Untitled.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Quan sát EDA tổng quát phần bộ lọc\n",
    "* Nhóm người dùng Free thường sử dụng các feature lọc như: eps năm, tangtruongloinhuanquygan1, tangtruongloinhuanquygan2, taisannganhan. Có thể SEO các nhóm keyword này rồi seeding qua các kiến thức sâu hơn trong bộ lọc.\n",
    "* Kiến thức người dùng Free còn yếu, các tính chất lọc rất cơ bản, có ở hầu hết website khác nên họ không cảm nhận đủ addvalue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import hieu_viet_code_ne"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "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>goidichvu</th>\n",
       "      <th>ma15vol</th>\n",
       "      <th>pephaloang</th>\n",
       "      <th>vonhoa</th>\n",
       "      <th>ncp</th>\n",
       "      <th>epsphaloang</th>\n",
       "      <th>pbkygannhat</th>\n",
       "      <th>epsnamgn</th>\n",
       "      <th>tienvatuongduongtien</th>\n",
       "      <th>nwcp</th>\n",
       "      <th>...</th>\n",
       "      <th>daututaichinhnganhan</th>\n",
       "      <th>tangtruongloinhuannamgan2</th>\n",
       "      <th>tangtruongloinhuannamgan1</th>\n",
       "      <th>roenamgn</th>\n",
       "      <th>smg</th>\n",
       "      <th>bienlaicotloinamgn</th>\n",
       "      <th>freefloat</th>\n",
       "      <th>bienlaigopnamgn</th>\n",
       "      <th>taisannganhan</th>\n",
       "      <th>vonhoatrenlctthdkinhdoanh</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>goichuan</td>\n",
       "      <td>28.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>goichuan</td>\n",
       "      <td>34.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>258.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>goichuan</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>goichuan</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>goichuan</td>\n",
       "      <td>6.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <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>537</th>\n",
       "      <td>goitrainghiem</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>goitrainghiem</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>539</th>\n",
       "      <td>goitrainghiem</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>goitrainghiem</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541</th>\n",
       "      <td>goitrainghiem</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>541 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         goidichvu  ma15vol  pephaloang  vonhoa   ncp  epsphaloang  \\\n",
       "0         goichuan     28.0        33.0    35.0   6.0         27.0   \n",
       "1         goichuan     34.0        28.0   258.0  17.0          3.0   \n",
       "2         goichuan      0.0         0.0     2.0   0.0          0.0   \n",
       "3         goichuan      2.0         2.0     2.0   0.0          2.0   \n",
       "4         goichuan      6.0         8.0    32.0  16.0          0.0   \n",
       "..             ...      ...         ...     ...   ...          ...   \n",
       "537  goitrainghiem      0.0         1.0     2.0   0.0          0.0   \n",
       "538  goitrainghiem      0.0         0.0     1.0   0.0          0.0   \n",
       "539  goitrainghiem      0.0         0.0     0.0   1.0          0.0   \n",
       "540  goitrainghiem     22.0         0.0    24.0   1.0          0.0   \n",
       "541  goitrainghiem      0.0         0.0     0.0   5.0          0.0   \n",
       "\n",
       "     pbkygannhat  epsnamgn  tienvatuongduongtien  nwcp  ...  \\\n",
       "0           63.0      13.0                  36.0   9.0  ...   \n",
       "1            4.0       8.0                   7.0  24.0  ...   \n",
       "2            0.0       0.0                   1.0   0.0  ...   \n",
       "3            2.0       0.0                   0.0   0.0  ...   \n",
       "4            0.0       0.0                   0.0   3.0  ...   \n",
       "..           ...       ...                   ...   ...  ...   \n",
       "537          0.0       0.0                   0.0   0.0  ...   \n",
       "538          0.0       0.0                   0.0   0.0  ...   \n",
       "539          0.0       0.0                   0.0   1.0  ...   \n",
       "540          0.0       0.0                   0.0   1.0  ...   \n",
       "541          0.0       0.0                   0.0   5.0  ...   \n",
       "\n",
       "     daututaichinhnganhan  tangtruongloinhuannamgan2  \\\n",
       "0                     5.0                       23.0   \n",
       "1                     5.0                       11.0   \n",
       "2                     0.0                        0.0   \n",
       "3                     0.0                        0.0   \n",
       "4                     0.0                        2.0   \n",
       "..                    ...                        ...   \n",
       "537                   0.0                        4.0   \n",
       "538                   0.0                        0.0   \n",
       "539                   0.0                        0.0   \n",
       "540                   0.0                        3.0   \n",
       "541                   0.0                        1.0   \n",
       "\n",
       "     tangtruongloinhuannamgan1  roenamgn   smg  bienlaicotloinamgn  freefloat  \\\n",
       "0                         34.0      26.0   4.0                 0.0        0.0   \n",
       "1                         34.0      35.0  13.0                18.0        2.0   \n",
       "2                          0.0       4.0   0.0                 2.0        0.0   \n",
       "3                          0.0       2.0   0.0                 0.0        0.0   \n",
       "4                          2.0       8.0  11.0                 5.0        0.0   \n",
       "..                         ...       ...   ...                 ...        ...   \n",
       "537                        4.0       7.0   0.0                 2.0        0.0   \n",
       "538                        0.0       1.0   0.0                 1.0        0.0   \n",
       "539                        0.0       0.0   0.0                 0.0        0.0   \n",
       "540                        3.0       5.0  22.0                 2.0        0.0   \n",
       "541                        1.0       0.0   0.0                 0.0        0.0   \n",
       "\n",
       "     bienlaigopnamgn  taisannganhan  vonhoatrenlctthdkinhdoanh  \n",
       "0               19.0            0.0                        1.0  \n",
       "1               37.0            0.0                       15.0  \n",
       "2                2.0            0.0                        0.0  \n",
       "3                2.0            0.0                        0.0  \n",
       "4                8.0            0.0                        0.0  \n",
       "..               ...            ...                        ...  \n",
       "537              7.0            0.0                        0.0  \n",
       "538              1.0            0.0                        0.0  \n",
       "539              0.0            0.0                        0.0  \n",
       "540              5.0            0.0                        0.0  \n",
       "541              1.0            0.0                        0.0  \n",
       "\n",
       "[541 rows x 23 columns]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eda = pd.read_csv(r\"C:\\PYTHON LEARNING\\DATA\\Finapro\\tieu-chi-loc-hay-dung.csv\")\n",
    "eda = pd.DataFrame(eda)\n",
    "eda = eda.drop(['iduser'],axis = 1)\n",
    "eda"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "        if (window._pyforest_update_imports_cell) { window._pyforest_update_imports_cell('import pandas as pd\\nimport matplotlib.pyplot as plt'); }\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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uiIjhkm4lWza8BxxaEsy1XBSyybE10cf8W48kK6LPkvTdiLi/8ths5bHLgHMkDYuIc7pguFOkybGZmdlkew64NiJulLQRmeDeMCLOlfQ0cCawpaT+EXFpRDzc1tF+BCfAzczMzMysO9oAGALsEBF3lm1/kvQo8BtgnKTDI+K2iDiu+sRukCBucmyN0fq3LjcstiAr9R+PiMsj4iVJxwEHAddLWg94DJgB2Aq4C7gZeAv4XFsC+BhNjs3MzKbIv4B7JQ0G1geOBn5fHrsbeI1cCHmwpKsi4p32DPPjOQFuZmZmZma1J0kdptJOAwwlK5M+SNhFxMmSvgxsB4ySdGRE3FN9rboliJscW5OVBPFg4FayL/YgYJpyXHaMiMsljQe2JhcmfQ94n0wWb0MuYvo6E3ppd3wftE2TYzMzsw/7qBvopb3Vu5LmAL4GXFy2AXyG/A44FhhV1+Q3OAFuZmZmZmY1V/oLj5fUNyLGlM1vktcz8wAvloRd6+LtZmBbYBjwtqQdgffrmIBrcmxNVknobk32xF6VvHHxE2BHSUMjYpOIuELSjcC3yaTwS8Cl5ZjvD4jsm01djmGTYzMzsw+rJr8lbUomugcC90fEkWW3scDDwDKSriMrv9cBvgw8EBGju37kk0/+HjIzMzMzs7qT1I+sRj2+VEIPBe4EngbWjIiXKvv+Avg68DxwGPDtiLilDcOeLE2OrWk6VshJ2hXoFxH7lb/PRC4Oth9wCrB5x0UgJS1N3sRYGlg+Iu7qqvF/nCbHZmZmnavO0JF0Mfn5/RQ5+2dO4AZgs4h4SNL2wI7kLLUXgWmB5TrORqujXu0egJmZmZmZ2WSYBegPLFoWWnqLrFD9OnChpOUkfV7SYmX7tORCfO+TFap11uTYGqPSF3uwpB0kHQIsBjzS2qfcrPgt8Cuyl/uxkvpWXmPm8hwB36lLgrjJsZmZ2YdJEkyYoSNpH/Iz/KfAosCCwM+BrwCnSepXqsG3Ag4BzgGW6A7Jb3AFuJmZmZmZdROS9gJ2BhaIiMdKj+Klyd6TswABvAs8C3wTmB+4CtgyIi5pz6gnT5NjaxJJQ8hq/ZmAccCM5AJhwyPiocp+nyWrpQ8EdoqIIyqPTQ+MLTc6aqPJsZmZWZLUJyLGlp97tWbySLoKeAMY1mpnUm5yfh+4CPhNRGzTpmH/z5wANzMzMzOzWumkFUO/iBhdFmC6BrgS2K5yATcEWBuYDngZOKv0IT4fWBhYNiKe6eIwOtXk2JqqQ2/UXwJrkDcr/ksmgvchW4IcEhH/qTxvJjJx8LvW8aybJsdmZmYTk9SfvHn+54g4tGzrCwwAHgSujogNJPUBxkVESBoEXEy2RFkxIt4sz+tWixt7EUwzMzMzM6uV0ophIPBV4K7KwkpPAXcAy1HaOZZKpreBk1vPl7S8pE2A7wLfrVOCuMmxNVU5ZoOAQ8lr6Gsj4t7y8H5lGvneAJI+SBSXliFnle196pgobnJsZmb2IXMBvYEdJL0TEceXBbjHSPoz8BNJh0fEAyUxPiYi3pX0Ajkb7YOFLrtT8hvcA9zMzMzMzGpEBfAn4G/ANZK+I2n2Mk13P2AOsgcllUpplT9nAb5Btm9YOiLu7vooOtfU2CT17mRb0641hwHrlz+fBSiJYyJiX2BfsmJ6J0lf6fjkmieImxybmZkVEfEguZbILcA+krasPPwX4E3gRElfKYnx1oyfOYAHgPF0U26BYmZmZmZmbVdZhE9lyu3cwMrAasACwMPAGcBI4ADyIu2XwNsdq5AkTQP0iojXuzKGj9Lw2PpExFhJA4AlgbHAgxHxUrW3aHdXerJvX/57Eli0tK7pHxHvl332IpPFu0XEIe0b7ZRpcmxmZpYk9a0ktZcj210tDuwQEaeU7bsBm5GLGR8ADAUWAn4AfCsiHmjH2D8NToCbmZmZmVktlKrTY4FTI2JkJWG8FrAsWaU6krwY60P2v/5n+0Y8+ZoYWyWGocDVwJeBwcCLwM8i4pa2DvAT+qjEfWldswOwI1k9t1qZGl5NFG9A9mmvZVV0k2MzM7POdVjs8gRgBuDbwKzkjevtI2JEeXxd4Gdk0vsF4FFgi0p7rG7JCXAzMzOzHqbjInxmdSFpTeBUMgG3U0Tc0eHx+YDVyYTxMsAFwAYRMaqLhzrFmhZb62K6LJR1EVkldiQwG5nMn49Mgl/ZxmFOsUpFez9yyvfMwC2tXu3lRsaOwObA3cCqETFK0oCIeK/j63R9BB+tybGZmdmkSTqdXGtkG+ARYG5gN/IG9t4RcWzZrxfwRXJB5LGthS+7MyfAzczMzHqQSiuGQeQUx4HAwxFxYZuHZgaApM3IStRngO0i4s7SA7tXq40IOTX3aLJCab6I+G/7Rjz5mhabpP7AnGRrjBMj4oayfSHgQLK6bI2IuKptg5wClc/HocB55EKlnyUTANsC/4iI1yqJ4s2Au8gY323XuCdHk2MzM7NJkzQXuf7IscCRrWIYSYsBB5HtULautENpVMFM0xYmMTMzM7OPURIgQ4DbgO3Kf+dLOlHSjO0dnfUkHRdOLMlUIuJEMgE8G3CUpAVLH+zxlWTxeLI35fTAT7t25JPW5NhaSnXYlcC/gHmAB1uPler2XYB/ABdJWrEtg5wCpZ3LuNIP+5/AIGALYBGyUvooYFVJ05aE8OHA8cCK5PGqrSbHZmZmk20o8Hmy8GWcpL4ApV3ZwcAA4HBJO5TtjUl+gxPgZmZmZj1CaVPQSlrtBjxNToFcilz4bD0yITdLu8ZoPUtrJoKkfcrf368kikeQSbkvA8dImr+1GGTlgmwo8CrZu7JWmhxbRZAtT54AvgIsVk38R8TdZBL8RuAvpcKstkov8z7AccCzZPuWq8iquFeBl8h4V5M0fUkUHwVsSFZM11aTYzMzs49XbrAD/Idse/ILSUMjYkwlCX41cA/5fbCJpOkrz2sEJ8DNzMzMeoDS93Uw8GOy+vTSiHiorOb+G7Ln6xpk5YeT4NZVtgB+Jelk+FCi+HjgdPImzdGSFmslissF2+pkC4cb2jHwydDk2CjjvZKcRfISsCuZ1K/uczewN1n1fntXj/ETmJZMCJ8REa9IOhdYFFgJ+AnwPBnPKpJmiIh3IuL0csOj90e/bC00OTYzMys6fma3zi+Ad4DryHOPdSUNKUnwXpK+QrbE+hWwTES8VnleIzgBbmZmZtZz7AZcQiY8nmxtLIvsnUsmwVcHDpE0a1tGaI3WmolQ8TsyObqqpNPgg0TxwPL42cCLwDeB4ZXnjQdeAOaPiEen7qgnT8Nj6zQBGhFjyH6iGwJzAb+VNG+Hff4VEduXm3Ad/43q5g3yuFwkaVWyH+oGwP0R8RxwE/AF8ubF4tUndoOp4k2OzczMgLJocau393BJe0laTdLcJaG9DXkNsCdwsKTZyfU6dgZmAa4s3wmNU/cTEDMzMzP79OwLDCZPfteWdFdEvAgQEaNLReB4MgHyWNnf7FPTYSbCVRHxrKRDyMKcYZJOj4j1I2JUmXo7P3AZcC3we5jQzxg4q01hdKqpsUnqU4nt12S7k7HAH4FzSjw3kEn8s4DfSNo4Ih7s+FoRUZuWLp0t7lXivDcixktagFyQ9M7Slx1gFBM+F6/uwuFOkSbHZmZmEyuLFx8I7BQR75VtFwArkOf10wPXSjooIq6XtDRwBrnY9ubkDdJRwA8j4vU2hNAlXAFuZmZm1kCdVWyWas2dgVOBXwDDJc1QeXw0cB7wI7zwmX2KOrwfDwHOIZPC05ebMAeXbStLuqBUJC0NbAWMiYiLW60Y6jYlt+Gx9SqJ06HAzcB3yMUuBwL7AUdIGlQ+O/4GrAPMCfxe0hztGfWklaT+OEkDJa0paVNJc5dYxpdjKqA/sKCkPpK+RFbrPxsR+9a1or3JsZmZWafWA7YmZ/j0Vi48/XVyIe05gE3Ln4dIWqF8Zw8nv9PXAn4OLBoRd3X90LuOanaOZWZmZmb/o0rF5gByWuN0ZH/Xmyt9hs8E1gb2AE6NiFc/6nW6cOjWQJX34xBgfbIH/U7kYnyHA2dGxOuSZiL7Zm8BzED2K34MWLLcvKmdJsfWUj5HrgB6A2tHxIuSLgK+D7xLVq9vVyrB+wErAhsBq9W5dUZJ6t8EfA74DPAaMAIYEREvS/oymdR/D3iGPG7vAYvV/XOxybGZmdnEJE1DLmi/OfAPcv2QWYE9W5/pkn5Btj15C9g9Iv7antG2jxPgZmZmZg3SmvpeEiDXkQvpfZas2Pwdmez+W2nBcCpZ9bEHmah7pV3jtmYrCeLbgJeBa8iZqKuTfaP3ZEKieAgwI7AsmSS+oryfa3szpsmxAUhaDdgW2CQi/i3p92S18E/JZP9qwInk1Ot3q/F01oqjnarjkXQCeYz2I/uhHgksR1brHxIRz0uaj1wQbAjwNLBlueFRq7ig2bGZmVnnykyt8eUcYxeyGnwGYP+IOKj0BG+1RWklwV8D9omIHtXuyglwMzMzs4YpFZs3Am+TCY7XyUqQv5B9e7eIiKfLVPjfkpWrv4iI89o05B6t6QmncrPlCLK1zioR8e+yfRD5flyESqK4k+fX9t+nybG1SJoO2Bg4DNiHnDa9dkTcImlm4E6yJ/itwLDWhXZdlWOzGvBd8hhdVpkZczqwMhMnigdGLhTcen5tb1g0OTYzM+tcJQk+FNgV2Iy8+blw2d6vtD1B0trkAt33AStHxLttG3gXc18vMzMzs26uUvWtkuxYGRhE9hi+JSJC0ufL7teU5LfKczYG/gNc1Kbh92iVYzeYTJQOIdvVHFxZnK5bK++/LwCvVRLEfUu18MrASLKSuJekUyPizcp7mToniJsWW+siurqtJO4PLY8vBVwOtPqEilxg69Xy8+iuG+2UKzcsjgXWJKeBH1CO4cCIGBUR65dE8S+A8ZIOi4jnq8+va4K4ybGZmdnEqjfQW9/bEfGWpIPJm9I7An+QtFrkQvf9ImJ0RJwnaSxwR09KfoMXwTQzMzPrtiQtKWnhyglwa2rfnGTf1ydKAmRt4M/AHhFxnKTpyQX5ekfEuIg4MLzoWVtUkt//IltK/BDYF7im9Ont1iT1KjMN3gIGSpqlJNrGlGrTd8j+0rOSVUvrSRpa3rdq59gnpWmxlTGPl9RX0uySPld5rLdywdx5gEER8X55aFbgn2TV8U/K82t7jVk+I08mW9bMAmxQto+S1L/8vD6Z5N+W/J3s+PxaanJsZmY2QYeWV4tJ+p6koSXJ/Ra5BsmRwKLApeX7fXTlu+CiiPhP+yJoj9qenJiZmZnZR5M0LXmCO6yyrXf5cTzQLyJekLQKcC654M1BJfH2M7I6fLbqa7r6r+u0bjaU47E58ASwPLAU8BPgK8AZkuZp1xg/iY7Jz4gYXy7SLgO+RrbaaVU/t95vY4FfA7cDBwHrSpqmbgm5JsYmaZbyZ69yE2waMp4bgeuVvaRblepvk58l60naV9IvgRPINQZaN9s+VEHeTtVj1rrpEBG3kAngG4FfStqqbH+/khz4JTkj4/guH/RkanJsZmb20SrJ73OBK8t/DwAbSpqxJMEPA34DLA5cVGanvf9Rr9kTOAFuZmZm1g1FxBvAuhGxnaRBkuattFO4DBgj6Z7y8/YRcXB57KvAWmTC9amuHrelkmwcDGxCHpPrI+KJiHgO+BOwDjA7cKqkr7ZxqJOtUkHcX9K8khZpPRYRlwHHAYdK2lHSrOU5XwO+DzwdET8kE3fHAmvXqUq6ibFJ+j/gMUn7lNgGAH8FpiPXBrgHGCbpOoDI/qEXAheQFe37Au8CK7Sq2muW/J7omJELdwIQEfcA2wEPATt0SBQPKD8fWGZo1G5mTJNjMzOzzlUKXZC0C1nhvTk5e/B24BhgY0kzR8SbZBL8BODHwFldP+J68SKYZmZmZt1Mh6mPIqsy1wIWiYjblSvB7wBsRFZtLgT0B75OngwLWKIkYT/oR2xdS9KGZMuCMcCWEXFy5TEBywJnkjcrNo+Ie9sxzsnReh8pF2C6CvgyMAPZAmSfiLiztNTYBdga+DfwHjA9uUjrt6Isxifp98BuUXpqt1tTY5M0G5nEHkZWBF8KHEWO7/5SMbwxcCBwZ0QsXZ43I9liaQjZQ3S8arZ44sccsz8A+wH3lAy2RloAACAASURBVM+/hclp4rMDR0TEiLYNejI1OTYzM5s0Sd8mW489GhEnVrafR87y/BVwSkS8WGaMbglcFBEPt2XANeEEuJmZmVk3UaYvjun4d0nfBQ4A5ge+GxG3SpqZXAV+U7IlyhgyGfcq8L3yvA8S6dYekrYgq4evAzaNiEcrjwlYBrgGODUiNmnLICeh1faiVJP+mbzBch65EOvuwIvA1hFxY9l/ZWAVMoH6BLBXSdgNbCWK66LJscEHVeA7A1uQ77PRwKqVG2yDgfWAg6kkwTu8Ru3ankzimL1A3iC8sZIoPgz4FjAsIi5u09AnqcmxmZnZxCQNBHpFrinS2nYgOXvwdWCdiLhJUv9We5NKEnxP4PTSDtHFLjgBbmZmZtYtSJqOrPZ4NSIuLyfFVwNHRsTvSxL8YLIX8bIRcUupBJ8Z+BGZAH8U+GsdKzab7uOShJJ2YMI01cMi4snq84AFgbvreLOiUo3aD1gM2B44MCJuK48vQFamvkH2nb+pJOYmev/V8f3Y5NiqShJ8OzIJfjewEvAK5MKIJQm+LnmT7bmImK9dY52UKThmrwPbAP8ox2wJshJ+6zr+nkGzYzMzs4mVG513AFdHxI6V7QuT7UzmAQ6KiD3K9moS/Bzg58BOwNHAeCfAnQA3MzMz6xZKX+ELyNYDhwJ7kxWmwyLi2bJPNQm+TETc+hGvVauKzaZrJUAl9QVmBaYFXo6I5yv77EIukvihJHhln9pV7Jcq9d5k78newBsRsWR5rHfpM/w1sq/5a0xIzNUqjs40NbbOKsEkfZGcMbIdsHdE7F/dtyTBtwBWAL5f1xg/wTHblrxxUZ1ZU7vfM2h2bNb9dHYe4SpTs09PKXRZGhgZEW9KGhAR75XH5gEuJmeb7RMRp5ft1ST4KWT7qwfbE0H9OAFuZmZm1k1Img/4I1nV/QiZ5H5NE/cEbyXB5y2P/8tJj/apJKaGApeQCfAvATcBp0XEOZV9W0nw44BjIuKxdoz5k5C0E3AI2W7nOxFxU9neatnwNbI6dSDwg4i4q32jnTJNiq1yM6YX0Ld1oVwem4tMmm5J9gE/pGxvJcEHAO+Xn2v9mTKFx2yliLijfaOdMk2OzbqHDjd1ZyZbNDxVHnMS3OxTJmkEOfNnucjFLZE0P7kwNcChnSXBbWK92j0AMzMzM5u0knC6n1zMEqAvWY1JSbD2KT9fB+wK3AfcKumrdU5UNVlJBIwrrWhuIo/dNsCPgfmAEZI2be1fEo67kO00Vm3DkKeYpN4AEXEY8Evy+mL7crOGkpDrFRH3AWsANwO1Xcyzqmmxlc+QseX9OAL4o6RjJK0EUG64HFUeO6jckGm1QVFEvFf5uZafKZ/wmN3drvFOiSbHZt1HeY+NLTd1rwD+Cdwk6STIz4u2DtCsAVrn9OXnXuQ5/dzAeZKmAYhcGH3NstsuktYp2538/giuADczMzOrsUoFcasKc03gPTJR9RbZ/+/8su8HvYYlLQsMBzaOGvcfbrpyEXMyMBvwi4h4qfRmXB74D5kI3yEiTq08Zxhwfh2PW8fK347T4DVhUc8LgP3LTZvO9qtdBXGTY2sprUxuJZOnTwOLkgt5joiI48o+c5KtUDYDDomIPds03Elq8jFrcmzWPVXOQ/qTCzePJdcimYvsM38NsHZEvNXGYZo1hqTVybZWfcl1gI4lbzqtWakE/zpwDjkbY7uI+F2bhlt7fSa9i5mZmZm1Q6WCeBBwkqT9gAvLBejL5AnvbpKIiPNLVdaswJIRcRFwfXmdWi/C13CzkOfcR5Xk97nAd4Algc+RFXQnlGN9CkCrLUrdjltl2vtgslXG14GXJV0bEb8HiIjjJUEm5kLS/hHxQHToFVu3hFzDY6smQBcGngK2iIjHSruMEcB2Zb+jI+JxSUcB0wHL1LWlQcOPWWNjs+6p0mKnN7nOyKvA7hFxr7JX8Y3kjfkLJf3MSXCzKaeJWxruA/wkIi4F3pd0CSDgGOACSWtGxJsRcY+k9YATgVvaNPRuwRXgZmZmZjVUSYD0Br5BVm1eDPwKeLhciC4JnA28QS6eeAO5MvzbwPfqmLTqiSQtAdwJrAIcBqwXEa2bE0cBawMzAT+NiEvaNtCPUUl+DCVbK4wiE6mDgO8Bm0XEyZX9W9Wp1wCbRsTjbRj2ZGlybC0lQXU+GdtLwDatz4dSPXY0MAdwbEQcXbZ/Dnix/NvUKgne5GPW5Nise5PUj3xPvgO8GRErVx4bTLbeOQYYCfwsIt5uy0DNupFS5LIjuQD6qMrMz2OA/4uI1SvfC9Xfs3+Sv2dvlddx7+9JcA9wMzMzs5rRhF69Q4Ezge2B/wI/IRNVc5eT4ZvINif9yvabyYXPfliqxNWeCHqmVo/ejiJiZES8R1ZxvgHcUfbvC3wB+AdwAHBZFw11ipULrwFkxfpLwGoR8RPyemI88BtJW1b2Px7YjawifrINQ55sTY6t4rvAQsAPgVfL50O/8jlyD1ll/DiwhaQ9ASLi+ZjQV7o2yW9o9jFrcmzW7Q0EbgOWAuaUNEfrgYh4h1zoeWuytdJ15cabmX28nYB9gKMlDajM2pmWbFFGa2ZP+T27mFxPZmHgqnKtADC6KwfdHTkBbmZmZlYzlbYn/yRbaPyeXBRxf2AR4CQmToKvCWwJ7A0sHBFjSgV5rZJWTVb+vcdJGihpuKS1JS3eYbcAvkL2coTsCz49cFpE7FWe32kSvSZWIfvObxURz0q6lOxhvibwR+BYSRu0do5c1HPxVhK1LSOefE2OjYj4E5kkfRbYUdKCETGa7LRUTYKPAhao3jzr2FKjRpp8zJocm3UTre8jTViA9Q3yPONAYF5g3UryrZWcuxTYk2yR4mpUs0k7CjgFWBk4rlR5A3ye0rZaUp/ynyLiXbJgYo+yz/TgBWgnh3uAm5mZmdXTWsBngXUi4nYASXcCtwOnkdMft5P0cETcR64QT9mvd9Sod3RTSVqAbF1yQ7npMBT4OzArWY0pSdtHxIjylAuA1YFHJI0Evkwmua5uvWad+vV20vbiGeCqiHhA0oHAAmR16r8kvQP8CDhF0swRcRDkBVl5nVolURseW6/OxhQR50gaT1aaXSzppxFxp6Te5Tn3SloNeKISW20uqBt+zBobm3VP5b00rsxGOEfSlRFxSuRaFkeT1eC/AsZIOq7VhiEi3pF0RkScVF6n088js56sFLl8DbgrIt6UtD3QG1iJ7PP9S+AFcqFZOjmnHxURJ0u6IMpimDZp7gFuZmZmVkOSdgD2Ar4RuSidSoJjMFn1sStZabVjRDzhi8yuJak/8GdyMcsfk/3XTySruvckE+BrAesBe0bEgaWqdmlgfbJq5z/AlqXdTXWhwrar9JucaCHO0rZFwE3AX4D9yvinIRdfeoNs07BknZKnVQ2PrbV2QH9gMXIGyT0R8e/KPsPJz4/+5AJbd0nqA4xrxeX3Y9dpcmzWPVU+R3oBy5Fri7wC7BNlnQpJnyHPRbYhv/OOiw49v+t2E60n8b99fZVzwdOAdYAVgBtLEcUQsrhlZXJNhwWB94DnyO4dIr+3B5LtrtaPbK9nk8nTo8zMzMzq6UlgCDBn+XuvckHzDlkx/CrZz/cYqHWbgqYaQ/Y6HQmcDixRth8fEbdGxNWUno7A/pL2jPS3iFgP+HFEbFqSDH3qlGyED/oQ9wNulbRz5aGxwOxk5dLrlYTdIuRCfVtTEnLVNhp10tTYNPHaAX8hL7CPBu6StJ2kLwBExNnAweSF9QWSFo2IsdVkid+PXafJsVn30+Fz5Aqg1WpnPuAISWsCRMR/ybUrjia/6/ZQh57fTsB2HU1oVyPwv32dlWNzBHlz8yxgaUn9yg2kbcg2V4uR5/+PkmtBvAw8TSbD7wMOcvJ7yrkFipmZmVkbfUyl5Y3k4ohnS1o2Ih6uPPZ54K/kSfJZktaKiPO7YLg9nqT5yUrZB4D7JW1GJsD/DLwGHNvaNyKeknRk+et+ksZV2hW8W15PnUxtrYvPAo+QCfx3IuL4cuH2qKSrgW0kPU1O292cvClzW0nI1X1GQuNiK+0KBpOfG6+SMxAeBe4Gfg3MJOmEiHg6Is4u7VCOBnYEftaucU+Bxh2ziibHZt1ITGh7ciO5+Pah5CJ9S5PrkOwriYi4ICL+W1r0TAt8m7ypZl2sdR5ZPv9/JenzwP3AHyNbW7kavGYi4j5JG5HnjKcD60m6KSLelrQN+d28InleuU1EuJ/+p8AJcDMzM7M2qVy0DCSnQo4DnoqIqyPiRUnHAgcBN0hal6wKnwHYAriDrB55i+w5bVNZuaj8PXlh8kDZ/BCwIVlR+yNgGUn/blXmRMQzko4gWxUcIOmZUoFLeby2F6UR8ZykXYDXyYWZiIjjy8P7AYeTfc1fBx4EftqqRq17Qq6JsZUKwAPISrG1I+Jl5eKJQcayCzBe0m8j4smIOFfSK+TNtNpr4jFraXJs1i0tQ55X7EK2ZxgP/K58XvwGOETS2Ii4pCTBdwDerLwna/u91kTlPHII2RqpD3kuuRLwc0lbRsTffFzqoUPRyzzAtWQblOOArSXdGBFvlST4scCq5Xk7RocWQzblnAA3MzMza5PKRctNwIxk3+gBkg6IiL0i4lJJQU51vxJ4FxgNPA5sB8xBJkReBfd8nNoi4llJm0TEtaVCbtaIeEzSQ2RP5aHlzwcl/bV1kVOedyx5A+O8tgXwMSo3YyZ6D0X2lz+Y7D15XHl8RETcLmkF4DvAO8Ct0Ukf4zpocmwd9CenSN9Xkt9nAt8EVgH+DcwMbAu8L+mciHgsIq6CWvb8buwxa3Js1hhDyVkJj5b3Wt+IGBMRV0vai2zbsG95L18YEW+AF7zsah0+A9YEngW2ioiHJK0FbE/OElwvIq73OWJ7lX//ceXnS4CvAPeSbQ0XBc4gK8FvLJXgW5Pt9tYH3ifbo9j/wItgmpmZmXUxTbzA1PHAXMDOwCDgJ2SS6viI2LrsPwOwFPB/ZC/Ai8tF6Xlk7+mlIuLpNoTSY1Qv7JULBl5GtqL5RUQ8UI7ll4GTgbnJC5ZrOksq1jVxVWYiXEj2pvxb9UJZ0hzA3sC6wCYRcXInz69VErWqibF19j6S9EWyP/QSwKnkBfNVJeG6K3Bg2XWrSoVxLTXxmLU0OTbrvloJUkkLkzNDjgYOjYhRrSR4+Yz5J3ku8hqwWUTc28Zh92jKtieHke1q3o6IQyqPrUIuUDoLsF5EXOckePuV7+LtgdWAf5bv56XI4/h/5Gf/jRHxvrIX/wHAiJi4FaJ9Al4E08zMzKyLleT3IDJJ1Qc4NSLujoiR5AnwPsAWkloLXL4aEZeXasALgSVLa4MVgFWd/J76qlVtJel4G1kld7Sk+crjDwMbkX2XTwOWL20pOr5W7ZLfxWzAN4DfAktIExbWi4gnyKnvbwEnSdqp45NrnpBrXGzlc2SIpF0kfbls+09EjAG+BMwEPF4Zez+yh++aZLx117hjVtHk2Kyb6Pj9VEmM3gHcTn6frShpUEl+9yJnnv2VvJm2KLBQ143YOrEysCmwB/A2gKT+ABHxB/Iz/zngFEk/cPK7FuYlb1TfXfks/wfZ3vB9sjBmSUkDIuItsge4k9+fAifAzczMzNrjUHKRqVXJixMAIuIF4CQmJMGPqD5J0ixk4rw38J2IuKurBtyTtRJUpfqbiNgXOJFMNHaWBH8Y+AvZgqK7eBT4IXkRfTYdEnNk0v9u4E7gxx0eq7vGxNZ6DxZrk+sEbCxprsr28cBYYClJM5UE+YrA+Ii4qCTP694OszHHrBNNjs26gUornsGS9pA0QtLKkuYoSdLVgTfJZNyukuYl17k4AOgbEeeS5y7falsQPVAnn9tXkTN9ngc2kNSvVA73gw+S4AeQrZU26tLB2kTKDSSA6cluHG8r9Y50O3ne+CXgEmAxqPdaMd2NE+BmZmZm7XE0cCbwGWC5UhEOQES8TCbB9wa2K30AW4+9AJwCDI+I+7t2yD1PJxXcH5w/R8QRZHJgbj6cBN+KPIb/6qqxTolWXJXEfu9ykXU/2b7lTTIx9+3K0xYhe85vQrbdiTom5poeW0leD5V0NDldGmBzYFtJc5a/n0nGexjZruAvwECyGhCo10yEph+z8mfjYrPuq5X8JhdO3BRYA7gcOEjSIhHxJpmAu5+sTL0POJ28uba2pNnIpOp97Rh/T1U+/wdLGibpMxHxGtmT/WAycXp12W90JQl+BTAc+Gm7xt0TVRLewEQzCc8GviFpw/JdML7y+f48udj69eVn+xS5B7iZmZnZVKaPWBiqJKuOBJYjK3MuLe0LWo/PDPwAOKdOyaqeQhN6tQ8GdiMXLBoEHA7c0KrKkbQjmSB4BNi29ARX5fFa9OttvQ87xLU/uTji02QrnodLhdl8ZA/pzwMnkP1Ff0Em5X5UEnK1WfCsybF1VGL7F/ACeSE9mqwmXou8IXNMRDxaEq/7kdVmbwB7lX8bvx+nsibHZt1f6/tJ0mbASsBOEfGgpB3IntE3Ab+OiFtKEu/rwJxk3++by3PPIs9dvh0Rj7cplB6j+rldbn5uDewAnBERr0mahuwdfSBwe0QsU/btHxHvd/Y6NvWo9MwvP38WGFduViBpdnL9h+8Dm0fE2WX7Z8jCifuB/X3e/+lzAtzMzMxsKqokQPqRff8GA6+3qrdLFdVJ5CKXG9MhCd7xdbpw6D1aJYE1FBhJJhAfA4aQycatgPNKf0ZK4mAzsm/v6nVLCEj6BtlWZ/2IeFXSELLNQus99VkgyITbHSV5+jkyobo8Gdc9wEqtXrB1Scg1ObaqStJqd+CXwCoRcV/l8UOAnYAR5CK6D3XyGrVIfjT5mDU5NuveOp5HSNoH6BURv6ps25p8/7aS4Ld2eI3hZLX4t4DvhduwTXWa0K5mCLABuajlrmSF8OHA6RHxeiUJfgBwW0Qs17ZB90CS+gL9I+LtyrZjyPV6BPwjIjYq278N7ELegLqIbIc1GznrYrHOvr/tf+cWKGZmZmZTSbVdAXAlOa3x78Btkg5W9tp8hpx+fCO58NmqrWmrVU5+d62S/B5ATgl/EVgtIoaTFzF9ySTjBuWCs9UO5RzgP8CT7Rl158rU2vnIxbLOljQtOR36KTKu+cn34LPA3yUtHBHjIuKZiPgxeUG2FPD9kpDrU5eEXJNj66g1owCYkVw89zGYqC/9LsCFZHJ8Y0lzdPIadUh+N/aYNTk2694q5yNDJB0l6TDyvfZ6eXwAQEQcSybAvwXsIWmJDi81llyDZBknv7tGJfl9GxN6s+9OzgLaH1hf0nSRbWvOJGesLStpRLvG3NOU5PctwIGt80JJvwVWI8//7wWGSbqhHKt/ANuX/+Yn1/YROaPCye+pxBXgZmZmZlORsrf3LcBr5KKJY8iLzk3J5OpOEfFkSVYdDawCrBAR17ZlwD2UcnHR0RHxavm7yCTWFuQxukfSxWSCah1gPWBNcvGp8yPijdbz6tiyoFw8rwYcB1xLtmt5MyIOrOyzPNlH9KvA0hFxR9lebedSq7ig2bFVVd5b+5CfH98D7i3bWjNNNgROBt4n258cSi58WauLviYfsybHZt1bOR+5k7yB1p+cjfAcsEhE/LfaLkPSlsCxwOERsXPH14mId7t29D1XOR85nKwW/nErQVpuWlxBJk/3YkI7lGnJquPLXDzRNcrv1oHkTMDDyRsRRwIjIuLKUtjy07LtEWDlSkuUgWQrs/7+vZq6XAFuZmZmNhWUCxbI6aoDgC0i4ryIuJis+NgYWLX8SUQ8UbYfBvytywfcgyn7MT4CbC1pBvig2vYZ4KyS/P418E2yivN6svdyPzLBuHm5gKEkI1W3xFWZknspmbBfAtiZXMzsg0X6IuKv5LTqB4DrJS1WtkfldWoVFzQ3NnVYgLUy1nPIBS13BAaU91srydGXvAj/LfnvMFvdkt/Q3GMGzY7Nup/WDJFyTjKc/K5bnuzrvSO5rsX1kgZHxPuS+gNExAjyJu/uHV/TSbquVT4XvgC8UUl+942I98iiiUfIY7leqS5+IyIuLjdF+7Rv5D1H+Z34FXAI+dm+F9ny8Pby+Gjye2ErcrHSP7TON4H3y0wg/15NZU6Am5mZmU0FlUTGHOQF5guVx8YB55JJqm0kzVO2PxYRu/iipWtFxFPkhcnOwEbKBYsoVZkXlYTACsCZEfGv8rRbgDuAh8ie4O9VXq92CUeAiHiHjHM3sgXDGpJmLtOre5V9/loef53sI9otNC22UtE9TtIASctJWlXSoJLsfpRc/Gwt8jNkQUnTKHtPr09e451C9qtftm1BTELTjllVk2Oz7iUmLMJ6CDmD6Z6IeLzMdjqVTNbNAoysJMFb7VAu8vlIe0nqVW6cvQUMkvS58j0wpiTBRwGXkesI7ASs2Hoe1Kd9Xms8lb/ro/btbiq/L29G9tM/mFzIeB7yuFAeHwX8gUyCzwncIGl63+zsOk6Am5mZmX1KqheJlerN98gEeJ/qPuWi5GayOnxIx9eqy0VLT1AuJtcFTierZ9cvLVFaVTszAbOTx6plMbIP5y/IFgZRtwu6jhXEAJGLdl4O7AnMDZwhadrInuetC+ZryUXOVuzK8U6JhsemmLB2wE3AJWQy9S5g5TKV+lxyqvUqwFXAv4E/An0jYndgWrLtUm360Tf8mDU2NmuEVrX3epRzEfggIfc78ubvTMA/JA0tlcVU9vP5SBfpZObP+FI0cSm5vsCwykyz1oLp48hzl0eA3VWztQNa45HUV9Ickmasa6HA5JLUW9LiAK3fF0m/Vvb/Ppj83J+JUpXfel7Z9w/kzc8BwDRdPfaezD3AzczMzD5FpdJqroi4t/x9QeAa4I6IWLHDvuuQUyZ/HBH3d/lgrXVhNrYkFWclk43/R7Y2OSMiXin7XUVefB4C/BfYHHiVPHZ17PndimsgOY19MLmA1r0RMar0CF0VOAYYCawdEa93jEO5cFrbF06sanhsvUuVcG+yzc4M5NoAvckE1gLAtsAFpVLzi2Ql+HTA08Dx5fkXku/X5SPi+XbEUtXwY9bY2Kw5JC0DXAS8AQyPiJGVx/qRnyNnAOdExDrtGGNPV/ksGQB8DRgQuVhi6/EjydZKuwNnR8Rzkr4GnFb+exz4C7BiRFzT9RF8WOtzrtzQvRyYC/gMcAIZw31tHeAnJOmb5HniExGxgaRLgKWBJSLi0ZII3xHYAziI7KX/euX5A8gb1m+1Yfg9lhPgZmZmZp+SUtV3BjCMPAm+pZz0b0f2974VWBcIclrkb4FXgJXqlDztKSoXZtMAV5MV3TOQ1d5DgH3JJPiLyoXtriX7gL8B3EsmF8fULfndUt57N5MXm7MALwMXAHtFxBuVxNxRZb/hURZlqruGxzYAWJK8yfKbiLi6bJ8OOI/sK701ucDZmx2e+x1gE+AHwDIRcXdXjv3jNPyYNTY2614+7vtIufjqpeQNmp0j4vbKY/2B5YCrfCOm65WK7iifJTeQLTKmI2f47FPOJ2cmq/W3I2f9vEees7waEQtJ+gmZWF4mIh5oRxxVlXOsfuTNv3fJRTvnJGcjXAkcEBNay3UbkmYkC1jWIYsi+pAzeR5u/f6UY7kzecPiYODQKAumW3u4BYqZmZnZp6RcdJ5LJjiul/StUt1xAnAEsCDwINk7+uLytFWqU+Kt61QuzP4EjCGnpC5DXsRcBOxPTl+dJXJhu8XJnsorAsuW5HftphpX/noY8DywGjAbmeRfFThWZaEssnfotmQf8z27eLhTpMmxQSZAShudG8gk1RfJz5JWZeDrwM/IRMLRwCrlArv1/NnJ9+YXgaXqkPxu8jFrcmzWPVVaTfSX9A1JK0mar/V4ZN/5NYBFgEMlLVx57P2I+HNlBop1odZMMnL9hhfIG5kbkTN5TpW0HPBSROwArAzcCDwMnAksWl7m52Tbq5e6ePgf0iH5PQc51vUj4tCI2IzsV740sHeppu42lL3XXyY/x18g47sjIh4svz994YM2WIeS7Wl2APYpBRfWJq4ANzMzM/uEqpVWHX5ehqz2WABYLiJuLhXEcwA/IdsZPAWcVk6W+7jHZntImh+4DtglIk4r2wT0Iyv0fwrsBZwXEc91eG6tWhZUKsgGAz8ikxw3R8Sl5fEBwOFkYu5aYJvSimF6Mrl/TV3fh02OrSNJS5A3ZaYD/p+9846yozi6+K8krbJEEMLkHEUU0eRocs45BxswJplosrCxyWAwOWcwGUzOGYPA5JxzMmBAAmn7++PW6PWO3q4kPtjpfa/rnDra1zOz6tqe1119u+rWjiGEc7w9TiW/DAGpq4UQbvXrBgwGRocQPq+m9zVp5DFrZNuydE2J6JMGALegbITZULbSbSGE/aN7f4MO4R8DDo3pULJ0rpT9CDO7Dvi7H1bgFCc3ACNR5s+90eH7KL9nIVRYcR10+PmfzrajnnhWwfXoUPB7YHG0PhW+8u9QoMFDwBEpR4L74US/mLLEzLZEBdJ7AqsAV4cQdvBrLcE52t3/HwZsCczh4HmWCiQD4FmyZMmSJUuWLBMo7ggHB0B6A91DCN92AIIvG0J4rJ3flRSI2mxiZgugSKpdQggXRCCCAQsiPs1RwFmIw/HrDn5dp4uZzQv0CCE85Z8N0SzsjihdlgshDDez3iGEER6NdTywNnAnsFdMxZDSYUwj21ZIac4wGBMJOB/wIPAG8MeIBiWm7TkUHdwkY1Mjj1kj25ala0vpQOYhVJ9iX0TNcDcCIM8JIfw2emZFlKlwSgjhDxV0u+nF2nJ+LwP8gCKjtw2iXiuuz4kORb9D9Cf3ROD37GisFwE2C15/JgUxs74oK/LXiDpuvqDaFT2DCowXIPhhwGvA9iGEl6rqb3vic/2GqJjsGSGEd02c3/9Fkd29ENf3VsA/Qwjb+3M9AEN7hBFmNnkIofLo/GaWnGqbJUuWLFmyZMkynmJmM5rZJBFg1R3xM95vZgNDRGUSQrgXeUTbYwAAIABJREFUOfUjgDscaC2eGSMZ/O48aSet+w2ULrwOaDwcBA/A6yid+L/A8kBSxYpMvML3AEsVbd7vq1Axz4HAet4+Itp07glci6KRdo1/ZyqAXCPbVohHiLWaWYuZTQtM5zYSRF+yHDAL8BczW8nbW/39/DqEsLeDIz3a/186Txp5zBrZtixdXxz87o6oFj5GQOi/gaMQOHcdsKWZnRw9cyewKALwslQgPn8PQPVhLkHZIqugTMHievcQwovA6mgsLwWGRr/mTVSc+zcpgN/FQa6D99+hue8GYFbgTDPrFUL4wQ8ICSH8A1FIfYVoUpITn+sHo+/KMDO7A1gS0Rt+HUL4GH33LgLWM7Oz/NHuwKnANX54ncHvqiWEkDVr1qxZs2bNmnUcCkyLIlSuAybxtv6Io/ETBIQP9PZu0XOnAq2uc1dtR7MqtczH3igld9bo2tbAaFSgKH7m1yhCbproeavallIfZ43sGhK1L4CKTf2I6BeK9p7Fv6gwa/eqbWgm21Dx2wHR54E+d7wPvAecVbp/YeBb4N8I4KjchmYbs2awLWvXV59LTkLgN8B5iGptZmBq4Gn3Q06p82yPqvvfTFrMBSgg9UqUIbKG+yLvIFB70zr3z4sO3ZKbSzrqE/KVz0F1Es4Aenl7z+iewsfq9kv18Wew8WAUhf8/YN064zMFcLJff8LXhW+ABavue1ZppkDJkiVLlixZKhSPhBgZfbaQF+ckxaOrTkd8fw8ioONzpyJYEzgFgVQbhIgmw8zORtXhPycxuoJmkSiNuDuwGHA/KiS4RQjhTTObAtgHFai72bUbsAPavKwQPLo/JFTwshDPOrgXcUZvF5xH01Tg7BCUWn1oCOEkby/PO8nS8DSSbWY2DfAS2iAPQ4DpvYhi51ZgRhQtdy+wSVDhxILf9W4UIbdeCOGJzu77hEgjjVlZGtm2LF1fTIVwP0Xr3PnAbxH/92gz+y2iaZgaODCEcHRlHc1S0IPMjMbo2lDj/F4J+AsCjQ8LIVzm7WWu8GTmksjH6ouCQqZD1B9HBqd98kj3k4BVUUT47kF0KDGXeXJ7oCirs9XMhiG6mREI3D40hPCaR7138+/Z5MC2qEbHj8AeIYTnKup+lpJkADxLlixZsmTpZDGzQcA0QSnumIpi7RpCGFZtz7K0JyWe3hOAdYGHgd9HIPhaCNh6EkXxfAn8ChVS/EcI4Vp/PvO+dqJY28JgpwGTAENQQdL/IEDxDQfBVwQOR+P2rV9fLajgVJLgdyFmtgpwMfAMsH8Bkjp4ejAC5g4OIZxSXS9/mjSKbU6j8Wdge+BIlF1wCAKjnnUe2I2AE9Fh2oYRCL64P7NSKqBHR9IoY1ZPGtm2LF1D2gM/rVYjYDfgT8D8IYSP/PD3RLS2PQCc1hXmkUYVB0zPQ5zRnwCrhhCGR9dXRLQm/RDIekUlHR0PKflYD6AD3W+AqfznXYBHgmhPBqD3cGXkQ28evFBkihJ/z3yv9gMak92B3VCx2cNCCK/4PW38RDPrH0L4X+f3PEt7kgHwLFmyZMmSrKQU3fBziUcSrAn8HTgghHCxmb2FOIaXClF18SzpSClCZSiK9p4NOb97hhC+dBB8NVT07AdElzI1MBKlP45OMbqlGcTM+iCOzY+AfyBge3MERH4LrB5CeMPvnQhFL40CXnYwIalDi/beIzNbDlH0PImyDWJg7iBUjG/jEMJVndnfCZFGtg3GvF9/QtzQtyN60dWj630Rl/TJKIV6owIEj+5Jam1s5DFrZNuydE2JAMe+CITrBnwQQrgwumcj4HIErN5mKpR4BnBRCOGc+PdUYEIWwMyWAv6AAip2CiGcUwq2WBEdmM6GMgvvrK63HYv7WHcif3eLEMIHZnYbyph8B0VEPxSB4Bcifux1Ug0sKIHfxwNzAOeGEK72tmHUQPCDQwivRxHwz4YQ7q6o61k6kAyAZ8mSJUuWJKXYdLozsVgI4a6q+/RziZnNhaL+NkSpqo8DO4cQPqi0Y1nqShRRNQBFrLyF0lZb/N9LUIrj574JmAU4FBUreh/YLdQKGeXNZgXiYMAZiGPzER/PPmhz9ndET7NeCOHNOs8mFfkdpRr3QJyvk4QQXo+uL4+K7pWBucUQKPenlMD8WBrZtlgcBN8P2B9RoqxRHMD49b4IFDkBeBdYOoTwbRV9HZc08pg1sm1ZuraYWX/gUWAAejcnQr7I9g4yTokOe9cCXkSUPZ8AC+d3svMlPkgr/fxrBHIPRZzS95ZA8NWB9YEdU/YfzWxHYFPUz9fN7GpgEVT74ED0nu4EPBxEe9IXGBESpZYrjdFVwIKIluau0lo9DBU3vhtlBa2EgisWCCG81ukdzzJOyQB4lixZsmRJTqLolm4oCm4XYK0Qwk0Vd+1nEzNbBPFI90Ab52O8PTlHMAuYWQuK1uyNUlbfR8WkTkd8hrcjPsMv23k+qQjiZhNPBz8OmNEjk1qCaE36AgegiM3HUTTSR6keVpRSjc8D5kEp7S+gdOn7PRuhAOb+jeaXf5d+T3LvY4PbNlYUsZkNBn6PosGHAcfEGUD+bm6OosFXT3FdaPAxa1jbsnRNiQ5kDPgbeif3QFzLa6CD99tQEcyRZjYHykobig7uD8+H8Z0v8Z6mOHwPIXwfXV8UOAaYGx3E39vOmpHkuPn7+BtgyhDCBWZ2IjrAXQdl2+2MAg3+gw597wy1jMqk9jzlv7uZ/RGt05sCj/o4juH79nsOQSB4L+Br5Ec+1fm9zzI+kgHwLFmyZMmSlFjbQiqroCJ0SyA6gq27OggeOcDrImBjErRB2SmEcHZ8T/RMps2oWMxsJuAe4MQQwglRhkJ34FxUuO4CYC8HReIInjx+FYuJP/lBYJsiTTwCwYegopcDgLeBhVIeLzPrh8C2L1DhxFZgA5QmfQRwRgjhvyaKhqvRYc1GIYSXKuryeEsj2hatad1QyneINv+ToYJaewOHASeFtgV0xxRQTA0oKKQRx6yQRrYtS9eSyOfoByyPDt6fCCGc59cnRvUDjgfuQPQ7P/i1mMohH8h0okTgd38EAs+CKNb+AVwfQnjB7ytA8CHA+iGE+1L1HdsB5/uifdogFBBySgjhTL82OyoY+St0cLhmJ3d5nFL6jsTR31egYqQbhhC+i+4v79OWBHoCr4YQ3u3c3meZEOlWdQeyZMmSJUuWQtzpGOWO4nCULvc5AhZ7Aec4cNzlxKIq4t50I4okPghtnM/0FMIx95jS5EnRAW5CGQVMhhxcfCPa4g7z74A3UFGfS8xsYOwY5/HrPPEDiXryLgK5DzOzlQAc/DZgXpQivi/anG7dGX2dUPG+giKGf0Sp7keGEI4CFkagx8HAkgAhhHtQBPGHwKud3+Pxl0a1zTfVxZp2BrLjdDNbDyCE8BmKJj4eAeC7e8Qxfn1k9HNS4Hejjhk0tm1Zuo6Y2YJmtha08SP2Aq5H69QXxb0hhP8Cl/n1FZEv0tevjY7uy+B3J4mDpAX4/SjyL64BrkC+/yGmmjKEEB4D/gg8C9xjZkNT8x1N0sP9325m1qu4FkL4zg9cBqMC4zHOOBT5WEMRNVRS4t+Ta81sUxjj35u3DwW+LMDvYm2I9mnL+ecHQwh3Z/A7fckAeJYsWbJkSUYKpwM4FUVa7QxsFULYHdgMgYynmzjxuow4CNJqZj3MbGIzmz2EMCpInkG8clcDZ5jZtv7MNMAjZrZflX1vRilA1BKY+j+UvrmmKa2YUKtc3wKMBj5GBRVzxfcKJIq06mtmu5vZHyKg8V3gHOAb9D3bxsxmAJYBdkdzy7UolXyaSgwoiZnNUgAY0AYAmQP4pogyjSL6NgReR9zSxTO3hhBW9r9Le4cDnS6NbFssoVao7hFgUTQ/rAycYmZ7+D2fA0cjip5DgIPjv00q0shj1si2Zel64uDbJMBZiBYjlnMQ/UkfYBWP/AYgiELpMlRgd30EsmapSNzv74XG5ENEjXE8AokNWB2B4PP6/Y+hNaAo1J2EFO+Y71mKA92LgDvN7CYzWyGaPz8H/gusa2ZrmtmyiB7kK+BN/5ukNj8OoDYW68CYNeBHNA6LRmMU06MsAuxlZgt0fpez/FTJAHiWLFmyZElNegIzAk+HEN7G16oQwg0IKB4IXFRExaQupfTHfwIPAS+a2TWRozUcFcG5CkW534iiVUFF0LJ0kngWQgFaXW9mW3jbF4iPfnHgD2Y2Z/TY1MArwBYo/b21iPjP0nkSfc8eR1Fwf0Hfp4v9+nUoavM/iLbmVRRJ1wPYB9ERfQZ8BG2iQDtdzGwQmituKTaWZtbdxEXfF+jlQH8335D28AOZa4EhZjZ9+XeGRLhDG9m2Qkob/AWBD1Ba++rAmsBjaLO9D7QBwc8FFgO+JyFp5DFrZNuydE1xoPFLYMsQwp/NrI+Ja56gYuknokCRHYFtS4c33wBXokjbQzu/91lKsgDyLQ4KIXxmKqi4IjpcOxofJzNbECCE8EAIYVf3Z3pU1msXM5sHuNXMNvfPPYAngLmATxEd1JXoPZw4hPA+yob5NZojr0VBItsXQU4pzY++R/sY0dIMAI41s3W9nz8i22YGdjFRuRTPTYaCtKZA1FdZuojkzVmWLE0o7UQ3ZsmShHjK90gEghM7gQ6Cn48Aq5PMbOWq+jk+Ym3THx9DztWhqFjMasABZrYFQAjhaeBwVAxtUgTSzRtC+CEFJ7gZxKLUTmBiNEY7Ahv4WF6GCibuDJxnZoeY2f7ApYjb8MXi+ZAYXUEjS+n78TcENq4JLIRoJzYws+thzByyC9qc7YYKG/0azTmHo43aHX5vlenHI9BcMTdwhZn1CyGM9g3ZRWhTvXlx2BJqae3dEID/VSW9Hj9pSNusbTp4kYlwJwIDng8hvOrXnkZ0J/cAB5rZ3t7+BaLhWTrKhkpFGnLMXBrZtixdUIrvfgjhefdHzgMui4ImPgKORBHifwN+WwLBvw4h3Fgc2HS+BVkKCSE8gg4shvuB5yIoUOLdIEqlJ5EPcoyZzVZ6NgW6mokQWL+nma2PajK9ivzjDRBn+XDEX76Ng+D3I/9rS2A7YIkgyrkeFftVY0mRsePA/aIos+IYYD2f769EmRQ7AWeb2V5mti/6Tq6HgP2Pq+p/lp8gIYSsWbM2oaKolkuALaruS9bmVVRFO/5cFGc+GEUW7Bi1dXe9AnHoPeH/9qvajnHY2IIA0luBwd52PkoTfA85kpvGfwPkgBV296jahmZQoLv/OwC4CzgNpayOAF5Ajn4xJpsA96Nq768DtwAtfq1bFf1vdgX6ASsBxwKbRO2TIZqCH4Hr2nl2eZR98Rkwf9W2lGzaFgFsNwL9vX0Knwdb0aasj8+Nc6PN9CXFu5qqNpptiErnFGBQ1LYsKqraChzrbT2j6/Mh6qtPgMNKvy9FGxtqzJrFtqxdXxHQ9iQKjFgvap8c0WX8AOxRvLdZKxunuv5f5DteC1wQtQ9ERXbvB/6Vmv8Y9XtJ4C1E5XU1cGnZXlT48jvgD8AkdX5X96rtGYethQ8/NYrofg3RCBV/g22BZ1B21ts+XnNV3e+sE67FgGbJkqUJxE9eR3lkwWJowX0QOCGEcH21vcvSbBK9jy0o2vsL4H8hhBFmNhhFYU4E/CXUKonPjFLED0cn9YcAs4YQ3qvEiPEQM5sOgalnhxCuM7NLgKVRxMcUqDDOi8AxIYSLSs8mWQG+UcXMeqPx+AK9Y5+hokWnI17vA4BrgiIBJ0YHiS3AOyGEYDV+2CydLGZ2FBqf7xFAcFsRiW/iUt0JOAK4MYSwQfTcABQJPhQ4PITwfAXdbyNxBoGZDUSbsBOBB4ANQwjfmzgn90NcxE+hIq0DERCykM+tyWUiNKptZnYoMEUI4Xel9nXRezkriux+1lQ890e/Pi9wEjpoWy3F+b5Rxwwa27YsXVNK7+QYH9DM1kRR392BQ0MI13j75MgX3gUFU1xRTc+bW6I9TU9UWPsr4POgzB68/XagVwhhMW+bBx3abx0U1U9qc0nxDprZMsAF6NDl4hDCTn69V/BizWZ2G8IX/oqwhe+q6ve4xKO+61KxmNnUiErvezT3X+u+5CB0CPodMCJl+7K0LxkAz5KlScRqPMQDEJ/Vu8iZHwC8hLjJMgiepVMkAqYGoCjuWYBe6N08KyjtcxrgBsTL9rbrUODrEMJ8ZrYTSiNfJGUAHMA30M8DGwFHAVsBD7qzfAlKJfwa2DGEcHt1PW1uMbO1EWXGZiGEu6P2mRBHbAGMX1UGqlLbtDSbmNkQ4Leo2NJfQwgHenuxeZsE2AFtzI4OIRwYXeuHIpm+qcwAl2hu7Ol9GmFmE6EIwBPRofX63j45il7fAhX3fAk4KtR4ipM6jGlk2wrxd2l3dFD2sretjfjoB6NU8FdKIPgswBv+t0nq0LORx6yRbcvSNSUCUXsgKrzJUeHAb/362sgHKYPgU6B388T8Lna+RL7EAOAmtKfpC9wHHBFCeMrHdC9Ub+RR1w0R/driKc7/hUT2LYEyWgeh/cplfj0GwZ8CvgRWTNEWaAt+m9kOiPLwuxDCadE90yDqygIEvyZVe7JMmGQAPEuWJhKPbnwMUS8ciSgm5gHORDQMhwXxo2bJ8otJadP5KHIurkHp4KugCKsDQgjDPRJ8BxQx3RtRUfzBNwg3A/2BNVIArqD9iILI5r8DC4QQFi/aUXr1CLSh2bK9iIQsv7x4tOaVKFLzEW8rDg/XAy5HUSF/y3NldVKKiot/ngNtVLYCfhtCOCu+x6N3VgUuTxEkiPrZC9EwPAscEkL4tg4wt2ERfVQG4DqKbKpKmsE2//m3KOPnVARGve7ta6GCZ3VBcL8nqUO0ZhizRrQtS9eUUqDSFYhbeTpEe3JDCOEQv68Awbuhd/a60u/JBzKdKJF/3wLcizJEzkFFItdD9EnbhhAeNrNJEZ/0mkBPNO+sF8SPncz8P47o6CUQ9dOX6BDwam+PQfDib5IkoF+ImV2J9pctKCDwKWDt4JzeEQj+NfrOXZGyPVnGU0ICPCxZs2btHEUL8YfAcqX2ZVF6/3PAOlX3M2vjKs4Xh5yNyVAkwWzR9b2BNxEH8/zeZqV/p0cc2l8Bc1dtk/epO87VjYD6dRHQNnfpvmPRwdNU/nlOlGq9aPy7qranWdXnwpHokKV8bSgqePY/5BAXY5j5Xzt3jAqu9u7+XZuydH124EJgNIpQKtqtdF9S3PrR/NGCQI9P0YHfwUBfvzYRbXmK+8V/k1S1kW1rx95DEOhxKjBL1L4WygT6EBhSdT+bdcwa2basXVtR1PALCEjdC2UNPoACly6J7lsTcYJ/DCxTdb+bVantS3ohaozzieqIoHoxw1GtmCW9rQ8qmj5z9Hwy/kjkY/VDoO8xwO6le5ZBnOBPoyyZor0l+jkpPvPYNv95K3S4tDSiKNsaZRo/DUwb3Tc1CtR6ksyx3xCaqwJnydJc0gstusXJZnegNYRwr0ctnY+qPLeGHN2Y5ReQUIv8vguYChX/eq+IFgghHGdmrSiF/Fgz2zOE8Kw/W6Tf/QWB50uHEJ6ryBQAzGx+YGQI4UX/PABtXKZE/N4vmNnpIYS/+yP3A+sA95nZEwhU/RYVwQFUkbzzLGhOaS+6xefCq4BDzOwZ4L4QQhHtMQgBIWejMd4YcRzmaJBOkihCrj9wHkozntPMzkdR3feGEF428YEDnOYBSGeXxykkFCHn898onz/uRhlZ36AU+IP8nuNCCF+Z2TVAAI4H7jCz5UMII6rq+7ikwW1rbx45wv2rg/2+40MIr4cQbjCzgHytY4DVO7XD4ykNPmYNa1uWrimlKNld0cHuLsBL7jPfB/wJ2NTMDg0hHB5CuNEjjtdCWQpZKhDfl/RAYzALmk/eja5fbmajgQOB881sqxDCwwhQLfbi3VLyRyIf6wmEG7QAU5vZCqjQ6lshhPvMbGu0lh1gZn1DCBeFKKMpJBLNHkuo0Z6sgfZp/wIe9jXhHVT35+/ATWa2Rgjh3RDC+6b6U/1CCP+rrPNZfjbJAHiWLM0ln6JFd0Uzez2EMNI3aaNREb7vUcrd7mb2XAjhjQr7mqVxZSA6ZZ8O6BNqqcW9QggjQwgnOEiwK3CRma1XvIshhIcc3HoxhPBOVQZ4fwcCZwELmtk8QcXzLkVpgX9E9Cy/R2DqgBDCXxwAmRRYG0UcPA5s7w5nTqXuBIlA1H6o+OGkKLLj5iCezUNRlsE1wDAzexJFZR2GIjdfBN4DZqug+00rvkksNmaPofXsJL98OjCLb8JuiUDw0cCZZvZJyoe60cHg7WgdPhptjnuiVPjdoQ0wdy2KzlobFeJLVhrVNqtx9fZB2XWjEI/3EwAhhEPNDMYGwW90CoNHqur7uKRRxwwa27YsXUfMbDZg0hDCow6iFiD4nMC3IYQX/L6WEMLHZjYMWABY08yOdl/5GuSnZCqeaqU3cDPiYJ8cRXhjZj1DCD+EEK7ytWA/4HYzWzRExbZTAYqjNc3QPPgW2oeNBhYHTkaUqb9zDKEAwW8DVgAuqqbnEyZmtiqqL9WK13EAcEzkdrQv+DtwrZmtH0J4O4TwQXU9zvKzy08JG8+aNWvaSgcpmsCdaFFbBlWiLtp/g4q/rY0Wu82rtiNr4yi1NL+CAmUq4BTkgFwY3Re/k38CroqeSY5qwr8vT6HiiHOgSLFlo+vzok31F6jQbNHeF22qk0t/LNnXgiLZZ6y6Lz+zXf0RFcH7CPxoRZEss/j1mRCNxvcI2PoUeBgFDkyBonz+6Pcm9142mkbfk54+J9wGTOZt5wH/9e/Y48BK0XNz+TyS5PerZOMiwAfApqX2PggsHYHA1IKKIZ4/kks1bkTbfD5fHk/zpsYZ+jGiThoJ7Fx65nCfX04BZi9dS5ZOo1HGrNlsy5q2Aubzxv9Q5t9ipevHu78xQ9RWzDeb+Vwye/Y7qh3DOm2DUHHLb4Bbo/ae0c9bub+S8rzfD9gGOBfYM2pvQRlLnwF3oGj3Yk6cP2Wb6tjYHwH736JszulK11uA1RD91QN0Af8x64RpN7JkydJQEkU39jWzXc3sSDNbxlTBHsRp+A0Cd3Yxs/nMbBVgGKKVuBmBQotVYkCWhhLPMCC4VxE80iHoNP3PqFjYWmZ2prePNBWlIoQwDNgoKGKre/E7UhCPkCCEcD0C2D5AvHEbIZ7oIq31P8AR6OBpLzPb35/7LoTwbQhjIn+SSX8sxFPE/4VAxSfN7DiPvu2S4mmqxdjthrIQlkVgyA7ApsAxZjZ7COGNEMJWwMqIsmZTYAl0OHgcOsC4GmrvdpafV8xsiJmtDGPSjA1xZk4KHBNC+MzMLgdWRJlL2wELoYyL1f2550MIw4KimlLPehyFCiSOEY/++x69f18Dm6MMrV6l+SOJCLIOpMvb5uvSyYgGaRmPIj4ZAQJrocPQK4B/mNkfi+dCCIciEHxXYI34d4a0Iza7/Jh1IA1rW+GbZElTguQb5CvOBRxlZotHtzyDwNStTUWbCSqQ2B2YFnFJf5b9jmrEo6SDmXU3s0nNrI9Hen+OgigOB5Y1s5sBQgg/+FpBCOHCEMK2vkfvXp0VHcr2CPzeGFFUAnoH0X5ga2A+VN9idp8Tn07VJjMbC+sMojG5GO3dlgT2NbPJous/oj3bhqh4aXL7syz/T6kagc+aNevPr+h08zkUlfQ1Am3+gUcfoYIOd6AIhFYUbfAIim6cFk97qtqOrF1bqRWa6gvsCZwA/A3xrhURLVOjVLOvgDOjZ+NCKklGusT9QgWJ7kERgGvG9vvPcwGX+fdti6r7Ph629fQ54V4UCXeq23Y1UXGYrqYoumU7H4s9SmO4odt4DTBXnWdXRQeEHxMVOcr6i4zTxCg67k1gldK1Zf393Bl4B1iKWiTSzb6ePUcpsi51ReD+h2gTPah0bRrEK/qa/7ustyc5NzaqbcA8KCLsXX/vzgPWiq7PgEDxVjxDJLq2PV0okqxRxqxZbEP+e29g4qr7knWcY1UUGfwN2p/dgxdI9PbzEN3OYcD03jYf8Kj7J0m/i42q0bgNAK5FBRSfQwFlM/u1SVEk+AjgpujZrjT37+dr2I1EmQh+rRuKjm4FTqy6r+MzXv7zksAqwGpRWwuiqxyF9qGTVd3nrJ30blTdgazpKV0ojSXr2OOG0usOBG4B5kbp+vv4YnUJMCR6ZjkE+vyGGoBwsTv9M1RtU9auqyVH8SlUBf02FHX7CEql6+33FCD458BVVfd9PGyrmwKNQPDhiAN8Lm+LQfD5UTR40o4w0B2BOzcCc3tbT2qRcdcC01Tdz59o2zCfCz/AqTLi8fT5cARwJTBv1D4AWB9xvA/pzD43qwKb+PdpOLB61F6sVecD/4rae/occy1wXaq+TGlOsNK1/X0zticRMAcsiKKLZ0L882d2Rl+zbXVtHIKKg/3PfaV5S9enpQaC79PR3ygFbeQxa2TbSrYMAK5HgNxLiIs4g6QJabRutZT+XQmB4Hejwu7F/ef5HPIZomt7C9UqKZ7LVDzVjF8f/449g4J6rvB54gtqh2WTAXv7GvFo1X3vwKZ23yF0+NIK/BWYqnStO+IET9LHKtuGsI/XgO98TB5CgRQtyG/c29eCk4DJq+571l9eU08HzVKBBKfPQGnFt4UQRlbdpyzjlmjctkGRAjcBzwfN/sea2feIgxIvoPJsCOGe4nkzW8+LWSwO/CaE8FZn25ClccTfxz4IkPoKRT2/b2b/QrQSJyBKkDu9/c8o6nOwF7tLMs04KhLTgiLFvgM+CZIbTcU7/wI8YGZLhRCeL54JITyNaFLG/J7qLKkvnqr5AKJJGhlCeA7GpHFehTZqZwMnm9nuIYT3quvthEsI4U9mNjGwC6KAeiG2IahYUUAA+KsIUCCE8I2ZXQ/cEpQmn+UXkohe6HIzGwkcAhxhZqNDCLeGMIYOpRswR1T8axagF7B7COFl/11JFQbz/oxyKqHDgWnM7AV08PdCCOG4m6pJAAAgAElEQVRoM5sJOBZYwMzuRIfau6HCaG+Y2SsIZE1KGty2MWtSCOEF95WOQ2vZMmb2cuErhxDeNbNjEHjwNzP7IIRwafG7Upr3G3zMGta2WMysN1qzv0XFgadFEamzmtmxQXQbWSoUM5sEUf3dFUJ4z32QW81shxDC7SYayluBw83sTyGEh0II25rZXSjrZCAqvn2av9NJ+o+NKlajFu2OxuNNYJcQwpt+fTk0x1xjZguHEF43s3PRwdQyKe5pSnuZyVFfPw8hfAoQQjjMaeMO9PtPCl4I0n2qh+PfU4kRHUjx9zazs1BAz24oO3AUyqI4Ddg4hPCsmZ2G1uvjgJFmtn9q45XlZ5aqEfisaSo60WxFXE+9qu5P1vEet5N83N4GFvG2uADHrn79QtpGN/ZGxVVuIEc3Zv2ZFPgtcD+eTQD809/N1ZEz/wKKmu7j1yejVvAyuegWahEgA1C0zlto03ksMDS6bw3gWRTRPsTbko2UKNuI+P9agTeAmUrXeyDuyi99bJONlujoHUIgfiuKCP9VnevLkVikZrMoNeqkPmjjchuKrnoeWDG6bysUefVvdLj7LIrMHZMNVbUt7djXz+e/11F0+wjEs79qdM9+bttIRNVwl3/3BqDIs+OqtqNZbIvex97AosAk/nkunwM/QAEj3UrPzYBolpKeRxpxzJrBNu97N0TNdRM1CoZBKNNstK9vA6ruZ7MrMCs6nBgOzAm84uvWFNR83pgOZekOfleX8CUbTX3+vw5lsN6NoofjKOPlUf2sc6lF6SdZPJeaj9Qf8Xo/i/YytwHrlu4d5u/lX+hi9IfosOJFhG/09LaZUFDWBXgWsrcPQCD5nFX3O2snvBtVdyBrmuoT/ZOoAMI2ZBC8SyhK5SkOL64CJvL2mE/5d3790DrP96vahqyNo8DSwI7+88kI/F7QP2/r7+FDwAaldzQZR7HcJ3d6/42Aj30Q8PY9Sj9eLLp/dRTt3QrMWHX/x8O+mCuvhzu7rcCRlEBuv741qiOQ3FgVffR/ewHLIPqWRWib6n4hHYDg8e/J2mnjVmwW+yOQ4DZ0MHuRj9V/aMvhuLd/F5/3ta8Y96RAAtpSlG2MuMqndV9rPhSZ9CKwRvTMTMC81OiUevrf4RNg1qptajLbBqB6CPfgNR68fQgCRN6jDgge3ZfUPNIkY9ZwtpXs7IOoDi8HLild648oDEajNTyD4NWOVW8EcL+PKBgeJOIbZmwQ/C5giar7nbXNGM6DqE8+AW6O2mOapWuQ39+r9Gwyh/G09bH+A9yHuLHX87nxU0p1itCBWivwu6r7Pw7bupc+L4MOPRf3z7OhYIrLgb7etnmK45T1F35Xqu5A1uq1zoTRq/jXJ/JPySB4clqeqGkL0F2Nok+PAvoX7dG965HYhixr19Z6jgMCDVqAqdzR2jFyvhZEgPho4Jqq+z8O24rvVk93oC6NN8XoUOkztNGOQfANEMia9HfN5/rbgU2itu7o0GI0KoJZBsFjwDwpEJy2oFUBTrUCP6IshFWiewsQ/AhKPIdZKxu/bv4dex5F0RbjuTk1Wpp4DAcCg6O5JcnvGyoGfDTaJB8Tz5moKN+nKCtmrTrProOizj4gwQKsDW5bP+/7Haj4V+/S9QIEfxdYgcQOX5p0zBrWtqifE1E7ZL8Xz6SLrvcHDkXFFE/GAZ+slY3XQFS0udXHbWpvN9cYBB/p69zcVfc7a5sxXARRf7QCe0XtxdidhoIHky5Ei/ZlF/qaNtjbLkYF3p9A+MHGpWd2IlHfKh4D/3k5tK/5tY/VAj5ffoECJQb4fUugrIxlq+5/1k5+X6ruQNY0FJ1OLxJ9LlJFChD8ExSxmUHwBJRalFsPlEI3I22pTlpQROonwJ+pgeA96/2erFn/P0rbiKuervGGc26UXrdr1LYhirAaTBcADNymWxEo92/GTn/cCYHgNwG/rvN8kt81BHSvhuhc3qctsNgNRbgXIPjgqvs7AXb1RsVX70U8vQujg4rvUCryytG957iTvFPV/c46Bih4AjjbP8ffs819rJ4jigSPrid1GFPq29be908Qf2gxZxbp0jOjDeizwIaxTcBQBGLNXrUdjWobdVLV3Ya/oE3ykHr3+Oc5ETAyClio6vFoljFrRttKdg5CxapHoz1a39L1/sDxiCM8RzdWM0bFnDEdCgLZDh3KP0GpmDg1IHUtH7PkfeNG1I7+7ogG62HkL+/tbb0Rzc1LwGVV93887JsRBRkUheAv9XdyZnQA8y2qA7RJnWeT28vQdr95MzqEmBXRat6PAie+RrQnBR4yGBWavZd2MkCzNq5W3oGsFb8Acgi7A3e6I7hcdK0AwSfyyeNVX7h7V9HXCbCpD+LpSt55/Yn2xdxdVyJA7g1EJTFNdF8Bgn9MToHM+gsptcOY/sCpKHLqIeB0nG7CnapXULruusCSKAX08uj3JO3o+7xyNYoKe4Uab3l88LSTf98eoQtE7qAI6evRBvp1BBh8ShQVhwCBk1FE0jEkHtkS9XsjVKhoyVL7qoiy5gqcy9fbD0rRsW9GRQe7D6Ii3GPaop8v8+/Zu0QZF11Bgd/79+xlIqCUtsBcKyVKg/LfIEXt6rZRAqOi9juAm+q0l7Pw5gHOTH0ta6Qxazbb3A+5koinFoHg9/ravRljg+B9qIGwGQTvvLGqOw/4eKyNANQ2IDjKlpxnfH5PhXYle8j8M9lX7Gn6uV94IXAWsCU12owlqEWC34YOK25HAYPF88l81+rNZ8CyKMhxc5SNu0x07Qz3sVqJ6iWkqLTNRp3f58JlojlvB5R58TG+H0CHnOejoKW5qrYhawXvTdUdyFrRwI9Ne7I1Ov27B1g+ai/oUA70iXAEdaKuUlKU8vIFSm+cper+/My2xdxdz6OTzU3c6W1FvIZxccsW4FpydGPWX0BL7+PL6BDtEp9HvkZRxfP6PRv493KkOx2Ppugolm3zn4uonH4oxXEUShesB4LviYD+pDcJKGLlaXT4uTwwMbA9Kvr1IWOD4BfShaLIgN0R0D29f+4eva+7obTwBes8lyTw0aha733y9+1UlIa7ZvT9M1/T/oVAyXPLvkwq2lG/fI74Lzqonz9qL4C5qSHdQp6NaBuKFmulbZHVFnRI+BxwsbeVs+j6IzBrovH9G+Uxy7b9RDu7oVoWXyHgdMboWgGCf4b2A33qPJ+0fY2k1HzbvqgQ7qnASXh2oI/lOggEfxQdns2F/K97Uhsv72957pu56n79Enb6vwPQfvoVlEn4YTSPFPQZRST4Z8gnmSf6Pcn4kdT83n5E+E50/W8oq3Wgf+6Joqj/iWikklrLOrDzYLT/fBRlEcZ7uN19HL9D2MnzCCOar+p+Z63ofam6A1krHHwtzNdRq2i/IfCRO1HLl+49AnHJnZXSxN6OXT1QMaIXESjXaCB4C4pevJMad9fV7ki9gU5y44W4Z1daxLKmr7RNEe+GTtIfK23I1kSA+Nt4sR9gIQSEb0Rt05ncfBJtXroxdqp7P58HPwTOpj4InlzV9zo2rogOJFalbQTFqoh78lPa0qHEHJXJbMzae4dQNP4o2hY6K965xRHYtW5n9C9rx+OGDicGITqvib1tEnSA9hxtD2NmQ1kmS0ZtSa1tkV19fK7bD4FS8bq8H/Cl+2DzlZ8t/5yKNqptCADfvF7fEIXEj3jULbXsSPN17m7qHKaloo06Zo1uW8nOASi74EZqPNJPEu1vfA69B+3jdiBTVlY1VjGI+hyixXgD+YxFUdJB1EDwN1Fw2Ts+pi1V9r+OPYbqRh1NLQL6OsSvP9ZBS1dXhCHcjDJZZ/G2vsBxKIr4Wmp+/6IoW+0VYOfyO1C1UvN5u1ErbL9KMa7+7/GI7qS3f57R17TflH9PSlqav6dHQVdfAXdG7fG+bAiwFQLK1ybX/GlqrbwDWSscfEX9tQK7R23rUwPBV/W2ISjyb93ovuQmQ+9XMaF3RzxWL9FgIDgCAM4uFicEhr+LUnrWRJGNz1GHgiHVccvaNTR2GCInvweKHjiLtiBpN8Rj+A3w93oOYYrvI20phi71ufB2lFnSL7p2NtrQnBU5w7FDlhRIXMfOjX3+LwoxxY7ijn7tQ2DN0nNJOPZ17OkHrEEta6m3z/0PFzZG967uc+YSVfe7WTX6ng1AkUbPIpDqYWADvzYnAge+QBuyixAV29MkGrVJW/BjuL9n3/j36T8lf2tfFOV+DbBw1X1vZtuifvd0W46I2pZGAMfrwJCofT7kG/8r4XmxYceskW0r2dkX+fS3+7o9C3ACCnp5mrYg+KR+781V97uZFQUq3Qbch6K7W9Ah27H+fh7u9/Xyde5w4ACi+k5V21CyZ08U6Xypz3fvdbXv0QTYOrXP9wW/d4Er9EZg8Ze0LRj/awSWvwLsUXX/o37FWQg7IKyg1XX16L6FgNeQv/9Pt2M4CfpYCNuZnLb7lWX936Eo8LEVr/vg7UkdKGVNQyvvQNYKB1+AwSNoYxmniqzrE+Dn6DT6Vf83qQW5A7uKxaoHsBINBoL7IryW27e9L1xLRdfvokZX0xA2Z61eEV/mq8BxUVt3tPn8GDgjbo9+fgCByMk7IdHc0Qelxz0J3OA/fw5sQy1jpj8Cv99zp7FLRFtRAw1mRymdR0WObhHZ+CsUffsE2mDPU0VfJ9CuIrplS2oHEmuhImiPIHB8JsQN+Jive0mCVs2i7oO85ONxmI/h0z6Ov/d7JgFO9DnkIVS0aEzkeNU2tGNXLwTk34uKr06O+DaHoyi/30f37uX2Hl11v5vdNu/zdAgkbQX2jdq3Q37kKAQk3OrrwnBqdBpJzieNPGaNbFvU782R/7E4bX2rXVBNkidpm303MNW5sVkU+cvvElFPogARQ5HEo4FF2nk2ybHz9fk74H84VRQJgaM/o52z+vjsFrXFmSYfA6eWnlkE0Wo8TUJ1ctA+5VV0GHMaquPzmc+D6/g9PVGh+KvQgc05JOpjAauhukUFlVBRv67Ihp8f4Vcv4Bld3p7k2py1Oq28A1k7aaDHLtZTTG4r+US4Ven6rxHtyRUo7SnJyTDqb3vFRnq6jS/TBUHw9iZtaiDW6QgUmDi6dhPimzsl1fHK2vUURUXciVI5j4zaDUVDfwKsHLUX7+iVKGIk6QM02tKerINSjaf2OWQylPL5DYqkiEHwqxFI3qUcLLRJvtmd482ogeDd3Rm+CUWCf11eH1JUH6uLUfX6rb2tJ8qKeQlRGIzw9/dhaqBVniM7b4zKdEJHo03jTFHb3IhSqRVYr3jOtX90X7LzCSry+w5Ks42DC+ZCG+ThtC1it2nK9jSLbVGfZ/U1rRU4IGpfAvir23gzojJIMmKzWcaskW2L+rwPqp3S5qDafz6ZEh0KUSZs1X1vVvX3shXYOB4z5C/PjjKtj+kK4xTNcX9F2VifIr++KHKfdP/H07aY1nFKFEl8d8k3MeQfP0MU8BNdXxCYoWqbSv09C/m/00fty1ILlFuzuNf/TdrHAuZA2T1vIuqZt/ACx5ENC6F9zfNkEDxrO1p5B7J2wiC3pSqYuHRtKhSheQOKtOqomExyk6H3K46IWA34HYqMnqe4jvhuuxQIHi3MvdDp8oY++Rd8yi0IpHse8cn1QFEH9+Enu+W/T9asP0WjOWRqxH/3Lm1B8NXRJvR+HAT3792s7nwd19l9/ol29kMRppcB55Su9XHbv/H5ZeKofQztS9U2dGDXYagI08bAdN4+rTuQryIwckYEJDwCXOr3vA+cVrUNJXvaO/Cc0sfue2CbqL0XiuDcGR1uJMs/34iKUvan95/jjeb1wN112udBm5x7KRUz8utJR52hzINWahuzMbUEgOX82oZ1nkv+fWwk2zryjRBIdQ4lENyv9R3f35OCNtKYNZltBaCzPDrA3Sq6VgCqc6MstJdQVsJkVfe72TTyJ8Yc0qLMyLeAa+qMWW9UG+fYqvs+gXbOg+hajkOZB1dSi7xNsj7MeNrV121ZL2rb0+eOv9IWBJ8TBVHsU3W/x8MuQ8XCb/DPMVayHKJyaQVWq/ds1f3vwK6ZUTDL9yhIp5gnYwrOAgR/Gti+6j5nTU+7kaXhJYTQama9gMeBC8xs/ejaByjKe1XEbTjazLoDmJkV95mZhRBGdXLXxylm1i2EMNp/vhxtWI5GEdBPmdkeyCm5G9gNCMD1ZjZ7RV0eLzGz7iGEUWY2ABW1uQGN09PARWa2YAjhR5SSNiMCEs5FVAz9EDAOQPH3yZLlp4rPId1CCO8Dv0ec39uY2VF+/WYEsM4AXGxmZ6PIg6tQ5NJ+0HZOSVSmBLZGIPEYcdu/R5HSd6ANwNZm1j+E8H3092nt/C53LGbWD1FMbIPsOh84xczmDSG8CyyFDgZ3Rhy3F6J5clszmxZtvF/o/J63L75O9TGzBcysW9T+IUpzvw44zcy2MrN+IYSRIYRzQwhnhBCuK9a5FNe0RhMzmxK4Bfke0xffFb/cAgyGMXNMD//5WcR3OxeiFgrx7yx/rlKKPpek4CFe2cz6lOaFl1Ea+ZTlh1J7Hxvdtmge2cnM/mxmu/mcRwjhZZQufh5wlJntGz3+Y/R7LCUfq9HHrE5zQ9hWT6J57l20Bm9vZkv7tR98rzYURblfgQryzVVFX5tVonmkP8q63d3MZkHv3ZnAOmb2N9CY+WNDUK2m16vo8/hIgQPEEkJ4NoTwYghhb+ByFOV+qplN4ut3H2AvMxva2f2dUCnmEvdFpgI2AHY2szUAQggnIL7vPwLnmNkeZrYfyjL8L6JlS1p8/hiFAl0Kv7nFf74HuMBvvdbMVq7zbKoyEwrMeQ84EFjS/Xmh4NqL/RvYBNm+g5kNrKy3WdKUqhH4rJ2nCBi+F02INwG7ensLAojvJkp/6UqKHI93ULr7YMTzehbi8drf7+mJIsE/RgBe0pzEKLJ0OKKdWBOBi0egU81XgQX9vlVR0Zsn0Cl2knQ1JHyinHX8xo5apMvUiCf1XeAv0X2rIJ6591B62hl0gRTxkm2z+RzxHW0L/xaRBb19Hr0z5Xc6GrNdEQA5h3/+E4pMugeYz9sGoijd9dEmuuCqvAA5mjNWYUMHNhmKdnsfFagrU2vMgKihPkMp732q7nszKzqofR0dzMZctbsjAOvAqK34nh2F0vqT4dPswL5+iKZg+qjtFhQltxIeMezv7WI+P67b2f3Mto3pf1yA9XEELj6AIspuBtaI7p0d+ZKtRFlPKWsjjlkz2Ob97ouCdfZEAGNRz2JVFPV4PzrM7oP2OQ+hwoo90N5uv6ptaBaN1qoBaA/2EMoO7O3t06PApFaUPbgZ4m1/zNe2pPZokV1xpPBOwN9Q8cuFqUW4F1zm76N1fXlEyfk1MFvVNoyPfT5ut6LMyM/Qwea/iSKikY/yDDqweA5RHia3x2ZsH7jwlX/rtsVUXoX9ZyFA/w5f/wZVbUc7tpUzAPsinGde/x695XPhmKKd1LIt5gFmrtqGrOlp5R3I+gsNbPsp4tMjMPUpxOP1NIp4PA+BrQtV3fefYOtgtIE5mLZp1IMRP95ovEikO4nLpjYhRotVuRjp+yhCM3ZItkSFL2+ixsHWu3C6CjurtqlkX9z/Ht7fMWmDVfcv67jHrc61aagDgvu1fqV3Oan30fvU7nuHqIa+dId39fIz6DCtS6R8AvsSAYzetjdKwb0HmLfOM5ujw7RPgfkr7n+x2Wgp/bsASkUd7s5veQNwELWK92OleGbtlLGL1+ODEQh+Ew6C+xzyANrAHFg8g6iTngYuqdqG8bRzO3/PjsM5QFFm1r8RMHcwAuPWBx5FFEPJbJ6b0Ta0iX7M58DCrnuo8SnHIMjsCPh4LPX5vpHHrAls6498jvcRmP0xCu4Z6NdX9XnxR7/+FTrA6YWiij8ENqjajmZSFEB2Gwr4mJkSHR4qqruvr32tiLv4ehKtQULbNftylEVxN+KM/gIB+L/y64YOtz9EB9nvAkOrtmE87eyDaNbuRoFxCwBb+HfqmdL8P7nPMb+itldPZk9DzUfuiUDh6YAB3jaVv59vAAdFz8yMDtM2QIdt35HgwQX1sYO4XtN81EDwJf2e7r4+bFZ1/7Omq5V3IOvPPKBakIqFtQ+wFQJMlyrdNwhFa97uE8c7vjjvX7UN42FjGeiY0/u+o3+OC8TMi5zik1JasEr9H4oK6/UrxtD/3RudOhcnmbFdw1C00lhAPolt0EoL2BEoEuIZFLUyc70xzVq9Rk5GHxQFchgCFXtE98Qg+FHtjHlS72PJtt6IC28zYIXSPUPoAAQv/5ySoo30Sf4de6pwfEtjtxfajN1FadOCePWuJioeVpEdA5BzvoJ/nghF9K3tn+fxtetpBILH9h2MIpf2SHXub3Qtjcf8qD7FZwgAKEDwWdFG7Bt0kH0/2nQ/HX1Pk5tD6ti6n/shJwBTe9sMCPAfQQ38uJtEwY9msQ35yfv4+1jYcy0CCTaiBizGkeDT0UUOPRtxzBrZNmo+/zBUMHw+YAoUnfkecBEwkd8zCwJ69kD858U7eRHay01btT2NqtTx95Cf+CqwbXleiOcLdOC2sM8jyYGodew61efDxfzz/v69+h/am/4qundxVAdouqr7PQHjthEC7svYyFCf/5/AC0SOz++r2jbkK9+F9mIfoYj9Of3aLCjS/XO0nylwn//49c39mVmrtqdkW0fYQVHwtzs1EPwdn0Mv9Xd1rOCerFkLrbwDWX+mgVT14VWizwN9onjPJ4K3gb+28+yG6LTsYRKnBSn1e6j/2wNFRF8fXYvB4ueAi6vubwd23O1jtBNRcSXE1zsK2Khsly9orcBaVfd/HLbFUcCX+3t4NNq4fISidopFOhmnotmVtimCT6Io28fdYbwfRUsU4NQ0iHv+TeDkqvs+gbY9CjyLgO5XgXNL9w5BUS/PAOtX3ffxtK8vAhDfdCf3v6hQblH4MnYq90CAwd/9cwzu90vAlsmBS3weXB94BaUZTxXdU4Dgz6AiyBMhGpu7gT9E9yW72WxEpe3G7AVELfGkz/mtKG262MRMjVJ1r/d14nASpU4q96f0nTnAbTsRB+a8fUkUcLBI9HdJyq4msK1X6fNKwF7+86k+VxaFFHf2Oed2ShG1JOanNPiYNaxt7dh7BLBT9Lkv8A/kd12IR4KXnlkHrZFfUHG2ViMrysQ9rM48sqK/h0WWcRkE70+dyNrU5pFS35ZAeMCa/nlflHWwmb+H36LAhCmq7uv/Y9w2Q/WJ5i/GjdreYBuf/+8EVqrahg5sizNSH0XZdDv7nPEW8onn9XumQoF21yPKqBOo+Vg3+3hPVLVNkW3jwg6eRHXrQCD4nMjn/yi2O2vW9rTyDmT9GQZRdAO3+CK8urddinidFkPVcC8HPgFOi57r1c7vSx4ER5WZnwAmRel/wxD32JGl+6ZHkWSH+AKXZOQOikT6CoEABYfhrOjE9k6iCE2f7NdDTvECVfd9AsbrFWBR//x7FN3+ITqgmN3bk3UKm03R5utRlBY+rb939/g88zQ6dItB8PvQCX2S37GSbf1QZPQ9COSe0t/DVuDa0r1DvP2iqvs9HnZ1Qxk/N6JIo6lRZNKHKEW3SF2NQfCNSTRi3+fsWdyxHYkOYiYt99Wd3zd8Dn0JHQAMp4sAH42q6HD6Nl+rZ6LGjXos2qi04QSv83ySUZs+f2xALWurHjB3HDBTO88nu841km3AJCjDp0f0+VRgYgQa9EA+4nOIWqO4bwUEKHaVeb9hxqyZbIvsOxBlZD0NbOPtcZbaPxAtynlEIDg1CorbgbmqtqVRFflVh+GBAqVrSyKazb3K7xrymXdEGQt9O6OvP5O9MyLu636okOBXiB7EUFb1xyjS+CBgkqr7+xPHbXXkU24XtRX+5K/R3nsEiqqerGpb6vS/6GtPlKV7MTBPdH17FHjwfNxeZ5wvREEyde+pWhk3djBH6f4hRHuErFnb08o7kPVnGkidct7qC/GK7hTFafvTouJ0X9AWBG8p/Z5kwI9x2LsrOpEuJsUZgRtQevUFCBBZHTjH25JK7YnsiFPEH6IGghf8XWv4ZH8XAqr6oQ3dQwgUStq5dxtmRTQZG/vn/XzsNvRxHI1ObGfz68nb1Ojqju4fEEA8vbddjSJtt0Zg4xPocK1IMR5MLSIh2XnEneI/owPCIn36CuTQn4w21JeXnpmBxMFUnxuOBy4Djiu1b4gAx4eoA4LX+5yKIpDqIUT59D8804naBqD4tx+iPDnd17/kChU1m6IDmNeAg/1zDF4d59+166hx+SY9b0Q/n0Epayue+4Az0eZ6GO0Acylpo9oGrI0yl45GWZFvIj954uiehd0H2TSycRPgGH9/k5w/GnXMGt22kp390IHtJ2if8gOK0CzsLCJSewF/97/Dn+r8jZIvFNzVFQ8Y8zH7HVG0LIqgfQ/5w2M4wFEm2mNE/lhqWm/NRcB9QblzDSqWWBxed0OBMR+gGjFJg43jGLcbi3ErPbMqwktWQJHg23VWfyfQthZ0aPY+CnCZqHR9GwSCP0ctWrp4P5dAvtezJBotzfhjB7NX3desXU8r70DW/+cAtk0TWQyBoqMR0F2kcxZAwFQ+qX9GnRPRrqQorfoRFF02sbfN6E7ip+4ofuaT/3xV93ccttQDwX9Hrdr26m7TD67vEdHV0AUAYwTq/wqlHX8EbB1du9nt+oDSaW7WysarO0qt3cY/n4rA7/nc6SoKDN7j807yvNhR//oBf8ILpABnu21zAJP5nNIKXFrn2WRBcHdoi6KPR5Wu9XansaCwmaqKPv5Eu/r7vLECinT7BljVr7Xh0mTs9OMkwatmUf8+fQQcG7W1RD8/5e/kIym/k9SAqImAFf3ne1DkVJy1Vdy3sa9prUQ0PClqg9s2BSrm+yGK6LsLAeHxejUEgQDXouCCXyM/7NLonqTm/QYfs4a1rWRnNxRkcDMCehZEIP4P6BC3sK/4tzfirY+ztZL2tRpR0bVNOQsAACAASURBVN6sFUUWF3vPhalRju6DfJWdqFF+JTV/RLbE71JP5Bv3itp6o0y6q6O2uRBP/awkGBk9nuNWgPvzuH3vo0j9hVEA4WPAVSjD/B3ghKr7345Nk6CD2nfQQdqgYiyje7bx9e1TPNAgurYsEX1UikrGDrL+Qlp5B7L+Pwdw7JSrpdGJ2Whgl+KeyImailokwd5V93887GsXwEB8eR8DC0Zt/VHUzkaIAzBJjjI6AGpoGwlegOAzA+sCuyFAvBjPpByrcTnkiNv1cWDKqO16BOjfR52inlkrG8siTXxGdJC0FTXAcRHEMdcKXFZ1X8dhx1jfEUTZ0huBHW/StpjU+tSKAh9Tdf/H08ai78uiiJX3geVK9/RGqeStwD+q7nMHtnQ05y+AIvfHgODePhVdhKO9UbXOmtYNbahvRRuwBeJ7/dozaLN5xbjWjqrV+/sK4tstQLixsra8fQf3T9ZJbY1uFtuitWpmRI83Mp73aBt4sBfKABqFNtmPp2xbo45ZM9gW2bcXytbaP2qfHBUb/JG2IHiZCz0f7FY3dhMhEHUUcCTQx9sXQhHFPyIf6xVUlDXJIqy03XMeicDEl1Cm5/Le3svX5tcRoL8MChh5nqgIZlfQOuNWzCtzoT3oCB+7T5FP0h1lzr8B/L7q/ntf60XrT4EoXkcSZa7SFgTfxefS7u39nqqVjB1k7WStvANZ/x+D15YjboWofQkUxTiaGid4DIJPi6o4J+0s0jZKZzMEbseblt6oMEKyBS7HMW7d0Qnu5IxdoCOOBB/Qzu9J2aGaFufiKo3jZcDb0edB7nCt3p6dWX/RMbPofRzzc+meRVHRm82itm1RZN1sqb2HZfv8376Id7hP6fqWqADmPP65O3AUiv5YP2XbOrB5RZ/77wWWKF3rg6Ick7Qrehf7Is7Jo1CE39zRPQuiSPD/+rqwpDvGr6bo2DeDRuPWrTyPA8ujTecVtAXBZ0e1S+aJvqdJgeClNW0FlGE3E203lw+hjLv9EZ/0vCjL4q/RPcn5Ws1gm69py7jfcSOKFDsmui+Odlwe8YBvR7oBBg0/Zo1oWx1bd0Yg6VfAlqVrg9y+H1DGbvL2NKq2tx4hMPUI5GcNI/IrUVDF0iijsE2GWoqK9l8fABf5Gv2Wv5s7+vWiPs4I5HO9TfpZ1eM7bn2jayujwLnVo3G7FB2MzpCATR35WFMAh/q4XRy1x3NnYVNyvj8ZO8hagVbegaw/ceBqDvoABHQ8T1uAajFUPLEuCB7dl9TCjEDufWkLdG/iE/vLqOL7dNG1g1DEztJV930Cx62/T+jDgReBfwKDS/c+hMC5nfECQKlqaQE7DUUSjEKpx3+mBjCuiLh8/4mKrFyJTtynq6LfzarUOOYLp6g/4vm7FTgXRXgXDtec/h5ejCKMF0WbzrPqjX8qWnIY1/A55HScy9Cv/cbbt0N0DXP4fLpv+fekpig6ZxHEV7hw6drKtAOCpzpmpTXtcZ9DnkXR7PcBK0X3LohqPrT6HPMYtUirDIJXM279UZTRoyjybQNqGUzb+HrwPOLZH+Zj+yQRZ2rVtrRjXx8UaXQtcGbUHlO53IKAua9QRsmTqc4bTWRbX5xCwz8XdCgf0JaSpweiRSnzpyY1PzbJmDWsbXVs3cvXr4eBOUvXBqF9UCvwx6r72owarWstqL7NHMV65u0TUwNTj6QdHvaU1rWyb4SyKT4AFo/sXQgBv63AOt42CcqwWAeYtmo7fulxQz71jYibf/6EbKrnYxWR7DEIflH0bIylJOcbk7GDrBVp5R3I+v8YPKXRPY9SwpehVGWaGgg+CljN25KbAKP+DkTUA1fVWbBmRCfUr6F01r8ivq6p/PNBXcC+YqPfH52oP4SAgX18MX6JEmULAhrHOCKpK7UT870Rp9qZ3v8bUaRfT8R7+IE7F8kW4GhURTzed1DjUe7t794LPl98gjaWW1ArfLMpSg/8HnGpjkkRT/E7V3IYT3Rn6XN/Fy+gVhinF+I3b0X8jR8hXuJkbfN+DQAe8Pn/a5Rue0TpnpV97r8LT2lNXRFo9Zj3eVZvewwVvxwOrBzdOyniNU82YrPRldoBWh+fP/6DDsreQPRkB1MDwZdHm7b30aHvdSRax4K2gNuK3udvcOA06ne8udwSOADYI+X3sZFtK9l5rs/r8UHMVMi//AD5kN0Qv+jdOM9rinN+I49ZI9vWjr1x3ab9/B09G5ildN9g5IN1CbsaSWnrP96M9mtFweaNo/sKMHUUEbd0aor83Mn95ziq9gS3baJS+zyoyP1wSoFZKevPMW5+bXNEJTskAZsmxMcq6FB+AG6puu8TaGfGDrJ2qlbegawTMFgl/iaUHj6cKHoAOfTlwpi3+0SyWNU2dGDbQMQzdhdelIFSZJjbNgRtXN5CoMifUQTFCEpRFCmqT+L/dDsHe9tV6LTzU5ReNnnpmdPpAk4wsIovYOuU2n9PxGmIIq4GoRT4Sarud7MpsJ47SPegVOOV3MmYysdmMncuPkZUJwUIvpg7JlvRBTadCEx92ee/nf39vBTnysPTA93eLVFk6v7UwO9UIwD7ocrv9wHzowj913yOP6l070rennzRY0RXsD+i75rG267xOWVffx+fI4rqLD2f5Hg1qkZzQDfEzX49Hh3mbbegA6UjqGWc9EfRZFOSWHo48kGmiT4PoBY4sAUC7UcAQwsb479De3+fFLSRbevA5sEoA+YjlNpegARTolT/z1CBuiILr6XK/jbTmDWybe30rwUVDZwfmL507WDaAcGje5KYI5tBaZsV+azPIWsCqyEKkJeB7aP7J0YgaiuwQ9X9r2NPDxTwci+1vXWxdl9KW1qJ+JDpQLTHnr5qGzp73NA+vW9n9b0Dm8bHx/oQ8WPHIPixKEAmqcCCDuzM2EHWTtfKO5B1PAZJ0c/1ih/cgigLygVSyoUxlwNOStWJ8gXrDXRiO33U3u6GBBiK0mDe9QXsaxJPzfJ+z4dSmJb0z1ehyNOhKJKxFTn/k9d5Nsnxi/q3PeKKnqXcX+Avfi1Xak5AEb/1x+4YX4lO243aRrM3ijT4BGUp9K7zO1LfdO6JwI+5Iuf4Vyhq7AfgQkrc+9GzSX7X3Ak8AUXqT+ltl/s8eJHPH38rPbNoyvaUPm8KHO4//x1lIszvn//o9j0BrFt137OOiUoqDnSv8Pez2LT1QgdrxQZtLBqvsq9SoR09/P36JwKp+qBI1DOiOXFTdND0WvROJtH/ZrUtsrE8jxTv4CAEBHxMWxD8VyiA5AbgfGqHnknMk408Zo1sWzv2DkCH8M8j6pbh5fUL+JOvbWeSfeQqx6rwE1uQP3UbtcjpC9Ch2XMoAGur6LlJUTHWJOaPqF990WHTX5Ev9U8cBPfrW6OszgOitmIu3Bn5lV1hX91Q41aybXx9rMOi9W1SEq2r0o6NGTvI2ulaeQeyjmOAxF/1duwwuQPZA3gGuCZqjyO/J6JUXKV4tmqbyv1BAFwrMGPUviwCqJ5CNCCbUaIH8fsmQ4UiZ6ralvG0txfiNO8B7Iqi3peIrj/sf4uRwKCq+zueNhUL7U4oamfF2CHxf+dDNC9bV93fZtbSHLExAoi/Bo6K2ovI6N4+x3yAqognNXd0ZJt//hvaWJf5zn/ljmQrbXlGu4KjOLE7hBv45/PRJmV2dFD6lNt1dJ1nkxw/tEnbJPrcE2UjvIQ2YX28fXEUyfMJcF7V/c465nDlLZS9FNcEKOaQXghkfA84njoHaakoKlxWcPK+hzack9N2M7YFArJewwuBdZF5o2Fti/rfm4ivlRqYWoDgRSR4sR60lJ5Pan5s5DFrZNtKdvZDgQT3I5rKlX2ubAU2L917kLfvX3W/m0nRIcwW0WcDpkN0XWt426X+nk4HLIVA4/eA7er8viTmEXTw8h0eEIHqbnyAsuqKSPDpfG58HfhD9OwgBLo+SKIFBht13Or0a0J9rLgga3J0XiXbMnaQtTKtvANZxzFASuPc1n8uO+x/RYDAWPzQiG/zPyReHBJtWvZEJ5hPeNuKKELzPhQV/rhPgMcR8ZFRooRJTRlHhCw6mb4VGOifu7nDcSECtpKMsG2vXyj16nN3nPrTFmxdDkVhLVd1/5tdS+OyLjVQcZWoPQbBP3KnMsnvmfdzTOGbqG0XlD43d3FP5FythaKx2oDgXUHRoWhvRF/zJkofLOz6nc+lrcA+Vfd1HHYUfb4UcRsOjK4VAMkSxb3o4PBcXx+SnBvr2NgX8RYeCOyGDjAKu5P9Pk2gjcshSp4faBtdFW/QHkabtCRtLs0Lo1HE2HrR9Xhe2QJFk71EqfhsitoktnVDdCbP0zagoADBp/FrL6O6Af3r/Z5UtEnGrOFsK9nZAzgHZWsV0ahFtlZR22ej0jPbkCgQ14iKDihuQFzQW5WuLYz8rM18zJaN5pMzEJj8ObBW1XbUsasH8C8Ebg+I2g9AQOk1ePFAYG6UVfelv6vnoAOpr/AChKlpo45bB/Z2eR/L+5mxg6zJaOUdyNrOwGiCj6MheiGw9KzIgVwGUYc8hkeI+33z+MJ3KwlHTER29EZpSF/4gvUhSgksnEZDhexGAWt7W7J2ef9iAHExX4Tj8eyBOMoeL+wBZqZUsK69BaNqu/zn+d22uG0HFL1+ib+H3YAZgPPQJmbKqm1oRu3oPUJFwj5Bm7IVymONInKTPmzyvvVGlC6b+ef5EBfgQ0SVwn0++T3KPDkIRcAvW3X/f4K9u/hcWaQNdgdOAS5Dqa1dYiMNrI2AkDjLaUpU2PNuFNm+lL+fZ0f3JDU31rGrP6Kzeg+BPN8hEG4jEuCX/An2tLvmok3KUz5mm0btxRzSQm0TmtQcEvcLFZB6232NB4GlovtiYG4z5K9cUXX/m8228lpELWV/ZRThdy9OMVe6fxgCHUeQ8Ga6EcesGWyrY+s0wGnUio1f4mvBHCibqSjKvWGdZ7vE2t0IivbRN6MI222i9mJ+OR4FYY0JskBczP9EBdST80MQoPgsNTq5y4C9/OdhaJ99LU45ivaeh1GriXAJidfUatBxa0gfK+6n/5yxg6yVa+UdyFpnUFTo8bmSQzgJ4rV6C0VCF5P8RihF8Ct0+ncn2mQ/RS2FJDmwmFIUHAKvdvK+nwNMWrq/py/oN8XPpaSoyM280eeJgEeR8z4KneDOHy1SqyFQ5F+I7/YpdBKf1CKGOMiWKLVdiECdVhRVtZaPUR8U6fg1AlVfdbs+xdNYs3b6+BUOYD/EvXkc4sEeGt2zKTplf4C2IHhL+fekqii69mvglKhtD7TJftidqkn9O/ggcCi19LrNq+r3OGzqC+yDCmVtUrq2lX//VkI8jzMj8Od30T1Jb6QREDLA17Z7qR16dkeZQe+5jZ/43JhUobpx2HUBAvDnR2DIItF6sEHVfZxAewqQsbfP9dtSiqACfgM8ydgbtPjgNylfhMj/KLUvj7JHHiTKovP3slifl015TmxE25BPtTNe0B0dMj0F/MY/L+e23UcEgvu1I12PS3VebMQxawbbOrB5KRSUtCHK1louunYC4rZtxUHyrJ06NnGU6eIoYKwNmOrXjkYHa0Wm7iyogHy8P0/q3URg6BNo/3UfCpSYL7oeg+BFJHjxXeuR6vzYyONGA/pYZOwga8JaeQey1hkUmBcB3S+iU7ICwBqMTnLfc+epcCiXQo79k8B1wBHRZJrUQuYLc3Fi2QboRWDPFrRNYR0DlPuCflPVNrRj10QoouNBH7/uPhZ3oIKDOyI+5XfxCG+3d0vkGD/nzkgxbkksYv53f9AdqFW87WB06LLN/7F35uF1VeX+/+ykmZq5bWhaoGnpRAuUIJRBhlYsCM5XuIreC/c6Ig6A4nivA4qioiIgclERUFBRuD+9OCJTKV6GCiW3lZahYOeZDkmnNE3274937WSfk5N0IMneZ53v53nWk7OHc/q+XXuv9a53vetdrjyIpdF4H25TQSwn8fXYZMYXgIlJ61KIJfb+VDmjaQ2wAouCWwJ8LnbPBVi6k7nAG5OW/QD1jNqSzzmD6aTYtUuxdFB7nX6bsMmoEmzz2dXAW5LWIYdOVdiE4Ep6DMYfAqPd9UpsKeted98qLHonVW1+TJ/+ViFcDmwnM3KzFFvOerFrJ6N+MJX6xeSuxAYq/0XWPhyYM+RJ197XJCHfwdYbNlHxv67deAlbjnstcFjs3jlYFNkS4P1Jy74PvaI2owgbGD9MbKNOLMVQ5JiLUvGMxiKS3pD9/5Om4qtumA38Z9fWnYPZIU9gK0YinSOH6lx6HONHuuP48vG06eZlnfmu237q/xWsj442ri7GVqD9DEuPleo+zdfCfjhTscmXFzGn3N2YHf10Wp9FevrrUViA1S5sv6mirPviTvAoJ3gqxp2FVm94aGMh34FKykviAqjkqBQzEo/FnBn/cA185DTO6QSPvpf1O6lq6DGHzh+xmdmosct2guecyQSmuM7rq/H701SAd7jG/A/Y8qzfkjnbfJTr3NaQmeakisxdm1NlDAOvwZz7C4E3YzvVvy92vRZbWtbmOrLatNZRIRVikynAd7DJmGlYtPBkbBC6Cvhs7DvnY47Wm5KWfx+6Fcc+x9vA07Bchh/Nun8atsTu69hkVGRw/gozkscmrVOWvEXYAOXPziCchjnyd2I5sxvdfWMxp/9PnW5Rnaeq7Y/pVQnc7Pq3+qxrC4AH9rfe01gwo/9b7h3qIBbpHXvmTsEGpRcnLe8B6DXc1c9czJk4wvUHXZgT59DYva/HJtnuSlrufvSJR1u9EVsW3YXlmI875s7EBqHPYJvqPo4NTFPVRxeQbtGy6EVY9OxTWc9e9I7NxiYNV2J24xL3/KZSN8/rzFvdsvSswAJ43kdsM1Z37ZuYfTwOmwRtwuyvd8buSaWeTq93JC3HAOuU09GL2Y+RM/W9sfPnYfnb/wrcQsrtLCfbf2CrOle69u/12c8YZmO+jK0cT32KCZ/rDc9sLCenfAcqqS2JC6CSVSE9aUtKsOi39VjE2Gtj1+JO8Hg6lFQaUE62cmy2r8t1uJ8nywmedX/cEX4YFgmyBjgiaV32oedbMOfGIixiPXu555GYE3wVtlw32yBJVcNPz4DyGNdJPes6sxlZ14e7jqwVm9mtTatOhVQwh+P5wD3Ednl31w7BlkcuJrbZjXsuU2cg5tCtAosSC7LO/wxbQTOin++e6AzjzaRseZ2rs3dgTu2LY+fLsdzeO137f0jsWnyyMM39wLuxScLN2IDlDTgnCLb8cT0wJ1unfCrYplI3ub7uBnpvXj3B/R9ckbSs+6lPNBnzMD0RjPe4d+yrWN7GW4HDY9+ZmdY2hJ5J92rM2fYglj5uqauze4jlaMcms5/H8lD+mR47LHX6+axbTOZSbNKy0z2D8VUjAT02STMWPfdr4Nuk1Pnhc535rFuWntXYqrKN2Oq6dmyPjqhvG4eNCdYBf3HP7zNp18vJfhe2Su4DScsyQPpE7UApNh6bkXX9dHqcqe+Pf4/MDSVTZWfR2w4+DZssPNI9b0uwlWnFWfd9D1uRdthQyap666WbVzaWk0++A5VUl8QFUIlVRk+DUOMahN9hs3xdroM6JdYJNGCRgMuAHyct+z70CoDLnKxfdI38OmyGuk8nuDv/SczZs5GsqIq0FuBNmIOjC8tvlW2YHIlt6NYJHJ+0vPuhT7wj2+z0+kTsejTIGU5PdM+/qvNKvmCpkbqccXG+OxfE2pEpWNTVx/qq9zSV2LM2DBtId2EbA78pds8b3HN6Qfw7sevjMMfIA8DRSevUT529QlZuUGxi9N+x6Mc74wZxGkuO//toJdPnXD/Qha0K+jdgJLZc9bqk5T4IPaPoxmp3PA2bwNiL7W0R3+znBGxZ6IeTlns/dRuOpaG5yB3fikWVzcAieO509XgjblOt2HdT14Y4uYZhjqjHgKnuXCNwBTbBdA+Z0amHAIeTH8EG3ulGjw0Syfg2bCl4CxYlfAaZk4A5bQ89j9JtEPQrxtJd3Yc5pWZhq5z2YmOc4e6+ZmzMdh8WCZnKCZmYXpXY+OXXmP24lKw8y/lWYs9UNbbCYIPru+4ic7Vu5EzdkEvnvtqXJJ/B2OcKYvnz3blprv76coI3JK1DIdZbTC7vbKy4bMh3oJLCkrgAKlkVYgPp/8MiJd6IpSr4iOu4XsSc4PFI8PuwHF6pbTBc43Yb8JA7LsI2B1tLP05wbAnQ09jypelJ69GHbjkHXVh+yjYs7UQvxz0WJXhzWjuvHHURdVTTXEf2ArE80bHrldguzlOT1qEQS456G4Y5e7swh/Fh7nxkUI507+HVScu+v7phBv5EZ1R9AcsBuxf4PZbrsBiLtvp1P791KP1EiCes5zAsKqcLc6I2Zl0voWcDzCuTlrc/PWLyNuJyl8eu12Gbgz2COUL+7OqtC5iZtPwHoGe166NagH+NnZ+KOTz2Aj/Aot/fh60ASm30H1nORvd5AhZ5dYJr+7sndrH87NGE71eTln8/dazHNsf9Stb5Omyj4C7MZokiOPtMNZe24qturt2/G2cLunb+WGJO8Ni9YzEHeUXsXJptZC/rrAB0q8Ac3r8kM93VCCyNSydmo5THrpXFPqfSuY+lZVyCjUO/D3wDc4KvIMV5h/ehUzx4Yi42NvsgPRvv/Q2Xq9jddzo2Od9FivfEIdP5/TUn81PYxNLk2LVp9ESC90qHktbiY73hsY2V3WYj34FKSkviAqj0agTfikX+xXcLLwVOwpYFRpHgUSRdXawBSa2x6Br3+NKWanI4wWPXI53qgFFJy9+HTnEHzyG43bSz6nIn8Cf6iV4nZY6QLINqJL1z9R7jDI//y+rIUqVHoZXY81hObHmcez5vomcw1u0ExyIM1gOXJi3/PnSLDMFS1wZ+KHatETgXizLbiC2hjja9fEMS8h6Eftl1NgybIOvAnAQjs+4vdTqnchBD5tL3h7C9LLYDVwJHZt3biEVwPoAtH388X9oSbHJ3kZP9NHqnvJqKTWJ0uefxBiz6L5VL+2NtyHAsQvNtWdffQWyzUteGfA7bnPX0tD6PWToEWITpHuCT7lxJ7Hqje167gF/Ev5e07AWu29uxAfQzURvi2slmzAkeOQ1m0hM4kQ96+Vxn3urm5PwlPWkdp8VlxyI3r3Ht/ufJ2vQ4rTpiAUo3Y47SuAN1KjYGXUGeRYKTaT+eiu39cmzs+nHYmOYZMp2pr8cCSFLVT/eh491YqprvY2kAn3bt5Xn09OvTXL2uA2YnLXMh1hse21jId6CSRyVxAQq1uIbsJznOX4Q5PZrdcTzv1aXO2HoM2+Qn3tik2fmdEdFBj5Mn7gT/z5iu45yxVTLUsh6ATnEd/oRFuKxxn0+mZ9lj5AT/IynLNdyHXvGI9uuxvF2LgZuz7pvhOrKFccMjXwq2EdGprq6mJC3PAOgTfx4fxvYNmBW/ju2q3emexXdjjtVHnTGSOqMKS89ycta5OtdevDbH/VVYZPiNwHzXVl7trqVysLmfdbaHHE7w2H2pqjt6nN+lWCTSXODL2DLxLsxpMKOP73bnnycPjGJsQun/yMyhnx0BMw1zKHSS4k3PstqQp7HI/I+S6bB6K2afXOHez2lYOq9vpFivoI/P/40tM57ojuN6/glzIuwAvpS0DoWoWx/6vhdz4CyixwlejDnB/+bal7Wu3Uml/ehznfmsWx/6Hoqtwu0CvgRUZV2vxTbA7MKlN0h7wSaVHgbujZ2LAq6OxFa2vgh8MGlZD1CvEqfXQuCZHLpFY5oF5AicSFu/liXbh7FJmFPpsb/e6J67r8Zlx1YfPx29i2kvPtUbntpYTqaC8B2o+FMSF6AQizMwvgz8IMe1E1zjd4k7jufrPQpztO4F7klaj1f5f5DLCf5519j/0TX4w5OUsR/Zo1npCmzm+UngK87QWIrNrl+MW36L7X7cijnlJicl9/7q5T7/GIv0+B4WWbAbi3IcEbtnBrAJG9jMSVr+A9Cz2tXZBmxzkS3YDPshScv2auoNcwA/h0VCvzX7/XFtyc2YUdyG5ZX7GimLRnVy1mATR08Bp8SuTcCiWqbl+j+IHY/Dlu1uAyYlrVM/uu5Pnd3untMrSH+uxmjwFW3ifA+xgRbwfvf83U2m0zh7o8hUPIv7oe892IR0adb5XPs+3OX67n9LWu5+9BmOOfTvw6KrSnPc80N6HI2rsYFn6gZkTtbuPLvYpGd8w71/xhw5D0ZthHvfjsbS1LwNS6s0l9gmWmkphaBb7DieNuL99HaCB+7Z/SjwAWIraZLWpdDqzEfd9qF3o9NhHbbhePZq1nosjWWqnsU+dAlc/f03thKrJnYtcjhei0WoPg28NWmZD1C/bzvZdwDHxXSOnt0oV/Eq4KSk5T0AvW7Exswj3PERTo876RmHxtPw9OrX01x8qjc8s7Giuoh99tZ3oOJXSVyAQi24SAEs79GVsfM12JLpXWTlr8KWgP4Wi45ObcS3k7WvTS3js4TxXYAfdA39S5iz+ISkdehPfiyS/XhnsB+VVX9znTF8Yuz8+U7HVNZbVgc2HhuMnOOOy7CNKTY43eId2WtcZ3dE0jrsp54lmGE/DxuU/TOWn7cDczSm2sHYj17FwB2ufg6PvVvjMGN4XOzeG5xx9RFceqE0GleuvWvHJshe686NxYzgGbH7AnomAeKRLrOwvHlvGyqZB7HOfuLq7D1Jy70fepVhDv2/Ao/mqKP3Ol1+TcwJnm/F9QHzgAdi5+LtaBW2oivq66dgkY5dwLtTIH9VjnMfwRyLU2LP40zgX3ApDNy5jwFfxyatU7mZW0z+Kveezcc2Fr8wds9/YqkzVmGToN/A0mk85q7/yB1XDLX8hapbTP5KYnmjydxI9n1YxGMLfUxw6nmUboOgZynmvDkdODR2fjQ2Wb+aHE7w2H2ps7P6kPNz2Iqld9N7cvdmLGf7amJR4mkrZPbFcbvwM9hE9G+Jpa2hpx87HrNfWzsPEAAAIABJREFUUtV+9KWjKw8Df3HnJmHO4F/Rk1f/E9gKvNQ/fz7VG57bWDnqazye+g5U/CuJC1DoBYsU7gJujZ2bjQ2sdwMfx/J/vwGLNPs1PY6E1DWG2XJhzvoTgaP7uB7pMsPp+0r83jQW16g/jTm0/xg7H3VSNZgj/w99fD+VTnAn20+cgfEQMWcwFu3+LteRPZLVkeVFNAGWZ7ke25jupNj5EmxTlQ7gs0nLeZC6lbg245vuuAhzvv0dy4s9H+cIxhyvt9GTWiN1ke/0Xsb5sGsHD3VGU86NUsicYDsMy2/+kaT1OYg624CtUnhrrM66DeG0F2wg0o45PKrdufhg5t9cvT5EnizFdXIPBz4ZtY3YwLKTmKMndu8sbIXQ2bFz07AImWlDIW8/ejRjKbuass5/E3jJfW7EBp1tWKROF3B/H7+XVltkOLbU9m9YBP4zrp3/Quye89y1XZhT9f9hjq5yLLLzDvpwaEm3QdXvw+6Z+0nsXNwJ/lV3fQF5MpHmc535rJuTvRrrr5djq9M2Y31ytAqhEbOzVjk9y5OU9wD0KsXGaZOyzv8Bi9L8F9z+TcB0bBx6JubY6iKF4zUyVyOUkBXYgq3A3oqNp6NNdQNSvhKNPlL5YXb8esyfsAlzfte4a+OxMc+NpHhyybd6o0BsrJh83voOVPwsiQtQ6AUYg+WO6wJ+Fjs/C7gVcyLsdcbWE/SkK0hlTlsynds/xozgdmzG89t93HcEZgi3EYumTmvBojXvxhyICzFHW0YEKhbdstLVbyrrKodeZdiypS7XcR+TdT3qyFZjS7jq3fnU64elHXrM1dmL9N6wtBSLbNlEHjnknOxFwAhXJ78GPoUNJPdiudgudsbHnfREHBTRs8zuUlI4KUOPE/xcepzg/+k+fwozhq/EjP8vYhH8r3PfKcEM/m1prM9YnS3EBivxOrsBc/5sdOeKs76bKic4fUfs3O7q6gagLsf1j7g+LXXPXj+6ftLpNNMdH4+tKHkJl+PVtZPHYRHw9+eov8RzE2N7H3wqR/29CbM1Wpz8bcAlWAqXj7j288QkZD4A3eK2xZlYjuHJ7ngqZpd0kZVvGFtdUu4+j8AmCbeQ8GRFoeiWQ9dGemzj22PnIz3GYynntgF3Ji1vIdaZz7plyVuB2VcPYyvTXoft/9CF2Y0jY8/s49ik6Oyk5d4PvaJ0gGudLj8Ajo/V0e/d+b8Bf8Y2LH0as18+hK10HZu0HrmeSafb3Vhf1oqtrH5H7L4vYc7UX6X1ucull/ucnWLoZGxc0wk8HDs/GnNMvkyK02/6WG94bGPl0NVb34GKvyVxAQqp0McMnjM0rnSNxx2x81XYLOI7gXNiHUSqHCB96HQnFilxPpbnb67T75b4/wc2e/sOLKfja5KW+wD0mw7c5HS6wp2Ld3JXY06RnBvXpaHk6nywnZs/7/T6Ls5xFbtejkWpvkDWzHaaCxad9BksunYLLgI8y6h8DzZZk+rnsJ925M3O+HgBy7n2uti1O7DZ+bgDshhzTqbGiCRHiiT3+U3umXwZix77K/C803WBMyYfztLvQ7jNhNNa9rPOUhv5EeuTeqWgcce/xiaVvk1uJ3j0vXxygj8G/C12fA4WvdiJRQjOd/3Z06Qsv34OXcqxlUynueNRwIXYAPRKnDPEXbsI29ioKWm590OvCizH5m3Af2Vdm4ilW+giMzo1qqu30bNpX+o2rvZRt77ef8yheCVZTnB37V2Ynfm2tL5fPtdZIegWk/dizMY4NnYumpi/OOvesZjjP+3P5DBswuJ+p9+XsAn4+8ncd+XT2MbV9wPfoSfI5zdYv1eXhPz70K0S21tlHrZS5NNYn7wa+Hjsvi9g9skDwPik5e5Hn7gt/HWsz27B7MMoEvotTr/nsECRrwL3YquqU/tu+VxvTlbvbCwKyHeg4m9JXIBCKTGjoRyLHrgImEPPMqW4of+zfn4n1UaVk/GjWGRj1OBfiqU3+W+n3w+z7h9JCtMwxP+/6XHUxDdjmoLNTndiEZyHY5ERx2KznL/J1VGkoWQ/R1kGVq0zsjqBq3DLH2PXy8mTjYqwyO5D3edq92xuwJxU5Vn3vgdbRnhy0nL3o0/UjgzHNvv6NLYUNYpAGufepyhFwzD3nD4DXJ20/PvQLRoUlzgjcYI7zk6H8r9kOoqzna6JR9j2oZ9XdRZrG6uAW7AJiCXY4Cu+/0EuJ3h3u5rWNjImfxkwJnb8JmyZ+xdj545xbcsDmFPus7F3NbUT1k7updgkzElZ16JNz0qwaM5HsT481fXlZJ6B2SBdWB9dlNXHTaRnBcw3sr47zdVlKnNT+qZb7D0pBSZjkcTVsf5gDGYbd2KOuGMxG/oR4IbY76TWNvatzgpFt5ic12KOuSid13ucPp93x/XkiNpM+TMZuPb8NbFzb6Zntd3psfPxSeujscmObaQ09RDwLWwCenKsffki5uD/dzKDlb6NTeCkfhIec5quwlZ2/hcW/PEK8D53/WxswmkZNsb5MX2kC0xj8bHe8MzGym7T8NR3oOJ/SVyAQihkLu35m+vAurD8eEsiI4JMQ//WpOR9lbpWYLOAn3THH8Oc3/+E5e/9o9P9hiTlPMB6q8KW99yHzajHHR9H0LPUfzG2TPBRLEowGsClqoPO6rAuwwYt/4OllIgcVOVYFHsn8LXsjiwfiqu3e7GcZFGURCW2zGyrMxBfiw3QTnPHj6StvnLoVY1FCazFNoTcgUVQzc66r8bp9bhrdyKDMjXGFdBALC+hk/kvTp9WbCOtN+KWe2JRLl1YhEi0MWbcKE6Nbr7WWVwe9449j6Uy+bFrS9ZgE4Dnxu6/C5tc+hE5NgZKa3Ht4POurl6POekqsOW3LVG70s/3U+sAicl4suuvNtB7gFaHpeN5DJuQiZ7HtLeRAXCqa0u20ZMaKd5WTMQmZ54kayImzfXmk25k2sb3Y46CLmyl1uX0bOLW6I43uOubnW6pTgnoY50Vmm7u738BS9znf3bP4OfccRE25vkVsfy2aS3YhO7Jrs6exk3uxtr2KNCgO2o19t3pWNT4c8Q2Ik9Ql0aycsa75+svwM9j596DjWU+646ryNyXKvUr0bAVjS8BZ9ATFHKaq6svEwv8wNnUpHTyvZDqzcnnhY1FgfgOVAqjJC5AoRTXKPzNGRVnY7m5LsVyY6/H5b7Gls9FeQ//M2m590OvXsYrcBQWDT0RW+5yKT0DlbOwGesu4Oak5e9Hr7iD5zlnKP4Kc8i1YpF+k9w9kzEDuQu4B5vxjQZ2qYpGJXPgcQ/mrHrEPZtdmCNrVkz3r2ETGNfiVivkQ4nV233Ae3EDaXctcoJvwAZsL2GbxMwlvZMW2bmVH8Y2hazDJpcexpz6p8d0/B02KXM/KUzFgOVw3QZcgUU9l7jn8DFnUH0ai2RZi0XURkb9G7HJw4WkcAOmPnT1os6ydCrCIr+fxCYCozbvh1gewwvITGlzPzYBmmpnVZaOo7Hcml2u3f8BNugciUW1fzd2bzE9A9PU6djXc4QNPF+LTbqsx0Uyunfy05jN8ktSGtG+D71OpWfgmWvC7NA8rrO81c3JH7UXlZgd/AAW2T0CS1P2kusHIid4BRYk8u9YpGoqUwL6Wme+67YPvWe5PuD3WDTqZ2LXjsL68uvSrhc20fQUNgbb4vq0U921YWTuuxLZWMfEvl8EnAAcngJdpmCbkWY76YdjQUh3uuMLyJywKMWiUy8ltgo0D+ruRmz14wh3PAmzQX5Bj22cMX5Jo04+19s+2se8tbGy/5/x2HegUjglcQEKpQBvwDYMOZOY4Q7MxqJdniUzHcr709gIZukUnw08zhlG8Y7pTCxSJ56u4FIsevMK3O7paS2YQ+MOzDE6OXb++67Bj0c4TsciIDuBD2b//6StYGkKVmKGfRE2QXMmlrf9aVxeNcxZdy1mMDckKfMB1tvt2GBsUux8ET0TG5XY0tvn3P9DTey+VL53Tub3YJMt78zSd6p7TpfhZtyxiNWPk15HQQM2qbQD2wTm9c6gikd4VDi91mK5lqP6+ycsD3hq3zGf6gxb2hhknRuOGb3fip17l2sDPxO7Z1zsemoHZn3oXYptfPlTbHXWr7BVW9/EJqr3AOckLed+6BFPwXYWFnF0HD1pd/oaoI1190X1lqr37QD1yumYiz+XaSo+6ubavHge5RJsVcifcGnwgJ+79v5xrG/4IrEN37J+T8+jdBtoPUvdczoLm+gchtkht2Ab1s1191ViE9pPYv1gKldrxesP+H+YzfEurA/bAqzARXOT6QRPtY2F2Y//6j4XkxkB/VNsLPMpbMLi87Frx2Jjg08nrUM/usXH1pHD+y/AX9znKdjY+i7cijrgc9jYNJXPn+/1doDtY97YWDn09NZ3oFJYJXEBfC3ZjRjmbOsCRrnjaKZ2GLa0czdwRo7fSYUDZB+63uEMqd2YI/8Ud36W0/ndrvEfiRmR3yIr/3IaCzY4a8E244jq611YZETk4KmK3T/ZdeC7gcuSlj9Ll+xc5r/DollKsu47GTPyb46dq8qnDgwbwPwd24ijz8EXPTnB2zBDP/q/SZ0B4t6f69z7tBs4O9I1khnbcHYH8M991X/aCmYM34ptbPnfwJ9i18rc3wpnXP1PH7+RVt28qDNsI+ZlxCYB3fmR2KakX3fH2RE7FVgUyAVkDnLS7gAZjm3OFvXVk7EI1SvdtfOxAcB6V6/3EcsRnrYSa/urXTv3spO9DYvWj1KwRQO0xzAH5BlZv5OqensVes1OWvZC1M219c9ieWuPdedqMJswChqIHCATMNv4Baf3l4mt4kpj8bHOCkG3LD2rsZUIUZrKdVhO2zFYBPtPMMfcfCw6egEWlZv21VrlWKT6L+PtOrYX1RL3nsWd4H3m+U1bwez9J7GJ6igSeoLTq4vMCfoZ7tmcl0adcvy//wL4qPt8OWYrvg+bYPo1PUFzh2MThz+kj8nCtBUf6+0g2sdU21hZunnvO1AprJK4AD6WWENRjotyxpZ2dgEfiN0XGU2Hu2sXJC37Qej6GddhXYhFLj4JbATe7vS/BXMYP+6MxS24dC9pLLG6K8ZSNOwBLnTn/pVMB085NmC7IPb9iViUxSbSuTv6NPd3CfDbrOcwcHr/FIuMHp20vAehX7EzovYCF7tz2Zsk1uGijF0HfYmrr7+TouiJbFmw1Av3uGcwnnohcqg2YI7kVE2+7Es3LM1EtEnWP4CJsWuRE/wLru0Yl22Qpbn4UGfYRmVXuM/xVRRlWOTb/cAHnY6fj12f6dr9DyatwwHq+yN6HNvRwGW268fe7o4rsMmNDdgeA6l+FjHH/QLMuRM5Op5379Sv6EnBFgCnYLmYf5+03IWql6+6YZF9z2NRqMe7c2Pd+3QO5vw+BxcggU2g7QS24zZ6S3Pxsc4KQbeYfn/HVqH9G/BWbLPHLszZ2OjumYVtQvhVbHI3Vau1cuhV5PqyTszuPyzreuQEf56e/i71NhY9dsZI4LeYc/hizLFahI1BF2MR7tdigVrPYCkbUjVhga0mGJV17uOYE/V09069Bouw7QAejt3XiAWR/IOsIIU0Fp/qLUsv39tHr30HKoVXEhfAt0JsGQvwGyxy7FhsCflT2OZgZ8fuLwbehEWUnZaEzAeoX/YM9XeBT8WOp2IOkVewDesmYk7yB4GfsY9Nw9KiV+z8/2LG44cxQ/g/YtdOxQZy/06mQ28CMDZpnXLo8jXg/9zn72BOnqhTK43d933XyVUMtYwDqOuT7n0b7Y7jObQ/gC0nHOuOh2NRCMtxy7eSLvQspyvCnPTVsWfrT+5Z/GTWd07DHHL/lrT8+9At174BdViOw8iJWp11/euYgZ8Pm0x5VWf0DIbLMOP+nNjzeRaWx7wL+FLsO9OwKJcH+mpb01wwh/6Tro38MrZE9YtY9Eu0oe4wLO1X1OenJnqHzBzLgWvv7wMa3bl7sAHmD1zd3U3PpGARcHQa620A9DomjXoVgG7xlVdR6rG5wHGx8//p9Itvivw9bKLpm2nUzfM681a3PvS9DNvv4bis8190+n21rzY+rXrS42w8E3Mg7sU28cwOCrkQc/5vIxaAkMaS6/8ai7z9KRawdAk9Drkj3Pn7scCk/yBleZad7BuBn8TOvQFLm/dZMscu78F8CmvctW9imxBuIpZaKo3Fw3rz0sbqQ9eC8R2oFE5JXACfCpk5oI6nZ0OYudjyudOwJXX/hznhRmMOhMewzR9SM4DuQ794XrKTnT7XkbXrO+b0ftDp/tbou2npuPqpt+HY4OxzmMO7GnOMbnQdWLTUP8rf+7+YYyvqBNNef1/EoqmmY8shX8ZmqOMRt4dgG9X9d750Ylj02IeBj9GTZuIj2AY//0WPE7wIOBKL8Pk1mYPy4aQkYj/2PFU7OecDq7EljjOAUcAf3DN5LTbR9C+uHXkqzUZVjnft89ju9tXY5mc3YxEu/0HPJrPNWATIvaQ4IsmnOiMr3YCrrxOwCJdl2IqmwJ3/OJaP8iHXXn4Di1RaQIojdrL0i9qQT9CzKWkNtpv9Nmzp7R+wibN/zfH9VOjXR73VY5O0n3fnfoxNJkWDsVuxAejPgROkl3QbBB2jdr/YtSMPYkESj9CTDuUDWDTgW9zxdMzGek/adPO5znzWrQ99o4nqr2B9dpSOIe7Y+Zm7Vu+Og/jfNBYsqvgm4Dx3fBqW6qQFaM5x/8Wu/lJbX/SsnMtlP9Zjq7c6MGdqvP7Ksn4nFTpik+h/wuzAaLPfb2KR36tibWFclznADdj47UlsjDM1aV0Kpd4KrX10MnrpO1Ap7JK4AL6UmEFUjS3f+T22M/ifMafHI1geuVNdp9XlylrM+Z0XjgIn4y+xwUukw4+zDUHMCR7p/sakZd4PnaJ6W4U5PHZiExXnAHdiTvC/YBvDfNXVYQuxgV3SOuzHszkMm529xx1f6DqyViz66ivYLPVWUpymJke9LcJm2vdiky7Xu2vfc3W5AHOOX+8+x+utO6VDmgo2eHkOSyHxJadL1G6chG2C83t3vAcziG+mZ+l4mp/H7HdtBzYweyOWduhmp9cK9849iuXVy9jhPm3FlzrDDPrLgO9F/9/YCqXvYcbvY67uoonPSmwi93FXrw9gK4NSFbGzj+cxuw35Yez6m7Gl8NFE6Dpiez+kpeSotwCzL76N7WdRik3GvAS8kx5Hz0VAu9Ptq0nrUSh6+a5bTMe4bfwc5vB5FIvu68ICRI7GlvI/jtmW853OT6et/fC5znzWrQ99qzCb8Av0bNg2I/bMRo67851upyQt837qVY3ZuY9hey4VYfb/adgE9jNkRbpnfT8VtoiTZSbw77HjWvq3H3+E2VcfIuWOOCz96bP0OE6vxRza893z9tPYs5idczna/DJV7aPP9VaA7aO3vgMVlcQF8Klg0S33OoNqAj0Om89iS5YewSLBq5wh8n5saVrac8jFl2B9AVsm+H4sV9cibLa6Vw5bbPOw35DS2eksve7AJiyOxwZir8ecbsuw5WifxAZqrdjg7UZS6uAh91KzYle+6gyQKP/mG7GNVtqwFCD34/IA5kPBJl/ud/V2BJZLeiNwi7v+IWwQ0I4Z/bektd6y9LoWiwyeEDt3lTOgPuaOm7EcehuBS2P3lQ2lrPupz77etUecHudg0RTfd7re69rKouzfSVvxpc6waOgrsWWOP8cM3b/gcodi6U0exyLiXkfMWYClsonXdWoG0v3om6sNWYdFskS6HYo5+V/G+r/U6dVHvd0HNMXueScWaTU5du7jwDVYPtvUvV++6uW7bll6RrbxM2Taxp9z7UhkG0/Glljfi024pS7AwOc681m3PvS9lZ7gpGOw/Th+iPVl8bSG78fs40lJy7yfdTgfm4ieTCyi1l2PIsGfIXckeGoCQjDH288xG+r97ty+7Mc64HYsiOmTZDmO01ScfnPde/Ygli/6EPc8/i82IfOJ+P1RHZHiVQi+1pvv7SMF5DtQUUlcAJ+K67gWA1e743iKhc/REwmey+hIjYHfj37HY7lRPxQ7d7gztpaR2wmeuk4sS74qLB3BNcC7c9Tn/2KRFNHytOwNZFJbb06vQ7LOjXNG1Y1Z58cTy1uc9uJkPdcZI+fFzo/AUjBsBm6PnZ9ApmMutUaIk+++LPnf6dqPaDPCGqfrNMxZsA3nZE1r2Y937RFsWV0V5gT/NfBQ7J5URn77WGdYGq+bnPyr6L1BU+QEX4VtENnrfSKFA7Ms+fbVhmwA7s76TgWxfT6S1mF/642eSfZTMOf+99zz2Oz6uG/EfiN1baOvevmuW0y+Bsw2/pY7jtvGn6cnEnxKju+mTjef68xn3WLyRbbIN4nZIth+RXuxaNQZ7r6Z2Equ35NyG8Tp8C5sknZG7NypWBqDL7jPp2NO8FWkfONEzBn8S/c8/ju2umxf9mM1Fnw1l5TaIfQ4sCdgm/zuAt5Lj5P7MHKMrfPhGfS83gqhffTWd6CiEpXEBfCpuEbgRTI3s4g73R7EZjvvA45MWt4D1O2jrsFvAy5w56LlgYc5A3EZ8PGkZT0AnQJs6VIXNmP7dnc+nuv8bGeYRLPY8fpMZQftZHu302uBMzzq6FmO9UXMQXxa7P7U6tKHflG9tQFnuHNRVFkt5sDaCNyVrVvadcWiJxYAv3DHkSP1c+64FEux8R/u+Hhso5guYpNTaSoH8K7txC2bxByRkbNRdTb0Ov0Ky2O4DfhpvC7d32ijy+XAOUnLexD67U8bsg64K8d3U+f83le9uWs1wE+wTbM2YwO4BaR8QOazXr7r5nSIbOPbYufittRD2ITT33Gba