaNWvg7e0NZ2fnljhcoZGWlsauXbtgbW2NwsJCNDQ0YNCgQRgwYECrHhdzBVpc1WhB2b17N5YsWQJXV1eW7R4eHggKCvrh2i0FQRzqw6Jy7949MgH99u1bsb73zwSNRiM7AGk0Gry8vDhe07FjR6xevbqlD+1/Bqq5dwZxcXGk0OSvMPduZWUFKysr3Lt3D8nJyQgKCoKXlxdmzJgBPT09jB8/vkWPp00tvJkoKyvDypUrUVFRgcrKSvTr1w8vX75E165dERMTw9cqoo3W4cCBA4iMjMSqVaugpqYGgiCQl5eH2NhY2Nvbs7TR0Ol0ZGdncwTdvwp0Oh2zZ89mmdUUVp1XVOzs7PDx40d4eXkhNzcXoaGhOHr0KJKTk3H06FGxLkDXrVsHWVlZuLq6Ij09HQkJCYiPj0daWhr8/Pxw9epVsX2WOPnw4QMSExMRGhqK79+/o0OHDli0aBFsbGx+miCbcQ29e/cO1tbWePv2Lby8vFjm6t+/f4+JEyf+9A//1mLOnDk4ePCgQJW7OXPmoHfv3mR3BDvMzy0qxemPHz/i69evUFRUZOnQEkdLvzjUwoHGTojr16+juLgYEhISGDZs2A+lrcBMeXk5cnNz0b1792YTQR0xYgROnz6Nfv36sWwvKSnB4sWLcfv27Wb53OZEVPXhNpoHOp2Oq1evonv37q19KP9TCFMc+NVikoaGBhw7dgyBgYH4+vVri68f2irXzUTPnj2RlJSEM2fO4P79+2hoaMDy5csxf/78n2bh+7/I2rVrISkpiZiYGHIOSElJCVu2bIGBgQHH6zMyMgT6e7K3lP8MjB49Gu/evWPZpqmpiY8fP+Ljx4/N+tn29vawsLDAuXPnYGBggKioKPz5558AwDEP31RsbGxgYmKC48ePY/ny5QgJCcGYMWPw7du3Hy6rXlNTgwsXLiApKQnXrl3Db7/9BmNjYyxcuBBlZWXw9vbGhg0bEBUV1dqHKhR0Oh0nT56Ek5MT7OzscPv2bTg4OHDYELXx/9q787Aa0/8P4O8jpVFJslR+psZWlKWYiGxlmkSIfK2NMMpMlowi+/gSNfxGQyjJEtFCWuxiZhCDsmWojKFBmClLKpXq/P5wdX7OVJTqPOfU+3VdXVfnOc9zzjtDcz7Pfd+fu3JWrlyJyZMn49NPP63S9lLp6enw8/Or1EiurDtOl9cNtqq/j/7++298/fXXSEtLQ5MmTSAWi/Hq1SuYmZkhMDCw3BsKsrJp0yaEhIQgIiIC+vr6uHLlClxcXJCTkwMAsLCwwJYtW2p8LbuWlhaysrLKFNdZWVm1shOELMh69P/fioqKkJWVJdnp4t3dJxTxs0B1paSkCB2hXqpswZyfn1/LSWQnIyMDhw4dQlxcHO7evQtzc3OMGjVK5jk4cl2LiouL8fz5c2hoaEiN/v3zzz/Q0NCQy4Yv9P9KP7BpaWmV+3xl94qtC1NuZO3+/fswMDBAQUEBGjVqhPz8fJw9exatWrWqlSY7+fn5yMvLQ7NmzZCVlYXY2Fjo6urC1ta2xt/rYy1evBjHjx9HYWEhrKysMHr0aFhaWkoVOKXb/SnKaFN5sz927tyJdevWwdjYGBs2bICSkhJHrquoR48eiImJqfK2W/b29li6dCnMzc1rKZmwZs6cicePH2Pt2rWSYvLOnTtYsGABDA0NBVsPGx4eDm9vbzg7O8PFxQXq6uqwtbVFXl4eduzYAXV1dcyaNQt9+/at0X4TwNvp30lJSVi/fr1kScYff/yBefPmoVOnTtwGr4ouXLgAT09PZGVllXlOVVVVYX4316T37UEM1J916EJ6+fIltmzZIrW9qVgsxps3b3Dnzh0kJSUJnLB6wsLCEBcXh6tXr6J169aS5ma1uTPA+7C4rgVHjhxBSEgIbty4IVnr0LFjRzg5OcHR0REzZ85Et27d6sSa3LogOjoadnZ2UFFRQXR09HvPffeuc12fFi4kS0tLbN68WWbdal+/fo1Xr15BQ0MDn3zyiUzes6ocHBwwatQoDB8+vMJtg/7880/cv3+/0tMihfZuU8B3Xbt2De7u7igsLMTChQsxf/58FtdVMG/ePLRo0QKzZs0qM2X6fc6cOYO1a9di7ty55TZjqswHFXt7e2zdulVmDaSqwszMDCEhITAxMZE6fv36dUyfPh2XLl0SJJejoyNGjRolmR1148YN/Oc//4GHhwe+/vprAMDPP/8MHx8fHD9+vEbf++XLl5gyZQpu374NDQ0NiEQiZGdno2PHjtixYweaNWtWo+9X140ZMwba2tpwcnLCzJkzsW7dOmRkZGDDhg1Ys2YNBg8eLHREmXNycpJ6XFRUhAcPHiA3Nxd2dnbw9vYWKFn9MW/ePCQkJMDS0hJHjhzB0KFDcffuXdy6dQvfffcdXFxchI5YLaamprC1tcWoUaPkojkb59zVsFWrVmHPnj3o27cv3N3doaWlhRcvXuDixYtYunQpoqOjcffuXf4ykSNeXl7o168ftLW13zvlWCQSSRXXspwSWd+oqKjU+pTg3NxcbN++HYcOHcJff/0lOa6vr4/hw4djypQpclVol9fF/t/atm1bZnqnPKvo3m737t0RHR0NDw8PzJ8/X8apFF9GRgYOHz6MXbt2QVtbu8we1xWtMy39gPXtt99K/X4Ti8WVnoHz8OFDSYNAedOkSRO8efOmzHElJSVBlyDcvXtXquHOb7/9BpFIJNkxAQDat29fK13zNTU1sX//fpw9exZ37tyBWCyWdA7nziZVl5qaisjISBgaGqJz585o3LgxnJyc0LhxYwQHB9fL4rq8pnhisRjLly+vcGYg1axz587hhx9+wIABA5CSkoJp06bByMgIS5culTSMVWQJCQnl7jYiFBbXNejkyZOIiIhAUFAQ+vXrJ/Xc9OnTER8fj5kzZ8LV1bXCkSeSPX9/f8m66aqsDeKkj9ozfPhwfP311xgxYgT09fXLLKGo7rq1Fy9ewMnJCY8ePcIXX3yB//znP2jSpAlevXqF33//HVu3bsXRo0exd+9eQddhvquwsBDh4eFS07pKjycnJ+PEiRMCpvs4p06dqnBkrGnTpti2bRsCAgKQkJAg42SKrW/fvpIeBVUREhJS7feW55uOs2fPxrJly7B27VrJsp4HDx7A29u7xre4qqp3/9ySkpLQrFkzdOjQQXIsNze31m72NWjQAAMGDJAq5unjKCkpST5PGBgYIC0tDRYWFujduzd8fX0FTic/RCIRpk6diokTJwq6DV59kZubi44dOwIA2rVrh5SUFBgZGWHSpEkKP2oNvO08f/r06XI/H12/fh27du2SaR4W1zUoNDQUM2bMKFNYl7p69SrU1dUVfm1DXePp6YmjR49CR0cH1tbW2L9/f6Xupjo4OJQZEaKaERAQAADlNub69wyCj7Fx40YUFRXh8OHD5U5fffLkCaZPn47t27fX+BrHj7V69WpERUXB2NgY169fh6mpKdLT05GVlSU3e3FXVWUarsyYMQMzZsyQQZq642O3F6qJtdbyfNPxp59+QlZWFhwcHKCmpoaGDRvi5cuXEIvFuHbtmtR2QbJchmBoaIjLly9DX18f2dnZuHjxIr788kupc44ePSr5cFyT0tPTsWTJEty8ebPcxkZcjlE1RkZGOHnyJJydnfHZZ58hKSkJkydPxpMnT4SOJncyMzORl5cndIx6QVdXF48ePYKuri4MDAwkA0mffPIJXr58KXC66lu/fj0CAwPRsmVL/PPPP2jVqhUyMzNRXFwstfuIrLC4rkEpKSnv3d/z119/xffff4+VK1fKMBV9iKqqKsLCwtCnTx88evQISUlJFc4seHctB5tw1J7a7i56+vRpLFu2rMJ1oTo6OpgzZw7Wr18vN8V1fHw8fHx8YGdnBxsbG6xcuRJt2rTB3Llzy53qSvVbSkoK0tLSUFJSAkC6Y/Hq1avLvaYmZkcEBQWhVatWNfND1DB3d3ehI5Rr4sSJWLZsGVJTU3H16lUUFhZK1qn+/fffiIuLQ3BwcK0sJ1uyZAkyMzMxZ84czqirAdOnT8fMmTOhoqKCoUOHYsOGDXBxcUFqaip69+4tdDxB+Pv7lzn26tUrHD58+KNm2FDV2draYv78+fjhhx/Qu3dvuLu7o3v37oiPj4e+vr7Q8aotJiYGS5cuxcSJEzFw4EDs3bsXjRs3hpubG9q0aSPzPCyua1BhYeF75/zHxcXh0aNH/CAsZ6ZMmYL169cjICAAIpGowlEfdv2uOzIzMz84CmRkZITHjx/LKNGHvXjxAt27dwfwtkHirVu30LZtW7i6usLd3R1LliwRNiDJjZCQEEkBLRKJJKPJIpHovXs6V2d2ROn2Q3p6esjMzJTL7YccHByEjlAue3t7FBQUYN++fWjQoAH8/PwkTde2bt2KsLAwTJ8+HSNGjKjx975x4wZCQ0PLNHmjj2NlZYXIyEgoKSlBV1cXwcHB2L59O6ytrTF79myh4wkiKiqqzDFlZWX069cP3333nQCJ6p9Zs2YhPz8fjx8/hr29PYYMGQJ3d3doaGjgp59+EjpetWVmZkqWtRgZGeHGjRuwtbXF3LlzsXjxYpkPkrC4rkEGBga4cuVKhVMdRSIRkpKSYGBgINtg9F4uLi4YP348srOzYW1tjcjISHZIFVhtT1V88+bNB7fCU1VVxevXr6v1PjWpefPmkuLl008/RVpaGoC3W8VlZmYKnI7kyZ49e+Dq6go3NzcMGjQIUVFRePHiBebNmwdra+sKr/vY2REf2n5IXopr4O306l27diEtLQ1KSkro3Lkzpk+fDktLS0FzOTo6wtHRsczx6dOnw83NrdYaP2lpaXF5Uw06cOAAbG1tJV36P//8c7noXiwkofcdp7dNYt+dWfv9999Liuu60LhQU1MTubm5AN42pS1t0qanp4enT5/KPE8Dmb9jHTZ8+HBs2LBBsj/yv/3zzz/YsGFDrdx9purR0NBA69atERISgk6dOqF169blfpFsvDtVcfXq1WW+6qMBAwZg+fLlSE1NhZmZGeLi4pCcnIzQ0FDo6OgIHY/kSEZGBhwdHaGiogIjIyMkJyfD0NAQXl5e2L9/f4XXlTc7QllZGa6urvj5558rvO7HH3+EiYkJtm3bBlVVVfj7+2PRokVQV1fH2rVra/rH+2j79+/HvHnzoKenB3d3d7i5uUFTUxOurq6Ij48XOl65WrVqVasdlSdNmoQff/xR8sGUqmfNmjWwtLTE/PnzceHCBaHjyJWzZ89i27Zt2LlzJxISEqSWnpDsNW3aFElJSRg4cKDQUarNwsICP/zwAx4/fgwTExMcPXoUz549w/HjxwUZLOPIdQ2aOHEijhw5AgcHB0ydOhVmZmbQ1NTEixcvcPnyZWzfvh36+vqYNGmS0FGpAubm5nLVcbC+ksVUxe3bt7+3+668NVrx8PDAggULkJiYiAkTJiAiIgJjxoxBw4YN4ePjI3Q8kiNqamqS7bAMDAzwxx9/YPDgwWjXrh0ePXpU4XUfOztCUbYfCgoKwvz586WmuDs7O2Pbtm3YsGGD3OSsbVZWVlLdyR89eoRevXqhRYsWaNBAesylom3bqHznz59HfHw8YmNjMX36dLRo0QLDhw+Hg4NDvZ21mJ2djalTp+LmzZto0qQJSkpKkJOTA2NjY+zYsQNNmjQROmK9VVBQIMjIbk3z9PSEq6srjh8/jgkTJmDHjh2S9fwLFiyQeR4W1zVIWVkZO3fuhI+PD9atWyc1jU5FRQWjRo3C/Pnz68QUjLpK3joO1le1PVVRT08PR48e/eB5FTU8E4KGhgY2b94sebx161bcunULzZs3R8uWLQVMRvKmZ8+eCAgIwLJly2BkZISIiAi4uLggMTFRMl21PKWzI9asWQMzMzN4e3vjiy++wJEjR947O0JRth968uRJuaM0X3zxBTZu3Cj7QAJxcHCQ6y3TFJmKigrs7OxgZ2eHZ8+e4ejRozh8+DC2bduGrl27Yt++fUJHlDlfX18UFBQgNjZW0uskJSUFnp6e+N///V+sWLFC4ISk6Fq1aoXo6GgUFBRARUUFe/fuxdmzZ9GqVSt07dpV9oHEVCtevXolTkhIEB86dEh8/vx58atXr4SORJUwYMAA8Z49eyTfP3r0SPz8+XPxhAkTxH5+fgKnqz+CgoLEM2bMEOfk5AgdRVBOTk6Sv48VycrKEltZWckoESmCtLQ0cd++fcVBQUHinJwc8aBBg8Q9evQQd+7cWbxu3boKr8vOzhZ/88034j179ohLSkrE06dPFxsaGoqNjY3Fhw4dqvC6cePGiXfs2CEWi9/+2501a5ZYLBaLExMTxZ9//nmN/mzV4erqKt60aVOZ43v27BFPnjxZ9oGoTisoKBAfO3ZM7O7uLu7evbvYxsZG6EiC6NWrl/jSpUtljl+8eFHcp08fARJRqTNnzoiNjIyEjvFRIiIiPnhOVlaW+Ouvv5ZBGmkcua4l6urq6NOnj9AxqIrkreNgfcKpimVdunQJly9fRlJSElatWlXubgQlJSXIyMgQIB3Jqw4dOiA+Ph55eXlQU1NDZGQk4uLioKOjA1tb2wqvu337Nvz8/KCiogKg8rMjFGX7IVNTU2zevBm///47Pv/8cygrKyM5ORmHDh2Cg4OD1JZBH7tXuCK5e/cu2rVrB+Dtf+vCwkLJc127dkX//v2FiqbQLly4gLi4OJw8eRIlJSWwtbVFUFDQezv112VFRUXlrnvV1tZGTk6OAImoLli2bBkaNWqE4cOHl/t8aaPN7OxsGSfjtHAiKfLWcbA+4VTF8i1ZsgTr1q3DmDFjsGHDBsmHYaKKREdHw8bGRvKBVltbG87OzsjJycHChQuxZs2acq+bPXs2goODYWxsLDnWuXPnD76fomw/FB4eDm1tbdy+fVtqx4GWLVsiISFB8vh9WzLWBWKxGEuWLEFUVBSOHTsGfX19bNmyBU2aNIGSkhLy8vJQVFSEY8eOoXnz5kLHVSj9+vVDVlYWevbsicWLF+PLL798b2+P+sDY2Bj79u0rs13k3r170alTJ4FS1X3l7S/+b+np6TJIUjucnJywaNEiKCsrY8iQIZLjxcXF8PPzQ3BwMNq1a4dt27bJPBuLa6J3lHYcXLVqFUxMTBAQEIAJEyYI1nGwPpk1a5bQEeSSra0tevTogTlz5sDR0RGrVq3i+n96Ly8vL+zYsQOBgYFSa6Xz8/MRHR1dYXGtra2NV69eVfn9vvnmG3h4eEhu/Mjr9kPcEuitsLAwnDhxAgEBAdDX15cc37NnD9q0aYOXL1/C3t4e+/bt4+/lKho7diwcHBy4u8g73N3d8dVXX+H69eswMzODSCRCYmIiUlJSEBQUJHS8Oqu8/cXLI0+9Zapi0aJFEIlE8PT0hIqKCqytrfHw4UPMmzcPN27cgJOTEzw8PCQzsWSJxTXRO97XcdDLy0vgdPVLSkoK0tLSUFJSAuDtaEtp1/b6th2XkZERDhw4gEWLFsHDwwNXr16Fl5cXGjbkr3Aqn4aGBhwdHbFp0yZ069atUtdYWlrC1dUVAwYMgL6+fpmmghWN5iYmJnKvZAUSHR2NOXPmSJZAAZCaNaSpqYlp06YhJiaGxXUlZGRkQFdXFyKRCKNGjZIcK4+enp4so8kFU1NThIaGYseOHTh37hzEYjE6duyIJUuWSLb+o5pXH24mLly4ECKRCHPnzsWUKVMQGhoKNTU1bN++HRYWFoLlEonFYrFg704kpwoKCtCoUSPk5+cL23GwngoJCZEU0CKRCKW/pkQiEXr27Indu3cLGU9mjIyMkJCQAG1tbcmxnTt3Yt26dTA2NsaGDRugpKSEfv36SU1zpfqtU6dOOHPmDLZu3YqIiAh4e3tj2LBhyMzMfO/fFSsrqwpfUyQSVdjrYPXq1fj777/h5uYGfX19QUYKKvLvXg6lGjZsiKZNm6JLly5wdnbG//zP/wiQThhmZmaIioqS2hrK1NQUsbGxaNOmDYC367EdHR1x9epVgVIqjk6dOuHcuXPQ1taGkZFRuX/fxGIxRCIRf08T1QIfHx/s3LkTPXr0kCxxERKHPYjK0ahRIzx79gyJiYnQ1tZmYS1je/bsgaurK9zc3DBo0CBERUXhxYsXmDdvHqytrYWOJzPlfUhzdnZG9+7d4e7uDgcHByxcuFCAZCTPxGIxGjRogMWLF8PAwABeXl64e/cunJyc3nvdx450xMfHIyMjA8ePHy/3eSELiop6OZSUlODFixe4dOkSYmNjER4ejs8++0yAhLInFouhrKwsdez48eNS66tVVFS4bWgl7dq1C5qamgDe3himt54/f47Dhw9jxIgR0NDQkKyF/eWXX9C8eXPMmDEDvXr1Ejom1QFeXl4QiUQICwtDWlqa4M0DWVwTAdi0aRNCQkIQEREBfX19XLlyBS4uLpJOlhYWFtiyZQtUVVUFTlo/ZGRkwNHRESoqKjAyMkJycjIGDx4MLy8v+Pj4wNnZWeiIMlHRxKLu3bsjOjoaHh4emD9/voxTkbx7t5icOHEi2rRpg++++07SoLGqCgsLcePGjQo/sMjz1OHKZPvuu++wceNG/PjjjzJIJDxdXV2kpaVJrQv+dzf4mzdv1qvR/OowNzcv9/v67MGDBxg/fjxevXqFfv36QUNDA6tXr8bevXtha2sLdXV1uLq6Ijg4GD169BA6LimgfzdsU1NTg4aGBlxcXDB58mSpm4OyblDJ4prqvfDwcAQGBsLZ2Vky/XbRokVo3LgxwsPDoa6ujlmzZiEwMJBbccmImpoaioqKAAAGBgb4448/MHjwYLRr1w6PHj0SOJ3snDp1qsJGek2bNsW2bdsQEBAg1emY6N83Zfr374/Q0FDMmDHjvdfdunULS5YsQWpqqqTXwbsqGoF2cHD4+LByYNKkSXLV1by2DRo0CIGBgejfv3+5o9NFRUUIDg7GF198IUA6xZafn4+goCDcvHkT+fn5Zf4t1peRbX9/f7Rr1w6bNm2Curo6nj9/jvDwcHzxxRdYv349AKB169bYsmWLIN2cSfGV17CtdLlPTEyM5JgQuz+wuKZ6LzIyEl5eXpgwYQIA4MaNG7h//75U99tvvvkGPj4+LK5lpGfPnggICMCyZctgZGSEiIgIuLi4IDExEWpqakLHk5nKdJydMWPGB4smql9OnToFLS0tqWOGhoaIjIzEwYMHK7xuzZo1aNiwIZYvX45Vq1bBy8sLf/31F0JDQ/HDDz+89z1Pnz6N1NRUFBcXS46VNiDctWtX9X6gWqajo4OXL18KHUNmpk6dipiYGEycOBGenp5SI4c3btzAunXr8OzZM3z11VcCplRMK1aswJEjR9C3b9962bys1Pnz5+Hn5wd1dXXJ4+LiYowcOVJyjqWlJbZv3y5QQlJ08tywjcU11Xt3795Fnz59JI9/++03iEQiqU6q7du3r7D7J9U8d3d3TJkyBfv27cP48eOxZcsWmJub4/Xr15g2bZrQ8YjkWnh4OL777rsyxy9cuIDg4GBMnz693Otu3ryJXbt2oWvXrjhw4AA6duyICRMmQEdHBxEREVJ7ib5r/fr1CAwMRMuWLfHPP/+gVatWyMzMRHFxsUJsG/fkyZN6tdWitrY2goOD4eHhgUmTJqFRo0bQ1NTEy5cvUVBQgPbt2yMoKAgaGhpCR1U4J0+ehJ+fHwYNGiR0FEE9f/5c6uZCYmIiGjRoIDVtXktLCwUFBULEI6pVLK6JIL1GMSkpCc2aNUOHDh0kx3Jzc/HJJ58IEa1e6tChA+Lj45GXlwc1NTVERkYiNjYWurq6sLW1FToekVzbs2cPlJWVJeuNMzMzsWzZMpw+fVqyVVB5SkpK0KJFCwDAZ599JmkMY21tjcDAwAqvi4mJwdKlSzFx4kQMHDgQe/fuRePGjeHm5ibpPi2vCgsLERAQIOi2LUIwNDREbGwsLly4gMTERGRmZkJLSws9evSApaUlGjRoIHREhSQSidC+fXuhYwiuWbNmePr0qWQP5fPnz8PExEQykg28XWbybhM9orqCxTXVe4aGhrh8+TL09fWRnZ2Nixcv4ssvv5Q65+jRo+jYsaNACesnVVVVSQM5bW1tTJkyReBERIph27ZtcHFxgZKSElq3bo3Vq1ejSZMm2LFjx3uLyLZt2+Ly5csYPnw49PX1kZycDAB49eoVCgsLK7wuMzNTMtPHyMgIN27cgK2tLebOnYvFixcLupymom76YrEY2dnZuHHjBkQiESIiImScTHgikQh9+vSRmrlF1WNjY4MDBw7A3d1d6CiCGjBgALZs2YJ169bh1KlTSE9Px/jx4yXP5+XlYfPmzejbt6+AKYlqB4trqvcmTpyIZcuWITU1FVevXkVhYaFky5q///4bcXFxCA4Ohre3t8BJ67bKru8TiURyv4aTSEhmZmYIDg7G119/jdzcXEyZMgWzZ89Go0aN3nvdpEmTsHjxYgBvi4QRI0ZAVVUVV65cQffu3Su8TlNTE7m5uQAAfX19SVdyPT09PH36tGZ+qI/08OHDco8rKytDU1MTU6dOxejRoyVbKRFV1bs3cHJzcxEVFYXz58/js88+KzMDYM2aNbKOJ4hZs2bByckJ5ubmEIvFMDExkfS1CQ8Px8aNGyESieDm5iZwUqKax+Ka6j17e3sUFBRg3759aNCgAfz8/GBiYgIA2Lp1K8LCwjB9+nSMGDFC4KR124eadyUmJuLBgwdS08qI6K1/94Ro0aIFvL294eHhAU1NTWRlZUmeq6jRUmmR2bRpU7Rr1w6+vr4IDAyErq4uli1bVuF7W1hY4IcffsCqVatgYmKCgIAATJgwAcePHxd8LfPu3bsFfX+q+/59A6d0y7r63KelZcuWiIuLw/nz5yUzJEr3VldSUsKwYcMwZcoUtGrVSuCkRDVPJK5oI1UiwtOnT6GiolKm8y7JTk5ODnx8fLB//3706dMHq1atqtddWInKY2RkJNU7olTp/+JFIhHEYjFEIlGFW2oVFBRUOLqdkJBQ4RTOp0+fwtXVFSNHjsSECRMwbtw4yXssWLCg3uxLT1Se9/27IqK6h8U1EcmthIQELF26FNnZ2fD09MTYsWOFjkQkly5dulTpc9/t2PsuZ2dnbN26FSoqKpJjubm5kptbFRXlpUqLiPz8fJw9exatWrVC165dK52LSNHl5+dj2bJl+Oyzz/DNN98AeLv+uF+/fli2bJnUvy0iqptYXBOR3Cn9QB8ZGQkLCwt4e3tztJqoltnZ2UFPTw+bN2+GiooKzp07hyVLliA/Px9eXl5Se9RGRkZizJgx7329Z8+eYcGCBQgKCqrl5FQV0dHRsLOzg4qKCqKjo9977rv/zenDli1bhosXL8Lb21syPfzkyZNYt24drKyssGDBAoETElFtY3FNRHKldLT65cuX8PT0xLhx44SORKRQCgsLER4ejtTUVBQXF0sdT05OxokTJ8q9LisrC87OztDT00Pz5s1x4MABDB06FIsXLy6zdrpTp07w9fXF8OHDy32tCxcuwNPTU9KRm+SHkZEREhISoK2tDSMjowrPe98SAiqfpaUl/P39yzQATExMxNy5c3H27FlhghGRzLChGRHJhdzcXPj6+kqNVpfukUlElbd69WpERUXB2NgY169fh6mpKdLT0yXFc0W0tbUREhKCyZMn4+zZs/D398fgwYPLPdfJyQmLFi2CsrIyhgwZIjleXFwMPz8/BAcHo127dti2bVtN/3hUTSkpKeV+T9WXm5sLDQ2NMse1tLTw6tUrARIRkayxuCYiuWBvb4/Hjx+jTZs2MDMzw4EDByo8d+bMmTJMRqRY4uPj4ePjAzs7O9jY2GDlypVo06YN5s6dizdv3kidW9604FGjRuHHH3/EgQMHkJOTIzn+7hThRYsWQSQSwdPTEyoqKrC2tsbDhw8xb9483LhxA05OTvDw8OAaU6pXTE1NERgYiDVr1kBJSQnA26aCu3btQpcuXQROJ5zXr18jLS0Nb968wb8nzH7++ecCpSKqHZwWTkRywcrKqlLniUQinDp1qpbTECkuExMTnDhxAnp6epg5cyZsbW0xbNgwJCcnw93dXerfz/umBb+roinCPj4+2Lt3L6ZMmYLQ0FCoqanBx8cHFhYWNfbzUM2ysrIqt7N8efi7tmpu3rwJJycnaGlpwdjYGCKRCL///jtevHiB7du3o1u3bkJHlLlffvkFnp6eyMnJKVNYc+kB1UUcuSYiuXD69GmhIxDVCc2bN0dWVhb09PTw6aefIi0tDcDbqamZmZlS51Z3WrCXlxcAIDAwED169MCWLVvQpEmTar0m1S4HB4dKF9dUNSYmJjh06BDCw8ORlpaGhg0bYtiwYZg4cSJatmwpdDxBrFu3Dj179sScOXPKnTJPVNdw5JqIiKgOWb58OZKTk7FmzRo8ePAA3t7e2LBhA44cOYLTp0/j+PHjNf6evr6+CAsLQ1BQkKRLMim23377Db179xY6Bim4Ll264ODBg2jfvr3QUYhkgiPXREREdYiHhwcWLFiAxMRETJgwARERERgzZgwaNmwIX1/fCq+7d+8e/vvf/yIpKanM2mwAUtM3/f39pZ5TU1ODhoYGXFxcMHnyZMl6U4A9EhRJdnY2oqKiEBYWhvT0dE7ZrSKxWIyDBw/i5s2byM/PLzMNes2aNQIlE46BgQGePXsmdAwimeHINRERUR1369YtNG/e/L1TUydPnoyMjAw4OTmVO33TwcFB8j17JNQt169fx759+3Ds2DHk5+dDX18fkydPxoQJE4SOplB8fHywc+dOGBoalrs8Yvfu3QKkEtaZM2ewdu1azJ07F23bti3T5FBPT0+gZES1g8U1ERFRHfPy5Uukp6ejoKCgzHMVdeft2rUrdu3aBVNT09qOR3IgLy8PsbGxCAsLQ2pqKkQiEcRiMVasWIExY8ZwXfZH6N27N+bPn49Ro0YJHUVuvNs08d2/U2KxmA3NqE7itHAiIqI6JDo6GsuXL0dhYWGVuvNqaWlBTU1NFhFJQCkpKQgLC0NsbCzy8vLQvXt3LFq0CLa2thg4cCDMzMxYWH+kgoIC9OrVS+gYciUkJEToCEQyxZFrIiKiOmTgwIHo378/nJ2d0ahRozLPt27dutzrtm3bhsTERKxdu5ZdfeswIyMjtG3bFmPGjIGNjY3U3wdjY2PExMSw+dRHmj17NszNzTFp0iShoxCRQDhyTUREVIe8fPkSU6dOhYGBQZWu+/XXX3Ht2jX06tUL2traZdZGcu103dC9e3dcu3YNkZGRyMjIwJdffskO79XwbnM/LS0t+Pj44MqVKzAwMECDBg2kzq2Pzf0KCwsRHh6O1NRUFBcXSx1PTk7GiRMnBExHVPNYXBMREdUhNjY2+PXXX6tcXPfq1YtTWuuBsLAw3L9/H/v370dsbCz27NmDli1bwtbWFgA4JbyKoqKipB63bNkS165dw7Vr16SOi0Siellcr169GlFRUTA2Nsb169dhamqK9PR0ZGVlwdnZWeh4RDWO08KJiIjqkMzMTAwdOhTt27dHmzZtyhRL9XE7ICpfSUkJzpw5g6ioKPz888948+YNOnbsCCcnJwwfPrzcZQX0cUobeNU3lpaWWLRoEezs7GBjY4OAgAC0adMGc+fOhY6ODpYsWSJ0RKIaxeKaiIioDpk3bx6OHz+OTp06QVVVtczz79sOKCUlBWlpaSgpKQHwtiAoLCzE9evXsXr16lrLTMJ7/vw5YmNjcfDgQaSkpEBTUxMXL14UOpZCOX36dLnb1P31119YuHAhQkNDBUglLBMTE5w4cQJ6enqYOXMmbG1tMWzYMCQnJ8Pd3Z3LTajO4bRwIiKiOuT06dPYtGkTBgwYUKXrQkJCJAV06bZMpd9zTW7dp6WlhcmTJ2Py5Mn4/fffcfDgQaEjKZw5c+Zg06ZN6N+/v+TYzp074efnV2EjwbquefPmyMrKgp6eHj799FOkpaUBePv3LTMzU+B0RDWvwYdPISIiIkWhpqaGTz/9tMrX7dmzB66urrhx4waaNWuGX3/9FTExMWjXrh2sra1rISnJK2NjY07X/Qienp6YPXs2zp8/j/T0dIwfPx7r1q3DlClT6u3NigEDBmD58uVITU2FmZkZ4uLikJycjNDQUOjo6Agdj6jGsbgmIiKqQ1xdXeHn54ecnJwqXZeRkQFHR0eoqKjAyMgIycnJMDQ0hJeXF/bv319LaYnqjq+++grz58/Ht99+ixEjRqCkpAQHDx7EnDlzynTfry88PDygo6ODxMREWFtbo0OHDhgzZgx2796N2bNnCx2PqMZxWjgREVEdcvr0aSQmJqJ3797Q1tZGw4bS/6uvaI2jmpoaioqKAAAGBgb4448/MHjwYLRr1w6PHj2q9dxEdcGECROgrKyMFStWwN3dHR06dBA6kqBu374NPz8/yc2FrVu34tatW2jevDlatmwpcDqimsfimoiIqA7p0aMHevToUeXrevbsiYCAACxbtgxGRkaIiIiAi4sLEhMToaamVgtJiRSflZVVhV3AZ8yYgebNm0se18fmXbNnz0ZwcDCMjY0lxzp37ixgIqLaxeKaiIioDvnYvXTd3d0xZcoU7Nu3D+PHj8eWLVtgbm6O169fY9q0aTWckoRibW2N/fv3Q0tL672FIQAoKytDV1cXbm5ubGpXAQcHh3q5xVZlaWtr49WrV0LHIJIZbsVFRERUx3zsllr5+fnIy8tDs2bNkJWVhbi4OOjo6MDW1lZW0amW+fv7Y9q0afjkk0+wcePG9xaGRUVFuHr1KjIyMnDy5EkZpqS6Ys2aNQgLC8OAAQOgr69fZu/0j70ZSCSvWFwTERHVIR/aUut9+1yXJz09HdHR0ZgzZ06NZyX5d/PmTXz11Ve4cuWK0FEUAveKl1bevt+lRCJRvZwqT3Ubi2siIqI6xMbGBkOGDIGbmxsGDRqEqKgovHjxAvPmzYOjoyOcnZ2r9Hpnz56Fi4sLbt++XTuBSVCVKQYzMzOl1g5T+Wr6xhYRKR6uuSYiIqpDyttSa/DgwfDy8oKPj0+Vi2uquz5UDJZiYV05pXvFl3dji3vFE9UPLK6JiIjqEG6pRZXFYrBm8cbWW1999VWlzw0JCanFJESy10DoAERERFRzSrfUys3NhZGREU6dOoWSkhJuqUVllFcMGhoawsvLC/v37xc6nsIp78YWgHp3Y6t169aV/iKqazhyTUREVIdUZUutjIyMD75eVlZWbUUlgXGWQ83iXvFvrVmzRugIRIJhcU1ERFSHdOjQAfHx8cjLy4OamhoiIyMRGxsLXV3dMltqfWifY+Btgyvu41s3sRisWdwrnojYLZyIiKieunTpUqXPNTc3r8UkJIQ7d+5gypQpcHZ2xvjx42Fvb4/s7GxJMfjdd98JHVHh/Huv+IpubBFR3cTimoiISMFVtoGQSCTCrl27ajkNKRIWg0RENYfTwomIiBTchxoDJSYm4sGDB1BXV5dRIlIUqqqqUFVVBQBoa2tjypQpAidSLLyxRUTvYnFNRESk4CpqIJSTkwMfHx88ePAAffr0wapVq2ScjOQNt0mqWbyxRUTvYnFNRERUByUkJGDp0qXIzs7GihUrMHbsWKEjkRworxiMi4uDlZUVm5h9BN7YIqJ3cc01ERFRHZKbmwsfHx9ERkbCwsIC3t7e0NPTK/fca9euoVu3buwGXs+ZmpoiNjYWbdq0ETpKnfDujS1PT0/e2CKqRzhyTUREVEeUfqh/+fIlvv/+e4wbN+6953t5eeHFixfo27cvBgwYgH79+kFLS0tGaYnqlqrc2CKiuokj10RERAouNzcXvr6+Uh/qdXV1K3XtgwcP8Ouvv+LXX39FYmIiOnbsiH79+mHAgAHo0qVLLScnecCR6+p798aWp6fnB29sEVHdxOKaiIhIwVlZWeHx48do06YNhg8f/t5zZ86cWeFzBQUF+O2333DmzBmcOXMGeXl56NevH/r37w87O7uajk1ygsX1x6vOjS0iqntYXBMRESk4KyurSp0nEolw6tSpSr/un3/+iTNnzuDs2bMIDg7+2Hgk51hcf7yaurFFRHUDi2siIiKiemLhwoVljlXULbyiTtj0/2rrxhYRKSY2NCMiIiKqJx4+fFjmmKmpKZ4/f47nz58LkEixnT59WugIRCRHOHJNREREREREVE0NhA5AREREREREpOhYXBMRERF8fX1x584doWMQEREpLBbXREREhKSkJAwfPhyOjo7Yt28fsrOzhY5ERESkULjmmoiIiAAA9+7dQ3R0NOLi4pCVlQVra2uMGjUKffv2hUgkEjoeERGRXGNxTURERGVcunQJJ06cwIEDB6CpqYlRo0Zh7NixaNWqldDRiIiI5BKnhRMREZGUGzdu4MSJEzhx4gQA4PPPP0dSUhJsbGwQGxsrcDoiIiL5xJFrIiIiwuPHjxETE4OYmBjcu3cP3bp1w+jRo2FnZwd1dXUAwMaNGxEaGorffvtN4LRERETyp6HQAYiIiEh4VlZW0NbWhr29Pfz9/dGuXbsy53Tu3BkGBgayD0dERKQAOHJNREREiI+Px6BBg6CkpCR0FCIiIoXE4pqIiIgAAEVFRcjKykJxcTEAQCwWo7CwENevX8fIkSOFDUdERCTnWFwTERERLly4AE9PT2RlZZV5TlVVFVevXhUgFRERkeJgt3AiIiLCjz/+CBMTE2zbtg2qqqrw9/fHokWLoK6ujrVr1wodj4iISO6xoRkREREhNTUVkZGRMDQ0ROfOndG4cWM4OTmhcePGCA4OxuDBg4WOSEREJNc4ck1ERERQUlKSbLllYGCAtLQ0AEDv3r1x9+5dIaMREREpBBbXREREBCMjI5w8eRIA8NlnnyEpKQkA8OTJEyFjERERKQxOCyciIiJMnz4dM2fOhIqKCoYOHYoNGzbAxcUFqamp6N27t9DxiIiI5B67hRMREREA4Pfff4eSkhKMjIxw+fJlbN++Hbq6upg9ezaaNm0qdDwiIiK5xpFrIiIiAvB2y63c3FwAwOeff47k5GQMHDiQhTUREVElcM01ERER4ezZs3BwcMDp06clx44ePYrRo0cjMTFRwGRERESKgdPCiYiICKNHj8aAAQMwe/ZsqePr16/HxYsXERYWJlAyIiIixcCRayIiIsLdu3fh4OBQ5rijoyNSU1MFSERERKRYWFwTERERmjVrhlu3bpU5fufOHTRp0kSARERERIqFDc2IiIgIDg4OWLFiBbKzs9G1a1eIRCIkJyfDz8+v3BFtIiIiksY110RERITi4mJ4e3sjMjISRUVFEIvFaNiwIZycnDBv3jw0bMj78URERO/D4pqIiIgkcnNzce/ePTRs2BAGBgZQVVUVOhIREZFC4JprIiIiAgDk5+dDWVkZJiYmUFZWRmhoKK5cuSJ0LCIiIoXA4pqIiIhw+fJl9O/fH0lJSfjnn38wZswYbNmyBZMmTcLRo0eFjkdERCT3WFwTERERfvzxR1hbW6NLly44cuQI1NXVce7cOSxevBiBgYFCxyMiIpJ7LK6JiIgIt27dwrfffispqgcOHAhVVVUMHDgQf/75p9DxiIiI5B6LayIiIsInn3yCwsJCFBYWIjExERYWFgCAzMxMaGhoCJyOiIhI/nFfDSIiIkKvXr2wdu1aaGpqAgD69euH27dvY9WqVejVq5fA6YiIiOQfR66JiIgIy5cvh7KyMlJTU7F27Vqoq6sjJiYGDRs2xMKFC4WOR0REJPe4zzURERGVq7CwECoqKkLHICIiUgicFk5EREQAgGfPnuHevXsoKSkBAIjFYhQWFuL69etwc3MTOB0REZF848g1ERER4fDhw1i0aBEKCgogEokgFoshEokAAK1bt0Z8fLzACYmIiOQb11wTERERAgICMGzYMBw7dgwaGhrYv38/Nm3ahJYtW2LWrFlCxyMiIpJ7nBZOREREuH//Pn766ScYGBigU6dOePbsGaysrFBUVISAgACMGDFC6IhERERyjSPXREREhEaNGkFZWRkAYGBggDt37gAATExMkJ6eLmQ0IiIihcDimoiIiNC1a1eEhYUBANq3b4+EhAQAwB9//CEpuomIiKhinBZOREREcHNzw7Rp09CsWTOMGjUK/v7+GDp0KB4/fgw7Ozuh4xEREck9dgsnIiIiAMDTp09RWFiINm3a4O7du9i3bx90dXXh5OTE/a6JiIg+gMU1ERERERERUTVxWjgREVE99dVXX1X63JCQkFpMQkREpPhYXBMREdVTenp6EIlEQscgIiKqEzgtnIiIiIiIiKiaOHJNRERUT0VHR8POzg4qKiqIjo5+77kjR46USSYiIiJFxZFrIiKiesrIyAgJCQnQ1taGkZFRheeJRCLcvn1bhsmIiIgUD4trIiIiIiIiompqIHQAIiIiEoa1tTW2bNmCp0+fCh2FiIhI4bG4JiIiqqf69u2LnTt3wsrKCi4uLoiPj0dxcbHQsYiIiBQSp4UTERHVY4WFhTh16hRiYmJw7tw5aGpqYuTIkRgzZgwMDAyEjkdERKQwWFwTERERAODZs2eIjY1FTEwMUlJSYGZmBkdHRwwZMgSqqqpCxyMiIpJrLK6JiIiojDt37iAuLg7Hjh3D8+fPcfnyZaEjERERyTWuuSYiIiIpxcXFePjwIZ48eYIXL16gSZMmQkciIiKSexy5JiIiIgDAlStXEBcXh6NHjyIvLw9ffPEFHB0dYWFhIXQ0IiIiucfimoiIqB67e/cuYmNjcejQIWRkZMDQ0BCOjo6wt7eHpqam0PGIiIgURkOhAxAREZEwRo4cidTUVKirq2PYsGFwdHSEsbGx0LGIiIgUEotrIiKieqpJkybw9fXFl19+iUaNGgkdh4iISKFxWjgRERERERFRNbFbOBEREREREVE1sbgmIiIiIiIiqiYW10RERERERETVxOKaiIiIiIiIqJpYXBMREcmJtLQ0zJ07F3379oWJiQksLS3h7u6OW7duVel1oqKiYGhoiIcPH1Y5w8aNG2FoaCj11b17d4wYMQJhYWFVfr3KMDQ0xMaNG2vltYmIiGSFW3ERERHJgTt37mDs2LHo2rUrFi9ejObNm+PJkyfYs2cPxo4di927d6N79+4yyxMeHg4AKCkpQU5ODs6cOYPly5dDSUkJY8aMqfH30tHRqdHXJCIikjUW10RERHJgx44daNq0KbZt2wZlZWXJ8cGDB2PIkCHYvHkztm7dKrM8/y7k+/fvj5SUFISFhdV4cS3LmwZERES1hdPCiYiI5EBmZiYAQCwWSx1v3LgxFi5ciCFDhgAAnJyc4OTkJHXOxYsXYWhoiIsXL0odv3LlCkaOHIkuXbrA3t4eR44cqVZGTU1NiEQiqWPx8fGYMGECTE1NYWJiAltbW+zZs0fqnN27d8PW1hZdunRBv3798P333yMnJ0fy/LvTwkt/lgsXLmDq1Kno1q0b+vTpA19fXxQVFVUrPxERUW1icU1ERCQHBg4ciIyMDIwbNw6hoaG4e/eupNC2tbWFg4NDlV9z6dKlsLW1xaZNm9C+fXvMnTsX586dq9S1RUVFkq/s7GwcOnQIZ86cwaRJkyTn/PLLL3Bzc4OxsTE2b96MjRs3onXr1li5ciWuXLkCADh8+DB8fX0xceJEBAcHw83NDTExMVi1atV739/DwwM9evRAQEAA7O3tsX37duzfv7/KfwZERESywmnhREREcmDChAn4559/EBwcjP/+978AAC0tLVhaWsLJyQndunWr8mu6ubnBxcUFwNtp3ffv34e/vz8sLS0/eK2xsXGZY1ZWVrCzs5M8/uOPPzBy5EgsXrxYcszU1BS9evXC5cuXYWZmhosXL6J169aYOHEiGjRoAHNzczRu3BjPnz9/7/uPGTMGbm5uAAALCwvEx8fjl19+wbhx4yr1sxMREckai2siIiI5MWfOHDg7O+Ps2bO4cOECLl68iLi4OBw6dAgLFy7E5MmTq/R6pVPJSw0ePBgbN25Ebm4uVFVVpaagi0QiKCkpSR6/O0r8+vVrJCcnIyAgANOmTcPOnTuhpKSEr7/+GgCQl5eHv/76C/fu3UNycjIA4M2bNwCA3r17Izw8HKNGjYKNjQ0GDhwIe3v7MtPL/83U1FTqsY6ODvLy8qr08xMREckSi2siIiI5oqmpiWHDhmHYsGEAgFu3bmH+/PlYt24dhg8fXqXXatGihdRjbW1tiMVi5OTkYMaMGbh06ZLkOXNzc+zevVvyuEuXLlLXmpubo0WLFvD09MSpU6dgY2ODZ8+eYfny5YiPj4dIJIK+vj569OgB4P/XjtvZ2aGkpAR79+6Fv78/fvrpJ7Ru3Rrz5s3D0KFDK8yuqqoq9bhBgwZl1qMTERHJExbXREREAnv69ClGjx6NOXPmlOnE3blzZ7i7u8PNzQ0PHjwAABQXF0udU9GI7suXL6WK1MzMTCgpKUFTUxMrVqxAbm6u5Dk1NbUP5uzUqRMA4P79+wDerou+e/cuduzYATMzM6ioqOD169eIjIyUuq70ZsGrV69w7tw5BAUFwdPTEz179kSrVq0++L5ERESKgA3NiIiIBNa8eXM0bNgQe/fuRUFBQZnn//zzTzRq1Aj6+vpQV1fHkydPpJ4vbR72b2fPnpV8X1JSgmPHjqFbt25QVVVF27Zt0aVLF8lX27ZtP5jz2rVrAAADAwMAQFJSEr788kv07t0bKioqAIAzZ85I3g8A3N3dMXPmTACAhoYGhgwZgm+//RbFxcX4+++/P/ieREREioIj10RERAJTUlLC999/Dzc3N4wePRoTJ05Eu3bt8Pr1ayQkJCA0NBRz5syBpqYmBg0ahNOnT8Pb2xuDBw9GUlISoqOjy31dPz8/FBcXQ1dXF/v27cO9e/ewY8eOSmUqLaSBt4Xy77//jp9++gkdO3bEwIEDAQBdu3ZFXFwcjI2NoaOjg6tXryIwMBAikQivX78G8HbN9fLly+Hr64v+/fsjOzsb/v7+MDAwgJGRUXX+2IiIiOQKi2siIiI5MHDgQERERCA4OBgBAQF49uwZVFRU0LlzZ6xfvx42NjYAgNGjR+Ovv/7CwYMHER4eDnNzc/z0008YP358mdf09vbGDz/8gPT0dHTs2BFBQUEwNzevVJ6xY8dKvldWVkbLli1hZ2eHOXPmSEapfXx8sHLlSqxcuRLA2xHtFStWIDY2FomJiQCAcePG4c2bNwgLC8PevXuhqqoKCwsLeHp6QllZuVp/ZkRERPJEJGZ3ECIiIiIiIqJq4ZprIiIiIiIiompicU1ERERERERUTSyuiYiIiIiIiKqJxTURERERERFRNbG4JiIiIiIiIqomFtdERERERERE1cTimoiIiIiIiKiaWFwTERERERERVROLayIiIiIiIqJqYnFNREREREREVE0sromIiIiIiIiqicU1ERERERERUTX9H4XQre1hLYugAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Count the number of landslides in each sub-basin\n",
    "sub_basin_landslides = LSFI_data['SUB_Basin'].value_counts()\n",
    "\n",
    "# Plot the distribution\n",
    "plt.figure(figsize=(10, 6))\n",
