jobguy_review.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('scrapy_project/jubguy_ir/jubguy_ir/spiders/jobguy_company_review.csv', header = None)\n",
    "data = data.drop(0,axis=1)\n",
    "data.columns = ['company_slug','company_name', 'total_interview','total_companyreview','salary_min',\n",
    "               'salary_max', 'over_all_rate','view_count','company_link']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_slug</th>\n",
       "      <th>company_name</th>\n",
       "      <th>total_interview</th>\n",
       "      <th>total_companyreview</th>\n",
       "      <th>salary_min</th>\n",
       "      <th>salary_max</th>\n",
       "      <th>over_all_rate</th>\n",
       "      <th>view_count</th>\n",
       "      <th>company_link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>chargoon</td>\n",
       "      <td>چارگون</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>1.7</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.4</td>\n",
       "      <td>7554</td>\n",
       "      <td>https://jobguy.ir/company/chargoon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>rayan-bahman-pardaz</td>\n",
       "      <td>رایان بهمن پرداز</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>2.4</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.8</td>\n",
       "      <td>3362</td>\n",
       "      <td>https://jobguy.ir/company/rayan-bahman-pardaz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>mahya-pardaz</td>\n",
       "      <td>محیا پرداز</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>3006</td>\n",
       "      <td>https://jobguy.ir/company/mahya-pardaz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>hichestan</td>\n",
       "      <td>هیچستان</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>1.7</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.8</td>\n",
       "      <td>3345</td>\n",
       "      <td>https://jobguy.ir/company/hichestan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>karina-mobile-solutions</td>\n",
       "      <td>راهکارهای همراه کارینا</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>2.5</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2946</td>\n",
       "      <td>https://jobguy.ir/company/karina-mobile-solutions</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              company_slug            company_name  total_interview  \\\n",
       "0                 chargoon                  چارگون                1   \n",
       "1      rayan-bahman-pardaz        رایان بهمن پرداز                1   \n",
       "2             mahya-pardaz              محیا پرداز                1   \n",
       "3                hichestan                 هیچستان                1   \n",
       "4  karina-mobile-solutions  راهکارهای همراه کارینا                1   \n",
       "\n",
       "   total_companyreview  salary_min  salary_max  over_all_rate  view_count  \\\n",
       "0                   11         1.7         5.0            2.4        7554   \n",
       "1                   10         2.4        10.0            2.8        3362   \n",
       "2                    9         0.0        12.0            1.2        3006   \n",
       "3                    8         1.7        17.0            1.8        3345   \n",
       "4                    7         2.5         9.0            2.9        2946   \n",
       "\n",
       "                                        company_link  \n",
       "0                 https://jobguy.ir/company/chargoon  \n",
       "1      https://jobguy.ir/company/rayan-bahman-pardaz  \n",
       "2             https://jobguy.ir/company/mahya-pardaz  \n",
       "3                https://jobguy.ir/company/hichestan  \n",
       "4  https://jobguy.ir/company/karina-mobile-solutions  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_slug</th>\n",
       "      <th>company_name</th>\n",
       "      <th>total_interview</th>\n",
       "      <th>total_companyreview</th>\n",
       "      <th>salary_min</th>\n",
       "      <th>salary_max</th>\n",
       "      <th>over_all_rate</th>\n",
       "      <th>view_count</th>\n",
       "      <th>company_link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>arvan-cloud</td>\n",
       "      <td>ابر آروان</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>2.0</td>\n",
       "      <td>11.6</td>\n",
       "      <td>3.6</td>\n",
       "      <td>10976</td>\n",
       "      <td>https://jobguy.ir/company/arvan-cloud</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>digikala</td>\n",
       "      <td>دیجی کالا</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4.2</td>\n",
       "      <td>8209</td>\n",
       "      <td>https://jobguy.ir/company/digikala</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>cafebazaar</td>\n",
       "      <td>کافه بازار</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4.7</td>\n",
       "      <td>7725</td>\n",
       "      <td>https://jobguy.ir/company/cafebazaar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>chargoon</td>\n",
       "      <td>چارگون</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>1.7</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.4</td>\n",
       "      <td>7554</td>\n",
       "      <td>https://jobguy.ir/company/chargoon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>snapp-trip</td>\n",
       "      <td>اسنپ تریپ</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>2.6</td>\n",
       "      <td>4706</td>\n",
       "      <td>https://jobguy.ir/company/snapp-trip</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>snappfood</td>\n",
       "      <td>اسنپ فود</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>3773</td>\n",
       "      <td>https://jobguy.ir/company/snappfood</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>snapp</td>\n",
       "      <td>اسنپ</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3528</td>\n",
       "      <td>https://jobguy.ir/company/snapp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>rayan-bahman-pardaz</td>\n",
       "      <td>رایان بهمن پرداز</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>2.4</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.8</td>\n",
       "      <td>3362</td>\n",
       "      <td>https://jobguy.ir/company/rayan-bahman-pardaz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>hichestan</td>\n",
       "      <td>هیچستان</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>1.7</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.8</td>\n",
       "      <td>3345</td>\n",
       "      <td>https://jobguy.ir/company/hichestan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>mahya-pardaz</td>\n",
       "      <td>محیا پرداز</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>3006</td>\n",
       "      <td>https://jobguy.ir/company/mahya-pardaz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>system-group</td>\n",
       "      <td>همکاران سیستم</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4.8</td>\n",
       "      <td>5.5</td>\n",
       "      <td>3.8</td>\n",
       "      <td>2998</td>\n",
       "      <td>https://jobguy.ir/company/system-group</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>karina-mobile-solutions</td>\n",
       "      <td>راهکارهای همراه کارینا</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>2.5</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2946</td>\n",
       "      <td>https://jobguy.ir/company/karina-mobile-solutions</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>bahar-saman-e-shargh</td>\n",
       "      <td>بهار سامانه شرق</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1.2</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1799</td>\n",
       "      <td>https://jobguy.ir/company/bahar-saman-e-shargh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>dadeh-pardaz</td>\n",
       "      <td>داده پرداز پویای شریف</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.1</td>\n",
       "      <td>1716</td>\n",
       "      <td>https://jobguy.ir/company/dadeh-pardaz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>hpds-high-performance-data-storage-system</td>\n",
       "      <td>پردازش و ذخیره سازی سریع داده (پرسا)</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2.3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.1</td>\n",
       "      <td>1711</td>\n",
       "      <td>https://jobguy.ir/company/hpds-high-performanc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>alibaba</td>\n",
       "      <td>علی بابا</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5.5</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.7</td>\n",
       "      <td>1710</td>\n",
       "      <td>https://jobguy.ir/company/alibaba</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>hasin-technology</td>\n",
       "      <td>گروه حصین</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>6.0</td>\n",
       "      <td>9.5</td>\n",
       "      <td>4.7</td>\n",
       "      <td>1704</td>\n",
       "      <td>https://jobguy.ir/company/hasin-technology</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>snappbox</td>\n",
       "      <td>اسنپ باکس</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>7.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>2.2</td>\n",
       "      <td>1596</td>\n",
       "      <td>https://jobguy.ir/company/snappbox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>zhaket</td>\n",
       "      <td>ژاکت</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1589</td>\n",
       "      <td>https://jobguy.ir/company/zhaket</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>takhfifan</td>\n",
       "      <td>تخفیفان</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1586</td>\n",
       "      <td>https://jobguy.ir/company/takhfifan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>yektanet</td>\n",
       "      <td>یکتانت</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1570</td>\n",
       "      <td>https://jobguy.ir/company/yektanet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>sana-gostar-sabz</td>\n",
       "      <td>سانا گستر سبز</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.8</td>\n",
       "      <td>1466</td>\n",
       "      <td>https://jobguy.ir/company/sana-gostar-sabz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757</th>\n",
       "      <td>fanap-plus</td>\n",
       "      <td>فناپ پلاس</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1404</td>\n",
       "      <td>https://jobguy.ir/company/fanap-plus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>dunro</td>\n",
       "      <td>دانرو</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1400</td>\n",
       "      <td>https://jobguy.ir/company/dunro</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>fartech</td>\n",
       "      <td>فرتک</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1346</td>\n",
       "      <td>https://jobguy.ir/company/fartech</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>adad</td>\n",
       "      <td>آوای همراه هوشمند پارس (عدد)</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3.1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.1</td>\n",
       "      <td>1270</td>\n",
       "      <td>https://jobguy.ir/company/adad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>faratech-data-processing</td>\n",
       "      <td>داده پردازی فراتک</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1.1</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1240</td>\n",
       "      <td>https://jobguy.ir/company/faratech-data-proces...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>future-wave-ultratech</td>\n",
       "      <td>موج آینده فرافن</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1186</td>\n",
       "      <td>https://jobguy.ir/company/future-wave-ultratech</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>mofid-securities</td>\n",
       "      <td>کارگزاری مفید</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1105</td>\n",
       "      <td>https://jobguy.ir/company/mofid-securities</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>rdsysco</td>\n",
       "      <td>رایا دیار سیستم</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>1071</td>\n",
       "      <td>https://jobguy.ir/company/rdsysco</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12842</th>\n",
       "      <td>harf-akhar</td>\n",
       "      <td>حرف اخر</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>https://jobguy.ir/company/harf-akhar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3637</th>\n",
       "      <td>ava-tajhiz</td>\n",
       "      <td>آوا تجهیز آزما</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>https://jobguy.ir/company/ava-tajhiz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12843</th>\n",
       "      <td>shinasazerinas</td>\n",
       "      <td>شرکت شینا سازه</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>https://jobguy.ir/company/shinasazerinas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3593</th>\n",
       "      <td>mbe</td>\n",
       "      <td>مبنابسپار</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>https://jobguy.ir/company/mbe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12845</th>\n",
       "      <td>saramad-idea</td>\n",
       "      <td>سرآمد ایده</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>https://jobguy.ir/company/saramad-idea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12825</th>\n",
       "      <td>wife-is-life</td>\n",
       "      <td>وایف ایز لایف</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>https://jobguy.ir/company/wife-is-life</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12846</th>\n",
       "      <td>shargh-skin-clinic</td>\n",
       "      <td>کلینیک تخصصی پوست و زیبایی شرق</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>https://jobguy.ir/company/shargh-skin-clinic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12847</th>\n",
       "      <td>smart-sanat</td>\n",
       "      <td>اسمارت صنعت</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>https://jobguy.ir/company/smart-sanat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12848</th>\n",
       "      <td>mehrespand-engineering-group</td>\n",
       "      <td>گروه مهندسی مهراسپند</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>https://jobguy.ir/company/mehrespand-engineeri...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12849</th>\n",
       "      <td>microno</td>\n",
       "      <td>میکرونو</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>https://jobguy.ir/company/microno</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12850</th>\n",
       "      <td>maziar</td>\n",
       "      <td>فروشگاه قطعات یدکی مازیار</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>https://jobguy.ir/company/maziar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12851</th>\n",
       "      <td>bagh-sib</td>\n",
       "      <td>باغ سیب</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>https://jobguy.ir/company/bagh-sib</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3592</th>\n",
       "      <td>parkok</td>\n",
       "      <td>پرکوک</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>https://jobguy.ir/company/parkok</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12839</th>\n",
       "      <td>soziana-beton</td>\n",
       "      <td>سوزیانا بتن</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>https://jobguy.ir/company/soziana-beton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12838</th>\n",
       "      <td>pajohesh-gostar</td>\n",
       "      <td>پژوهش گستر</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>https://jobguy.ir/company/pajohesh-gostar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12837</th>\n",
       "      <td>ideanegaran-farda</td>\n",
       "      <td>ایده نگارانه فردا</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>https://jobguy.ir/company/ideanegaran-farda</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12836</th>\n",
       "      <td>saba-zob-sepahan</td>\n",
       "      <td>صبا ذوب سپاهان</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>https://jobguy.ir/company/saba-zob-sepahan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12834</th>\n",
       "      <td>step-son-internet-holding</td>\n",
       "      <td>داد و ستد پنج قاره</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>https://jobguy.ir/company/step-son-internet-ho...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12833</th>\n",
       "      <td>hafezan-gardeshgari</td>\n",
       "      <td>حافظان گردشگری</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>https://jobguy.ir/company/hafezan-gardeshgari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12832</th>\n",
       "      <td>fourthdi</td>\n",
       "      <td>بعدچهارم</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>https://jobguy.ir/company/fourthdi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12831</th>\n",
       "      <td>neshane-mehr</td>\n",
       "      <td>مبتکران نشانه مهر</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>https://jobguy.ir/company/neshane-mehr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12830</th>\n",
       "      <td>arvin-niro-sepahan</td>\n",
       "      <td>آروین نیرو سپاهان</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>https://jobguy.ir/company/arvin-niro-sepahan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12829</th>\n",
       "      <td>impact</td>\n",
       "      <td>ایمپکت</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>https://jobguy.ir/company/impact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3591</th>\n",
       "      <td>ostad-block</td>\n",
       "      <td>استاد بلاک</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>https://jobguy.ir/company/ostad-block</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12828</th>\n",
       "      <td>sedaye-ashena</td>\n",
       "      <td>کانون تبلیغاتی صدای آشنا</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>https://jobguy.ir/company/sedaye-ashena</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12827</th>\n",
       "      <td>salamatesaba</td>\n",
       "      <td>سلامت صبا</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>https://jobguy.ir/company/salamatesaba</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12826</th>\n",
       "      <td>ahan-paytakht</td>\n",
       "      <td>آهن پایتخت</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>https://jobguy.ir/company/ahan-paytakht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3590</th>\n",
       "      <td>35-mm-studio</td>\n",
       "      <td>استودیو 35 میلیمتری</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>https://jobguy.ir/company/35-mm-studio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3636</th>\n",
       "      <td>sefid</td>\n",
       "      <td>گروه سفید</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>https://jobguy.ir/company/sefid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12686</th>\n",
       "      <td>enp</td>\n",
       "      <td>اكسير نقش پارس</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>https://jobguy.ir/company/enp</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16877 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    company_slug  \\\n",
       "5                                    arvan-cloud   \n",
       "30                                      digikala   \n",
       "7                                     cafebazaar   \n",
       "0                                       chargoon   \n",
       "13                                    snapp-trip   \n",
       "48                                     snappfood   \n",
       "9                                          snapp   \n",
       "1                            rayan-bahman-pardaz   \n",
       "3                                      hichestan   \n",
       "2                                   mahya-pardaz   \n",
       "33                                  system-group   \n",
       "4                        karina-mobile-solutions   \n",
       "6                           bahar-saman-e-shargh   \n",
       "19                                  dadeh-pardaz   \n",
       "14     hpds-high-performance-data-storage-system   \n",
       "51                                       alibaba   \n",
       "34                              hasin-technology   \n",
       "29                                      snappbox   \n",
       "10                                        zhaket   \n",
       "36                                     takhfifan   \n",
       "103                                     yektanet   \n",
       "39                              sana-gostar-sabz   \n",
       "757                                   fanap-plus   \n",
       "133                                        dunro   \n",
       "8                                        fartech   \n",
       "20                                          adad   \n",
       "27                      faratech-data-processing   \n",
       "200                        future-wave-ultratech   \n",
       "360                             mofid-securities   \n",
       "153                                      rdsysco   \n",
       "...                                          ...   \n",
       "12842                                 harf-akhar   \n",
       "3637                                  ava-tajhiz   \n",
       "12843                             shinasazerinas   \n",
       "3593                                         mbe   \n",
       "12845                               saramad-idea   \n",
       "12825                               wife-is-life   \n",
       "12846                         shargh-skin-clinic   \n",
       "12847                                smart-sanat   \n",
       "12848               mehrespand-engineering-group   \n",
       "12849                                    microno   \n",
       "12850                                     maziar   \n",
       "12851                                   bagh-sib   \n",
       "3592                                      parkok   \n",
       "12839                              soziana-beton   \n",
       "12838                            pajohesh-gostar   \n",
       "12837                          ideanegaran-farda   \n",
       "12836                           saba-zob-sepahan   \n",
       "12834                  step-son-internet-holding   \n",
       "12833                        hafezan-gardeshgari   \n",
       "12832                                   fourthdi   \n",
       "12831                               neshane-mehr   \n",
       "12830                         arvin-niro-sepahan   \n",
       "12829                                     impact   \n",
       "3591                                 ostad-block   \n",
       "12828                              sedaye-ashena   \n",
       "12827                               salamatesaba   \n",
       "12826                              ahan-paytakht   \n",
       "3590                                35-mm-studio   \n",
       "3636                                       sefid   \n",
       "12686                                        enp   \n",
       "\n",
       "                               company_name  total_interview  \\\n",
       "5                                 ابر آروان                5   \n",
       "30                                دیجی کالا                2   \n",
       "7                                کافه بازار                2   \n",
       "0                                    چارگون                1   \n",
       "13                                اسنپ تریپ                1   \n",
       "48                                 اسنپ فود                4   \n",
       "9                                      اسنپ                1   \n",
       "1                          رایان بهمن پرداز                1   \n",
       "3                                   هیچستان                1   \n",
       "2                                محیا پرداز                1   \n",
       "33                            همکاران سیستم                1   \n",
       "4                    راهکارهای همراه کارینا                1   \n",
       "6                           بهار سامانه شرق                1   \n",
       "19                    داده پرداز پویای شریف                1   \n",
       "14     پردازش و ذخیره سازی سریع داده (پرسا)                0   \n",
       "51                                 علی بابا                2   \n",
       "34                                گروه حصین                0   \n",
       "29                                اسنپ باکس                0   \n",
       "10                                     ژاکت                0   \n",
       "36                                  تخفیفان                0   \n",
       "103                                  یکتانت                2   \n",
       "39                            سانا گستر سبز                1   \n",
       "757                               فناپ پلاس                3   \n",
       "133                                   دانرو                0   \n",
       "8                                      فرتک                0   \n",
       "20             آوای همراه هوشمند پارس (عدد)                0   \n",
       "27                        داده پردازی فراتک                1   \n",
       "200                         موج آینده فرافن                3   \n",
       "360                           کارگزاری مفید                3   \n",
       "153                         رایا دیار سیستم                0   \n",