7nzqW33fa4zn3VzOkRt/x7g3Nj5BuBTmM2/CVu5uxTbQDLVKdhiOlzm6mQcloryy9gKyCVO5yeBsVgE7j1p7stiOo12sna64o39iG3wvgZLm/ECli4vetbiAWZ5M7b2vd58bh/x3HegohKVxAXwqWBOjruxZTHxBqIImzWM8h6uAa501/Ki8XAG00+dIRWfyYw66sOwWc5W4MNJy3sAeh2KLYPsAL4br7OYXtuJLUPLh+Kexddg+cvXYvltr8E2gTwGc+x8xt2begO4n3rbG71L7nwUPVHrDMsu4Kqk5T1A3YqwpYB/xwYvXVgapSjC4AQsPc8Vse+chC1HS2W6oaw629e7dkXW91I94PS1zrBlqlOxjY63kGXou3uOwvL0/i5peQ9CPy/bkH3VGzagea97Pv8zpm+qB2i+6uW7bk7OUmxFzz/obRtXYKtJHiXlm/AVSp35rJuTM972fzPH9elY+rKrsVWvqU5TmSX7DMyB/wKWX3qjq6tKZ3N04fbviH0n9e+ceyZvd3Xmjf0INLl37QQspegLwMlkOsEfI8/G1j7Xm8/tI577DlRUopK4AL4VZzi1YY7u02PnJ7tzR2JG/ktk5WZLe3GN/q+cAfWB2Pmoox6H5Z1LfZ68HHrd5fS6JOvaya4T+GDSch6kbpVYFMhP3DO3G0vH8xyWu31E0jK+ynrL9TxGxkY98OF87KSxQcx2p9sNsfNR1O3D2XqRojzS+6iz/XrXyJPJwQKos4Zchj4W3fMDZyyndrCyD918bkP6qrd6bA+L0ti5vNHPV70KQLe+bOMp2B4Dx9GzuiRvdPO8znzWLW6L9Gr7c9yfN/phju7/wlbuHhPJj6X8WkI/G2CmueCx/ehknokFUWQ7wZvIw7G17/Xmefvore9ARSUMw25jUwwgQRCcjW2g9QoW1bIRMzx2hWH4miAIvgG8A3hNGIY7kpP0wAmCYDTWsJ+HLd2/xZ0vDcNwTxAExWEYdiYq5EGQpdcNmMOqHLgEKANm5qNecYIgOAbL7XUxFgFTBIwPw3BFooK9Cvp5HkvCMOyI3Zd3z2UQBHOwDRP/gUUPRzPzncApYRh25Kle3r5rHtfZIcB/YLkcH8Y2CvsyMApL59UZBEFRGIZdyUl5cHjehuSqty9h+Tkn5Zs+Eb7qBd7rFtnGm7H2cSO2BL4dOMG1I0GYZwMTz+vMZ936avuLgDDfnsO+CIKgBJtouglLN/GmfOyrwXv7McAiwW/DbMcLgQXObhwWhuHeRAV8Ffhabz63jxE++g6EkAN8kAiCYDq24chrsKU/i4CLMEfIg1juqAvCMNydmJAHSVZH9oEwDG+NXcu7wUuE0+t64HwsZ/G3sE06PhqGYXs+OkCgd50EQTAN2whnbhiGS5OTbGDo73nMd4IgOBa4HIsiXoW1I18Pw3BvPhvEvr5r4HWdNQCfwC0Jxza1e12+OvXjeN6GeFlvvuoF3us2jR7beA+2Adp7XPuYt7p5Xmc+6+Zt2w8QBMFIzMn4BmA4cJJ71/Jywhoy7Md3YM64b2AOxw970I5ETvAfYelPzgnD8Kl8HltH+FpvvraPvvsORGEjB/gg4mbdS7ClL21BEIzANhV4O3BqGIaLExXwVeA6suuwHcf/LQzDOxIWaUAIgqAR2xn+ImxTjp+586VhGO5JVLgBxAdjKo57Hm8A/hl4WxiGv0tYpAHDGcRFcSMqn42qCJ/fNY/rrBqLADkMeNhFbOatUz+O522Il/Xmq17gvW6RbVwBbA7DMPRBN8/rzGfdfG77zwauxNJqfCDfJ+IjnP14NRZ5e24Yhve58z7oFmCpQb4LXBiG4UsJizRg+FpvPrePcXzzHYjCRQ7wISIIgjcAXwNGAv8UhuH/JSzSqyYIgjHYDO41+ezMz8Z10Ddis9QfDMPwJwmLJPYD9zx+FNvQziujw1f0ruU3Pjj14xRKG+JbvUX4qhd4r5uXg2rP68wr3Xxt+50z9TBglZto8qbegiA4FItu96rOIoIgKM/HVeL7wvd6A//aRyF8Qw7wISQIgg8CD3k2m+tlI+9rhHuh4OPMu6/oXRNpRG2IEEIUHr62/fmc9mRf+FpnvqN6E0IkwbCkBSgEouiWMAx/nLQsA42Pzm+AMAzXB0HwSWxzpqeTlkcrug2EAAAgAElEQVQcGDKo8ge9ayKNqA0RQojCw9e231fnN/hbZ76jehNCJIEiwIXoB18j3IVIG3rXhBBCCCGEEEIIMRgUJS1AnCAIzg+C4PtBEDwaBEFrEARhEAR3Ji2XKFzkkBNiaNC7JoQQQgghhBBCiMEgbSlQvgAcC2wHVgFHJiuOEEIIIYQQQgghhBBCiHwlVRHgwCeAKUANtkOwEEIIIYQQQgghhBBCCHFQpCoCPAzDh6PPQRAkKYoQQgghhBBCCCGEEEKIPCdtEeBCCCGEEEIIIYQQQgghxICQqgjwgWL27Nlh0jIMNNdddx0Al19+ecKSDDzSLf+I9Gpubk5YEiGEEEIUMrNnz05ahAHHd/vRN71AuuUjhTCe8bl99LnePMbHNA+D6nvs6Ohg9erVLF++vLssW7aMlStX0tHR0X3fqFGjGD9+POPGjeOss87iyCPzdjvFQX1GvHSA+8zcuXOTFmFQaGlpSVoEIYQQQuwHPg+o5eDJP2Qb5x++1hlIN5EuVGdC5CcLFizghhtuYNWqVXR2dgKWJrqxsZGmpiZmzpxJU1MTTU1NjBs3jqqqqoQlzg/kABdCCCGEEEIIIYQQQoiEKSoqYuPGjXR2dnLUUUfx8Y9/nKamJsrLy5MWLa+RAzzP8DXqqrm52dsZap8jeIQQQhQevvbX4LduvuKrbewzPteZz6stRP6hd02I/KS5uZnbb7+da6+9lieeeILrrruOE088kYaGBhoaGhg1ahQNDQ1UV1cTBD5mlhkc5AAXQgghhBBCCCGEEEKIFNDQ0MDVV1/Ngw8+yK233sodd9xBGGamHC8rK+vlFI/+RqWuro6ioqKEtEgXcoALIYQQQgghhBBCCCFESgiCgDlz5jBnzhz27t3LK6+8wqZNm9i4cWN3iY4XLlzIpk2bunOGRwwbNoyRI0dmOMcbGxs599xzqaioSEizZJADXKSClpYW7zaeAv+XsAqRJnxd5qklnvmJr88j+LdRJPirm5aKCzG0+Nr2qw0RQoihJwxD2tvbaWtrY/v27Wzfvp22tjba29spKiqisrKSrq4uSktLqampoaGhgdWrV7Nly5bu39i7dy/r169n/fr1Gb992GGHceKJJw61SomSKgd4EARvB97uDhvd31OCILjdfd4UhuGnhlwwIYQQQgghhBBCCCGEOAj27NnDs88+S2tra4ZDO9vBHf+8d+/efn9z+PDhVFVVUVVVRXV1NdOnT6e6ujrjXPZxTU0NI0aMGCKt00OQnUMmSYIguBL4cj+3LA/DcPy+fmf27NnpUWqAUASPSCOKchFCvBp8XP2j/loIIYQQQohe+Lhb4wH5Hu+44w5uvfXWjHNFRUW9nNWVlZU5Hde5HNrFxcUDqlDCDOozkqoI8DAMrwSuTFgMIYQQQgghhBBCCCGEGBDOO+88qqqqmDdvHgsXLqSrq4vGxkZmzZrFGWecwdSpUwkCH+cJ0kGqIsAHCkWAizShCEchhgatSBBCCCHSj6/9NfhrG2s8I4QYAHz07B6073HLli389a9/Zd68eSxYsICuri6OOuooPv3pT9PU1DSQMuYTg/qMFA3mjwshhBBCCCGEEEIIIYQw6uvrectb3sK3v/1tfvOb33D55ZezcuVKPvjBD3LnnXfuM/e3OHBSlQJFFC4+RhVAT2SBEGLwmTt3btIiCFEQ+By96ZstogjH/MVH2zh6HtVf5x/Nzc2qNyGEGATCMKS9vZ2xY8fy5je/mbvuuouf/OQntLS08J3vfCdp8bxCDnAhhBBCCCGEEEIIIYQYBLq6uli3bh3Lly9n2bJlrFixovvvzp07u++rqamhqamJ448/PkFp/UQ5wPMERfAIIYQQQggh8h2fV5ForCaEEH1SkDnA77jjDubNm8eKFSvYs2dP9/mKigqOPPJIxo8fT1NTU3epq6sr5I0wB1VxRYALIYQQQgghhBBCCCHEALJhwwa2bNlCR0dHxvldu3axePFiNm7cyLJlyxg1ahQNDQ3df6NSV1dHUZG2bxwI5ADPM3yNmPA5WsLnHI6+6QX+P49CpAmf20e1I/mHnkchhgafc0lrrCaEeDX42IZE+Nz298cVV1wBwN69e3nllVfYuHEjmzZtYuPGjd1l06ZNLFy4kE2bNtHZ2Znx/WHDhjFy5MgMp3i2k3zkyJEUFxcnoV5eIQe4EEIIIYQQQgghhBBCDALDhg1j9OjRjB49us97urq62Lp1ay/nePT3xRdf5LHHHqO9vT3je0VFRdTX1/dykGc7yktLSwdbzVQjB7gQQgghhBBCCCGEEEIkRFFRESNGjGDEiBFMnTo15z1hGNLW1tZnJPnKlStZsGABO3bs6PXdmpqanJHkJ5xwAg0NDYOtXuLIAS5SgY/LjqFn6bGv+LqMyffn0TfdtMQ/f2lubva2HfFxCauvbQj431/7jN61/MFXvUBtiEgnPrePvtr9vtrFYuAIgoCamhpqamqYOHFi9/kwDNmxYwebN29m8+bNrF69mhdeeIEXXniBl156iY6ODlpbW2ltbeWll17K+M1Zs2Zx5ZVXDrEmQ48c4EIIIYQQQgghhBBCCJEyNm/ezNq1a7ud21HZsmVLxnH2RpsAxcXF1NfXd0eWRyV+bvLkyQloNfTIAZ5n+Doj2NLSkrQIQnTjc1Qq+NuOCJEmfH7PpJsQQuRGbYgQQoiBZNu2bVxwwQU5ndsA5eXlTJs2jVmzZjFy5Mhezu3q6mqKioqGWOp0Ige4EEIIIYQQQgghhBBCpIiamhq+/OUvs3TpUtauXdtdNm3aRBiG7N69m2eeeYa///3vNDY20tjYyJgxY3qV6urqpFVJHDnA8wyf83gJIcSrwdf20dcch77j6/MIfufv9U0333OlCiGEEEL4TBAEnHrqqZx66qnd5zo6OnjllVd48cUXef7553n++ed54YUXWLlyJStXrsz5O+PGjeP2228nCIKhEj11yAEuhBBCCCGEEEIIIYQQQ0RnZydtbW3dm1PGS/b56Hjbtm3s3r27z98cNmwYNTU1VFdXU1tbS3V1NTU1NRxxxBEF7fwGOcBFSvA557LymwsxNPjahoj8xOfnUbqJNOFznfmqm696CZE29K4JkS7mz5/PbbfdxrZt22htbWXHjh193ltUVNTtyK6pqWHUqFEcccQRvRzbUYnOl5eXF7yjuy/kABdCCCGEEEIIIYQQQohB5JVXXmHjxo3dxxMnTuTcc8/l8MMPz3BsDx8+XJtXDjBygOcZmsUVQgghhBBC5Cs+75Hga779lpYW7ZGQh+hdEyJdnHjiidx1110899xzzJs3j0cffZSXXnqJm266iWOPPZbTTz+d008/naqqqqRF9RI5wIUQQgghhBBCCCGEEGIQKSoqYvr06UyfPp2LL76Yl156iUceeYR58+Zxww038P3vf5+jjjqKM844gzPOOIPRo0cnLbI3yAEuhDhofI0qUESBEEODIsqEEEIIIYQQhUgQBEyaNIlJkybx/ve/n2XLljFv3jweeeQRbrrpJm666SaOPPJIZs+ezT/90z9RWlqatMh5jRzgQgghhBBCCCGEEEIIkRDjx49n/PjxXHTRRaxevZof//jHPPLIIzz33HM0NzczderUpEXMa+QAF0IIIYQQQgghhBBCiIRpb2/nf/7nf3j00UdpaGjgE5/4hJzfA4Ac4EKIg0absgohXg3Nzc1qR/IQX9NfAUrJk4foecwfIr3U7ucf6q/zE9WZEPnJfffdx913382oUaP44Q9/SH19fdIieUFR0gIIIYQQQgghhBBCCCFEofP617+ec845h02bNnHZZZexaNEiwjBMWqy8RxHgIhX4uBEa9ES6CCGEEEKIgcfXCMeWlpakRRCiIPB5FYnPq3+E8JnKyko++9nPcuaZZ/Ld736XSy+9lJKSEmpqaqipqaG6upra2lqqq6u7z/V1TRtn9iAHuBBCCCGEEEIIIYQQQqSEmTNnctttt/GnP/2JjRs30traSltbG9u2bWPVqlW0trbS2tpKR0dHn79RXl7e7Rjvz1EeP19TU8OwYf65i/3TyHN8nqEW+Yevz6OiJYQYGnxc/eNr7l5Qfy3Sia+2iM/4XGc+t/2+6VYIOel9ftd8Ha/5WGcRPr9rg0lFRQXveMc7+rwehiG7d++mra2t2yEeL21tbWzZsoV169axcuVKNm3atF//7vDhw6mrq+Mzn/kMxx577ECpkyhygAshhBBCCCGEEEIIIUSK6OzsZNeuXWzfvp3t27ezY8eO7hId93U++rx79+59/jtlZWVUVlZ2l6qqKqqrq6mrqxsCLYcGOcCFEAeNZnGFEK+G5uZmtSN5iM915rNuvuJznfmqm696gXQT6UJ1ln+ozgqX3/72tzzxxBO9HNg7d+7c53dLSkqoqqrKcF6PGjUq4zj+N/t8ZWUlJSUlQ6BlssgBLoQQQgghhBBCCCGEEAmwdu1ali1b1u383h+qqqpobGxkxIgRVFVVdUdtx/9Gn6PjyspKioqKBlmbdCIHuBDioPExR5lygIu04WOebFBO0XzG17Yf/H0efdMLpFs+4qte4L9uso3zE5/7az2TwjcuueQSLrnkEsDSnuzYsYO2trbu1CdtbW0Zx/Fzra2trFmzpvu4q6urz38nCIKMFCfZjvNx48Zx7rnneukklwNcCCGEEEIIIYQQQgghEqa4uJiamhpqamr6vS8MQ3bt2pWx4eW2bdvYsGEDa9asYfXq1axZs4YNGzZ0O8XDMOx2oK9bt67Xb9bV1TFnzhzKysoGRbckkQNcCCGEEEIIIYQQQgghEmT37t2sWLGCtWvXdju1Iwd33Mkdfd67d2+fv1VRUUFNTQ0TJ06kurq626leU1PT6zh+vri4eAg1HjrkABdCHDQ+L/EXIi34vlGkr7r5vOzY1zpraWlJWoRBw9c6A+mWj/iqF/itm8g/9DwKkV62b9/OihUrWLZsWfff5cuXs379esIwzLi3tLQ0w0nd1NREdXU1tbW1OR3btbW1VFVVUVpampB26UQOcCGEEEIIIYQQQgghhBhAdu7cyYsvvsjy5cszyqZNm7rvKSkpYdy4cUyfPp1zzz2XpqYmDj30UGpra6mpqfEyHUkSyAGeZ/g8i+urbj5HlAkhhMiNr32az/i+2kIIIYQQQgwtl112GUuXLs15rbq6mqOOOoopU6ZQV1eXEcldWVlJRUWForgHEDnAhRBCCCGEEEIIIYQQYgD5xCc+weLFizNyeMdzei9atIgnnniiz+8XFRX1Sm/SXz7v6J7y8nKCIBhCTdOPHOB5hq85RZubm5MWQxwEeh6FGHxaWlq4/PLLkxZjwInySfumW6SXz+2Ir20/6HnMR/Q85g96HvMT2cZCCHHwTJ8+nenTp/d7z969e3Nudtna2sq2bdsyrq1fv56lS5fS2trK7t27+/zNkpISLrzwQi688MKBVilvkQNcCCGEEEIIIYQQQgghhphhw4ZRX19PfX19r2vbt29n3bp1rFmzhnXr1rF27VrWrl3bfa6joyPj/lGjRjFmzBgaGxs55phjhkqFvEAO8DzD19yUvkc4+oqvz6MQacL3vMQ+6yaEGHx8bUO0h0x+4uvzKIQQYuhYtGgRN954I2vXrqWtra3X9fLycqZMmcLMmTM59NBDGTNmTLfTWznD+0YOcCGEEEIIIYQQQgghhEiYIAgoKSmhpqaGrq4uduzYkXF99+7dLFy4kEWLFlFTU0NdXR21tbXU1tZSV1fX73EhO8jlAM8zfM0rJ/ITX59H5TkUYmjwcfVPIeS4FSJN+GqL+IzPdeZbnwayjfMZn981X59JH+ssQitk9p+jjz6aG2+8sfu4o6ODbdu2sW3bNrZu3dr9N/ocHa9YsYJFixbR2tpKV1dXzt8ePnx4t0M8+vu6172OE088cajUSww5wIUQQgghhBBCCCGEEGKICcOQ3bt3s2vXLnbt2sXOnTu7S3Sc/Tf6nH28Z88ewjDs89+K7l2zZg1g6VTq6+sLwgEe9Pcfk6/Mnj3bO6V8n+kUQgghhBBCCCGEEF4SJC3AINDL99jR0cHcuXPZunVrn07qbAf2rl27+ozYzqasrIzhw4dTUVGR82/0Ofs4+3N0T3Fx8YD/p7wKBvUZUQS4EEIIIYQQQgghhBBCvAqeeeYZrr766u7jsrKyXk7quro6xowZ06+TOn6cYod1XiEHuBBCCCGEEEIIIYQQQrwK9u7dC8AXvvAFjj/+eKqrq+W0TglygAshhBBCCCGEEEIIIcSroKysDICvfe1r3ecqKyupqqqiurq6+29lZSXV1dXd57KvR59LS0uTUiURgiD4PPAOYCrQDjwBfD4Mw7+76yXA14BzgYlAK/Aw8LkwDFf099tygAshhBBCCCGEEEIIIcSroLm5mWuuuYbNmzfT1tbG9u3b2b59e8bnVatWdR/v3r27398rLS3t00keP5frnuHDhxMEeZd6fTZwE/A3LCf4V4EHgiCYHobhZmA48Brg60ALUAt8F/hzEAQzwjDc29cPywGeZ8yePTtpEQacaIPPyy+/PGFJBh5fddOmrCKNqH3ML6677jqv2xA9j/mFr7r5qhf4b4u0tLR4V2++15kQQghRXFzMzJkz9/v+jo6OnE7ytra2nA70V155heXLl3efD8Ne+3B2U1RUxPDhw6mqqqKysrI7Ej36nH2c63N5efmAONE7OzuZP38+L774IpMnT+bEE0/MmRomDMM3xI+DILgQ2AacCvwuDMNtwFlZ91wMPAtMAxb1JYMc4EIIIYQQQgghhBBCCDGElJSUUF9fT319/QF/t6uri507d/ZymMcd5zt27Oj+u2PHDjZs2ND9efv27XR1dfX7bxQVFR2w0zz787Bhw/jsZz/LkiVL2L17N+Xl5UybNo1rrrlmf/KjVwNFwJZ+7qlxf/u7Rw5wIcTBowjH/MJX3SK9RP7hc4SjEGJo8NkW8RWf68y3Pg381c1XvaAwdPN1JYmP7WPE3LlzkxbBOyLndFVVFY2NjQf8/TAM2b17d4aDPHKMZ5+LX1u7dm338c6dO/fLiR6/Z9euXSxevJj58+dzyimn7EvM67FUJ4/nuhgEQSmWAuV3YRiu6u+H5AAXQgghhBBCCCGEEEKIAiEIAioqKqioqKChoeGgfqOjo4OlS5fy7LPPsmTJEp599lnWr1+fcU8uB3l7eztLly7t1wEeBMG1wGnAaWEYdua4Pgy4E6gD3rovWeUAF0KILJqbm72doW5paUlaBCGEEEIIkUf4bBv7qpfIT/Q8iqGiq6uL9vZ2du/e3V2yj3Odb29vZ9euXezYsYMVK1awatUqOjt7fNOjR4/mpJNOoqmpiXHjxjF+/HjWr1/Pd77zHXbt2tV9X1lZGZMmTepTviAIvgdcALwuDMOXc1wfBvwSOAaYHYbhK/vSWQ5wIYQQQgghhBBCCCGESJgwDOno6MhwOOdyTvfnwM71vfjnPXv2HLBcJSUlVFRUUFZWxvDhwznssMM49dRTaWpq6nZ4V1RU9PrekUceyR/+8AcWL15Me3s7ZWVlTJ8+nRNPPDHnvxMEwfWY83t2GIbP5bheAtwFHO3uWbc/8gf97Riar8yePds7pXzPdeUzPue41fMohBBCCCGEEEKIfRAkLcAgsE/f45NPPtm9+eOBOK/3lVc7m6KiIsrLyzNKWVlZn58jR3Zf92efKysr258NK/uks7OT+fPns3TpUiZNmsSJJ56Y6/eCIAh+AFwIvB1YHLu2PQzD7S7y+x5gJvAWYE3snm1hGO6iDxQBLoQQQgghhBBCCCGEEAPIz3/+cxYtWrRf99bX1zNp0iQOP/xwGhsbu/Nz78t5XVZWRklJCUGQ3jmG4uJiTjnllP3Z9PIj7u+DWee/AlwJHAa8zZ17Ouue9wK39/XDigDPExRxK4QQhYmPq0igp1/zTTf11yKNzJ49O2kRBhxf2xDwVzdf9QK1/SKd+Nz2613LS9LrnT149ul77OzsZPPmzWzcuLG7bNq0qdfx3r17M75XXFzMqFGjuktDQwMNDQ2MGjWKE044gZqamkFTKkEG9RlRBLgQQgghhBBCCCGEEEIMIMXFxd3O677o6upi27ZtGU7xuKP85Zdf5oknnqC9vR2A8847j4997GNDpYI3yAEuhBBCCCGEEEIIIYQQQ0xRURH19fXU19czZcqUXtcXL17MNddcw/LlyznrrLO46KKLEpAy/5EDPM/wdRmTz0uYfExfoKVnQgghfMPn/tpn5s6dm7QIg4avuvmqlxBpQ++aEPnLypUrmTdvHvPmzeOFF16goaGBb3zjG5x88slJi5a3yAEuhBBCCCGEEEIIIYQQCRCGIcuWLet2er/88ssATJs2jYsvvpi3vOUtVFZWJixlfqNNMPMERdwKIYQQQgiRia+rI8G/zSJ91Qs0VhPpxOf2Ue9aXlKQm2DuL1dddRUPPfRQ93FjYyPnnXceM2bMYOzYsVRVVQ3UP5VmtAmmEEIIIYQQQgghhBBC+MbJJ59MZ2cna9asYd26daxbt44f/OAH3derqqoYM2YMjY2NjB07lsbGRsaMGdN9rrS0NEHp8wM5wPMMn2dxfY4G8U03zbwLIUT/+Nxfq+0XQojc+Nr2q90XQojB5ayzzuKss87qPt6+fTtr167NKOvWrWPZsmU88cQTdHR0ZHx/1KhRHH744Xz6059mzJgxQy1+XiAHuBBCCCGEEEIIIYQQQqSAqqoqJk+ezKRJk3jllVdYvnx5d1m2bBlLlizJcIJv376d9vZ2urq6EpQ63cgBnmf4vJOzdBNCCOELavfzj5aWFq3YEkK8KtT2CyGEeLUsXLiQ++67r9vZvWPHju5rVVVVNDU1cfbZZzNu3DjGjx9PU1MTDQ0NFBUVJSh1+pEDXAghhBBCCCGEEEIIIRJix44d/OhHP+Lee++lurqaiRMnMmfOHJqammhqamL8+PHU19cTBD7uJzr4yAEuxCDjc0SZb3qB8hwKMZT43D6qHck/mpubFb2Zh/hcZz7rJoQYfNSGCJE/LFiwgG9961ts2LCBk046icsvv5yGhgaKi4uTFs0b5AAXQgghhBBCCCGEEEKIBLj11lvZsGEDAE8++STvfve7CYKAmpoa6urqqK2tpba2lrq6uu7j+OfouKSkJGFN0osc4EIIIYQQQgghhBBCCJEA3/72t1m9ejXbtm1j69atbN26tftz9Hf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      "text/plain": [
       "<Figure size 1800x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from hieu_viet_code_ne import timnan\n",
    "timnan1 = eda.replace(\"nan\", np.nan)\n",
    "timnan.matrix(timnan1.sample(250))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_ml = eda"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "target = 'goidichvu'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "eda = eda.fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Admin\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "        if (window._pyforest_update_imports_cell) { window._pyforest_update_imports_cell('import pandas as pd\\nimport matplotlib.pyplot as plt'); }\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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kp44xfveaT7t2rNp9WfI7wKvq4iSXJnkwybt39dqTqjopyW/HGLMLzq9PclvmHks/ZYzxq3nXTk7yyyRbkpw4xtgxnT962vPAJG8dY2xb0sAAAAAAAKxpSwrgVXV2kuuT/DvJ97L4u7i3jTGun9bfk7kif0+Sv0zXj0+yfvr3xWOMby2yz7eTXDB95uYk+yf5WOZq/hfHGNcs6X8FAAAAAMCat9QAfkmSb7zCsp+PMU6b1p+T5ENJjktyaJL9kmxPcl+Sa8YYv9jFXmcnOS/JsUleTPKbJFeMMW59xUEBAAAAAGCy5FegAAAAAADA3mRZfwQTAAAAAAD2FgI4AAAAAAAtCeAAAAAAALQkgAMAAAAA0JIADgAAAABASwI4AAAAAAAtCeAAAAAAALQkgAMAAAAA0JIADgAAAABAS/8BWFOfc1TFqxAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1800x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "eda.goidichvu[eda.goidichvu == 0] = np.nan\n",
    "timnan2 = eda.replace(\"nan\", np.nan)\n",
    "timnan.matrix(timnan2.sample(250))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Admin\\Anaconda3\\lib\\site-packages\\dabl\\plot\\supervised.py:528: FutureWarning: The second positional argument of plot is a Series 'y'. If passing a column name, use a keyword.\n",
      "  FutureWarning)\n",
      "C:\\Users\\Admin\\Anaconda3\\lib\\site-packages\\dabl\\preprocessing.py:318: UserWarning: Discarding near-constant features: ['freefloat', 'taisannganhan']\n",
      "  near_constant.index[near_constant].tolist()))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Target looks like classification\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Admin\\Anaconda3\\lib\\site-packages\\dabl\\plot\\utils.py:621: UserWarning: Dropped 3 outliers in column vonhoa.\n",
      "  int(dropped), series.name), UserWarning)\n",
      "C:\\Users\\Admin\\Anaconda3\\lib\\site-packages\\dabl\\plot\\utils.py:621: UserWarning: Dropped 3 outliers in column nwcp.\n",
      "  int(dropped), series.name), UserWarning)\n",
      "C:\\Users\\Admin\\Anaconda3\\lib\\site-packages\\dabl\\plot\\utils.py:621: UserWarning: Dropped 3 outliers in column ncp.\n",
      "  int(dropped), series.name), UserWarning)\n",
      "C:\\Users\\Admin\\Anaconda3\\lib\\site-packages\\dabl\\plot\\utils.py:621: UserWarning: Dropped 1 outliers in column ma15vol.\n",
      "  int(dropped), series.name), UserWarning)\n",
      "C:\\Users\\Admin\\Anaconda3\\lib\\site-packages\\dabl\\plot\\utils.py:621: UserWarning: Dropped 3 outliers in column bienlaigopnamgn.\n",
      "  int(dropped), series.name), UserWarning)\n",
      "C:\\Users\\Admin\\Anaconda3\\lib\\site-packages\\dabl\\plot\\utils.py:621: UserWarning: Dropped 3 outliers in column smg.\n",
      "  int(dropped), series.name), UserWarning)\n",
      "C:\\Users\\Admin\\Anaconda3\\lib\\site-packages\\dabl\\plot\\utils.py:621: UserWarning: Dropped 2 outliers in column daututaichinhnganhan.\n",
      "  int(dropped), series.name), UserWarning)\n",
      "C:\\Users\\Admin\\Anaconda3\\lib\\site-packages\\dabl\\plot\\utils.py:621: UserWarning: Dropped 1 outliers in column pbkygannhat.\n",
      "  int(dropped), series.name), UserWarning)\n",
      "C:\\Users\\Admin\\Anaconda3\\lib\\site-packages\\dabl\\plot\\utils.py:621: UserWarning: Dropped 1 outliers in column tangtruongloinhuannamgan1.\n",
      "  int(dropped), series.name), UserWarning)\n",
      "C:\\Users\\Admin\\Anaconda3\\lib\\site-packages\\dabl\\plot\\utils.py:621: UserWarning: Dropped 2 outliers in column tienvatuongduongtien.\n",
      "  int(dropped), series.name), UserWarning)\n",
      "C:\\Users\\Admin\\Anaconda3\\lib\\site-packages\\dabl\\plot\\utils.py:621: UserWarning: Dropped 2 outliers in column vonhoatrenlctthdkinhdoanh.\n",
      "  int(dropped), series.name), UserWarning)\n",
      "C:\\Users\\Admin\\Anaconda3\\lib\\site-packages\\dabl\\plot\\utils.py:621: UserWarning: Dropped 1 outliers in column tangtruongloinhuannamgan2.\n",
      "  int(dropped), series.name), UserWarning)\n",
      "C:\\Users\\Admin\\Anaconda3\\lib\\site-packages\\dabl\\plot\\utils.py:621: UserWarning: Dropped 3 outliers in column roenamgn.\n",
      "  int(dropped), series.name), UserWarning)\n",
      "C:\\Users\\Admin\\Anaconda3\\lib\\site-packages\\dabl\\plot\\utils.py:621: UserWarning: Dropped 4 outliers in column bienlaicotloinamgn.\n",
      "  int(dropped), series.name), UserWarning)\n",
      "C:\\Users\\Admin\\Anaconda3\\lib\\site-packages\\dabl\\plot\\utils.py:621: UserWarning: Dropped 3 outliers in column taisandodangdaihan.\n",
      "  int(dropped), series.name), UserWarning)\n",
      "C:\\Users\\Admin\\Anaconda3\\lib\\site-packages\\dabl\\plot\\utils.py:621: UserWarning: Dropped 3 outliers in column tangtruongloinhuanquygan1.\n",
      "  int(dropped), series.name), UserWarning)\n",
      "C:\\Users\\Admin\\Anaconda3\\lib\\site-packages\\dabl\\plot\\utils.py:621: UserWarning: Dropped 1 outliers in column epsphaloang.\n",
      "  int(dropped), series.name), UserWarning)\n",
      "C:\\Users\\Admin\\Anaconda3\\lib\\site-packages\\dabl\\plot\\utils.py:621: UserWarning: Dropped 1 outliers in column epsnamgn.\n",
      "  int(dropped), series.name), UserWarning)\n",
      "C:\\Users\\Admin\\Anaconda3\\lib\\site-packages\\dabl\\plot\\utils.py:621: UserWarning: Dropped 2 outliers in column tangtruongloinhuanquygan2.\n",
      "  int(dropped), series.name), UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Linear Discriminant Analysis training set score: 0.642\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "        if (window._pyforest_update_imports_cell) { window._pyforest_update_imports_cell('import pandas as pd\\nimport matplotlib.pyplot as plt'); }\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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UVfcm+TQwfxXbPd19ruTFYx2vrqf7plfSOzvsF3rBtc8E2z8/qq/nmUX3OyVpTTDIe3CXAwclmZ9kAXAg8CTwaJI3dm3eC1w6xraPAxuuot+RMHuk6/eQ1ajrUIAk/x7Y5FfY9jZgiyT7dNuvk2S3X3H/kqQZMLCziqq6Osn5wPXAPcBS4DHgCOCU7s8A7gLeP8bmS4DvJVnedx9upN8VSb5G7zLg3cDVv2JpxwNnJjmMXrgupxeoCyZxTM90D5uclGQjeuP3JXqXSCVJs0iqBnfrJ8mCqnqiC7PLgCOr6pqB7XByNa0HrKyq57ozsa9W1R7DrAl69+Au+PDOwy5DkmbU9otvnNL2SZZV1aKx1g36vtCSJLvSu6x4+rDDrbM98HdJ1gKeAf5wyPVIkgZgoAFXVX8wyP5XR1XdTu9PFyRJDZs1r+qSJGk6GXCSpCYZcJKkJhlwkqQmGXCSpCYZcJKkJhlwkqQmGXCSpCYZcJKkJhlwkqQmGXCSpCYZcJKkJhlwkqQmGXCSpCYZcJKkJhlwkqQmGXCSpCYZcJKkJhlwkqQmGXCSpCYZcJKkJhlwkqQmGXCSpCYZcJKkJhlwkqQmGXCSpCYZcJKkJhlwkqQmGXCSpCYZcJKkJhlwkqQmGXCSpCYZcJKkJhlwkqQmGXCSpCYZcJKkJs0bdgHqWXfr3dh+8dJhlyFJzfAMTpLUJANOktQkA06S1CQDTpLUJANOktQkA06S1CQDTpLUJANOktQkA06S1CQDTpLUpFTVsGsQkORx4LZh1zHLbQ48MuwiZjHHZ2KO0fjm4vjsUFVbjLXCd1HOHrdV1aJhFzGbJVnqGK2a4zMxx2h8rY2PlyglSU0y4CRJTTLgZo8lwy5gDnCMxuf4TMwxGl9T4+NDJpKkJnkGJ0lqkgEnSWqSATcLJHlLktuS3JHkk8OuZxiSnJrkoSQ39S3bNMmFSW7vPjfplifJSd143ZDkN4ZX+cxI8vIkFye5JcnNST7SLXeMOknmJ7kqyfXdGB3fLd8xyZXdGJ2dZN1u+Xrd/B3d+oXDrH+mJFk7ybVJLujmmx0fA27IkqwNfAX4XWBX4N1Jdh1uVUNxGvCWUcs+CVxUVa8ELurmoTdWr+x+jgS+OkM1DtNzwH+pqlcDrwf+qPt34hi96Glg/6p6HbAH8JYkrwf+B/DFboweBT7Ytf8g8GhV7Qx8sWu3JvgIcEvffLPjY8AN328Cd1TVXVX1DHAW8I4h1zTjquoy4OejFr8DOL2bPh34vb7lZ1TPFcDGSbaemUqHo6qWV9U13fTj9H5BbYtj9ILuWJ/oZtfpfgrYHzi3Wz56jEbG7lzgt5NkhsodiiTbAQcCX+/mQ8PjY8AN37bAvX3z93XLBFtW1XLo/YIHfr1bvkaPWXepaE/gShyjl+guv10HPARcCNwJrKiq57om/ePwwhh16x8DNpvZimfcl4BPAM9385vR8PgYcMM31v+I/NuN8a2xY5ZkAfAt4Oiq+sV4TcdY1vwYVdXKqtoD2I7e1ZFXj9Ws+1yjxijJ24CHqmpZ/+IxmjYzPgbc8N0HvLxvfjvggSHVMts8OHJZrft8qFu+Ro5ZknXohdvfVNW3u8WO0RiqagVwCb37lRsnGXnvbv84vDBG3fqN+NeXyVvyBuDtSe6mdytkf3pndM2OjwE3fFcDr+yeZFoX+H3g/CHXNFucDxzRTR8BnNe3/PDuScHXA4+NXKZrVXfv46+AW6rqz/tWOUadJFsk2bibXh84gN69youBQ7pmo8doZOwOAX5QDb/5oqr+a1VtV1UL6f2e+UFVvYeWx6eq/BnyD/BW4F/o3S/41LDrGdIYnAksB56l9z/HD9K73n8RcHv3uWnXNvSePL0TuBFYNOz6Z2B89qV3eegG4Lru562O0UvGaHfg2m6MbgIWd8t3Aq4C7gDOAdbrls/v5u/o1u807GOYwbF6M3BB6+Pjq7okSU3yEqUkqUkGnCSpSQacJKlJBpwkqUkGnCSpSQacpGmT5OgkGwy7Dgn8Rm9J06h7S8aiqnpk2LVInsFJa5gkh3ffEXd9km8k2SHJRd2yi5Js37U7Lckhfds90X2+OcklSc5NcmuSv+nemHIUsA1wcZKLh3N00ovmTdxEUiuS7AZ8CnhDVT2SZFN6X4lyRlWdnuQDwEm8+JUpq7InsBu99xb+sOvvpCQfBfbzDE6zgWdw0pplf+DckQCqqp8D+wB/263/Br3Xgk3kqqq6r6qep/fasIUDqFWaEgNOWrOEib/yZGT9c3S/I7qXPa/b1+bpvumVeDVIs5ABJ61ZLgIOTbIZQHeJ8kf03i4P8B7g8m76bmCvbvod9L4heyKPAxtOV7HSVPi/LmkNUlU3JzkRuDTJSnpv3z8KODXJx4GHgfd3zb8GnJfkKnrB+OQkdrEE+F6S5VW13/QfgTR5/pmAJKlJXqKUJDXJgJMkNcmAkyQ1yYCTJDXJgJMkNcmAkyQ1yYCTJDXp/wOJrUKicajD0AAAAABJRU5ErkJggg==\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 1440x576 with 20 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 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"
    }
   ],
   "source": [
    "eda = eda.dropna()\n",
    "import hieu_viet_code_ne\n",
    "from hieu_viet_code_ne import plot\n",
    "plot(eda, target)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(541, 23)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eda.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 541 entries, 0 to 541\n",
      "Data columns (total 23 columns):\n",
      "goidichvu                    541 non-null object\n",
      "ma15vol                      541 non-null float64\n",
      "pephaloang                   541 non-null float64\n",
      "vonhoa                       541 non-null float64\n",
      "ncp                          541 non-null float64\n",
      "epsphaloang                  541 non-null float64\n",
      "pbkygannhat                  541 non-null float64\n",
      "epsnamgn                     541 non-null float64\n",
      "tienvatuongduongtien         541 non-null float64\n",
      "nwcp                         541 non-null float64\n",
      "taisandodangdaihan           541 non-null float64\n",
      "tangtruongloinhuanquygan2    541 non-null float64\n",
      "tangtruongloinhuanquygan1    541 non-null float64\n",
      "daututaichinhnganhan         541 non-null float64\n",
      "tangtruongloinhuannamgan2    541 non-null float64\n",
      "tangtruongloinhuannamgan1    541 non-null float64\n",
      "roenamgn                     541 non-null float64\n",
      "smg                          541 non-null float64\n",
      "bienlaicotloinamgn           541 non-null float64\n",
      "freefloat                    541 non-null float64\n",
      "bienlaigopnamgn              541 non-null float64\n",
      "taisannganhan                541 non-null float64\n",
      "vonhoatrenlctthdkinhdoanh    541 non-null float64\n",
      "dtypes: float64(22), object(1)\n",
      "memory usage: 121.4+ KB\n"
     ]
    }
   ],
   "source": [
    "eda.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>goidichvu</th>\n",
       "      <th>ma15vol</th>\n",
       "      <th>pephaloang</th>\n",
       "      <th>vonhoa</th>\n",
       "      <th>ncp</th>\n",
       "      <th>epsphaloang</th>\n",
       "      <th>pbkygannhat</th>\n",
       "      <th>epsnamgn</th>\n",
       "      <th>tienvatuongduongtien</th>\n",
       "      <th>nwcp</th>\n",
       "      <th>...</th>\n",
       "      <th>daututaichinhnganhan</th>\n",
       "      <th>tangtruongloinhuannamgan2</th>\n",
       "      <th>tangtruongloinhuannamgan1</th>\n",
       "      <th>roenamgn</th>\n",
       "      <th>smg</th>\n",
       "      <th>bienlaicotloinamgn</th>\n",
       "      <th>freefloat</th>\n",
       "      <th>bienlaigopnamgn</th>\n",
       "      <th>taisannganhan</th>\n",
       "      <th>vonhoatrenlctthdkinhdoanh</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>goichuan</td>\n",
       "      <td>1345.0</td>\n",
       "      <td>885.0</td>\n",
       "      <td>2817.0</td>\n",
       "      <td>164.0</td>\n",
       "      <td>354.0</td>\n",
       "      <td>271.0</td>\n",
       "      <td>250.0</td>\n",
       "      <td>174.0</td>\n",
       "      <td>152.0</td>\n",
       "      <td>...</td>\n",
       "      <td>132.0</td>\n",
       "      <td>436.0</td>\n",
       "      <td>910.0</td>\n",
       "      <td>978.0</td>\n",
       "      <td>628.0</td>\n",
       "      <td>452.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>638.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>goitrainghiem</td>\n",
       "      <td>1195.0</td>\n",
       "      <td>675.0</td>\n",
       "      <td>2550.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>259.0</td>\n",
       "      <td>201.0</td>\n",
       "      <td>438.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>...</td>\n",
       "      <td>135.0</td>\n",
       "      <td>685.0</td>\n",
       "      <td>1573.0</td>\n",
       "      <td>1506.0</td>\n",
       "      <td>758.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>864.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>51.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       goidichvu  ma15vol  pephaloang  vonhoa    ncp  epsphaloang  \\\n",
       "0       goichuan   1345.0       885.0  2817.0  164.0        354.0   \n",
       "1  goitrainghiem   1195.0       675.0  2550.0  117.0        259.0   \n",
       "\n",
       "   pbkygannhat  epsnamgn  tienvatuongduongtien   nwcp  ...  \\\n",
       "0        271.0     250.0                 174.0  152.0  ...   \n",
       "1        201.0     438.0                 194.0  112.0  ...   \n",
       "\n",
       "   daututaichinhnganhan  tangtruongloinhuannamgan2  tangtruongloinhuannamgan1  \\\n",
       "0                 132.0                      436.0                      910.0   \n",
       "1                 135.0                      685.0                     1573.0   \n",
       "\n",
       "   roenamgn    smg  bienlaicotloinamgn  freefloat  bienlaigopnamgn  \\\n",
       "0     978.0  628.0               452.0       81.0            638.0   \n",
       "1    1506.0  758.0                77.0       50.0            864.0   \n",
       "\n",
       "   taisannganhan  vonhoatrenlctthdkinhdoanh  \n",
       "0           16.0                       65.0  \n",
       "1           43.0                       51.0  \n",
       "\n",
       "[2 rows x 23 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tachso = eda.groupby('goidichvu').sum()\n",
    "tachso = tachso.reset_index()\n",
    "tachso"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['ma15vol',\n",
       " 'pephaloang',\n",
       " 'vonhoa',\n",
       " 'ncp',\n",
       " 'epsphaloang',\n",
       " 'pbkygannhat',\n",
       " 'epsnamgn',\n",
       " 'tienvatuongduongtien',\n",
       " 'nwcp',\n",
       " 'taisandodangdaihan',\n",
       " 'tangtruongloinhuanquygan2',\n",
       " 'tangtruongloinhuanquygan1',\n",
       " 'daututaichinhnganhan',\n",
       " 'tangtruongloinhuannamgan2',\n",
       " 'tangtruongloinhuannamgan1',\n",
       " 'roenamgn',\n",
       " 'smg',\n",
       " 'bienlaicotloinamgn',\n",
       " 'freefloat',\n",
       " 'bienlaigopnamgn',\n",
       " 'taisannganhan',\n",
       " 'vonhoatrenlctthdkinhdoanh']"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#--------- Gắn value ------------------\n",