    "sub_basin_landslides.plot(kind='bar', color='skyblue')\n",
    "plt.title('Distribution of Landslides Across Different Sub-Basins in Iran')\n",
    "plt.xlabel('Sub-Basin')\n",
    "plt.ylabel('Number of Landslides')\n",
    "#plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "34142dff-95c9-45b8-9d7c-2a93c51b836f",
   "metadata": {},
   "source": [
    "The bar chart above illustrates the distribution of landslide occurrences across different sub-basins in Iran. Some sub-basins experience more landslides than others, indicating possible variations in geographical or environmental factors across these areas.and."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d1d295d-be61-45bc-b306-e1a2fc32ccc8",
   "metadata": {},
   "source": [
    "<font color='Red'>How different types of land use and climate conditions might influence the frequency of landslides by examining these attributes in the dataset</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "ff7ec5d4-98a2-4c80-afeb-e46ef6459301",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the distribution of landslides by land use type and climate type\n",
    "\n",
    "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(10, 6))\n",
    "\n",
    "# Bar plot for land use type\n",
    "landuse_counts = LSFI_data['Landuse_Type'].value_counts()\n",
    "landuse_counts.plot(kind='bar', ax=axes[0], color='green')\n",
    "axes[0].set_title('Distribution of Landslides by Land Use Type')\n",
    "axes[0].set_xlabel('Land Use Type')\n",
    "axes[0].set_ylabel('Number of Landslides')\n",
    "#axes[0].tick_params(axis='x', rotation=45)\n",
    "\n",
    "# Bar plot for climate type\n",
    "climate_counts = LSFI_data['Climate_Type'].value_counts()\n",
    "climate_counts.plot(kind='bar', ax=axes[1], color='orange')\n",
    "axes[1].set_title('Distribution of Landslides by Climate Type')\n",
    "axes[1].set_xlabel('Climate Type')\n",
    "axes[1].set_ylabel('Number of Landslides')\n",
    "axes[1].tick_params(axis='x', rotation=45)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1ebb452-860f-4c9a-9a1c-8092cac75645",
   "metadata": {},
   "source": [
    "The bar plots illustrate the distribution of landslide occurrences in relation to land use types and climate types:y.\n",
    "ty."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ccea91ef-fe2f-4238-8aee-d3ccc3730bf1",
   "metadata": {},
   "source": [
    "-Land Use Type: The chart indicates varied frequency of landslides across different land use types. Certain land uses, possibly those involving less vegetation or steeper terrains, may be more prone to landslides"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0adb1e28-7309-4831-99b3-c1ef53fea3b4",
   "metadata": {},
   "source": [
    "-Climate Type: The distribution suggests that certain climate types are associated with more landslides. This could be related to precipitation patterns and soil moisture levels typical of these climates, which can affect landslide susceptibility."
   ]
  }
 ],
 "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
}