       "...                                     ...              ...   \n",
       "12842                               حرف اخر                0   \n",
       "3637                         آوا تجهیز آزما                0   \n",
       "12843                        شرکت شینا سازه                0   \n",
       "3593                              مبنابسپار                0   \n",
       "12845                            سرآمد ایده                0   \n",
       "12825                         وایف ایز لایف                0   \n",
       "12846        کلینیک تخصصی پوست و زیبایی شرق                0   \n",
       "12847                           اسمارت صنعت                0   \n",
       "12848                  گروه مهندسی مهراسپند                0   \n",
       "12849                               میکرونو                0   \n",
       "12850             فروشگاه قطعات یدکی مازیار                0   \n",
       "12851                               باغ سیب                0   \n",
       "3592                                  پرکوک                0   \n",
       "12839                           سوزیانا بتن                0   \n",
       "12838                            پژوهش گستر                0   \n",
       "12837                     ایده نگارانه فردا                0   \n",
       "12836                        صبا ذوب سپاهان                0   \n",
       "12834                    داد و ستد پنج قاره                0   \n",
       "12833                        حافظان گردشگری                0   \n",
       "12832                              بعدچهارم                0   \n",
       "12831                     مبتکران نشانه مهر                0   \n",
       "12830                     آروین نیرو سپاهان                0   \n",
       "12829                                ایمپکت                0   \n",
       "3591                             استاد بلاک                0   \n",
       "12828              کانون تبلیغاتی صدای آشنا                0   \n",
       "12827                             سلامت صبا                0   \n",
       "12826                            آهن پایتخت                0   \n",
       "3590                    استودیو 35 میلیمتری                0   \n",
       "3636                              گروه سفید                0   \n",
       "12686                        اكسير نقش پارس                0   \n",
       "\n",
       "       total_companyreview  salary_min  salary_max  over_all_rate  view_count  \\\n",
       "5                        6         2.0        11.6            3.6       10976   \n",
       "30                       2         3.0         7.0            4.2        8209   \n",
       "7                        5         0.0        12.0            4.7        7725   \n",
       "0                       11         1.7         5.0            2.4        7554   \n",
       "13                       4         5.0        40.0            2.6        4706   \n",
       "48                       2         3.0        10.0            2.1        3773   \n",
       "9                        4         0.0        10.0            3.5        3528   \n",
       "1                       10         2.4        10.0            2.8        3362   \n",
       "3                        8         1.7        17.0            1.8        3345   \n",
       "2                        9         0.0        12.0            1.2        3006   \n",
       "33                       2         4.8         5.5            3.8        2998   \n",
       "4                        7         2.5         9.0            2.9        2946   \n",
       "6                        5         1.2         4.0            1.0        1799   \n",
       "19                       3         0.0         3.5            4.1        1716   \n",
       "14                       4         2.3         4.0            1.1        1711   \n",
       "51                       2         5.5         6.0            4.7        1710   \n",
       "34                       2         6.0         9.5            4.7        1704   \n",
       "29                       2         7.0        14.0            2.2        1596   \n",
       "10                       4         3.0         7.0            1.3        1589   \n",
       "36                       2         5.0         5.0            1.3        1586   \n",
       "103                      1         3.0         3.0            3.4        1570   \n",
       "39                       2         3.0         8.0            2.8        1466   \n",
       "757                      0         0.0         0.0            0.0        1404   \n",
       "133                      1         7.0         7.0            3.0        1400   \n",
       "8                        5         0.8         1.8            3.5        1346   \n",
       "20                       3         3.1         5.0            4.1        1270   \n",
       "27                       3         1.1         2.8            5.0        1240   \n",
       "200                      1         1.8         1.8            4.8        1186   \n",
       "360                      0         0.0         0.0            0.0        1105   \n",
       "153                      1         4.0         4.0            1.4        1071   \n",
       "...                    ...         ...         ...            ...         ...   \n",
       "12842                    0         0.0         0.0            0.0           2   \n",
       "3637                     0         0.0         0.0            0.0           2   \n",
       "12843                    0         0.0         0.0            0.0           2   \n",
       "3593                     0         0.0         0.0            0.0           2   \n",
       "12845                    0         0.0         0.0            0.0           2   \n",
       "12825                    0         0.0         0.0            0.0           2   \n",
       "12846                    0         0.0         0.0            0.0           2   \n",
       "12847                    0         0.0         0.0            0.0           2   \n",
       "12848                    0         0.0         0.0            0.0           2   \n",
       "12849                    0         0.0         0.0            0.0           2   \n",
       "12850                    0         0.0         0.0            0.0           2   \n",
       "12851                    0         0.0         0.0            0.0           2   \n",
       "3592                     0         0.0         0.0            0.0           2   \n",
       "12839                    0         0.0         0.0            0.0           2   \n",
       "12838                    0         0.0         0.0            0.0           2   \n",
       "12837                    0         0.0         0.0            0.0           2   \n",
       "12836                    0         0.0         0.0            0.0           2   \n",
       "12834                    0         0.0         0.0            0.0           2   \n",
       "12833                    0         0.0         0.0            0.0           2   \n",
       "12832                    0         0.0         0.0            0.0           2   \n",
       "12831                    0         0.0         0.0            0.0           2   \n",
       "12830                    0         0.0         0.0            0.0           2   \n",
       "12829                    0         0.0         0.0            0.0           2   \n",
       "3591                     0         0.0         0.0            0.0           2   \n",
       "12828                    0         0.0         0.0            0.0           2   \n",
       "12827                    0         0.0         0.0            0.0           2   \n",
       "12826                    0         0.0         0.0            0.0           2   \n",
       "3590                     0         0.0         0.0            0.0           2   \n",
       "3636                     0         0.0         0.0            0.0           2   \n",
       "12686                    0         0.0         0.0            0.0           2   \n",
       "\n",
       "                                            company_link  \n",
       "5                  https://jobguy.ir/company/arvan-cloud  \n",
       "30                    https://jobguy.ir/company/digikala  \n",
       "7                   https://jobguy.ir/company/cafebazaar  \n",
       "0                     https://jobguy.ir/company/chargoon  \n",
       "13                  https://jobguy.ir/company/snapp-trip  \n",
       "48                   https://jobguy.ir/company/snappfood  \n",
       "9                        https://jobguy.ir/company/snapp  \n",
       "1          https://jobguy.ir/company/rayan-bahman-pardaz  \n",
       "3                    https://jobguy.ir/company/hichestan  \n",
       "2                 https://jobguy.ir/company/mahya-pardaz  \n",
       "33                https://jobguy.ir/company/system-group  \n",
       "4      https://jobguy.ir/company/karina-mobile-solutions  \n",
       "6         https://jobguy.ir/company/bahar-saman-e-shargh  \n",
       "19                https://jobguy.ir/company/dadeh-pardaz  \n",
       "14     https://jobguy.ir/company/hpds-high-performanc...  \n",
       "51                     https://jobguy.ir/company/alibaba  \n",
       "34            https://jobguy.ir/company/hasin-technology  \n",
       "29                    https://jobguy.ir/company/snappbox  \n",
       "10                      https://jobguy.ir/company/zhaket  \n",
       "36                   https://jobguy.ir/company/takhfifan  \n",
       "103                   https://jobguy.ir/company/yektanet  \n",
       "39            https://jobguy.ir/company/sana-gostar-sabz  \n",
       "757                 https://jobguy.ir/company/fanap-plus  \n",
       "133                      https://jobguy.ir/company/dunro  \n",
       "8                      https://jobguy.ir/company/fartech  \n",
       "20                        https://jobguy.ir/company/adad  \n",
       "27     https://jobguy.ir/company/faratech-data-proces...  \n",
       "200      https://jobguy.ir/company/future-wave-ultratech  \n",
       "360           https://jobguy.ir/company/mofid-securities  \n",
       "153                    https://jobguy.ir/company/rdsysco  \n",
       "...                                                  ...  \n",
       "12842               https://jobguy.ir/company/harf-akhar  \n",
       "3637                https://jobguy.ir/company/ava-tajhiz  \n",
       "12843           https://jobguy.ir/company/shinasazerinas  \n",
       "3593                       https://jobguy.ir/company/mbe  \n",
       "12845             https://jobguy.ir/company/saramad-idea  \n",
       "12825             https://jobguy.ir/company/wife-is-life  \n",
       "12846       https://jobguy.ir/company/shargh-skin-clinic  \n",
       "12847              https://jobguy.ir/company/smart-sanat  \n",
       "12848  https://jobguy.ir/company/mehrespand-engineeri...  \n",
       "12849                  https://jobguy.ir/company/microno  \n",
       "12850                   https://jobguy.ir/company/maziar  \n",
       "12851                 https://jobguy.ir/company/bagh-sib  \n",
       "3592                    https://jobguy.ir/company/parkok  \n",
       "12839            https://jobguy.ir/company/soziana-beton  \n",
       "12838          https://jobguy.ir/company/pajohesh-gostar  \n",
       "12837        https://jobguy.ir/company/ideanegaran-farda  \n",
       "12836         https://jobguy.ir/company/saba-zob-sepahan  \n",
       "12834  https://jobguy.ir/company/step-son-internet-ho...  \n",
       "12833      https://jobguy.ir/company/hafezan-gardeshgari  \n",
       "12832                 https://jobguy.ir/company/fourthdi  \n",
       "12831             https://jobguy.ir/company/neshane-mehr  \n",
       "12830       https://jobguy.ir/company/arvin-niro-sepahan  \n",
       "12829                   https://jobguy.ir/company/impact  \n",
       "3591               https://jobguy.ir/company/ostad-block  \n",
       "12828            https://jobguy.ir/company/sedaye-ashena  \n",
       "12827             https://jobguy.ir/company/salamatesaba  \n",
       "12826            https://jobguy.ir/company/ahan-paytakht  \n",
       "3590              https://jobguy.ir/company/35-mm-studio  \n",
       "3636                     https://jobguy.ir/company/sefid  \n",
       "12686                      https://jobguy.ir/company/enp  \n",
       "\n",
       "[16877 rows x 9 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.sort_values(by =['view_count'], ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>company_slug</th>\n",
       "      <th>company_name</th>\n",
       "      <th>total_interview</th>\n",
       "      <th>total_companyreview</th>\n",
       "      <th>salary_min</th>\n",
       "      <th>salary_max</th>\n",
       "      <th>over_all_rate</th>\n",
       "      <th>view_count</th>\n",
       "      <th>company_link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>snapp-trip</td>\n",
       "      <td>اسنپ تریپ</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>2.6</td>\n",
       "      <td>4706</td>\n",
       "      <td>https://jobguy.ir/company/snapp-trip</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>kaladeh</td>\n",
       "      <td>فروشگاه اینترنتی کالاده</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>35.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>678</td>\n",
       "      <td>https://jobguy.ir/company/kaladeh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>lotka-group</td>\n",
       "      <td>گروه کشتیرانی لتکا</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>265</td>\n",
       "      <td>https://jobguy.ir/company/lotka-group</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>blue-lotka-kish</td>\n",
       "      <td>لتکا آبی کیش</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>246</td>\n",
       "      <td>https://jobguy.ir/company/blue-lotka-kish</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>ernyka</td>\n",
       "      <td>گروه نوآوری فناوری اطلاعات ارنیکا</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>308</td>\n",
       "      <td>https://jobguy.ir/company/ernyka</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>hichestan</td>\n",
       "      <td>هیچستان</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>1.7</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.8</td>\n",
       "      <td>3345</td>\n",
       "      <td>https://jobguy.ir/company/hichestan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>amerandish-hoshmand</td>\n",
       "      <td>عامر اندیش هوشمند</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>301</td>\n",
       "      <td>https://jobguy.ir/company/amerandish-hoshmand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>malekmoghava</td>\n",
       "      <td>ملک مقوا</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>14.4</td>\n",
       "      <td>14.4</td>\n",
       "      <td>4.4</td>\n",
       "      <td>188</td>\n",
       "      <td>https://jobguy.ir/company/malekmoghava</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>mahsan</td>\n",
       "      <td>مهسان</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>14.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>4.4</td>\n",
       "      <td>618</td>\n",
       "      <td>https://jobguy.ir/company/mahsan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>snappbox</td>\n",
       "      <td>اسنپ باکس</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>7.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>2.2</td>\n",
       "      <td>1596</td>\n",
       "      <td>https://jobguy.ir/company/snappbox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>jahankhodro-qaem</td>\n",
       "      <td>جهان خودرو قائم</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>2.7</td>\n",
       "      <td>302</td>\n",
       "      <td>https://jobguy.ir/company/jahankhodro-qaem</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>cafebazaar</td>\n",
       "      <td>کافه بازار</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4.7</td>\n",
       "      <td>7725</td>\n",
       "      <td>https://jobguy.ir/company/cafebazaar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>mahya-pardaz</td>\n",
       "      <td>محیا پرداز</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>3006</td>\n",
       "      <td>https://jobguy.ir/company/mahya-pardaz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>arvan-cloud</td>\n",
       "      <td>ابر آروان</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>2.0</td>\n",
       "      <td>11.6</td>\n",
       "      <td>3.6</td>\n",
       "      <td>10976</td>\n",
       "      <td>https://jobguy.ir/company/arvan-cloud</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>asan-pardakht</td>\n",
       "      <td>آسان پرداخت</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3.5</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>563</td>\n",
       "      <td>https://jobguy.ir/company/asan-pardakht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>snapp</td>\n",
       "      <td>اسنپ</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3528</td>\n",
       "      <td>https://jobguy.ir/company/snapp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>dsa</td>\n",
       "      <td>داده پردازان سیمای آفتاب</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.8</td>\n",
       "      <td>91</td>\n",
       "      <td>https://jobguy.ir/company/dsa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>snappfood</td>\n",
       "      <td>اسنپ فود</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>3773</td>\n",
       "      <td>https://jobguy.ir/company/snappfood</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>rayan-bahman-pardaz</td>\n",
       "      <td>رایان بهمن پرداز</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>2.4</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.8</td>\n",
       "      <td>3362</td>\n",
       "      <td>https://jobguy.ir/company/rayan-bahman-pardaz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>parsa-afshari</td>\n",
       "      <td>گروه تبلیغاتی پارسا افشاری</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>214</td>\n",
       "      <td>https://jobguy.ir/company/parsa-afshari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>dataak</td>\n",
       "      <td>دیتاک</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>983</td>\n",
       "      <td>https://jobguy.ir/company/dataak</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>vision-soba</td>\n",
       "      <td>ویژن سوبا</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>90</td>\n",
       "      <td>https://jobguy.ir/company/vision-soba</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>brtech</td>\n",
       "      <td>فناوری پرتو آبی پارسیان</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>4.2</td>\n",
       "      <td>572</td>\n",
       "      <td>https://jobguy.ir/company/brtech</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>hasin-technology</td>\n",
       "      <td>گروه حصین</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>6.0</td>\n",
       "      <td>9.5</td>\n",
       "      <td>4.7</td>\n",
       "      <td>1704</td>\n",
       "      <td>https://jobguy.ir/company/hasin-technology</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>divar</td>\n",
       "      <td>سایت اینترنتی دیوار</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1057</td>\n",
       "      <td>https://jobguy.ir/company/divar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>taskulu</td>\n",
       "      <td>تسکولو</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>440</td>\n",
       "      <td>https://jobguy.ir/company/taskulu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>kanoon-iran-novin</td>\n",
       "      <td>کانون ایران نوین</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>336</td>\n",
       "      <td>https://jobguy.ir/company/kanoon-iran-novin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>karina-mobile-solutions</td>\n",
       "      <td>راهکارهای همراه کارینا</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>2.5</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2946</td>\n",
       "      <td>https://jobguy.ir/company/karina-mobile-solutions</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>jooyeshgar-pardis-eram</td>\n",
       "      <td>جویشگر پردیس ارم</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>85</td>\n",
       "      <td>https://jobguy.ir/company/jooyeshgar-pardis-eram</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>tohfe-food-production</td>\n",
       "      <td>تحفه</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.2</td>\n",
       "      <td>224</td>\n",
       "      <td>https://jobguy.ir/company/tohfe-food-production</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5835</th>\n",
       "      <td>maroon</td>\n",
       "      <td>مارون</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>https://jobguy.ir/company/maroon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5822</th>\n",
       "      <td>tose-samane-agrin</td>\n",
       "      <td>توسعه سامانه های آگرین</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10</td>\n",
       "      <td>https://jobguy.ir/company/tose-samane-agrin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5823</th>\n",
       "      <td>varna-control-sanat</td>\n",
       "      <td>وارنا كنترل صنعت</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>https://jobguy.ir/company/varna-control-sanat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5824</th>\n",
       "      <td>maghsoudgroup</td>\n",
       "      <td>گروه کارخانجات مقصود</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12</td>\n",
       "      <td>https://jobguy.ir/company/maghsoudgroup</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5825</th>\n",
       "      <td>shiraz-great-realstate</td>\n",
       "      <td>املاک بزرگ شیراز</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>https://jobguy.ir/company/shiraz-great-realstate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5826</th>\n",
       "      <td>dade-pardazan-keemya</td>\n",
       "      <td>داده پردازان کیمیا</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>https://jobguy.ir/company/dade-pardazan-keemya</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5827</th>\n",
       "      <td>university-of-webster</td>\n",
       "      <td>دانشگاه وبستر</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8</td>\n",
       "      <td>https://jobguy.ir/company/university-of-webster</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5828</th>\n",
       "      <td>code-1123-of-insurance-broker</td>\n",
       "      <td>کارگزاری رسمی بیمه کد 1123</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>https://jobguy.ir/company/code-1123-of-insuran...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5829</th>\n",
       "      <td>pasargad-bank-holding</td>\n",
       "      <td>هولدینگ فناوری اطلاعات بانک پاسارگاد</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17</td>\n",
       "      <td>https://jobguy.ir/company/pasargad-bank-holding</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5830</th>\n",
       "      <td>meidoun</td>\n",
       "      <td>میدون</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17</td>\n",
       "      <td>https://jobguy.ir/company/meidoun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5831</th>\n",
       "      <td>agency-mehrbanseir-donya</td>\n",
       "      <td>آژانس مهربان سیر دنیا</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12</td>\n",
       "      <td>https://jobguy.ir/company/agency-mehrbanseir-d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5832</th>\n",
       "      <td>meditarane-gasht-part</td>\n",
       "      <td>مدیترانه گشت پارت</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7</td>\n",
       "      <td>https://jobguy.ir/company/meditarane-gasht-part</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5833</th>\n",
       "      <td>benam-avarane-mahshid</td>\n",
       "      <td>بنام آوران مهشید</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14</td>\n",
       "      <td>https://jobguy.ir/company/benam-avarane-mahshid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5834</th>\n",
       "      <td>tarak-designers-group</td>\n",
       "      <td>گروه طراحان تارک</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>https://jobguy.ir/company/tarak-designers-group</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5836</th>\n",
       "      <td>refahe-pars</td>\n",
       "      <td>رفاه پارس</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9</td>\n",
       "      <td>https://jobguy.ir/company/refahe-pars</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5850</th>\n",
       "      <td>keyhane-kavosh-amood</td>\n",
       "      <td>کیهانه کاوش آمود</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>https://jobguy.ir/company/keyhane-kavosh-amood</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5837</th>\n",
       "      <td>zibanegaran-advertising-agency</td>\n",
       "      <td>کانون آگهی و تبلیغات زیبانگاران</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12</td>\n",
       "      <td>https://jobguy.ir/company/zibanegaran-advertis...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5838</th>\n",
       "      <td>hyper-parax</td>\n",
       "      <td>هایپر پاراکس</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10</td>\n",