    "feature_names=[]\n",
    "for i in range(len(tachso.columns)):\n",
    "    i=i+1\n",
    "    feature_names.append(tachso.columns[i-1])\n",
    "feature_names.remove(target)\n",
    "feature_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x3600 with 22 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "i=1\n",
    "df = tachso\n",
    "plt.figure(figsize=(20,50))\n",
    "for c in feature_names:\n",
    "    plt.subplot(6,4,i)\n",
    "    plt.title(f\"{c}\",fontsize=16)\n",
    "    sns.barplot(y=df[c],x=df['goidichvu'])\n",
    "    i+=1\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "        if (window._pyforest_update_imports_cell) { window._pyforest_update_imports_cell('import seaborn as sns\\nimport pandas as pd\\nimport matplotlib.pyplot as plt'); }\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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>ma15vol</th>\n",
       "      <th>pephaloang</th>\n",
       "      <th>vonhoa</th>\n",
       "      <th>ncp</th>\n",
       "      <th>epsphaloang</th>\n",
       "      <th>pbkygannhat</th>\n",
       "      <th>epsnamgn</th>\n",
       "      <th>tienvatuongduongtien</th>\n",
       "      <th>nwcp</th>\n",
       "      <th>taisandodangdaihan</th>\n",
       "      <th>...</th>\n",
       "      <th>tangtruongloinhuannamgan2</th>\n",
       "      <th>tangtruongloinhuannamgan1</th>\n",
       "      <th>roenamgn</th>\n",
       "      <th>smg</th>\n",
       "      <th>bienlaicotloinamgn</th>\n",
       "      <th>freefloat</th>\n",
       "      <th>bienlaigopnamgn</th>\n",
       "      <th>taisannganhan</th>\n",
       "      <th>vonhoatrenlctthdkinhdoanh</th>\n",
       "      <th>goidichvu_goichuan</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>28.0</td>\n",
       "      <td>33.0</td>\n",
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       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>34.0</td>\n",
       "      <td>28.0</td>\n",
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       "      <td>17.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>...</td>\n",
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       "      <td>35.0</td>\n",
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       "      <td>18.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>539</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>541 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     ma15vol  pephaloang  vonhoa   ncp  epsphaloang  pbkygannhat  epsnamgn  \\\n",
       "0       28.0        33.0    35.0   6.0         27.0         63.0      13.0   \n",
       "1       34.0        28.0   258.0  17.0          3.0          4.0       8.0   \n",
       "2        0.0         0.0     2.0   0.0          0.0          0.0       0.0   \n",
       "3        2.0         2.0     2.0   0.0          2.0          2.0       0.0   \n",
       "4        6.0         8.0    32.0  16.0          0.0          0.0       0.0   \n",
       "..       ...         ...     ...   ...          ...          ...       ...   \n",
       "537      0.0         1.0     2.0   0.0          0.0          0.0       0.0   \n",
       "538      0.0         0.0     1.0   0.0          0.0          0.0       0.0   \n",
       "539      0.0         0.0     0.0   1.0          0.0          0.0       0.0   \n",
       "540     22.0         0.0    24.0   1.0          0.0          0.0       0.0   \n",
       "541      0.0         0.0     0.0   5.0          0.0          0.0       0.0   \n",
       "\n",
       "     tienvatuongduongtien  nwcp  taisandodangdaihan  ...  \\\n",
       "0                    36.0   9.0                 0.0  ...   \n",
       "1                     7.0  24.0                11.0  ...   \n",
       "2                     1.0   0.0                 0.0  ...   \n",
       "3                     0.0   0.0                 0.0  ...   \n",
       "4                     0.0   3.0                 0.0  ...   \n",
       "..                    ...   ...                 ...  ...   \n",
       "537                   0.0   0.0                 0.0  ...   \n",
       "538                   0.0   0.0                 0.0  ...   \n",
       "539                   0.0   1.0                 0.0  ...   \n",
       "540                   0.0   1.0                 0.0  ...   \n",
       "541                   0.0   5.0                 0.0  ...   \n",
       "\n",
       "     tangtruongloinhuannamgan2  tangtruongloinhuannamgan1  roenamgn   smg  \\\n",
       "0                         23.0                       34.0      26.0   4.0   \n",
       "1                         11.0                       34.0      35.0  13.0   \n",
       "2                          0.0                        0.0       4.0   0.0   \n",
       "3                          0.0                        0.0       2.0   0.0   \n",
       "4                          2.0                        2.0       8.0  11.0   \n",
       "..                         ...                        ...       ...   ...   \n",
       "537                        4.0                        4.0       7.0   0.0   \n",
       "538                        0.0                        0.0       1.0   0.0   \n",
       "539                        0.0                        0.0       0.0   0.0   \n",
       "540                        3.0                        3.0       5.0  22.0   \n",
       "541                        1.0                        1.0       0.0   0.0   \n",
       "\n",
       "     bienlaicotloinamgn  freefloat  bienlaigopnamgn  taisannganhan  \\\n",
       "0                   0.0        0.0             19.0            0.0   \n",
       "1                  18.0        2.0             37.0            0.0   \n",
       "2                   2.0        0.0              2.0            0.0   \n",
       "3                   0.0        0.0              2.0            0.0   \n",
       "4                   5.0        0.0              8.0            0.0   \n",
       "..                  ...        ...              ...            ...   \n",
       "537                 2.0        0.0              7.0            0.0   \n",
       "538                 1.0        0.0              1.0            0.0   \n",
       "539                 0.0        0.0              0.0            0.0   \n",
       "540                 2.0        0.0              5.0            0.0   \n",
       "541                 0.0        0.0              1.0            0.0   \n",
       "\n",
       "     vonhoatrenlctthdkinhdoanh  goidichvu_goichuan  \n",
       "0                          1.0                   1  \n",
       "1                         15.0                   1  \n",
       "2                          0.0                   1  \n",
       "3                          0.0                   1  \n",
       "4                          0.0                   1  \n",
       "..                         ...                 ...  \n",
       "537                        0.0                   0  \n",
       "538                        0.0                   0  \n",
       "539                        0.0                   0  \n",
       "540                        0.0                   0  \n",
       "541                        0.0                   0  \n",
       "\n",
       "[541 rows x 23 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_ml = eda\n",
    "data_ml = pd.get_dummies(data_ml)\n",
    "data_ml = data_ml.drop(['goidichvu_goitrainghiem'],axis = 1)\n",
    "data_ml"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ------------- 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": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "target = 'goidichvu_goichuan'\n",
    "from  sklearn.model_selection import train_test_split\n",
    "X = data_ml.drop(target,axis = 1)\n",
    "Y = data_ml[target]\n",
    "X_train, X_test, Y_train, Y_test = train_test_split(X, Y, test_size=0.30, random_state=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Logistic Regression\n",
    "logreg = LogisticRegression() # không thể cải thiện độ chính xác\n",
    "logreg.fit(X_train, Y_train)\n",
    "Y_pred = logreg.predict(X_test)\n",
    "b1 = precision_recall_fscore_support(Y_test, Y_pred,average='weighted')\n",
    "c1 = confusion_matrix(Y_test, Y_pred)\n",
    "acc_log = round(logreg.score(X_test, Y_test) * 100, 2)\n",
    "# K Neighbors Classifier\n",
    "knn = KNeighborsClassifier(n_neighbors = 5)\n",
    "knn.fit(X_train, Y_train)\n",
    "Y_pred = knn.predict(X_test)\n",
    "b2 = precision_recall_fscore_support( Y_test, Y_pred, average='weighted')\n",
    "c2 = confusion_matrix(Y_test, Y_pred)\n",
    "acc_knn = round(knn.score(X_test, Y_test) * 100, 2)\n",
    "# Gaussian Naive Bayes\n",
    "gaussian = GaussianNB()\n",
    "gaussian.fit(X_train, Y_train)\n",
    "Y_pred = gaussian.predict(X_test)\n",
    "b3 = precision_recall_fscore_support(Y_test, Y_pred, average='weighted')\n",
    "c3 = confusion_matrix(Y_test, Y_pred)\n",
    "acc_gaussian = round(gaussian.score(X_test, Y_test) * 100, 2)\n",
    "# Decision Tree\n",
    "decision_tree = DecisionTreeClassifier(max_depth = 5)\n",
    "decision_tree.fit(X_train, Y_train)\n",
    "Y_pred = decision_tree.predict(X_test)\n",
    "b4 = precision_recall_fscore_support(Y_test, Y_pred, average='weighted')\n",
    "c4 = confusion_matrix(Y_test, Y_pred)\n",
    "acc_decision_tree = round(decision_tree.score(X_test, Y_test) * 100, 2)\n",
    "# Random Forest\n",
    "random_forest = RandomForestClassifier(max_depth = 5)\n",
    "random_forest.fit(X_train, Y_train)\n",
    "Y_pred = random_forest.predict(X_test)\n",
    "b5 = precision_recall_fscore_support(Y_test, Y_pred, average='weighted')\n",
    "c5 = confusion_matrix(Y_test, Y_pred)\n",
    "acc_random_forest = round(random_forest.score(X_test, Y_test) * 100, 2)\n",
    "# Perceptron\n",
    "perceptron = Perceptron()\n",
    "perceptron.fit(X_train, Y_train)\n",
    "Y_pred = perceptron.predict(X_test)\n",
    "b6 = precision_recall_fscore_support(Y_test, Y_pred, average='weighted')\n",
    "c5 = confusion_matrix(Y_test, Y_pred)\n",
    "acc_perceptron = round(perceptron.score(X_test, Y_test) * 100, 2)\n",
    "# Linear SVC\n",
    "linear_svc = LinearSVC()\n",
    "linear_svc.fit(X_train, Y_train)\n",
    "Y_pred = linear_svc.predict(X_test)\n",
    "b7 = precision_recall_fscore_support(Y_test, Y_pred, average='weighted')\n",
    "c7 = confusion_matrix(Y_test, Y_pred)\n",
    "acc_linear_svc = round(linear_svc.score(X_test, Y_test) * 100, 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "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>Model</th>\n",
       "      <th>Accuracy Score</th>\n",
       "      <th>F1 Score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Logistic Regression *</td>\n",
       "      <td>89.57</td>\n",
       "      <td>0.881288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Linear SVC *</td>\n",
       "      <td>88.96</td>\n",
       "      <td>0.872352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Random Forest</td>\n",
       "      <td>87.73</td>\n",
       "      <td>0.862375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>K Neighbors Classifier</td>\n",
       "      <td>86.50</td>\n",
       "      <td>0.859554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Gaussian Naive Bayes</td>\n",
       "      <td>85.89</td>\n",
       "      <td>0.864530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Decision Tree</td>\n",
       "      <td>82.82</td>\n",
       "      <td>0.831182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Perceptron *</td>\n",
       "      <td>78.53</td>\n",
       "      <td>0.805599</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Model  Accuracy Score  F1 Score\n",
       "0   Logistic Regression *           89.57  0.881288\n",
       "6            Linear SVC *           88.96  0.872352\n",
       "4           Random Forest           87.73  0.862375\n",
       "1  K Neighbors Classifier           86.50  0.859554\n",
       "2    Gaussian Naive Bayes           85.89  0.864530\n",
       "3           Decision Tree           82.82  0.831182\n",
       "5            Perceptron *           78.53  0.805599"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from hieu_viet_code_ne import plot_acc_ml\n",
    "plot_acc_ml.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loanTree = DecisionTreeClassifier(criterion=\"entropy\", max_depth = 3)\n",
    "loanTree.fit(X_train,Y_train)\n",
    "#Visual\n",
    "from sklearn.externals.six import StringIO  \n",
    "from IPython.display import Image  \n",
    "from sklearn.tree import export_graphviz\n",
    "import pydotplus\n",
    "import os\n",
    "from sklearn.feature_extraction import DictVectorizer\n",
    "os.environ['PATH'] = os.environ['PATH']+';'+os.environ['CONDA_PREFIX']+r\"\\Library\\bin\\graphviz\"\n",
    "dot_data = StringIO()\n",
    "export_graphviz(loanTree,out_file=dot_data,  \n",
    "                filled=True, rounded=True,\n",
    "                special_characters=True,feature_names=feature_names)\n",
    "graph = pydotplus.graph_from_dot_data(dot_data.getvalue())  \n",
    "Image(graph.create_png())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}