efficient keyword.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ------ >>>>> BINARY CLASSIFICATION FULL STACK <<<<< --------\n",
    "\n",
    "# ------------- data analysis and wrangling-------------------\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import random as rnd\n",
    "from pandas import DataFrame\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "import shap\n",
    "# ------------------------------------------------------------\n",
    "\n",
    "# ------- import các tool visualization ----------------------\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "# ------------------------------------------------------------\n",
    "\n",
    "# ----- import các thuật toán machine learning----------------\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.svm import SVC, LinearSVC\n",
    "from nltk.classify.scikitlearn import SklearnClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.linear_model import Perceptron\n",
    "from sklearn.linear_model import SGDClassifier\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.tree import DecisionTreeRegressor\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from xgboost.sklearn import XGBRegressor\n",
    "from sklearn.preprocessing import OneHotEncoder, LabelEncoder\n",
    "from sklearn import tree\n",
    "# ------------------------------------------------------------\n",
    "\n",
    "# -------- import các thuật toán tính toán sai số ------------\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.metrics import precision_recall_fscore_support\n",
    "from sklearn.metrics import confusion_matrix\n",
    "# ------------------------------------------------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "hotjar = pd.read_excel(r\"C:\\PYTHON LEARNING\\DATA\\hotjar.xlsx\")\n",
    "hotjar = pd.DataFrame(hotjar)\n",
    "novaon = pd.read_excel(r\"C:\\PYTHON LEARNING\\DATA\\novaon.xlsx\")\n",
    "novaon = pd.DataFrame(novaon)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Google Click ID</th>\n",
       "      <th>Action Count</th>\n",
       "      <th>Page Count</th>\n",
       "      <th>Duration (seconds)</th>\n",
       "      <th>Device</th>\n",
       "      <th>Browser</th>\n",
       "      <th>Operating System</th>\n",
       "      <th>hiệu quả</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Cj0KCQiA_qD_BRDiARIsANjZ2LA74RpzDrgbsUPxVR_592...</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>235</td>\n",
       "      <td>Desktop</td>\n",
       "      <td>Safari</td>\n",
       "      <td>Mac</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Cj0KCQiA_qD_BRDiARIsANjZ2LABq5u2tnGz6lXVXxu25G...</td>\n",
       "      <td>72</td>\n",
       "      <td>1</td>\n",
       "      <td>1194</td>\n",
       "      <td>Phone</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Android</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Cj0KCQiA_qD_BRDiARIsANjZ2LAb-SIoqJ76wz3iGys8ob...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>87</td>\n",
       "      <td>Desktop</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Windows</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Cj0KCQiA_qD_BRDiARIsANjZ2LAcbgH034Voirk6nqY5F0...</td>\n",
       "      <td>64</td>\n",
       "      <td>1</td>\n",
       "      <td>511</td>\n",
       "      <td>Phone</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Android</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Cj0KCQiA_qD_BRDiARIsANjZ2LAd1qfztAdpee3bja7-jd...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1138</td>\n",
       "      <td>Desktop</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Windows</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     Google Click ID  Action Count  \\\n",
       "0  Cj0KCQiA_qD_BRDiARIsANjZ2LA74RpzDrgbsUPxVR_592...             9   \n",
       "1  Cj0KCQiA_qD_BRDiARIsANjZ2LABq5u2tnGz6lXVXxu25G...            72   \n",
       "2  Cj0KCQiA_qD_BRDiARIsANjZ2LAb-SIoqJ76wz3iGys8ob...             1   \n",
       "3  Cj0KCQiA_qD_BRDiARIsANjZ2LAcbgH034Voirk6nqY5F0...            64   \n",
       "4  Cj0KCQiA_qD_BRDiARIsANjZ2LAd1qfztAdpee3bja7-jd...             1   \n",
       "\n",
       "   Page Count  Duration (seconds)   Device Browser Operating System  hiệu quả  \n",
       "0           1                 235  Desktop  Safari              Mac         0  \n",
       "1           1                1194    Phone  Chrome          Android         1  \n",
       "2           1                  87  Desktop  Chrome          Windows         0  \n",
       "3           1                 511    Phone  Chrome          Android         1  \n",
       "4           1                1138  Desktop  Chrome          Windows         0  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hotjar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>#</th>\n",
       "      <th>Địa chỉ IP</th>\n",
       "      <th>Từ khóa</th>\n",
       "      <th>Loại từ khóa</th>\n",
       "      <th>Vi phạm</th>\n",
       "      <th>Đang chặn</th>\n",
       "      <th>Thời điểm click</th>\n",
       "      <th>Google Click ID</th>\n",
       "      <th>Hệ điều hành</th>\n",
       "      <th>Trình duyệt</th>\n",
       "      <th>...</th>\n",
       "      <th>Nhà mạng</th>\n",
       "      <th>Thiết bị</th>\n",
       "      <th>VPN/Proxy</th>\n",
       "      <th>Trang đích</th>\n",
       "      <th>Thành phố</th>\n",
       "      <th>Quốc gia</th>\n",
       "      <th>Mạng hiển thị</th>\n",
       "      <th>Vị trí</th>\n",
       "      <th>Chiến dịch</th>\n",
       "      <th>Nhóm quảng cáo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>42.118.27.104</td>\n",
       "      <td>tài khoản giao dịch chứng khoán</td>\n",
       "      <td>Đối sánh rộng</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15:08:28 25/01/2021</td>\n",
       "      <td>CjwKCAiA9bmABhBbEiwASb35VyTqXOXflA9cAmQBAs49Di...</td>\n",
       "      <td>Android</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>...</td>\n",
       "      <td>FPT Telecom Company</td>\n",
       "      <td>Mobile</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;a href=\"https://invest.vcsc.com.vn/mo-tai-kho...</td>\n",
       "      <td>Hồ Chí Minh</td>\n",
       "      <td>VN</td>\n",
       "      <td>Google search</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VCSC eKYC</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2402:800:6234:52fc:cdf8:7940:ffbb:e1d</td>\n",
       "      <td>tài khoản giao dịch chứng khoán</td>\n",
       "      <td>Đối sánh rộng</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15:08:14 25/01/2021</td>\n",
       "      <td>CjwKCAiA9bmABhBbEiwASb35VyDkPXiNMvDnXBeMPV2Xza...</td>\n",
       "      <td>Android</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>...</td>\n",
       "      <td>Viettel Group</td>\n",
       "      <td>Mobile</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;a href=\"https://invest.vcsc.com.vn/mo-tai-kho...</td>\n",
       "      <td>Bình Định</td>\n",
       "      <td>VN</td>\n",
       "      <td>Google search</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VCSC eKYC</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   #                             Địa chỉ IP                          Từ khóa  \\\n",
       "0  1                          42.118.27.104  tài khoản giao dịch chứng khoán   \n",
       "1  2  2402:800:6234:52fc:cdf8:7940:ffbb:e1d  tài khoản giao dịch chứng khoán   \n",
       "\n",
       "    Loại từ khóa Vi phạm  Đang chặn      Thời điểm click  \\\n",
       "0  Đối sánh rộng     NaN        NaN  15:08:28 25/01/2021   \n",
       "1  Đối sánh rộng     NaN        NaN  15:08:14 25/01/2021   \n",
       "\n",
       "                                     Google Click ID Hệ điều hành Trình duyệt  \\\n",
       "0  CjwKCAiA9bmABhBbEiwASb35VyTqXOXflA9cAmQBAs49Di...      Android      Chrome   \n",
       "1  CjwKCAiA9bmABhBbEiwASb35VyDkPXiNMvDnXBeMPV2Xza...      Android      Chrome   \n",
       "\n",
       "   ...             Nhà mạng Thiết bị VPN/Proxy  \\\n",
       "0  ...  FPT Telecom Company   Mobile       NaN   \n",
       "1  ...        Viettel Group   Mobile       NaN   \n",
       "\n",
       "                                          Trang đích     Thành phố Quốc gia  \\\n",
       "0  <a href=\"https://invest.vcsc.com.vn/mo-tai-kho...  Hồ Chí Minh        VN   \n",
       "1  <a href=\"https://invest.vcsc.com.vn/mo-tai-kho...     Bình Định       VN   \n",
       "\n",
       "   Mạng hiển thị Vị trí  Chiến dịch Nhóm quảng cáo  \n",
       "0  Google search    NaN   VCSC eKYC            NaN  \n",
       "1  Google search    NaN   VCSC eKYC            NaN  \n",
       "\n",
       "[2 rows x 21 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "novaon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Google Click ID</th>\n",
       "      <th>Action Count</th>\n",
       "      <th>Page Count</th>\n",
       "      <th>Duration (seconds)</th>\n",
       "      <th>Device</th>\n",
       "      <th>Browser</th>\n",
       "      <th>Operating System</th>\n",
       "      <th>hiệu quả</th>\n",
       "      <th>#</th>\n",
       "      <th>Địa chỉ IP</th>\n",
       "      <th>...</th>\n",
       "      <th>Nhà mạng</th>\n",
       "      <th>Thiết bị</th>\n",
       "      <th>VPN/Proxy</th>\n",
       "      <th>Trang đích</th>\n",
       "      <th>Thành phố</th>\n",
       "      <th>Quốc gia</th>\n",
       "      <th>Mạng hiển thị</th>\n",
       "      <th>Vị trí</th>\n",
       "      <th>Chiến dịch</th>\n",
       "      <th>Nhóm quảng cáo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Cj0KCQiA_qD_BRDiARIsANjZ2LA74RpzDrgbsUPxVR_592...</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>235</td>\n",
       "      <td>Desktop</td>\n",
       "      <td>Safari</td>\n",
       "      <td>Mac</td>\n",
       "      <td>0</td>\n",
       "      <td>2673.0</td>\n",
       "      <td>2402:800:6375:fc5d:9852:32eb:a4c6:a548</td>\n",
       "      <td>...</td>\n",
       "      <td>Viettel Group</td>\n",
       "      <td>Desktop</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;a href=\"https://invest.vcsc.com.vn/mo-tai-kho...</td>\n",
       "      <td>Hồ Chí Minh</td>\n",
       "      <td>VN</td>\n",
       "      <td>Google search</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VCSC adwords</td>\n",
       "      <td>1. VCSC Adwords</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Cj0KCQiA_qD_BRDiARIsANjZ2LABq5u2tnGz6lXVXxu25G...</td>\n",
       "      <td>72</td>\n",
       "      <td>1</td>\n",
       "      <td>1194</td>\n",
       "      <td>Phone</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Android</td>\n",
       "      <td>1</td>\n",
       "      <td>2674.0</td>\n",
       "      <td>2001:ee0:4969:5290:f91f:a448:7e9a:c35f</td>\n",
       "      <td>...</td>\n",
       "      <td>VNPT</td>\n",
       "      <td>Mobile</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;a href=\"https://invest.vcsc.com.vn/mo-tai-kho...</td>\n",
       "      <td>Nam Định</td>\n",
       "      <td>VN</td>\n",
       "      <td>Google search</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VCSC adwords</td>\n",
       "      <td>1. VCSC Adwords</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Cj0KCQiA_qD_BRDiARIsANjZ2LAb-SIoqJ76wz3iGys8ob...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>87</td>\n",
       "      <td>Desktop</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Windows</td>\n",
       "      <td>0</td>\n",
       "      <td>2661.0</td>\n",
       "      <td>2402:800:6214:1a29:b124:2c4:a9a6:5de</td>\n",
       "      <td>...</td>\n",
       "      <td>Viettel Group</td>\n",
       "      <td>Desktop</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;a href=\"https://invest.vcsc.com.vn/mo-tai-kho...</td>\n",
       "      <td>Lâm Đồng</td>\n",
       "      <td>VN</td>\n",
       "      <td>Google search</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VCSC adwords</td>\n",
       "      <td>1. VCSC Adwords</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Cj0KCQiA_qD_BRDiARIsANjZ2LAcbgH034Voirk6nqY5F0...</td>\n",
       "      <td>64</td>\n",
       "      <td>1</td>\n",
       "      <td>511</td>\n",
       "      <td>Phone</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Android</td>\n",
       "      <td>1</td>\n",
       "      <td>2688.0</td>\n",
       "      <td>2402:800:639d:dc36:846b:21ba:7bd1:5c8a</td>\n",
       "      <td>...</td>\n",
       "      <td>Viettel Group</td>\n",
       "      <td>Mobile</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;a href=\"https://invest.vcsc.com.vn/mo-tai-kho...</td>\n",
       "      <td>Đồng Nai</td>\n",
       "      <td>VN</td>\n",
       "      <td>Google search</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VCSC adwords</td>\n",
       "      <td>1. VCSC Adwords</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Cj0KCQiA_qD_BRDiARIsANjZ2LAd1qfztAdpee3bja7-jd...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1138</td>\n",
       "      <td>Desktop</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Windows</td>\n",
       "      <td>0</td>\n",
       "      <td>2644.0</td>\n",
       "      <td>113.160.142.84</td>\n",
       "      <td>...</td>\n",
       "      <td>VNPT</td>\n",
       "      <td>Desktop</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;a href=\"https://invest.vcsc.com.vn/mo-tai-kho...</td>\n",
       "      <td>Sơn La</td>\n",
       "      <td>VN</td>\n",
       "      <td>Google search</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VCSC adwords</td>\n",
       "      <td>1. VCSC Adwords</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3172</th>\n",
       "      <td>EAIaIQobChMIzMGi2pmU7gIVhVVgCh3CKweKEAAYASAAEg...</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>464</td>\n",
       "      <td>Desktop</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Windows</td>\n",
       "      <td>0</td>\n",
       "      <td>1333.0</td>\n",
       "      <td>2402:800:61cf:c6bb:7d48:b455:c6a9:9b9e</td>\n",
       "      <td>...</td>\n",
       "      <td>Viettel Group</td>\n",
       "      <td>Desktop</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;a href=\"https://invest.vcsc.com.vn/mo-tai-kho...</td>\n",
       "      <td>Vĩnh Phúc</td>\n",
       "      <td>VN</td>\n",
       "      <td>Google search</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VCSC adwords</td>\n",
       "      <td>1. VCSC Adwords</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3173</th>\n",
       "      <td>EAIaIQobChMIzN3izNTb7QIVlkNgCh2QpgYiEAAYBCAAEg...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>38</td>\n",
       "      <td>Desktop</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Windows</td>\n",
       "      <td>0</td>\n",
       "      <td>3275.0</td>\n",
       "      <td>113.189.14.21</td>\n",
       "      <td>...</td>\n",
       "      <td>VNPT</td>\n",
       "      <td>Desktop</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;a href=\"https://invest.vcsc.com.vn/mo-tai-kho...</td>\n",
       "      <td>Đắk Lắk</td>\n",
       "      <td>VN</td>\n",
       "      <td>Google search</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VCSC adwords</td>\n",
       "      <td>1. VCSC Adwords</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3174</th>\n",
       "      <td>EAIaIQobChMIzObV27GT7gIVBMWWCh39pwXVEAAYASAAEg...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>84</td>\n",
       "      <td>Phone</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Android</td>\n",
       "      <td>0</td>\n",
       "      <td>1452.0</td>\n",
       "      <td>2402:800:6101:24bb:2d53:4648:ab91:3c3b</td>\n",
       "      <td>...</td>\n",
       "      <td>Viettel Group</td>\n",
       "      <td>Mobile</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;a href=\"https://invest.vcsc.com.vn/mo-tai-kho...</td>\n",
       "      <td>Hải Dương</td>\n",
       "      <td>VN</td>\n",
       "      <td>Google search</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VCSC adwords</td>\n",
       "      <td>1. VCSC Adwords</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3175</th>\n",
       "      <td>EAIaIQobChMIzqec3oOA7gIVSrGWCh08RwFpEAAYAyAAEg...</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>49</td>\n",
       "      <td>Phone</td>\n",
       "      <td>Safari</td>\n",
       "      <td>Ios</td>\n",
       "      <td>0</td>\n",
       "      <td>2177.0</td>\n",
       "      <td>2001:ee0:49d5:a970:910b:c4ec:f5d1:31d</td>\n",
       "      <td>...</td>\n",
       "      <td>VNPT</td>\n",
       "      <td>Mobile</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;a href=\"https://invest.vcsc.com.vn/mo-tai-kho...</td>\n",
       "      <td>Thái Bình</td>\n",
       "      <td>VN</td>\n",
       "      <td>Google search</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VCSC adwords</td>\n",
       "      <td>1. VCSC Adwords</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3176</th>\n",
       "      <td>EAIaIQobChMIz-yXj_fT7AIVFNiWCh3dBghvEAAYASAAEg...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1199</td>\n",
       "      <td>Desktop</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Windows</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3177 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        Google Click ID  Action Count  \\\n",
       "0     Cj0KCQiA_qD_BRDiARIsANjZ2LA74RpzDrgbsUPxVR_592...             9   \n",
       "1     Cj0KCQiA_qD_BRDiARIsANjZ2LABq5u2tnGz6lXVXxu25G...            72   \n",
       "2     Cj0KCQiA_qD_BRDiARIsANjZ2LAb-SIoqJ76wz3iGys8ob...             1   \n",
       "3     Cj0KCQiA_qD_BRDiARIsANjZ2LAcbgH034Voirk6nqY5F0...            64   \n",
       "4     Cj0KCQiA_qD_BRDiARIsANjZ2LAd1qfztAdpee3bja7-jd...             1   \n",
       "...                                                 ...           ...   \n",
       "3172  EAIaIQobChMIzMGi2pmU7gIVhVVgCh3CKweKEAAYASAAEg...             2   \n",
       "3173  EAIaIQobChMIzN3izNTb7QIVlkNgCh2QpgYiEAAYBCAAEg...             1   \n",
       "3174  EAIaIQobChMIzObV27GT7gIVBMWWCh39pwXVEAAYASAAEg...             1   \n",
       "3175  EAIaIQobChMIzqec3oOA7gIVSrGWCh08RwFpEAAYAyAAEg...            13   \n",
       "3176  EAIaIQobChMIz-yXj_fT7AIVFNiWCh3dBghvEAAYASAAEg...             1   \n",
       "\n",
       "      Page Count  Duration (seconds)   Device Browser Operating System  \\\n",
       "0              1                 235  Desktop  Safari              Mac   \n",
       "1              1                1194    Phone  Chrome          Android   \n",
       "2              1                  87  Desktop  Chrome          Windows   \n",
       "3              1                 511    Phone  Chrome          Android   \n",
       "4              1                1138  Desktop  Chrome          Windows   \n",
       "...          ...                 ...      ...     ...              ...   \n",
       "3172           1                 464  Desktop  Chrome          Windows   \n",
       "3173           1                  38  Desktop  Chrome          Windows   \n",
       "3174           1                  84    Phone  Chrome          Android   \n",
       "3175           1                  49    Phone  Safari              Ios   \n",
       "3176           1                1199  Desktop  Chrome          Windows   \n",
       "\n",
       "      hiệu quả       #                              Địa chỉ IP  ...  \\\n",
       "0            0  2673.0  2402:800:6375:fc5d:9852:32eb:a4c6:a548  ...   \n",
       "1            1  2674.0  2001:ee0:4969:5290:f91f:a448:7e9a:c35f  ...   \n",
       "2            0  2661.0    2402:800:6214:1a29:b124:2c4:a9a6:5de  ...   \n",
       "3            1  2688.0  2402:800:639d:dc36:846b:21ba:7bd1:5c8a  ...   \n",
       "4            0  2644.0                          113.160.142.84  ...   \n",
       "...        ...     ...                                     ...  ...   \n",
       "3172         0  1333.0  2402:800:61cf:c6bb:7d48:b455:c6a9:9b9e  ...   \n",
       "3173         0  3275.0                           113.189.14.21  ...   \n",
       "3174         0  1452.0  2402:800:6101:24bb:2d53:4648:ab91:3c3b  ...   \n",
       "3175         0  2177.0   2001:ee0:49d5:a970:910b:c4ec:f5d1:31d  ...   \n",
       "3176         0     NaN                                     NaN  ...   \n",
       "\n",
       "           Nhà mạng Thiết bị VPN/Proxy  \\\n",
       "0     Viettel Group  Desktop       NaN   \n",
       "1              VNPT   Mobile       NaN   \n",