       "      <td>https://jobguy.ir/company/hyper-parax</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5839</th>\n",
       "      <td>can-i</td>\n",
       "      <td>کن آی</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15</td>\n",
       "      <td>https://jobguy.ir/company/can-i</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5840</th>\n",
       "      <td>yas-tower</td>\n",
       "      <td>برج مجلل یاس</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8</td>\n",
       "      <td>https://jobguy.ir/company/yas-tower</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5841</th>\n",
       "      <td>mahestan-tajhiz</td>\n",
       "      <td>مهستان تجهیز</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>https://jobguy.ir/company/mahestan-tajhiz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5842</th>\n",
       "      <td>toptak</td>\n",
       "      <td>فروشگاه تاپ تک</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>29</td>\n",
       "      <td>https://jobguy.ir/company/toptak</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5843</th>\n",
       "      <td>learn-and-do</td>\n",
       "      <td>شبکه بیاموز و انجام بده</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11</td>\n",
       "      <td>https://jobguy.ir/company/learn-and-do</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5844</th>\n",
       "      <td>servat-afarinan</td>\n",
       "      <td>موسسه آموزش عالی ثروت آفرینان</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>https://jobguy.ir/company/servat-afarinan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5845</th>\n",
       "      <td>sepidgaah-design-center</td>\n",
       "      <td>مرکز طراحی سپیدگاه</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>https://jobguy.ir/company/sepidgaah-design-center</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5846</th>\n",
       "      <td>tech-data-ario</td>\n",
       "      <td>فن آوری داده آریو برزن</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10</td>\n",
       "      <td>https://jobguy.ir/company/tech-data-ario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5847</th>\n",
       "      <td>payaparto</td>\n",
       "      <td>پایا پرتو</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13</td>\n",
       "      <td>https://jobguy.ir/company/payaparto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5848</th>\n",
       "      <td>novin-fanavar-pouya</td>\n",
       "      <td>نوين فن آور پويا</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9</td>\n",
       "      <td>https://jobguy.ir/company/novin-fanavar-pouya</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5849</th>\n",
       "      <td>fanavar-arya</td>\n",
       "      <td>فناور آریا</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>https://jobguy.ir/company/fanavar-arya</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16876</th>\n",
       "      <td>livar</td>\n",
       "      <td>لیوار</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12</td>\n",
       "      <td>https://jobguy.ir/company/livar</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16877 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         company_slug                          company_name  \\\n",
       "13                         snapp-trip                             اسنپ تریپ   \n",
       "99                            kaladeh               فروشگاه اینترنتی کالاده   \n",
       "286                       lotka-group                    گروه کشتیرانی لتکا   \n",
       "171                   blue-lotka-kish                          لتکا آبی کیش   \n",
       "231                            ernyka     گروه نوآوری فناوری اطلاعات ارنیکا   \n",
       "3                           hichestan                               هیچستان   \n",
       "287               amerandish-hoshmand                     عامر اندیش هوشمند   \n",
       "198                      malekmoghava                              ملک مقوا   \n",
       "268                            mahsan                                 مهسان   \n",
       "29                           snappbox                             اسنپ باکس   \n",
       "60                   jahankhodro-qaem                       جهان خودرو قائم   \n",
       "7                          cafebazaar                            کافه بازار   \n",
       "2                        mahya-pardaz                            محیا پرداز   \n",
       "5                         arvan-cloud                             ابر آروان   \n",
       "49                      asan-pardakht                           آسان پرداخت   \n",
       "9                               snapp                                  اسنپ   \n",
       "353                               dsa              داده پردازان سیمای آفتاب   \n",
       "48                          snappfood                              اسنپ فود   \n",
       "1                 rayan-bahman-pardaz                      رایان بهمن پرداز   \n",
       "335                     parsa-afshari            گروه تبلیغاتی پارسا افشاری   \n",
       "266                            dataak                                 دیتاک   \n",
       "323                       vision-soba                             ویژن سوبا   \n",
       "149                            brtech               فناوری پرتو آبی پارسیان   \n",
       "34                   hasin-technology                             گروه حصین   \n",
       "158                             divar                   سایت اینترنتی دیوار   \n",
       "55                            taskulu                                تسکولو   \n",
       "225                 kanoon-iran-novin                      کانون ایران نوین   \n",
       "4             karina-mobile-solutions                راهکارهای همراه کارینا   \n",
       "317            jooyeshgar-pardis-eram                      جویشگر پردیس ارم   \n",
       "58              tohfe-food-production                                  تحفه   \n",
       "...                               ...                                   ...   \n",
       "5835                           maroon                                 مارون   \n",
       "5822                tose-samane-agrin                توسعه سامانه های آگرین   \n",
       "5823              varna-control-sanat                      وارنا كنترل صنعت   \n",
       "5824                    maghsoudgroup                  گروه کارخانجات مقصود   \n",
       "5825           shiraz-great-realstate                      املاک بزرگ شیراز   \n",
       "5826             dade-pardazan-keemya                    داده پردازان کیمیا   \n",
       "5827            university-of-webster                         دانشگاه وبستر   \n",
       "5828    code-1123-of-insurance-broker            کارگزاری رسمی بیمه کد 1123   \n",
       "5829            pasargad-bank-holding  هولدینگ فناوری اطلاعات بانک پاسارگاد   \n",
       "5830                          meidoun                                 میدون   \n",
       "5831         agency-mehrbanseir-donya                 آژانس مهربان سیر دنیا   \n",
       "5832            meditarane-gasht-part                     مدیترانه گشت پارت   \n",
       "5833            benam-avarane-mahshid                      بنام آوران مهشید   \n",
       "5834            tarak-designers-group                      گروه طراحان تارک   \n",
       "5836                      refahe-pars                             رفاه پارس   \n",
       "5850             keyhane-kavosh-amood                      کیهانه کاوش آمود   \n",
       "5837   zibanegaran-advertising-agency       کانون آگهی و تبلیغات زیبانگاران   \n",
       "5838                      hyper-parax                          هایپر پاراکس   \n",
       "5839                            can-i                                 کن آی   \n",
       "5840                        yas-tower                          برج مجلل یاس   \n",
       "5841                  mahestan-tajhiz                          مهستان تجهیز   \n",
       "5842                           toptak                        فروشگاه تاپ تک   \n",
       "5843                     learn-and-do               شبکه بیاموز و انجام بده   \n",
       "5844                  servat-afarinan         موسسه آموزش عالی ثروت آفرینان   \n",
       "5845          sepidgaah-design-center                    مرکز طراحی سپیدگاه   \n",
       "5846                   tech-data-ario                فن آوری داده آریو برزن   \n",
       "5847                        payaparto                             پایا پرتو   \n",
       "5848              novin-fanavar-pouya                      نوين فن آور پويا   \n",
       "5849                     fanavar-arya                            فناور آریا   \n",
       "16876                           livar                                 لیوار   \n",
       "\n",
       "       total_interview  total_companyreview  salary_min  salary_max  \\\n",
       "13                   1                    4         5.0        40.0   \n",
       "99                   0                    1        35.0        35.0   \n",
       "286                  0                    1        20.0        20.0   \n",
       "171                  0                    1        20.0        20.0   \n",
       "231                  0                    1        20.0        20.0   \n",
       "3                    1                    8         1.7        17.0   \n",
       "287                  0                    1        15.0        15.0   \n",
       "198                  0                    1        14.4        14.4   \n",
       "268                  0                    1        14.0        14.0   \n",
       "29                   0                    2         7.0        14.0   \n",
       "60                   0                    2         4.0        12.0   \n",
       "7                    2                    5         0.0        12.0   \n",
       "2                    1                    9         0.0        12.0   \n",
       "5                    5                    6         2.0        11.6   \n",
       "49                   0                    2         3.5        11.0   \n",
       "9                    1                    4         0.0        10.0   \n",
       "353                  0                    1        10.0        10.0   \n",
       "48                   4                    2         3.0        10.0   \n",
       "1                    1                   10         2.4        10.0   \n",
       "335                  0                    1        10.0        10.0   \n",
       "266                  0                    1        10.0        10.0   \n",
       "323                  0                    1        10.0        10.0   \n",
       "149                  0                    1        10.0        10.0   \n",
       "34                   0                    2         6.0         9.5   \n",
       "158                  1                    1         9.0         9.0   \n",
       "55                   0                    2         3.0         9.0   \n",
       "225                  0                    1         9.0         9.0   \n",
       "4                    1                    7         2.5         9.0   \n",
       "317                  1                    1         9.0         9.0   \n",
       "58                   0                    2         4.0         8.0   \n",
       "...                ...                  ...         ...         ...   \n",
       "5835                 0                    0         0.0         0.0   \n",
       "5822                 0                    0         0.0         0.0   \n",
       "5823                 0                    0         0.0         0.0   \n",
       "5824                 0                    0         0.0         0.0   \n",
       "5825                 0                    0         0.0         0.0   \n",
       "5826                 0                    0         0.0         0.0   \n",
       "5827                 0                    0         0.0         0.0   \n",
       "5828                 0                    0         0.0         0.0   \n",
       "5829                 0                    0         0.0         0.0   \n",
       "5830                 0                    0         0.0         0.0   \n",
       "5831                 0                    0         0.0         0.0   \n",
       "5832                 0                    0         0.0         0.0   \n",
       "5833                 0                    0         0.0         0.0   \n",
       "5834                 0                    0         0.0         0.0   \n",
       "5836                 0                    0         0.0         0.0   \n",
       "5850                 0                    0         0.0         0.0   \n",
       "5837                 0                    0         0.0         0.0   \n",
       "5838                 0                    0         0.0         0.0   \n",
       "5839                 0                    0         0.0         0.0   \n",
       "5840                 0                    0         0.0         0.0   \n",
       "5841                 0                    0         0.0         0.0   \n",
       "5842                 0                    0         0.0         0.0   \n",
       "5843                 0                    0         0.0         0.0   \n",
       "5844                 0                    0         0.0         0.0   \n",
       "5845                 0                    0         0.0         0.0   \n",
       "5846                 0                    0         0.0         0.0   \n",
       "5847                 0                    0         0.0         0.0   \n",
       "5848                 0                    0         0.0         0.0   \n",
       "5849                 0                    0         0.0         0.0   \n",
       "16876                0                    0         0.0         0.0   \n",
       "\n",
       "       over_all_rate  view_count  \\\n",
       "13               2.6        4706   \n",
       "99               5.0         678   \n",
       "286              4.8         265   \n",
       "171              4.8         246   \n",
       "231              3.0         308   \n",
       "3                1.8        3345   \n",
       "287              4.6         301   \n",
       "198              4.4         188   \n",
       "268              4.4         618   \n",
       "29               2.2        1596   \n",
       "60               2.7         302   \n",
       "7                4.7        7725   \n",
       "2                1.2        3006   \n",
       "5                3.6       10976   \n",
       "49               4.3         563   \n",
       "9                3.5        3528   \n",
       "353              1.8          91   \n",
       "48               2.1        3773   \n",
       "1                2.8        3362   \n",
       "335              5.0         214   \n",
       "266              5.0         983   \n",
       "323              1.0          90   \n",
       "149              4.2         572   \n",
       "34               4.7        1704   \n",
       "158              5.0        1057   \n",
       "55               3.0         440   \n",
       "225              1.4         336   \n",
       "4                2.9        2946   \n",
       "317              4.0          85   \n",
       "58               2.2         224   \n",
       "...              ...         ...   \n",
       "5835             0.0           4   \n",
       "5822             0.0          10   \n",
       "5823             0.0           3   \n",
       "5824             0.0          12   \n",
       "5825             0.0           3   \n",
       "5826             0.0           4   \n",
       "5827             0.0           8   \n",
       "5828             0.0           6   \n",
       "5829             0.0          17   \n",
       "5830             0.0          17   \n",
       "5831             0.0          12   \n",
       "5832             0.0           7   \n",
       "5833             0.0          14   \n",
       "5834             0.0           3   \n",
       "5836             0.0           9   \n",
       "5850             0.0           5   \n",
       "5837             0.0          12   \n",
       "5838             0.0          10   \n",
       "5839             0.0          15   \n",
       "5840             0.0           8   \n",
       "5841             0.0           3   \n",
       "5842             0.0          29   \n",
       "5843             0.0          11   \n",
       "5844             0.0           3   \n",
       "5845             0.0           3   \n",
       "5846             0.0          10   \n",
       "5847             0.0          13   \n",
       "5848             0.0           9   \n",
       "5849             0.0           3   \n",
       "16876            0.0          12   \n",
       "\n",
       "                                            company_link  \n",
       "13                  https://jobguy.ir/company/snapp-trip  \n",
       "99                     https://jobguy.ir/company/kaladeh  \n",
       "286                https://jobguy.ir/company/lotka-group  \n",
       "171            https://jobguy.ir/company/blue-lotka-kish  \n",
       "231                     https://jobguy.ir/company/ernyka  \n",
       "3                    https://jobguy.ir/company/hichestan  \n",
       "287        https://jobguy.ir/company/amerandish-hoshmand  \n",
       "198               https://jobguy.ir/company/malekmoghava  \n",
       "268                     https://jobguy.ir/company/mahsan  \n",
       "29                    https://jobguy.ir/company/snappbox  \n",
       "60            https://jobguy.ir/company/jahankhodro-qaem  \n",
       "7                   https://jobguy.ir/company/cafebazaar  \n",
       "2                 https://jobguy.ir/company/mahya-pardaz  \n",
       "5                  https://jobguy.ir/company/arvan-cloud  \n",
       "49               https://jobguy.ir/company/asan-pardakht  \n",
       "9                        https://jobguy.ir/company/snapp  \n",
       "353                        https://jobguy.ir/company/dsa  \n",
       "48                   https://jobguy.ir/company/snappfood  \n",
       "1          https://jobguy.ir/company/rayan-bahman-pardaz  \n",
       "335              https://jobguy.ir/company/parsa-afshari  \n",
       "266                     https://jobguy.ir/company/dataak  \n",
       "323                https://jobguy.ir/company/vision-soba  \n",
       "149                     https://jobguy.ir/company/brtech  \n",
       "34            https://jobguy.ir/company/hasin-technology  \n",
       "158                      https://jobguy.ir/company/divar  \n",
       "55                     https://jobguy.ir/company/taskulu  \n",
       "225          https://jobguy.ir/company/kanoon-iran-novin  \n",
       "4      https://jobguy.ir/company/karina-mobile-solutions  \n",
       "317     https://jobguy.ir/company/jooyeshgar-pardis-eram  \n",
       "58       https://jobguy.ir/company/tohfe-food-production  \n",
       "...                                                  ...  \n",
       "5835                    https://jobguy.ir/company/maroon  \n",
       "5822         https://jobguy.ir/company/tose-samane-agrin  \n",
       "5823       https://jobguy.ir/company/varna-control-sanat  \n",
       "5824             https://jobguy.ir/company/maghsoudgroup  \n",
       "5825    https://jobguy.ir/company/shiraz-great-realstate  \n",
       "5826      https://jobguy.ir/company/dade-pardazan-keemya  \n",
       "5827     https://jobguy.ir/company/university-of-webster  \n",
       "5828   https://jobguy.ir/company/code-1123-of-insuran...  \n",
       "5829     https://jobguy.ir/company/pasargad-bank-holding  \n",
       "5830                   https://jobguy.ir/company/meidoun  \n",
       "5831   https://jobguy.ir/company/agency-mehrbanseir-d...  \n",
       "5832     https://jobguy.ir/company/meditarane-gasht-part  \n",
       "5833     https://jobguy.ir/company/benam-avarane-mahshid  \n",
       "5834     https://jobguy.ir/company/tarak-designers-group  \n",
       "5836               https://jobguy.ir/company/refahe-pars  \n",
       "5850      https://jobguy.ir/company/keyhane-kavosh-amood  \n",
       "5837   https://jobguy.ir/company/zibanegaran-advertis...  \n",
       "5838               https://jobguy.ir/company/hyper-parax  \n",
       "5839                     https://jobguy.ir/company/can-i  \n",
       "5840                 https://jobguy.ir/company/yas-tower  \n",
       "5841           https://jobguy.ir/company/mahestan-tajhiz  \n",
       "5842                    https://jobguy.ir/company/toptak  \n",
       "5843              https://jobguy.ir/company/learn-and-do  \n",
       "5844           https://jobguy.ir/company/servat-afarinan  \n",
       "5845   https://jobguy.ir/company/sepidgaah-design-center  \n",
       "5846            https://jobguy.ir/company/tech-data-ario  \n",
       "5847                 https://jobguy.ir/company/payaparto  \n",
       "5848       https://jobguy.ir/company/novin-fanavar-pouya  \n",
       "5849              https://jobguy.ir/company/fanavar-arya  \n",
       "16876                    https://jobguy.ir/company/livar  \n",
       "\n",
       "[16877 rows x 9 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.sort_values(by =['salary_max'], ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\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>company_slug</th>\n",
       "      <th>company_name</th>\n",
       "      <th>total_interview</th>\n",
       "      <th>total_companyreview</th>\n",
       "      <th>salary_min</th>\n",
       "      <th>salary_max</th>\n",
       "      <th>over_all_rate</th>\n",
       "      <th>view_count</th>\n",
       "      <th>company_link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>cafebazaar</td>\n",
       "      <td>کافه بازار</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4.7</td>\n",
       "      <td>7725</td>\n",
       "      <td>https://jobguy.ir/company/cafebazaar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>arvan-cloud</td>\n",
       "      <td>ابر آروان</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>2.0</td>\n",
       "      <td>11.6</td>\n",
       "      <td>3.6</td>\n",
       "      <td>10976</td>\n",
       "      <td>https://jobguy.ir/company/arvan-cloud</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>fartech</td>\n",
       "      <td>فرتک</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1346</td>\n",
       "      <td>https://jobguy.ir/company/fartech</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>snapp</td>\n",
       "      <td>اسنپ</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3528</td>\n",
       "      <td>https://jobguy.ir/company/snapp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>karina-mobile-solutions</td>\n",
       "      <td>راهکارهای همراه کارینا</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>2.5</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2946</td>\n",
       "      <td>https://jobguy.ir/company/karina-mobile-solutions</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>rayan-bahman-pardaz</td>\n",
       "      <td>رایان بهمن پرداز</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>2.4</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.8</td>\n",
       "      <td>3362</td>\n",
       "      <td>https://jobguy.ir/company/rayan-bahman-pardaz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>snapp-trip</td>\n",
       "      <td>اسنپ تریپ</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>2.6</td>\n",
       "      <td>4706</td>\n",
       "      <td>https://jobguy.ir/company/snapp-trip</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>chargoon</td>\n",
       "      <td>چارگون</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>1.7</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.4</td>\n",
       "      <td>7554</td>\n",
       "      <td>https://jobguy.ir/company/chargoon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>snappfood</td>\n",
       "      <td>اسنپ فود</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>3773</td>\n",
       "      <td>https://jobguy.ir/company/snappfood</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>hichestan</td>\n",
       "      <td>هیچستان</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>1.7</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.8</td>\n",
       "      <td>3345</td>\n",
       "      <td>https://jobguy.ir/company/hichestan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>kte</td>\n",
       "      <td>عصر فناوری دانش</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1.8</td>\n",
       "      <td>4.4</td>\n",
       "      <td>1.8</td>\n",
       "      <td>856</td>\n",
       "      <td>https://jobguy.ir/company/kte</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>mahya-pardaz</td>\n",
       "      <td>محیا پرداز</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>3006</td>\n",
       "      <td>https://jobguy.ir/company/mahya-pardaz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>bahar-saman-e-shargh</td>\n",
       "      <td>بهار سامانه شرق</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1.2</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1799</td>\n",
       "      <td>https://jobguy.ir/company/bahar-saman-e-shargh</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               company_slug            company_name  total_interview  \\\n",
       "7                cafebazaar              کافه بازار                2   \n",
       "5               arvan-cloud               ابر آروان                5   \n",