       "2     Viettel Group  Desktop       NaN   \n",
       "3     Viettel Group   Mobile       NaN   \n",
       "4              VNPT  Desktop       NaN   \n",
       "...             ...      ...       ...   \n",
       "3172  Viettel Group  Desktop       NaN   \n",
       "3173           VNPT  Desktop       NaN   \n",
       "3174  Viettel Group   Mobile       NaN   \n",
       "3175           VNPT   Mobile       NaN   \n",
       "3176            NaN      NaN       NaN   \n",
       "\n",
       "                                             Trang đích     Thành phố  \\\n",
       "0     <a href=\"https://invest.vcsc.com.vn/mo-tai-kho...  Hồ Chí Minh    \n",
       "1     <a href=\"https://invest.vcsc.com.vn/mo-tai-kho...      Nam Định   \n",
       "2     <a href=\"https://invest.vcsc.com.vn/mo-tai-kho...      Lâm Đồng   \n",
       "3     <a href=\"https://invest.vcsc.com.vn/mo-tai-kho...      Đồng Nai   \n",
       "4     <a href=\"https://invest.vcsc.com.vn/mo-tai-kho...        Sơn La   \n",
       "...                                                 ...           ...   \n",
       "3172  <a href=\"https://invest.vcsc.com.vn/mo-tai-kho...     Vĩnh Phúc   \n",
       "3173  <a href=\"https://invest.vcsc.com.vn/mo-tai-kho...       Đắk Lắk   \n",
       "3174  <a href=\"https://invest.vcsc.com.vn/mo-tai-kho...     Hải Dương   \n",
       "3175  <a href=\"https://invest.vcsc.com.vn/mo-tai-kho...     Thái Bình   \n",
       "3176                                                NaN           NaN   \n",
       "\n",
       "     Quốc gia  Mạng hiển thị Vị trí    Chiến dịch   Nhóm quảng cáo  \n",
       "0          VN  Google search    NaN  VCSC adwords  1. VCSC Adwords  \n",
       "1          VN  Google search    NaN  VCSC adwords  1. VCSC Adwords  \n",
       "2          VN  Google search    NaN  VCSC adwords  1. VCSC Adwords  \n",
       "3          VN  Google search    NaN  VCSC adwords  1. VCSC Adwords  \n",
       "4          VN  Google search    NaN  VCSC adwords  1. VCSC Adwords  \n",
       "...       ...            ...    ...           ...              ...  \n",
       "3172       VN  Google search    NaN  VCSC adwords  1. VCSC Adwords  \n",
       "3173       VN  Google search    NaN  VCSC adwords  1. VCSC Adwords  \n",
       "3174       VN  Google search    NaN  VCSC adwords  1. VCSC Adwords  \n",
       "3175       VN  Google search    NaN  VCSC adwords  1. VCSC Adwords  \n",
       "3176      NaN            NaN    NaN           NaN              NaN  \n",
       "\n",
       "[3177 rows x 28 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "efficient_keyword = pd.merge(hotjar,novaon, how='left', on=['Google Click ID'])\n",
    "efficient_keyword"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1728x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import missingno as msno\n",
    "import numpy as np\n",
    "collisions = efficient_keyword.replace(\"nan\", np.nan)\n",
    "msno.matrix(collisions.sample(250))\n",
    "plt.show()\n",
    "msno.bar(collisions.sample(1000))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "efficient_keyword = efficient_keyword.drop(['Vi phạm','Đang chặn','VPN/Proxy','Vị trí'],axis = 1)\n",
    "efficient_keyword = efficient_keyword.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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A4HIigAMAAAAAUEkABwAAAACgkgAOAAAAAEAlARwAAAAAgEoCOAAAAAAAlQRwAAAAAAAqCeAAAAAAAFQSwAEAAAAAqCSAAwAAAABQ6f8A1dA6n7JTpygAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1800x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import missingno as msno\n",
    "import numpy as np\n",
    "collisions = efficient_keyword.replace(\"nan\", np.nan)\n",
    "msno.matrix(collisions.sample(250))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Google Click ID</th>\n",
       "      <th>Action Count</th>\n",
       "      <th>Page Count</th>\n",
       "      <th>Duration (seconds)</th>\n",
       "      <th>Device</th>\n",
       "      <th>Browser</th>\n",
       "      <th>Operating System</th>\n",
       "      <th>hiệu quả</th>\n",
       "      <th>#</th>\n",
       "      <th>Địa chỉ IP</th>\n",
       "      <th>...</th>\n",
       "      <th>Trình duyệt</th>\n",
       "      <th>Wifi/4G</th>\n",
       "      <th>Nhà mạng</th>\n",
       "      <th>Thiết bị</th>\n",
       "      <th>Trang đích</th>\n",
       "      <th>Thành phố</th>\n",
       "      <th>Quốc gia</th>\n",
       "      <th>Mạng hiển thị</th>\n",
       "      <th>Chiến dịch</th>\n",
       "      <th>Nhóm quảng cáo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Cj0KCQiA_qD_BRDiARIsANjZ2LA74RpzDrgbsUPxVR_592...</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>235</td>\n",
       "      <td>Desktop</td>\n",
       "      <td>Safari</td>\n",
       "      <td>Mac</td>\n",
       "      <td>0</td>\n",
       "      <td>2673.0</td>\n",
       "      <td>2402:800:6375:fc5d:9852:32eb:a4c6:a548</td>\n",
       "      <td>...</td>\n",
       "      <td>13.1.2 Safari</td>\n",
       "      <td>Cố định/Wifi</td>\n",
       "      <td>Viettel Group</td>\n",
       "      <td>Desktop</td>\n",
       "      <td>&lt;a href=\"https://invest.vcsc.com.vn/mo-tai-kho...</td>\n",
       "      <td>Hồ Chí Minh</td>\n",
       "      <td>VN</td>\n",
       "      <td>Google search</td>\n",
       "      <td>VCSC adwords</td>\n",
       "      <td>1. VCSC Adwords</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Cj0KCQiA_qD_BRDiARIsANjZ2LABq5u2tnGz6lXVXxu25G...</td>\n",
       "      <td>72</td>\n",
       "      <td>1</td>\n",
       "      <td>1194</td>\n",
       "      <td>Phone</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Android</td>\n",
       "      <td>1</td>\n",
       "      <td>2674.0</td>\n",
       "      <td>2001:ee0:4969:5290:f91f:a448:7e9a:c35f</td>\n",
       "      <td>...</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Cố định/Wifi</td>\n",
       "      <td>VNPT</td>\n",
       "      <td>Mobile</td>\n",
       "      <td>&lt;a href=\"https://invest.vcsc.com.vn/mo-tai-kho...</td>\n",
       "      <td>Nam Định</td>\n",
       "      <td>VN</td>\n",
       "      <td>Google search</td>\n",
       "      <td>VCSC adwords</td>\n",
       "      <td>1. VCSC Adwords</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Cj0KCQiA_qD_BRDiARIsANjZ2LAb-SIoqJ76wz3iGys8ob...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>87</td>\n",
       "      <td>Desktop</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Windows</td>\n",
       "      <td>0</td>\n",
       "      <td>2661.0</td>\n",
       "      <td>2402:800:6214:1a29:b124:2c4:a9a6:5de</td>\n",
       "      <td>...</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Cellular</td>\n",
       "      <td>Viettel Group</td>\n",
       "      <td>Desktop</td>\n",
       "      <td>&lt;a href=\"https://invest.vcsc.com.vn/mo-tai-kho...</td>\n",
       "      <td>Lâm Đồng</td>\n",
       "      <td>VN</td>\n",
       "      <td>Google search</td>\n",
       "      <td>VCSC adwords</td>\n",
       "      <td>1. VCSC Adwords</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Cj0KCQiA_qD_BRDiARIsANjZ2LAcbgH034Voirk6nqY5F0...</td>\n",
       "      <td>64</td>\n",
       "      <td>1</td>\n",
       "      <td>511</td>\n",
       "      <td>Phone</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Android</td>\n",
       "      <td>1</td>\n",
       "      <td>2688.0</td>\n",
       "      <td>2402:800:639d:dc36:846b:21ba:7bd1:5c8a</td>\n",
       "      <td>...</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Cố định/Wifi</td>\n",
       "      <td>Viettel Group</td>\n",
       "      <td>Mobile</td>\n",
       "      <td>&lt;a href=\"https://invest.vcsc.com.vn/mo-tai-kho...</td>\n",
       "      <td>Đồng Nai</td>\n",
       "      <td>VN</td>\n",
       "      <td>Google search</td>\n",
       "      <td>VCSC adwords</td>\n",
       "      <td>1. VCSC Adwords</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Cj0KCQiA_qD_BRDiARIsANjZ2LAd1qfztAdpee3bja7-jd...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1138</td>\n",
       "      <td>Desktop</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Windows</td>\n",
       "      <td>0</td>\n",
       "      <td>2644.0</td>\n",
       "      <td>113.160.142.84</td>\n",
       "      <td>...</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Cố định/Wifi</td>\n",
       "      <td>VNPT</td>\n",
       "      <td>Desktop</td>\n",
       "      <td>&lt;a href=\"https://invest.vcsc.com.vn/mo-tai-kho...</td>\n",
       "      <td>Sơn La</td>\n",
       "      <td>VN</td>\n",
       "      <td>Google search</td>\n",
       "      <td>VCSC adwords</td>\n",
       "      <td>1. VCSC Adwords</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3171</th>\n",
       "      <td>EAIaIQobChMIzL6uyvv_7QIVGFZgCh2rmQnsEAAYASAAEg...</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>71</td>\n",
       "      <td>Desktop</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Windows</td>\n",
       "      <td>0</td>\n",
       "      <td>2183.0</td>\n",
       "      <td>2001:ee0:46ec:f770:95e:8c5e:7c9c:22eb</td>\n",
       "      <td>...</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Cố định/Wifi</td>\n",
       "      <td>VNPT</td>\n",
       "      <td>Desktop</td>\n",
       "      <td>&lt;a href=\"https://invest.vcsc.com.vn/mo-tai-kho...</td>\n",
       "      <td>Thái Nguyên</td>\n",
       "      <td>VN</td>\n",
       "      <td>Google search</td>\n",
       "      <td>VCSC adwords</td>\n",
       "      <td>1. VCSC Adwords</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3172</th>\n",
       "      <td>EAIaIQobChMIzMGi2pmU7gIVhVVgCh3CKweKEAAYASAAEg...</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>464</td>\n",
       "      <td>Desktop</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Windows</td>\n",
       "      <td>0</td>\n",
       "      <td>1333.0</td>\n",
       "      <td>2402:800:61cf:c6bb:7d48:b455:c6a9:9b9e</td>\n",
       "      <td>...</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Cố định/Wifi</td>\n",
       "      <td>Viettel Group</td>\n",
       "      <td>Desktop</td>\n",
       "      <td>&lt;a href=\"https://invest.vcsc.com.vn/mo-tai-kho...</td>\n",
       "      <td>Vĩnh Phúc</td>\n",
       "      <td>VN</td>\n",
       "      <td>Google search</td>\n",
       "      <td>VCSC adwords</td>\n",
       "      <td>1. VCSC Adwords</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3173</th>\n",
       "      <td>EAIaIQobChMIzN3izNTb7QIVlkNgCh2QpgYiEAAYBCAAEg...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>38</td>\n",
       "      <td>Desktop</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Windows</td>\n",
       "      <td>0</td>\n",
       "      <td>3275.0</td>\n",
       "      <td>113.189.14.21</td>\n",
       "      <td>...</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Cố định/Wifi</td>\n",
       "      <td>VNPT</td>\n",
       "      <td>Desktop</td>\n",
       "      <td>&lt;a href=\"https://invest.vcsc.com.vn/mo-tai-kho...</td>\n",
       "      <td>Đắk Lắk</td>\n",
       "      <td>VN</td>\n",
       "      <td>Google search</td>\n",
       "      <td>VCSC adwords</td>\n",
       "      <td>1. VCSC Adwords</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3174</th>\n",
       "      <td>EAIaIQobChMIzObV27GT7gIVBMWWCh39pwXVEAAYASAAEg...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>84</td>\n",
       "      <td>Phone</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Android</td>\n",
       "      <td>0</td>\n",
       "      <td>1452.0</td>\n",
       "      <td>2402:800:6101:24bb:2d53:4648:ab91:3c3b</td>\n",
       "      <td>...</td>\n",
       "      <td>Android Browser</td>\n",
       "      <td>Cố định/Wifi</td>\n",
       "      <td>Viettel Group</td>\n",
       "      <td>Mobile</td>\n",
       "      <td>&lt;a href=\"https://invest.vcsc.com.vn/mo-tai-kho...</td>\n",
       "      <td>Hải Dương</td>\n",
       "      <td>VN</td>\n",
       "      <td>Google search</td>\n",
       "      <td>VCSC adwords</td>\n",
       "      <td>1. VCSC Adwords</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3175</th>\n",
       "      <td>EAIaIQobChMIzqec3oOA7gIVSrGWCh08RwFpEAAYAyAAEg...</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>49</td>\n",
       "      <td>Phone</td>\n",
       "      <td>Safari</td>\n",
       "      <td>Ios</td>\n",
       "      <td>0</td>\n",
       "      <td>2177.0</td>\n",
       "      <td>2001:ee0:49d5:a970:910b:c4ec:f5d1:31d</td>\n",
       "      <td>...</td>\n",
       "      <td>WebKit</td>\n",
       "      <td>Cố định/Wifi</td>\n",
       "      <td>VNPT</td>\n",
       "      <td>Mobile</td>\n",
       "      <td>&lt;a href=\"https://invest.vcsc.com.vn/mo-tai-kho...</td>\n",
       "      <td>Thái Bình</td>\n",
       "      <td>VN</td>\n",
       "      <td>Google search</td>\n",
       "      <td>VCSC adwords</td>\n",
       "      <td>1. VCSC Adwords</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2075 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        Google Click ID  Action Count  \\\n",
       "0     Cj0KCQiA_qD_BRDiARIsANjZ2LA74RpzDrgbsUPxVR_592...             9   \n",
       "1     Cj0KCQiA_qD_BRDiARIsANjZ2LABq5u2tnGz6lXVXxu25G...            72   \n",
       "2     Cj0KCQiA_qD_BRDiARIsANjZ2LAb-SIoqJ76wz3iGys8ob...             1   \n",
       "3     Cj0KCQiA_qD_BRDiARIsANjZ2LAcbgH034Voirk6nqY5F0...            64   \n",
       "4     Cj0KCQiA_qD_BRDiARIsANjZ2LAd1qfztAdpee3bja7-jd...             1   \n",
       "...                                                 ...           ...   \n",
       "3171  EAIaIQobChMIzL6uyvv_7QIVGFZgCh2rmQnsEAAYASAAEg...             4   \n",
       "3172  EAIaIQobChMIzMGi2pmU7gIVhVVgCh3CKweKEAAYASAAEg...             2   \n",
       "3173  EAIaIQobChMIzN3izNTb7QIVlkNgCh2QpgYiEAAYBCAAEg...             1   \n",
       "3174  EAIaIQobChMIzObV27GT7gIVBMWWCh39pwXVEAAYASAAEg...             1   \n",
       "3175  EAIaIQobChMIzqec3oOA7gIVSrGWCh08RwFpEAAYAyAAEg...            13   \n",
       "\n",
       "      Page Count  Duration (seconds)   Device Browser Operating System  \\\n",
       "0              1                 235  Desktop  Safari              Mac   \n",
       "1              1                1194    Phone  Chrome          Android   \n",
       "2              1                  87  Desktop  Chrome          Windows   \n",
       "3              1                 511    Phone  Chrome          Android   \n",
       "4              1                1138  Desktop  Chrome          Windows   \n",
       "...          ...                 ...      ...     ...              ...   \n",
       "3171           1                  71  Desktop  Chrome          Windows   \n",
       "3172           1                 464  Desktop  Chrome          Windows   \n",
       "3173           1                  38  Desktop  Chrome          Windows   \n",
       "3174           1                  84    Phone  Chrome          Android   \n",
       "3175           1                  49    Phone  Safari              Ios   \n",
       "\n",
       "      hiệu quả       #                              Địa chỉ IP  ...  \\\n",
       "0            0  2673.0  2402:800:6375:fc5d:9852:32eb:a4c6:a548  ...   \n",
       "1            1  2674.0  2001:ee0:4969:5290:f91f:a448:7e9a:c35f  ...   \n",
       "2            0  2661.0    2402:800:6214:1a29:b124:2c4:a9a6:5de  ...   \n",
       "3            1  2688.0  2402:800:639d:dc36:846b:21ba:7bd1:5c8a  ...   \n",
       "4            0  2644.0                          113.160.142.84  ...   \n",
       "...        ...     ...                                     ...  ...   \n",
       "3171         0  2183.0   2001:ee0:46ec:f770:95e:8c5e:7c9c:22eb  ...   \n",
       "3172         0  1333.0  2402:800:61cf:c6bb:7d48:b455:c6a9:9b9e  ...   \n",
       "3173         0  3275.0                           113.189.14.21  ...   \n",
       "3174         0  1452.0  2402:800:6101:24bb:2d53:4648:ab91:3c3b  ...   \n",
       "3175         0  2177.0   2001:ee0:49d5:a970:910b:c4ec:f5d1:31d  ...   \n",
       "\n",
       "          Trình duyệt       Wifi/4G       Nhà mạng Thiết bị  \\\n",
       "0       13.1.2 Safari  Cố định/Wifi  Viettel Group  Desktop   \n",
       "1              Chrome  Cố định/Wifi           VNPT   Mobile   \n",
       "2              Chrome      Cellular  Viettel Group  Desktop   \n",
       "3              Chrome  Cố định/Wifi  Viettel Group   Mobile   \n",
       "4              Chrome  Cố định/Wifi           VNPT  Desktop   \n",
       "...               ...           ...            ...      ...   \n",
       "3171           Chrome  Cố định/Wifi           VNPT  Desktop   \n",
       "3172           Chrome  Cố định/Wifi  Viettel Group  Desktop   \n",
       "3173           Chrome  Cố định/Wifi           VNPT  Desktop   \n",
       "3174  Android Browser  Cố định/Wifi  Viettel Group   Mobile   \n",
       "3175           WebKit  Cố định/Wifi           VNPT   Mobile   \n",
       "\n",
       "                                             Trang đích     Thành phố  \\\n",
       "0     <a href=\"https://invest.vcsc.com.vn/mo-tai-kho...  Hồ Chí Minh    \n",
       "1     <a href=\"https://invest.vcsc.com.vn/mo-tai-kho...      Nam Định   \n",
       "2     <a href=\"https://invest.vcsc.com.vn/mo-tai-kho...      Lâm Đồng   \n",
       "3     <a href=\"https://invest.vcsc.com.vn/mo-tai-kho...      Đồng Nai   \n",
       "4     <a href=\"https://invest.vcsc.com.vn/mo-tai-kho...        Sơn La   \n",
       "...                                                 ...           ...   \n",
       "3171  <a href=\"https://invest.vcsc.com.vn/mo-tai-kho...   Thái Nguyên   \n",
       "3172  <a href=\"https://invest.vcsc.com.vn/mo-tai-kho...     Vĩnh Phúc   \n",
       "3173  <a href=\"https://invest.vcsc.com.vn/mo-tai-kho...       Đắk Lắk   \n",
       "3174  <a href=\"https://invest.vcsc.com.vn/mo-tai-kho...     Hải Dương   \n",
       "3175  <a href=\"https://invest.vcsc.com.vn/mo-tai-kho...     Thái Bình   \n",
       "\n",
       "     Quốc gia  Mạng hiển thị    Chiến dịch   Nhóm quảng cáo  \n",
       "0          VN  Google search  VCSC adwords  1. VCSC Adwords  \n",
       "1          VN  Google search  VCSC adwords  1. VCSC Adwords  \n",
       "2          VN  Google search  VCSC adwords  1. VCSC Adwords  \n",
       "3          VN  Google search  VCSC adwords  1. VCSC Adwords  \n",
       "4          VN  Google search  VCSC adwords  1. VCSC Adwords  \n",
       "...       ...            ...           ...              ...  \n",
       "3171       VN  Google search  VCSC adwords  1. VCSC Adwords  \n",
       "3172       VN  Google search  VCSC adwords  1. VCSC Adwords  \n",
       "3173       VN  Google search  VCSC adwords  1. VCSC Adwords  \n",
       "3174       VN  Google search  VCSC adwords  1. VCSC Adwords  \n",
       "3175       VN  Google search  VCSC adwords  1. VCSC Adwords  \n",
       "\n",
       "[2075 rows x 24 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "efficient_keyword"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Target looks like classification\n",