       "8                   fartech                    فرتک                0   \n",
       "9                     snapp                    اسنپ                1   \n",
       "4   karina-mobile-solutions  راهکارهای همراه کارینا                1   \n",
       "1       rayan-bahman-pardaz        رایان بهمن پرداز                1   \n",
       "13               snapp-trip               اسنپ تریپ                1   \n",
       "0                  chargoon                  چارگون                1   \n",
       "48                snappfood                اسنپ فود                4   \n",
       "3                 hichestan                 هیچستان                1   \n",
       "11                      kte         عصر فناوری دانش                1   \n",
       "2              mahya-pardaz              محیا پرداز                1   \n",
       "6      bahar-saman-e-shargh         بهار سامانه شرق                1   \n",
       "\n",
       "    total_companyreview  salary_min  salary_max  over_all_rate  view_count  \\\n",
       "7                     5         0.0        12.0            4.7        7725   \n",
       "5                     6         2.0        11.6            3.6       10976   \n",
       "8                     5         0.8         1.8            3.5        1346   \n",
       "9                     4         0.0        10.0            3.5        3528   \n",
       "4                     7         2.5         9.0            2.9        2946   \n",
       "1                    10         2.4        10.0            2.8        3362   \n",
       "13                    4         5.0        40.0            2.6        4706   \n",
       "0                    11         1.7         5.0            2.4        7554   \n",
       "48                    2         3.0        10.0            2.1        3773   \n",
       "3                     8         1.7        17.0            1.8        3345   \n",
       "11                    4         1.8         4.4            1.8         856   \n",
       "2                     9         0.0        12.0            1.2        3006   \n",
       "6                     5         1.2         4.0            1.0        1799   \n",
       "\n",
       "                                         company_link  \n",
       "7                https://jobguy.ir/company/cafebazaar  \n",
       "5               https://jobguy.ir/company/arvan-cloud  \n",
       "8                   https://jobguy.ir/company/fartech  \n",
       "9                     https://jobguy.ir/company/snapp  \n",
       "4   https://jobguy.ir/company/karina-mobile-solutions  \n",
       "1       https://jobguy.ir/company/rayan-bahman-pardaz  \n",
       "13               https://jobguy.ir/company/snapp-trip  \n",
       "0                  https://jobguy.ir/company/chargoon  \n",
       "48                https://jobguy.ir/company/snappfood  \n",
       "3                 https://jobguy.ir/company/hichestan  \n",
       "11                      https://jobguy.ir/company/kte  \n",
       "2              https://jobguy.ir/company/mahya-pardaz  \n",
       "6      https://jobguy.ir/company/bahar-saman-e-shargh  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data['total_interview'] + data['total_companyreview']>4].sort_values(by =['over_all_rate'], ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "valid_data = data[data['total_interview'] + data['total_companyreview']>2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "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>company_slug</th>\n",
       "      <th>company_name</th>\n",
       "      <th>total_interview</th>\n",
       "      <th>total_companyreview</th>\n",
       "      <th>salary_min</th>\n",
       "      <th>salary_max</th>\n",
       "      <th>over_all_rate</th>\n",
       "      <th>view_count</th>\n",
       "      <th>company_link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>chargoon</td>\n",
       "      <td>چارگون</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>1.7</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.4</td>\n",
       "      <td>7554</td>\n",
       "      <td>https://jobguy.ir/company/chargoon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>rayan-bahman-pardaz</td>\n",
       "      <td>رایان بهمن پرداز</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>2.4</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.8</td>\n",
       "      <td>3362</td>\n",
       "      <td>https://jobguy.ir/company/rayan-bahman-pardaz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>mahya-pardaz</td>\n",
       "      <td>محیا پرداز</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>3006</td>\n",
       "      <td>https://jobguy.ir/company/mahya-pardaz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>hichestan</td>\n",
       "      <td>هیچستان</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>1.7</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.8</td>\n",
       "      <td>3345</td>\n",
       "      <td>https://jobguy.ir/company/hichestan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>karina-mobile-solutions</td>\n",
       "      <td>راهکارهای همراه کارینا</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>2.5</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2946</td>\n",
       "      <td>https://jobguy.ir/company/karina-mobile-solutions</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>arvan-cloud</td>\n",
       "      <td>ابر آروان</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>2.0</td>\n",
       "      <td>11.6</td>\n",
       "      <td>3.6</td>\n",
       "      <td>10976</td>\n",
       "      <td>https://jobguy.ir/company/arvan-cloud</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>bahar-saman-e-shargh</td>\n",
       "      <td>بهار سامانه شرق</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1.2</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1799</td>\n",
       "      <td>https://jobguy.ir/company/bahar-saman-e-shargh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>cafebazaar</td>\n",
       "      <td>کافه بازار</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4.7</td>\n",
       "      <td>7725</td>\n",
       "      <td>https://jobguy.ir/company/cafebazaar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>fartech</td>\n",
       "      <td>فرتک</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1346</td>\n",
       "      <td>https://jobguy.ir/company/fartech</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>snapp</td>\n",
       "      <td>اسنپ</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3528</td>\n",
       "      <td>https://jobguy.ir/company/snapp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>zhaket</td>\n",
       "      <td>ژاکت</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1589</td>\n",
       "      <td>https://jobguy.ir/company/zhaket</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>kte</td>\n",
       "      <td>عصر فناوری دانش</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1.8</td>\n",
       "      <td>4.4</td>\n",
       "      <td>1.8</td>\n",
       "      <td>856</td>\n",
       "      <td>https://jobguy.ir/company/kte</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>magic-mirror-inst</td>\n",
       "      <td>موسسه فرهنگی و دیجیتال آینه جادو</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>537</td>\n",
       "      <td>https://jobguy.ir/company/magic-mirror-inst</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>snapp-trip</td>\n",
       "      <td>اسنپ تریپ</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>2.6</td>\n",
       "      <td>4706</td>\n",
       "      <td>https://jobguy.ir/company/snapp-trip</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>hpds-high-performance-data-storage-system</td>\n",
       "      <td>پردازش و ذخیره سازی سریع داده (پرسا)</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2.3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.1</td>\n",
       "      <td>1711</td>\n",
       "      <td>https://jobguy.ir/company/hpds-high-performanc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>pajhuhesh</td>\n",
       "      <td>پژوهش و نوآوری صنایع آموزشی</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3.2</td>\n",
       "      <td>6.5</td>\n",
       "      <td>1.6</td>\n",
       "      <td>862</td>\n",
       "      <td>https://jobguy.ir/company/pajhuhesh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>spiral-design-center</td>\n",
       "      <td>مرکز طراحی اسپیرال</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.9</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>640</td>\n",
       "      <td>https://jobguy.ir/company/spiral-design-center</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>yeksa</td>\n",
       "      <td>یکسا</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>3.7</td>\n",
       "      <td>1050</td>\n",
       "      <td>https://jobguy.ir/company/yeksa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>khanoumi</td>\n",
       "      <td>خانومی</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3.5</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2.6</td>\n",
       "      <td>391</td>\n",
       "      <td>https://jobguy.ir/company/khanoumi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>dadeh-pardaz</td>\n",
       "      <td>داده پرداز پویای شریف</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.1</td>\n",
       "      <td>1716</td>\n",
       "      <td>https://jobguy.ir/company/dadeh-pardaz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>adad</td>\n",
       "      <td>آوای همراه هوشمند پارس (عدد)</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3.1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.1</td>\n",
       "      <td>1270</td>\n",
       "      <td>https://jobguy.ir/company/adad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>irantic</td>\n",
       "      <td>ایرانتیک</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.3</td>\n",
       "      <td>976</td>\n",
       "      <td>https://jobguy.ir/company/irantic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>tadbir-kish-vira</td>\n",
       "      <td>تدبیر کیش ویرا</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.8</td>\n",
       "      <td>6.8</td>\n",
       "      <td>3.7</td>\n",
       "      <td>928</td>\n",
       "      <td>https://jobguy.ir/company/tadbir-kish-vira</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>asoo</td>\n",
       "      <td>آسو</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.3</td>\n",
       "      <td>764</td>\n",
       "      <td>https://jobguy.ir/company/asoo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>shimikaran-jelodar</td>\n",
       "      <td>شیمی کاران جلودار</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1.4</td>\n",
       "      <td>1.5</td>\n",
       "      <td>937</td>\n",
       "      <td>https://jobguy.ir/company/shimikaran-jelodar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>rayvarz-software-engineering-company</td>\n",
       "      <td>مهندسی نرم افزار رایورز</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.8</td>\n",
       "      <td>1031</td>\n",
       "      <td>https://jobguy.ir/company/rayvarz-software-eng...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>setayesh-co</td>\n",
       "      <td>ستایش</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>540</td>\n",
       "      <td>https://jobguy.ir/company/setayesh-co</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>faratech-data-processing</td>\n",
       "      <td>داده پردازی فراتک</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1.1</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1240</td>\n",
       "      <td>https://jobguy.ir/company/faratech-data-proces...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>hermes-sharif</td>\n",
       "      <td>ایده های هوشمند هرمس شریف</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.1</td>\n",
       "      <td>1052</td>\n",
       "      <td>https://jobguy.ir/company/hermes-sharif</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>digikala</td>\n",
       "      <td>دیجی کالا</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4.2</td>\n",
       "      <td>8209</td>\n",
       "      <td>https://jobguy.ir/company/digikala</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>system-group</td>\n",
       "      <td>همکاران سیستم</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4.8</td>\n",
       "      <td>5.5</td>\n",
       "      <td>3.8</td>\n",
       "      <td>2998</td>\n",
       "      <td>https://jobguy.ir/company/system-group</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>rayanmehr</td>\n",
       "      <td>رایانمهر</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>886</td>\n",
       "      <td>https://jobguy.ir/company/rayanmehr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>sana-gostar-sabz</td>\n",
       "      <td>سانا گستر سبز</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.8</td>\n",
       "      <td>1466</td>\n",
       "      <td>https://jobguy.ir/company/sana-gostar-sabz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>tapsell</td>\n",
       "      <td>تپسل</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3.7</td>\n",
       "      <td>4.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>835</td>\n",
       "      <td>https://jobguy.ir/company/tapsell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>douran-information-technologies</td>\n",
       "      <td>داده پردازان دوران</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>860</td>\n",
       "      <td>https://jobguy.ir/company/douran-information-t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>snappfood</td>\n",
       "      <td>اسنپ فود</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>3773</td>\n",
       "      <td>https://jobguy.ir/company/snappfood</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>rahkar-hoshmand-iranian</td>\n",
       "      <td>راهکار هوشمند ایرانیان</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>526</td>\n",
       "      <td>https://jobguy.ir/company/rahkar-hoshmand-iranian</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>alibaba</td>\n",
       "      <td>علی بابا</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5.5</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.7</td>\n",
       "      <td>1710</td>\n",
       "      <td>https://jobguy.ir/company/alibaba</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>flawingo</td>\n",
       "      <td>فلاوینگو</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>762</td>\n",
       "      <td>https://jobguy.ir/company/flawingo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>eghamat-24</td>\n",
       "      <td>اقامت 24</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.7</td>\n",
       "      <td>817</td>\n",
       "      <td>https://jobguy.ir/company/eghamat-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>fanapsoft-midhcoproject</td>\n",
       "      <td>فناپ سافت - پروژه میدکو</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.8</td>\n",
       "      <td>987</td>\n",
       "      <td>https://jobguy.ir/company/fanapsoft-midhcoproject</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>mteam</td>\n",
       "      <td>مطهر نت پارس</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>1.2</td>\n",
       "      <td>628</td>\n",
       "      <td>https://jobguy.ir/company/mteam</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>yektanet</td>\n",
       "      <td>یکتانت</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1570</td>\n",
       "      <td>https://jobguy.ir/company/yektanet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>farzam-insurance-broker</td>\n",
       "      <td>کارگزاری رسمی بیمه فرزام</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>255</td>\n",
       "      <td>https://jobguy.ir/company/farzam-insurance-broker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>irantom</td>\n",
       "      <td>ایران تام</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4.4</td>\n",
       "      <td>985</td>\n",
       "      <td>https://jobguy.ir/company/irantom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>future-wave-ultratech</td>\n",
       "      <td>موج آینده فرافن</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1186</td>\n",
       "      <td>https://jobguy.ir/company/future-wave-ultratech</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>delta</td>\n",
       "      <td>دلتا</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>480</td>\n",
       "      <td>https://jobguy.ir/company/delta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>dotin</td>\n",
       "      <td>نرم افزاری داتیس آرین قشم</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1058</td>\n",
       "      <td>https://jobguy.ir/company/dotin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>mofid-securities</td>\n",
       "      <td>کارگزاری مفید</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1105</td>\n",
       "      <td>https://jobguy.ir/company/mofid-securities</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>chaapaar</td>\n",
       "      <td>مجموعه سرویس های چاپار</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>223</td>\n",
       "      <td>https://jobguy.ir/company/chaapaar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757</th>\n",
       "      <td>fanap-plus</td>\n",
       "      <td>فناپ پلاس</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1404</td>\n",
       "      <td>https://jobguy.ir/company/fanap-plus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16697</th>\n",
       "      <td>diver</td>\n",
       "      <td>دایور</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>788</td>\n",
       "      <td>https://jobguy.ir/company/diver</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    company_slug  \\\n",
       "0                                       chargoon   \n",
       "1                            rayan-bahman-pardaz   \n",
       "2                                   mahya-pardaz   \n",
       "3                                      hichestan   \n",
       "4                        karina-mobile-solutions   \n",
       "5                                    arvan-cloud   \n",
       "6                           bahar-saman-e-shargh   \n",
       "7                                     cafebazaar   \n",
       "8                                        fartech   \n",
       "9                                          snapp   \n",
       "10                                        zhaket   \n",
       "11                                           kte   \n",
       "12                             magic-mirror-inst   \n",
       "13                                    snapp-trip   \n",
       "14     hpds-high-performance-data-storage-system   \n",
       "15                                     pajhuhesh   \n",
       "16                          spiral-design-center   \n",
       "17                                         yeksa   \n",
       "18                                      khanoumi   \n",
       "19                                  dadeh-pardaz   \n",
       "20                                          adad   \n",
       "21                                       irantic   \n",
       "22                              tadbir-kish-vira   \n",
       "23                                          asoo   \n",
       "24                            shimikaran-jelodar   \n",
       "25          rayvarz-software-engineering-company   \n",
       "26                                   setayesh-co   \n",
       "27                      faratech-data-processing   \n",
       "28                                 hermes-sharif   \n",
       "30                                      digikala   \n",
       "33                                  system-group   \n",
       "35                                     rayanmehr   \n",
       "39                              sana-gostar-sabz   \n",
       "42                                       tapsell   \n",
       "44               douran-information-technologies   \n",
       "48                                     snappfood   \n",
       "50                       rahkar-hoshmand-iranian   \n",
       "51                                       alibaba   \n",
       "54                                      flawingo   \n",
       "64                                    eghamat-24   \n",
       "70                       fanapsoft-midhcoproject   \n",
       "80                                         mteam   \n",
       "103                                     yektanet   \n",
       "152                      farzam-insurance-broker   \n",
       "163                                      irantom   \n",
       "200                        future-wave-ultratech   \n",
       "201                                        delta   \n",
       "211                                        dotin   \n",
       "360                             mofid-securities   \n",
       "402                                     chaapaar   \n",
       "757                                   fanap-plus   \n",
       "16697                                      diver   \n",
       "\n",
       "                               company_name  total_interview  \\\n",
       "0                                    چارگون                1   \n",
       "1                          رایان بهمن پرداز                1   \n",
       "2                                محیا پرداز                1   \n",
       "3                                   هیچستان                1   \n",
       "4                    راهکارهای همراه کارینا                1   \n",
       "5                                 ابر آروان                5   \n",
       "6                           بهار سامانه شرق                1   \n",
       "7                                کافه بازار                2   \n",
       "8                                      فرتک                0   \n",
       "9                                      اسنپ                1   \n",
       "10                                     ژاکت                0   \n",
       "11                          عصر فناوری دانش                1   \n",
       "12         موسسه فرهنگی و دیجیتال آینه جادو                0   \n",
       "13                                اسنپ تریپ                1   \n",
       "14     پردازش و ذخیره سازی سریع داده (پرسا)                0   \n",
       "15              پژوهش و نوآوری صنایع آموزشی                0   \n",
       "16                       مرکز طراحی اسپیرال                0   \n",
       "17                                     یکسا                0   \n",
       "18                                   خانومی                0   \n",
       "19                    داده پرداز پویای شریف                1   \n",
       "20             آوای همراه هوشمند پارس (عدد)                0   \n",
       "21                                 ایرانتیک                0   \n",
       "22                           تدبیر کیش ویرا                0   \n",
       "23                                      آسو                0   \n",
       "24                        شیمی کاران جلودار                0   \n",
       "25                  مهندسی نرم افزار رایورز                0   \n",
       "26                                    ستایش                0   \n",
       "27                        داده پردازی فراتک                1   \n",
       "28                ایده های هوشمند هرمس شریف                0   \n",
       "30                                دیجی کالا                2   \n",
       "33                            همکاران سیستم                1   \n",
       "35                                 رایانمهر                1   \n",
       "39                            سانا گستر سبز                1   \n",
       "42                                     تپسل                1   \n",
       "44                       داده پردازان دوران                1   \n",
       "48                                 اسنپ فود                4   \n",
       "50                   راهکار هوشمند ایرانیان                2   \n",
       "51                                 علی بابا                2   \n",
       "54                                 فلاوینگو                1   \n",
       "64                                 اقامت 24                1   \n",
       "70                  فناپ سافت - پروژه میدکو                1   \n",
       "80                             مطهر نت پارس                1   \n",
       "103                                  یکتانت                2   \n",
       "152                کارگزاری رسمی بیمه فرزام                2   \n",
       "163                               ایران تام                2   \n",
       "200                         موج آینده فرافن                3   \n",
       "201                                    دلتا                2   \n",
       "211               نرم افزاری داتیس آرین قشم                2   \n",
       "360                           کارگزاری مفید                3   \n",
       "402                  مجموعه سرویس های چاپار                3   \n",
       "757                               فناپ پلاس                3   \n",
       "16697                                 دایور                4   \n",
       "\n",
       "       total_companyreview  salary_min  salary_max  over_all_rate  view_count  \\\n",
       "0                       11         1.7         5.0            2.4        7554   \n",
       "1                       10         2.4        10.0            2.8        3362   \n",
       "2                        9         0.0        12.0            1.2        3006   \n",
       "3                        8         1.7        17.0            1.8        3345   \n",
       "4                        7         2.5         9.0            2.9        2946   \n",
       "5                        6         2.0        11.6            3.6       10976   \n",
       "6                        5         1.2         4.0            1.0        1799   \n",
       "7                        5         0.0        12.0            4.7        7725   \n",
       "8                        5         0.8         1.8            3.5        1346   \n",
       "9                        4         0.0        10.0            3.5        3528   \n",
       "10                       4         3.0         7.0            1.3        1589   \n",
       "11                       4         1.8         4.4            1.8         856   \n",
       "12                       4         2.0         6.0            1.9         537   \n",
       "13                       4         5.0        40.0            2.6        4706   \n",
       "14                       4         2.3         4.0            1.1        1711   \n",
       "15                       4         3.2         6.5            1.6         862   \n",
       "16                       4         0.9         3.2            1.0         640   \n",
       "17                       3         0.0         2.1            3.7        1050   \n",
       "18                       3         3.5         6.1            2.6         391   \n",
       "19                       3         0.0         3.5            4.1        1716   \n",
       "20                       3         3.1         5.0            4.1        1270   \n",
       "21                       3         3.0         5.0            2.3         976   \n",
       "22                       3         1.8         6.8            3.7         928   \n",
       "23                       3         2.0         5.0            1.3         764   \n",
       "24                       3         1.3         1.4            1.5         937   \n",
       "25                       3         0.0         5.0            2.8        1031   \n",
       "26                       3         0.0         1.2            1.3         540   \n",
       "27                       3         1.1         2.8            5.0        1240   \n",
       "28                       3         2.5         4.0            4.1        1052   \n",
       "30                       2         3.0         7.0            4.2        8209   \n",
       "33                       2         4.8         5.5            3.8        2998   \n",
       "35                       2         4.0         6.0            4.5         886   \n",
       "39                       2         3.0         8.0            2.8        1466   \n",
       "42                       2         3.7         4.7            2.6         835   \n",
       "44                       2         6.0         6.0            4.3         860   \n",
       "48                       2         3.0        10.0            2.1        3773   \n",
       "50                       2         0.0         0.0            0.0         526   \n",
       "51                       2         5.5         6.0            4.7        1710   \n",
       "54                       2         1.0         5.0            2.5         762   \n",
       "64                       2         1.5         5.0            1.7         817   \n",
       "70                       2         5.0         6.0            3.8         987   \n",
       "80                       2         0.0         2.5            1.2         628   \n",
       "103                      1         3.0         3.0            3.4        1570   \n",
       "152                      1         2.0         2.0            1.2         255   \n",
       "163                      1         7.0         7.0            4.4         985   \n",
       "200                      1         1.8         1.8            4.8        1186   \n",
       "201                      1         2.0         2.0            1.2         480   \n",
       "211                      1         3.0         3.0            3.2        1058   \n",
       "360                      0         0.0         0.0            0.0        1105   \n",
       "402                      0         0.0         0.0            0.0         223   \n",
       "757                      0         0.0         0.0            0.0        1404   \n",
       "16697                    0         0.0         0.0            0.0         788   \n",
       "\n",
       "                                            company_link  \n",
       "0                     https://jobguy.ir/company/chargoon  \n",
       "1          https://jobguy.ir/company/rayan-bahman-pardaz  \n",
       "2                 https://jobguy.ir/company/mahya-pardaz  \n",
       "3                    https://jobguy.ir/company/hichestan  \n",
       "4      https://jobguy.ir/company/karina-mobile-solutions  \n",
       "5                  https://jobguy.ir/company/arvan-cloud  \n",
       "6         https://jobguy.ir/company/bahar-saman-e-shargh  \n",
       "7                   https://jobguy.ir/company/cafebazaar  \n",
       "8                      https://jobguy.ir/company/fartech  \n",
       "9                        https://jobguy.ir/company/snapp  \n",
       "10                      https://jobguy.ir/company/zhaket  \n",
       "11                         https://jobguy.ir/company/kte  \n",
       "12           https://jobguy.ir/company/magic-mirror-inst  \n",
       "13                  https://jobguy.ir/company/snapp-trip  \n",
       "14     https://jobguy.ir/company/hpds-high-performanc...  \n",
       "15                   https://jobguy.ir/company/pajhuhesh  \n",
       "16        https://jobguy.ir/company/spiral-design-center  \n",
       "17                       https://jobguy.ir/company/yeksa  \n",
       "18                    https://jobguy.ir/company/khanoumi  \n",
       "19                https://jobguy.ir/company/dadeh-pardaz  \n",
       "20                        https://jobguy.ir/company/adad  \n",
       "21                     https://jobguy.ir/company/irantic  \n",
       "22            https://jobguy.ir/company/tadbir-kish-vira  \n",
       "23                        https://jobguy.ir/company/asoo  \n",
       "24          https://jobguy.ir/company/shimikaran-jelodar  \n",
       "25     https://jobguy.ir/company/rayvarz-software-eng...  \n",
       "26                 https://jobguy.ir/company/setayesh-co  \n",
       "27     https://jobguy.ir/company/faratech-data-proces...  \n",
       "28               https://jobguy.ir/company/hermes-sharif  \n",
       "30                    https://jobguy.ir/company/digikala  \n",
       "33                https://jobguy.ir/company/system-group  \n",
       "35                   https://jobguy.ir/company/rayanmehr  \n",
       "39            https://jobguy.ir/company/sana-gostar-sabz  \n",
       "42                     https://jobguy.ir/company/tapsell  \n",
       "44     https://jobguy.ir/company/douran-information-t...  \n",
       "48                   https://jobguy.ir/company/snappfood  \n",
       "50     https://jobguy.ir/company/rahkar-hoshmand-iranian  \n",
       "51                     https://jobguy.ir/company/alibaba  \n",
       "54                    https://jobguy.ir/company/flawingo  \n",
       "64                  https://jobguy.ir/company/eghamat-24  \n",
       "70     https://jobguy.ir/company/fanapsoft-midhcoproject  \n",
       "80                       https://jobguy.ir/company/mteam  \n",
       "103                   https://jobguy.ir/company/yektanet  \n",
       "152    https://jobguy.ir/company/farzam-insurance-broker  \n",
       "163                    https://jobguy.ir/company/irantom  \n",
       "200      https://jobguy.ir/company/future-wave-ultratech  \n",
       "201                      https://jobguy.ir/company/delta  \n",
       "211                      https://jobguy.ir/company/dotin  \n",
       "360           https://jobguy.ir/company/mofid-securities  \n",
       "402                   https://jobguy.ir/company/chaapaar  \n",
       "757                 https://jobguy.ir/company/fanap-plus  \n",
       "16697                    https://jobguy.ir/company/diver  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "valid_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(52, 9)"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "valid_data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "c = data.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2604e7c0940>"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "valid_data2 = valid_data[valid_data['salary_max']<25]\n",
    "valid_data3 = valid_data[valid_data['salary_max']<15]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'Salary Max and Rating')"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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XrAs3z50Jm+Pn9bHbd26P25+8FVHtogysjMh4nJVNpic0DZqqQvf6oDjskG02SHLTv1Nqfh+gC0CWDdswQdd1CL8fQghIihLWGzeofhVVFR6UniqBzWFDZIwL0XEMZSIGM5me6q5EweYtEJoGyWJBxxHDYHE6m3QNzetF8e6d0Hxe2GJiEdMno9VDUQgBf1kpinbuBHQdjg4dEJPeK6zDmYjq4lA2mZrQdVQcPvzT1oCACATgPnqsydfxFORD81XP9vWXlULzelq0zsYQqoryH38EdB0A4C0ogAgEWr0OIjI3BjOZmyRBiYiodeqXx40h22pPKJIt1gsqq1kkCbLVWusYzRiSJ6LQxrXvyNQkSYIruSv8JaXwFRbC0SERzs6dmnwde/t4OD1VUMvLENGxM2QDho9lqxWxvXuj9Pv90HxeRPfoUTuoiYjAe8zURuh+P4SuQ1KUZoeZrmnAT9dozuSxlqKrKoQQkC0WQ+sgInMK2qdCUVERrrjiCmRnZwerCQojss0GxeG4oB6m/FOoGx2GstUKpZkzy4ko9AXlk0FVVcybNw8OhyMYlyciIgpZQQnmxYsXY9q0aUhMTAzG5YmIiEJWiwfz+vXrERcXh+HDh7f0pYmIiEJei0/++vWvfw1JkiBJEvbv34/u3bvj+eefR0JCQks2Q0REFJKCOit75syZePTRR5GWlhasJoiIiEIKp4USERGZCJ9jJiIiMhH2mImIiEyEwUxERGQiDGYiIiITYTATtUGaz4+A12d0GUQUBNxdiqgN0TUN/nI3Tn65C7pfRcLADDg7tIdib9puWbqqQlf9EAJQbDbuckVkIpyVTdSGqJUeHHrjfehqoOZc2pRxiGjfrtHX0AMBVObmoPLYEQCAs0tXuLp1M2aPaiKqg0PZRG2I6q6sFcoAUH44p0nXEJoGT35uzbHnZB6EprdIfUR04RjMRG2IxRlR55yzQ3yTriHJMqxR0TXHVlcUwC0oiUyDQ9lEbYjmV1F+5ATyt34LPRBAXJ8eSBz8X7BE2Jt4HT+8pwoghEBEh45QbE27R01EwcNgJmpj9IAGzecHICBbrVBsvDdMFEoYzGFCU1XoXg90NQCLy8UeErUaXVWh+XwQugZLRARkK//uEZ0LH5cKA7quwVuQj4rD2QAAa3QMYvv2YzhT0OmaBs/JfLh/mgFuj09AdFpPPp5FdA6c8REGRECD51RBzbFaXgYIzsKl4BOaBs/pn//u+YoKwUE6onNjMIcBSVFgi42rObY4IwGJ/+sp+CRFgT3252esrdExkCQDCyJqA3iPOUzofj98ZaUQqgp7+3go9qbN4iVqLl1V4S8vg9A02GLb8RYKGaKosASlxaU4faoIXbp2QlS0C7HtYowuq14MZiIiCmm5J/Jx128eRPahozXn/nvEJXhy6RzEJ8Q1/IMGYTATEVHIKjpdjJtuuAsnjuXWeW301Vfgsb88gKholwGVNYw3GomIKGTl5Z6sN5QB4N8fb0ZVZVUrV3R+DGYiIgpZR7NPNPiaruuorPS0YjWNw2AmIqKQldKjW4OvybKMyEhnK1bTOAxmIiIKWZ06J6J7atd6XxtzzRVwRtbdGMZoDGYiIqqhBzT43VXwlbuhVnmNLueCtU+Iw/KsJeid0bPW+ZFjLseDj91tuolfAGdlt3maz4fK48cBSUJk1658PpmImk1XAyg7moujH38B3a/CmRiHtImjYIuKNLq0C1ZcWILysgoUFZWgY6dEuKIiERMbff4fNACDuQ3T/H4U7diBgNsNALBGRyPu4ou5gAMRNYvfXYW9L6+H0H5esjeubyqSr7oUCtc3bzUcym7LdL0mlAFALS8H+D2LiJpJ96u1QhkAqk4WQfcHDKooPDGY2zBJlmFv377m2J6QAC5ETETNJdusUOy1e8bRKV3qnKPg4lB2G6f5/fCXlgKSBFtMDIexiajZdE2Dp7AUxz7+Ar6yCrTr2Q1dRgyE1Wm+mcuhjMFMQSeEgAgEICkKJJmDNERmp1Z5IASgWC1QbOwttzYGMwWV5vfDe+o0qnJzYU9IQGRSF/bqiYjOwWJ0ARTaAm43SvZ8BwDwFRVDVhREJneFxHvhRET14rgiBZWvpLT2cXEJZ44TEZ0Dg5mCytmxI3DWfWVX9268z0xEdA68x0xBpWsadJ8fvpIS2GKioTgckC28g0JE1BAGMxERkYlwTJGIiMhEGMxEREQmwmAmIiIyEQYzERGRiTCYiYiITITBTEEnhA5dVSF0/fxvJiIKc3yglIJKD6jwFRXBU3AStnbt4OzYGTI3XCciahCDmYJK8/lQ9sN+AIC/tASWCCcc8QkGV0VEZF4cyqag0v3+Wsea12tQJUREbQODmYLKEumCJdIFAJDtdjgS2FsmIjoXLslJQaf5/RC6BkmSodjtRpdDRGRqDGYiIiIT4VA2ERGRiTCYiYiITITBTEREZCIMZiIiIhNhMBMREZlIUFb+0jQNDz/8MI4cOQJFUbBw4UIkJycHoykiIqKQEpQe82effQYAeOONN3D33Xdj4cKFwWiGiIgo5ASlxzx69GiMHDkSAJCXl4f4+PhgNENERBRygraJhcViwaxZs/DJJ5/gmWeeCVYzREREISXoK3+dPn0amZmZ+OCDD+B0OoPZFBERUZsXlHvM7777Ll544QUAQEREBCRJgqIowWiKiIgopASlx1xVVYXZs2ejsLAQgUAAt99+O0aPHt3SzRARhQzN70fA44O3sASO+HawRDig2KxGl0UGaFQwFxQU4K9//StKSkowduxY9OrVCxdddFFr1EdEFPKErqP8yAnkbPyy5lzXscMRldwZkiQZWBkZoVFD2XPnzsUNN9wAv9+PwYMHY/78+cGui4gobAS8PhRs21Pr3Kmvd0Pz+gyqiIzUqGD2+XwYOnQoJElCamoq7NxTl4iIKCgaFcw2mw2bN2+GruvYtWsXbDZbsOsiIgobFocdHS6tfXuww6UDoDjYCQpHjbrHfPLkSSxevBgHDx5EWloaHnjgASQlJbVGfUREYaFm8ldRCSLi46A47Jz8FaYaFcxvvfUWpkyZUnP82muv4aabbgpqYUShSAgBXfUDApAUBbIlaGv8UBNofj+EpkGSZcg2W1hPuFKrPKg4lg9PYQnieqfAFu2CYucoaWs6ZzC///77+Pe//41t27bhsssuAwDouo6DBw/igw8+aLUiiUJFwFOF4j27oPv9iEpJRUTHzgxng2k+H4p374a/pASyzYb4IUNgjYw0uixDBDxeHP1oM9wnTtacS73uKkR362xgVeHnnJ8Iw4cPR0JCAkpLSzF16lQAgCzL6Nq1a6sURxRK9EAAFdk/QvdVz7StOJwNR3wiwGA2lOp2w19SAgDQ/X6UHzyIdv37Qw7DRZE0f6BWKANAwdffwdmhPSy8391qzvmJEBMTg0svvRSXXnopTp06hUAgACEE8vLy0KFDh9aqkSg0SBKkWh/2EhC+I6amIcm158BKYRjIZ0hy3b+QskUJ66F9IzTqq/qcOXOwa9cueDweeDweJCcn48033wx2bUQhRVYURKX2gK76ofl8iErtAcnCyT1Gs0RGwpmUhKrcXFhdLsSkp4dlbxkAZKsF7fqmoeT7bACApMjodPnFvMfcyhoVzIcPH8YHH3yAefPm4d5778Uf//jHYNdFFJIUux2xffpBCB2yYgnr3plZKDYbYtLTEd2jR/VxGK/TYHHY0WXYQMT/Vzp8pRVwdU6ExRm+vw+jNCqYIyMjIUkSqqqqEBcXB1VVg10XUciSrewlmw3/n/zMEuGAJcKByI7xRpcSthq1wEhGRgZefvllJCYm4t5774WmacGui4iIKCw16jnmw4cPIzExEQ6HA5s2bUL//v0RH89vU0RERC2tUcE8ffp0vP76661RDxERUVhr1D1mp9OJBQsWICUlBfJPjxacea6ZiIiIWk6jgvniiy8GABQVFQW1GCIionDXqKHshtx55534xz/+0ZL1ELVJQteh//S0gmSxtLnnYPWACggByDJkhSuRERnpgv4FlpeXt1QdRG2W0HWo5eUo/f47QAhE9+wFW/v4NhPOuqqi8vhhqO5yOOI7wNGhE2QufEJkmEY9LtUQLtNGVL0GtvtodnWPE0DFkWwILWBwVY2n+TxQK8oAIeA9fRKCj0MSGeqCgpmIqtdalu2OmmPFZofUhhbBli1nLbcoy5AkfiwQGYk3k4gukGyxICqtJyptNkDTENmtO2Rb21lbWLJaEdWjD9SKMtjbtYdk5ccCkZEu6F9gTExMS9VB1KYpNhuiUtIA1N2tyOxkRYHsioLVFWV0KUSE88zKfuqppxq8j/ynP/0paEURhSqh69UzoHUBSVG4RjMR1XHOHnNqampr1UEUFjRPFUr3fQeha4jo0AnOpGSGMxHVcs5gTkhIaK06iEKe0HVU5eVC6NWznj0F+YjonGRwVURkNucM5g8++KDB14YNG9bixRCFNEmCJTISvqLTAADZZuMjh0RUR7NW/jp16hQSExODUQ9RSNNVFb6SImgeDyI6dILicJz/h4gorDRqVvYzzzyDNWvWQFVVeL1edO/e/Zy9aSKqS/WpqCgqx+HdxxHwBZCYoqND946IjIk0ujQiMpFGBfOmTZuwadMmLFiwAL/5zW/w2GOPBbsuopAihEDuDzl47aF/Qtf0mvO9L+uD8X+8juFMRDUa9cBlbGwsbDYbKisr0a1bN3g8nmDXRRRSKksrseHv79QKZQA48NV+lJ0qNagqIjKjRgVzx44dsW7dOkREROCpp56C2+0Odl1EISWgBlCcX1zva0f2HG7laojIzBoVzI8//jiGDh2KBx54AImJiXj66acBALm5uUEtjihUKIoMu9Ne72vxXeJbuRoiMrNGBbMsy+jSpQtcLhdmzpyJHj16AABmz54d1OKIQkVEtBOXTx5e53x0fAw69+KzzET0swtaK7sZT1oRhSWL1YLB1wxBRFQEtm34CpoaQJfeXTH6lv9BVDuuUU1EP7ugYObiCESN54x2YuCYgRgwsh90vx+K0wmLvf7hbSIKX9zfjaiVCCGglpeibP8+AIA1Khqxffu1qS0iiSj4Lmh/Og5lEzWe0DR4TubXHKsV5RC6fo6fIKJw1Khg3rBhQ73nL7vsshYthiiUSYoMW2y7mmPZ7gBk3g4iotoatVb2jTfeiFWrVrVGPUQhTVdV+CvKoHu9sLdPgMJ7zET0C40K5szMTPj9fqSkpECWqzvZTz31VNCLIyIiCjeNCuavv/66zrkhQ4YEpSAiIqJw1qh7zH379sXWrVvx7rvvorS0FB06dAh2XURERGGpUcE8Z84cdO3aFUePHkV8fDweeuihYNdFREQUlhoVzKWlpZg8eTIsFgsGDhzIx6SIiIiCpNHPMWdnZwMATp48WTMBjIiIiFpWoyZ/HTx4EHPnzkV2djZSU1PxyCOPICMjozXqIyKiVqSrAQS8fuiaBsVqgTUywuiSwk6jluQ8fvw4Xn/9dfaUiYhCmOZXUXLwGI7+31fQ1QAi4mORPnk07DEuo0sLK41K2i+++AITJ07E008/jRMnTgS7JiIiMoDm9ePwh1uhqwEAgKewFMc2fo2Az29wZeGlUUPZAOD3+7Fx40asX78eqqrilVdeCXJpRETUmtz5hfj+tfdrnbO6nMi4+VrYXE6Dqgo/jR6b3rNnD7Zs2YKioiIMHTo0mDUREZEBbFFOSIpS61x0t05QbFaDKgpPjeoxX3PNNejQoQMuv/xyTJo0CXFxca1RGxERtSI9EEBFzikc+XAL/BVViEnpgpRrLmdvuZU1Kpg//PBD/P3vf0daWhoOHTqEu+66CxMnTmyN+oiIqBUJXYda5QMgICsKLBHcaKW1NWpW9quvvor169cjMjISbrcbN998c4PBrKoq5syZg9zcXPj9fvz+97/HVVdd1aJFExFRcEiyDJuLj0gZqVHBLEkSIiMjAQAulwv2c2xVt2HDBsTGxuKvf/0rSkpKcP311zOYiYiIGqlRwZycnIxFixZh8ODB+Oabb5CcnNzge8eNG4exY8fWHCu/mEhAREREDWvUPeZAIIC1a9ciOzsbaWlpyMzMhNV67ll6brcbv//975GZmYnx48e3WMFEREShrIC0DocAABvUSURBVNHPMTdFfn4+7rzzTsyYMQOTJ09u6csTERGFrBYP5sLCQsycORPz5s3j885ERERN1OLB/OSTT+Kjjz5CampqzbkVK1bA4XC0ZDNEdAF0VYW/rBSAgC2mHeTz3JoiotYTlKFsIjIvXdNQlXsc3lMnAQD29gmI7NodsqVRc0GJKMi4XRRRuBE6AlWVNYeBqkpA6AYWRERnYzAThRlJscDZuSsgSYAkwdmlKySFvWUis+BQNlEY0nUdIhAAICApFshcb4DINBjMROchdB2QJEiSZHQpRBQGOH5FdA6az4vK48cgKQqcSclQbDajSyKiEMdgJmqA5vejdN930DweAIDu9yOqRzpnLxNRUHHyF1GDBDSfr+ZI83kB3vkhoiBjMBM1QFIUuLqn/HQgwdUtBRInSRFRkHHyF9E56IEAhBYAIEGyWiHL/C5LRMHFYCZqZULXIYQOmc8OE1E9+MlA1Ip01Y/KE8eheb2I7NYdlggnJPbCiegs/EQgaiVCCFTm5MCTnwd/STFKv9sNPRAwuiwiMhkGM1FrEQK6/+dZ3kLTOMubiOpgMBO1EkmWEZncHbK1epGSSM7yJqJ6cPIXUSsSQkBXVUAISIrCxUqIqA4GMxE1m66qgCTxCwZRC+K/JiJqMiEENI8HFdkHIckKonr0hGJ3GF0WUUjgPWYiajJd9aP0+++glpfDX1qC8kMHq3vPRHTBGMxE1CxC0876c/XezkR04RjMRNRksmJBdHqf6glsViui0tIhWaxGl0UUEjj5i4iaReg69IAKQIJstUKSJKNLIgoJDGYT0QMBCF2HJMuc5UpEFKb46W8SmuqH++gR+EtK4IhPQGTXZMhWDg0SEYUb3mM2CbW8HN6Ck9D9PlTl5SDgqTK6JCIiMgCD2Sx4R4GIiMBgNg1bTAzs7eMhWSyI6NARlogIo0siIiIDcPKXieiqCiF0SDLXUCYiClcMZiIiIhPhUDYREZGJMJiJiIhMhMFMRERkIgxmIiIiE2EwExERmQifyWlluqYBmgbIEmTuxhOWdNUPIVC9M5OiGF2OoTS/HyIQAKTq9eFlKz+SiPivoBXpgQB8JUWoyj0OS4QTUak9IVttRpdFrUjzelF2YC80nx+u7qmwt48P22fWNb8fJd/thbfgFCBJiLuoPyI6doAkcyCPwhv/BbQioWuoPHYYIhCAWlEOX0mJ0SVRKxK6jsqc49C8XkDocB/5EULTjC7LMEINVIcyAAiBsgMHoKuqsUURmQCDuVVJwFm9AQ7bhRlJqrVjmKQoQDjvYSzX/m+XeGuHCABX/mpVQtcR8FTBk58Li8sFR/tEbu0YZnTVj8oTx6B5vYhMToHF6QzboVtNVeHJy0PZD4eg2GyIGzgAtuhoo8siMhyD2QC6rkOSJEjh3FsKY7qmAUJAUpSw/zugaxqEGqgeTLLZwv73QQQwmEOaHlAhdB0AoNjszbxGAND16g9OTlQjojCiaxoClR4U7T0I2WpFXJ80WCIjgv4FksEcovRAAP6SQlSeOA7F4UBUj15NDmc9oKIqLwfegnwoEU7EpPeFbGM4E1F48LsrceiNDyAC1ZM0LREOpE0ZB6szuNvyhufNrTAgdA2Vx48CQofmqYKv6HTTr6Fp8BbkAwA0TxX8pcUtXCURkXm5j+XVhDIABDxe+EvLg94ugzmEnT2xTLE5mn4B6RezyJs5HE5E1BZZXM465xR78D8H+bxOiJKtNkSnZ8BzKh+WCCcsUU2f7SpbrIjp3Q/egnxYo6JhcbmCUCkRkTk5E9rD2TkRVXnVz9vHpHeHJTK4w9gA7zFTIwghOFuWiMJSwOOFrgZ+WofAAosj+D1mBjOFBT0QgO7zQa2shDU6GorNFrbPDxORuXEom8KCv7QMp7/aBgCQLBZ0vGI4LBHBH5IiImoqdhko5GmqiorswzXHIhCA5+RJAysiImoYg5lCnqQosETVnrjGiWxEZFYcyqaQJ8syotNSoXl98JeWIjKpC2wxMUaXRURUL07+orChBwIQgQAkmw0yJ34R1aGqKnJycuD1eo0uJWQ4HA4kJSXB2oQNi4IWzLt378aSJUuQlZUVjMtTCBBCQKjV63lLihLUnbY0vx9alQe+klI4EuOhOByQFSVo7RG1RUeOHEFUVBTat2/PRyRbgBACRUVFqKioQEpKSqN/LihD2StWrMCGDRsQwVmvdA6634fS77+DCKiwxrZDVPceQQtnb2ERCrfvqD6QZXQedQVkV2RQ2iJqq7xeL7p3785QbiGSJKF9+/Y4fbppSyIHZTwvOTkZy5YtC8alKYT4S0sgAioAQC0tgdC08/xE82h+PyoOH/35hK6jMi8vKG0RtXUM5ZbVnN9nUIJ57NixsFg4r4zOzeL8uccqWaxBW/BDUiywxdae7GWPjQ1KW0REF4rpSYZRIpyI6d0PgUo3bO3iIAVpGFtWZMT0SIPQNPiKi+Hq2rVOUBOR+WzatAn5+fmYOnWq0aWc1/bt2xEVFYXevXtf8LUYzGQY2WKBHBUNazM22GgqxWFHu359IQIByNbg9c6JqOWMGDHC6BIa7e2338Y111zTIsHMTycKG7KiQLHbGcpEJnXXXXfh66+/BgDs2bMHgwYNwpIlSwAAWVlZmDp1KqZNm4bXXnsNJSUlmDhxIgBg586dGDJkCDRNw8mTJ3Hbbbc12Mbu3buRmZmJKVOm4K677oLX68X333+P6dOn48Ybb8Rtt92GvLw85OTkIDMzs+bnMjMzkZOTg2XLlmHWrFn47W9/i2uuuQabN2/G3r17sXnzZvz1r39FXgvMXwnaJ1RSUhLefPPNYF2eiIhCzJQpU/DOO+8AAN555x3ce++9AIAff/wRH374IdasWYM1a9bg008/RUlJCWJjY5Gfn4/NmzejY8eO2LdvHzZu3IjRo0c32MbcuXOxcOFCvPXWWxg6dCiys7Px8MMPY968eVi1ahWmT5+ORYsWnbNOm82Gl156CQ899BBeeeUV9OvXD8OHD8f999+Pzp07X/DvgV0HIiIyheHDh+O7775DaWkpvvnmG9jt1VssHjx4EHl5ebjllltw8803o7S0FMePH8eYMWPw+eefY+fOnbj99tuxdetWfP755+cM5qKiIqSlpQEAfv3rXyMjIwOnTp1Cnz59AACXXHIJDh06VOfnzl7y48x7O3bsCL/f32L//WcwmImIyBRkWca4cePw6KOPYvTo0VB+WgQoNTUVPXr0wGuvvYasrCxMmjQJ6enpGD16NN5//324XC6MGDECn376Kfx+PxISEhpsIzExEUePHgUAvPjii/jkk0+QmJiIAwcOAKiexNW9e3fY7XYUFRVB0zSUl5cjJyen5hr1PQIlSRJaar0uTv4iIiLTuOGGGzB69Gh8/PHHNfebe/fujaFDh2L69Onw+/3o378/OnToAEVR4PP5cNlllyEmJgYWiwUjR4485/Ufe+wxzJkzB7IsIyEhAbfccgu6dOmCJ554AkIIKIqCBQsWICEhAZdffjkmT56M5ORkdOvW7ZzXveiii7BkyRIkJSXV9Mibi2tlExERAGD//v01w7TUcpr6e2WPmYiIQkpeXh5mzZpV5/wll1yCu+++24CKmobBTEREIaVz585tegMlTv4iIiIyEQYzERGRiTCYiYiITITBTEREZCKc/EVERM0mhIAIBCBZLBe8l7Ou63j00Ufxww8/wGaz4cknnzzv88OhiMFMRETNola64T5yCELokCQZrpSesEa6mn29Myt3rV27Frt27cKiRYvw/PPPt2DFbQOHsomIqMmEENWhrGuAEBC69lNIN3/Nqh07dmD48OEAgAEDBmDv3r0tVW6bwmAmIqImE4EAhNBrnxM6RCDQ7Gu63W64XD/3uBVFQeACrtdWMZiJiKjJqu8p144QSZIhWZp/h9TlcqGysrLmWNd1WC7gem0Vg5mIiJpMkiS4UnpCkhVAkiDJSvXxBUwAGzhwIDZt2gQA2LVrF9LT01uq3DYl/L6KEBFRi7BGuhCbMaDFZmWPGTMGW7duxbRp0yCEwIIFC1qo0raFwUxERM0mSRIkq7VFriXLMh5//PEWuVZbxqFsIiIiE2EwExERmQiDmYiIyEQYzERERCbCYCYiIjIRBjMRETWbEAJ6QLugpTipNj4uRURETSaEQMHOA8jZtBOqxwtrhANJIy5Gh4t7X/DzzEVFRZg0aRJWrlwJi8WCBx98EJIkoWfPnnjkkUcgyzKeffZZ/Oc//4HFYsGcOXPQv39/HDt2rN73tjVtr2IiIjJcwc4DOLZxO9QqLyAAtcqLYxu3o2DngQu6rqqqmDdvHhwOBwBg4cKFuOeee7BmzRoIIbBx40bs27cPX3/9Nd566y0sXboUjz32WIPvbYsYzERE1CRCCORs2gldrb3BhK4GkLNp5wUNay9evBjTpk1DYmIiAGDfvn0YMmQIAGDEiBH44osvsGPHDgwbNgySJKFz587QNA3FxcX1vrctYjATEVGTCE2H6vHW+5rq8UJoer2vnc/69esRFxdXs/UjUP0l4MzQeGRkJCoqKursQnXmfH3vbYt4j5mIiJpEUmRYIxzVw9i/YI1wQFKa1+d7++23IUkSvvzyS+zfvx+zZs1CcXFxzeuVlZWIjo6uswtVZWUloqKiat1PPvPetog9ZiIiahJJkpA04mLI1tp9O9lqQdKIi5s9+Wv16tVYtWoVsrKy0KdPHyxevBgjRozAtm3bAACbNm3C4MGDMXDgQGzZsgW6riMvLw+6riMuLg59+/at8962iD1mIiJqsg4X9waAemdlt6RZs2Zh7ty5WLp0KVJTUzF27FgoioLBgwdj6tSp0HUd8+bNa/C9bZEk+PAZEREB2L9/P/r06dOknxFCQGg6JEW+4MekQlVTf6/sMRMRUbNJkgTJohhdRkjhPWYiIiITYTATERGZCIOZiIjIRBjMREREJsLJX0RE1CzZu7Oxef0WFOYWIr5LPIZPGoa0i9KMLqvNYzATEVGT/e/y9/Hl+19C9amAAAqOFeDgjoMYeu1QjP/dtc26pqqqePDBB5GbmwtZlvHEE09wdykiIqLzyd6dXR3K3upQBlC9w5RXxZfvf4ns3dnNuu7nn3+OQCCAN954A3feeSf+9re/cXcpIiKi89m8fkt1T7keqk/F5vVbmnXdlJQUaJoGXdfhdrthsVjCcncpDmUTEVGTFOYW/txT/iUBFOUVNeu6TqcTubm5uPrqq1FSUoLly5dj+/bt9e4uFRsbW/Nz3F2KiIjCWnyXeBQcK6g/nCWgfef2zbruK6+8gmHDhuG+++5Dfn4+br75Zqjqzz1z7i5FRERUj+GThsFqt9b7mtVuxfBJw5p13ejoaERFRQEAYmJiEAgE6t0xKtR3l+ImFkREBKBpmy38clY2pOpQvpBZ2ZWVlZgzZw5Onz4NVVVx0003oV+/fpg7dy5UVUVqaiqefPJJKIqCZcuWYdOmTdB1HbNnz8bgwYNx5MiRet9rtKZuYsFgJiIiAE0PkDPPMRflFaF95/Z8jrkB3F2KiIhaRdpFaQziIOA9ZiIiIhNhMBMREZkIg5mIiMhEeI+ZiIiaLed4Pk4XFCKhQzySkjsZXU5ICEow67qORx99FD/88ANsNhuefPJJdOvWLRhN1W5X06CrKgABSVag2GxBb5OIKBzt23MAj89+Cod/PAqr1Vr9iFKP7pi38D5k9O9tdHltWlCGsj/99FP4/X6sXbsW9913HxYtWhSMZmrRNQ2634fyg/tR+v1eBCorofn9QW+XiCjc7NtzALdm/hH79x6Ez+uHu6ISPq8f+/cexK2Zf8S+PQcu6Pq7d+/GzJkzAVQ/ajRjxgzMnDkTt912GwoLCwEAb775JiZNmoTMzEx89tlnAIDi4mLceuutmDFjBu655x54PJ4G32tmQQnmHTt2YPjw4QCAAQMGYO/evcFophZdVeE+ehiBSjd0nxflhw4Auh70domIws3js5+Cx+Ot9zWPx4sn5jzV7GuvWLECDz/8MHw+HwBg/vz5mDt3LrKysjBmzBisWLECp0+fRlZWFt544w28/PLLWLp0Kfx+P5577jlce+21WLNmDfr27Yu1a9c2+F4zC0owu91uuFyummNFURAIBILRVG0/LV5e/efgN0dEFG5yjufj8I9Hz/me7ENHkXM8v1nXT05OxrJly2qOly5dWrM4h6ZpsNvt2LNnDy6++GLYbDZERUUhOTkZBw4cqNUpPLO7VEPvNbOgBPMvFxjXdR0WS3DnmSl2O1zdUmGNjoHFGYmY9L5AG9wgm4jIzE4XFMJqrX+d7DOsVitOFxQ26/pjx46tlReJiYkAgG+//RarVq3CLbfcArfbXbOmNlC9k5Tb7a51/uydqOp7r5kFJbkGDhyITZs2AQB27dqF9PT0YDRTiyRJUOx2RKWlI7pXXygREZz8RUTUwhI6xNfa8ak+qqoioUN8i7X54Ycf4pFHHsGLL76IuLi4BneXOvv8+XaiMrOgBPOYMWNgs9kwbdo0LFy4ELNnzw5GM3VIsgyLwwGLw8FQJiIKgqTkTkjt0f2c70nr2b3FHp167733sGrVKmRlZaFr164AgP79+2PHjh3w+XyoqKhAdnY20tPTMXDgQHz++ecAqneXGjRoUIPvNTNuYkFERAAav9nCmVnZ9U0Ai4hwYOWbf7+gR6ZycnLwpz/9Ca+//jqGDh2KTp061eytfMkll+Duu+/Gm2++ibVr10IIgTvuuANjx45FYWEhZs2ahcrKSrRr1w5PPfUUnE5nve9tTdxdioiImqUpAbJvzwE8MecpZB/6+TnmtJ7dMXcBn2P+Je4uRUREQZfRvzfeeH8FV/4KAgYzERE1W1JyJwZyC+PzREREVIN3N1tWc36fDGYiIgIAOBwOFBUVMZxbiBACRUVFcDgcTfo5Tv4iIiIA1c8f5+TkwOutf7lNajqHw4GkpKTzLspyNgYzERGRiXAom4iIyEQYzERERCbCYCYiIjIRBjMREZGJMJiJiIhMhMFMRERkIgxmIiIiE2EwExERmQiDmYiIyEQYzERERCbCYCYiIjKRkApmXdcxb948TJ06FTNnzsSxY8eMLskwqqri/vvvx4wZMzB58mRs3LjR6JJMoaioCFdccQWys7ONLsVwL7zwAqZOnYpJkybhrbfeMrocw6iqivvuuw/Tpk3DjBkzwvrvxu7duzFz5kwAwLFjxzB9+nTMmDEDjzzyCHRdN7i61nX272L//v2YMWMGZs6cidtuuw2FhYVBbTukgvnTTz+F3+/H2rVrcd9992HRokVGl2SYDRs2IDY2FmvWrMGKFSvwxBNPGF2S4VRVxbx585q8BVso2rZtG3bu3InXX38dWVlZOHnypNElGebzzz9HIBDAG2+8gTvvvBN/+9vfjC7JECtWrMDDDz8Mn88HAFi4cCHuuecerFmzBkKIsPpy/8vfxfz58zF37lxkZWVhzJgxWLFiRVDbD6lg3rFjB4YPHw4AGDBgAPbu3WtwRcYZN24c/vjHP9YcK4piYDXmsHjxYkybNg2JiYlGl2K4LVu2ID09HXfeeSd+97vfYeTIkUaXZJiUlBRomgZd1+F2u2GxWIwuyRDJyclYtmxZzfG+ffswZMgQAMCIESPwxRdfGFVaq/vl72Lp0qXo06cPAEDTNNjt9qC2H1J/A91uN1wuV82xoigIBAJh+Q8tMjISQPXv5O6778Y999xjcEXGWr9+PeLi4jB8+HC8+OKLRpdjuJKSEuTl5WH58uXIycnB73//e/zrX/+CJElGl9bqnE4ncnNzcfXVV6OkpATLly83uiRDjB07Fjk5OTXHQoiavw+RkZGoqKgwqrRW98vfxZkv899++y1WrVqF1atXB7X9kOoxu1wuVFZW1hzruh6WoXxGfn4+brrpJkycOBHjx483uhxDvf322/jiiy8wc+ZM7N+/H7NmzcLp06eNLsswsbGxGDZsGGw2G1JTU2G321FcXGx0WYZ45ZVXMGzYMHz88cd477338OCDD9YMYYYzWf45HiorKxEdHW1gNcb78MMP8cgjj+DFF19EXFxcUNsKqWAeOHAgNm3aBADYtWsX0tPTDa7IOIWFhbj11ltx//33Y/LkyUaXY7jVq1dj1apVyMrKQp8+fbB48WIkJCQYXZZhBg0ahM2bN0MIgYKCAng8HsTGxhpdliGio6MRFRUFAIiJiUEgEICmaQZXZby+ffti27ZtAIBNmzZh8ODBBldknPfee6/m86Nr165Bby+kupNjxozB1q1bMW3aNAghsGDBAqNLMszy5ctRXl6O5557Ds899xyA6gkNnPhEADBq1Chs374dkydPhhAC8+bNC9t5CLfccgvmzJmDGTNmQFVV3HvvvXA6nUaXZbhZs2Zh7ty5WLp0KVJTUzF27FijSzKEpmmYP38+OnXqhD/84Q8AgEsuuQR333130NqUhBAiaFcnIiKiJgmpoWwiIqK2jsFMRERkIgxmIiIiE2EwExERmQiDmYiIyEQYzERt3IMPPljz/D4RtX0MZiIiIhMJqQVGiELJkSNHMHv2bFgsFiiKgr/85S945plncPLkSZSUlGDEiBG11kB3u9146KGHUFFRgZKSEkyZMqVmq7p27dqhvLwccXFxmDBhAkaOHIns7GwsXry4wbXDZ86ciV69euHQoUNwOp0YPHgwtmzZgvLycqxcuRKKotRpLzMzEzfeeCPuvPNO9OnTBzfffDNeeukldOrUqbV+bURtHnvMRCb1xRdfICMjA//85z/xu9/9DmVlZRgwYABefvllvP7663j99ddrvf/YsWP41a9+hZUrV2L58uV45ZVXal4bP348XnnlFWRmZuKdd94BAKxbt+68y7X2798fr776Kvx+PxwOB/75z3+iR48e2L59e73tWSwWLFmyBIsXL8b999+PBx54gKFM1ETsMROZ1OTJk7FixQr89re/RVRUFO666y589913+Oqrr+ByueD3+2u9Pz4+Hq+++ir+7//+Dy6XC4FAoOa1lJQUAMCll16K+fPno6ioCFu3bsWf/vSnc9aQkZEBoHo96R49etT82efzNdheUlISBg4ciF27dmHEiBEt9vsgChfsMROZ1MaNGzFo0CC8+uqrGDduHCZOnIioqCg89dRTuPXWW+H1enH2irorV67EgAEDsGTJEowbN67Wa2e275MkCePHj8f8+fNx+eWXw2q1Nru+htrbtWsXDh06hEsuuQQrV65s9vWJwhV7zEQm1a9fP9x///1YtmwZZFnGmjVr8Oijj2LHjh2IiIhAt27dcOrUqZr3jxo1Co8++ij+93//F7GxsVAUpU6vGgAmTZqEkSNH4r333rug+uprr6KiAg899BCeffZZdO7cGVOmTMGQIUPwX//1XxfUFlE44SYWRGGmoKAADzzwAF599VWjSyGierDHTBRGPv74Yzz77LOYP38+ACAvLw+zZs2q875gb2tHRA1jj5mIiMhEOPmLiIjIRBjMREREJsJgJiIiMhEGMxERkYkwmImIiEzk/wMAGY9PDNKB8AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "sns.scatterplot(x= 'salary_max', y='over_all_rate',hue = 'view_count', size ='view_count' ,data = valid_data3)\n",
    "plt.suptitle('Salary Max and Rating')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x26051091eb8>"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "sns.set_style(\"darkgrid\", {\"axes.facecolor\": \"1\"})\n",
    "sns.scatterplot(x='salary_min', y='over_all_rate',hue ='view_count',size= 'view_count' , data= valid_data3)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'Salary Max Historgram')"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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": [
    "valid_data3['salary_max'].hist(bins= 15)\n",
    "plt.suptitle('Salary Max Historgram')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'Salary Min Histogram')"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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": [
    "valid_data3['salary_min'].hist(bins= 15)\n",
    "plt.suptitle('Salary Min Histogram')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Word Cloud of Pros and Cons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "from itertools import chain\n",