      "Linear Discriminant Analysis training set score: 0.820\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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kSVavXs03vvENvv71r2e1L6XwFM3QkqIoiqIA3HFlFxVlqYd6KsqEN1+5KIA1IyoqKvjsZz/La1/7WrZv386dd97Jjh07stqXUng0vEdRFEUpKt53w0a+ve8ss/PJvQgqy8v4nRuyn0Lg9ttv5/bbb0+/olL0qEVGURRFKSrWtXj5x3dcRU1l+SLLTEWZUFNZzj++4yrWtXgLVEKlmFAhoyiKohQdr97WzqMfvIG7r1lLXVUFIlBXVcHd16zl0Q/ewKu3tRe6iEqRoENLiqIoSlGyrsXLJ+/YySfv2FnooihFjFpkFEVRFEUpWVTIKIqiKIpSsqiQURRFURSlZFEfmWy51xf32V+YcijKhUwoAP5e8HWDRyNULjpGT8BTn4UD34LQJHjq4PI74boPQPPGrHf73ve+l4cffpj29nYOHjyYfgPFUqT3o1pkFEUpXvy9MPCifVUuLo7+CD5/PTz3FQhNAMa+PvcVu/zoj7Le9bvf/W4effTR/JX1YqFI70cVMoqi5I9QAIYO29d84OuGjsvsq3LxMHoCvvVbEJ6C+XDsd/Nhu/xbv2XXy4Ibb7yR5ubmPBR0mcj3fZQvivR+VCGjKEr+yHePzeOFtm1FZcZWVoCnPgtz4dTrzIXh6c+tTHlWmiK1fBTr/bjiPjIi8k/A64FBY8zOyLK/Bt4AhIDjwHuMMeMish44BByObP6MMeY/r3SZM0b9ZpSLHaenVmQ9NqXEOPCtxZaYeObDcOCb8Ot/szJlWkn0PloShbDIfAm4LW7Zj4CdxpjLgSPAR13fHTfG7Ir8Fa+IURSlaHtsSokRmszveqWG3kdLYsWFjDHmZ8Bo3LIfGmOcOdufAVSGKkqhKdZxeuXCx1OX3/WU4iOP7Usx+si8F/i+6/MGEdkvIj8VkRuSbSQi94jIXhHZOzs7m2w1RSlq3PV4aGiosIUp1nF6pajJSx2+/E4oq0y9TlklXP4bWe3+7rvv5tprr+Xw4cN0d3fzxS9+Mav9KDmQx/alqPLIiMj/BGaBr0UW9QNrjTEjIrIb+I6I7DDGnI/f1hhzH3AfgNfrNStVZkXJJ+56vGfPnsLWYx2nV7IgL3X4ug/AC/en9pMpr4Rr35/V7u+///6stlPySB7bl6KxyIjIu7BOwG83xhgAY8yMMWYk8n4f1hF4a+FKqSgXETpOrxSK5o1w51egsnaxZaas0i6/8ys5JcVTCkwe25eiEDIichvwYeCNxpgp1/I2ESmPvN8IbAGySxygKIqilA5bXgP/5UnY/S6oqgcR+7r7XXb5ltcUuoRKkVCI8Ov7gZuAVhHpBT6OjVKqAn4kIhANs74R+BMRmQXmgP9sjBlNuGNFURTlwqJ5ow2vvhBDrJW8seJCxhhzd4LFCT2tjDHfBr69vCVSFCUrJoegbx907Ya6tkKXRikhjDFEOq1FScS7QcmEImgHimJoSVGUEqRvHxx73L660bBtJQXV1dWMjIwUrVgwxjAyMkJ1dXWhixJLIe6rTI6ZrB1YQYoqaklRlBKia3fsq4MTVgnWmU9RXHR3d9Pb20vB0wukoLq6mu7uIovWK8R9lckxk7UDK4gKmeVEpyxQLmTq2mBrfJJuSiNsOxSwjbSvW6OyVpjKyko2bNhQ6GKsDPmsZ4W4rzI5ZrJ2YAVRIaMoSn5xwiqLGbUaKStBPutZIe6rUriXycFHRkQez2SZoigXMfka18+3f4CvGzouK26rkVJ4cq13F3M9W0GfniULGRGpFpFmbPh0k4g0R/7WA135LqCiKHlgcgiOPGpfV5J8pSHP93QJmuxPyYRc651Tz0JThbn/CskKTnGSzdDS7wIfxIqWfYATQ3ce+FyeyqUoSj5xIgsgf+PZmYz/52tcvxT8bpQLj1zqnfv+WI77r9hZwXt2yULGGPP3wN+LyH81xvzDMpRJUZR8sxyRBe7xf193YlGTrzH2pe5HnXmVfJBL/XXfH0UQ2ZMRudw38duuoH9N1s6+xph/EJHrgPXu/RhjvpKHcimKkk+SRRZkkswqWePm7nEVm/NssZVHKSyFELbu+8PjLQ1LTC73TS7b5phUL2shIyL/AmwCnsdOHwBgABUyyYgPxwYNyVYKSyYm72QNlLvHVWxDP8VWHqWwFELYlkjETwy53De5bJvj0Fsu4dd7gEtNsaZnVBQlPfEm70Q910waqESNdiFTl5fiQ0RZPtLV4VQWmyJIwb9i5HLf5LJtjkNvuUxRcBDoyGZDEfknERkUkYOuZc0i8iMRORp5bYosFxH53yJyTEQOiMhVOZRZURQ3zpCT00D7e6F3Lxx9DPqetw18thE+RZC6XFGA9HU4VYSN1uPlp67Nipi+fVlFduVikWkFXhaRZ4EZZ6Ex5o0ZbPsl4LPEDkN9BHjcGPMpEflI5POHgdcBWyJ//wn4fORVUZR84+uGsZMwcBDGeyAchBl/+t5ool5rqTg4Kkoqi02h6nGpWoJCARg+at+3bsm8A5TD8FIuQubebDc0xvwsknfGzZuAmyLvvwz8BCtk3gR8JTKE9YyINIpIpzGmP9vjK4qSBI8X1t8AdRFj6/gpOPWkfZ+qcUnUCBVB6nJFyYhUwyKFqselGrLt74WTP7PvK2syH27KQTDmErX002y3TcIqR5wYY/pFpD2yfDVwxrVeb2SZChlFWQ48XujaZd83rIaK6sWNS3xvUa0vipJfunZD0A/Tfnu/lYpVxtcNG26Mvs+UHARjLlFLE9goJQAPUAkEjDEN2e4z2aESLFvkYCwi9wD3AHg8njwXQVFWBnc9Xrt2bYFLQ/LGJb63qNYXJULR1eFSpa4Nanz2Pqv2lc795e4IrRC5WGTq3Z9F5A7gmhzKcs4ZMhKRTmAwsrwXWONarxvoS1Ce+4D7ALxer0ZSKSWJux7v2bOneOuxWmCUJJRMHS4F9D7LiFyilmIwxnwHuDmHXTwEvCvy/l3Ag67lvxWJXvoVwK/+MYpSYOKjnRRFyT96n2VELkNLb3F9LMPmlclIfYvI/VjH3lYR6QU+DnwK+JaI/DZwGnhbZPVHgNuBY8AU8J5sy1yUxCfJ0wR5ykqx3FERuWZT1WkGlHSsdB3ROpkf8tz25BK19AbX+1ngFDbCKC3GmLuTfHVLgnUN8P6lFk5RlBSEAnDooWi20+UYf881m6pOM6CkY6XriNbJ/OD2sVt/Q87iMBcfmQvLMqIoFxP+XqAMOi7Lfvx9tAeOPwabboXmdYu/z3WagJpmqKqzr4rixrGM1DTbOpyojoUC0H8AJgdh3XX5sTrq1Bf5we37kwdxmLWPjIh0i8gDkQy950Tk2yKiv66ilAK+bmi/BLwt2e/j+GPwysP2NRHZZgR2CI7CzKR9VRQ3zsMvOJq8jvl74fAj8Mp385eVN9c6DXZY5cijWWWwvWBw+/74upOL0QzJZWjpn4GvE/VleUdk2Wty2KeiKCuBx2sz9p560uaJSTW0lGw8e9Otsa/5Rnu/SjIyqRu+bth2u7XIZGN1zDZDbTpKNdHdcpGHedFyETJtxph/dn3+koh8MKfSKIqycmQa2pms4W1eB82/vTxlg+Wf+LFUU8ArmdUNjxfWXZv9MbLNUJsId13TkOq8k4uQGRaRdwD3Rz7fDYzkXiRFUVaETJPYXagNr/aMlVRkm6E2EfF1TetbXslFyLwXO/Hj32HDrp+KLFNyQcOxlXyTa8johZq190IVaEp+cDLU5iPkWuvaspJL1NJpIJOZrhVFKSTDR62JfMONK546vKi5UAWakl/yEXKtdS0xecrLs2QhIyJ/BZwwxvyfuOV/AHQYYz6cdWmUxKiVRsk38f4h+WhQNFmYshKstG/TSjidL+e9U8z3ZZ7y8mRjkXk9sDPB8r8HDgAqZApBJmJHBdHFSesW66zobojjx+zz0aBosjBlJVhp36blcjp3C4zlvHeK+b7Mk0jMRsgYY8x8goXzIpJopmol36ggUZZCooY4fsw+kwYlXc8uXz3XYu5BKoWnVPxNEtXjZOJlOa0+xZzGIE8iMRshMyUiW4wxR90LRWQLEMy5RMrKoYLo4iV+zD6TBiVdzy5fPddi7kEqhadU/E0S1eNk4mU5Uw0sdxqDIiAbIfO/gO+LyJ8CTrrEPcBHAc0jUyyoSFHyTXzPbrksJ8Xcg1SUTElUj1dKvCyFC8ACumQhY4z5vojcAXwI+K+RxQeBtxpjXsylMCKyDfima9FGrHBqBN4HODmdP2aMeSSXYylJUAF0ceBuvCCzhiy+4fX3Qu9eGDtpJ37LVyNYLA28UtqkekCvxMM7UT0uxrqdjQW0yMRPVuHXxpiDwLvyXBaMMYeBXQAiUg6cBR4A3gP8nTHm0/k+ppIF+RI7yyWa1PE5Pe7GC5bekE0OwdAhKKuAwIjdX7E10MrFTaoHdLbDlxdiNuhsLKBFNvybS0K85eYW4Lgxpkd9iAvIxf7Av1BJZvZO1tOKX963z87TtP56aNuVvBEssp6bUsIstS6lekBnO3x5+kk49DDMTsOldyxt22JlKVaiTGYdLwDFLGTuIjr9AcAHROS3gL3AHxljxrLZ6b333ssnPvGJpW30iQyEVCbrZEO+jr2c6+Tr3At4DT/Ovdx7773Lc/xiJL7xct4PHbY9rXAwGrLt8S7ugbkjR1L1TIus56aUMEutS6ke0NkO8XhXQUOnfb0YcX6Djstir1+BOyxijFnxg6ZDRDxAH7DDGHNORFYBw9ipED4JdBpj3hu3zT3APQAej2f3zMzMCpdauYBZMZOgux6vXbt2d09Pz0od2uI0SOEgjByLNljZ+huoRaZYKP06XAx1KZ9lKIbzWSrJyux0gOIFTv5JWI+zFjIi0oZ1wF2Py7ITLzCy3PebgPcbY34twXfrgYeNMYmS8gHg9XpNIBDItRiK4lCQsc09e/aYvXv35mdniRqgVOP9S2lkl6sRK7aGvtjKszRKvw5faAwdts7y3pbsneWLpU7GlyNR25Kfsiasx7kMLT0IPAE8BszlsJ9E3I1rWElEOo0x/ZGPb8ZGSSmKkinxZvlQAA49BAORWyk+L8dSTO/OOHlNs22c89WoFtuwVLGVRyltfN024i8XZ/liqZPx7UWi7MuJ2iDH3yY4mlO7kYuQqV2OeZVEpBZ4DfC7rsV/JSK7sENLp+K+UxQlHfHOjf5eQKBjJ7RuXyxA0vWe4r9v2xa1zEB+GtXlEki5lqdIHByVNCyHtWKp90W6/XTtjj7Es6FY62Si7MuJ2qCBF6GqDmYm7bIs241chMzDInJ7vvO5GGOmgJa4Ze/M5zEU5aIjvsfk67YRR4nmeQkF4NQTtqcY7/Tr4O+1UUsY2P5Gaz7Od6O6XAIp1/IopcFyzPqezgKSqYUkmdPsUklXJ1cqXDxewCXKvpyoDYJYi0yW5CJkfh/4mIiEgHBkmTHGNOSwz2Vn/Ue+F/P51Kd+vUAlUZQC4m5UEvWUAiN27B4SN8y+bsDYoSnfattoLdeDvlh7ncrFR7q6mGldXak6vVITbGYzxOVuL3IUWVkLGWNMfU5HVhRlZYjvLcV/djcooYC1wqzaYWfNdggH7XeOVcbjtZYY3+pY8/FymPPVEqIslVAk2GPDjbH1OFfS1cV037vvj5Wo07lOsJnp/ezrtm1EfDuRj31nQFkuG4vIG0Xk05G/1+dUEkVRlgentzR81A7TDB+1n/29idcdOWaHkxyRU1ljl8Wv75iP3b0p51j+XttQDR2OPlRSsZR1lQuD5fzN4+txseC+P1aCujYbERUczfw6u3+XTMubqp1IRh6vRdYWGRH5FHA18LXIot8XkVcZYz6Sc6kURckfjvk6HLQNR8vmxVk5QwErcMJB+707y+9Ssni6e2bDR23DBrnPrK1ceCznb16sw5E1zda5taY5umy5Q6iXep0TzdCdicP9UieVzeNvlIuPzO3ALmPMPICIfBnYD6iQUZRiwuO1jcXwUStSqptg+JBtnJwGxt9rHSMBtr7WvjoOv917ljbuXVljG8KG1Ysb7WQU64NHWT6W8zdPNcRTyNwrwVEboRMcjVoyl3vep6Ve50QzdLsd7p0Agfjrl2hS2WTnleffINcpChqB0ch7X6oVFUUpIAumdi88+b9ZyCvlOAD6uq0/AVjhceoJ8PeBr4t83k8AACAASURBVGvpDxq3BWj0hG1s0yX8Uj+Yiw/nN3eGMlYiW647Ig9Wvs4lm+MsfpmbZMksn/0CnD9rP6dy5F3qvZVofXcZMxVeqc4rz9a4XITMXwD7ReTH2FbxRuCjOZdIUZT84G4AHZP2iSdspFHbNqjyRR3zPF4bojraYxtITx20b80u46j7ATU5oLNjK6lxHmrJQv0h8x58JuHRTkReIax/iURCOqGR6Jz69sFEv7V6ZuvI65Do2qYKCMjUwpPqvHzdMDUKQxHLcAGjlu4XkZ9g/WQE+LAxZiCn0iiKkj/cDSBYk/b6V0G5xzaAg6/AjN+KFYD+A/D81+0Q1IYbs0+b7uDx2n04DaKiJCLehwsWPwCTCZT4B+5SwqPzPazkLotT5nwcJ9E5ZTppayYkurbOsqlR20a4j5MP66nHa/d76kmoqM45NHzJQkZELjHGvCIiV0UWOS7HXSLSZYx5LqcSKYqSH5KZsRs64dhjdpjJsZYAHHkEAsOw6lLY9fbYBjiTHnGyhlwtMUoq3BY8xyITTzKBEv8QzjU82iEbHw53WcLB/CXjS2jFqYWmDfY1U5KdU6rhrqFDkcSX5D8PTa6h4S6yscj8IXZm079J8J0Bbs6pRIqiLI1kDVR8A+h+X+6xDWxtc7TRWn8z1HXCtl+H5nWx+42PZEh0PHe23/ZLo+P3KmSUTHGi3Vq3pK7L2UTULYWl+nA4+ZeciL/ho0s73lKFUyb3Y6pt3OeUarirptlaTPIgNhaRKPtvlixZyBhj7om8fZ0xZtr9nYhU56VUiqJkTqZm99EeOPw9aNwA3Vcv9kdo7ILpEZibXrzfTJz93Nl+vS3L84BRLjyceupYMcDWzZVI8Z+MTPxA4oX+yDFbHo/XDt02rss8QdxShZO7fO6pGFq3JBc12USJ5VFsLCe5OPs+BVyVwTJFUZaT+AZqtAeOPwb1XTByNNrAPf81OPx9qGmCy94GgUEY64Ett0b9C8JBOy7e97xtjB0xkomzX6Jsv6eeyP88L7mGbhYy/FZZjPMg7r7a1tVUGWLzYYlxhy17ajOzZiYimdAHG1493mP/apvT78vZrrwaXnoQ6tqh8/Lk9TNZ+VIJomTb5ON+SOcflOwYeZoLKhsfmQ5gNVAjIleyEMdJA7CEAbuk+z8FTABzwKwxZo+INAPfBNZjZ7++0xgzluuxFOWCIL6BeukBePFf7fBO+yX2oXDqCRuJ1LQezKwVK9PjVui0XxLxUZiCs/tgchDKKqFzZ2KH31SNvLsHd+TR5ZnnZSm910QNqCbfK04qa+xwp5OzJJFVxt8LvXutxS9R3czkoeyef6hpQ/Z1IVG+Ffd3TjqDpYitgf3wysNQ32kFUE1zetHVumWxb9FSjplJvhf3xI6Jrmt8YEEy5+H4Y+RpLqhsLDKvBd4NdGP9ZBwhcx74WNYlieXVxphh1+ePAI8bYz4lIh+JfP5wno6lKBcW3mYor4TyCujYYRu50RM2nHrLa+D0U7D2Opibses7jV7fPtvYtG4DX2fuYdN5dOaLYSkm8kQNqCbfKy7iH8Spfh9fN4ydTF43MxGp7nrpOMtmUxdSCXonnUGmOOVuWA2XvMFaZHzdtgOSTnS5naWzsaxkku+lqs5GPcYfO9U+MsmVk6c2IhsfmS8DXxaRtxpjvp3T0TPnTcBNkfdfBn6CChlFSczW10F1A3hXWfM0RB8U/l7rvOfvie3RTg7BtB/WXgubbo7t/blZSmO5XOPrSwn/TNSAavK94iL+90gnEFKF9GciUuPrZTHUhURh4ZNDEPRD69bIa3Xq4bRsLY3p8r1ArEUmk31kOqyVpzYil0kjd4tIo/NBRJpE5E9zLpGNfPqhiOwTEcexeJUxph8g8tqeh+MoyoVJXRtcegesu9Z+dguPmmaYnbZZe0/8DP7jz+HcIWuN6d0LlVW2wYJoOKuDkxW1d+/KTXqXK04Dqr4wFw6pftNS+73PHbL34NjpxeXu2wdn91pBc3avnVYk1bn5umOFTraTcrq3c65nXVtUiOQy0ecyTRSai7Pv64wxC0NJxpgxEbkd+OMcy3S9MaZPRNqBH4nIK5lsFBE99wB4PJ4ci6AohcFdj9euXZvdTpwJICHiH/MktG2GtdfbxhEBXxf0PGOjmEaOwbUfgLZLQKrgyA9i8184+xvrgakRspq2oNjIk5MhoM7DcWRch1Ndt6Vc05W8/u57Kz5EPNPt3WV96QE49CBMDcNNH431Q3GGW3zrrAW1a3fqc00211GqjMlunHuiypc8dUIiq0+mfjTJts8DuQiZchGpMsbMAIhIDVCVa4GMMX2R10EReQC4BjgnIp3GmH4R6QQGE2x3H3AfgNfrNbmWQ1EKgbse79mzJ7t67O+14+rT47BqJ4T8MHQMjMDgy1Dts42ibx2MnwYzbx1zm9bBfCjx/k7+DOZC0JHEAbjUyJOTIaDOw3FkXIdTXbelXNNM1s0kDX8muCdXTRcinuj44WDsjPA73mxFTON6WyfdfijuYZdV2+2re/LGTCOhUmVMduPcE+teZS07iWa8TjR0l6kfTbLt80AuQuarwOMi8s/Y4aD3Al/JpTAi4gXKjDETkfe/BvwJ8BDwLuBTkdcHczmOolzQ+LptYq6Ro+Bth/adMBuyPjDjp23EUtt22PxqeN1fwqGH7PfeFmjdboeXGlbH7s+JwEjXCy0V60Q+HZHVeTg70jn1Jvsum3VTpeF3L8vkWPHRSJmIJOdYLZvtnxNevmo7/NonrZUnHIS6jsTnkU3Yefys9+m2iZ/2IJFoSjah5NSobVsa16Y+zjL5p+Uy19JficgB4FZs5NInjTE/yLE8q4AHRMQp29eNMY+KyC+Bb4nIbwOngbfleBxFuXDxeG1umPZLbANz7qBtCOfn7PBQYAR6fxkdIrrirtjEXjOT1kTsnlsl0wiMlbZOZCuc8umIrM7D2ZHOqTdZKHAmOV/ih4BSRdWkEg6JjhV/LyQTSb17bYTV+htij+Ws71h0PF773p1QL55ECQCXMtN39570HZDgaKy1NVMx6cybdHYv1PgK0oHJxSKDMeZR4FEAEbleRD5njHl/Dvs7AVyRYPkIcEvWBVWUi4FEE+j1PW/zw5RXQ++TMDsDtU2263HqSahtsUNKjqXF6V1lOyvtSlsnLpRhnVKxZOWTTB7EiawaEBUEqfKaOENAkNhHJJWQihciqX6TZCJp8BUYeMlaWbp2pQ7/T3ffOLPX1zTHljFV3R8+arNst0SEXKLr7STPbNoIwZHYfS1lXqoqnx2SWo6pDDIgJyEjIruAu4HfAE4C/56PQimKkgXDR+0Yt68batttlMPAIRg8CNWNNpOvp96+73sBOq+A4JjNPuoOz54chJ4nITxje1hLcYjNl3Ui0wf7hTKsc6EIsqWQ7pwdMTH4ihXb7kzT6ZxOw8HoNByQ2bV11zlHiJzdb+8DJ/t1IpxoQHcWa4/Xlnm8Z/H+y6utQCqvhrnI8UJTdllNc+LjBEcXW0rT1f1w0A4n17XbfSYaKjr8CLz8AGy9HS55XfJ9pbof/b02T1V5BfQ8Beuuy86BPgcxn01m363AXVgBM4LNuCvGmFcvdV+KouSJySHbiJw/C4EhCE3YhmFiEMZPQW2bzexb02gbi7kZ6L4GNv1qdFqCwVcgNAnNG2HzLbYRPPa4bcjr2q3AybaRWiqZPtiTTSZYapaNC0WQLYV05+wkvxt4yQqCra9NbNWIj7Ypq7TDNC2brQCB5LNqu4mvc03r7HCJO/t1Mnqegle+a++VHW+yy9yJ/iaHrC8aAhgYegX8Z63jPdjzTOV8nk0+pMoa8LZFxVyifbRdYq9T5xWZzW0FiX1kBl+BV75nAwLAXq/4ezDdvZmDmM/GIvMK8ATwBmPMMQAR+YMs9qMoSj4IBWwjee5lWLUD6jvg1NOwbhdMjlph03U1eBvtRHaDh8DbCjvusLNcDx2GQ9+166271jZswVHbY6z22QfE4Udgot86Ai/XJHLxPWJY+oO9VC0bF6OfTfw5x4fEO8nv6jrs9/F1wZkpe6wHen5uhzZaNsPwYSu6MVEBkulEjO5h1dYtsPOtiY8dT127nVagLpLiLP6hfeoJO8zTsRM23Qq+1daxfm7aruMMGSUbmnGGfZci0uMzJieqYx07YX7GvqYi0dCWu2xN66B5PVQ32WuQKOw73b2Zg5jPRsi8FWuR+bGIPAp8g+g0BYqirDT+XqAMVl9pG8l9X4K+X0KVF9ZcAxOnbaj11JAN9ayogDW7rYiBSJTTFkBsGGhwNHY+G4fJwWhDuxyWj/iGLpsH+0pbNkrVAlSMJLJqJHM0d/vAdF9tLYhdu61FZvwMrN4NbVuX7sg747e+YxXVVrBn6uTeebmdG8k5XryPTdfuqGWzrhWa4zoDHm+0g5CsfEsV6ZmI40RDVsnWC4xYoZnIZ6h1C1S+NXr+tc2Lw77T3Zs5iPlspih4ABtZ5AXuAP4AWCUinwceMMb8MKuSKIqSHb5uWH+d7S299KBt4GdD0LcfqhpgdhaMgUovbPhVCE8sFiTrrouag2HxfDZOlmCH5bB85EOErLRlo1QtQMVIvFUjFe4w6IbV9kHrzJtU7rEiJpkISeU0nG1Yfny9c2fQdu6hpnX2/jzyA9j9nmhHIln54i0aie6PdIkd0wntTCO3Ep1PumsRCqS3COWJXMKvA8DXgK9FZqd+G3YyRxUyirLShIMw+JTN1Dt+2gqY/gNW0AD077c5ZbqujPZ2ITas092od+22DWQiUzIsbgDzkYk1l4auUJaRi9G3ZbmIt2qky8/iCBW3E2uimaDjSRQKDYuT0GVLKGCtS5ODdgZ6J7FcOAgjR2BiABrXQPNvpy7f1KjtlDhZthPdH6efhEMPW5Fx6R2xZUiUgC/+e193rLN0/4GoL1xwNHZGa8qA+cRtQv8BOPIIbLjZpnXIJMtvouu2Us6+iTDGjAL/N/KnKMpK4u+Fo4/ZBrJ+tXW4GzsDMxMQGIC6TpgJQvXs4t6ur9s2do6/gdPoQWqTc7J06JA+u2qyxjUXCmUZuRh9W5aLeD+QTJPYOQ/+mubMHoTu3yyZEM3U0lFebaMD3ev5e62D8PQ4iLHDXY7z8Z7fsT44m25NX76+55Ov4+BdBQ2d9tWNOwFfogR6ya7tS9+xwQEQdZReuEad1kqbqE0YPwODh6G61YZxO1l+M50eIVmZMiQvQkZRlALi64amNTBwAGYCMH3eOvDVtEDzJuuANx+2WUSrG6MNpJM7prImeaOXqaUhE8tEusY1F9QyUprE98KHj0atEK1b7DpuC004aIeSnMy47oejIxgg8wdhMiGabgqLBR+YHuskH56JDs36umHzrfY7J2W/U989XptROxPc1qVkczy5rVjJnOUzHVLydUP3Vfa9E7LtvjapZh33tlnfn7at0LIxKvDiOy2prC4r7OyrKEox4fFC6zbge3YupdlpG2p9+Vtg1aV2eOlIwDa8DZ3WkRGimUWTNXqpMojGL8skE2u6xjXXa6CWkdIj3ikWbH0dP2Uf2PFWv5Fjtrd//my0/jr78NQlT8W/1ElC0/nKOKHh0+ehflU0Ugdsmbp22fK7J1NMRSKh4q7TQ4dj53hyW67c62TqLJ/sfmndFvnbkvk2YJNstl5i25e2bbYsM5M24szdaUlldVlJZ19FUYqQ1i3QutU26FIVGe9vtw1H51U2hHouBJPDsPPNS3PCy3aemvh1VjpZnlL8OILAcSxv3QKTA7GO5u51Idb/wr0Pf59ND5DoIZzpJKHuupVqvfjQ8IbVsf49zjrOQz3dvTJ8FF76Nnh80WXOsIwzxYLj3Owk3wu4MvE61qp0cyrF3zvuz45QjJ8mIZP7Ld43KVmnZZkspypkFKXUCQXg9LPQ+xwERmF+Njo1QUOnnWOpttmGYvu6bYhp5+WLrSvJHPSSmaHjl8WTyTrZzkAc/2DINXpDKQyOIHD/NsmGMJwMus7vDFYklFfboR2P1z7cHcsGRK0biSwsierMUvw0PF4rHg4/AttuXxzZB7ECw3H6de6zeEHm8UHbZvv+2ON23dpmOxda165Y5+bAiE2P4AwpZTqnUnzEllsQuf3l3MN28dckk3vNcRqOz1RcbJNGKopSJPQfgJ9/BvpfgPmgXRYciySwq4befVAmcNW77Gt8b9fxS2haC3Ozdpm7sUnU+LhDLIcOJxYImTRaS5k/xyGRQMrEp0HDpIsTdz1JJzj79sHhH9isuKt3WwvC5CD0PQdbXmMf5P4+eOF+qKqHq94ZifiptdaT82fte483GvEz7YfOXYt9SzJhctDeZ5ODscvjHds7LotGAZm5aHI8Kbfrx1s0xnpsWefC9r3bLybe2uEWNo5Yir9+iWbP9vfGCiK3v5wzbBd/POc3iL/X3CHjkwNw/Cc2Z9VyJtB0UTRCRkTWAF8BOoB54D5jzN+LyL3A+4ChyKofM8Y8UphSKkoRMjlo/V7atoP/DEycBeatJSYchLJpCE/DqZ/DNfdA03Rsg+fg8UWchJszn9AvXQTSUvJYLHVaAreIysSnwf2qFCep6sDkEAT9Nju1k4O14zIY74PJfvCtjUb7+E/bCD73fp38SpMD0QR13lYwLPYtSSXQIVqvOyNWkrr2WCuG0znovjrWRyQctA/58TOwaid0upyA3c6w666zeWfGeuy0Ie6OR6KcNd6WaEJAd8h2/HV1z56daPgnVQZf57yrfLB6j311ztnZLhy04qjrStsmrdAkkkUjZIBZ4I+MMc+JSD2wT0R+FPnu74wxny5g2RSleFl3nW3A+g/A7BRMjoCZtT2/6XEbvSQV0HcAHv8E3Pih2BwRTm/QESXB0djvk03ol0kEUjpxkkkobDLi952s56fDSsWPM1zRuj1xfXKm4Rg4CBtvip3Lx9cNjV3RbRrXWoHRdWVs5NOGG60TsZOhdn7W7ssRAO4hlWRJ6RzcwqD9Evu+tnlxHXdbNpzP1Q2w4QbYdLNd5p5s0nFcdrJqOw7Dzrk518m3Dvw9djt31t0qn7XiDB2x67tntXeug0Mii6k706+n1rYpfc9DRRWsv96uc/6snUz2/NnoOZ8/a4/ZfbW1iq1Q/hiHohEyxph+oD/yfkJEDgGrU2+lKAqeWqhtsabccBBqvBAO2ZDr6XHbCNU02QiLgRfgwLdsUjzHMTBZJk5ILioS9eYSNUjLaQnJdN86rFT8ZDI0iNjhmPiJS+MfyO6QZKceOlMdxEcSOeu4hXtlTXQIJj7NvoPb8XjkmJ352W3JbFhtJ7l0h447x11/ffS4Rx6NPe945+f46CPnOlU3wfSYXbb+hug2dR3QsQP6D1rLkyOkMp2rKd5CevgRaz3acEOsVSkctMdylgXG7BxX7ZfBuiXeY3m4P4tGyLgRkfXAlcAvgOuBD4jIbwF7sVabscKVTlGKjP4DcOw/gDLbmwpNQ9N6aN5gJ5Ccn7V/rbVW3Ky5JpqgKz7k0+2rMDUK/c9bk33n5Xa5uyGMb3QSNUip/GTinYyXmigv2b5ThX2nY6lhukp+cIYgfOvsw925/skEgJtEk00mqz/JHujuoRHHp8UR97DYAdadtO7wI3Zy1bbt0XnKPHV2aMih/4Bdb+111k/NcYJt3W79fVq3R/ebyNnZuQ7Oem6LTPw2rVtiJ9qMnx3cWe6sH5qKvX5uC+m222HoGHg8dj1PrRVI/j7wdUUtXsHByNBfnK9QIuJDzfPQ2Sk6ISMidcC3gQ8aY85H5nD6JHYk85PA3wDvTbDdPcA9AB6PZ+UKrCh5xF2P165dm9lGgXMwcx6Gj1lfAeZtlt+uK20vqeNyWHO1HcevrInOTRMOxuamiM/ZceQRm62zfVt0Ejj3+PtSBEMia40jfJwsoPlKlJdL2LfbMhAfTaNkRMZ1OP6BtvW2WAvF+huiUTXNG220XXwUTCgAL/4bnPkFBM9D1xXpfy930j3Hj8QZUonPe5LMAdZNZa39q2m2D/qxkzDwEoz3RLeZHLSWjeAjUBZx8N16m539utpnXx1SdRI6LotarFZtT76N2z/m1BPWQbo1Mv9UfBbvsZOJrWEer43EmvHb78urrfOuvx8wsVajmnYrgmoymCfL8VeC6PXJxC8pBUUlZESkEitivmaM+XcAY8w51/dfAB5OtK0x5j7gPgCv12uWv7SKkn/c9XjPnj2Z1eOOK8HzCISnsLe0sb2+8VMQjmQWdXqHI8eijYfT24TF4sHXDVtvtw6JvrX2szusFZYmGJKllnebqd2RGbmQSw/P7TSsQ1JZkVEddkKGBw7aSR6dOhl//Z2omslBOPFjGDlpH65OXfH32iEWTy1gYv1aljLfT7K8J/HfxePOe+Ok7nfnl3G2WXedHfqdDkC1Kxw80xQF2eSIcejaba0+iBUl58/Gdhocx95EjrkLzr1XW7E1NWItMY5vjlMeb5NNpOdtSl82x18JYoMOLoQpCkREgC8Ch4wxf+ta3hnxnwF4M3CwEOVTlKJlos+KlpkJ22OqaoQqL3ReCb4O21j88j7Y9JrYiATHbyARHq9t7Gb89tXjtZactq32FdI3wslSpruPUVkTm4QrH465ueSqcE8a6MymrJFO+cffa3v2lbXWcuhc42TXPzRlhcDkoO3Nu7NSb7vdrue2NDqWvsBINGuwU58ymVjSTbr6VNcR6y/ivq8cK0NNsw0Xd44fP0TlrJsoWZ0z3NWyOXYotqbZipKpMTtNAsYOITvXzG3tuuKu6Lbu4SUng7BjfXRC092/0+gJmy0csSLGuZbuoVfnmiYL/44XKYkm/MyhA1I0QgbrC/NO4EURcWbL+hhwt4jswg4tnQJ+tzDFU5QiJXDOmqur6+1cS+EpYA6mzsHut8Ph78OZ/TAxDKt3RRreOP+PRAIi3gHTHdGQzhcBFjdeidaNb7yKyQqy3NMeXMzRVL5u8HVaX4sZv12WatoLj9c+jJ2HcyLRAFG/Gueh2rcvcZbgeLKtd4my4cZny3UPn8ZnzU1VhvjIQLdAm5m0r2efg55nQMRGT216dTTzb/9BqPDEDt9A1LHZPVSWLJ+T43zs+MS4BaGbdFmMk4mUPAUDFI2QMcb8nIXkADFozhhFScXa6+Hwj6DvRWAeqtuhug7qu2HkhG30qhtsb3b0VHQ7d4M7fBReehAwsPs9dgK4Kp91sOzaHXX+NXP2NX7CvnQRS8ke2vFi4WLK95JP0VZqosixAjg+MP5euzxdqH7DapvILjAWGc7YkrwehqZsrpjmjdE6OHw0mpsFog9td6K4+P24BUr/Aevr0rjGCoxEQz7u+aO6dtv9uoe5EjmUJxo+ckdGBUdtJ6XnKdjxVmjaYH1Wen5h87W0boXtv26379tnhUfbZmhcn1o8JEuU5wzRgW0H2n1W+LhxnwekDp9P1ilwL89kKockFI2QURQlC0KRySAP/wBmJ+yy8/0QrLAN/lS/dYJs3mStNhtfFY00cD9Iw0Hbu5v220Z6/ausCbrjMtvYDh2G3l9aE/bEucU5M9JFLGXaSOXDClIqD/V8irZismRliiNmho9GZ7WOfwjGR7YNHbLZeOeNHUa98p3WZyZRgsaxk9Dzc9h8SzQD7smf2TnHOnbGPrSdKKXJISuu3BE+jj/ZqSdsMrvRE9YBvmuPdejdcGNsPXOHUAdHXfdDrT3e0CE49aRd5s6Me+4l6w/k3J/xVo6ep+D001DbCjd/zC5vXAON3bD9jdH7NDCS2nrixm31mRqz0Y8bb4pagByn3LatsRN1QqzFFjKbyyoVF8jQkqIoS2X4KDz12ahTL0BZmTU7N3RbR+CJQQgMwvrr4JLXJ7aYhIOw+irAwKZbrUXG+c7pLXZfbZcl8i9I1witpKUlUVRKMZLPoatk19d5wH/uGi/3+gOLNyww6aKC4odmGlbD9tfD4BE707szNUD8MExNs7UcujPQup1M3YniHIfzyaFo0r11v2KjiRx/MsfxuOtKaN9hh2zKPTA1FLVcuM8pUQi1U8aG1VZcuZ1r3eJn+GhsEr4F/6FOm1qhusGW1de9OCQ9ldNyfDmc8y6rtK8H/zUqAjffbMvpXC/H/8jtA5Mom3ay8PlMOhU53A8qZBSlxJmsW820p5eq4BCVTDEyV0tl/TYaPQ34x8dpqPVR5T9pe7DJhnVat8Cuu2IbHLc1xZ1bIxHpGqHl9je52El2faOWmjXAKytcqsxIIMKmQrP0jQfpqu2gtgOoaSZ4fojjoUaCtVupXb2TTW07me+8kr7BCbpqO5CWOfpMC52+Fmr9xxNnoHUJW3uMeVbjoWbkZRt95CTd86212zn+YL5ugmG7/y4ZsevPhaC2bfGQCyT+PVKJDLf4iU/C595XfYvN7dS62Vo+ks2Blsn1Dgeh95fMzBkGTBvtl7yFmrGj0HZJ1Erlul5HJqt48kdP8dq2Ibq2sTibdnz4/NbbVsxSqEJGUUqZ1i38pOEOHg5uYW3oGJvNaZ4qu5wus5W71m3gxNg86zq66GzeSF/tdjpCs9R6Etz2qRrAUvNbWWpUyoVM9BqcKWQxkjEVmuX4UBhhFRupIhKnRN94kJf7JqCrns3ttl4eHC7jX548xUQozOXdjbzhihuYDs7xk8MDbGrz0t3cxcmhKUxlkM2Ncf4lCerCiaFJnjo+wvVrG9kRseIE69ZGxFA1tU52YACPl7MVa2yZ2lrY5Fh9nKkSUpxf33iQrsYaajMV+4kybAMLKREC55Y0h1FsGSpijwMMjE5xcLqdbWtXsfmSW2OtKC4efqGPn54QoI3f2NVhBaSzT4d4K01c2zE8Oc0LZ/xcscZHa111xueQDhUyilLKeLz8xf4yzk5fClxql83BJn81daOruWxNE8fDc3z15DxV5dPcXjnJztWNTIVmOTE0iQE2tdUxFZrl2ZOjtNdXcWmXDyBpA7xcjVGuxDTYeer9LXoIlBrOb1eMw0rA8aFJoHl7IAAAIABJREFUvrv/LD6vTWJaXVlOV2MNjbWVeKvKaaytjIidSfaeGuXM2BTzQCg8T2NtJf3+Oc5PhTgxDG31VVSWw9hUiKlGH/g2RX67TQAxD96p0CxHBycY8AcZDddzzHTR5anhhKnkqeMjXLepip2rY+tQVUUZ/mAIT00bNK+yC+vabB0ZnKCxtpJTwwEGJ2a4ZkMzrXXV9I0Hef7MGD0jU1y7qWWhDrnvoVpPxcK92OmrZnxqnsbadYyPh6mqCHDk3GTkXoskqIts/8T+M2Bgz/pmxoNhZsJzC9eww1fNgH+a6fAcgxMznDs/jTGGy7ob2RG5v588ep5nTlSyo7ObydAsP3rpHFUVZQRDc3zzl7Osaxnk9ss7aa2rZio0y2VrfITnu7n+yjX0TYkVdUBXY42r/PUMeH8F44dNntlFbccLZ/z87MgQALdsr164v+xvOY0AG9vqlnyvleCdqSiKw1RolrP+uUXLj49O86WnT/GW6TnOjgV4sW+CNY01tNR7Fhq5h17ow1dTQU1lOUfOTfBve8+wrtVLY619qDgN1eb2+ph9xzdGxcJCL57FZS6mfSpRBGio9bCx1cvYVIgnDg/xmp0dNNV6CMzMMT4VZnwqzNPHRpgJz/NrOzoRMVRVli8IgTdcuXoh3PXMWJAzo0Ga4uqw+/3m9npODE1y4Mw4IsJEcJaxgP3ORP4lyuJ35NwkxwYn6WqsocYTPf74VJiX+ybwVpXzixPDnDsfoqqinFu2V9PVWEPPyBSjgRB948GFOvTLk6M8+tI5JqZDeCrKeeLoEJMzc2xp9VJeXsaGNi+zc+APhjg2aP3f3PfaC2f8fPeFfoyByZk5gqE5+v1BRiZmKK8o48atrQxNhBiemKah2kNodo7jwwEGxqcXrs3XnunhQO84B9rqqauu4PRogNDsPIMT0zx+aID6mkrqayq4bHUj/f4gvzwxymt2dtDdXMvxoUk2ttXS1VhD33iQp46PWPe69jqOD00Snp1n8PzMgnhzBMvWVXUAXLHGx1RolqePj3B6NMA5f5DJ0BydvhqqK8uXfK+pkFGUEublPj91ZTA5v/i7mdAcz/eMs7qpiks762ms9bC/Z5zOhhrWtNTiq66kq7Gafn+QY+cmaPZ6WFVfRWNt5UKPqKtx8fj/mqYafNUVrGlK4BuQhmQWjngLUTbWj67GGoLhOabDcwxPTjM+Fc7ZkuKcf6LrkC9K3uqTBc45d/iquW1nB421lTz0/Fn6/NMMT8wsWA0aays5ORygrd5Dd7O1JkyFZnno+bM81zPKzOwcN21rX3hYghUh7t+rqqKMg2f9dDZWLSw3QEVZGaOBaQyGDW3ehe9qKq0l6NjgBFUVZQsWkSvW+JiZncNXU8GzJ0b5xclRAK7d1LJQVk+FcGRggjVNNRw8O46BBbHj7H94cppTw1PUV1VggBODAQb90/inZ8HM01ZfTVdTNd1NtTR5K2it8yw8+B3rhadC2NXto72hmus3tzIeDHN8cILHD51j6Pw0A+Mz7NnQhADT4Tl6x4O0NlThKS9jbCrEhlYvl3X76PdPs6G9luZqDxMzs8zOz1FZIXQ31dBQ62EiGOaHLw0wGphhwD/D8MQMfeNBTg5NsbGtdqE8V65tZOj8DGuaagjN2ntwbGpmQbw5HYJLu+q5ZfuqBREzcD7I2GSIUyNT1HjK2djqzepeuzjuGkW5QPnxoYGEIsaDNbWfm5ymzVfFG65YjX86zJGBCdoaquj0VbOh1Utobo7/ePkc/RPTtNRWUV9TyYB/esHE7zQ47mGkY4OT9IwGOTY4ydaOhiWV123hcHpz8b26mix6ZE4jL8CJoSnOnZ8hMGMtVblYUmo9FctuibkYrT7uB9vm9vqIaKjgP21s4eoNzQvX/djgBPtPjzM5PcvkzBwdDdW8eNbP0XMTDPin8U+HaK+vorHWQ1djDTtXN8Ycp7G2kq88eYqz41NcutpHTWU5G9vq2NRWZy2RgwECM3184JYtMWJowD/Nof4JzowEGDg/Td94kLfu7mbrqnpe7pugs7GKG7e2sXVVXYwIbaydZm7e3iO940EwcPP2dja31zM8Oc3Tx0c4HwzROz7FJR0N7Oj08dypMcYCM1yxxodIGaMT0wz6a6iuKOfMWJDrNrXQWlfNscEJXu6bYM7YezY8D2uaa2mpq2JNs5dNbXW01lXx86NDVFeWU11Zbs9xYIJDfRNsbq/jfHCW/afHaar18K7rN9DeUMPUzBzzzPP2X1lLXVUF332+jxpPBe111QRCcwxNzFBTWR7z2wCMT4X46ZEhNrZ6mZub57sH+rl+cwuNtdVsWVW/0IZAtJMxPhVaEHijgRAdDTXcuKWNvT2jCMTsfymokFGUEuanR0cSLt+xpp437VrN/tN+Luv20VpfxeTMHNdvbmNHl8/2qoYDnDsfpLW+ilW+aqoqKuhoqFkw8d+4rY3D5yZ4vmec0Owcr7usC4C2hipW+apoa6hKWbZElgZ3wxYvaq7b1LKoN50pzr42tNVyaVc9jbWVMb3gdMSXdSWtJCth9Sk2uhprGPAH+emRQaoqyuhqrOE/bWyOud5ToVmmw3NctbaRvadGefbECOG5OYYnZzg1NIWnsoyB8RmODU1SW1kJJB4GHZiYpqK8jBNDUwRD8xjskNbWjjr6xgM0easxkeM9fXyE0UCISzrrqSiHfv80M7Pz9PuDnBiaZGNb3UL5az0VC+ICrGj6ySvnOHpuko2t3gUrRVVFGccGJzh4dpwfHx7m2o3N3HzJKq5Y4+OFM35+cvgcQ5NhEDCUcW4iSGt9NZeurqd/PMjRwQk2ttUt1I+DZ8fpPz9DMDzHU8eGODkU4G1Xr2FNs5cOXw1rWrzMz8NMeI6TQ1MxomvgvLV4NdZW0lpXzVt3d/Ptfb28MhBg66oGVjVU2fkgZ2bxVlXQUFPJ+hYvrfVV1FSWL/w2/eNBHjs0wKB/mpnwPKdGAuw/M05DTQW37fTiq6lkZnY+5j4C+N6LfQjCq7e10+z1LHSQZmbneblvgvGpcFZ+dypkFKVEOTMa4MzwRMLv9p+ZYHjiBN7KcvafHqXLV01LnYd7fnULU6FZjpyboLXew8nhSQ6c8XPX1WtZ3+alqqKMLz91kpf6zjM5E2YoECI8Z6irrlhwUNy6qo4796yJefA6DpluZ71kloZgeI6X+vwIsCEyzl7rqVjUm14KbjHgNLbuBjGdUIkv60paSVbC6lOM/PiVIX5+dIgjA+fZuqqBX9thJ1o8FnHK7RsP8stTo4xNhtjaUUfv2DTn/DMMnA/iqRA85cKsMbx4ZoxmbxVToTCNtVbQPHtilPrqCoyZZ1Orl7l5w6H+CbatquP44AT7esYYnwxRVV3OzOwc+3tGOTZoH6QVZWU01lTSOzLF871jlAPeqrIFsXPk3AQHTo9x4Kwfb1UFkzOzBGZmeP7MOKcGA8wJHBuaYPrsHI8dGmRrWw2DgTkaasqYmp6jpc7DtZta6BsPUlEGtZUVeD2zXLWuiQO9fkLhecrFDlGFjaF/fHqhrk6H56gsEza21jI7N8/5YIiX+iYZnJjmv992CY21lfSOBNh3eozp0CoGJ2YYnKhhXXMtTx0fZiwQor6mkmeODfP0iVHuvHoNN21rYywww/6eMWoqyjg+PEllmTBwfoqr1jTS3VzLTHiOH750jsbaEbauqucLTxzn5bPn6WqswVtVzjPHBhkKzPP08WH6x6epLCtj1sxz45Y2DMK1m1uYDs9ZK1pglsBMGDMPz54cpqnWw82XrOLSrvqsxbwKGUUpUR54rhd/KPn3Z8ZDVAuEDZwdn6GqHCrLy9nW2cCzJ0ap9ZQxHgxz7vwMRwcnuXVHB48fOkfveJAyYOB8iJ7RAFtX1dFU6+HZE6N878V+rlrbxJuu7IoRAk70SU1VBZd3Wyc/d+SJQ994kKePjTAcmKHVW8XN29uB6MPL3RtP5kuTaHk6MeAIk2B4jprKcqbDc5wYmgKsUIm3iiyXleRi9IdJRN94kMDMLPMYjp2b5NjgFCB0+qo5eNZPS10Ve9Y38dTR/5+9Nw9u7DoPfH8H+0YCza1JNHths1tttVZbLcuSbEe2vGcSJ+OXTPJqYifxi6am7KpkZmoqSt5UeclLRpWZJJU3k/FETpTYb5I4nrFnojgaK7JiWbalyNpaS3eru9nsjQTZBBeAxL6d98fFJUEQAC9IkCDI71dFgji4uPdc8OI73/3WGcZnUyxm+jm4z8O335wmUyjgdTp4x/59TCykeX1ikUQmj9ftxOO00eVx8eSZG7gcii6Pg9nFLJMLafKlEj6njRtLGQASmQIs2sgXSrx8LcbBfT5G+rwM9/i5cCPBjaUMqWyBfKmE3+VgKOjh8dOTPP1WlNnFNHOpPE4FXpeDF8ZnAUW3x8GhHj8/ujLPmYkYC8kCU/E0uUIRhx1G+gIUipozkThPvD7Fheklrs2n8LpsnL4W43I0QTJb4gdjs4z2+/F7HCwks5RKmkvRBH/90nXOR+Iks0V8Lgc9fhclNFOxNH/zaoShkIcXLi9w8UaCeCqHxkaxVKI/4CFbMFyttx8KcTGyyNhcikKxxDuO7OPbb0wzn8qgSxDLFHDZYTaZQ2Hjx04M4HfbOReJMzazxImhLpYyRZLZAuMzS1ydXVqWQxOxHDdi8yg72ICS1hwd6GJgxsWBfT68TgdX0ikmx9Nk80VcDrDZ7IxHF+nyurh3pJ/7jvdJ1pIg7BWm4umGr7tt0NvlJF/UKA3KBslcgUuzCa7MJckVijjtNoaCHg71enn63A36Ai7eeaSHQz0+zk4tki8WuWM4xNH+AAvJHMViibmkYZmpjEFRQNDvwqHgralFBroNU7SZeWJaR8Ih7/LdmelDr2X9qB4zFYBqBcRkPQXBVEgy+eKyC2qk30cmXyRVrq1Tub9GitFmlJGtsPR0onIUDnl58OQAbqeNLredhWSeWCrL9GKKc5NLBLwOoktpIrEsC6kc56cXWUhm6fE7mVnSLGULvHJtgXDQyz6fE4fNyFvKFEr4dYl9fgchj5P5dI5EvkAinyfgcnJhNsGNxTQeux2Pw85Al4OCQ7GYKZDOFrgylyLodXH34R7uOtKD227jzcgiC6kcf/n8VZZyBTx2OD4Q4Ga7jR6/i9cn4ridNpLpAg6HnchCmvlUFpfTwWDIzn1He3n1epxsochAl4fJhTTPvHWD09fj5IpFvC4HAY+Ny9FFljJgt0Esk0OpAIlskQszSQaDUXoCLq7NJphLZPG7nfR1OQl5XSSyecI9PuaSGSZjKd5+KESmUCTgsuN1ObA7FN0uJ0vl62RiIUUJRa/fgc9l4789f4VoIoPDpujvNhSjoaCX3i43Ib+TxXSOdx0d5O9emyyncUNPwEmxCFnA7wKPDTIl8CgoKSgUweuAyYUUV2aTXJ5Z4oETA4z0+vC5bLxwaQ7lVAyHvMwk8jx7fpZcUXN1Ns2Rfv/uzVpSSn0E+EPADvyJ1vqRVu37yMN/t+r5lUd+vFW7FoQt48k3Jhu+HvAoAm4nXR4ng91ubg4H6fI4ePHyLKlcDjs29gXcvP/m/VybT3H6eoyRPh8He/zki5qjfX6W0nlGB4y4gJDfxYnBbrq9RsbS9YX0sv9/MOjhw7cMEkvl+NHleS7NLHFgn285RbNysb2tXMcmEjMUsVrWj+qxS9EEz4/NEQ65ORdZxOe0rXITmbEN0FhBGAwaCpXGUGpevRYDaMqttRllZCssPZ0YLOxzObApG9OLGc4lshRLGofdRsjnIJUvYLMpulxOsoUiAY+DyYUkl6JLHO4JcLTfx6WZJNfmUqSzBX7+XUcY6fczl8iige9diHL6aoy5RJrBkI+Tg0E8DhsBt4PZRJ65ZI5YKk+PX6Fsilgiy1wyzz6fkytzSUpa47TbKBSN1Ga7TfHsWJRS4QYfvHWIOw7uI+R3MRT08OSb00wvpklmCrgdClfKTtDnJhx0s5gpEfQ7Ce/zYbPDlWiKxUyB/3V6knS2wGImT9DjZKTfTzZfZCaew243gvRddhvH9ge4eaib58fnyOSKfOfsNNl8iS63i0KpxPnpJbrcaRYzRXr8Lvr8LtK5Ance2kfQ4+Tpt27gdmoevGk/kViKl07PEc8U8DlsDIY8KKV5c3KJWLqA12nj1gMhJmJpXA47qVyRDx/qYSKW5pnzM0SXMiQyBWwKihQZu5HBNAb73DbSukSmBBnNcu56ScNcIku2COlsnlgyT0+Xm1LJ+HzTuSK6BIlMjlyxhN/t4liff5UF1yodocgopezAHwEfBCaAF5VSj2utz7Z3ZoLQPuYzjV+fS2mWUilCXYqzEU2hVMLrdnF2KsFCsojdVqSgk1yeTeL3OEhkCmTyJSbmUrx6bYFr0RTZYonpWIa5spLgddkolDTfei2C3+PgtWsL7A+uBGqm80VG+vxciiaZWczx/psHloMiKwuDmVVV7xvt5dYDoTULcLVFRJV/nYnEefHKAtNLWZRNLccaLKSy9PhX0mvrxcCcDBvZFGcjSxRLRWYXM6TzK3V4KlNc66VvVyojzVpDtiIeplODhe84GOR7592cmYyTzRfo9jqZiJWIJ3P43IaCmi9pRnoDpLJ5zkwv8cZknEg8TcDtJFcskswXyRVLnJmMk8gUyRaKpLMFJuaXiGXB7cpyItzFDy5kePVanG6vHTcwnSliUzlsNsVSOkcqr8kXirjsNiILaa53pxibSXB2epGhLjfpTIFsAc5FFjk3uUi2UMLpsLGUM+I9UnnNQgagiC+VYzHrYbQ/wMEeHxdnllhI5vG6nLjKCtViOk8qnydbKpHKF3HbFX3dLmwa/E4Htx8McufBfWQKRSbmUlwpJZleyhL0OujyOYkupcnlNWkKZPNF/vHyHGM3lkApZhazHOnzUdKG++zlqwucjywyFc9RBC5ML+JzO1DKhk2VyBUKlDRlF5edYqnIfLLA1fkEU/Ecr19bYGwmQb5YIlOAiYX8qjo7N5ZqpE0C6SI4iobFplDSzCazOB02FjN5FtNZ8iXF+HwSl8POYNBLj89JslBkKp5pOuC3IxQZ4J3AmNZ6HEAp9TXg44AoMoLQgBwQXdJo4IcXZgn4nCyl8uRKoEpQSBR46cocR/v8OOyKWCpP3q25ML1EsVjC73aAUnzv/AzX5tIM7/PgcdqZWcwS9Dm4Np+mz+/C61R873yUQlGTyOZYTOe5fTjIhRtGxdOQz0k6V2IuscSF6UXyxRJFrZcDKE3l4fJskktRowDYaH+AkT4/sVSewaCH+0Z7uTKbIJUr0u1xMr2YXpURUalMRGJpXr0WW1acqpUPhw1S+RI+t4OJhRQep53R/sCy5ae/20V0Mce9x3oJeZ08cz7KAyf6OdizukfOVlpDrGZSdXKwcEFrSiWjwJ3TZmc+YyiodgULyQzZQhG/20avz8flaIJ4TuOxK37sRC/PnNfYUXz3rRmuziexoelyO0nni6Sy4LJBOOjlUjTBzGKG6ViSqQVw2BVaQ75YYmYxg9OBoUgEPRxxO7k8kyRXLDERS7KULFDIF3DYFHmliSWzLKTyFEoal9NOsVii2+cgm8+jMIwRqgiLyRwL3jwfuqWba/MpBruLDO/z8ur1OH0BNxdnSrgcdg71+CiW4Fh/AGyaV6/GmVpMMb3o5rvnZyhpzfhskngqi8OhCLoDTC4mObjPh8uWI7KYIps1FIy5RAEHRur42UgMv9tQnM5MxigU4GCPm9l4lqU8XJpZxOt0MhU3LDB+t41EtojP7eDYQJCJhRTjNxJElrKUUDhsmoGAl7nkUs1igXX/v7AcP1PSefwDXeRLxh4GujwcH/BzeS6F02EjlSlwfSFFLNkg8K8OnaLIHGB1r5AJ4J7KDZRSDwEPAbhcru2bmSC0kMrr+NChQ5venw0IemwsZUpoZdyhJYxSGWigBMRSea7OZSiUShRKGrfdxkC3hyM9Pn7sxAAel53nx2a5sZghW9DYVImS1tiVjflEjvlklm+8Msk+n4ug18mFG0skc0UKJXDYbbgddg73+vA47UQXM5y+HkPZ4AM3DzLaH1hWBvxuOy9cnuO1awuA4o7hIPeM9pHMFpctKZFYFrfTgcdppIqbi3r1Qm5WVK0sylUZfzOxkCZXLNEbcBOJZYgu5vA67cuWn8rHZ85HeerMNAC/cK9/Tdp45WMraWcm1Waweg2/dj3OtWiKbq+bd47s41Cvl2fPz5YtJCUyxSIum43xaIaA28bo/i4WUnnuP97P/m4v3V4nC4kci5k8+7xO7DYb6VyBdK6AzwW93V5sNhuvXYtzy4Fu3HY712MpfG47I24nHoeNawsputwuujx2cnnNoUEfAZeDLo+DQz0B0BiKFYpYOsdCKofW4HM7cNghVYJCQWOzKfxOTcjvYqDLTSxVYDDk5lh/gP6Ah4VUllevxjh9PcZglwePy0Z/l5ejfQGuLWRYyhY4NtDFAyecvHQ5ht2muDyb4v1v6+fNiTjX5lMUi5DLL1LQNg6ENCeGug1rTpeNqXiKxbQGBcVSkUQG3E47XrsDp4L7RvfxwVuG+J2/O8tb00kW0wVQCo9DcWwwwE+//QA/Gp/n7Yf3kcwW+dYbU0yW60kNh7uw2Wwk0ivKGrDqbyvceWgfPQEX7zzag9/l5EO37CeWzvPNlyeYTWTQJU2pBEuZQtPXXKcoMqrG2KrPUGv9KPAogN/vb+bzFYQdQ+V1fOrUqYbX8b987xG+9OyVmq/ZgFvCfh582yABj4O5ZJZsQUNJM7OU4a3pJcJBD33dbkb7u+jyGJaXbo+Dk0NBri+kVxXBG+nzc3y/sZ3GUIjCIS/fuzBDoVDixFA3CsWxgQCvXF9gIZHjvmN9zCZyy/1kAN51tIeRfj8oeM/xfnwux7ISEPI56fY6ONpvWD0qLTLmNpWBwo0qAPtcjmW3U7WSYQYcK1hu11BZv8ZTruxqHjfoNXz2D5zoX36/+biV1pDtyqRqNVav4TsOBvnE3cMo4N3la+FdR/tYSOWYLCua5R3ictoZDnmXC70FvU56Ai6WMgXcDhsHQl60hsl4mkS6QCpX4ORQEJTm6nyKD500Urv//swNDvf42B/y4Lbb+P7FWQ73+PC4bCxmCtx2IEi2UMLtsHHyQIi+gBHMe9P+AC+MzxFL53DZFeGQD7/LzlvTSxwIeblwI0G318FdR3rwOu1EE1kO7vOt6lt2fKCLbq+dW8NBun0uEpkCo/0BxmYSdHkcy3E3H741QyyVYzFT4J0jPdw+HOK/fHeMotbceSDI9ViKf/qOg9hsincf76M34GZmMc0/vBWlx++mz+9kPpnjjkMhckWNx2Hj3cf76Qt4ePijmj/+7iVuHQ4y0O2mUNL8+O1hegNu7h7pW7ZY7gu4mJhLMdzj4x2H9nEpmiCVy/MP525wbT7FLeEgNw8GeW58DruCSzMJzkdTDAZsfOKuw7jsNp4bn2N8JkaxBP/83qP8zN2HKvpGGXKlN1fgE3cZncUzuSJLmQLvPNrT9DWntN75a75S6l7g81rrD5ef/waA1vrf19re7/frZLJ2j7Ragb0S7CusQy1Fess5deqUfumll9pxaGH3IdewsBuoeR3btnsWG+RF4LhSakQp5QJ+Dni8zXMSBEEQBKHNdIRrSWtdUEp9FngSI/36Ma31mTZPSxAEQRCENtMRigyA1voJ4Il2z0MQBEEQhJ1Dp7iWBEEQBEEQ1iCKjCAIgiAIHUtHZC01i1KqBNRrROPAqNOz19ir5w2bP/eU1rq/VZOxilIqClxdZ7M+YHYbprMVdOrcO3Hes1rrj2z3Qde5hjvxc6zFbjiPTjmHmtfxrlRkGqGUeklrfard89hu9up5w+4+904+t06de6fOe6exWz7H3XAenX4O4loSBEEQBKFjEUVGEARBEISOZS8qMo+2ewJtYq+eN+zuc+/kc+vUuXfqvHcau+Vz3A3n0dHnsOdiZARBEARB2D3sRYuMIAiCIAi7BFFkBEEQBEHoWESREQRBEAShYxFFRhAEQRCEjkUUGUEQBEEQOhZRZARBEARB6FhEkREEQRAEoWMRRUYQBEEQhI5FFBlBEARBEDoWUWQEQRAEQehYRJERBEEQBKFjEUVGEARBEISORRQZQRAEQRA6FlFkBEEQBEHoWESREQRBEAShYxFFRhAEQRCEjkUUGUEQBEEQOhZRZARBEARB6FhEkREEQRAEoWMRRUYQBEEQhI5FFBlBEARBEDoWUWQEQRAEQehYRJERBEEQBKFj2ZWKzEc+8hENyI/8tOpn21BKPaSUekkp9VIgEGj3ecvP7vlpCyKL5afFPzXZlYrM7Oxs63eaS0L0vPEoCFuE1vpRrfWp8k+7pyMIm2JLZLHQOWzTurkrFZktIT4B028Yj4IgCIIgNGab1k3Hlu59NxEcXv0oCIIgCEJ9tmndFEXGKi4/9J9o9ywEQRAEoTPYpnVTXEuCIAiCIHQsosgIgiAIgtCx7HnXUipXIBJLEw558bksfBy5pBG4FBw2zGaCsN18Plj1PN6eeQiCsHepWAtTuJtbR1vMnrfIRGJpzkaWiMTS1t4g2UuCIAjCXqdiLWx6HW0xe94iEw55Vz2ui2QvCYIgCHudirUwjBtoYh1tMXtekfG5HBwb6LL+BsleEgRBEPY6FWuhD5pbR1vMnnctCYIgCILQuYgiIwiCIAhCx7JnFZlUrsDYzBKpXKHdUxEEQRCEZWR9ao49q8i0O8paEARBEGoh61Nz7Nlg36azlQRBEARhG5D1qTn2rCLTdLaSIOxkpEieIOwaZH1qjj3rWhIfpCAIwu5G5PzeYMsUGaXUQaXUd5VS55RSZ5RSv1oe/7xSalIpdbr887GK9/yGUmpMKXVeKfXhivGPlMfGlFIPt2J+4oMUBEHY3Yic3xtspWupAPwbrfUrSqku4GWl1FPl1/5Aa/0fKzdWSp3fZbDhAAAgAElEQVQEfg64BQgD31FK3VR++Y+ADwITwItKqce11mc3MznxQQqCIOxuRM7vDbZMkdFaTwFT5b+XlFLngAMN3vJx4Gta6yxwWSk1Bryz/NqY1nocQCn1tfK2m1JkxAcpCIKwuxE5vzfYlhgZpdQR4O3AC+WhzyqlXldKPaaU2lceOwBcr3jbRHms3nj1MR5SSr2klHopGo22+AwEQRAEK4gsFrabLVdklFIB4BvAr2mtF4EvAaPAnRgWm98zN63xdt1gfPWA1o9qrU9prU/19/e3ZO7bSi4J0fPGoyAIQofS8bJYaI4dsHZtqSKjlHJiKDF/obX+JoDW+obWuqi1LgFfZsV9NAEcrHj7MBBpML5ltCXSvaIluiAIgiC0gi1fz3bA2rWVWUsK+FPgnNb69yvGhyo2+2ngzfLfjwM/p5RyK6VGgOPAj4AXgeNKqRGllAsjIPjxrZo3WIx0b7UWGhyGwdtWWqMLgiAIwiZpOnOr2bVtB6xdW5m1dD/wC8AbSqnT5bHfBH5eKXUnhnvoCvAvALTWZ5RSX8cI4i0An9FaFwGUUp8FngTswGNa6zNbOG9rke6mFgrLrcw3RUVLdEEQBEFoBU1nbjW7tu2AtcuSIqOUGsBQTMJAGsOK8lLZPVQTrfUPqB3f8kSD9/w28Ns1xp9o9L5WYynS3dQ+xYIiCIIg7FCaztzqwLWtoSKjlHof8DDQA7wKzAAe4KeAUaXU/wB+rxzEu7fYAVqoIAiCILSUDlzb1rPIfAz4Fa31teoXlFIO4J9gFKr7xhbMbdtI5QpEYmnCIS8+155tPyUIgiAIbWEz63DDrbXW/7bBawXgfzV1tB2KGQwFSPEkoa0opR4CHgJwuVxtno0gCML2sJl12FLWklLqV5VS3crgT5VSryilPtT8VHcm4ZCXk+EuKWMttJ3KGhwOh1gHBUHYG2xmHbaafv3L5TiYDwH9wC8BjzR9tB2KGQwlbiVBEARB2H42sw5bVWTM7KOPAX+mtX6N2hlJgiAIgiAI24ZVReZlpdTfYygyT5a7WddNvRYEQRAEQdgOrNpwPo3RG2lca51SSvViuJcEQRAEQRDaxnp1ZN5RNXTU6DwgCIIgCILQftazyJidqT3AXcDrGLExtwMvAO/euqkJgiAIu55EFCIvQ/guCEi3bKF5GsbIaK3fp7V+H3AVuKucFnoX8HZgbDsmKAiCIOxiIi/D2NPGoyBsAKsxMm/TWr9hPtFav1lu/CgIgiAIGyd81+pHQWgSq1lL55RSf6KUekAp9WNKqS8D57ZyYrseK63Sm22nLgiC0CmY8s3lg5s+sn1uJZGruw6riswvAWeAXwV+DThLh2ctpXIFxmaWSOUK7ZmA2So9PrG5bQRBEDqRdsm3XSZX276W7QAsuZa01hngD8o/llBKHQS+Cgxi1Jx5VGv9h0qpHuCvgSPAFeBntdYLykiH+kOMWjUp4Be11q+U9/Up4N+Vd/3/aK2/YnUe9Wh7fyUrrdI7sJ26IAiCJdol33aZXG37WrYDsKTIKKXuBz4PHK58j9b6aIO3FYB/o7V+pVxA72Wl1FPALwJPa60fUUo9DDwM/DrwUeB4+ece4EvAPWXF53PAKUCX9/O41nqhmROtxuzn0Lb+SlZapXdgO3VBEARLtEu+7TK52va1bAdg1bX0p8DvY6Rb313xUxet9ZRpUdFaL2HE1BwAPg6YFpWvAD9V/vvjwFe1wT8CIaXUEPBh4Cmt9XxZeXkK+IjFea+LmOUEQRCEnUyjdWon9Aps9zpq9czjWuv/vdGDKKWOYKRsvwDs11pPgaHsKKUGypsdAK5XvG2iPFZvvPoYDwEPARw6dGjdOZnmOL/bTjJbBPauWU7YhXw+WPU83p55CHuOZmWxsD473X3U7vlZVWS+q5T6D8A3gaw5aFpcGqGUCgDfAH5Na73YoDJwrRd0g/HVA1o/CjwKcOrUqTWvV2Oa4UI+J7FUfveb5XJJI7gtOGyYVgVBELaAZmWxsD513Uc7RK63271lVZG5p/x4qmJMA+9v9CallBNDifkLrfU3y8M3lFJDZWvMEDBTHp8ADla8fRiIlMcfqBp/xuK818XnctAX8LRqdzsXM1IfdpV/WBCEvUcqVyASSxMOedvqUtkuTPfRGnaIXK87v23CUoyMWeG36mc9JUZhxNac01r/fsVLjwOfKv/9KeBvKsY/qQzeheHOmgKeBD6klNqnlNoHfKg8tinOROJ8/aXrnIk0Nrm32/fXMoLDMHjbronUFwRh72K6MiKxdN1tmpHdHSvnd4hcb/fnZzVrKYiROfTe8tD3gC9qrRtpAfcDvwC8oZQ6XR77TeAR4OtKqU8D14CfKb/2BEbq9RhG+vUvAWit55VSvwW8WN7ui1rreSvzbkR0McuNeJboYrbhduv6/naIaW9ddlmkviAIexcrroxm4jY2FePRzjVgh8j1TomReQx4E/jZ8vNfAP4M+Kf13qC1/gG141sAHqyxvQY+U2dfj5Xn0DJuGw4yl8xx2/DqoMhqk+W6X5gdYtoThHWRAGBhl2DFldFM3MamYjw2uQbsBjdZyOfE77YT8jnbcnyrn9qo1voTFc+/UGFl6Uji6TzpfJF4Or8qMKdas1z3C7PLiisJgiDsBpqJ29hUjMcm14B2WTNaqUDFUnmS2SKxVL4tMadWZ59WSr27bGUxC+TVd052AJl8kdmlDJl8cdV405r5DjHtCYIgCLXZUqvHJteAdmX8tFKB6pSspX8JfKUcKwOwgFGht2PR5V/VuYEb1swTUaMNffiu7Wt+JgiCsIexqqC0O4ajEe3K+LGsfFhY29qdtWS119Jp4A6lVHf5+eKWzmob8Drt9HV78Drtq8Y3rLlHXoaxp42/b2pZ4WFBEIRdSSusJFYVlHZbDHYilpWPDljbrGYt/Q7wu1rrWPn5Pow+Sv+u8Tt3LoNBD6P9AQaDq/15G9bcw3etfhQEQRDq0goriVUFpZUWg90QnNsUHbC2We219FFTiQEo9zz62NZMaXuYime4NJNgKp5ZNR4OeTkZ7mpecw/0G9qquJUEQRDWZSOytrpeSTv6DFmpYbOr6IC1zaoiY1dKuc0nSikv4G6w/Y4nky8yvZjmbCTOm5Oxtn4xdjyJKFz4tvEoCILQAtaTtbWKrO0EJWJDN7tNytDtKjDX7kJ2rcLqav3fgKeVUn+GER/7y6x0sO5IFLCULfDGZJx42vgnepz2nWMu3EnBw1vlI+2UYoKCIGw7tVxPOyHWpSk3lSnjZt6Cqz8wxizI0M243Zpxfa06ji/TsjVnu91vVoN9f1cp9TrwAQwd4Le01ptuE9BuPA47fQEXbz8UQsPOimqvpzy0Y/HfKh+pFBNcQ2XnYJfL1ebZCEL7qKW0tDs7pmlMGdd9AI49aEmGpnIF0vkiR/t9G1LYmlGCwiEvKp8iXLgO1y7AlR8aLzR5w1qtuGx3llgzqtI5oKC1/o5SyqeU6tJaL23VxLYat9OO12nDrmx4yplLG71wtoR6ykM7Fn/TR9pqpJjgGio7B/v9fukcLOxZOk5pqUWljLN44xmJpbkcTXEyvNbtZsXS0YzVyudyMOqKwfTZppStWnOuVFy223JmNWvpVzDuEnuAUeAA8F+p0WqgUxjtD/CTdx5AY5iYxutcOG2jnvKwmxZ/KSYoCMJuZgMyrpESYMXS0bQCuAFlq5rqOW+3Emp11f4M8E7gBQCt9UWl1MCWzWob8LkcHO0PEImlCfmceJxGn4ixmaXW+fW2wg0ki7/QKmr1XpJ+TMIeZaekVTdSAmoqOZtdZ3bBmmI1aymrtc6ZT5RSDtYWxe04TO02lspzbKCLWCq/+Yj4XBKi51curuk3jEdBEARhY1TK1S1iJ2RErUfNTK8dsM60+7Ozqsh8Tyn1m4BXKfVB4L8Df9voDUqpx5RSM0qpNyvGPq+UmlRKnS7/fKzitd9QSo0ppc4rpT5cMf6R8tiYUurh5k6vMdVpdBuuIVNJ5UUVHIbB21rjBtqGL7IgCMKOxOpivQk52RL53w5auc40SzmtPOxItPWzs2o/exj4NPAG8C+AJ4A/Wec9fw78Z+CrVeN/oLX+j5UDSqmTwM8BtwBh4DtKqZvKL/8R8EFgAnhRKfW41vqsxXnXpZYZsSV+vWp/Y6tMdpLhI7QDcTUJOwGrsYGbkJM7Obi4odurna6hcnatDzjWxvYFVtOvS8CXgS8rpXqAYa11Q9eS1vpZpdQRi/P4OPA1rXUWuKyUGsOIyQEY01qPAyilvlbedtOKzHg0wXOX5rhvtJdbD4RWvbYpX+lWXVSdHuQrNWMEQdgoDeTqKnndhJzcKTExVti2dOZm5fQOaV9gybWklHpGKdVdVmJOA3+mlPr9DR7zs0qp18uup33lsQPA9YptJspj9cY3Tb3u12AoOf/w1gzj0cTKYC4JkdPGT7XZcjvcPuYXuVOVgB3gxxUEYYezAVm6Kj6jCTm54bgOc46J6La5+7fN7dWEnE7lCoylPKSOfKDtRVutqqFBrfWiUur/Av5Ma/25coG8ZvkS8FsY+sNvAb+HUSVY1dhWU1vRqmkJqiwkdujQoXUnMtofwFuu5FvzANVKTnwCLj9r/O30rr472IzbZ69YKjrdoiQIgiWalcWr2IAsXZPJY1GmbrjWiTlHdwCyiabmulG2ze3VhJze7qJ3jbCqyDiUUkPAzwL/90YPprW+Yf6tlPoy8K3y0wngYMWmw0Ck/He98ep9LxcSO3Xq1LoZVeaFYfaaqDQvmkrOqnTs4DCMvNd4c/U/eTOL9F6JfdkFKX6CIKxPs7J4FRuQpWsW+bJMTeeLTDoO1nUdbVg5MOfm7YH0PCnvIJFWlu1oJ03I6Z3QLsLE6qf+ReBJ4Ada6xeVUkeBi80eTCk1pLWeKj/9acDMaHoc+MuyuyoMHAd+hGGpOa6UGgEmMQKC/89mj9uIaq2y0m+6RuMM31l7J/X++bX6JVXfLYilQuh0NhoQLIHEQjWtuOEpy9JILrQ1FoPKOQb6icws7RjLxLZQXtd84bs4NmCsay2JN9qEd8JqsO9/x0i5Np+PA59o9B6l1F8BDwB9SqkJ4HPAA0qpOzG8NlcwMqDQWp9RSn0dI4i3AHxGa10s7+ezGEqUHXhMa32mifNrSCpXIJMvMlLRmqBSedm0xlmrX1K1BUYsFUKnUa2AbGSbWkqLKDZCKyjL1KFcAe1Mb7nFwNx/ywuq7lRqrGstcTNtwjvR8NNWSv074L9orefrvP5+wKe1/lb1a1rrn6/xlj+tdyyt9W8Dv11j/AmMdO+WE4ml17QmqFReNmx6NDXLvpuN55UR3Y0sMHslXqYTkP+FIGwPW/Rd2664EvM4Y9WWme2SIdstq2pkKrXEzbQJ78R6auMbwN8qpTLAK0AU8GC4fu4EvgP8TtNH3QHUssZAiy5+U7McvG1tv6RGFpi9Ei/TCezg/8Xn+Vd84QtfWBn4Qq1Y+Sp26zbCKj73uc/x+c9/vt3TaI4d/F1rhjWL+Xad13Z/fjX6ADazbtZ1Q23CO6HWKQdjbKTUceB+YAhIY3TCflZrvSNrOZ86dUq/9NJLDbcxteeT4a7Wa+0b1ZDFCrBzWP2/aMuK6vf7dTIplZyFltCWa9iKLN61cm+3WmQ2ySbX3prXsdUYmYtsILh3JxPyOXHYYCGVI5UrtNanWalZNnORraeRdtgF29FI7JIgbA+t+q7tNPm4ifNqKnjWwnG2vPhfE5/9VmQ7We21tOuYimd49kKUP35mjOcuzjI2s0QqV2j9gVpZCE6KygmCINTGony8Pp/k/3v+CtfnN2ftNEt3bMW60eomjFvd1DE9e5Xp8y+Snr267rY1G19ukl0cWt2YTL7I+EyCmUSG5y9HSeVLwBakz7UyvVpStQVBEGpjUT4+cz7KU2emAfiFezduuYnE0py+vsDVuRT3jva2dGGuZ7XYqGVlq2u+RHQvV0tHOKx7Gd2SIzRmzyoyHqedo/0+/B4Hh3sDHK0K+m0ZrXRR7BZ3x04zAQuC0PlYlI8PnOhf9bhRwiEvV+dSzCdzRGLpzQe7VlAveHajac5bncE11N+LdvoYqlxDt1HOW1JklFL9wK8ARyrfo7X+5a2Z1tYzFPTw3hP7yRaLFIqGYrNrc/93muKwS7IUBEHYwdSRewd7/JuyxJj4XA7uHe1dVkqsspmaKzupmu66bKOct7py/w3wfYx06+LWTWf7iKXyFEpwfKALT52eS7uGVl5QpnAol+fekHLUChfZTlPOtpEjD//dqudXHvnxNs1EEHYwsxeN/ngj761flb1ZquTORiwdm1FGtq3nUj3qyN2aytk2hkJYVWR8Wutf39KZbDPVhe/azlYuzMFhyKeNn1xyc/tvRcO0VrjIxKojCEItTFma34LA1hbInVXKSKfdkNU5/5rK2TaGQljNWvqWUupjWzqTbWYukeX5S3PMJbJbGn1uma3MSHL5jY7dc2Ob339w2Cj0F77LeGxX4LE5Dwl8FgShElOWOr1w04eh7zjQoiyjVsudbc5EnU1kePrcDWYTmVXjlj+bOue/FZlIzWD1qL8K/KZSKgfky2Naa929NdPaev7u9QiPvz5FMpvnAycHN+azbKU2vdVmOCv7t3I+VQ3T2sZuCXwWBGENm6p7Uinr1nN/NMtm5U6VjE15B5lxJRnwDuLb+F4tHQvgtetxnr0QBeDBmz3Lm1r+bHao3LVaEG/XtfT0uR3Yy4/VZjHLX6JqM1vlhWO+blXJ2eoLxMr+xV0jCMIOYL2FtaGMriPr2hooW+nuunEGFi7DkfcQSdk4mx7kZMrGscDGd1/z86ghz+84GFz1aNJRQcQ1sKzqKqV+Enhv+ekztRpFdhI3D3Vz77E+bh7qXhNAZVk7rbZyVF44sL5SsNP8o1KnRhCEHcB6C2tdGd1AprY1UNZcG3qPgb8XknMQnyAcMqqubFaBsBps2xfwrLLEmLQ9iHiTWE2/fgS4G/iL8tCvKqXerbV+eMtmtsWM9Pm5Z6SXkT7/Gm025HPid9sJ+ZyNd1Kt+ddSBBopBVthAdmMcrRDzYaCIOxCNqF01FV0qmRqK0vzp3IFLkUTKOBof6C5/VWuDX3Hl8+7VQpEu4Nt243VYN+PAR/UWj+mtX4M+Eh5rC5KqceUUjNKqTcrxnqUUk8ppS6WH/eVx5VS6v9VSo0ppV5XSr2j4j2fKm9/USn1qeZPsTaxVJ5ktkgslV9TvrnyNctUfynNi6iRMrEVAavSxkAQhE5gE7KqbnBplUy1XJo/l4ToeeOxDpFYmufH5nju0lzzpf4r1wMra0OTtDvYtt00c9YhYL78d7DRhmX+HPjPwFcrxh4GntZaP6KUerj8/NeBjwLHyz/3AF8C7lFK9QCfA04BGnhZKfW41nqhiXnXpJYGWz1mydyXSxr1CmJXIFv+ElTHy1gJnG0V4h7qaJRSDwEPAbhcrjbPRhC2kI3IqvXkapVMrSnLa+3DgnU8HPJy77FeVPX+hNW0IWTCqkXm3wOvKqX+XCn1FeBl4HcavUFr/Swrio/Jx4GvlP/+CvBTFeNf1Qb/CISUUkPAh4GntNbzZeXlKQxrUEtI54uMR41aKOGQl0gszWwi05wpMj5hFF2Kjhm+z+p4me22jGyBti9sH1rrR7XWp7TWpxyOvXl3JewRNiKrmpSrNS0VtfZRwzpenZLsczm47UCIo/0BIrF0e8t11JjfjjlOG9Y+q1lLf6WUegYjTkYBv661nt7A8fZrrafK+5xSSg2Uxw8A1yu2myiP1RvfNOPRBH97epKQz4XHaQfg1WsxMvni8nNLvsvgsFE5Egzfp/mlrHe3sdMCfAVBEDqFVlica+2jhnW8XkBxS9K4W8B2zcPKcWbn57hw4Tw33XSCvjZ4BRoqMkqpt2mt36qIWTFVrLBSKqy1fqVF81A1xnSD8bU7qDDJHzp0aN0DxlI5oksZRgcCy2bCq3MpphfT+N12MvkiqVxhfauMy1+7/HU9t5GkOAuCsItpVhY3Yk2wrgV3/LoBvhZd+vVCDHZKqvJm5tFMELSV41y4cJ6Jcy8A0Peu+7Z9bVvPIvOvMS7I36vxmgbe3+TxbiilhsrWmCFgpjw+ARys2G4YiJTHH6gaf6bWjrXWjwKPApw6daqmslPJRCxNJJZBw/I/8o6DQbgO3V4H49EUHqe99ZquxLAIgrCLaVYWN6LaGtBoATZfS+eLXI6mlt+zUeplFO2UVOXNzKMZa46V4xwaOU50KcOhkeMbms9maRgjo7V+qPznR7XW76v8YZ2spTo8DpiZR5/CaEZpjn+ynL30LiBedkE9CXxIKbWvnOH0ofJYSyhqmIlnln1/ZraS12nnZLirvgZaGeFuIdp91fvErSQIgmCJcMi7ShaPRxP8w1szy7GNlZiLswLjPb5SbdncjMxej1ySdOQslyZvtD1mphmqP9fNklEeVP/byKi1NWq2A6vRhM8B77AwtoxS6q8wrCl9SqkJjOyjR4CvK6U+DVwDfqa8+RMYitEYkAJ+CUBrPa+U+i3gxfJ2X9RaVwcQb4jR/gAjvT6KGF+AYwNdq0xoliv6gnVXkbiVBEEQLFNtDdDlX7XMPGvkd/R8bXnbSjkcnyA+/gpXS0fQTt+OsNRYodVWpXa729aLkRnECK71KqXezkrMSjc0bg2htf75Oi89WGNbDXymzn4eAx5rdKyNcEs4yCfvH1mVSmf5n7te4bt6lpetdCs1a+1pp3VILFOCIJhYlQe5JMdUBN+xXob619bzXyO/68nbZvrOeXsgPV9/bsFhgkeLHNa9DO3hlOx2u9vWs8h8GPhFjNiU368YXwJ+c4vmtG14nfZlJWZsZmn573WDoMxgsXpfwEY9mDZ7B5CIQuRlo/t0ZdPG+ARMvAQzb8G+w6szqGqx2buSzSgjYpkSBMHEqjyIT+CdO8vo4G3g2m+MNZJDm6nTZc7JHYCs4cZKBUfXrg0uP97wSUYb7cusNQbryuVWViJedfxtvnG0fB711rMmafhJaa2/AnxFKfUJrfU3NnyUHch4NMH3LkQ52ufnYI+P8XJwGGA9pa3eF7BRD6bNLtyRl2HsaShkoP/mlYszOGw0Ipt+E2JXjRb2jY61WeuQlXOqd5FKwLMgCCZW5UGt7TYiW628xzyGtwfmxiB6jumki7MxN9BkELFZawzWlctbklJtnm8+bRx/CxSa2USG167HueNgkL6Ax/p5mOsZwE0bLxFntY7MN5RSPw7cAngqxr+44SO3mal4mu+fn+HyrI9/dvehNYFPlnx99b6AVnowbZTwXcajO7j6y+jyG68VMuDfv/6xNltV2Mo51btIq48triZB2LtYlUW1ttuIbLXynspjRV6GKz+k54ANv/ue9Xvw1TqeWWtsnXluSayJecx82pLSt6qnVFDhS0+v62J77XqcZy9EAXjwZo+l80jlCky7ThA+XMJjrmsbxGrTyP+KERPzPuBPgP8D+NGmjtxmzk0ucn0hhU0pJhdSy0XwmvL1beYLWI/1FvVAv6EUzF+FmbNgr4gST89DsQC+HuN59PzWKQdWzsm8ONe7SJu5qxKlRxB2FctuCF8J3+JlY3A917hJPTlUlhMp7yCRlG2NO6ipm7iy/Jp3nSAZM3rw9QWayM6pqDWWyhWIlMMY6qWPh0NefGQheqk1cq4yFMK0yDTA7CmFgsD+OEdy46tcbLU+uzv2O/DGF7lp/xBgbR2NxNKcjbkphd/DscDmrE9WnXD3aa1vV0q9rrX+glLq94BvburIbSbkdxLyuRnp9xOJZZhcyDCzmOXe0d6N+yZbschaXdSnTsO158HXBz2HjbHKO43K/ZjPtzsQ2FS61qOZuyqJrxGEXYXphnB4pzky+wNjcD3XeANSuQIzl88zmLrIjO84Z9ODwCZcNWU5NpgrUPKlrffgqyFDG7lcVr2mIq2TczViNBvFsFT2lBoI9kHav9oiU4O+zHX6ii9Bxgf0WprWstXGTJPfxHpjdcXOlB9TSqkwMAeMbOiIO4ShkJfhkId7R3sZDHp5+co8r0/E2N/t5tYDofpvbLTIW1lk11MSrC7qgQHoGjIeTSrvNOopNVa+FJtRFurFxbQqKE/iawRhV2EuaAM+P3TZSOcLRHIhhqxUVq8ml2Tm8nneWnDCvuMMHBjlZNkis1mastbXkaGNXC6rXxuG1LyRvOHtIeXaV1vxsHLTWWMujRQqs6fUirIzahyzLM/rKkHFPCxctWxNW/4866XJN4HVq+RvlVIh4D8Ar2Ck8X95Q0fcISSzBXIlKJQ0IZ+LgoZ0tlC7/0EljRZ5K4vsekqC1UV96HbDhVTvWPWUGisX/maUhXpxMa2ypGxFx3BBENrGKgUhcCeTM0ucjSyhnenmrSjxCQZTFw0lZuR2Y99rM7W3njoydNW5Vsni1YqSA7JxuPoDcLqJhO6vrXg0E7hcMRcrMSymsmP2HzQVl5pKUN9xSExDcs6YUzMyugU3p+sqMkopG/C01joGfEMp9S3Ao7WOb/ioOwCn3UYmlye6lCXkc/JjN/WjMQrlNaTRh165yG51LZlmFvTKbau131rz3IyyUC8uRiwpgiBYIORz4nfbmw+qBQgO4wGOBIehkeViq2Pt1pGhle4vD9TetkKWhl11FI8actVKfyor1iXz/5DJF5ezeqsLx6463yPvWflMm6EFN6frKjJa61I5Jube8vMskN3UUXcAr1yb52xkEZfDwfvetr+xO6kSKxk3uSRc+b6hncLq7bfbolDt6qm88BNROPe4YRLsOWJciOt9qeevwqXvwOgHVmJzKqkXF2OmiNcTHi2qJ9BSzDn95T/r5/PxaLunIwh7AbNVzKqg2nUUkVWLd6V8Nb/D7iAsTpLOF5l0HORA4TreubPGNs3IY4tyKpUrMBWdI6zm8PYdXiPvIrE055e6oeu4oXTVokKW+qgT41O1nqQScU6/efijFW4AACAASURBVIZperENujga/5FRxvbo++vPt45SZ/4fBrrdq7J61yhBlZ9J/4mGAc1bRcNeSxX8vVLqE0qpWt2oO5IbsSy5kiaRzeN22BibWSKVK5DKFZb/toRp2otPrB5LzoG/d8WdU93bo5X9PhoReRnOP2koLLnkyoXv8huvTb9h+GJNk+B6XPoOvPUt47GSRBQufNt4rEetz6pynmNPG487hRU32al2T0UQdj1lmRj2ldb2ASrLjvTsVcZmlkjPXl0lS0x3RySWXr1P8zscuwbuAFM5r7Gd7oXB29ZYD9aV/1efgzf+h/HYgEgszdVLF4mPv1JT3oVDXk4c2s/AyO2Nbx6tyNUKZiYvYZt5nUHmCCfPwZlvwhvfaCxX4xNkJk5z5fL5Vedt9mMa7Q9wbKCrvlISeZnc+aeYOPuDZYWy5v9iC7GqLv1rwA8UlFIZDB1Pa627t2xmW8ztw0FeuDLHcMjDhRsJktni8msvXJ6jVIKP3mZEu1cW+lmjvTZqV2BuUyuYabsq64bvgvgkoNb6Lk3TZd/NUMxYMwmOfmD1o4mVwkaN3EtWU7W3E3MuP3r0pfZORBD2AGWZ6BuEYwO14w8juZDRGLK/16jwWx43lZ6Qz7lcpd3nckD4LmLpHBdiDt6WW2DoQJpSuM9oJ2BWB65g3UJugQGy3v3cKAToqxGMbC7kIZ8TNXqcoKodx2g5cNiKXK1INU+4B+k5ehfDR27CQ45MepH5VJZQ3x31ewoFh5meT3JmqZtCue+gaVE6oObwcpiGqkL4LmZiad4sHeNYLG0p/qbVWC2I1xmdsJpgPp3D43SQzpdI5/LMJrK4HUF6A25KJTg3tbj8j6gs9FNTAcmnjRLUZrS2lYJ4VmNGrLZBqEegH+74udq+y2o3kGklaqQc9RyGnk+vHbeiiDRyq1lN1d5OzDmJW0kQtp7gsCFL8+kV67FJWXYM5QpoZ3qNImIqBmPlQGEoKyKBfl523cPzc9couEPc13eYYw1u/NZdhIduZyrj5sxSNydia4ORTUXoZLiLY/0BiMcsnXrdTCCzyKk7uPYzMSmvBTOuJOPpQU6G34avXJdl4tCPG/MpBDhW7+AuPwMjt1MoK2BjM0uk80Wily7it13B67Q3bskT6Mdz8qM4r8cJ+Zwb6ru02dYMVgvivbfWuNb62aaPuEO4Zaibp87cwOtUfO98lFwJ9vlddHtc3DPSQzjk5Y6DweXtl/+2eyATNx7NWJipN8Hhql/7oNYCbjVWZvaiUd565L3LRZWA5oJnrR5rM1ainaiICILQObj8pHERH3+FIC684ZNrNllvkayliBiy+xA3HQyCy4i5qbdwrrsIVyz65jEq97Xq+PFLluVpXUtQoN9oRTP9hrG+VLYYqGxsOXgbA97B5VTzVK7AeGSGUuw6R0MH17WOVCuCR/t9HDYtSt4e4wY3nzbaNdQ4n+l4hvPTi2QLRR44MdC0MrLZ1gxWj/ZvK/72AO8EXgbe3/QRdwjfuzDLXDLPYrbEL999gESmQCZf5NkLUd57Uz8P3ryi7T94s2fFWjHzFkTfguABKI4YsSX9xyB0ZGMZOY2Cx3JJiF2BQm5T51qTWtp1I+VoJwbjCoKwq4joXq6WjnAk5+XoBoqk1VJE+gIeQ4ZXHqcitdhLdm1Qrtno0exPZFrbc0l88QmOhVayoqoX4eXjVydWNJCfDS1B5f2kUwni4y8SPFo0lDzzxnPwNug/YQQEl5Nux2aWOHP2LL2J8xy7w4nPFbb0+VXOw+cKAftXQiN6j9WMKwKjHksslWN8Bm7a33za/GbdUVZdSz9R+VwpdRD43Q0d0Xj/FYwO2kWgoLU+pZTqAf4aOAJcAX5Wa71QDjD+Q+BjQAr4Ra31Kxs9tsnR/gDdV+a4+0gP7zk+QCpX4EwkjtthX2WJWca8aLoPwLEHjQvSVfY6rvdlaxTPcvU5eOtvIZ+FWz6++rXZizA7ZnyJ+o7Xng80LNFdd2613t/IcrPR5l7SUkAQBIsM9feinT6GCtdhegNZRfWoUiTMBTOdL3K12oUCK40ek1Hw969Y22vIzXDIi8qnCBeuQ65CGaqUp1e+31B+NrQElfcTmbzB1VKaw7rX6Lbd4MYzHPKSOXkSVyLIQP+Q5cq5a+aRSxrKXO8xUt0jRrsH3GvibUb7A/zknQfQrK+M1LKGbcQdVclGc6MmgFs3fFSD92mtZyueP4xRr+YRpdTD5ee/DnwUOF7+uQf4UvlxU9w90kMknkahuDC9yAuX57EpxaEeL//7jWkeONHPwZ469V8qL4b16sZAY6WjVoXeSuwu2Lc2fW9d19J6HU+bretiNRi3+s5DWgoIgmCR5QUtdxic9mX5VN1duWmqbsTM46RyBXzUCMo1Gz1Wyk9zvPKxPOdRV4zMxBtcWcowMHI7qVxh9XxryM9m40KWlTxTUWhw4+lzObj1SBgIr185d721a24MBm8jkrLVrwZMlltdN8qfSxYibxov1KjyW8+NtJk4GasxMv8Jlove2oA7gdeaOtL6fBx4oPz3V4BnMBSZjwNf1Vpr4B+VUiGl1JDWemozBxvp8xNwOTg9sUA8nWU+lafH7+TCjTivTyySLxb55XePrryh1kVjLtrBw3DtOcAGR+5rruKvWaHX7jHS7CpNj33HV75EViwblduYx6rX8bTZejZWY2BMgVHIGL7dsv92w4XwxKIjCHuPKvn04uV5vn3mBrlCkY+eCDYvE+rciPlcDkYP7AeqMpgqGj02mtcydg8L87NcTI5Q2Jfm6lxqdZKIKT/NdOrwXURSHiMDK59iVJWXswbl/VeUvORKQ0mwXKk95R1kfDK2XPh1WVmouNlMBUdXKxMVa1coZ69fqLDyhhUMaxbUjBut12NpKjrHtUsXUaPHy/8T61hVeyrTTwvAX2mtf9jUkVajMWrTaOCPtdaPAvtN5URrPaWUMk0UB4DrFe+dKI+tUmSUUg8BDwEcOnRo3Qlcnk1yfT5JLl/k1gNBZpayXLixxFwyR4/PxfH9XbU1xMqF1Vy0nX4jlmX4nbWVjloVf709sDhpjPUdh7Gn4Ny3DAXg5E8Z49UVeSdegoXLKxUUqxWU6sDg/hPGF2fhqlErxox630rlwBQUyg0XnlwbpNwsYtERhI7CsiyuJ4dqjPd1udkfcNHX5W4sEyrfCyt/tygZoZ7VIDN1BsfceY4PhthfCODp6ScyEOCm/VWV4issQ+EjRgmLcOF6w4W/+thmMb90vsiNpUzN6sCpRJyZyUsMHBjFFwgarqmZJZ67NAMavE77ilKUmge7A7w9a60lFYVM47kQyWyReDxOX/rq6v+bt8fokO3tMUIuTGtWjQy0ej2WwoXrdGWep6vgYY1iuQ5WY2S+opTqL//dilTU+7XWkbKy8pRS6q0G29YqwremJVJZGXoU4NSpU+u2TDoXWeTM1CLhoI/BoJfDfQGuz6Xwuxy47Tb2d3lqm8Aqv0Tmol3SQBHCb69fN8bEfL87ANELxpjTC66gkflkcxvvN7uNVj76e1cK11VbeXJJQ2EpVgUGp+chdtX48fXU9fO2DFNgRE63Zn/S2kAQOgrLsrhciG16PrncF8kcr5ZPt4SD7PO5ynfzZddSLZlQeTPn9DaUcxtxZdRcE3JJZvIepnzvYKh7CHXjDa5lD+JxHiRbKK3eQYVlaJUbjfoL//IxLp/n/FI3asiooRPJhXgxOo833c/9h/voq9h8ZvISsxeNInhHTrzDOGTIy32jvWTyRdL5ouFWi0/AxIvlz+hmwqHRtfE+5f9HuPckOnzQeK0cv2RacA4UonizCWO9CfQbN6/mOlhPOauS7V6nA6/fDc4Wp1+XA20/B3wWQ6GwKaUKwH/SWn+x6aOV0VpHyo8zSqn/iZEFdcN0GSmlhoCZ8uYTwMGKtw8DkY0e2ySWzpErQDJfYGIhxV2He7j9UIgfXphhfC7Jt16L8Mn7j6ytMBkcNjTY6Dk4dL+xaOeS0Ht07aJrpq3V0lz7bobA4Mr2+TT0vc1QRExFJ5tYeew+YAQEd4WNbc19XfyOEUezcAWUgsFbjW3N45q+3sp5NarX0Coqg5M3cwxpEikIu5MahdjM8VWPGDEYx1QEKLck8A4yc/n8isWhzv6r91PZOmBK93I2ahRCPRay1W95UKHk1MyuiU8woKOUjt+Or/8wr1w4z7ViiG6/0acoZRbOyyUNK3xgcCVRBAwZ13fcCAieH6+98McnGFx8E4fuoif4fggYNXXy19K8kegjcKPAgz0rmw8cGF31COW4mQMhxmaWePVajJnFLPceHMRXsT6Y8T5MnzVilLw9RqZu9wG83f0cW7y0HPyLt4eZy6+vUq6aqpWWSxkeBm/PymdQGY/UBOupPr8G3A/crbW+DKCUOgp8SSn1r7TWf9DsAZVSfsCmtV4q//0h4IvA48CngEfKj39TfsvjwGeVUl/DCPKNbzY+BqDf78Zl0/gcdl6fMLKVoks5BoJe3E4nfreDH43P09/tJp0vrvYpRk7DtR9CfAru+mT9xXZxcm3efXreUEyKGUNrrUzzG3mvoYSYFpjFSWM8MGhYW67+APrfBunyF/fqc2VFxgkur+HaCgyuPW61a8flX7lbqfWlaYXrab1jCDWpNMu7XK42z0YQtpDqmiyVcqeiZ0/I5yQxubrBYi2LA7B6MawhlyOxNNcuXcSvz3Ogbwj67zKCZ6tqvtQLSPW5HGWl5xIpezcz0SkG+ofw7T/BEeBSusCk4yD7/QXCapKxqX14TDfO7EV47a8AZRQprZTLsxeNemT9x9Yu5OXMIY+/m+FsEtLTEAjiczn46G2Da2qeAfgCwdWfSwXhkJercykWUlkuxd14naOrFLaUd5AZV5IB7yC+yPPkxp9lZv+76XUG8V5+lmxRM7X/PewnanQa7zrOQP+RtZWS1+tLWG5tMBNL03PnT+DbxE3reorMJ4EPVmYXaa3HlVL/HPh7oGlFBsP59T/LbZscwF9qrb+tlHoR+LpS6tPANeBnyts/gZF6PYaRfv1LGzjmGi7NJkjlSyymc6SzRQIex7LZbSGV4+Wr88Qn86SvFnEqxU+8/QC39TsNrTkxY7iTMrHaLcvjE3DlOSPeJXxnfS3VLKg3/aZhVbnpw4ZZzgz2Tc/D5KtACQ7dB073SjuBfBrScSM1cPhu4z3ubsOsOnz3+gG2jbTlVrmexC3UNJVmeb/fv66LVBA6mVVpt9HVysR4NMFzl+YY3udFZ1c3WKxlcQAMa8pywOraFgLhkBc1ehzP7Dzx2SnC++bwuvavkVWmxcXtsPHE6xH6u92M9PmJpfLLMSrzaTuzM7PAXRzp8ZfdLy70IaMppboxjrvrOAOhIxUzaNCuUCnQ5ddzSZh63VhrAgPGzWnvsTUWi+oaOVbcZT6Xg3tHe4nE0mRTS1y7NL4qwDaSsnE2bRTXO1bRfuC47mV05L1Mz6c4s9RNMdDF6PCdqzuN14tRqnBRmf/f6tYGW5l+7axKkQaMOBml1AZ6rBuKEHBHjfE54MEa4xr4zEaO1YjhfV60LqFLUNAaj9OOx2kH4MXxeabiGe48tI+egJNILGNcfmYzyPCdcNOH6mcUBYeBEsyeh96R1UWWzEDf+IShjMSnwOkzMnxMVw+sWGkKaZi9YBTgq24n8Lby32akuxmXUm0BqWVhadSNulUKiMtvnOuV70shPUEQGlMtd/IpfPFLFL2HORLeX77rL9cdqbQ4VMk305qi8inDTVIh38wspUvcw9X4xZWaLFXWAFPBevrcDZ48c4P9QTf3jPSSzBaX+zz12Lsp+scZ8JSWszO9wWGjBULuMJDjCABZyGWNHZ/8uCGfK93/plslMb26ee/5J2BpCm7+Jys3pnUs5KYCk84XuRxNASuWpEZ1W9KR6/Tarhjp5+UA21VZRel5ek6+n2Mp23JbiP6+AidiVW0icknSs1eZmY+xP3+dZdWqUnGp+P+mcgUiKQ+hkx/lWCpP2JGACz/c8DqxniLTqKTsFpSb3T7emIiTymkCvQ4eON7Pt16LkMmX+ODJAUb3B9gXcPGe431kiyWOD3RxtD8AlHU3MwDXvLCqM4pcfrj5Jw3lozLdrzLQN5swNOzgkHHx5uJwo/xPd3oNl1EuDqFjkFkEZ5W2Wis9sJ6P0Txuah6y8fVrvFgx8Vmt9LvRQnqCIOwtquTOqCuGdl5nMunC6zQq074xGcOWT3HUFVupxFslx5YX4gZF9SprslQ2eoyl8qsW/DsOBimklxiyzRHev59Ywbe8gPuAw8VF49i+ruVjGPsrcQAX3rn/n703jZHkzO/0nsg7Iu+zqrLuo6v6bja7m+wmh9TMcMjhaCXNrrTaHXhlyYZgGZAXa8BfrIW9WGHXgOUPhqEPC3kFQ7YWtlcra0crSsM5OMOZIYdnd5N9H3WfWXnfZ+QR/hCVdXV1d/Vd2fU+QKGyoiIj38x4841f/M8b+poM6/VYyu5Rlia/RE7dJOifQo5fgSP/YCMbtb1+T/yybpEZeGXLGruTMGlbr04OeBgJKhvBvBbTPcv/y64gcigAro3jb88qUroh7Nmaln2H9SS3TG7qE6IFIwyNM2i0UV26yFLdjVpyMuxubHEdRefnSNz8FMOhs4wNDesi5hGuE/cTMickScrvsF0CHqIq0d5hOVWmVG8RyZX4eC7JR9Mp7BYjIZeFyWiR0aCD6XiR5UyFc2P+tQlj0k/E9qwkd58uYtpqOjixc7rf5iDgthAKHNCfU05DckaPhRl8RfeVJqYhckEPLJ77OQy/qguIxY/A3qULoc0p3HcTIO3Xjd/S42xAH9uDBv1uFi+7FSh7sau1QCDYO7TXlbbbfO0GUQ4MMnYcFM1Pj0cmkq3wyXQKpTBDy7RE76EGGVMX4UYR2b8RW6JYTIQ9MpGEn7D/MPIOluXNF+N2fyG71Uipthb8u/a/gMPGN/ubEF2CpofApq7cZbXBquq54zXWLULBnQNgo5Elpq5dIKW5eSv5C0yrPydTquH45r9A2dycsec4WOx6McCbsfXiepFshc9m07Q0jW8d6ybgsOlpvBrrnoUvF7Mk0xnO+iuEXb2wKWlls3ArrizRXc5ha2cbbWaTBeUOMbRmgYlofnqCfhR3H55ADxKruHweqqvXiV39CTesp4iVR7AqW11H4dJNvKXPkEtuYPiRrxP3FDKaphkf6qgdQFnVJ+xyrsGPb0aQzVbOjnixGA3ECzX6fTK1ZpNGq3WnV3O7CdRi19V02x1UTGy12LTZLDQ2TxrZB5HLIBmhnNKfO/am7m4qJvVg3rZYiFzU6824eiB8GlYugM2zu4Danhf0OJv2ZLlbQO7drC2bi93Zu2Do1ftPPNFMUiAQ3IPqwnkqN3+E0ruE1eHVNwYndDETPkw7CibskTk35ie5mKK6fJnr8Tr1ylp7gYkzW1z4S5M3+Cguc2aij2P3yEJqHxdYt8i0O0CHlRZKfm4jS2ebIIpkK3rWU9DPaG55PfjXExxkJKhQRk9PXn+9dkuD0k2a1St8ZniB5MFvY7RYuer6OqFEEdlsXI/BaT/n6twq169fx9A4wteODRP2yLQ0jVvRPGGPzBuHbIwGHchm4/p7WUiVKaxMMb0yx9jxc4ytNeAsqw0+mUmRLqn47BZyOTv+Zi/+kpMR97aYok3Xq7CSwyRHcZisTMcL9DaWiNz6nPfSQU6fPsvhsJtVzyk95igwyKwqs+xJYw+d4JVe/x1tC1o9Jynn8tgs7o3rZdub8RA8bIuCjqfRaq4/zhZbGF0a9abEwR4XitXEeJeTaK7GRLdrza20ibt1s26Lgravc7OraSdx0N5WzenipKnqAiZySbfQ9BzXv0SuMOSWIDSx0dbd7IZKHEyy/iWrleAH/wP4hmDsrS13Nluai93NSrT5S3o3a0tbtFjduiWo+5iIexEIBA+PWmK5YmFaO0SfaYxA9BJus1u3cOxwUZPNRk4qUTRpBcmyQir88p3tBXLLyKmb2GthJPQYxsTUJZbjZQzDY4zY1TviZjZbYNbTkxtLnKp9jtVk0BMxto2n3WOpN3sR1AzpusLySpSUI0v4wAlWs7WNwnObsA2eoZkqkUx2U/WO4zhyhqFEimZmittV73oqc1nuJhIvcNAUJWy5QlAOAsN6tlJ/jTORd+hOd0Px2yiO4Ho2Fe4+zo36+awxzErKgNKOA0IXX5lyDZ/dyniXg18kU8xniszU0tgU510DbpVKlCF1lvkE3Kh0IwX9zBqHuZjVYC6NVC8zPXWbI4cPM4KVstmL9+Sv0OO2kS3Xt5xvcsusqh6Wan4Oz32MrCahtbbPE8paem5JlKvrj8+O+iirTSq1BnPJMudG/WRLKvlKnbMjvp2jvzcH7ratL+4+SM3C7IfgHQY2uZp2Egftbb2nQQnC4i/g5t8CLbCH4PCv6RHr1ZzuX/UO6s9rajD1XfAMQt+Lulj6xR/Dzb8Bm08XSO19twVZ3cFOouxuZr62dUUt6cX1RDaSQCB4FHLLmEsRcvZRfOko6uJFysUosn/gjnVpJlHkk+kUr4YPc+S4BcKn8DiC3FEF1t1H8ECT05qfnqADcjN0J88j1+u4SnUolNf3IzmlP27XvcotE1a6WbBbiOV9RANnGPTa10XF9oDZUUsW1AzY/fgCJ7iYu8nVjAHn7AW6TU18dj94jm4VQY4gjdE3UUghm40bvZrqs1icBwi5g1CB1VyVG4kmJ0waEwEr1KKUizkiZQP9Sx8QiH0fkmZwuCB8AuoV8ouXmC7aGHjxTV7utZGuZPDJG0X5PCaVcH2Z8a4JopU6zdwyh6QFPD6F3oZhLUiZjVgdtbzh9us+hsMYwB5r4Ha78Q4exZNYol4toU39gsHENNasjYjiZDZR5nDYSbZc3xp4Xa9Aapqw/zCmkII7adavcY94Pdm3QmbE7yRZzNPnMfGt42FuR/P0uhUarRbXIzkmowVSxTphj41ao3Vnm4JbfweLn4OnX0+BBv1ETL+nx7MED8O539eFzsInkFkGZ6/el2nhEz2ISwmAzQvdxyF2HQoxqBbAGdKf1xYvR39jY+BzH8DUT/RKvWNmOPU7+qQbfxsqWWipessEu3+r66vte91NF9T7uYMepUjdboOEBQLB84+7j9Ca6HCbVGpOCcXn3zFuz5RfYmL5XQyhX4ZD2zI4t7WE2eySwt2H9cBXCcFGna52xubm1gCwHtx6bnSUSFYh6BkDi4nIWhwNbK3oSzkNFoe+nlm8hA9Y8K7cZDD5IVpsklYiAPbf0V934WP9ou0fY1RKII/6cbtta26sbpR2KvO2SrpB5QhY8lBKEV+Z4Ualm7rnLIHQdVylFazLF/SQBFeY2ZzE3PICVcdtXvHlUWI/p9ZMMjPwa/QE/aQis5QXvyTlMKN5D2Aw2QhrBfqaC7BwHVYsEDq8EXuZmdvSOy9XaVCqNcmW6xwOu/mdc0bMmSk8CxFizQIOqxH3DkUDw40lWP4SrHbwjyG7ggyikrae4+N8iGP+HgKWhw+73bdCxmkzYQCMGNBaGtFslZl4iXqjxWjQztF+D/FclclokWi+yoDPzrl+G0olqn/Jlr+A1cuQmoGRr+nCIzkFBjNYPVDOwuSPYLgKl/9Cr9jo6dddQPMf6r0t+k5DvaSnV5fSgAQGA7j6YOyNjbuE9u/kFHQdA80IxQic/C39S9l2G730u3r2lN2vf7G2p1Y/SH2YdqG+9us/ruq/IotJIBCgx2vMJOpIhBlpFxz1/irMf0h15QqxdJmQz7OenTSS/DmDuR9hTNqBYxsH2mld2yRuyliJmDYVfWvfQMk+8A7o7WHqFV1srAXnbnY3lYs5WvFJRjy9d1T0Zf4jUHOkjR4+XGpSNroZNebxOmyoJSfNpkSl3kCOXKR89T+xqioYfEOEFY3Rg28xXVa4vRjDbIsz6JS2jEOWfYxVImDpW89oCsl6fZdKXeFz11uMpv+CgcwyikUBtcTAwGnK7gOMj0+ApQW5FbIFlYWZKTSzQtHazbRxGK+1m0NBB15fitD8TWhGgZZ+fWqoMHhOv3bIa+WC13rnhfteQQtPrH+WI0EHqwwwHTvOsnabajxDT3+GscYKJIHAgY02DMVFPeTCLEMlTTV2m49jTuaSi5jSXvzhIYy1DP1D43ev1nwX9q2QieVqtICVrMr7t2LMJ0vEchW8DpnTQ15Ggw4mowWm40WOhJ34yZGLfIxiberBtwNndTWenoHcoq5gMwu6Kc7mgmoRIl/qgbjWtcaR1YJ+Ic+v6NuCB0Hx6MX1sgv6Ps7+jboCik8XJsWoXrE3Na2nbru7YOIbG1YWuLPo3k5f7gepD7P9buVxVeYVWUwCgQBYTaS4/cV5kEA+eUYvyLZWqyupOZlLlLFmZ5HNRghO0PIMU1cCSJ7hrQfaaV3btP5FtPAW90ZZ7iZSNuj9gZoNaNX0tXXbOrccS3Dpy/MMmZKopTy+g6+Aamdh6hohhxXZP7ieXbq4ME9lJYVFdmNjnoYpR83Vx/nWOAe0MEfCg0zOx/lyOspwJYKzy4IV3WphyuTpjp2HSFK37o9/847s2LJ7lFm1CymbYFSdpNVzkmvyEO/b3uSVkMYLQ/0Qv4qsOOhy9WOvxsAxSHn0lynf+oiuoF4BuFJvYghMYFGcKBYTyuGvgEPS29+UM9SKSbIVMNcNpLMtwh4vyvjbuhehlECuFxhT1lpFYFoPeB7yh3gx9Snh+DswW4BCjILa4OpimfGjLxJw2Lekl5fVBpdq/TRaWc4abhAs2LhxZRlLs4TVbLxrVeK7sW+FTKW+EexrNBhwy2aShRqlmsrV5SwVtUmP24baaDHodzBe/RxT4ho1iwFrowT9L+v9ldSSLl7Sc7rVxWDSY1pkv26OK8Sg5yR0n9QL5FWy6Nnrmv4/exdMvgOFqD6Juw6Bc+2OoV7RBU8ppQsZ/9jaNvfW4nltNrt8dvpy7yctywAAIABJREFUP4hLaKceTY8DkcUkEAiAsJTCZryBhIZXGgE2Kuz65G76c1WqaRt/d3GGF076aBo85O3HcBk8DK5ZXNbbBPSOosBGw91cRHdjG22EHZvqyix/SaZqZLkawDA8ykj3sS1xjuvZTUqL259+n+L0RcohB8HRk5Ss3SzNT6Le/Cmy2woTXyNRdxLyDNPnP0rZnSIU6qY4/Qushc9opW7gMlswZ0MQPkXf6b9HwfoFZu0wNyUbh4x+AslrDNlqMPiS/qGY5Y0efWtF9trpz59PLnNo4f+mVv6c8qHv8JUT/4Srbg91l5VywITiCRNRPSzMrGVymY3E0yVS6QwBf16PxdmW3YQjSHnsVzb6T6ky84srGNMmmoXLGxV/zbJ+fVJzEE3p1x+zTFjphrATj2mMRjyAJb0CqgreAa6sGvneVJVvNi7wSy+d1C1jWpgwViLlFhFzH/7+Ho4eCQESZdWNsZa5s1rzLti3QqbZ0gOgWkA8W6WlaTgVM2gS86kyi+kyB3tc9Lj14kIpcw+tpoe6f4JwbWbNmuKFRk3vHjrzvh586wpD4gZUMnoLg3ISyjE48JY+ERY+gXJcD+YtRCA9qbcoqBf1lGpHF4QO6TE05bRulek6opsbIxd1UWP361adTX5d4MGL2t2LnQruCQQCwWNCDgzS+8Jba01w1Y2YmOAECtBjsfMfP/0E5j/kEvD1r7wKmkTIYaWyepPE/A2iVTOtWg5gvU1AtSVRvvFDnFINs38YHL1kyiqzGQsvGZwEqrewqEs4LGE9lhHW3U3tWBiTHOUFf5MrzaP0Hz5K2TnCTKLJmN2Lr3cMZ7Cf5UyZ+JUPMAUUwuGjBM6+wnS8wIrvFXqaq3gSP2FM/YLWcpNKKEDAbOQ1ZZlrc0ucT9owNCoEbHP667etMLBhiek+tpH+7GnwmjeLf/oW5kqK3OJ1zONFxrud3IgU8CoWPMogt1fTdPUMYrG4uFZyUjMoWPqOkzIEKaxk6XGvxaGoJSrJFSKanzJW5hJNvbN1awFH7j1MzhdRtSSG5RU+nQsyduAA9uFvEC1BjzaPrV6hGrtNXDlAePg4s4kmXxi+wutdHoYqKdDqoEzQLK6wenuJOb/MLH1kyrW197MRRyNbdAvb4UeYS/tWyCxm9MLELeB2LE+9CaoGHguMdLlYTBb5cDKO3yHT55E5NzpPT2MOWzIHdi84u8Ee0NOf61W9z1HggG5lqdf0dLJyBmxO3VoTv6UH9+YWdZGjlvXAr6GvQEsC6QYMvAQH16wVset6e4LUlB7wm5qGqffA1Q+DX9lIr24jMogEAkEnkl2CxC3yJjdfut9kZHCQWqNFPpfFXlnB7TTg8dgoYwVJwzDzE1KmLr7I2SlW6xglL4NajXLLTbpiJF9Rqec0/H0H6QufYiZR5C8/X6RRK+EadnB25DUcWJhRPdSmlrCUIjStHuRmHn94hMNhJyGtgpJv8bWvvgW+QcrFHMbiDF0WDdlpYrVh4BeTMWzmEUKykdmShW53g7BHploPkKkdpGq+xpxxlFrFQyZnJNuwcKqUpzfxM0wVE5myn/TAy6zkKqwuG3lRrqJQI7KwiKlcIxQyId38CbmlK7hO/BoHQg5qA8eJR4PEpABKZIbhQy9yOOwkrLS4dO0LvoiYOXdogBVlgL/9cgWXYuFQzxAzq0VMjWUOKnkyphAmZx45+iXJghGlewindRCP4kO59g71yXf5wbUVDrzwKt7lj8gXrEyabHT1jxKffh9ZKdPtDRNVDqx3Ls+UVa6mTbzoM0LiEgQPYyhqLOYVIq0AsdtlJty38AcG7qgOrMdKFZFgI1bqAdm3Qqa16XGpsfE4q8JypkSm0qIJlNMV0qUK32/keTMbYdh0FasRQALFD5/8yZpoSeti5uY7kJgCTQUMevCUyQzZZZj9qd5XyeLUY2OqBVj8GIa/Cg4vjL6x0RHbLOvHXD6/NsiY/oVv1mHmx3oLhHYArugsLRAIOo12HF5+BXIrFIoNFk02FqsKbtmCu7SA16Ri6TvB9aKT0uUL1ItJ1GQUo1whZOknUF5gruUjNZumYapzK9Wggoxs8CDb+yljYTldwmO3EDJGGCMGtTAR+0nevbBEeepn9FnKSDYn49YMSvUsYy6DbhFf/ATsfsqOXpbnJ7HFLyH5/RAc49KXsxiWPqLhHcDYsBG7+SmaWWG0twub2ciljJGQcRirvx+FBrO3rpDNJNHcNs56wlicLtLuQ1wtOlm6fomL5SypyCxdpLHe+mskZxe2ahx5+WOM+SiFpoohNMBkq5/3la+QTsUZnIsS8MzSl79MdGUOc0XjDXs3E+YWq/V+ZJsJxWJg0FrCXfwAm7GOllSJGobA6qUs2RhgnlY8zqxU4m+nb/OtiV/i/foif154gWOTEv/ycC+5QDd9w/0kb/2cxZmrdI10UbZ1kVAt1Mtl5pJFPr92C8fiF9xsOAlYQygtCW/yPC/YJrhse5khe5VDhmWcso34XAZHcJBsw6JXYF6r2FxvtYjla5wb9T+wmNm3QuZexIsb8TNNoKrCQnQVrRmnYi5gt5j1zBuDCdS8vle+Dhf/L93qIkmgafp2TYJyHmZ/ru/r6IHeE5CeB60JrRYYbdB1FLKLehyMI7gRyNvOr3f16gNKzetmx+1NJAUCgaBTUEtUygVmjOPkrcMcPGrGXssTbh2iYjERL1Q4NDiGZm8xH01hXvoYm0diMmenVbOQLZuISQ1OWcFqkcktXaFlkohJY1zURgjXVFzJKJYv/g6j6mfENUBZHuD9hQiHs7NUul0UVmYJFW5QMDppBgKYTHU889+H7BQMvISqdLNYtjN5K861eQnLUplXunIcN9k4OeDlWtRGQvag1tLYGyWii9Nciak4rWYUfx8ee5FV0yCX5mJYs5Oc0y5hLBuJKwohv0JZUYkunGco9wm2hpPAjRhLDQ/d9QIl3BxQs5jcIaLWITTNTv3S3yEZ/RwZHsfsdjKQ/IDU+ctoifNU1DoL2iAByyyJygLVvq/SVW2yXPLyxcKXnMy9Tw4bn2U9FI0p3CkzVbMXu/8IVpuTa7dWUfILvMuLXAh+B39rltdPHcc5YmCiVGL6yvt8cOk2xVIRp6HKnO0K/zHio1BtUm+0OBH9Lr9e/zGfll/nk/GXcBpHmG7YKQcPcsLjIW+BSYxEL0cgdoNQ0M+U6sPWdZDXjw5hMMDN2Qiu4iyrrhfWO3Hvlo4RMpIkvQ38MWAE/g9N0/7oab22qsGx+jUGDVGsaKAaIFnUY2TaDQxaGrQaYLLpHa/TS7r7x6boFpuWpruhQgdBMulVfP0HoOswVFIQXYRaHmT3hkDZHOdiscPhv7+1DotAIBB0IJXkAjevfcm7cT/X692M5Oz0e0cZDTn4+bUo5XqLbreMJaeRm/oYQ0PlR5lBKE5xig8w2Aa40jjK/ycPc7x1nVDhfeKmQcpjr1MpWZkrGAjWE3hbafpMduxhJ99dkbmxEmYkEsU6PYmhUcEu1WiZZWIWN1MGie74T9DKMSoBjQuNEd5babKszlJS66jlUVrMECtdQ+k9xqTzLM16hc8XSyxWFT6bzpJulAgoNs45lgnYpviiAp/mPIQrNkZlB65qkqrZjdXgZimW5tOVOkr9EEdtq3gTC5xvOPlZ8xXylhGkWhNrtsV3MwcYyNY5Zx6gt77EsaCJXKxAITHPB9VDlBun8SoWVppO+rNXuV3OYImfx2ZuMlUY4PNWAM33IrV0BLWUwWousZIOoUkVrkfyzNV9RCU/g8YeejJZ0ktzDBFhesnPLXeYlc/fJZXOkC3LxE39HNFWuXH1PFqth5wxTEo18xu12/QZ0gyr1/lsPoylLDNXdGOxmrEbJEqaib+NOLg2n2WiqvHV2k2sNYkrsSLRpWku5R04i3P4avOEj/u5o8jhfegIISNJkhH4N8CbwDJwXpKkdzRNu/G0xlBEoWEwI6OiO6aMehq2ZAGtoVtRDEZdrARGwWjV67C4w3rPJHtAD/61OEAt6AJl+DVQi3o8jP+A3l5gt72LdlvcTiAQCPYYs6qH7ycD/DxqptgqsJQqoUkSXqOKt5HA7OnnB1c1Iokq/so4jWaLL0oBXtMSZIxG4o0yJ1qf8E75NdzmedzkmG80WUhW8WqLhNTbZGs1vquGke0WLkczzJWrFFUTUqXJmDbLitTNovEc9qaRTM5PxNPHbKnIWM1NLd3FcnSRm4UGt7VeZBMoViM/q47zcWKVyFyFFhqjxCnV3MxKYfItgDqJXB2nLUufM8dMrUDI1MDTiPOf8keQKdIdnCBRzPHJSpwQST4r9fBRqYeTNZVJBrikHcCPk0JxjuryJMFagarspm5dxNO6xRc/+ff8P403cWVOcsMwQqzuxlSFkK1OgRIjtTkaidvUHN0sVy0ksfNpuR93KUm8NUC+5cFdMmOuJQjXZ+iT5plpnSRCgRcK72OqHeU8A6QuN/jZ3DwjqhGPwY/F1KKAmw9yLQ6ywMvmFMs+Nz+MuZmil1NMcrU5zIf5HtzlNH2tVZK1OpOZJkM+hXSpTrFp4+PGIYp5HyaDATMNCvMXqbQGcds0nFYTlXoT+X4TaBsdIWSAl4BpTdNmASRJ+gvg28BTEzIXGedXpE+QKWP2hPWCddRh6UuoFWDkdYjfBIsVPEN6vEyrqbcqeOX39UDg+Q9h5QswSHrBIc8QrHwJvSf1mJcHqXT7IMXtBAKBYA/RMitcKgZZLOSQpAaKRQIk5OoyXmmBhUqNy8lBVLWBzzmCoVkkoMW4pI1TleyM1Of4muEKg61Frph6GaGL24QxZqcpKYNcMh4lU2lgaGocrScoaHGiahdoUGv6qUkQafmpN21oKkjFJmWpRbYeotLIIdc9XK/LLGoeAJpNqKotVjCRq+rWglFphYC0SpRB8q2NqrQNDSabXVibLiJGH7LZQLQ5xGLdS1mz8UY2iykZYTLn4boUYrbhoYKNkvQCh6QFRljFXEnxcSFASDnDJS2InSarajdxFP4qfpTrdRNNTmKWoL4WxaA2zajWQ0SaTgKNBN3U6LbXUOwyn8VtyLVRIpqf49YCgdYcF9UgU4TQNI0lzc+QtIyjnkKhzIymFxz0F1bQDE1WnINUWmau5l1YjX5ua3ZUTWM1JZFHZUXqYpohpunlVqsXWa2SlCxEsk6q2RKzsRJOxYjFZKBisvFJZRCbWaLP2mShDsstPwkJ/qrooVkJ8bUHnE+dImR6gaVNfy8DLz/pFw0oEsmyhgGQPT1klbN0WTPw+j+Dg9/S3TyLH+m1YJxhiH6pN3O0e/XWA0Ov6plJ7cq4Q6/p9WBgo1qvWX44q8qDFLcTCASCPcRo0MGvngxTqNVJFFWMBvDIZipSkKhkwh8cwiHZiBdrBJ1WQrUEjtYyCXmcvONrfBwbxCB5ibpfxuty81eJXlatg7zUZ8cXHuFmssFPbyfot2sc6m/iaHgozJVoaRJ9bh9FtYtmoUq10aKm1qk2oddtw6D0ky4ZeXX8BHK/gdiVCJV6E4fNgskgEbSbickqFqOBIdc4Ls1LI2rBrYLFaqTHaWfAa6Pfr3Cgy0Gm0kAxGfneNTfnzEZMRok3D4yyPO9CXTBisCrUV/V6YEn8rFgkLPUqp+VVKhYvheDX6ak0sZklSmqD/5A/zFy1iMNmwGqUCDpsVOpNGloLr2LFIZuoqwFuJFMY7WW6wkN8baiHj6dlri4qhC0mBsLdOFoepJgVq82OYjOjZiqs1o/xuWYnaTnAr/SEmEmUqFV6KFkUugdG+N7NPDma0IQ4W4sSfqIdp9RycEUbAaCCjRmtd/3/1RbIDeh22Rj2OYnky/R5FY73uvnhTQfDBvA7FcaGPBwb7nng+dQpQkbaYZu2ZQdJ+j3g9wAGBgYe6cVMwDcOB/mtc0NYzUZsZiOjbgklv1a0qC1CHEE9bqWNb3Drgbb/vVNtloe1pjxqnRiBQCB4AuxmLVYsJv7h6QEOhd3cXM2TK6kMB+zUWxoBpxWvYsEtm7m6nNPbyTTDlOM9+MIjOJ1uPpzuZqLrm/zTQR9ltcH5uaMEnFaOhN0oFhPJYpVXxkKc6HcTcNgoqw3eiORIFmqcGdYbAV+P5FjOlGm1WkzFi3zraBi12SJZOLi+z9cPd7OSKeOwmlCbGmNBB9OJIiGnlcNhvYz+W/NprkVyHOt18+LgnU2Gy2qDMyP+Lf36kkeGOLiUI+Cw8P1rEWZiRQb8CmNBJ6uJFG/01kmbu+gN+lnKVBjvcpCr1FlIFvlsPsWAz87BbhdWsxEAm9mIRzYzGSvS75WZjhdxyia8ioVut41XRgNYTQYmY8X1Y72NLijLaoPLS7n17dqm7efn0gScVrpdNqbTX/LpfG7H85nGzc+0k3edEwbgSNjJb5wZ4EiPm6VMhRP9+ud3csjPeJfjzp6GD4Ckadr993rGSJJ0DvhDTdO+ufb3PwfQNO1/3mn/06dPaxcuXLjnMV/4F98ju9Y53Az0+Cy8OhLk979+gH6fiDkRbGEnIf3EsdvtWqlUumP70B98b8vf83/0957WkASdyzOZw7tZiwWdwWQ0z7/92SS3Y0VSpQrVagu3w8qhbiexospcNE+1AX6niWq9RbfLRpdLpt7U6PHY+N3XRhnvdj3qMHacx51ikTkPHJAkaRhYAb4D/GePcsBL/1os/gKBQCAQ7Ibxbhf/63dOP+th7EhHCBlN0xqSJP1T4Ifo6dd/pmna9Wc8LIFgzyCsNAKBYL/SEUIGQNO0d4F3n/U4BAKBQCAQ7B06RsgIBILdIyw0AoFgv2B41gMQCAQCgUAgeFiERUYg2CcIK41AIHgeEUJGINin7CRstm/bzm73EQgEgqdFR9SReVAkSUoAC/fZLQAkn8JwHgedMtZOGSc82FiTmqY9lVbjm4uJAS8ClR12MwGNpzGeDkF8Hhvc7bMoa5r2AD1QHg/3WYs7ab24F8/D++iU97DjWvxcCpndIEnSBU3T9mZS/DY6ZaydMk7orLFup5PH/iQQn8cGnfRZdNJY78Xz8D46/T2IYF+BQCAQCAQdixAyAoFAIBAIOpb9LGT+9FkP4AHolLF2yjihs8a6nU4e+5NAfB4bdNJn0UljvRfPw/vo6Pewb2NkBAKBQCAQdD772SIjEAgEAoGgwxFCRiAQCAQCQccihIxAIBAIBIKORQgZgUAgEAgEHYsQMgKBQCAQCDoWIWQEAoFAIBB0LELICAQCgUAg6FiEkBEIBAKBQNCxCCEjEAgEAoGgYxFCRiAQCAQCQccihIxAIBAIBIKORQgZgUAgEAgEHYsQMgKBQCAQCDoWIWQEAoFAIBB0LELICAQCgUAg6FiEkBEIBAKBQNCxCCEjEAgEAoGgYxFCRiAQCAQCQccihIxAIBAIBIKORQgZgUAgEAgEHYsQMgKBQCAQCDoWIWQEAoFAIBB0LELICAQCgUAg6FieSyHz9ttva4D4ET+P6+eZIOax+HmMP08NSZJ+T5KkC5IkXXA4HM/6fYuf5+tnR55LIZNMJp/1EASCR0bMY0Enomnan2qadnrt51kPR7APeC6FjEAgEAgEgv2BEDICgUAgEAg6FiFkBAKBQCAQdCxCyAgEAoFAIOhY9q2QSRar/ORmjGSxSlltMB0vUFYbuz+AWoLEbf33o/I4j7VXeB7f0x5lff4Wczt+5uVijvnbX+j/3w3i3D0xHmqtEQgE98T0rAfwrPjxzRh/+fkSh3qcDAftXF/J8+sv9nFqyEckW8GjmFnNVanWm9jMRkaDDhTLpo8rtwzRq1CvgFkGdx9Y7Pd/YbWkP3fz/u1jAQQnHv+bfRYkp2DuA+g6Bq0ahE+BI/isR/Vc8tFUgu9+NslbyjQuLYdt6GXcA0cYWZuzS/OTLN34nFq9ycTRM1ufXExA5OLW85NbhuULVOMzrHhO0RP0o1hMlNUGkWyFsEfe+l3YC+z0vdqDRLIVbkQKAIyFnM94NIJnwh+6d7HPLm86BMA+FjLxXJVItkKmVOODySSNZpPhgJ0ej8yNSAG71chMvEiyVCNgtyKbjVsXHnef/rte2SpC7reg7iRa2sdq/37cPO5F/kGOl7gFmVn98fjbj/7agjv4cDrJ6uI01wwzFEweVjMVDiSX+fUX+zja66Fp9aIa7TSt3o0ntc9h/BYs/ELf1j4/7j7IzJFdXWEhNYVmVhgLOe9/EX6WYqJDbgbCHnnLb4HgrnSC4NnNGOGJj3PfCpk+rw2PbKLWbFGo1rBZTJRrDa6tZOn1KrhtZiajBfo8MofCrjsXHotdXzCLCShGQfbp2++3oO4kWtrH2g073UHfj8e9yO/meIEDuqXKaIPkTX28gsdOWW1QrNSYq3lQrD0ErHZcihlN26geNWxXsXhhJRYl2dNHwGHbOIeuXhh7g3LgBJF4Yc3aYoeh13A7FhjU/PRsu/je9SK8fV48zFx9WJ70zcBjQrGYhCXmeWSPXND3K/tWyGQrDapNDbWu4bKZ6fc5uLFaYD5T5jdPDZAs1Ph8Ps1wQOGVscDdTemVNNSK+m9H8P4L6oOIlp2IXITpn+iPd2vheJhF/l5317s53ub36Rvc/es+yDgERLIVbseK5DUbGdXKW/YUR44cxBbuYzToAECzeVkoGPi01qDhz/HGIdvWc2ixE4kXtlpbLHbkwCCjuWXAAZjufxFeO2ZZ7iYSL9CXOI9t4af6/560Ne5Rv1cCgaBj2bfBvm8e7uZ42InRqNHvVQCNktrAYTHR0lrkq3V6vVaO9bnvbQZ290H3Md0ik7itbwtOPLmLbvgUjL2x1cJRTMDkDyC9oI+hmHj0YM323XVu+c7/Wez6+53/UH+tJ8m9xiEg7JH52kQIr2ygZnGyWjVxLW2ix21bj2u5NDmHuZbhrHWRE10mysUcC1OXqKSWYPo9KCYIe2QOh52ETUV9LhUTD/7Zr4mJSNnAjUiBiP3QnXNVIBAIHjP71iIDsJytki03UNUiXrsVr2LBa7dwfjaNS7HwtYluzo367x3Y2L4TjFzSg1uHX4fwC09u0I7gnXe3bStNbgVsbrA6dCsR6GN7GNfS/awuD2MZehg6xGXwrCirDTKlBgaDRKiZwZGfZWYmwOWBQd44ZCOSrRCTfAz6ujjsVrE1k8yvlCjc+CnOxiJGY5N4UcP3wq/q1pbJjzbO69BrVOpNIqqHHrWx6wDftvDv9oTAMvzE3veeDTwWCARPlSe6AkiSNA8UgCbQ0DTttCRJPuA/AEPAPPCPNE3LSJIkAX8M/DJQBv4LTdO+WDvO7wD/49ph/ydN0/78Ucf2s9sJKmoTs0HDa7dgNhqot5rECzVODXo53OPicNiNYjGRLFa5vJTjRL9bjy94muzGtdK+4w0cgmZVt5ZU0neKgAcRA/cz1bdf80nfbQuXwT25vJTjykqWqtrEaASP3ULvgJcT/brPPuyRYbiXsNKDraLHcnXZChjGzyFbz5JIJ7nWGmMsW9GFzObzarGzYurnRqSAZq7sOrbjacSBiOyffUQnBL0KnilP41bma5qmbe5+9wfATzRN+yNJkv5g7e//HvgWcGDt52XgT4CX14TPvwROo8cvXpQk6R1N0zKPMqjjfW7+xmqiy6kwGLRzetDLR9NJpqN5YtkqwwH7+p3e5aUcH0zqLpQ3Dt1FyLSDW+8mFu4mSB4my2k7O1lpNgdXtsVAuz7I44g32ek1BU+dE/1uxrsczMYKXG92YShLfL2sEkumAR/Zcl23WlCDCpBfQc7PMxA+BsEJvGqDsWyFsNLamBubzutezbLZq+MSPENEwO2+5VnEyHwbaFtU/hz4+5u2/ztN51PAI0lSD/BN4D1N09Jr4uU94JGvoJeXsmQrdVpo2EwSEz0uvn2yF7vNTKascn0lt1646kS/m9fHg+t3uVtoiwO4d2zM3eIN7heH0I7BaQukRylWJuJNnjsqapNEUcVokjDbHLicLtyFKRYu/ogvppZ5/1ac2URxa90jq2M9y65tPVEq0R3nxvr/95j7Zq+OSyAQPH2e9CqgAT+SJEkD/q2maX8KdGmatgqgadqqJEmhtX17gaVNz11e23a37VuQJOn3gN8DGBgYuO/ALi+mWUiWkc0SjZbG2dEKv/ZCL36HlalYgQNdzi2m67taYnYbf3I3986DZjk9Siq1iDfZ8zzIPF5Kl/hX71zn2nIWraXR45cxuPpRXA2OeFQyUop5LaCnYW+ue5Rf2ciyayPmhkAg6FCetJB5VdO0yJpYeU+SpFv32FfaYZt2j+1bN+gi6U8BTp8+fcf/t3M7WqCuAapGqlDl48kEr44F8CoWzgz76XHb1s3ywN1dQLu9AFjs+j7bj/GgMSCPcsER8SZ7ngeZx9+7HOGzuQT5GjhM4LebGQp7sHT3sliKcislcyRsZEyKAIPr7sUKlvUAXmAjaFbMjeeP9rr1b16y84c50XNC8FzyRIWMpmmRtd9xSZL+GngJiEmS1LNmjekB4mu7LwP9m57eB0TWtn912/afPerYbkT173QdKKkaFxYzvHcjSqMFaPD1Q6GtQYR3s4Q8iDjYfoyHqZFyr9frlJornTLOPU613iJf0x8XG3oWnsdRpVhpcGtVIlFK8ebKLL6eNMaeEn3jJ1E2BfBWKBLL18iUa0j1MqOW7IZA3mvnR8yZh2NjzekH7nUjKRBs0GEB1k8sRkaSJLskSc72Y+At4BrwDvA7a7v9DvA3a4/fAX5b0jkL5NZcUD8E3pIkyStJknftOD981PG1Nj22msFkhGvLGQxA0GXBajJsbe62PVZlN7TruxQT+kJcr+iVVOuVjYX5ccas3O94m8fzpNhNDI+I1XkszCY3PmOZKv7qHKZ6EVMtxWvSBbqNBW6WXfxgxc6V+RiriRTAes2YRj5G8dr38LZyhKXUxjnZfH4eISbrsTZIfMxzZt80b2yvW1vd8wLBc8WTtMh0AX+tZ1VjAv5fTdN+IEnSeeAvJUm3qLl6AAAgAElEQVT6XWAR+M21/d9FT72eRk+//i8BNE1LS5L0r4Hza/v9K03T0o86OCN6TjhAswm5ssrPJxMsp2t89VCISVuRTLnGQqq8VkvmAd0yagluvgPRa/rf3mFITeuBlvmVjQynemVD2Dxs08k2e6H2S7tZ5L3q6Yh4jMfCamZDXISlFL2VBbIxCyFLitfl63zlRIh5xwRDxTi+xgKBrAGCvwRYAbAlrjCc/RRn3YUc+BaYjVvPibvvnufzfrVcdpUivVtLy2OeM/smfbu9bgm3kuA55okJGU3TZoETO2xPAW/ssF0D/pu7HOvPgD97nOOTjVBcUzKVpi5mFJtEQ2vRaLawmCSMksSt1Twhl5Vj7vqdfWPutQgnp6AQ19Oyw6fAoujb272HZJ/+HLOs32ma5d0JpXsF++6V2i/3Q8TqPBay1fr644jmx4PKSx6Jvq4Jum0Q6HFzvHUT/b7ABmoGcstEtDA3IgXGek7is5nwDR6/cx7v4vzcTwzsKkV6t8Hrj3nOiPRtgeD5Yd/mLppMbJhkAIsZjAYoVxus5irYVk30e2XMJoMebbyTNWOnRbgtbuoVsNph8JUN4ROc0M3023szldN6F2LZd3+RtNs7052e/zRqv9ytno6IcXj8aBuxwBVsFJoWGolpbPYqNUMNlj5Gtz1K0P8SyB6oV/DYVOxWI6GePpSeIOkb72OQCtiGuFMsbDqf2y0wW8TADud3V4XxnpF1TjRvFAieH/atkMnWtv6tWE2ojSa3E2VSlSq/5bZxtLebfp+CBpQDJ1BAr54buaQ/ydUL/jFdiEQugc0LMz+GZh1c3dB3Rt+vHV+QnIL8KmRXQPZvLN7xG/rzy0kY/YZusbG6dRcU3CmSdiMGNtcNaQuL9nOepKi4253z4+7ALSCWrwLgI8c56QrdpBgsxsndusUHgQMcPnaSYW0Jls9jKBfJyP1IkoG6vZu88SiXl6C/uUh5eQ6j20pPu4M7bMyRTduuR3K8dy3KaxNBetwyYY+8IQYSM7B8QRfk3kHKrmFmcxoaMBp0rPd9imQr2LQqi3NTjI9PEPD57zkftounstpgNZEiLKWQA4Pr8/d+bq7N/wfu297gXvvvtfYIe208AsHTRsz6Naq1Bvk1S32i2OJntxN8/VA38XyNdElFHvAwNv62blGZ+0Dfcfybukho/22x6xdrewisTjDlNuJhQN8veQuKSagmwR1ee3UJFD8UY3D7e5CZg97TILu3XEgeSAxsrhuy/TnPQlTc7867mLjTdSe4J06bkbza5Lg0y7cNn9JNDI9WoVE38WWyzA8XXuTlY29iK7qQDXVy8RhWNU9Pv0SXM8xKyU5XoJdA3zBeqbC1tkx7jmzq25UsOIkVVaZiBb2/UznJiHpbP2fuPn3eRq9DdoF4oMXHMTdoIJuNjIWc664oLXGL2vJlAAJnX7nne9zuvopkKyzOTGE3zCObjevz965urjVBtqp6uJHYMMHeLz5m8/G27/9E4mse4eZi38T7CHbmQSoad1g20m4RQgaQJXArFrRyHbWp0eW28I/O9CMBmXINn9264Ut39+mBj+3HsPG3zQvu3rv3PBp+HbqOQSkBnv6N7UOvQvkQLJ+H4CHwj2xYZDZfXB7EDL+5LcF2V8+zMOffL8bhaTWhfI442ONmJZ/mijaCvXUWLzlCFDBZzZSCZ3j1zAtM9HezGgqjlgsEVz/FUYuhOXu4WXJgd7XoDgQJhN/auIii3+Gvqh7C/sPIruD6HD4jG7GYjIx3Oag1WoQTl2Dhp/pgxt+GodfA0Q1AyDXMKw7dIrM9HsXWc4xFp43x8fuL6O3PDXtkpNEDuCXflvl715iXtWDlcN8raOGJLf+/V3zMTsfbaSyPjUe4uejYeJ9OuKh2whgF+1fI2E1QWsu8lK2QLavIspFX+7y4FRuy2Ui324bNbLy3ydZi35rN4Rvc+v/N1oW7ZfG0BYfi27gj2/z35td6UAvKTs/ZvG2vxK7slUDkDsJi1KsnpHHzrvYaB0IKismAxWzkt88N0eXXm57KZiNzJSNHRl+nz5Ll399q8t7NCOPyJMeCrxAYCm/pxbWqerieaKKF+xlzONfncMCyrdeYcgbMho1ztum7oABHHVvHuxGX4qSva3dWt+2xLIrFxGhvF3pS5J37tdOqt39nZfPW49zPcrH9dbeP4bFbPh7h5kKxmBjzGCA38+y/xwLBM2DfCpmAy0wprfuSclWQJLBrEg0NPplJ0Gw1OdrruXNxzC1vuJI2ZxptFgSgP25nKO3GXbJdcDytzJ69ErsimlA+MFdWNu4ErRK8FLZRSswzV/ExmywhNaqYMnnCvaMQdtLjkcHSxVeMJQrxOborK5iKK8Cai3NtLoT9h9HC/fe/w99L52zNNRm1THAjq6eXj4Wc92/muld41O/7XvkeCwTPgH0rZCr1jdTVJmA3glu