    "from collections import Counter\n",
    "import ast\n",
    "from PIL import Image\n",
    "import matplotlib.pylab as plt\n",
    "import numpy as np \n",
    "from wordcloud import WordCloud, STOPWORDS, ImageColorGenerator\n",
    "import arabic_reshaper\n",
    "from bidi.algorithm import get_display"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "d= pd.read_csv('scrapy_project/jubguy_ir/jubguy_ir/spiders/jobguy_pros_cons.csv', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>Unnamed: 0</th>\n",
       "      <th>company_slug</th>\n",
       "      <th>company</th>\n",
       "      <th>title</th>\n",
       "      <th>pros</th>\n",
       "      <th>cons</th>\n",
       "      <th>mean_salary</th>\n",
       "      <th>comment</th>\n",
       "      <th>url</th>\n",
       "      <th>tell_friend</th>\n",
       "      <th>like</th>\n",
       "      <th>dislike</th>\n",
       "      <th>f1</th>\n",
       "      <th>f2</th>\n",
       "      <th>f3</th>\n",
       "      <th>f4</th>\n",
       "      <th>f5</th>\n",
       "      <th>f6</th>\n",
       "      <th>type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>tadbir-kish-vira</td>\n",
       "      <td>تدبیر کیش ویرا</td>\n",
       "      <td>\\n            تجربه بسیار بد کارآموزی\\n</td>\n",
       "      <td>['NaN']</td>\n",
       "      <td>['عدم دریافت پاداش', 'پایه حقوق کم', 'مدیریت ض...</td>\n",
       "      <td>3.5</td>\n",
       "      <td>رفتم مصاحبه شرکت تدبیر کیش ویرا و 2 مرحله باها...</td>\n",
       "      <td>https://jobguy.ir/review/300/تجربه-بسیار-بد-کا...</td>\n",
       "      <td>خیر</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>irantic</td>\n",
       "      <td>ایرانتیک</td>\n",
       "      <td>\\n            مدیران نالایق\\n</td>\n",
       "      <td>['اصلا ندارد']</td>\n",
       "      <td>['عدم دریافت پاداش', 'مدیریت بی ثبات', 'مدیریت...</td>\n",
       "      <td>4.3</td>\n",
       "      <td>با تمام وجود متنفرم از این سازمان. کار بیش از ...</td>\n",
       "      <td>https://jobguy.ir/review/563/مدیران-نالایق</td>\n",
       "      <td>خیر</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>hermes-sharif</td>\n",
       "      <td>ایده های هوشمند هرمس شریف</td>\n",
       "      <td>\\n            اگه دنبال یه شرکت دهه هفتادی هست...</td>\n",
       "      <td>['NaN']</td>\n",
       "      <td>[]</td>\n",
       "      <td>3.3</td>\n",
       "      <td>محیط انعطاف پذیر</td>\n",
       "      <td>https://jobguy.ir/review/74/اگه-دنبال-یه-شرکت-...</td>\n",
       "      <td>بله</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>hermes-sharif</td>\n",
       "      <td>ایده های هوشمند هرمس شریف</td>\n",
       "      <td>\\n            طراح محصول\\n</td>\n",
       "      <td>['تیم جوان و با انگیزه', 'کار با آخرین تکنولوژ...</td>\n",
       "      <td>['عدم دریافت پاداش', 'حقوق ناکافی', 'عدم پرداخ...</td>\n",
       "      <td>3.3</td>\n",
       "      <td>محیط بسیار دوستانه و پویا، با کارمند جوان و پر...</td>\n",
       "      <td>https://jobguy.ir/review/339/طراح-محصول</td>\n",
       "      <td>بله</td>\n",
       "      <td>['4']</td>\n",
       "      <td>['1']</td>\n",
       "      <td>3.4</td>\n",
       "      <td>4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>irantic</td>\n",
       "      <td>ایرانتیک</td>\n",
       "      <td>\\n            مدیریت بسیار بد\\n</td>\n",
       "      <td>['تعهد بالای پرسنل به کار', 'تیم صمیمی']</td>\n",
       "      <td>['مدیریت بی ثبات', 'مدیریت ضعیف', 'عدم امنیت ش...</td>\n",
       "      <td>4.3</td>\n",
       "      <td>از همه منزجر کننده تر در این شرکت سخن...</td>\n",
       "      <td>https://jobguy.ir/review/381/مدیریت-بسیار-بد</td>\n",
       "      <td>خیر</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>irantic</td>\n",
       "      <td>ایرانتیک</td>\n",
       "      <td>\\n            انصاف در زندگی چیز خوبیست\\n     ...</td>\n",
       "      <td>['NaN']</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.3</td>\n",
       "      <td>من بعنوان یک فرد تازه کار در سمت backend استخد...</td>\n",
       "      <td>https://jobguy.ir/review/607/انصاف-در-زندگی-چی...</td>\n",
       "      <td>بله</td>\n",
       "      <td>['1']</td>\n",
       "      <td>['2']</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>zhaket</td>\n",
       "      <td>ژاکت</td>\n",
       "      <td>\\n            تخصص شما پیر خواهد شد\\n</td>\n",
       "      <td>['NaN']</td>\n",
       "      <td>['مدیریت بی ثبات', 'مدیریت ضعیف', 'حقوق ناکافی...</td>\n",
       "      <td>5.7</td>\n",
       "      <td>ژاکت از نطر من ۳ مشکل اساسی داره که همه مشکلات...</td>\n",
       "      <td>https://jobguy.ir/review/562/تخصص-شما-پیر-خواه...</td>\n",
       "      <td>خیر</td>\n",
       "      <td>['3']</td>\n",
       "      <td>['0']</td>\n",
       "      <td>1.6</td>\n",
       "      <td>3</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>tadbir-kish-vira</td>\n",
       "      <td>تدبیر کیش ویرا</td>\n",
       "      <td>\\n            برنامه نویس Front End\\n</td>\n",
       "      <td>['NaN']</td>\n",
       "      <td>[]</td>\n",
       "      <td>3.5</td>\n",
       "      <td>من تازه از خدمت سربازی تمام شده بود و قبلا به ...</td>\n",
       "      <td>https://jobguy.ir/review/428/برنامه-نویس-front...</td>\n",
       "      <td>بله</td>\n",
       "      <td>['1']</td>\n",
       "      <td>['0']</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>snapp-trip</td>\n",
       "      <td>اسنپ تریپ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['کار با آخرین تکنولوژی ها', 'تیم صمیمی']</td>\n",
       "      <td>['مدیریت ضعیف', 'بد قول', 'شرکت کوچک']</td>\n",
       "      <td>15.2</td>\n",
       "      <td>اولا من رزومه براشون ارسال نکردم اونا خودشون ب...</td>\n",
       "      <td>https://jobguy.ir/interview/24/مصاحبه-کاری</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['0']</td>\n",
       "      <td>['0']</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>interview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>kte</td>\n",
       "      <td>عصر فناوری دانش</td>\n",
       "      <td>\\n            شرکتی با کمترین درجه اهمیت به کا...</td>\n",
       "      <td>['بیمه تکمیلی', 'بیمه', 'اهمیت به دیزاین']</td>\n",
       "      <td>['عدم دریافت پاداش', 'مدیریت بی ثبات', 'پایه ح...</td>\n",
       "      <td>3.2</td>\n",
       "      <td>محیط بسیار  کارمندان که بدون هیچ دلیلی با افرا...</td>\n",
       "      <td>https://jobguy.ir/review/564/شرکتی-با-کمترین-د...</td>\n",
       "      <td>خیر</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0</td>\n",
       "      <td>kte</td>\n",
       "      <td>عصر فناوری دانش</td>\n",
       "      <td>\\n            تبعیض میان کارکنان بخصوص برنامه ...</td>\n",
       "      <td>['بیمه تکمیلی', 'تیم صمیمی']</td>\n",
       "      <td>['پایه حقوق کم', 'مدیریت ضعیف', 'حقوق ناکافی',...</td>\n",
       "      <td>3.2</td>\n",
       "      <td>شرکت نسبتا کوچیکه . حقوق هم خوب کلا کم میدن . ...</td>\n",
       "      <td>https://jobguy.ir/review/629/تبعیض-میان-کارکنا...</td>\n",
       "      <td>خیر</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>fartech</td>\n",
       "      <td>فرتک</td>\n",
       "      <td>\\n            سابقه همکاری نسبتا طولانی\\n     ...</td>\n",
       "      <td>['تیم جوان و با انگیزه', 'نوشیدنی رایگان', 'زم...</td>\n",
       "      <td>['شرکت کوچک']</td>\n",
       "      <td>1.2</td>\n",
       "      <td>من چندسالی در این شرکت کار میکردم به دلیل یکسر...</td>\n",
       "      <td>https://jobguy.ir/review/131/سابقه-همکاری-نسبت...</td>\n",
       "      <td>بله</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0</td>\n",
       "      <td>hpds-high-performance-data-storage-system</td>\n",
       "      <td>پردازش و ذخیره سازی سریع داده (پرسا)</td>\n",
       "      <td>\\n            فاجعه به تمام معنا\\n</td>\n",
       "      <td>['هیچ نکته مثبتی ندارند']</td>\n",
       "      <td>['همه چیز']</td>\n",
       "      <td>3.0</td>\n",
       "      <td>اومدن به این شرکت بزرگترین اشتباه زندگی من بود...</td>\n",
       "      <td>https://jobguy.ir/review/571/فاجعه-به-تمام-معنا</td>\n",
       "      <td>خیر</td>\n",
       "      <td>['4']</td>\n",
       "      <td>['0']</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>kte</td>\n",
       "      <td>عصر فناوری دانش</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['NaN']</td>\n",
       "      <td>[]</td>\n",
       "      <td>3.2</td>\n",
       "      <td>من دوتا مرحله مصاحبه رفتم . مرحله اول یه آقایی...</td>\n",
       "      <td>https://jobguy.ir/interview/165/عدم-آمادگی-برا...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['6']</td>\n",
       "      <td>['0']</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>interview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>fartech</td>\n",
       "      <td>فرتک</td>\n",
       "      <td>\\n            من که راضیم\\n</td>\n",
       "      <td>['تیم جوان و با انگیزه', 'کار با آخرین تکنولوژ...</td>\n",
       "      <td>['پایه حقوق کم', 'بی نظمی کاری']</td>\n",
       "      <td>1.2</td>\n",
       "      <td>قدرت تصمیم گیری فردی در این شرکت خیلی بالاست ب...</td>\n",
       "      <td>https://jobguy.ir/review/430/من-که-راضیم</td>\n",
       "      <td>بله</td>\n",
       "      <td>['0']</td>\n",
       "      <td>['0']</td>\n",
       "      <td>3.4</td>\n",
       "      <td>3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>takhfifan</td>\n",
       "      <td>تخفیفان</td>\n",
       "      <td>\\n            تجربه خوبی نیست، شاید تجربه بدی ...</td>\n",
       "      <td>['تیم صمیمی', 'بیمه']</td>\n",
       "      <td>['عدم دریافت پاداش', 'مدیریت بی ثبات', 'مدیریت...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>تخفیفان یعنی فراموشی زندگی شخصی، یعنی قبول وعد...</td>\n",
       "      <td>https://jobguy.ir/review/683/تجربه-خوبی-نیست-ش...</td>\n",
       "      <td>خیر</td>\n",
       "      <td>['0']</td>\n",
       "      <td>['0']</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0</td>\n",
       "      <td>komsera</td>\n",
       "      <td>کامسرا</td>\n",
       "      <td>\\n            چی فکر می کردیم در مورد این شرکت...</td>\n",
       "      <td>['کار با آخرین تکنولوژی ها', 'زمان کاری شناور'...</td>\n",
       "      <td>['مدیریت بی ثبات', 'بیمه نکردن', 'مدیریت ضعیف'...</td>\n",
       "      <td>2.5</td>\n",
       "      <td>اولین روزی که آگهی استخدام دیدم با خودم گفتم ا...</td>\n",
       "      <td>https://jobguy.ir/review/2/چی-فکر-می-کردیم-در-...</td>\n",
       "      <td>خیر</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>kalavarzesh</td>\n",
       "      <td>کالاورزش</td>\n",
       "      <td>\\n            عدم پرداخت حق و حقوق\\n</td>\n",
       "      <td>['NaN']</td>\n",
       "      <td>['عدم دریافت پاداش', 'مدیریت بی ثبات', 'بیمه ن...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>این مجموعه مدیریتی بسیار ضعیف، یک دنده،دنبال ا...</td>\n",
       "      <td>https://jobguy.ir/review/206/عدم-پرداخت-حق-و-حقوق</td>\n",
       "      <td>خیر</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>mrt-team</td>\n",
       "      <td>مهر رایانه تحریر</td>\n",
       "      <td>\\n            مدیریت ضعیف\\n</td>\n",
       "      <td>['نوشیدنی رایگان']</td>\n",
       "      <td>['مدیریت ضعیف', 'حقوق ناکافی', 'عدم امنیت شغلی...</td>\n",
       "      <td>3.5</td>\n",
       "      <td>بزرگترین مشکل این شرکت ، مدیریت به شدت ضعیف و ...</td>\n",
       "      <td>https://jobguy.ir/review/291/مدیریت-ضعیف</td>\n",
       "      <td>خیر</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>isqi</td>\n",
       "      <td>شرکت کیفیت و بازرسی استاندارد ایران</td>\n",
       "      <td>\\n            شرکت بازرسی و کیفیت استاندارد ای...</td>\n",
       "      <td>['تیم جوان و با انگیزه', 'نوشیدنی رایگان', 'نا...</td>\n",
       "      <td>['به برنامه نویس دروغ میگویند']</td>\n",
       "      <td>2.0</td>\n",
       "      <td>این شرکت مصاحبه که میرین اصلا نمیپرسه واسه چه ...</td>\n",
       "      <td>https://jobguy.ir/review/389/شرکت-بازرسی-و-کیف...</td>\n",
       "      <td>خیر</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>atra-vision-ava</td>\n",
       "      <td>آرتا ویژن آوا</td>\n",
       "      <td>\\n            نیروی فنی\\n</td>\n",
       "      <td>['تیم جوان و با انگیزه', 'تیم صمیمی']</td>\n",
       "      <td>['عدم دریافت پاداش', 'مدیریت بی ثبات', 'مدیریت...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>ناهماهنگی بین تیم ها و رویکرد استفاده ی حداکثر...</td>\n",
       "      <td>https://jobguy.ir/review/255/نیروی-فنی</td>\n",
       "      <td>خیر</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>mabna-telecom</td>\n",
       "      <td>گسترش ارتباطات مبنا</td>\n",
       "      <td>\\n            م\\n</td>\n",
       "      <td>['اصلا']</td>\n",
       "      <td>['عدم دریافت پاداش', 'مدیریت بی ثبات', 'پایه ح...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>كلا سه ماه در اين مجموعه كار كردم مدير عامل حق...</td>\n",
       "      <td>https://jobguy.ir/review/448/م</td>\n",
       "      <td>خیر</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>behson</td>\n",
       "      <td>بهسون</td>\n",
       "      <td>\\n            بیگاری از کارآموزان\\n</td>\n",
       "      <td>['NaN']</td>\n",
       "      <td>['بد قول']</td>\n",
       "      <td>0.0</td>\n",
       "      <td>این شرکت در بازه های زمانی مختلف آگهی کارآموز ...</td>\n",
       "      <td>https://jobguy.ir/review/197/بیگاری-از-کارآموزان</td>\n",
       "      <td>خیر</td>\n",
       "      <td>['1']</td>\n",
       "      <td>['0']</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>the-one</td>\n",
       "      <td>دوان</td>\n",
       "      <td>\\n            مدیریت افراد ناکارآمد\\n</td>\n",
       "      <td>['NaN']</td>\n",
       "      <td>['عدم دریافت پاداش', 'مدیریت بی ثبات', 'مدیریت...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>دوان یه مجموعه فروشگاه هست، که یه تعداد مدیر ن...</td>\n",
       "      <td>https://jobguy.ir/review/458/مدیریت-افراد-ناکا...</td>\n",
       "      <td>خیر</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>sepidsystem</td>\n",
       "      <td>سپید سیستم</td>\n",
       "      <td>\\n            برای پیشرفت جای خوبیه\\n</td>\n",
       "      <td>['تیم جوان و با انگیزه', 'کار با آخرین تکنولوژ...</td>\n",
       "      <td>['جلسات کاری بیش از اندازه']</td>\n",
       "      <td>8.0</td>\n",
       "      <td>مدت 1 ماه مشغول به کار شدم محیط آرومی برای کار...</td>\n",
       "      <td>https://jobguy.ir/review/521/برای-پیشرفت-جای-خ...</td>\n",
       "      <td>بله</td>\n",
       "      <td>['2']</td>\n",
       "      <td>['0']</td>\n",
       "      <td>4.2</td>\n",
       "      <td>4</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>snapp-market</td>\n",
       "      <td>اسنپ مارکت</td>\n",
       "      <td>\\n            کارشناس فنی\\n</td>\n",
       "      <td>['نوشیدنی رایگان', 'شرکت بزرگ']</td>\n",
       "      <td>['مدیریت بی ثبات', 'مدیریت ضعیف', 'جلسات بی نت...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>من برای دوره آزمایشی اینجا بودم. با وجود تکمیل...</td>\n",
       "      <td>https://jobguy.ir/review/408/کارشناس-فنی</td>\n",
       "      <td>خیر</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>delta</td>\n",
       "      <td>دلتا</td>\n",
       "      <td>\\n            تولید محتوا\\n</td>\n",
       "      <td>['پرداخت حقوق به موقع']</td>\n",
       "      <td>['مدیریت بی ثبات', 'مدیریت ضعیف', 'حقوق ناکافی...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>مدیریت شرکت کاملا بی فکر و برنامه پیش میره و ا...</td>\n",
       "      <td>https://jobguy.ir/review/592/تولید-محتوا</td>\n",
       "      <td>خیر</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>delta</td>\n",
       "      <td>دلتا</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['NaN']</td>\n",
       "      <td>['مدیریت بی ثبات', 'مدیریت ضعیف', 'جلسات بی نت...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>من اینجا برای موقعیت مدیر فنی رفته بودم. ساختم...</td>\n",
       "      <td>https://jobguy.ir/interview/84/مدیریت-عصر-تیر-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>interview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>dotin</td>\n",
       "      <td>نرم افزاری داتیس آرین قشم</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['بیمه']</td>\n",
       "      <td>['عدم دریافت پاداش', 'مدیریت ضعیف', 'حقوق ناکا...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>این شرکت در کل شرکت متوازنی نیست. اما تصمیم بر...</td>\n",
       "      <td>https://jobguy.ir/interview/104/برنامه-نویس-c</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>interview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "      <td>faradade</td>\n",
       "      <td>فراداده‭ ‬رايانه‭ ‬سورنا</td>\n",
       "      <td>\\n            اگه هیچ چیزی بلد نیستی جای خوبی ...</td>\n",
       "      <td>['بیمه', 'بازی رایانه ای']</td>\n",
       "      <td>['مدیریت ضعیف', 'حقوق ناکافی', 'هدر دادن منابع...</td>\n",
       "      <td>3.5</td>\n",
       "      <td>برای کسی که اولین جا می خواد مشغول به کار بشه ...</td>\n",
       "      <td>https://jobguy.ir/review/404/اگه-هیچ-چیزی-بلد-...</td>\n",
       "      <td>خیر</td>\n",
       "      <td>['0']</td>\n",
       "      <td>['0']</td>\n",
       "      <td>1.8</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>665</th>\n",
       "      <td>0</td>\n",
       "      <td>cafebazaar</td>\n",
       "      <td>کافه بازار</td>\n",
       "      <td>\\n            Software Engineer\\n</td>\n",
       "      <td>['بودجه تیم سازی', 'اتاق بازی', 'اتاق استراحت'...</td>\n",
       "      <td>['جلسات کاری بیش از اندازه']</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://jobguy.ir/review/232/software-engineer</td>\n",
       "      <td>بله</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>666</th>\n",
       "      <td>0</td>\n",
       "      <td>karina-mobile-solutions</td>\n",
       "      <td>راهکارهای همراه کارینا</td>\n",
       "      <td>\\n            System Admin\\n</td>\n",
       "      <td>['تیم جوان و با انگیزه', 'کار در محیط مطبوع و ...</td>\n",
       "      <td>['مدیریت بی ثبات', 'پایه حقوق کم', 'مدیریت ضعی...</td>\n",
       "      <td>4.7</td>\n",
       "      <td>در مدت کوتاهی که در این شرکت بودم شاهد این بود...</td>\n",
       "      <td>https://jobguy.ir/review/34/system-admin</td>\n",
       "      <td>خیر</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>667</th>\n",
       "      <td>0</td>\n",
       "      <td>karina-mobile-solutions</td>\n",
       "      <td>راهکارهای همراه کارینا</td>\n",
       "      <td>\\n            مدیریت ضعیف\\n</td>\n",
       "      <td>['بیمه تکمیلی', 'تیم جوان و با انگیزه', 'تیم ص...</td>\n",
       "      <td>['مدیریت بی ثبات', 'مدیریت ضعیف', 'ساعت کاری ب...</td>\n",
       "      <td>4.7</td>\n",
       "      <td>هم دلی و گرم بودن فضای کاری در تیم‌ها وجود دار...</td>\n",
       "      <td>https://jobguy.ir/review/36/مدیریت-ضعیف</td>\n",
       "      <td>خیر</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>668</th>\n",
       "      <td>0</td>\n",
       "      <td>cafebazaar</td>\n",
       "      <td>کافه بازار</td>\n",
       "      <td>\\n            تجربه کار\\n</td>\n",
       "      <td>['NaN']</td>\n",
       "      <td>[]</td>\n",
       "      <td>8.0</td>\n",
       "      <td>محیط پویا</td>\n",
       "      <td>https://jobguy.ir/review/326/تجربه-کار</td>\n",
       "      <td>بله</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>669</th>\n",
       "      <td>0</td>\n",
       "      <td>cafebazaar</td>\n",
       "      <td>کافه بازار</td>\n",
       "      <td>\\n            محیط کاری فوق العادده\\n</td>\n",
       "      <td>['NaN']</td>\n",
       "      <td>[]</td>\n",
       "      <td>8.0</td>\n",
       "      <td>اولین جایی هست که به طور واضح حرف کلام در مدیر...</td>\n",
       "      <td>https://jobguy.ir/review/234/محیط-کاری-فوق-الع...</td>\n",
       "      <td>بله</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>670</th>\n",
       "      <td>0</td>\n",
       "      <td>cafebazaar</td>\n",
       "      <td>کافه بازار</td>\n",
       "      <td>\\n            تجربه کاری فوق العاده\\n</td>\n",
       "      <td>['NaN']</td>\n",
       "      <td>[]</td>\n",
       "      <td>8.0</td>\n",
       "      <td>تجربه بسیار خوب</td>\n",
       "      <td>https://jobguy.ir/review/235/تجربه-کاری-فوق-ال...</td>\n",
       "      <td>بله</td>\n",
       "      <td>['2']</td>\n",
       "      <td>['0']</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671</th>\n",
       "      <td>0</td>\n",
       "      <td>Glamora</td>\n",
       "      <td>یسنا تجارت مجازی</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['NaN']</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>با سلام. با من تماس گرفتند و گفتند حضوری مصاحب...</td>\n",
       "      <td>https://jobguy.ir/interview/144/سر-مصاحبه-حاضر...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['0']</td>\n",
       "      <td>['0']</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>interview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>672</th>\n",
       "      <td>0</td>\n",
       "      <td>asr-bazargani-electronic-paya</td>\n",
       "      <td>عصر بازرگانی الکترونیک پایا</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['NaN']</td>\n",
       "      <td>['حقوق ناکافی', 'بی نظمی کاری']</td>\n",
       "      <td>0.0</td>\n",
       "      <td>این شرکت برای تولید محتوا آگهی زده بودن. باهام...</td>\n",
       "      <td>https://jobguy.ir/interview/27/کارشناس-تولید-م...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['0']</td>\n",
       "      <td>['0']</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>interview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>673</th>\n",
       "      <td>0</td>\n",
       "      <td>p-publication</td>\n",
       "      <td>نشر پ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['مکان']</td>\n",
       "      <td>['مدیریت ضعیف']</td>\n",
       "      <td>0.0</td>\n",
       "      <td>مصاحبه مرحله اول اسکایپی بود و اوکی بود همه چی...</td>\n",
       "      <td>https://jobguy.ir/interview/155/مصاحبه-برنامه-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['0']</td>\n",
       "      <td>['0']</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>interview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>674</th>\n",
       "      <td>0</td>\n",
       "      <td>mediana</td>\n",
       "      <td>مدیانا</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['NaN']</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>سلام،بنده چند ماهی است که در مدیانا مشغولم. مص...</td>\n",
       "      <td>https://jobguy.ir/interview/139/مصاحبه-کاری</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['0']</td>\n",
       "      <td>['0']</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>interview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>675</th>\n",
       "      <td>0</td>\n",
       "      <td>ipinbar</td>\n",
       "      <td>آی پین</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['کار در محیط مطبوع و به\\u200cروز']</td>\n",
       "      <td>['مدیریت بی ثبات', 'مدیریت ضعیف', 'عدم کنترل ا...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>برای مصاحبه دعوت شدم و در ابتدای کار قرار بر ا...</td>\n",
       "      <td>https://jobguy.ir/interview/9/مصاحبه-غیر-محترمانه</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['0']</td>\n",
       "      <td>['0']</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>interview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>676</th>\n",
       "      <td>0</td>\n",
       "      <td>helsa</td>\n",
       "      <td>هلسا</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['NaN']</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>اول کار در مورد شرکت هایی که کار کردم گفت توضی...</td>\n",
       "      <td>https://jobguy.ir/interview/18/مصاحبه-برای-fro...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['0']</td>\n",
       "      <td>['0']</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>interview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>677</th>\n",
       "      <td>0</td>\n",
       "      <td>avagostar</td>\n",
       "      <td>آواگستر</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['کلا نداشت']</td>\n",
       "      <td>['مدیریت بی ثبات', 'مدیریت ضعیف', 'حقوق ناکافی...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>میتونم بگم بدترین تجربه مصاحبه کاری من بود حدو...</td>\n",
       "      <td>https://jobguy.ir/interview/178/react-native</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['1']</td>\n",
       "      <td>['0']</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>interview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>678</th>\n",
       "      <td>0</td>\n",
       "      <td>sepehrpay</td>\n",
       "      <td>پرداخت الکترونیک سپهر</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['حقوق خوب', 'تیم صمیمی', 'بیمه', 'مدیریت بسیا...</td>\n",
       "      <td>['بد قول']</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ابتدا با مدیر قسمتی که قرار بود برم جلسه داشتم...</td>\n",
       "      <td>https://jobguy.ir/interview/21/راحت-و-روان-و-ص...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['1']</td>\n",
       "      <td>['0']</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>interview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>679</th>\n",
       "      <td>0</td>\n",
       "      <td>mobtaker</td>\n",
       "      <td>مبتکر</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['ناهار']</td>\n",
       "      <td>['قرار داد یک طرفه!']</td>\n",
       "      <td>0.0</td>\n",
       "      <td>شدیدا دنبال گرفتن سفته بودند به مبلغ خارج از ع...</td>\n",
       "      <td>https://jobguy.ir/interview/183/مصاحبه-فول-استیک</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['1']</td>\n",
       "      <td>['0']</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>interview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680</th>\n",
       "      <td>0</td>\n",
       "      <td>farda-legal-affairs</td>\n",
       "      <td>موسسه حقوقی فردا</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['اهمیت به دیزاین']</td>\n",
       "      <td>['جلسات بی نتیجه']</td>\n",
       "      <td>0.0</td>\n",
       "      <td>بنده دیروز برای مصاحبه به این موسسه مراجعه کرد...</td>\n",
       "      <td>https://jobguy.ir/interview/163/برخورد-نامناسب</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['1']</td>\n",
       "      <td>['0']</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>interview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681</th>\n",
       "      <td>0</td>\n",
       "      <td>matris</td>\n",
       "      <td>ماتریس</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['کار در محیط مطبوع و به\\u200cروز', 'شرکت بزرگ']</td>\n",
       "      <td>['پایه حقوق کم', 'بد قول', 'بی نظمی کاری']</td>\n",
       "      <td>0.0</td>\n",
       "      <td>دو مرحله مصاحبه انجام شد. مدیریت فنی مجموعه در...</td>\n",
       "      <td>https://jobguy.ir/interview/162/کارشناس-شبکه</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['0']</td>\n",
       "      <td>['0']</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>interview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>682</th>\n",
       "      <td>0</td>\n",
       "      <td>tejarat</td>\n",
       "      <td>بیمه تجارت نو</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['بیمه']</td>\n",
       "      <td>['مدیریت بی ثبات', 'مدیریت ضعیف', 'هدر دادن من...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>آگهی دادن استخدام فوری بعد از دو هفته تو واتس ...</td>\n",
       "      <td>https://jobguy.ir/interview/149/برنامه-نویس-بک...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['0']</td>\n",
       "      <td>['0']</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>interview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683</th>\n",
       "      <td>0</td>\n",
       "      <td>eghtesade-bidar</td>\n",
       "      <td>کارگزاری اقتصاد بیدار</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['حقوق خوب']</td>\n",
       "      <td>['درخواست چک', 'درخواست سفته بدون رسید', 'تاخی...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ساعت مصاحبه برای 9 صبح تعیین شده بود و من از ق...</td>\n",
       "      <td>https://jobguy.ir/interview/169/تجربه-مصاحبه-د...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>interview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>684</th>\n",
       "      <td>0</td>\n",
       "      <td>mopon</td>\n",
       "      <td>موپن</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['NaN']</td>\n",
       "      <td>['بد قول']</td>\n",
       "      <td>0.0</td>\n",
       "      <td>روز اول تماس گرفتن قرار مصاحبه حضوری گذاشتن، ا...</td>\n",
       "      <td>https://jobguy.ir/interview/16/مصاحبه-برای-ful...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['0']</td>\n",
       "      <td>['0']</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>interview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685</th>\n",
       "      <td>0</td>\n",
       "      <td>eghtesade-bidar</td>\n",
       "      <td>کارگزاری اقتصاد بیدار</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['تیم حرفه ای', 'بیمه', 'شرکت بزرگ']</td>\n",
       "      <td>['درخواست سفته خیلی زیاد', 'هدر دادن منابع', '...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>به من گفتن برای مصاحبه بیاین شرکت طبقه چهار. ر...</td>\n",
       "      <td>https://jobguy.ir/interview/143/تجربه-مصاحبه-ن...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['2']</td>\n",
       "      <td>['0']</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>interview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>686</th>\n",
       "      <td>0</td>\n",
       "      <td>iranian-modern-excellency</td>\n",
       "      <td>تعالی روز ایرانیان</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['NaN']</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>شرکت جو ملایم و محترمانه ای داره به نظرم.  منت...</td>\n",
       "      <td>https://jobguy.ir/interview/167/محترم-و-صمیمی-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['0']</td>\n",
       "      <td>['0']</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>interview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>687</th>\n",
       "      <td>0</td>\n",
       "      <td>silicon-nab</td>\n",
       "      <td>سیلیکون ناب</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['NaN']</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ییک مرحله مصاحبه وجود داره که مدیر شرکت کاملا ...</td>\n",
       "      <td>https://jobguy.ir/interview/170/مصاحبه-با-شرکت...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['1']</td>\n",
       "      <td>['0']</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>interview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>688</th>\n",
       "      <td>0</td>\n",
       "      <td>safarayaneh</td>\n",
       "      <td>صفا رایانه</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['NaN']</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>اگر اشتباه نکنم مصاحبه کننده آقای زرین بودن پر...</td>\n",
       "      <td>https://jobguy.ir/interview/17/مصاحبه-صمیمی</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['0']</td>\n",
       "      <td>['0']</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>interview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>689</th>\n",
       "      <td>0</td>\n",
       "      <td>diver</td>\n",
       "      <td>دایور</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['NaN']</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>برخورد خیلی محترمانه ای داشتن و همینطور محیط ش...</td>\n",
       "      <td>https://jobguy.ir/interview/77/برخورد-محترمانه...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>interview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>690</th>\n",
       "      <td>0</td>\n",
       "      <td>diver</td>\n",
       "      <td>دایور</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['NaN']</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>حدودا 3 هفته طول کشید تا اولین قرار مصاحبه گذا...</td>\n",
       "      <td>https://jobguy.ir/interview/95/مصاحبه-خوبی-بود</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>interview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691</th>\n",
       "      <td>0</td>\n",
       "      <td>diver</td>\n",
       "      <td>دایور</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['NaN']</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>من پارسال برای مالک محصول دعوت شدم شرکت دایور....</td>\n",
       "      <td>https://jobguy.ir/interview/168/مصاحبه-عجیب-و-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>interview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>692</th>\n",
       "      <td>0</td>\n",
       "      <td>diver</td>\n",
       "      <td>دایور</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['NaN']</td>\n",
       "      <td>['مدیریت ضعیف', 'بد قول', 'بی نظمی کاری']</td>\n",
       "      <td>0.0</td>\n",
       "      <td>خانم بسیار محترمی با بنده تماس گرفتند و برای ر...</td>\n",
       "      <td>https://jobguy.ir/interview/180/مالک-محصول</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['1']</td>\n",
       "      <td>['0']</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>interview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693</th>\n",
       "      <td>0</td>\n",
       "      <td>tap30</td>\n",
       "      <td>پیشگامان فناوری و دانش آرامیس (تپسی)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['NaN']</td>\n",
       "      <td>['مدیریت ضعیف', 'بی نظمی کاری']</td>\n",
       "      <td>0.0</td>\n",
       "      <td>در همون مرحله اول، شخص مصاحبه کننده یکی از مدی...</td>\n",
       "      <td>https://jobguy.ir/interview/177/نیومدن-سر-مصاح...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['1']</td>\n",
       "      <td>['0']</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>interview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>694</th>\n",
       "      <td>0</td>\n",
       "      <td>pushe</td>\n",
       "      <td>پوشه</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['NaN']</td>\n",
       "      <td>['مدیریت ضعیف', 'بی نظمی کاری']</td>\n",
       "      <td>0.0</td>\n",
       "      <td>قرار بود مصاحبه بصورت اسکایپ برگزار بشه و کلی ...</td>\n",
       "      <td>https://jobguy.ir/interview/50/بی-نظم-و-بد-قول</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['2']</td>\n",
       "      <td>['0']</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>interview</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>695 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0                               company_slug  \\\n",
       "0             0                           tadbir-kish-vira   \n",
       "1             0                                    irantic   \n",
       "2             0                              hermes-sharif   \n",
       "3             0                              hermes-sharif   \n",
       "4             0                                    irantic   \n",
       "5             0                                    irantic   \n",
       "6             0                                     zhaket   \n",
       "7             0                           tadbir-kish-vira   \n",
       "8             0                                 snapp-trip   \n",
       "9             0                                        kte   \n",
       "10            0                                        kte   \n",
       "11            0                                    fartech   \n",
       "12            0  hpds-high-performance-data-storage-system   \n",
       "13            0                                        kte   \n",
       "14            0                                    fartech   \n",
       "15            0                                  takhfifan   \n",
       "16            0                                    komsera   \n",
       "17            0                                kalavarzesh   \n",
       "18            0                                   mrt-team   \n",
       "19            0                                       isqi   \n",
       "20            0                            atra-vision-ava   \n",
       "21            0                              mabna-telecom   \n",
       "22            0                                     behson   \n",
       "23            0                                    the-one   \n",
       "24            0                                sepidsystem   \n",
       "25            0                               snapp-market   \n",
       "26            0                                      delta   \n",
       "27            0                                      delta   \n",
       "28            0                                      dotin   \n",
       "29            0                                   faradade   \n",
       "..          ...                                        ...   \n",
       "665           0                                 cafebazaar   \n",
       "666           0                    karina-mobile-solutions   \n",
       "667           0                    karina-mobile-solutions   \n",
       "668           0                                 cafebazaar   \n",
       "669           0                                 cafebazaar   \n",
       "670           0                                 cafebazaar   \n",
       "671           0                                    Glamora   \n",
       "672           0              asr-bazargani-electronic-paya   \n",
       "673           0                              p-publication   \n",
       "674           0                                    mediana   \n",
       "675           0                                    ipinbar   \n",
       "676           0                                      helsa   \n",
       "677           0                                  avagostar   \n",
       "678           0                                  sepehrpay   \n",
       "679           0                                   mobtaker   \n",
       "680           0                        farda-legal-affairs   \n",
       "681           0                                     matris   \n",
       "682           0                                    tejarat   \n",
       "683           0                            eghtesade-bidar   \n",
       "684           0                                      mopon   \n",
       "685           0                            eghtesade-bidar   \n",
       "686           0                  iranian-modern-excellency   \n",
       "687           0                                silicon-nab   \n",
       "688           0                                safarayaneh   \n",
       "689           0                                      diver   \n",
       "690           0                                      diver   \n",
       "691           0                                      diver   \n",
       "692           0                                      diver   \n",
       "693           0                                      tap30   \n",
       "694           0                                      pushe   \n",
       "\n",
       "                                  company  \\\n",
       "0                          تدبیر کیش ویرا   \n",
       "1                                ایرانتیک   \n",
       "2               ایده های هوشمند هرمس شریف   \n",
       "3               ایده های هوشمند هرمس شریف   \n",
       "4                                ایرانتیک   \n",
       "5                                ایرانتیک   \n",
       "6                                    ژاکت   \n",
       "7                          تدبیر کیش ویرا   \n",
       "8                               اسنپ تریپ   \n",
       "9                         عصر فناوری دانش   \n",
       "10                        عصر فناوری دانش   \n",
       "11                                   فرتک   \n",
       "12   پردازش و ذخیره سازی سریع داده (پرسا)   \n",
       "13                        عصر فناوری دانش   \n",
       "14                                   فرتک   \n",
       "15                                تخفیفان   \n",
       "16                                 کامسرا   \n",
       "17                               کالاورزش   \n",
       "18                       مهر رایانه تحریر   \n",
       "19    شرکت کیفیت و بازرسی استاندارد ایران   \n",
       "20                          آرتا ویژن آوا   \n",
       "21                    گسترش ارتباطات مبنا   \n",
       "22                                  بهسون   \n",
       "23                                   دوان   \n",
       "24                             سپید سیستم   \n",
       "25                             اسنپ مارکت   \n",
       "26                                   دلتا   \n",
       "27                                   دلتا   \n",
       "28              نرم افزاری داتیس آرین قشم   \n",
       "29               فراداده‭ ‬رايانه‭ ‬سورنا   \n",
       "..                                    ...   \n",
       "665                            کافه بازار   \n",
       "666                راهکارهای همراه کارینا   \n",
       "667                راهکارهای همراه کارینا   \n",
       "668                            کافه بازار   \n",
       "669                            کافه بازار   \n",
       "670                            کافه بازار   \n",
       "671                      یسنا تجارت مجازی   \n",
       "672           عصر بازرگانی الکترونیک پایا   \n",
       "673                                 نشر پ   \n",
       "674                                مدیانا   \n",
       "675                                آی پین   \n",
       "676                                  هلسا   \n",
       "677                               آواگستر   \n",
       "678                 پرداخت الکترونیک سپهر   \n",
       "679                                 مبتکر   \n",
       "680                      موسسه حقوقی فردا   \n",
       "681                                ماتریس   \n",
       "682                         بیمه تجارت نو   \n",
       "683                 کارگزاری اقتصاد بیدار   \n",
       "684                                  موپن   \n",
       "685                 کارگزاری اقتصاد بیدار   \n",
       "686                    تعالی روز ایرانیان   \n",
       "687                           سیلیکون ناب   \n",
       "688                            صفا رایانه   \n",
       "689                                 دایور   \n",
       "690                                 دایور   \n",
       "691                                 دایور   \n",
       "692                                 دایور   \n",
       "693  پیشگامان فناوری و دانش آرامیس (تپسی)   \n",
       "694                                  پوشه   \n",
       "\n",
       "                                                 title  \\\n",
       "0    \\n            تجربه بسیار بد کارآموزی\\n             \n",
       "1              \\n            مدیران نالایق\\n             \n",
       "2    \\n            اگه دنبال یه شرکت دهه هفتادی هست...   \n",
       "3                 \\n            طراح محصول\\n             \n",
       "4            \\n            مدیریت بسیار بد\\n             \n",
       "5    \\n            انصاف در زندگی چیز خوبیست\\n     ...   \n",
       "6      \\n            تخصص شما پیر خواهد شد\\n             \n",
       "7      \\n            برنامه نویس Front End\\n             \n",
       "8                                                  NaN   \n",
       "9    \\n            شرکتی با کمترین درجه اهمیت به کا...   \n",
       "10   \\n            تبعیض میان کارکنان بخصوص برنامه ...   \n",
       "11   \\n            سابقه همکاری نسبتا طولانی\\n     ...   \n",
       "12        \\n            فاجعه به تمام معنا\\n             \n",
       "13                                                 NaN   \n",
       "14               \\n            من که راضیم\\n             \n",
       "15   \\n            تجربه خوبی نیست، شاید تجربه بدی ...   \n",
       "16   \\n            چی فکر می کردیم در مورد این شرکت...   \n",
       "17      \\n            عدم پرداخت حق و حقوق\\n             \n",
       "18               \\n            مدیریت ضعیف\\n             \n",
       "19   \\n            شرکت بازرسی و کیفیت استاندارد ای...   \n",
       "20                 \\n            نیروی فنی\\n             \n",
       "21                         \\n            م\\n             \n",
       "22       \\n            بیگاری از کارآموزان\\n             \n",
       "23     \\n            مدیریت افراد ناکارآمد\\n             \n",
       "24     \\n            برای پیشرفت جای خوبیه\\n             \n",
       "25               \\n            کارشناس فنی\\n             \n",
       "26               \\n            تولید محتوا\\n             \n",
       "27                                                 NaN   \n",
       "28                                                 NaN   \n",
       "29   \\n            اگه هیچ چیزی بلد نیستی جای خوبی ...   \n",
       "..                                                 ...   \n",
       "665        \\n            Software Engineer\\n             \n",
       "666             \\n            System Admin\\n             \n",
       "667              \\n            مدیریت ضعیف\\n             \n",
       "668                \\n            تجربه کار\\n             \n",
       "669    \\n            محیط کاری فوق العادده\\n             \n",
       "670    \\n            تجربه کاری فوق العاده\\n             \n",
       "671                                                NaN   \n",
       "672                                                NaN   \n",
       "673                                                NaN   \n",
       "674                                                NaN   \n",
       "675                                                NaN   \n",
       "676                                                NaN   \n",
       "677                                                NaN   \n",
       "678                                                NaN   \n",
       "679                                                NaN   \n",
       "680                                                NaN   \n",
       "681                                                NaN   \n",
       "682                                                NaN   \n",
       "683                                                NaN   \n",
       "684                                                NaN   \n",
       "685                                                NaN   \n",
       "686                                                NaN   \n",
       "687                                                NaN   \n",
       "688                                                NaN   \n",
       "689                                                NaN   \n",
       "690                                                NaN   \n",
       "691                                                NaN   \n",
       "692                                                NaN   \n",
       "693                                                NaN   \n",
       "694                                                NaN   \n",
       "\n",
       "                                                  pros  \\\n",
       "0                                              ['NaN']   \n",
       "1                                       ['اصلا ندارد']   \n",
       "2                                              ['NaN']   \n",
       "3    ['تیم جوان و با انگیزه', 'کار با آخرین تکنولوژ...   \n",
       "4             ['تعهد بالای پرسنل به کار', 'تیم صمیمی']   \n",
       "5                                              ['NaN']   \n",
       "6                                              ['NaN']   \n",
       "7                                              ['NaN']   \n",
       "8            ['کار با آخرین تکنولوژی ها', 'تیم صمیمی']   \n",
       "9           ['بیمه تکمیلی', 'بیمه', 'اهمیت به دیزاین']   \n",
       "10                        ['بیمه تکمیلی', 'تیم صمیمی']   \n",
       "11   ['تیم جوان و با انگیزه', 'نوشیدنی رایگان', 'زم...   \n",
       "12                           ['هیچ نکته مثبتی ندارند']   \n",
       "13                                             ['NaN']   \n",
       "14   ['تیم جوان و با انگیزه', 'کار با آخرین تکنولوژ...   \n",
       "15                               ['تیم صمیمی', 'بیمه']   \n",
       "16   ['کار با آخرین تکنولوژی ها', 'زمان کاری شناور'...   \n",
       "17                                             ['NaN']   \n",
       "18                                  ['نوشیدنی رایگان']   \n",
       "19   ['تیم جوان و با انگیزه', 'نوشیدنی رایگان', 'نا...   \n",
       "20               ['تیم جوان و با انگیزه', 'تیم صمیمی']   \n",
       "21                                            ['اصلا']   \n",
       "22                                             ['NaN']   \n",
       "23                                             ['NaN']   \n",
       "24   ['تیم جوان و با انگیزه', 'کار با آخرین تکنولوژ...   \n",
       "25                     ['نوشیدنی رایگان', 'شرکت بزرگ']   \n",
       "26                             ['پرداخت حقوق به موقع']   \n",
       "27                                             ['NaN']   \n",
       "28                                            ['بیمه']   \n",
       "29                          ['بیمه', 'بازی رایانه ای']   \n",
       "..                                                 ...   \n",
       "665  ['بودجه تیم سازی', 'اتاق بازی', 'اتاق استراحت'...   \n",
       "666  ['تیم جوان و با انگیزه', 'کار در محیط مطبوع و ...   \n",
       "667  ['بیمه تکمیلی', 'تیم جوان و با انگیزه', 'تیم ص...   \n",
       "668                                            ['NaN']   \n",
       "669                                            ['NaN']   \n",
       "670                                            ['NaN']   \n",
       "671                                            ['NaN']   \n",
       "672                                            ['NaN']   \n",
       "673                                           ['مکان']   \n",
       "674                                            ['NaN']   \n",
       "675                ['کار در محیط مطبوع و به\\u200cروز']   \n",
       "676                                            ['NaN']   \n",
       "677                                      ['کلا نداشت']   \n",
       "678  ['حقوق خوب', 'تیم صمیمی', 'بیمه', 'مدیریت بسیا...   \n",
       "679                                          ['ناهار']   \n",
       "680                                ['اهمیت به دیزاین']   \n",
       "681   ['کار در محیط مطبوع و به\\u200cروز', 'شرکت بزرگ']   \n",
       "682                                           ['بیمه']   \n",
       "683                                       ['حقوق خوب']   \n",
       "684                                            ['NaN']   \n",
       "685               ['تیم حرفه ای', 'بیمه', 'شرکت بزرگ']   \n",
       "686                                            ['NaN']   \n",
       "687                                            ['NaN']   \n",
       "688                                            ['NaN']   \n",
       "689                                            ['NaN']   \n",
       "690                                            ['NaN']   \n",
       "691                                            ['NaN']   \n",
       "692                                            ['NaN']   \n",