2UK+3MEgSVrORar25Hki37oP27OBaAn0hWb6gxwk4uvWaMdUcJNaKaT6NBf9BrCubgzkftNCfYE9Q3TSHJa0KCx8yaCxSNx8i5D7IEWeK7vIUtoqdsdDEFkH+W9/8CvGVHkK9o8Amd5JrGBmVMaUKuciu7/CfecDpmmsyPNiiFX5tQ4Ttl1R/UZtJsI/Zt0ImX9x47LcZcNktdLtsvDwSIOQucazPw2yivO5akuplwo0lYPBOF1G7aq/FAaWUHt9idUDoiB4z8yjukofJVIL7L97tfbuPdeZCv1dcYs8Qn2wlVdbT78JSCkctid8lMTxs5tSAglppQdWkZ9WpJSLZlt6aoN5ENhsJDx9fFx2RbIUbiSZGWWIoPw3FKNVSjmi6RGjTfnfjiQWc7vY8r33HbOFTujtsv7GHBNvmxqcWi+UZj0awH9i3QsZuk6hW9DocZotEplzHYVE50OVgosfFeJeDXKVOpa5nOhjyy/zk4kccPXGKoe7A1liW+Q91AdN1RDdjtzsMGwx3WmI2W0LagcD3WqAfRJzIPl1Abc50uhudfgcnTOn0+R1MpXQhE9f8RLUUB4hhXPqYVWOelibhNKxiK66A4iPs0a0v1XqTG5EC1XpzXai3xXpXQwPnGLh6ia4s8UXGjruV0qtbU7urqLhfTZmHZrfneS+5ufY5mxuf2u32+zbwFQgelX0rZF4ZDfK31/R+laVqE9lqwimbKakNDJKRaL7KrdUCBklCNht5d87AlVUfGVuCIVb1gwQn9KyI6DXwH9D98W1xcze/fNsF1agCkp6CPfTaxv/uVgBP9ump3/e6OFTSW4vt3Ys9dAf3UHS6EHsM/MapPj6fSVFq6u3gsyYff5eV8ZDjG9I1zgz7cYZG9EZiuQhKvcJY4ABltYWjGKVY7+bGWtutsZBTbxqZntOtdI4goWEv7laKTLlGJFvRu2jvICrucCslZu4rPnbtihLnWSAQ3Id9K2RGuxzIN+JoEpwZ8nGi30dLg16vgmw28tlsmtuxPMd6PYQ9Mm+/OErDKHPugAUak7qwUEuQmNTTqUNHdMuMexCSk+AI6Yvv9rvTdr2N3CrQ0i057UZ49+quHbl0Z8+b7bVX9tOi3+lC7DHw9UPd/FdfLfDO59OcYZo+U5bllg1NDjF+8iQWc40rRTuHmrdwxq6CWYGViyihwwypK1ScNmybgnrLLRO5eAx36CSKWkLJLXOuv5tIWVmztOxs8bvDrbSLebhrV9TTPs+intH+QKRVP1fsWyGTKKhoEliM4HfaeHHQi81iRAKm4gWiuQo+xcJXJ4IoFhPj3S7+u26XbhWJrlk9KmnILoLJApl5yMyC2Q6Jm+AZ0tOnYatAsdjX/PkXN+rN7FTjZTdsr72yF9Oqd0MnjXUPoVhM/Na5YYorN6jOpSg2mrzoKHFmGEZMFq7FVS5kJVoDL3B2VIbIl/pcVALQfQzZ3ccYrKftpheuUFu+TtMZRjE0IHoVpXstwD03o7tMd7D4hT0ylXpzPThe2cXY92ztE1HPSCDoOPatkPEqZkwSmE1GZhIlfno7znDAQb6qEs1ViRdqjAYcTMaK+B3WDfP35jgUiwIHvqFvt3n1VOuWpi/4fS/eXaC0XUDN6ta7zXuJkJ3SSO9Ve6WTYkg6aax7jGy5zudJhZI6Rkly8LsTFsKjBijHGHDCkZ7D9A4OMt1oEZ4YQvFf3mptSNxe/+x9Y2dJr/3G4dL/7+7bOD/+MSquYeKxFEE5h+Jwr7uIJFgPjr+bC2oze7bXkahnJBB0HPtWyCSKNTTAZjJwuMeJxShxeTGNUzaTKtYwS1BrtLgRyXF5McNvnumn32e/Mw5lezE8taRX5r1XJ+H7md53urDvZGJ3BPX4mtyyLqra8Tmdlla9n1xij5mwR8bn83Il2cKgQcI5wJTTx81r73LEUeJl3zwrFT83Ek2koJFR7/BGJ3bY8tkrFjvKS/9g43/t+bZpn9jcbZLz19HMNoYmXlx3EQ0HFQ6HnYQ9MsligMlSmHFjgMDT+RgeHyJoWCDoOPatkHFaTTQ1KNfqrGSqNFsai5kSaBKtVotej8JAQOJGJMtKtkbA1uC3D5s3BMLdgm/bcTB3y0za7IO/mxtl84X9fm6X7aJnr6ZV3+t9iHiXh0axmLCaJACsVJm89gX/Z2qYuVmJ/1o+j9tco1V3MWGyEm4Y9GBeuEMgl9UGkXiBsNJCqUS3nqdN58cRHCSSqeII6hWsN7uI2lbLT2INPoi5qLgbvLGLBLonQie4KzthjALB4+IJxiU9cSEjSZIRuACsaJr2K5IkDQN/AfiAL4D/XNM0VZIkK/DvgFNACvjHmqbNrx3jnwO/i1677p9pmvbDRx1Xt1vBo1hoabpvHzTKtQYmg0TIaeN4nxunzUyXW6bVgkP2PExfhkoGXvgnukC5m/l8h4Z76yXgb76jZznB3e/8Nl/YN5n+d7zYb7dm7FXrhnAfPRHKaoOglOdt6TOs1OlqGMiWrLzCVSa0WYyVPlYyVQ6a55F9R+9qpWtbVkxylCF1Vj+2e/SOzKJsw0LSNkSoYSHAzi6iE/3uLb+fCZ0w3zphjAJBB/A0LDL/LXATWHO6878A/5umaX8hSdL/ji5Q/mTtd0bTtDFJkr6ztt8/liTpMPAd4Ah6LfUfS5I0rmlac/sLPQgWk4TZaKDebLGSqeCxmzFI4FUsfP1wFwbJQLqoUlUb/MMz/RwZUOCT92D+A5C9cOq39QPtJBg2p0xX0hvWm3oFGirYg3qg73Y236GpZd1yEzh0bxfRs2pt8KDsVYHV4USyFbSVL/mG4Tw5ycXVxgvMVbwcHD6O31rFfOQbDNhG8SSTsHoVAmM7noO2ZSWk2Pn/2Xvz4Eay+87z83AjcRIXQfA+667q7qruVp9qqaWWLGus1dryMbO27PCEIiYcsbEzu2vLjomQPCNHeP/xjiNmw7vasGPlmZVljb22Zeuyrla3pFYf1eo6uqpZRRbJIgmSAAkCxH3m/vEAEgABHkWyyCrmJ6IaqETmw6vOh8xv/k6y0qrYKrNoJ0G6PrulsSfTPbDnSsEPQrd17TehobEvHKiQEUL0AD8P/BHw74QQAvgg8C+ru3wJ+DxSyHyi+h7gb4D/XN3/E8BXVFXNA1NCiAngCeC1Pc4Ng15gMRqxm42k8kUqqorZoCfgtOC1mfjbt+aIrOUJOBI82tfBiucSgbUlzP6Tm11Ia/Ny4FotmZqYsPs3rCreEfAOQtopA32bqX9CW51qnT3xoJqjj6rAesBxK0auM0i0kiKOC9U9RECNYu65gPP8s2SsQXTzk+ii1yF2C/wnyBpdzBt6G0RCg2XF7oJCmu7SLDq3la5SHAr9YLJt25xxv9hzpeCt1tu6ZbT6WzusmBjtN6GhsS8ctEXmPwG/C9SuRF4grqpqte80c0B39X03MAugqmpJCJGo7t8N/LRuzPpj1qkvi93X17ftxPLFCslsEZ0Ak0GPXq/nRNBNp9PMu/MJbCY9ep3AYTVgMxu4Mpsgp57g7Ek3/UpdUG3NhRS9JQeubyRZo/7Jyzfa2FyyRmwGJr4P/pPys1qtjubsiWZz9H4ImwdVHD2E7HYdxzNFytYA/xx/EoAPq6s871xkQBkk43qEcDzLeNKJ0XGG7mwMQo8RVr3cCCcRxYwsglc97w1WkOXbWKdeYaijD5IlMOob1nU4nmX87hKG1TUGBk/s+7o50PTsxBygk5ZOLTtJQ+OB58CEjBDi40BEVdXLQogXaptb7Kpu89lWx2xsqCuLfenSpW3LYofjGfJlFYtBJZEpYDTo+PCZPnw2M2/OxMgVK5QrKj0dVgx6wQmPjpJujYDFIhtC1qdCWz2yUSRsFiitREKrNOvxb8CNv4PTn4SRD8h9Wz0pNpuj98PPrvnqjwy7XcchtxW/3YSVHD1ihZjqJ2Hr425khcL4LOcGuzjR14lvMgXpBfKrc6RL01B0k47GyanTWABcPUSmxhlPOoFOWV8GwNYp6yE1reuQ24phdY1g5jYk9t+ycKDp2a4eGHiajDVIOKMjZCodTqNLDQ2NfeEgf73PAL8ghPgYYEHGyPwnwC2EMFStMj1AuLr/HNALzAkhDIALiNVtr1F/zD2zmMiRL5QJOq3YTEZsZgPRtRwmvY4XTwYYX0yxuJZjdjXLYiLLI8YZLpavQ8/jGzEr9aZhk7JRoRc2REoxK4UPbLagNAiIk9L15D+59cSbzdH74WfXfPUPLIrJgN1iZECE+bD+KqpxlBOeUXqTl1meipLwfJyR7k4wvAQGHRFdkIX33uS9Yi8LwUGcfaMMVNdiMHMbHKME3ANAXd2iFtYWxWSQlpiEbX3d7DSu5dA7ZVd/Q+FIsq376tDnqKGhsWMO7BeqqurvA78PULXI/C+qqv4rIcR/A34Jmbn0aeAfqod8rfr316qff19VVVUI8TXgy0KIP0EG+44Cb+x1foVyBQTogDPdTkqVCj+6vYxTMfIbTw3yiUdDdLksvD61wpW5BHdjGS7aCpBegq7zjTVbNomSujRo70hjsG79fvUCwtUj+y7tVkzsh59d89U/sGQKJeYjy/QSxWdYI2iN4C076ROL+HQCm1gBOmWNI89v400lsGRdGBNWDBY79u4QmCzg6sECBKxB7kRTqMCwf3jrm3jTutlpXMuBdcreJVu5r47KHDU0NLbnMB41fg/4ihDiC8DPgD+vbv9z4L9Ug3ljyEwlVFV9VwjxVeAGUAJ+Z68ZSwBmvaBQgflYFqMxgWLU4XOaOdftwmwQLCRyvHAywLkeFy+PR3l86AQkDBu9kWpiZe4tGZgbutgoWJozl2rUf94sIDQxobFLwvEsF91pkis5rnKShHmIQnwVs86NrXMUxdlNplBiMpqikElizy8yPHqCu3fS6IQgninis1sarBQ/mYysO2+t1e7YO7FK7DSuZbv9llM5rswmuNDrknM7ILZyXx3ZFgoaGhqbuC9CRlXVl4GXq+/vILOOmvfJAZ9qc/wfITOf9o2r87LwTqos4xgtJgPDPjtPDft4cypGPFPgw2eCdCgmfvFij7yQdzzXGKhbawCZXpFipVUadHMdmHbWj90G3GoBuhpUK/t2D3N5Js5CyYotOo/dvEbEMQClCzyf0UEmy2sTK1SWxxkpT6H0FbGaeuhQzJtu1CG3laeHvevBabuxSjQIgy3W53bxL1dmE7xyS7bl3msa971yZFsoaGhobOLYOn/fPxbgy2/MoQNSuTLdLj25UpnL0zE8dhOVCszFMvxsJs5TI17Odbtb12wJXZT1KGrdsOuFzm5aBew24FYL0NWocide5k7OzeO6myiZCLmyEW+3B5fbglsxopgMPDXipRA6hz3vxxsaIlAytbS0KCYDZ7vdgLSMLK3lcSvG3U9qD+vzSBTU09DQeGA4tkLmhROdfP+9CAtrBSLJPJ1OK6vpJAuJHB89E+RUyEmlUuHmYrJa+bcN2RgkwpCYh8DpjXoysLtWAa0CbreyurQL0NXSsY8Vk9EUP7q9jFes4DesYabIGd0svVgZTwS5MuvgqeGqEMdNLW5+Jz2Q4pki6XyZRCKBLzuz/XqoXzeuHhnoXszK7btYR9sV1NMCcTU0NOrRHfYEDotbS2skc0WsejgTdHCu24HfZaG3w4LDbGQymmIlU4CKSq5YZiKSJFMobR7I1QOosu1AKrJhfXH1tLfEFNLS5VRIb2xrbktQX6emPhuqef/mG0TzMako3PqWfN0pW32vxpFCAAGHQkx4ibsvkLcGUfQqWFyYfX2sra0yd+tn3Lg9wfj1N8mkGnuZ1ArbtVrbIbdVNoIUKw3rYf2Y2ELj2qpfNyabzHpamdj3dVQLxA3Hs/s67mGx1TnQ0NDYnmP7OHMjnKBQUvE6DDx7IsBUNEl4NYtBCCYiSUoVsDh0OBUTt5eSLK3JSryb/OYmG5z6BXB1by533s4S08rsXkjD8m1YnYFCtT/TvaRFNx8Tvty6QvBuxjiu1MrYf/lX/Hw+sQsleP8Iuiy8/4SPH1DhvVyRuxUzwuriuf6X8Hs6CInbmFduMrFcwVpcxZaZQ3nkJTKFEpH5SVLmIHficqzmtb0eJ1LoJwuEC266qtaQG+Ekytp3UGa/DucScP5X7lvfr4ctEFfLkNLQ2BvHVsj0+xRMRh0mg4EfjEdQKxVKFZV4tki2XOF8t5uxTjvJXJRSpdIyMLKhX8tORUIhLc3t3qaeN8u34frfglGB7kc3zPi11O6dunma43hqlUt3U8FUS8eWbIjAS8A3D3k2LVlM5Ihli4CglE9jZY1592MslRxcm1zhmb5uAh4b6ZAJ68Kb+NMTsDxIJFlhcfwNCt6zDA6c3bS2M6kEkflJAt3DKHbZ0uDa1DxLs5OMjZ3gdMiBp2QGITbKU+5H368duDUftkDch02YaWjcb46tkClXZONIs15QKauYjHqGPVY6FBNexYTTaiCRLWI16ehQrDw17G30x7frZL1dM7rEnDS3B89tvlBbXOAdhYHnNj7ba1Cv3X94vWQedGri740vvnW4E2lPrlhmOpomubbKRyw3OGuJYg52kQUKxQoqMoX6dH8X2E7BlDQsBbqHubuc4UbGybOwKdYkMj/J8u3LAAyceIyQ20pEjSGWrpHqsDBy4jFQXgSne3/L/B/DIPaHTZhpaNxvjq2QWU7mSabLBGw6Hu1zs5zKcTOcxGLQM23PsJjI4bAYCbrNXOh1bRYx06/KTtbBs40X8vBlGP82rExB/1MbTSRrtDO3+9pUUt1tELDG/lETgUfUrQRgNuoJxzPY0nfpLb2Dz2zBqYswUUhzKtRBSCyxOH4V11CZtN7L3WyAPr0Xn91Fx8BZdBMrqGwOoA10DwOsvyomA4+cPUOkwyK3FdJk16LcMZ2nkjAyvF9l/u+TW1MLGNbQeHg4tr/g6eUUBSCSzNHvsxHPFClVVFyKgaGAjXyxxNWJOH6nhdGAo7EwV2JO1o7xDkoRk43JFgW1dOzEvAz8nXplo4lkvfho9aTZzgzfavsxfGrVaE2Xy8KpLiezq4JYUaGyCmdW5jllusZM9lGmDB0kKgP0q16WpiaZm10gZ5/F19nLsN++XvCuOU5DsbsYOPFYw3fVtmUKJaanrqJbvM71TIiEMojVqN8fq8J9cmtqcSkaGg8Px1bI5IsVAErlMjfCCYxGHc+f8PHfP9qLTidYTGSJpQpYDTrurmQY8ts3ntzqq/aGL0tRA9UsIgW6L8o4mPrGknsRH80WGC0YV6NKPFNECFgyhhhX4/SSwJEoMmC4S+RODM6/yMjwKCGxgmuwF10px5hXX82YMwPSOpErlhn0KzuK06h11B7xnuJsfzcV486O2477aSXR4lI0NB4ejq2QWSsUAcgXwWc3o9MJBn028uUKwx47IbcVi1HPldk4q9kC4Xh248mt9tQ48xpM/gBCjzUKlqV3weaVAb3Lt+V2Z/fOCuO1olkE3UsQsMZDSchtZS1bYiVv5pr1NAbzArZ0DIfDwHlvkV5vBo+pDIs3sHpH8AUKkFqAhJuwGuJGOInNrCedL3M65NhZKwKlgsGxRqB7DMW+f0Xrdm0l2Y2LtWnf/YpL0VxUGhqHz7H95fntFmZiBfQ6mFpOM9bp4PZSitcmY3QoRv7V+/pxKyacVhMem6l1xtLNr0PkPelOql1I69sWhC9D9JbcPvaRDRfTzGuy+WTfM60DgptptsDUYnTqLUHbocXVPLTE0gVKwHLOzGlPghcKPyGi+zCWwadZNXRisVpQnDGY+QmUS2C2gdVDyCTXtFsxEs8U19f4eq+jTgO+8vKmNaNkFxko3IGsDWpCZh/W166tJLuxcu6HO7bFv1FzUWloHD7HVsj0ehTeubuGyQjX59cQCM52O3lzeoV3MiUCTjMfPh0kVywz1lnnVqpdzCLvQWwSVBVsdWLEZJNZR7X2BPag3F5vsbn1DVhbAIOlMaOo3c2gOW6gFqNj8zZaeLbKmNLiah5K7kRT6HU6BICAeDqPziTocNgpdowyHs0QK5bQT8xwMn4NxWgEsxOu/Q3KuV9iJCDXSX0M2JtTMb717hLG3jTPOxflxvo4r1ZtN+5hfTVbM3ZtJdmNi3U/3LEt/o2ai2ozQojPAJ8BMJlMhzwbjePAsRUyhbKKQQ9GvQ6nRc+FXhf9PhvfvxGhoqosJfJcnolxbS5OdC3HbzwzIC/2tYuZsxsGn4fcKigdGwM3iwm7f3Pp9rGPSYtMc9rqTm8GtfLv9aSi8Mb/vdEioTnlWoureSjJFstU1ApGHQQMCay6MlHPY3gGnyLgsmAx6rm1mOTtWJBcZZCLpijmmR9T1NuYLzqJ9n0Ui1HPcF0MmM9hptNuwhbwgdu/Oc6rVduNe1hfe7Zm7CYweD+CiFv8G7XU6c2oqvpF4IsANptN3WZ3DY09c2yFzIsnAvxsOka+rJLMl8gUy9wMr7GSKZDMFbgyG+dkyEHQaWExKU3tL56yNF7MvCNStDi7NwZurqTbyg3U/1GsHOwAACAASURBVFTrSe30ZlAr/754bSMrKnwZkgtyLq3qemhF7h5KBBBN5ilU4KzuDs8abuAy9PPKtducTyXxhIY51+NiJT3A3UqAofS3CZrsZFQL76yauZFawmczN2QdnQm56FBMhJQKZDMbX7bV+ryH9fXAWTO035CGxpHk2AqZfLkMQkUx6lCMBl6/E8Nm1uOymbCa9JzpdvHcqJ/nRv0yXsBTkH1lQhc3LmaJOcinZPp1zZXj6gdLh3yt7dPKDdSK+gvldjEHzTeV+gq+O4m70XgoWFrLUa5UMAqIOc4S7w9wV9fBzFKGocKrmKZfwds7xqcUmFTOE+Nf4O7sw2TrZMQwRDdmLNUU7BrrVobo+OYg8328ke/WmrEfgbVacK6GxsPHgf2ShRAW4BVkjqcB+BtVVT8nhBgEvgJ4gLeBX1dVtSCEMAN/CVwEVoBfUVV1ujrW7wO/DZSB/1FV1W/vdX7fvL7E0loJhxlcVjPLyRyK2cYLYz78TgsjVVO7YjJIS8yNv4eb/wTLE5BbgzOfBJsPzHYZM1AjMSPdTYkZ6DzVmKrdLEy2EivNbqbmfZtvKg9yBV8tEPmeeftujHypwmnTLJ8sX6Xo+HnMBgVPqUg/N/Amb2G68SPyBjfKSIVrytOYQi8xEnBwtnmwuvOQwcxCwU3Iexqrq2dTy4Jm7odA2I/A2v0YQxNDGhpHi4P8FeaBD6qqmhJCGIEfCSG+Cfw74H9XVfUrQoj/EylQ/qz6uqqq6ogQ4leB/w34FSHEaeBXgTNACPiuEGJMVdXyXibnNuspA6oqMBigz23nfI8bn8NMh2ImHM/jVupSrm2d4OyC8FUIvwnlAjzyaxvZSbXCeL5Tcv+ahaQmOMLvyAJ5g89D6BH5Wb1YqaVTWz1ynFpApdUjn4yLWdnaAB4+87YWiHzPPNbbwdvTq/xy4g2eyb5G9OYSBlc3vZ3nCHUMIuIG5mMpYjofiv8Rzih6QqVZMqluwhndxs243gVazBJJVngv6UTt62XEZCMy9TbLty8jSln6A75NovN+ZO/s1hXVSnDshztLy1TS0DhaHJiQUVVVBaptnDFW/6jAB4F/Wd3+JeDzSCHziep7gL8B/rMQQlS3f0VV1TwwJYSYAJ4AXtvL/FL5EgLQ62C008kHTwZ4fNBDPFPclI4KQNd5UDywdANKGeh9cnOqdT4lxce9dJmu3czN9o1x6gVQz+Nb16F5kK0aWiDyPdPvs9PrsXEze5JhwyJlaxf+bBSfx4pl6HHupE3cmp7B7O3ndH8vyvJ1uP1dpkUXr5Qv8MRYD2e73Y0uUCCYuQ2OUQLuAWCjVUHAUmkpOu9HvMtuXVGtBMd+BOc+cLE9GhoPOQdqFxVC6IHLwAjwfwCTQFxV1VJ1lzmgFinbDcwCqKpaEkIkAG91+0/rhq0/5p6xmPXoAbvVxIlOO+F4lmyhjFsx8sadGH6nGbNBx2tLK1zodeGzVy0rrh7oPL0hGOpTrbOxxlov9dud3bKWjKundbuCehdU/Tg1ijkpmqye1kLlsK0a2zXL3AotiPKecVmNVFSVl/MnmKo4eZ/Qcd4dozg7hWngKYKhXlSjQkisYCUvDyokMOZz2HSdqDSJyOqrxWhlwNUDVUvGesuCQhoUB+gtGzFjdv+RzN45KMFxFP+tGhrHmQMVMlX3zyNCCDfwd8CpVrtVX0Wbz9ptb6C+dkFfX9+2cxvyOemwr9LjtrKwluPN6Ri3ltZ4tN/Dt68vMehTGPTZmYhIo9KLp6p1NrYKyK2/gS/flpaUjj5ZhKxmYWlXzK5+3PpxLB3ys7XZDaHSyuJz2FaNWrZWLiG7eGtBx/fEbtfxWzMxJpczpLIljJVlysspfOoinvQka1fsBF/6twyb4rB4A4x6Ms5Bol0/h8Oi55J1gC6/XQ5UyGwIZbu/vbCsrdNb32rMztuLkD0gNMGhoXE8uC+RaqqqxoUQLwPvA9xCCEPVKtMDhKu7zQG9wJwQwgC4gFjd9hr1x9R/x3rtgkuXLm1bu+C5MR+T0TWeG/NTrsC782ssp4qspgoMeK2c73Fxsd+D12bCaTWQKbTo7ruVFaSYhUwUvKOy8F0tIHg3WUwAyzch+h50X4KRF1unVsPhWzVq88omGm9w+82D7ELbAbtdx6jgMhsY6czTm8kx7DHQ7TShGoKYes/LfepEbjhe4UZpgNNOx8ZNvpCGm1+Dxevy7zs5b/VZcrAhZIt5CJw80POzX8G2D1rQ7oM2Xw2N+8VBZi35gWJVxFiBDyEDeH8A/BIyc+nTwD9UD/la9e+vVT//vqqqqhDia8CXhRB/ggz2HQXe2Ov8rocTLCYKvD61ikmvY9ivcCLoostlIei20NOh4LWbGQs6uBFO4jGuyCfb+gt0KytIIS2tMYm7YHJBYQ2SS7LCr93f6ELayQ25Oa26kJbBv0ftRl7LmkpFwepqL7j2ymG70I4Yzw0olCIZplM95NbMXC3ECeXSBF0ejI7OjbVStQZ2l2YRfi9dSmXjs8QcICB4dufnrTlLrnac2XXg52evwbY1QZArlrkTzdzzOPcbLchYQ6M1Bynru4AvVeNkdMBXVVX9JyHEDeArQogvAD8D/ry6/58D/6UazBtDZiqhquq7QoivAjeAEvA7e81YAjAIWEpmqFQqhNeyOC1GVCH44XiUSDLH+Z4OrszFGet0MORXCImwNM9Da3dQjcScdCmVCtB1Vl7Yk0sbn9eOaa7R0Y7mG8bCVRj/Bpz4WPvCeofJQaeBH7YL7Yhhyy1RnP0Z373jYk7fjU3nJqCUeX/sZ8RVG4PDY1hArrHEHNaVGwwHz0GWxoy5gWf2Jo5r572QlkHxrp4DsyDsNfalJggG/QqnQ44HJmhXCzLW0GjNjq4uQoh/r6rqF6rvzdUMoi1RVfUq8GiL7XeQWUfN23PAp9qM9UfAH+1krjvl2lycZLZIqaSSK5ZIpEuUyhFyRZVMoYjVqCeWzvFeeI3feGYQq68fKEiXUSEtL/it3ByuHpliDeAblbEHqUjjcbX96l9rNAcJN99cUhFZwTc+u37D2HfLzFF23xy2C+2IEVa9/P28FQMFzKUEbpFiuWxD1RlYE3YWlVEZtFtIyzXo7CabSbKgeumq1ojBJJtIMv2qLB9QzjW2JdjFOshgJqyGCGE+MAvCXmNf6gXBg+Si0WJ+NDRas+WvWAjxu8CrSFfPF6qbXwMeO+B5HThPj/h5ayYOQCZfoqxCIlekz2VjKQVjQQelchmH1SSjjevbAoB836q2i8m2UScG5I1g5TbMvyWPqX3WfEOuBUuaXbJfktkuY2lWp2RmVG2srkfAaD5YE77mvnlg6PJ7Gez0kZ69xiDzPKabJMEAs33/HQOPfYhAqBfIw+3vynXoHSWxmmS6MkDl5AVGagIlfBnGvw1zb0NH/8YXNK2D7aws9eLlqFoQNEGgofFwsd3jyDjSSjIkhHgVuAl4hRAnVFUdP/DZHSB+p4Uej43IWoaAy0oqX8RmMRDPFcgUikwtpxBCcNJiJOiqZizVnlKLWXmB945sXduldox3dEPwtKMWLDnwzEYhvPBliNySN5fepyC3slGnps6Ev85WlpTdWFk0980Dw+2lJD8IG3Go/ZziDhccq8xh5lr+WRw4CQIk5shHbpGKL6OE3odraJTOgpvCyjT5yZ9iPvGSjHFJzEOpuBGIXshsqly9nZWl2dqxJ8FwiJZBLbBWQ+PBYbtf6CrwB8AL1T+ngI8An62KmacPdHYHyPxqluW1HKoqcFr12CwGcoUSS6kCxQokswUsJhP5YoV4pig7X9esKIW0tK60ajegt8hMo9BFMClyW//TG5kcrSikpYWl/1noe3ojfXXgOZh5HaZfAaMNTn50Y4x28TntLCm1z4rZzXNvRnPfPDB89c1ZVkoWImo3DquVNU8ZQ6HIYhpevjZNIJ2j365jqeMid6jQax1lONSJOZIk/eZfUlr+DmZK8NS/gQu/2igcWvQSa2llqRMcism2J/HSICAO0TKoBdYePJ/n3/KHf/iHW+/0h62qb+xhv4MYU/vufR3zc5/7HJ///Od3PjbbC5mPAp8DhoE/Aa4AaVVVf2tX33JESReK5MsVnGb51PVIj4ubC0nShTK/+mQfbqsZv9O82TS+lYjIJWS6NEDHoNxWqyHTjsScdCcFzzXW4DDZZLxNeklWFt7uYr5V3E0xKy1IsPXN4SjHx2hs4pcf7+UH7y0SXiviMJbJJVc540ij96ziDfoILr8JcR3+wQ9RCPXSVSdEVobOYdDdhY6BxuymGq4essUy4YKbrmr5gWYrS6ZQIjI1TjBzeyOoeA80CAj34VkGj6pb7GHi85///K5vWBoardhSyKiq+gcAQogrwH9FBu/6hRA/QvZF+hcHP8WDwW7Wo1Ygky8ztZLG77TwlMPLLzzag9WoJ+iyMLWcZjmZ31xDpl2QL0iLjKtbBk0mw6A3NDaVbEW9AGkeu+8JcIV2djFvZ0lJzEnXVs0NVrPItEKLj3mguNDbwYujdi5fuU5S5+G69SJO2zL6wCk8oX7MQoFiFmsxwQgFMoVBJuI63IqRiPM8U0EXZ/VGPK3OucnGvKGXG+EkqjHb0jIRjmcZTzrBUQ0q3iMNAsJk2HFszn6jxdFoaDw47PSK8G1VVd8E3hRC/BtVVZ8VQvgOcmIHzfhikly5gmLWY9QLbGYDxQp0KCbcipFvXltkfDFJMl/CZNBvVPaFjaq99Q0g60WEp1/2SLr1DVlLxn9q62qn9VVVs7FGIbEfbp56obTVePWWm1Y3pSNYvVUDOooRTjHDGjDUYeJEbzcZRxIx+2O+muvn2W4rocgrAER8FW5kg9jMet6+cQf94juUH3uKD4y0jvXazjIht3fKnkwmw94ERyGNkphjRPFAItzwoKC5ejQ0NNqxoyuNqqq/W/fX36xuWz6ICd0vjHodNrOBTocFs1HH+8cCnOhy8JOJKFdn4xTLFU52uRnwKVzodW09WPMNvpCG+DQIo4yTabbILN2Eq38tG08OPb8R6AsbGUqtrDPb0S51e6diqN5y0+r76ud5kLViNHZFT98YV+8mGPLo6TEsYspV8MWuMTt1nQgv8O38h7lYsdLnsRLwd3G6ZMetGLFMzaJXr+AuhsD/KbmOb38X7AHpyixkUMKXGQldBFNr8dBsudiT4GhunArr61Zz9WhoaLRj1zZaVVWvHMRE7jcXet187+YS6WKJZF5gtxoolFS+fm2RWDrPEwNePvV4jwzyrVETCs0NIG9+TV6ASzlpfSlmIZ+WLiaDpSFYEoB3/w5u/oMUDd4h6YZKzMvXetGx06J5Nba4EeyI7bKVmsvSaxwJ5tKCa8Ug0cgaPZk4zsQS1so0Pn2GJ915FivLTExOYMg4OD20xkigCwDlfS8S89nwjLxPDnT3x/DOl8EzJDPiVqd2LVz3JDisHrl2m2vZoLl6NDQ02nNs8wp/OrnC3GqWSqWCx27iR7einAm5OBNyUCrb+B/eN9AoYmBDKDQ3gMysgtCBzryRlt1zacMyYvU0thU480koF6RFRm+Bye8CQl68odGysl16dz3bddDejnaWm3qL014tMZp7at9ZTuVIpEv0mFehXCCaE6y4n+X8kJXHXX6uCxtXVk5iNS/L9VZF8XShPPHJjbYXJpcUMaFH5dqpWRJDF3d83hoEx27PdTYmBXg5d3/is7S1qKHxUHBshczZHhc/GI+gEyp+h4WbC2tcmV1lJODg0oAXnU6s+/vdipF4pkhICaIEaax6ml6RokRV5WtNeNQq/2ZjMiOpVkfG1QM6Hbz/f5X73PqWbNYXPNs47k6ynZpp10F7r+ynS0lzT+07K6kidn0Op65EsVQmkUswoTtD+cyHeb/tLkO+MdyVGIGl67I0gKe/cYDaevOOwKXfanRJ1s5Rc7frnbDbc32/6xdpa1FDY08MfPbrO9pv+o9//kDncWyFTJ/XxumQi6W1POd7XJj0Oq6G4xRLFSxGPW7FuO7vt5n1pPNlCDkYCdQJC6tHFg8LPQaJmc1PdvU3iFqRu+lXpfip1XPxnZL71tw10fHdW2L2i3YxOfvlUqrVyxl4Ro6lpXrvC08MeUnN3+CELsJbhX4Cpk4C/lN0rF5ldnkZf7GCp/88EcDju4DSPEDNpePsJmPqqAbrNmXqhS7KztZm19YtOurZ7bq5l8D2e11D9bWbNFephsYDzbEVMl0uC08Mebg6G2culiGdK1Ipw2q2SCZf4spsggu9Lk6HHBsWmWa/f80UrtPJIN3EnAzuBZnZVMsA8o3Ki2x0HBILUMrK94W0TK2uBfhOvyo/d3XJbe0uzAdlEm+Xer1fjSCb6+XsNgZIoyVnu138yN1LuVLmcX0cZfQFunSr5KZeYzUXpbAyCwNlYpEldLl/hrMvES7ZNzKLaus4GyOcsXAjnCRXLJMtlllO5nl80IPP7pdFHRevyfiZahPKLc/fQTcQhXsvF9CudpOGhsYDx7EVMj+dXObLr81gMuhIFctk8yUqqkq2UGFuNYNOJwg4zZzrdgNsxMvUPwHWm8LrL6gg07NBBgXX15pxdcHCdSlyrG5pnUnMyc/TK0BlY1u7C3P4Mox/C1buyKrBNaG0Vw7atN88vtYKYV/48e1lxhPgLkX5qOc2uoKXpUSWocoKlkqMTNKEeXWc0eiPUSMqSwYbN5SnyRbLWI166TL1ZqGYJeSskPUr3I1leHMqRixT3Cg/0HS+MtYgEVOagDUorTyHYWG71zWkrT0NjYeGYytkXh6PMrmcxmHRc67LSaFiwmsz0d2h4FKMzMdz5IplllO5deuMz25pX+rf6gGdETIxaYWpdcCuv1CabNKKUsqBrVPu1xyUu5NA3VpfnGRUCiajdeun0Z3eYA66NUHz+ForhH3h4kAHf/f2XX5W6idUsfKczYeydhsx8iJWU5nY8hpem4Vcz3NE4ykMHSc47XWQK5ZlqnTIwUi1IapitGI1hshn1njatYLa271RfqB6vjKFEuFIkmxRZSob5HRGx4idwymmeK9rSFt7GhoPDcdWyIx12vnWtQqpbIW1fBmDTtDVodDtUfjuu4v47RYsRj1vTMX49vUl8qUyHztXV2G31jgS5AUxG4P4jPyjeBo7YNeTjUG5JPex+xvN2jsN1LX7ZV+chauQimxfOVir1vtQ88NbUSKpImrFyffKXXTi48mznQQGxojMT2Kc+q+UE8tk/RdZswTIL4R5RFGxePuxGB1Vl+lGOwK3y8ij7gzBzCKWniA0Ze/VYseG/AqnQ44Nl+shWTm0Bo8aGsebA/vVCyF6gb8EgkAF+KKqqn8qhPAAfw0MANPAL6uquiqEEMCfAh8DMsBvqqr6dnWsTwP/vjr0F1RV/dJe53dlNk6qKN8vJ/N47WbmY7KR5N1Yhn6vwrDfTr5YptNpIuAwy51bNY4E+drKClOjXUp1q2aTO/XZ5xNQSG2uU9OMZkZ/aMkUSrwxuUK+LP9uNRpYzOoodIyi2F0EuoeZXn2Jd+5OsJxwEc6ZKMZWcefu4hkuERo8X735GwirXmYmb9M/PMrw4AlYyJMLv8tCvEzQBlZfP5hsmzpcr3NIVg6t6q+GxvHmIB9fSsD/rKrq20IIB3BZCPEdZGXg76mq+sdCiM8CnwV+D/g5YLT650ngz4Anq8Lnc8AlQK2O8zVVVVf3MrmZWHb9vRAqhWKJqeU0AaeFQb+dD5zsBMBs1PMLj3Qz5Lc3DtDKTeIblaKkkNnsymmXUt3cbLJWVG87N1At9dvm3V6gaGb0h5Yb4QTJQnH977lMHPNqjIWIiWG/HcXuYsH1KFfLBR4xzjJ09lHWVAe27Hu8t2qk1LHRQykkVrCr47jia2RczxBbWsQ8/TJx/TTWzgBWox78J45ccbqasHIrRiYiSc0yc8gIIT4DfAbAZDId8mw0jgMH9mtXVXUBWKi+TwohbgLdwCeAF6q7fQl4GSlkPgH8paqqKvBTIYRbCNFV3fc7qqrGAKpi6KPAX+1lfoMeC9fDSXTASrKAw2/ErRh5ctBDd4eVk11OwvEsU9EMp0OO1hfGQlpmJ4EUMbUeTB19kI4BKgx/SBb4snpkTEwxu5G+CpubTZpdO3MDNfdP0jiWzK5mKKvyvUPkeFy9w2Oigjq/xmKHniFbgQseBUe3gTFbAPdgNyzfJEcWs7NIoC4Tz+rrx5q6C+kVpucnea8ywomeMm7/aUymEpN1XbB3y17dP1sdXxNWE5Hk/lpmtPIA94Sqql8Evghgs9nUQ56OxjHgvjy2CCEGkJ2zXwc6qyIHVVUXhBCB6m7dwGzdYXPVbe2274lCpQKAHnDYjJwMOknkiszFM1jN+oZ065Db2ihanN3SnVPMSuFSLkBqUYoQkIG86RVZ6A7A4pIiZnVmozBeu2aThbSMn9nKyqJdYDWq9HYo2CkwLObxmwuM2HP0e1xgyJKf+jHh7Dye7hGeUKcglgCLCQopLK4AgdAwC9EVQmIF1dnNQiJHyOzHag8ScA5S6tDR6T6FYjKsi4R2XbC3IxzPMn53CcPqGgODJ3a9bmvuo/VMqxaCZv33qlQaK2nfK1psmYbGA8GBCxkhhB34W+B/UlV1TYbCtN61xTZ1i+3N37Nuzuzr69t2XqvpEgA6AV0uBbNRx+RsinfnE3hsJswGHa9NrnCh1yUvmNHJjZRq/5isu1HLTlqdkcLFHpTp1rXgW8UHXY9Ii0wxCyu3pQtpK3biBtIusA8tu13Hp0MuRi0JVDFDVO3i1ewgizEfA+VZyroyfcUMpW43ff4RiE7IhpDKSXD1EI5XuDt5G5tumpw/x8xSBptuGuuJx1HsLpmJVGWvTRtDbiuG1TWCmduQ2L2rs/a965lWbLa6rLu89qs+kRZbpqHxQHCgQkYIYUSKmP9XVdX/r7p5SQjRVbXGdAGR6vY5oLfu8B4gXN3+QtP2l5u/q96ceenSpW3NmUGnGR1gs+g42eWg221Fr4ujUsas13FrKcUrt6IAsoaG1QPufjA7wWiRoqVWv6UWG1N7AoyObxTbqpWDL6SlmElFpEVnJ7SzvGgX2IeW3a5jgKwlyF01SVrnxaH34V+ZIZW+gbHvCQLnX8TvVsB7flPsVchdQgyP4hIenJYORHEKl+NUy3VVHxdzL24ixWSQlpiEDVw9ux6j9v2ZQglL1SLTllql4u2y+aq0nYsWW6ah8UCgO6iBq1lIfw7cVFX1T+o++hrw6er7TwP/ULf9N4TkfUCi6oL6NvCSEKJDCNEBvFTdtidS+TIqYBCCYb+dmZUMvR1WPnymkw+c7MRpNfDkoGejhkY2BpUi5Ndg5ifSClOjdsGrj3tpbjFgskmXUaUox9oJy7fh1rc3XFrtvm87ak0BC+nGbTOvwY2/l5WCd0urMTXuO3eiKWIlA7P6bnx2hQ94YjzZa+VsUOEjAzp6bHqS4z8guzKzac0oJgPD3Z1YQ6dRymv0q2Gsir31uqo73+F4lqlbN0m8+n9BbGbzvu2oW7c1V1E4LoPuM4USE5EkmUKp5XfWz3kk0CZmrUZdpeKd0DwXDQ2NB4uDtMg8A/w6cE0I8U512x8Afwx8VQjx28Bd4FPVz76BTL2eQKZf/xaAqqoxIcR/BN6s7vcfaoG/e0Gnkx4rk0kHKiTSeUxGPR89G0KnEyzE8wz5FRYSORYTOYJWHynTEJ3qCtbYpIyLCZxs/cTW7knusCwprVxRiTm49Q1YWwCDZfel5DX31pFABXRCBxVw5pfozEQZGTvPma4hIM18dJZYIk82lad/i3Gaq/RuslLUne+Qexhb/k18s98BpwU8v904VnOz1a3iWdxWMoUSr02usJrJA3Uuo3tdY7v8ne3VbaahoXG4HGTW0o9oHd8C8GKL/VXgd9qM9RfAX+zf7CBTtcjEUkWu3I1ht5qwmvTrgYQA2WKZ1yZWQMCw304u7cRYvEW3qwcCp3cvSHZrqvaNNtaquVdaXdhdPTD2MUgv3VvTPM29dSRwW40YdCro4E7BjZI2cCpXArFKzj1Ewn0ek3MYf//Ylu6ccEbHjboqvZtqs9Sdb8VkQHn041LEDH9o05w2NVtli3gWYCKSJJYu4LGZG8XEva6xXf7Ojlo6uYaGxu44tsUWDHqpsTIlWRn1157o5yPnunBZjetBviGTvKgKIOiykJqfx7tWgO7HNjd1PIhMov3y0bcax2SD/qe2Pm6rf9NO5nZQzS011rk2nyCaKqBWYK1s5N1ikNfuLnO6V0dMH2QirTDsVojMT5IyB7kTl8eNBBwN59etGLGZZdd3aGGlaD7fnv5Nlpga63Vd1Di5mbfwGN4HtBcKR63AnoaGxoPFsRUyAacFHTJIqAKEE1levxPDqIefTK7w5pSNf/380HrTSABfXbDipht7ux5MO+GoplPXm/ZrjTF3M8fwZZj4nnxf77o6qv/eBxCTXoAqXUylihToc/oerln7eGTgDGcSOXQzrxKLLmIffpLToZMb6cnFLKxMEMvk+WbYiU4H/RkFn93SaKXY5flaP/bWj2HphyBiYP/VtsdqFhENDY29cGDBvkedTKGEDnBbYTRgZyGR47+9NcsPb0W5E0nx7sIaV2abUqW3CrKtBfiCvPnXOlrvhOXbcPMf4fZ3j1bwbH3QcrvA460IXYSRFze7rmoCaTf/jzRaUiyrFCtl8hXIlsFpMhLy+egdu4BidzEsFrDFx5lN6RCuXhkouzYlz2UxC8FzXFlzcHNhjUqlTZzIvZx7kOc9eA7QbTrXLYN7NTQ0NO6BYytksvkSJSBbgB63wnMjPtyKkVSuREUIbCY9Y511hTTqMyhaZezURI5vtLGCbz2pKNz6VussoVwCIjdg+tWdiZn7kTW02+yoZux+aYlpdiu1yurSuCceH/RgtxiwkmNMzHPWXeQR8R669/5RrrNilsXFJd6Jm/jpXA6AWCbP+FKKWFEH/hOcG+zixVOdL9D6TQAAIABJREFUvHDCTziebS0uygWZqbeb9Wb3w6lfAFfXplRoLVNIQ0Njvzi2rqUTXU5+NhvHqZjodFnp99t5FoHLamA+nqHToZAvVTYOqHezQPtsCpNNupYWr8nX+s/buVp8o3D2FzcK6yXmjl5RvP0KPAYt9mEf8dkt/Otnh/jK16cY083xuEXPhcwtHPFl8LnBHqSnt5+L5RAXTkhBeSUb4FrhPOeyAT5QHePFU5b2Jf59o7Jy9U7XZj31qdB1glbLFNLQ0Ngvjq2Q+cDJTiajaYb8Ck6rgW63FbNBT2+HlYmIGb/TvJ4aOhlNoSs6GLJ0YY3ehOCjrS0KrTpc18cX1Fwstdf6YNjQI42F9bbjfmcNaeLjSJIplFDIc8pvQCl0cMG8iLf7NMSnyCg9LKh+Qmd+jo9XO1cDnBvsomJQONfrashkaisuTDYZ3F5dm7sqZtdmnWpxMRoaGvvFsRUyt5ZSLK3luLuSxmO3EM8WGAk4CMezTERSPD/mX+8x89rECoZKFk/lHayZidZ1Vwpp6RZKr0DPpY2bfnO59Prj6i00dTeKHblyNGGhgSyI980fv40hMk6fYR5LZQrEBTCaiYVv867JgxrqZaS2pgppfNk5XhzuAdNmK0xbcVG33sK7ac64k3V6H4K/99q0UkND4+hybH/RY512DDpBRa+jXC6znMwTcFh4dsRPyG3lQvVpNVss81i/G2cqRkfSBM6zGxaV+gtwYk6KGJO9scP1VpaTegvNw1hgTstOOnBUoGwLsqzkCdi8ZB0wYR5DyS1h8Q9y2uZotLA0rbPmtOudnLN9dwvdh7W/qS7OLtBEkIbG0ebY/ipfv7PCYjyHwSDo9ypEkwVeGY8y2ungqWEv4XiWhUSOqWiG0yEHI74BCK801kRpTk+G9ZRWYCOmpPniXH+zqFloTErjOK140ITBwyjOjhhuqxGD1cYdtQuPc4C/oZv+2+8woM7hD0ww8vQj1cDwSblumvoQxTNF0vky8UwRn93S8pxlUgki85MEuodR7K79dwvdBzfpXsTXXkSQhobGwXNshUwiW2A5XUAn4O1SHKfNQKGo8sadFW4tJlnLl3h2xMfpkAO3YmR6/jbBTALL2rwMXHT1NF6Aayb0QloKmGK2/U281Q3+Yex6rVX/PXCuzSf43nsRkgX40UyR93tVPPkyS0YnFseI3Kk5UL0u+HbTDb7FOYvMT7J8+zIAAyce2/9/xH1wk+5FfGmByRoaR5tjK2TS+TI6wKwHq0ngNBkxO+T/jp/cWSGXL3Mu5KRDMbGYyHFr1UaQXh4tlrCu1ImJVllLrh6YfAUWr0PgzOYv3+4G/7B0vdbieA4co15gNepIFiroijlSsSVS+gKqroNgPiN3qllh9BbIrcryANU11KrwXcYaJByvEHKXUEwGAt3DAOuvDwL76Q7SApM1NI42x1bIrGYLlCpg1QsUs4lcqYJLEZzschJN5lmq5HlrOsZSMk+H1YTV5iBcsNJpMDMcdGwtJhJzcOufZAExdy90nmr8fLsbfDvLy0EIgwfNXaXRQLGsYjObMGVydOtXOKmOY6hUmCn1EFC9cqdaCvTyTfkaPNdwrms3/e7SLNaVG0RMaW5kg4B0pSh2F4HB81IYmEqNwuCIrh/NHaShcXw4tkIm5LSgq5UDrKi4FCNWs5FkrkSn00qHYiLgtFKpQLpQ5mSXA6tRT5fbCqbOjYJ0Vg+szctxfKMbFpnTvyRvHC2a6gFb3wDaWV4K6Y3qqrXv2umY7XjQ3FUaDTwx6GEwYCeRiGMo55m1nyXocWHoGKXHrUB0nIzeScQ0RMDXhVJe27Suajd94fcy7B2hs1jijL261pv2gQ1hkCmUiEyNE8zcxgJbx4LB5rV5D+t1Npbm5fEoL5zw0+tpf8x9cwcdUSGnoXGcOLZCZmEtT7kCa1kVyFFGZbTLSSJTwGTU8eyYjw7FhFsxEs8UN0zUtcDJWlCv2Q7RW3LQ+gJ47hD0P9H+4raVgGhneUnMwdQrm78LGtO/W43ZjgfNXaXRgM9uYcxvZ258hR6xSLrUxyefHMPo6SNUmoNbPybqvsjV4iCnS3ZG3M5NN97azb7LbSW7vEJi9jqhIQWrqXP9e1oJg3A8y3jSCY5RBlqtn+2KSN6DiH55PMp33l0E4Nefai8c7ps7SHsQ0HgIGfjs17fdZ/qPf/4+zGRnHFshYzUKhICQ04jVZCSdL7GaymHQCwwCgk4LXrt5s599+bYUEz2PSxO91QN2aYZvePKcewtWp2R9mNq2+qe2rQTEVjEyg8+3Pq6W/m3z7k6UaHEsDzSZQolYOk9Y9VIG+tUKa9Nvc84piIUn8BVyBExw3rBIQLHB8qRcv4PPyyKMNN70J1UvM5UB+lUv9RExm4RBIU13aRbR5SXgH4BWcSit1nir9y3Wa7sYlxeq1Ylrr4eO9iCgoXHoHJiQEUL8BfBxIKKq6tnqNg/w18AAMA38sqqqq0IIAfwp8DEgA/ymqqpvV4/5NPDvq8N+QVXVL+3H/JK5MmUVihXBoNvKfDyD2aBnMZ4lmiyAOsMHT3eyEM8DLfzs9RaRVr2Eojdh4fqGyGm6eWwpILaKkakd30xzBtVRQTO9HyjheJZ3wwnSWLhLN1ajIGqzcnkmTvruHB2BXs6ZLAys3YHsxv//bLHMfCS5SSh0+b2oRqXBrdRQgdruZzmV49b1K5zVzzDcfQoS8dbnt3mN79TySPsYl16PbUtLzF7ZdZCw9iCgoXHoHGTTyP8HaCp/y2eB76mqOgp8r/p3gJ8DRqt/PgP8GawLn88BTwJPAJ8TQnTsx+T6PQqKAYwGHYpJh8sirTJWo550vsjNpSTLyTynQ00FxXyjMPYR+doOkw3cA2Aw7XxC9U0g76Wp4l4bPO6UrRpftkLrdH2ghNxWnhn1YTeCy6rj/EgIV+8ZXom5uFwa4m3OEDb0kPWeZrLgJuMchMHniaRyjN9d2tS0sWZ5abiJ1ypQh2UK9pXZBN8PG3kv44KZ12D6x3s6v606YYfc1s2/vfuA1sxSQ+PB48AsMqqqviKEGGja/Angher7LwEvA79X3f6XqqqqwE+FEG4hRFd13++oqhoDEEJ8BymO/mqv8zvT7WLAZyfgNFOuCCpCkCpUSBcK2K0mTnbaeXzQI4uEQaNloVbJt1Wgb43mJovbNVxsdkft51NeO6vIvVhL2jW+bIdmej9QFJMBm67IiH6JssnFs+5VMik7it3JQP/jDAccdPntzMcVboSTqEYdI0YrnYVxVIeVgHtg+3XQ1CPsQq8L6GOssAB3b0Hw7Pr5bWvR2OI7WllfWqWF3w+r3lGqGaNVFNbQ2Bn3+9fRqarqAoCqqgtCiEB1ezcwW7ffXHVbu+17Zm41y2qmQCKfp8dl49kRLwGHhZvhNfq8Cr90qRef3bIpNRWQgb5Tr4C7H+Izcltz8G1tv+XbUtS0Eyb1jSZNdlh8V7qj2rmQdkr9uOHLrYOA7yVQ0XcKEvPydSdopvcDJVMokYvMMKrewaJz4Y7cQUTf5NGxj/P4mS6UwipMf5eQaxSDNSHjZEw9WEAG6JoMMni9fh00Cwe7v0G01rplk3oKrCYpcKoCYyG6wt3J24jhUYa7N4KFt1prbcVDbR711bLbrKX9uuk3xwIdppjQUsg1NHbGUZH5osU2dYvtmwcQ4jNItxR9fX3bfuFqJk9krYAAFGOBU0EXfV6FbLHC08PedUtM7WKic1sZqpV2L1atMPaA/JNeWi/5vk5iTloucnE4+4vthUkteHjweeioE0Z7pXbjMNvbBwHfi7WknAOLS75q7Du7XcfheJaJYgfRYifd2RzxxQnOuIp0ms5iMZ2G2z+B9/4RJXSRAbtfxsnYT5BxDXMnmkIlzrAriBKkMVh9JwK3SeBkCiVKq3cZUe/gFx6gTsjULDbWIOGm2Jy2GUa1eXhHtnW1rqeQFzMMm9rE7NwDhykmjpJ1SEPjKHO/hcySEKKrao3pAiLV7XNAb91+PUC4uv2Fpu0vtxpYVdUvAl8EuHTpUkuxU8/VuTgl5P8Ah8WAzazn7kqGR/vcDPnt6/utN9UTSVlMrOZKGnxeWloSc3JbteQ7UH2SDMttOuN2U5EUs9KqUxt3tzQ/Rdcu+lbPRkuF7YIxd4LmKjpQdruOQ24r3QEviQU7JyrjxLKCWe8gpWSZjonXSWeNBKydmP0nwRVaP28L0RXevXqNtDmI9Ww/Ifdw1fJQQmnqx9RMSytFIU1kapyplIWTwbNYff2NB1XX2o47ZxfS8jfhHWldM6nF/weAUGkWFquW032wBB6mmNAqCmto7IyDDPZtxdeAT1fffxr4h7rtvyEk7wMSVRfUt4GXhBAd1SDfl6rb9syo344BcJohX1L553eXeH0qxlq2sXLpQiLHZCTFVKGDadMQ2WJJmrmNVnlxbXXRT8zBne9LF4y96j0rpBsnUEhD+B15se55HFIRWHp3Y9xm6oOBW9EcVFsTKXb//gYB36+gYo0doZgM/NzZLizePq4Zz/H9yqN8PRrgzuv/RPj1vyO8GGGx/2PQ90TDeQuJFZ5SwjwTkIKkIcg1G5NWvPDlluutZUBsYo5g5jYnO4oEBs9v2Tm7bRBv/RpPzDX+ztrtV/f/YSTgkAKq3nqz3e9mG1oGP2tsiRDiM0KIt4QQb5VKpe0P0NDYIweZfv1XSGuKTwgxh8w++mPgq0KI3wbuAp+q7v4NZOr1BDL9+rcAVFWNCSH+I/Bmdb//UAv83SvL6SIIsJmNvG/IwyO9btKFMslcgeVUbt21JKr/ieT0LOadiNIS/XW9atbLv9dbZFw9cOJjUpzYA1KgpBZlLEHNOlJf3M4/BoXU1jVgtjP3a5aSY0mmUOLrVxeYWk4xZhD02CEoosSLenxGJ/2OMq6Ojk1iwOrrp8+or1rqDE2Whx4ZdJ5ekeuuTUyLWzEyUXMTuZribu6FVt3ktyu0t11Kt1aw7r5Tb1W02WzbWhU17h8PWqG7nXKQWUu/1uajF1vsqwK/02acvwD+Yh+nBoBeqKBCr9fGR8928dPJGKl8kVi6QDJX5hcv9qCYDOtuplyxjEPM01mYA+Mjmwvb6S0yLblaa4Ou8xvBtvnExhNuPiWtMCAtMUYrOLvbu39qbCdUtKDaY8lkNMVSeJYPVX5IdzFJT1kl4PVicI0QuvTz+MzINdPsemxaL41uDIPMnKtvL1BHbd+JZjfRDtbfljEnrbrJt2IHon3d/aU0xf9oaBwyD6uYOEyOrb3U67DiVAwMVIXKe4tJcsUibquJUqVCOJ5dNylbjHreW1zDa/LR12lrvCgWMvLpNZuA+bfktrGPwsJVuPUNGPuYvCks35YCplYgb2ViozJwrdjYVqnRrS7sh1lsTit0dyQQwOOmafrFDazqGjdT5+jwm7Ho9RRTMabTZgLWEkp2cbNlYqveXTsQxtvGj7RYI1ses1MxvoP91gVTyMFIQBP4GvfGgyA6djJHOPx5HiTHVsg8NeTh8nQMi0HHjYU1UrkCiWwRn8NMpQKrmQKZgoyXcStGsoUK4ZJgvrOXkfoLfq2uSs8lGHlxo+ZGegnWFuSrySYtLzXx4urZqCsz/Wrruiw7MYkfptlcM9kfCYb8dt7oeYzy3D/RSxSrGCeVd3Nj2YQhv8SoSfYlGhisnqM6EZ5dniF17Ts4rSbMrcoHbMO2wagt1sj9CmC91yBdrXbL0UMTExrbcWx/qT8cX+buSoaF+F26O2x0d1j54KkAisnATyaWWVrLspYt8dSwl3imiMWoJ6BP0hO9AYYzMv3Y1dNYLKy+VUHwUelOCj4q/97KbJ6KSktO9+OyLkt0fHPWUTuTeH1Wx2GYzbWYnCOBYjIwMRchme8gzSDvmi/wpC2ExxYgXLajM7sI+LtaWjHCqpdZ06MMehT6W7mf9sohrpF7FUztunxr4kZD4+hybH+VQ347FqOOfLlCNJ3HbtbT41GYjKS4FVkjmS/Q5bbS6TQDMOBT8IVfRzf3GqxNQ6W00TupVYXbndRbCV+W7qiRF+V+9U+vzTee5ptMLasjeG7/XTtNvXUaqJ+HZok5dJZTObpjP+aS7hYzauD/b+/co+M86zv/+Y2kkTS6jCzJkizZli35kjh24pg4F1LScAtJFkg4m92TwC6E0rLLtktZDpuFdstyekpbejtbStucwEKATQsslC1lEwgNCQmkJI6D78Y3+SbLtm6WZGlG99/+8TxjjUajmy1p5tX8PufMmfd93nee9/e+88wz3+f3XH7AGPl957ipbJCCkVrqikJExvqAVZM/2N9B1YWf0BUqpaT+ZleGOo4w2LqHC90D1DQ0u+6omUTNbMJnnuO2skEwTBfl2xamy37MK5K75KyQ2bYmSlNNKd39w9RGiwmFhFdPdhPJDzE2poyMQn4ohOLWnGntilGu9dwb3cH6UBx6zjiPyHSVeeq07ISbPbFeTKo3Jxxx2zPNWkoOYbCYrd2ZwhBYl1JWsfdsLy+Obad3vJNVBb00lwkdEqVxZIQbG8qpWrU2fRlp240cfpqysQqOFlYQ2XErkehqLnQPcPByOZw7wbrhFndumu85NjxK+8kj1MWOUTTNOXMi6ffT1jO+5IIhVTyl8+TYwnSLQya7jJZLd1WmbcwWclbI9MVH6I2PMKbjrKkoYt+5PuJDI2yqK2NtVQk3NJRz37Y6IuF8fnasg5dbuqgsKeDOhg3Q9xLkFThBku6Pvb8DfvEU9J6FwqjzaiSETepy68lCITEtO10LN5pmSuy1CImZWtMpsXWm2JH8bmSUm9ZEidY3c6LvBJvH/4X8wXOcyyuloPMYq0uGiK+9jhMd/dTHf4H0tNJesJLImu30hTdTef39XOotZn9/KeUd/WxtqKBm/Y2M9sSpifhVgKf5ntt64hy5XA5lG92U6+nw5SxWXEdbLERFpICe2MiE1yXp91Nf0ezfl04wzMXbYgvTGca1s5jCLGeFzItH2mnpiCPA3vweRELER5XY0BjVpYW8+6aGK7GWVIUQUJU/6lqfjXc6EVO9ES6dgY6jUHPDROZtu+H0SzAcd2vJwMR6M6V10y+3Ptv6GOmmxF7tuIaZrpWy9PwUO8wTkzVEGKK45wS7tIEtYyu5frSb6Nhlzte8iZqmrW4czNH9VF74FnmxduLhdbTGi+ksWseWNfdRVjeGHO+6EvcjwhAbpA3Cq4mFmznY1kvn5d7JAVRxYkNGyqiV4ZkN9OWsPTzAoXgdJYV5DAyNAV44JAnjTAgG87YYRvDJWSEzMjbOOG5p4774MDvWVXNHcxWnuwbYf66P5w5dZGNtGS0d/QyNjnHP1jrurOhmrZ6CyPaJP/MzL8O5XVBWC7XXO2FRGIXrHoRwGBrf6M5LHeybTHKAx5liyqQTEVfb1WOelWVB+7kT1A0do1jq+Kbew6Ph3TQXj3J8rJ7S4m00rSwl/1KEyFgj5F1PceWNbFqzmZrR8JU/7+KCvCuL2yUHR23Ten504AIX+4cJ5+e5QJGeSDjfxTS6cAgK8mZd86WmuI4tKR4ZYGmE8Qxi37wthhF8clbIXF8fZVVLF6gypkpX/xAF+SFub6oChdFx5URHP+Aquzs2VLEtWgFtlyaHI2h+G4wOw4qmiQqz7xw03jq5gp6pwk6IkbptSxf7yDwry4LSlY1Qs5WBASWcF+JyuJpR7WJ0eIDxjiMcjtXTNVJD2cZ3UbmqmbX+j7w6KY/kxe1kZRXNXkzXU8jbt9bReXmIm9ZEp158LmXPl7MIsKHUjUnpiY0s2P3PCRvXZRjLmpwVMvXRImrKixgdGacnPszFviFePNJObbmbqTQ67hYba1pZSnFBnmtB9p6YGo6gtBqq1sPltsndPjNNm05tHRZXuuCSsW53fD5dRCZIcpqTfXAmfw2VK+LUj55mdWScsvrrqC0YInzhdZ67cIr42Djlm2u5fVXz1AyGB4h3nqZ3oIz8UB7RaBRKXdTqCLBzXdX0F7+KspeRGUDT/CazYZaUYRjXzlIHjcwadp/u4eiFy1zoGyQaKWT1igjNK0sRgfjIGNevKp8UBTs2PMqJ4QriVVsmV4i9rW4AbiJO0mxBFVODO4ITRj2noXXX5PRrDHhnLH86+oZouzRIe1+MvnAdhU23Ude4CRmJ0ReqoDpaxF0Fh6nr2UW88/TUDHpb6W15nePHj3Cyc4C9Z3uJDacJ9LdAZXHGoJG439nx9svpbbhapvlNpg1+aRhG4MjZZsjprn4GR6GkQLlnSx35+SFub6qkqCAPBZpXlrrFxrzLPTFIUetTVvadaexLgmQvTLrWYXS1W5MmNT3VJW5hAYwUbm2q5Ms/baF/aIyRUITGzTdQWQ7h4lJKVzZSFR9lrKOKM509SHcPjdUpHr/oaqJNY2wdruB0H1yKDXG+o8uNf0kuZ9N0zyS8GlNmI03DbGNSltJjYwN9DWN5kLNCpqa8EAHiI+O0dF6moSJCQV6IIt+NlKiMkyP9ThqkmCBc4rqGTr2UfgE5mFgDpuMwVKxLH9emfvvUz6WKntTowCZqcp7q0iIaooXsOQMiws+OddJaHWFjTRM1paVUV+YTixYRGf4x1fHj0Fs1pewU12/hBmB9oqtl9KwbxAsToiW6mnisn/aLXaws7iVS6sbMJIRHQujLSGyqCJoHCyIu5ij4baCvYSwPclbIFOSFyBMYHYfDFy5zvCOGAlvqKwAnXHad7Ka6rJAb6qNEwvmTpp9OqizTLSCX6oW5dBLOH3DTtRML4p3f56ZnN74xvQBKHYOQLGw6j8HJF10E7UilCZocpbN/kBNtnTTKOXp7xznXU8qFnhgvH+/k3+5cy851VUTiF4gUxKCkhth4Pr0vPcmKsFJUu8FN6Q+XwPAAkd5WNlSsBhrdTKRk72C4hIuDQuepg2hBkYvd1NtKfaQO6ssmhH78CJx6eWLV63myIOLCBvcaRk6Rs0JmZFwpyIOScB6ro0UUh/N5Q+MK1q8spSJSwDP7L/BKSxf10SJWRMJTK9fkyjJ5AbnE8v6FUTd7CVxluu5NE5GvEy3iI0/D5fNQUDj9ui3JpBtcOXBx8nWMnOLVlm4ig+dpktPECiJsa7iBntgI58+dhaO/hOq3TRLA3XueZfjMXvKqV1FUumJiccXUP/80ZammoXni3Z8fqeNKdOnq0iJoy4IqxZYWMIycIgtqnbkhIvcCfwnkAV9S1T++lvx2Nlay60Q3Y4wTGxnn9uYKisN5HL14mZqyQkIi7GisYNvqiitrbNRHxifiz6SOjUkIkaM/cN6Zxl+ZWBMm4Z1J7lKKrobN9zuPTLoVdKdjeMB5Y0birtVb3uAGCxdXTg46aVwbARmPVJAnjJbU0zqmxHQFx9r7efCGFRTF9rO+7wgcjsFND18RJpUbbufM4CiHpYbweDsViZlyc/jzj5RGWbd5h9tJjINJnQlUvp726nFqytcTgcV9jtPlncmZfDPFKTMMY1EIhJARkTzgr4G3A63ALhH5nqoeuto8z3THuXg5TkEIKiOFREvCPHe4ndNdA7xrez23NVVecZef7BzgF2d6uLuym03qZ34kKvDh2OTKNF007I4jk+MkhUvcq/GO+Rve2+q6lAA2vcNdo3Slu4a50xeOgHRPdMWG6RjNo2esjuLhfIZHxyjqbWFDcYzC4jogBJ3H6B4JsbevjG0N5XSHGzjU0kZd0TEqBs+7rskkL8ycpiVPIxbaYiEOxd3idxtKWdznmI3f0UxxygzDWBQCIWSAW4HjqtoCICLfAB4ArlrIHDrXy+AYqEJeSAjnCaEQRApC7DnTw8rSQgZHxmjpiJEfAhSGSxugpHyia6j1NRjsg5GYi2Bdvz398v7p4iSlkq51mS5tuhlOiW3zzCwMAemeKMwPIQpDo6CMcrIrzuG8i9RKH4Vb74VoPcS66dj9PL8c3EThQD1b804TWlvLytq3QknhlHs839HFmRPHkOaNNDfUzsueKYN15/ocr8Zzs4Df0TWtKZNs+0xxygzDWBSCImQagLNJ+63AbdeS4YfuagKguEAYHIdDbX1c6B1iXJV9fi2N979xPVv8QMZNiRlL4XqXQUKcdB1z3UMjb5z+YtPFSUomXesyXdp0M5wSLWTzzCwMAVlo8E0bV/LPBy/S3X+RktAQjeNnWVVRQlloFURWuHto20N9RRE3hyvZsGkz5WNV3D6DYKiXLkpCp4hKJTA/ITNlsO5cn+PVeFcW8Du6pmnfqbabJ8YwlpSgCBlJk6aTThD5MPBhgLVr186a4W1N1dzWVE1n/yB7z/YyruPsaunmxjVRLl4eYnNt2ZW1ZIDJM5ZgQpyMDLlo1gWzTBedrdKdbn2Z1LTZCIgnwUjPfMtxdWkRD9+2lnGFTaFz3FvTw7qmZgojGyfKQPVGyrYVJ4mXGVbrBYqrGylOnbW02GS43F7TtG/7zRlGRgmKkGkF1iTtrwbakk9Q1SeAJwBuueWWSSJnJqpLi3jr9S7K9frq0vm5lsMlsPFtUHPdtVdi6YTO1bQ4A+JJMNJzNeX4DY2VrIoWUx/ZODEY/VoGv2aiDGW43F7TtG/7zRlGRgmKkNkFbBSR9cA54GHgvQt5gauuyKwSMzLMpLJbmia4o2EYxjImEEJGVUdF5LeAH+KmX39ZVQ9m2CzDMAzDMDJMIIQMgKo+DTydaTsMwzAMw8gecjb6tWEYhmEYwceEjGEYhmEYgUVU5zzBJzCISAdwepbTqoHOJTBnIQiKrUGxE+Zna6eqLvniIMuwHKcSVNuDaPeSleHkJQSAHUB8mlPzgdGlsGkRWQ73AMG5j5iqTon9sSyFzFwQkddU9ZZM2zEXgmJrUOyEYNk6E0G+j6DaHlS7s43l8ByXwz1A8O/DupYMwzAMwwgsJmQMwzAMwwgsuSxknsi0AfMgKLYGxU4Ilq0zEeT7CKrtQbU721gOz3E53AME/D5ydoyMYRiGYRjBJ5c9Mobzi6DmAAALOElEQVRhGIZhBJycEzIicq+IHBGR4yLyyUzbk4qInBKR/SKyR0Re82mVIvIjETnm31dkyLYvi0i7iBxISktrmzg+75/zPhHZkQW2fkZEzvlnu0dE7k869ilv6xERecdS2no1ZGM5XqjyISIf8OcfE5EPLIHda0TkeRE5LCIHReS3g2J7EMnGspvMcioPIpInIr8Qke/7/fUi8oq355siEvbphX7/uD++LimP7K8bVTVnXrg4TSeAJiAM7AW2ZNquFBtPAdUpaX8CfNJvfxL4XIZsuwu3LsSB2WwD7geeAQS4HXglC2z9DPCJNOdu8WWhEFjvy0hepsvCDPeWleV4IcoHUAm0+PcVfnvFItu9Ctjht8uAo75MZL3tQXtla9ldruUB+Djwd8D3/f63gIf99uPAR/z2fwIe99sPA9/024GoG3PNI3MrcFxVW1R1GPgG8ECGbZoLDwBf9dtfBR7MhBGq+iLQnZI8nW0PAF9Tx8+BChFZtTSWTmvrdDwAfENVh1T1JHAcV1aylawsxwtUPt4B/EhVu1X1EvAjYFEXclPV86r6ut++DBwGGoJgewDJyrKbzHIpDyKyGvhXwJf8vgBvAb49zT0k7u3bwFv9+YGoG3NNyDQAZ5P2W31aNqHAsyKyW9wKmQC1qnoe3I8MqMmYdVOZzrZsfda/5d2/X5aJLrpstXU6gmTvfMtHRu/Nu9RvBl4hYLYHhEA9o4CXh/8JPAaM+/0qoEdVEyv4JttzxVZ/vNefn+l7mBO5JmQkTVq2Tdu6U1V3APcBvykid2XaoKskG5/13wLNwHbgPPDnPj0bbZ2JoNmbjunuIWP3JiKlwHeAj6lq30ynpknLqO0BIjDPKMjlQUTeCbSr6u7k5Bnsybp7mA+5JmRagTVJ+6uBtgzZkhZVbfPv7cB3cW68i4luGf/enjkLpzCdbVn3rFX1oqqOqeo48EUmXKRZZ+ssBMne+ZaPjNybiBTg/rSeUtV/8MmBsD1gBOIZLYPycCfwbhE5heu+ewvOQ1MhIvlp7Lliqz8exXUTB+L7yjUhswvY6Eduh3GDmr6XYZuuICIlIlKW2AbuAQ7gbEyMeP8A8I+ZsTAt09n2PeD9fkT/7UBvwi2bKVLG6LwH92zB2fqwH7m/HtgIvLrU9s2DrC7HKcy3fPwQuEdEVviuv3t82qLhxwL8L+Cwqv5FkGwPIFlfdpdDeVDVT6nqalVdh3vGP1bV9wHPAw9Ncw+Je3vIn68EpW7M9GjjpX7hRpgfxY2+/t1M25NiWxNuhPhe4GDCPlxf5XPAMf9emSH7/h7XJTOCU+ofms42nEvyr/1z3g/ckgW2ft3bsg/3A12VdP7veluPAPdluizM4f6yrhwvVPkAfg03qPA48MElsPtXcO7yfcAe/7o/CLYH8ZWNZXc5lwfgbiZmLTXhhMhx4P8AhT69yO8f98ebkj6f9XWjrexrGIZhGEZgybWuJcMwDMMwlhEmZAzDMAzDCCwmZAzDMAzDCCwmZAzDMAzDCCwmZAzDMAzDCCwmZLIAEXmPiKiIXDeHcx8Vkfqk/S+JyJYFsuM+EXlNXNTXX4rIny1EvinX+JiIRBY6X8MwjCAiIn8kIneLyIOShdHAg4AJmezgEeCnuIWLZuNR4IqQUdVfV9VD12qAiGwFvgD8O1W9HtiKi9a60HwMMCGTZYjImIjsEZGDIrJXRD4uIgtWPyyyAH9QRD69EHktBCLygojcMsPxPxORtyylTUZWcxsultOvAi9l2JZAYkImw/h4HnfiFg97OOXYYyKy3/+x/LGIPATcAjzl/3SKkytNEXnEn39ARD6XlE+/iHzW5/NzEalNY8pjwGdV9ZfgAoep6t/4zzeKyHM+2OJzIrLWpz/pbbpyHf9+t7fr296z85Rf9fKjOBH2vIg8v2AP0VgI4qq6XVVvAN6OWwDsf8wnAxHJm+HwoyyCAPc8BvzNAuW1FPwVYC3vHEdE/lRE9gE7gX8Bfh3422wS5UHBhEzmeRD4gaoeBbpFZAe4bh5/7DZVvQn4E1X9NvAa8D7/pxNPZOJbu5/DxdTYDuwUkUSI9hLg5z6fF4HfSGPHVmB3mnRwnpqvqeqNwFPA5+dwXzfjvC9bcKtJ3qmqn8fF6Xizqr55DnkYGUBdnK8P4yKFi/emfCFxXES+LyJ3++1+Efl9EXkFuENEPi0iu7yYfsJ/ftEEuIhsAoZUtdPv/xufz14RedGn5fk/jV1ejP+HpM9Paiz4tO3+evtE5Lvio6R7mz8nIq+KyFEReZNPLxaRb/jzvwkUJ133SW/PfhH5L/75ngaqRKRugb4yI4Co6n/FiZcncWJmn6reqKq/n1HDAogJmczzCC6oF/79Eb/9NuArqhoDUNXuWfLZCbygqh3qwrA/BSQiZw8D3/fbu4F187TxDuDv/PbXcUt4z8arqtqqLkDjnqu4ppFBVLUFVz/UzHJqCXBAVW9T1Z8CX1DVnaq6FfeH/s5FFuB3Aq8n7X8aeIf/zLt92odw8W924n4nvyEu1s+UxoI//2vAf/PCfT+TPVP5qnorTqQn0j8CxPz5nwXe4NO3Aw2qulVVtwFfScrndW+7kdvcjKsfrwMWykOZc+TPfoqxWIhIFa4C3yoiCuQBKiKP4eJ3zCd+RLpw6wlGdCIWxRjpv/eDuAp47xyulchrFC+GRUSAcNI5Q0nb013TyG5mKlMJxnBRghO82ZffCFCJK1f/NMPnrwhwABFJCPD/y1QB/vY0n18FdCTt/wx4UkS+BSSiFt8D3JjUDRrFBb+b0lgQkShQoao/8ed+FReDJkEiz+QGwV14L6Wq7vPdBeDGmDWJyF8B/w94NimfdpK62ozcQkS24zwxq4FO3O9FRGQPcEey2DdmxzwymeUhXJdNo6quU9U1wEmcx+NZ4NfEz/ARkUr/mctAWZq8XgF+VUSq/ViFR4CfpDlvOv4U+B3vqkdEQiLycX/sZSbG77wPNzAZ4BQTrc8HgII5XGc6+40sQkSacCKlnSTB6ilK2h5U1TH/mSLcWJWHvAfiiynnpr3UDMfmIsDjyddQ1f8I/HdgDbDHNxYE+M/eG7RdVder6rPMv7EAEwI91Z4p+ajqJeAm4AXgN4EvJR0u8rYbOYiq7lHV7bjgmVuAH+M8idtNxMwfEzKZ5RHguylp3wHeq6o/wEVofs2r9E/4408CjyfGGiQ+pC5s/KdwYdr3Aq+r6j8yR1R1H85d/vcichg4gGvtAnwU+KBvaf574Ld9+hdx4ulV3Mj7gTlc6gngGRvsm72IyErgcVw3keIE63YvbtcAt07z0YSg6BQ3iP2hpGOLJcAPAxuSbG9W1VdU9dO4lu4a4IfAR0SkwJ+zSURKSNNYUNVe4FJi/AuuvM9mz4s4gZ+Y/Xej364GQqr6HeD3gB1Jn9mE+40ZOYr/nV3y3e/XLeDg95zDol8bhoGIjOHGgxTgPDBfB/5CVcd9t+H/xo35OADUAp9R1RdEpF9VS5Py+QOc9+4UcBY4raqfEZF/DfwhzgtxB/AM8AlVfU1E3osT4QI8raqP+byu5O27hd6pqo+m2B0BdgFbVVVF5B9w3UYCPIcT5wL8AfAuv90BPKiqveLW7Xg/rhvraVX9He/2fxzn7m8BPqiql0TkhSSbq4HXVHWdb1B8Bdey3oMTVh8FRnx6osH4KVV9xguqfcA2P57NMIxrwISMYRiBRkT+EvgnVf3nTNsyF0TkPcAOVf29TNtiGMsB61oyDCPo/CHBWmQxH/jzTBthGMsF88gYhmEYhhFYzCNjGIZhGEZgMSFjGIZhGEZgMSFjGIZhGEZgMSFjGIZhGEZgMSFjGIZhGEZg+f951S0DOzf+bwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 648x648 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x1080 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "target = 'hiệu quả'\n",
    "import dabl\n",
    "from dabl import plot\n",
    "from dabl.datasets import load_ames\n",
    "plot(efficient_keyword, target)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "keyword_efficient = []\n",
    "keyword_efficient = pd.DataFrame(keyword_efficient)\n",
    "keyword_efficient['Từ khoán'] = efficient_keyword['Từ khóa']\n",
    "keyword_efficient['hiệu quả'] = efficient_keyword['hiệu quả']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>hiệu quả</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Từ khoán</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>đăng ký đầu tư chứng khoán</th>\n",
       "      <td>128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+mở +tài +khoản +chứng +khoán</th>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lap tai khoan chung khoan</th>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tao tai khoan chung khoan</th>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hướng dẫn đăng ký tài khoản chứng khoán</th>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>đăng ký tài khoản giao dịch chứng khoán</th>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hướng dẫn mở tài khoản chứng khoán vietcombank</th>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cách đăng ký chứng khoán</th>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+mở +tài +khoản +chứng +khoán +online</th>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>viet capital securities</th>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tài khoản tcbs</th>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+chơi +chứng +khoán +trên +điện +thoại</th>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+đăng +ký +tài +khoản +chứng +khoán</th>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+lập +tài +khoản +chứng +khoán</th>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+cách +mở +tài +khoản +chứng +khoán</th>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+tạo +tài +khoản +chứng +khoán</th>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cách tạo tài khoản chơi chứng khoán</th>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tài khoản chứng khoán acb</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tạo tài khoản giao dịch chứng khoán</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lập tài khoản giao dịch chứng khoán</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tài khoản chứng khoán fpts</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tài khoản chứng khoán quốc tế</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+mở +tk +chứng +khoán</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tài khoản chứng khoán online techcombank</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tạo tài khoản chứng khoán vietcombank</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tạo tài khoản chứng khoán online</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lập tài khoản chứng khoán online</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>đăng ký tài khoản chứng khoán acb</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hướng dẫn tạo tài khoản chứng khoán</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cách lập tài khoản chứng khoán</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>đăng ký tài khoản chứng khoán vndirect</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tài khoản chứng khoán ssi</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+mở +tài +khoản +vndirect</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>đăng ký mở tài khoản chứng khoán online</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tài khoản hsc</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nên mở tài khoản chứng khoán ở sàn nào</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cách mở tài khoản chứng khoán vndirect</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tài khoản chứng khoán vingroup</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+mở +tài +khoản +chứng +khoán +trực +tuyến</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+mở +tài +khoản +chứng +khoán +ở +đâu</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tài khoản fpts</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tài khoản cổ phiếu</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tài khoản chứng khoán vps</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mo tai khoan chung khoan</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hướng dẫn mở tài khoản vndirect</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tk chứng khoán online</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                hiệu quả\n",
       "Từ khoán                                                \n",
       "đăng ký đầu tư chứng khoán                           128\n",
       "+mở +tài +khoản +chứng +khoán                         71\n",
       "lap tai khoan chung khoan                             70\n",
       "tao tai khoan chung khoan                             53\n",
       "hướng dẫn đăng ký tài khoản chứng khoán               35\n",
       "đăng ký tài khoản giao dịch chứng khoán               27\n",
       "hướng dẫn mở tài khoản chứng khoán vietcombank        18\n",
       "cách đăng ký chứng khoán                              17\n",
       "+mở +tài +khoản +chứng +khoán +online                 14\n",
       "viet capital securities                               13\n",
       "mở tài khoản tcbs                                     11\n",
       "+chơi +chứng +khoán +trên +điện +thoại                11\n",
       "+đăng +ký +tài +khoản +chứng +khoán                   11\n",
       "+lập +tài +khoản +chứng +khoán                         9\n",
       "+cách +mở +tài +khoản +chứng +khoán                    9\n",
       "+tạo +tài +khoản +chứng +khoán                         8\n",
       "cách tạo tài khoản chơi chứng khoán                    8\n",
       "mở tài khoản chứng khoán acb                           7\n",
       "tạo tài khoản giao dịch chứng khoán                    7\n",
       "lập tài khoản giao dịch chứng khoán                    6\n",
       "mở tài khoản chứng khoán fpts                          5\n",
       "mở tài khoản chứng khoán quốc tế                       5\n",
       "+mở +tk +chứng +khoán                                  4\n",
       "mở tài khoản chứng khoán online techcombank            4\n",
       "tạo tài khoản chứng khoán vietcombank                  4\n",
       "tạo tài khoản chứng khoán online                       4\n",
       "lập tài khoản chứng khoán online                       3\n",
       "đăng ký tài khoản chứng khoán acb                      3\n",
       "hướng dẫn tạo tài khoản chứng khoán                    3\n",
       "cách lập tài khoản chứng khoán                         3\n",
       "đăng ký tài khoản chứng khoán vndirect                 2\n",
       "mở tài khoản chứng khoán ssi                           2\n",
       "+mở +tài +khoản +vndirect                              2\n",
       "đăng ký mở tài khoản chứng khoán online                2\n",
       "mở tài khoản hsc                                       2\n",
       "nên mở tài khoản chứng khoán ở sàn nào                 2\n",
       "cách mở tài khoản chứng khoán vndirect                 2\n",
       "mở tài khoản chứng khoán vingroup                      1\n",
       "+mở +tài +khoản +chứng +khoán +trực +tuyến             1\n",
       "+mở +tài +khoản +chứng +khoán +ở +đâu                  1\n",
       "mở tài khoản fpts                                      1\n",
       "mở tài khoản cổ phiếu                                  1\n",
       "mở tài khoản chứng khoán vps                           1\n",
       "mo tai khoan chung khoan                               1\n",
       "hướng dẫn mở tài khoản vndirect                        1\n",
       "mở tk chứng khoán online                               1"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = keyword_efficient\n",
    "df.drop(df.loc[df['hiệu quả']==0].index, inplace=True)\n",
    "a = df.groupby('Từ khoán').sum().sort_values('hiệu quả', ascending=False)\n",
    "a.reset_index()\n",
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "keyword_efficient = []\n",
    "keyword_efficient = pd.DataFrame(keyword_efficient)\n",
    "keyword_efficient['Từ khoán'] = efficient_keyword['Từ khóa']\n",
    "keyword_efficient['hiệu quả'] = efficient_keyword['hiệu quả']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>hiệu quả</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Từ khoán</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>+mở +tài +khoản +chứng +khoán</th>\n",
       "      <td>247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>đăng ký đầu tư chứng khoán</th>\n",
       "      <td>246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lap tai khoan chung khoan</th>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tao tai khoan chung khoan</th>\n",
       "      <td>148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hướng dẫn đăng ký tài khoản chứng khoán</th>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hướng dẫn mở tài khoản chứng khoán vietcombank</th>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cách tạo tài khoản chơi chứng khoán</th>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>đăng ký tài khoản giao dịch chứng khoán</th>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tài khoản tcbs</th>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tài khoản chứng khoán acb</th>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tạo tài khoản giao dịch chứng khoán</th>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>viet capital securities</th>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+đăng +ký +tài +khoản +chứng +khoán</th>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+cách +mở +tài +khoản +chứng +khoán</th>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cách đăng ký chứng khoán</th>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+chơi +chứng +khoán +trên +điện +thoại</th>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+mở +tài +khoản +chứng +khoán +online</th>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lập tài khoản giao dịch chứng khoán</th>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tài khoản chứng khoán fpts</th>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+lập +tài +khoản +chứng +khoán</th>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tài khoản chứng khoán quốc tế</th>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nên mở tài khoản chứng khoán ở sàn nào</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cách tạo tài khoản chứng khoán</th>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+tạo +tài +khoản +chứng +khoán</th>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+mở +tk +chứng +khoán</th>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tài khoản chứng khoán online techcombank</th>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mo tai khoan chung khoan</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>đăng ký mở tài khoản chứng khoán online</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tạo tài khoản chứng khoán vietcombank</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+tai +khoan +chung +khoan</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+mở +tài +khoản +vndirect</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cách lập tài khoản chứng khoán</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tài khoản chứng khoán vps</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hướng dẫn mở tài khoản vndirect</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>đăng ký tài khoản chứng khoán acb</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+mở +tài +khoản +chứng +khoán +ở +đâu</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tài khoản fpts</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cách đăng ký tài khoản chứng khoán</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>đăng ký tài khoản chứng khoán ssi</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tài khoản cổ phiếu</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cách mở tài khoản chứng khoán ssi</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lập tài khoản chứng khoán online</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tài khoản chứng khoán ssi</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cách mở tài khoản chứng khoán vndirect</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tài khoản hsc</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+mở +tài +khoản +chứng +khoán +trực +tuyến</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tk chứng khoán online</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lập tài khoản chơi chứng khoán</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+mở +tài +khoản +chứng +khoán +fpts</th>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>+mở +tài +khoản +giao +dịch +chứng +khoán</th>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>hướng dẫn tạo tài khoản chứng khoán</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hướng dẫn mở tài khoản chứng khoán techcombank</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>đăng ký tài khoản chứng khoán fpt</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dang ky tai khoan chung khoan</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>đăng ký tài khoản chứng khoán vndirect</th>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>cách lập tài khoản chứng khoán online</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hợp đồng mở tài khoản vndirect</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                hiệu quả\n",
       "Từ khoán                                                \n",
       "+mở +tài +khoản +chứng +khoán                        247\n",
       "đăng ký đầu tư chứng khoán                           246\n",
       "lap tai khoan chung khoan                            199\n",
       "tao tai khoan chung khoan                            148\n",
       "hướng dẫn đăng ký tài khoản chứng khoán               72\n",
       "hướng dẫn mở tài khoản chứng khoán vietcombank        66\n",
       "cách tạo tài khoản chơi chứng khoán                   43\n",
       "đăng ký tài khoản giao dịch chứng khoán               41\n",
       "mở tài khoản tcbs                                     33\n",
       "mở tài khoản chứng khoán acb                          31\n",
       "tạo tài khoản giao dịch chứng khoán                   29\n",
       "viet capital securities                               28\n",
       "+đăng +ký +tài +khoản +chứng +khoán                   28\n",
       "+cách +mở +tài +khoản +chứng +khoán                   25\n",
       "cách đăng ký chứng khoán                              25\n",
       "+chơi +chứng +khoán +trên +điện +thoại                22\n",
       "+mở +tài +khoản +chứng +khoán +online                 19\n",
       "lập tài khoản giao dịch chứng khoán                   18\n",
       "mở tài khoản chứng khoán fpts                         14\n",
       "+lập +tài +khoản +chứng +khoán                        13\n",
       "mở tài khoản chứng khoán quốc tế                      11\n",
       "nên mở tài khoản chứng khoán ở sàn nào                10\n",
       "cách tạo tài khoản chứng khoán                         9\n",
       "+tạo +tài +khoản +chứng +khoán                         9\n",
       "+mở +tk +chứng +khoán                                  9\n",
       "mở tài khoản chứng khoán online techcombank            8\n",
       "mo tai khoan chung khoan                               7\n",
       "đăng ký mở tài khoản chứng khoán online                7\n",
       "tạo tài khoản chứng khoán vietcombank                  6\n",
       "+tai +khoan +chung +khoan                              6\n",
       "+mở +tài +khoản +vndirect                              5\n",
       "cách lập tài khoản chứng khoán                         5\n",
       "mở tài khoản chứng khoán vps                           4\n",
       "hướng dẫn mở tài khoản vndirect                        3\n",
       "đăng ký tài khoản chứng khoán acb                      3\n",
       "+mở +tài +khoản +chứng +khoán +ở +đâu                  3\n",
       "mở tài khoản fpts                                      3\n",
       "cách đăng ký tài khoản chứng khoán                     3\n",
       "đăng ký tài khoản chứng khoán ssi                      2\n",
       "mở tài khoản cổ phiếu                                  2\n",
       "cách mở tài khoản chứng khoán ssi                      2\n",
       "lập tài khoản chứng khoán online                       2\n",
       "mở tài khoản chứng khoán ssi                           1\n",
       "cách mở tài khoản chứng khoán vndirect                 1\n",
       "mở tài khoản hsc                                       1\n",
       "+mở +tài +khoản +chứng +khoán +trực +tuyến             1\n",
       "mở tk chứng khoán online                               1\n",
       "lập tài khoản chơi chứng khoán                         1\n",
       "+mở +tài +khoản +chứng +khoán +fpts                    1\n",
       "+mở +tài +khoản +giao +dịch +chứng +khoán              1\n",
       "hướng dẫn tạo tài khoản chứng khoán                    1\n",
       "hướng dẫn mở tài khoản chứng khoán techcombank         1\n",
       "đăng ký tài khoản chứng khoán fpt                      1\n",
       "dang ky tai khoan chung khoan                          1\n",
       "đăng ký tài khoản chứng khoán vndirect                 1\n",
       "cách lập tài khoản chứng khoán online                  1\n",
       "hợp đồng mở tài khoản vndirect                         1"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = keyword_efficient\n",
    "df1.drop(df.loc[df['hiệu quả']==1].index, inplace=True)\n",
    "b = df1.groupby('Từ khoán').count().sort_values('hiệu quả', ascending=False)\n",
    "b.reset_index()\n",
    "b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>hiệu quả_x</th>\n",
       "      <th>hiệu quả_y</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Từ khoán</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>đăng ký đầu tư chứng khoán</th>\n",
       "      <td>128</td>\n",
       "      <td>246.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+mở +tài +khoản +chứng +khoán</th>\n",
       "      <td>71</td>\n",
       "      <td>247.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lap tai khoan chung khoan</th>\n",
       "      <td>70</td>\n",
       "      <td>199.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tao tai khoan chung khoan</th>\n",
       "      <td>53</td>\n",
       "      <td>148.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hướng dẫn đăng ký tài khoản chứng khoán</th>\n",
       "      <td>35</td>\n",
       "      <td>72.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>đăng ký tài khoản giao dịch chứng khoán</th>\n",
       "      <td>27</td>\n",
       "      <td>41.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hướng dẫn mở tài khoản chứng khoán vietcombank</th>\n",
       "      <td>18</td>\n",
       "      <td>66.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cách đăng ký chứng khoán</th>\n",
       "      <td>17</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+mở +tài +khoản +chứng +khoán +online</th>\n",
       "      <td>14</td>\n",
       "      <td>19.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>viet capital securities</th>\n",
       "      <td>13</td>\n",
       "      <td>28.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tài khoản tcbs</th>\n",
       "      <td>11</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+chơi +chứng +khoán +trên +điện +thoại</th>\n",
       "      <td>11</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+đăng +ký +tài +khoản +chứng +khoán</th>\n",
       "      <td>11</td>\n",
       "      <td>28.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+lập +tài +khoản +chứng +khoán</th>\n",
       "      <td>9</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+cách +mở +tài +khoản +chứng +khoán</th>\n",
       "      <td>9</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+tạo +tài +khoản +chứng +khoán</th>\n",
       "      <td>8</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cách tạo tài khoản chơi chứng khoán</th>\n",
       "      <td>8</td>\n",
       "      <td>43.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tài khoản chứng khoán acb</th>\n",
       "      <td>7</td>\n",
       "      <td>31.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tạo tài khoản giao dịch chứng khoán</th>\n",
       "      <td>7</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lập tài khoản giao dịch chứng khoán</th>\n",
       "      <td>6</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tài khoản chứng khoán fpts</th>\n",
       "      <td>5</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tài khoản chứng khoán quốc tế</th>\n",
       "      <td>5</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+mở +tk +chứng +khoán</th>\n",
       "      <td>4</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tài khoản chứng khoán online techcombank</th>\n",
       "      <td>4</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tạo tài khoản chứng khoán vietcombank</th>\n",
       "      <td>4</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tạo tài khoản chứng khoán online</th>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lập tài khoản chứng khoán online</th>\n",
       "      <td>3</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>đăng ký tài khoản chứng khoán acb</th>\n",
       "      <td>3</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hướng dẫn tạo tài khoản chứng khoán</th>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cách lập tài khoản chứng khoán</th>\n",
       "      <td>3</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>đăng ký tài khoản chứng khoán vndirect</th>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tài khoản chứng khoán ssi</th>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+mở +tài +khoản +vndirect</th>\n",
       "      <td>2</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>đăng ký mở tài khoản chứng khoán online</th>\n",
       "      <td>2</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tài khoản hsc</th>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nên mở tài khoản chứng khoán ở sàn nào</th>\n",
       "      <td>2</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cách mở tài khoản chứng khoán vndirect</th>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tài khoản chứng khoán vingroup</th>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+mở +tài +khoản +chứng +khoán +trực +tuyến</th>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>+mở +tài +khoản +chứng +khoán +ở +đâu</th>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tài khoản fpts</th>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tài khoản cổ phiếu</th>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tài khoản chứng khoán vps</th>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mo tai khoan chung khoan</th>\n",
       "      <td>1</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hướng dẫn mở tài khoản vndirect</th>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mở tk chứng khoán online</th>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                hiệu quả_x  hiệu quả_y\n",
       "Từ khoán                                                              \n",
       "đăng ký đầu tư chứng khoán                             128       246.0\n",
       "+mở +tài +khoản +chứng +khoán                           71       247.0\n",
       "lap tai khoan chung khoan                               70       199.0\n",
       "tao tai khoan chung khoan                               53       148.0\n",
       "hướng dẫn đăng ký tài khoản chứng khoán                 35        72.0\n",
       "đăng ký tài khoản giao dịch chứng khoán                 27        41.0\n",
       "hướng dẫn mở tài khoản chứng khoán vietcombank          18        66.0\n",
       "cách đăng ký chứng khoán                                17        25.0\n",
       "+mở +tài +khoản +chứng +khoán +online                   14        19.0\n",
       "viet capital securities                                 13        28.0\n",
       "mở tài khoản tcbs                                       11        33.0\n",
       "+chơi +chứng +khoán +trên +điện +thoại                  11        22.0\n",
       "+đăng +ký +tài +khoản +chứng +khoán                     11        28.0\n",
       "+lập +tài +khoản +chứng +khoán                           9        13.0\n",
       "+cách +mở +tài +khoản +chứng +khoán                      9        25.0\n",
       "+tạo +tài +khoản +chứng +khoán                           8         9.0\n",
       "cách tạo tài khoản chơi chứng khoán                      8        43.0\n",
       "mở tài khoản chứng khoán acb                             7        31.0\n",
       "tạo tài khoản giao dịch chứng khoán                      7        29.0\n",
       "lập tài khoản giao dịch chứng khoán                      6        18.0\n",
       "mở tài khoản chứng khoán fpts                            5        14.0\n",
       "mở tài khoản chứng khoán quốc tế                         5        11.0\n",
       "+mở +tk +chứng +khoán                                    4         9.0\n",
       "mở tài khoản chứng khoán online techcombank              4         8.0\n",
       "tạo tài khoản chứng khoán vietcombank                    4         6.0\n",
       "tạo tài khoản chứng khoán online                         4         NaN\n",
       "lập tài khoản chứng khoán online                         3         2.0\n",
       "đăng ký tài khoản chứng khoán acb                        3         3.0\n",
       "hướng dẫn tạo tài khoản chứng khoán                      3         1.0\n",
       "cách lập tài khoản chứng khoán                           3         5.0\n",
       "đăng ký tài khoản chứng khoán vndirect                   2         1.0\n",
       "mở tài khoản chứng khoán ssi                             2         1.0\n",
       "+mở +tài +khoản +vndirect                                2         5.0\n",
       "đăng ký mở tài khoản chứng khoán online                  2         7.0\n",
       "mở tài khoản hsc                                         2         1.0\n",
       "nên mở tài khoản chứng khoán ở sàn nào                   2        10.0\n",
       "cách mở tài khoản chứng khoán vndirect                   2         1.0\n",
       "mở tài khoản chứng khoán vingroup                        1         NaN\n",
       "+mở +tài +khoản +chứng +khoán +trực +tuyến               1         1.0\n",
       "+mở +tài +khoản +chứng +khoán +ở +đâu                    1         3.0\n",
       "mở tài khoản fpts                                        1         3.0\n",
       "mở tài khoản cổ phiếu                                    1         2.0\n",
       "mở tài khoản chứng khoán vps                             1         4.0\n",
       "mo tai khoan chung khoan                                 1         7.0\n",
       "hướng dẫn mở tài khoản vndirect                          1         3.0\n",
       "mở tk chứng khoán online                                 1         1.0"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c = pd.merge(a,b, how='left', on=['Từ khoán'])\n",
    "c.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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