       "693                                            ['NaN']   \n",
       "694                                            ['NaN']   \n",
       "\n",
       "                                                  cons  mean_salary  \\\n",
       "0    ['عدم دریافت پاداش', 'پایه حقوق کم', 'مدیریت ض...          3.5   \n",
       "1    ['عدم دریافت پاداش', 'مدیریت بی ثبات', 'مدیریت...          4.3   \n",
       "2                                                   []          3.3   \n",
       "3    ['عدم دریافت پاداش', 'حقوق ناکافی', 'عدم پرداخ...          3.3   \n",
       "4    ['مدیریت بی ثبات', 'مدیریت ضعیف', 'عدم امنیت ش...          4.3   \n",
       "5                                                   []          4.3   \n",
       "6    ['مدیریت بی ثبات', 'مدیریت ضعیف', 'حقوق ناکافی...          5.7   \n",
       "7                                                   []          3.5   \n",
       "8               ['مدیریت ضعیف', 'بد قول', 'شرکت کوچک']         15.2   \n",
       "9    ['عدم دریافت پاداش', 'مدیریت بی ثبات', 'پایه ح...          3.2   \n",
       "10   ['پایه حقوق کم', 'مدیریت ضعیف', 'حقوق ناکافی',...          3.2   \n",
       "11                                       ['شرکت کوچک']          1.2   \n",
       "12                                         ['همه چیز']          3.0   \n",
       "13                                                  []          3.2   \n",
       "14                    ['پایه حقوق کم', 'بی نظمی کاری']          1.2   \n",
       "15   ['عدم دریافت پاداش', 'مدیریت بی ثبات', 'مدیریت...          5.0   \n",
       "16   ['مدیریت بی ثبات', 'بیمه نکردن', 'مدیریت ضعیف'...          2.5   \n",
       "17   ['عدم دریافت پاداش', 'مدیریت بی ثبات', 'بیمه ن...          1.0   \n",
       "18   ['مدیریت ضعیف', 'حقوق ناکافی', 'عدم امنیت شغلی...          3.5   \n",
       "19                     ['به برنامه نویس دروغ میگویند']          2.0   \n",
       "20   ['عدم دریافت پاداش', 'مدیریت بی ثبات', 'مدیریت...          3.0   \n",
       "21   ['عدم دریافت پاداش', 'مدیریت بی ثبات', 'پایه ح...          0.0   \n",
       "22                                          ['بد قول']          0.0   \n",
       "23   ['عدم دریافت پاداش', 'مدیریت بی ثبات', 'مدیریت...          3.0   \n",
       "24                        ['جلسات کاری بیش از اندازه']          8.0   \n",
       "25   ['مدیریت بی ثبات', 'مدیریت ضعیف', 'جلسات بی نت...          4.0   \n",
       "26   ['مدیریت بی ثبات', 'مدیریت ضعیف', 'حقوق ناکافی...          2.0   \n",
       "27   ['مدیریت بی ثبات', 'مدیریت ضعیف', 'جلسات بی نت...          2.0   \n",
       "28   ['عدم دریافت پاداش', 'مدیریت ضعیف', 'حقوق ناکا...          3.0   \n",
       "29   ['مدیریت ضعیف', 'حقوق ناکافی', 'هدر دادن منابع...          3.5   \n",
       "..                                                 ...          ...   \n",
       "665                       ['جلسات کاری بیش از اندازه']          8.0   \n",
       "666  ['مدیریت بی ثبات', 'پایه حقوق کم', 'مدیریت ضعی...          4.7   \n",
       "667  ['مدیریت بی ثبات', 'مدیریت ضعیف', 'ساعت کاری ب...          4.7   \n",
       "668                                                 []          8.0   \n",
       "669                                                 []          8.0   \n",
       "670                                                 []          8.0   \n",
       "671                                                 []          0.0   \n",
       "672                    ['حقوق ناکافی', 'بی نظمی کاری']          0.0   \n",
       "673                                    ['مدیریت ضعیف']          0.0   \n",
       "674                                                 []          0.0   \n",
       "675  ['مدیریت بی ثبات', 'مدیریت ضعیف', 'عدم کنترل ا...          0.0   \n",
       "676                                                 []          0.0   \n",
       "677  ['مدیریت بی ثبات', 'مدیریت ضعیف', 'حقوق ناکافی...          0.0   \n",
       "678                                         ['بد قول']          0.0   \n",
       "679                              ['قرار داد یک طرفه!']          0.0   \n",
       "680                                 ['جلسات بی نتیجه']          0.0   \n",
       "681         ['پایه حقوق کم', 'بد قول', 'بی نظمی کاری']          0.0   \n",
       "682  ['مدیریت بی ثبات', 'مدیریت ضعیف', 'هدر دادن من...          0.0   \n",
       "683  ['درخواست چک', 'درخواست سفته بدون رسید', 'تاخی...          0.0   \n",
       "684                                         ['بد قول']          0.0   \n",
       "685  ['درخواست سفته خیلی زیاد', 'هدر دادن منابع', '...          0.0   \n",
       "686                                                 []          0.0   \n",
       "687                                                 []          0.0   \n",
       "688                                                 []          0.0   \n",
       "689                                                 []          0.0   \n",
       "690                                                 []          0.0   \n",
       "691                                                 []          0.0   \n",
       "692          ['مدیریت ضعیف', 'بد قول', 'بی نظمی کاری']          0.0   \n",
       "693                    ['مدیریت ضعیف', 'بی نظمی کاری']          0.0   \n",
       "694                    ['مدیریت ضعیف', 'بی نظمی کاری']          0.0   \n",
       "\n",
       "                                               comment  \\\n",
       "0    رفتم مصاحبه شرکت تدبیر کیش ویرا و 2 مرحله باها...   \n",
       "1    با تمام وجود متنفرم از این سازمان. کار بیش از ...   \n",
       "2                                     محیط انعطاف پذیر   \n",
       "3    محیط بسیار دوستانه و پویا، با کارمند جوان و پر...   \n",
       "4             از همه منزجر کننده تر در این شرکت سخن...   \n",
       "5    من بعنوان یک فرد تازه کار در سمت backend استخد...   \n",
       "6    ژاکت از نطر من ۳ مشکل اساسی داره که همه مشکلات...   \n",
       "7    من تازه از خدمت سربازی تمام شده بود و قبلا به ...   \n",
       "8    اولا من رزومه براشون ارسال نکردم اونا خودشون ب...   \n",
       "9    محیط بسیار  کارمندان که بدون هیچ دلیلی با افرا...   \n",
       "10   شرکت نسبتا کوچیکه . حقوق هم خوب کلا کم میدن . ...   \n",
       "11   من چندسالی در این شرکت کار میکردم به دلیل یکسر...   \n",
       "12   اومدن به این شرکت بزرگترین اشتباه زندگی من بود...   \n",
       "13   من دوتا مرحله مصاحبه رفتم . مرحله اول یه آقایی...   \n",
       "14   قدرت تصمیم گیری فردی در این شرکت خیلی بالاست ب...   \n",
       "15   تخفیفان یعنی فراموشی زندگی شخصی، یعنی قبول وعد...   \n",
       "16   اولین روزی که آگهی استخدام دیدم با خودم گفتم ا...   \n",
       "17   این مجموعه مدیریتی بسیار ضعیف، یک دنده،دنبال ا...   \n",
       "18   بزرگترین مشکل این شرکت ، مدیریت به شدت ضعیف و ...   \n",
       "19   این شرکت مصاحبه که میرین اصلا نمیپرسه واسه چه ...   \n",
       "20   ناهماهنگی بین تیم ها و رویکرد استفاده ی حداکثر...   \n",
       "21   كلا سه ماه در اين مجموعه كار كردم مدير عامل حق...   \n",
       "22   این شرکت در بازه های زمانی مختلف آگهی کارآموز ...   \n",
       "23   دوان یه مجموعه فروشگاه هست، که یه تعداد مدیر ن...   \n",
       "24   مدت 1 ماه مشغول به کار شدم محیط آرومی برای کار...   \n",
       "25   من برای دوره آزمایشی اینجا بودم. با وجود تکمیل...   \n",
       "26   مدیریت شرکت کاملا بی فکر و برنامه پیش میره و ا...   \n",
       "27   من اینجا برای موقعیت مدیر فنی رفته بودم. ساختم...   \n",
       "28   این شرکت در کل شرکت متوازنی نیست. اما تصمیم بر...   \n",
       "29   برای کسی که اولین جا می خواد مشغول به کار بشه ...   \n",
       "..                                                 ...   \n",
       "665                                                NaN   \n",
       "666  در مدت کوتاهی که در این شرکت بودم شاهد این بود...   \n",
       "667  هم دلی و گرم بودن فضای کاری در تیم‌ها وجود دار...   \n",
       "668                                         محیط پویا    \n",
       "669  اولین جایی هست که به طور واضح حرف کلام در مدیر...   \n",
       "670                                    تجربه بسیار خوب   \n",
       "671  با سلام. با من تماس گرفتند و گفتند حضوری مصاحب...   \n",
       "672  این شرکت برای تولید محتوا آگهی زده بودن. باهام...   \n",
       "673  مصاحبه مرحله اول اسکایپی بود و اوکی بود همه چی...   \n",
       "674  سلام،بنده چند ماهی است که در مدیانا مشغولم. مص...   \n",
       "675  برای مصاحبه دعوت شدم و در ابتدای کار قرار بر ا...   \n",
       "676  اول کار در مورد شرکت هایی که کار کردم گفت توضی...   \n",
       "677  میتونم بگم بدترین تجربه مصاحبه کاری من بود حدو...   \n",
       "678  ابتدا با مدیر قسمتی که قرار بود برم جلسه داشتم...   \n",
       "679  شدیدا دنبال گرفتن سفته بودند به مبلغ خارج از ع...   \n",
       "680  بنده دیروز برای مصاحبه به این موسسه مراجعه کرد...   \n",
       "681  دو مرحله مصاحبه انجام شد. مدیریت فنی مجموعه در...   \n",
       "682  آگهی دادن استخدام فوری بعد از دو هفته تو واتس ...   \n",
       "683  ساعت مصاحبه برای 9 صبح تعیین شده بود و من از ق...   \n",
       "684  روز اول تماس گرفتن قرار مصاحبه حضوری گذاشتن، ا...   \n",
       "685  به من گفتن برای مصاحبه بیاین شرکت طبقه چهار. ر...   \n",
       "686  شرکت جو ملایم و محترمانه ای داره به نظرم.  منت...   \n",
       "687  ییک مرحله مصاحبه وجود داره که مدیر شرکت کاملا ...   \n",
       "688  اگر اشتباه نکنم مصاحبه کننده آقای زرین بودن پر...   \n",
       "689  برخورد خیلی محترمانه ای داشتن و همینطور محیط ش...   \n",
       "690  حدودا 3 هفته طول کشید تا اولین قرار مصاحبه گذا...   \n",
       "691  من پارسال برای مالک محصول دعوت شدم شرکت دایور....   \n",
       "692  خانم بسیار محترمی با بنده تماس گرفتند و برای ر...   \n",
       "693  در همون مرحله اول، شخص مصاحبه کننده یکی از مدی...   \n",
       "694  قرار بود مصاحبه بصورت اسکایپ برگزار بشه و کلی ...   \n",
       "\n",
       "                                                   url tell_friend   like  \\\n",
       "0    https://jobguy.ir/review/300/تجربه-بسیار-بد-کا...         خیر     []   \n",
       "1           https://jobguy.ir/review/563/مدیران-نالایق         خیر     []   \n",
       "2    https://jobguy.ir/review/74/اگه-دنبال-یه-شرکت-...         بله     []   \n",
       "3              https://jobguy.ir/review/339/طراح-محصول         بله  ['4']   \n",
       "4         https://jobguy.ir/review/381/مدیریت-بسیار-بد         خیر     []   \n",
       "5    https://jobguy.ir/review/607/انصاف-در-زندگی-چی...         بله  ['1']   \n",
       "6    https://jobguy.ir/review/562/تخصص-شما-پیر-خواه...         خیر  ['3']   \n",
       "7    https://jobguy.ir/review/428/برنامه-نویس-front...         بله  ['1']   \n",
       "8           https://jobguy.ir/interview/24/مصاحبه-کاری         NaN  ['0']   \n",
       "9    https://jobguy.ir/review/564/شرکتی-با-کمترین-د...         خیر     []   \n",
       "10   https://jobguy.ir/review/629/تبعیض-میان-کارکنا...         خیر     []   \n",
       "11   https://jobguy.ir/review/131/سابقه-همکاری-نسبت...         بله     []   \n",
       "12     https://jobguy.ir/review/571/فاجعه-به-تمام-معنا         خیر  ['4']   \n",
       "13   https://jobguy.ir/interview/165/عدم-آمادگی-برا...         NaN  ['6']   \n",
       "14            https://jobguy.ir/review/430/من-که-راضیم         بله  ['0']   \n",
       "15   https://jobguy.ir/review/683/تجربه-خوبی-نیست-ش...         خیر  ['0']   \n",
       "16   https://jobguy.ir/review/2/چی-فکر-می-کردیم-در-...         خیر     []   \n",
       "17   https://jobguy.ir/review/206/عدم-پرداخت-حق-و-حقوق         خیر     []   \n",
       "18            https://jobguy.ir/review/291/مدیریت-ضعیف         خیر     []   \n",
       "19   https://jobguy.ir/review/389/شرکت-بازرسی-و-کیف...         خیر     []   \n",
       "20              https://jobguy.ir/review/255/نیروی-فنی         خیر     []   \n",
       "21                      https://jobguy.ir/review/448/م         خیر     []   \n",
       "22    https://jobguy.ir/review/197/بیگاری-از-کارآموزان         خیر  ['1']   \n",
       "23   https://jobguy.ir/review/458/مدیریت-افراد-ناکا...         خیر     []   \n",
       "24   https://jobguy.ir/review/521/برای-پیشرفت-جای-خ...         بله  ['2']   \n",
       "25            https://jobguy.ir/review/408/کارشناس-فنی         خیر     []   \n",
       "26            https://jobguy.ir/review/592/تولید-محتوا         خیر     []   \n",
       "27   https://jobguy.ir/interview/84/مدیریت-عصر-تیر-...         NaN     []   \n",
       "28       https://jobguy.ir/interview/104/برنامه-نویس-c         NaN     []   \n",
       "29   https://jobguy.ir/review/404/اگه-هیچ-چیزی-بلد-...         خیر  ['0']   \n",
       "..                                                 ...         ...    ...   \n",
       "665     https://jobguy.ir/review/232/software-engineer         بله     []   \n",
       "666           https://jobguy.ir/review/34/system-admin         خیر     []   \n",
       "667            https://jobguy.ir/review/36/مدیریت-ضعیف         خیر     []   \n",
       "668             https://jobguy.ir/review/326/تجربه-کار         بله     []   \n",
       "669  https://jobguy.ir/review/234/محیط-کاری-فوق-الع...         بله     []   \n",
       "670  https://jobguy.ir/review/235/تجربه-کاری-فوق-ال...         بله  ['2']   \n",
       "671  https://jobguy.ir/interview/144/سر-مصاحبه-حاضر...         NaN  ['0']   \n",
       "672  https://jobguy.ir/interview/27/کارشناس-تولید-م...         NaN  ['0']   \n",
       "673  https://jobguy.ir/interview/155/مصاحبه-برنامه-...         NaN  ['0']   \n",
       "674        https://jobguy.ir/interview/139/مصاحبه-کاری         NaN  ['0']   \n",
       "675  https://jobguy.ir/interview/9/مصاحبه-غیر-محترمانه         NaN  ['0']   \n",
       "676  https://jobguy.ir/interview/18/مصاحبه-برای-fro...         NaN  ['0']   \n",
       "677       https://jobguy.ir/interview/178/react-native         NaN  ['1']   \n",
       "678  https://jobguy.ir/interview/21/راحت-و-روان-و-ص...         NaN  ['1']   \n",
       "679   https://jobguy.ir/interview/183/مصاحبه-فول-استیک         NaN  ['1']   \n",
       "680     https://jobguy.ir/interview/163/برخورد-نامناسب         NaN  ['1']   \n",
       "681       https://jobguy.ir/interview/162/کارشناس-شبکه         NaN  ['0']   \n",
       "682  https://jobguy.ir/interview/149/برنامه-نویس-بک...         NaN  ['0']   \n",
       "683  https://jobguy.ir/interview/169/تجربه-مصاحبه-د...         NaN     []   \n",
       "684  https://jobguy.ir/interview/16/مصاحبه-برای-ful...         NaN  ['0']   \n",
       "685  https://jobguy.ir/interview/143/تجربه-مصاحبه-ن...         NaN  ['2']   \n",
       "686  https://jobguy.ir/interview/167/محترم-و-صمیمی-...         NaN  ['0']   \n",
       "687  https://jobguy.ir/interview/170/مصاحبه-با-شرکت...         NaN  ['1']   \n",
       "688        https://jobguy.ir/interview/17/مصاحبه-صمیمی         NaN  ['0']   \n",
       "689  https://jobguy.ir/interview/77/برخورد-محترمانه...         NaN     []   \n",
       "690     https://jobguy.ir/interview/95/مصاحبه-خوبی-بود         NaN     []   \n",
       "691  https://jobguy.ir/interview/168/مصاحبه-عجیب-و-...         NaN     []   \n",
       "692         https://jobguy.ir/interview/180/مالک-محصول         NaN  ['1']   \n",
       "693  https://jobguy.ir/interview/177/نیومدن-سر-مصاح...         NaN  ['1']   \n",
       "694     https://jobguy.ir/interview/50/بی-نظم-و-بد-قول         NaN  ['2']   \n",
       "\n",
       "    dislike   f1  f2   f3   f4   f5   f6       type  \n",
       "0        []  0.0   0  0.0  0.0  0.0  0.0     review  \n",
       "1        []  0.0   0  0.0  0.0  0.0  0.0     review  \n",
       "2        []  0.0   0  0.0  0.0  0.0  0.0     review  \n",
       "3     ['1']  3.4   4  2.0  4.0  3.0  4.0     review  \n",
       "4        []  0.0   0  0.0  0.0  0.0  0.0     review  \n",
       "5     ['2']  4.8   4  5.0  5.0  5.0  5.0     review  \n",
       "6     ['0']  1.6   3  2.0  1.0  1.0  1.0     review  \n",
       "7     ['0']  5.0   5  5.0  5.0  5.0  5.0     review  \n",
       "8     ['0']  3.0   2  NaN  NaN  NaN  NaN  interview  \n",
       "9        []  0.0   0  0.0  0.0  0.0  0.0     review  \n",
       "10       []  0.0   0  0.0  0.0  0.0  0.0     review  \n",
       "11       []  0.0   0  0.0  0.0  0.0  0.0     review  \n",
       "12    ['0']  1.0   1  1.0  1.0  1.0  1.0     review  \n",
       "13    ['0']  3.0   1  NaN  NaN  NaN  NaN  interview  \n",
       "14    ['0']  3.4   3  4.0  4.0  4.0  2.0     review  \n",
       "15    ['0']  1.0   1  1.0  1.0  1.0  1.0     review  \n",
       "16       []  0.0   0  0.0  0.0  0.0  0.0     review  \n",
       "17       []  0.0   0  0.0  0.0  0.0  0.0     review  \n",
       "18       []  0.0   0  0.0  0.0  0.0  0.0     review  \n",
       "19       []  0.0   0  0.0  0.0  0.0  0.0     review  \n",
       "20       []  0.0   0  0.0  0.0  0.0  0.0     review  \n",
       "21       []  0.0   0  0.0  0.0  0.0  0.0     review  \n",
       "22    ['0']  1.0   1  1.0  1.0  1.0  1.0     review  \n",
       "23       []  0.0   0  0.0  0.0  0.0  0.0     review  \n",
       "24    ['0']  4.2   4  4.0  5.0  4.0  4.0     review  \n",
       "25       []  0.0   0  0.0  0.0  0.0  0.0     review  \n",
       "26       []  0.0   0  0.0  0.0  0.0  0.0     review  \n",
       "27       []  0.0   0  NaN  NaN  NaN  NaN  interview  \n",
       "28       []  0.0   0  NaN  NaN  NaN  NaN  interview  \n",
       "29    ['0']  1.8   2  1.0  3.0  1.0  2.0     review  \n",
       "..      ...  ...  ..  ...  ...  ...  ...        ...  \n",
       "665      []  0.0   0  0.0  0.0  0.0  0.0     review  \n",
       "666      []  0.0   0  0.0  0.0  0.0  0.0     review  \n",
       "667      []  0.0   0  0.0  0.0  0.0  0.0     review  \n",
       "668      []  0.0   0  0.0  0.0  0.0  0.0     review  \n",
       "669      []  0.0   0  0.0  0.0  0.0  0.0     review  \n",
       "670   ['0']  5.0   5  5.0  5.0  5.0  5.0     review  \n",
       "671   ['0']  1.0   1  NaN  NaN  NaN  NaN  interview  \n",
       "672   ['0']  1.0   1  NaN  NaN  NaN  NaN  interview  \n",
       "673   ['0']  1.0   3  NaN  NaN  NaN  NaN  interview  \n",
       "674   ['0']  5.0   4  NaN  NaN  NaN  NaN  interview  \n",
       "675   ['0']  2.0   3  NaN  NaN  NaN  NaN  interview  \n",
       "676   ['0']  3.0   3  NaN  NaN  NaN  NaN  interview  \n",
       "677   ['0']  1.0   1  NaN  NaN  NaN  NaN  interview  \n",
       "678   ['0']  3.0   4  NaN  NaN  NaN  NaN  interview  \n",
       "679   ['0']  1.0   1  NaN  NaN  NaN  NaN  interview  \n",
       "680   ['0']  1.0   1  NaN  NaN  NaN  NaN  interview  \n",
       "681   ['0']  3.0   4  NaN  NaN  NaN  NaN  interview  \n",
       "682   ['0']  1.0   1  NaN  NaN  NaN  NaN  interview  \n",
       "683      []  0.0   0  NaN  NaN  NaN  NaN  interview  \n",
       "684   ['0']  3.0   3  NaN  NaN  NaN  NaN  interview  \n",
       "685   ['0']  1.0   3  NaN  NaN  NaN  NaN  interview  \n",
       "686   ['0']  5.0   5  NaN  NaN  NaN  NaN  interview  \n",
       "687   ['0']  1.0   1  NaN  NaN  NaN  NaN  interview  \n",
       "688   ['0']  5.0   4  NaN  NaN  NaN  NaN  interview  \n",
       "689      []  0.0   0  NaN  NaN  NaN  NaN  interview  \n",
       "690      []  0.0   0  NaN  NaN  NaN  NaN  interview  \n",
       "691      []  0.0   0  NaN  NaN  NaN  NaN  interview  \n",
       "692   ['0']  2.0   2  NaN  NaN  NaN  NaN  interview  \n",
       "693   ['0']  1.0   1  NaN  NaN  NaN  NaN  interview  \n",
       "694   ['0']  1.0   1  NaN  NaN  NaN  NaN  interview  \n",
       "\n",
       "[695 rows x 19 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "pros = d.pros\n",
    "pros = [ast.literal_eval(x) for x in pros.values]\n",
    "full_pros = list(chain(*pros))\n",
    "pros_count = Counter(full_pros)\n",
    "pros_count = dict(pros_count)\n",
    "pros_count = {k: v for k, v in sorted(pros_count.items(), key=lambda item: item[1], reverse=True)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "cons = d.cons\n",
    "cons = [ast.literal_eval(x) for x in cons.values]\n",
    "full_cons = list(chain(*cons))\n",
    "cons_count = Counter(full_cons)\n",
    "cons_count = dict(cons_count)\n",
    "cons_count = {k: v for k, v in sorted(cons_count.items(), key=lambda item: item[1], reverse=True)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "mask = np.array(Image.open('mask.png'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "cons_mask = np.array(Image.open('cons_mask.png'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_cons = {}\n",
    "for k,v in cons_count.items():\n",
    "    persian_text = arabic_reshaper.reshape(k)\n",
    "    persian_text = get_display(persian_text)\n",
    "    new_cons[persian_text] = v\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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pGRqZcpGUWiSSz5BWiyTKhcX6Ld00OZeM8FenX+DH42fZ4q3AKlvIqiXipTyzhSzJcoGMWiJVLpBVy9S5fdxf17ZptWuCINxYxG8GYdOVdZ2JTJpdVTXUerwEHI4VH2eYJkVNxa4o616W1Iz5hp7WhWWmWCHP8ZkpdlRWo8gyjT7/upagLjg+M8XfHNnPEx3dDCbiDCXj/MquvVS5ls5qTaRTnJqN4FCsuK026jzexTFcjlghz18ffIV3bulgMpPi0PQEW8OVGxbAZGm+6PzClSRKhUsW4t9X08bhuXEiC32yIoUMkUKG/lQUp8WKTbYw/2WRUA19PkRpKn979hVMTEq6Nt9mwjTRF4KYZhioho62Qv2ZXVa4q6qZRxu7ua9mCz7byj8razFMk4xaIq+pDGVijGTinE7MYLNYsEgyhmmiGjqqoS+OEcBvdeC12YmX8uQ1lbFsgkghw+G5cWQkNFOnpOuUDW3JDlKPYuPOyiYeqO24ovEKgnDzs/zRH/3Rpe6/5J2CcLkcikKTb37n3cGpcV6ZGKPS5abe61vyuOlshv956BW+cvYUPx8fRTcMqt0eHMrK/2cwmQ9Lnz1xmJ8OD2CzWGj2BzExkZDIlMvsnxhjOJmg2R/Ab1/fB7lFlsmrZXZX19IaCNIRqqA9WIHbalsSwAzTRJYlZrJZDkyNEysWaPD68Lxh+TBZLPDc6BBemx3vCsXksiThUBTurm+ku6KSzlAYn93B04P9uKxWAo7XG5BGChl+NHaO86k5wg43buuVLVXaLQpf6DuEbprcXdXMtmDNqst8HqudaqeXkqESKWQXO90bpknJ0MjrKnlNJa+VKeoaJvNBK60WSS8EoLymLrSb0CgvBK+Le31ZJIl2X5gHatv5aMde3tO8g32VjQTtriuuDywvNHe90J/L5PXWFxfGU74oBIbtbh6oa+cTXXfxRNN2TGA6n6aoa+imQUFXyS9cg2a+PvqAzcm91a18vOMO3t28Y8WdooIg3HL+v5VuFDNgwqZyKlZ2Lsx87ayq4YXRIf7myGv8zr57uKO2YfFx52NzZEolmn0BYsU8/3L6GKfnIryvcxtbAsFls0uT6RQHp8aJFwsUNI1nhvqp83hp8gX4d9t3Ec3nOBed5ZXxUf7u6AF+e9/dNHj9K47xGz2neby9C7fVRqXTxfs6t+Gz2xdnSiyyvOxDdXtlFXUeLzO5LCci0xydmSJdKvLxHbupumi5MlYo8MXTx8mXVT64dcey93YoCg+3tuNQFAYSMardHnqic3yz9ww+u516j2/x2seyCZ6b6qPW5efOyqYr/p74bQ4qHG5m8mmyWvmSR+dYZQu7KuoI2p28tWYLZ+MzDGZizOQzpMoFclqZ8htCycUk5g8CVyQZh2LFaVHwWu0E7S4qHR7q3X7afRXUu/1UObxUu7w4LdY3vYmhwuHm17rvoc7l4/DcOJP5JOlyCcM0cFisuKw2apxeGt1BugNVdAeqaPIEaVg4BqnW5WV7sJpXZ0boTc0SL+UxTBOnRSHscNPkCdLpr2RboIZWb4gGtx/vFc7WCYJwaxABTNhQiWKBdKlIs//1Q58VWabW4yXsclHn8fKdvnN8+tghbn+sDlmSkCSJ9lAFn9y1F6/NTqZc4rXJMV4cHaYvHmVHZTWt/iBbgiG2BIJ4bXZ6Y3NYZQsf37Fn/vETYxyanqQjFKbO46XW7WFLIEitx8uPB/v4Zs8ZfvfOe1cc80tjIzzY0oZrYZYr7HIv3ndx7EsUC+RVFb/dgcdmw221Ue/10RoIUulys39yjGdHBvnF7btef748HySeGR7g/V3bVqx7c1mtaIbBV8+d4he37cJpVUiVigwlE+yrqSfonJ8Fm8ylGM+laPGGVpxNWw9JkpCZ7101W8hQ0rQ1D7u2WxQ6/JU0uAPcGW4iVsqTVUsUF2aRdNNgIB3jeyOnUQ2ddzdvXzwjUWK+7kyWJBTZglWWscsKTsWKW7HhszkI2V0LS5lXb+bIblHYHqwh7HDzUH0nqXKRkqFhmiaKbMEmW/BY7QRsDiodnvlatou+N22+MBV2N3vDjcwVshR0dfG5bsVGwO6kwu6eH/sVLD0LgnDrEQFM2FDDyQSn5yL84jbfslkrq2yhLVjBu9u7+d3nniKnqngXluwavP7FGSpV18mWyxyfmebA1Dhj6RRVLjcf6N5Oiz8AQCSfxWqxsL2yCtOc35U4kU6hG8bijJXHZmdfbT05tcw3es6sOuZEqcDJ2RneUt+06pJnsljkJ4N9BJ1O3tbQvHi7JElUOF28tbGZeDFPX2JpA8+Qw8njbV38y+ljjGdStPiDCwdPm3zxzHGebO8m5HQxnEoQzeexSBKdwTCtgRCxQp6MWloMYLPFLIlSHo9ix6O8uRqxLd4QR+fGMTFhnYdHOxUrDZ4ADZ7AktsTpTzRYo6cVmaLN8RH2m6n2RNc5VU2jyLL1Lv91LtXnvlcS8DuJGB3wrW/FEEQbgIigAkbqqhpHJ2ZpKhptAdD87NKzBfiZ9UyM7kMgwsh5R+OHeSO2nq8djuabpBTy0TzeUZSCSL5LFVuN5/afQcVLhdWWWZbuAqXYgXmg8/RmUkM06QtECJRKBAvFjg8PYkkQUHTSBYLTGUzjCQTtAZW/xTtrgjzL6eO0R+P0hYI4bbZMIGiqpIqlZjN55jJZjgxO01rIEhZ1+eL8plvwBovFpjIpJlIp+isCC95bbfVxr0NTfx8fISv95zmvsYWTOD07Aw/GjhPpctN0OHi5fERRtNJfjR4nq5QGIeiLAuDmXKJvLa+I3IuRQKavSEkSVpW23a58lqZQ3NjfG/0DJphsDVQTZ3Lt/YTbwKaoaObptj1KAjCuojfFMKGavYH2FlZw/6pcV6bHENfOMdPQsJmseCwKtS43Xxsx26eHxnm1OwMFlla3IlnlS347Xa2havYU11LV0UlXpt9WU3QjnA1fbEozwz1Y5VlUuUSebXMUDI+/1hzvqDeoSi0+IM83ta56pg/0LWDL505zsvjo7wyPorJfHG8VZaxK1Z8Njt1Xi8Pt7YzlkrynfNnMQyTC1sJLZKMx2ZjW0UV72jesuS1LbJMyOGiKxTmtckxeqJzXLgUiyzz9Z4zmOb8bsFGr5+TkWkOT00QLxZ4S33j/AzMgoKuUtb1xaL3K9khaC78mcylMDFp8YSu+BSCdLnIa5Fhvjx4jJ5EhO5AFQ/Vd23YqQbXE9XQOR2f5lR8in3hRnaEaq/1kARBuM6JACZsqBq3hyfau2jy+5nKZsirKphgtVjw2mzUuD10hMJUulw0+gL0x2OouoYkSdgtCiGnk9ZAkPZgxeJs10q6QmE+tPU2eqKzTGTSnJmbpaRr3FXXsBCeLHjtdmrdHtqDFdR5V5+V2R6u4ld27eNcdJZYIU9R05AlGZfVStDhoM4zX+dlky30xaP0xOZIlYrAfK2R3+6g3uujLRii8qL6MQDdMIgW8oxnUryncyuqrgMSTT4/JV1nNpdFMwzCLhdtwQoi2QyRfBZVN9hbU79kV6VpmhiYzBWzzBWzVxTADNPg1cgIL04PELC56PJXLTmaqaCpJMsFvFY7LsW2YjF8Vi0xmI6yf3aU5yb7OBWfxmdzcE9VC3sq6i97TDca3TDoSUb40sBRjsyN0Zuc5WMd+9gerLnWQxME4TomApiwoSyyTI3HS43Hu+Zj729q5f6m1iW3qbrO4elJ0qUSZ+dmyZRL7KyqWQw2qq6TKpcwDINatxenooAkkVNVbq+u5dFLzHRdSntwvt3EWvbU1LGnpm7V+8u6Tk4tL/aZGkkmeWFsCM0w+HD3bTitq4dKAKpXn0mxWxRssoX+1Bx9qbn5fl7rXD40TZOirvHyzBCf7zvIeDbJB7fspsrpWdLq4VR8ihemBpAliSqnB6/Vjt1iRZFldNMgUy4xlU/Rm5zlTGKaSCGL02JlX7iRx5u2XXFrjBuFbhr0pmb56sAxXpjqJ62WeHayD4sk84nOO2n3h9d+EUEQbkkigAnXtZyq8sOBXu6pb2ImmyGvqbT4g4sBrGzonJqd4dTsDHlVJVUqkCgW2V1Vy97aaz/7ki2X2D81zpnZCHlNZTKTpqTr/Pvb9qwdvtYQcrjw2RyMZOK8GhlmW6CaZm/oks8xma9VGs7EeWVmiB+MnuV0YpoGt58Ptu7CYVk6pkSpwMszQwyko7itNjxWO06LFasso5kGqVKRZLlA2dCB+VC4u6KeD27ZdUvMAJkmDGdiHI1NkFZLAKTVEkOZGLmrUJ8nCMLNSwQw4bomSxI7K2s4NTuD12bn9upawi7X4v2KJONSrKi6znQ2gyLLvKW+iQeatyxb/rsWLvS8SpdLxAp5qt0e3lLfxH2NLW/6tVs8IWqdPk4Wpnh5Zgi/zcm7m7bPn8H4hkJwzTBIlPKM51L0pWY5PDe2cDRPEZ/VwUfb97IjWLNk+RFgV0UdH2jdyc9nBjkTn2Eql1q1TYXf5mBfuJEPtO7i3urW6/IA8qvNsnCW5j1VLaTKReLFPE2eAI80dNEpDuEWBOESpEs1XYQ1WwIJwoYzTZOvnjuFQ1G4r7FlSV+uCwqqSqJYQJZlQg7nddWLyTBNsuUysUKegMNB8KJu9m/GRC7J3519he+PnqFs6FQ5PNxT3cIdlY3UOL3YLQq6aS7WcY1mE/QmZzkRmyRZLiABQbuL9zbv4Hd2vA2PsvL5mCVd43R8ipdnhjmbmGE0myBazJHXysiSRMDmpMHtZ0+4gUfqu9hdUb8h53per0zTZCAd5VvDJzmTmOHe6lY+0raHkN219pMFQbgVrPi/URHAhBtCWdexSNJio1ZhPtg9NX6Oz/Ts51wysviP1aPYqHZ68VjtqIZBWi0SL+bI6+ricy2SRIsnxMMNXfxa9934rI41v65lXWMoE+d0fJqRTJxEuYAiS9Q6fdwWqmV7sIbgDRQ6Lvzum0pnGE+muL2+Ftsqfd/WYzKXYiKXZIuvgkqHZ+0nCIJwqxABTBBuNslSge+PnuFrg8cZzsRQVzjQ+mIWSSLs8NAdqOKxhm7e3bzjlutbdaHx7XQ6w2AszuGJSaLZPL//4H34VjkY/mZx4dqv5xnKC59J4j9awk1kxR/mW+s3ryDcZAJ2J+9p3o7Xauep8R6GM3ES5Tx5TUU3DCQJbLKCx2onaHNS5/axr7KJRxu6aV2jYP9mY5ommmEwk8kyFItzdGKKs5FZAHbW1lDUNDymedPWrpmmSVHTODsTYV9jwyUfmyuXmU5n8DkcBJ2OZadYbJR8WaUvGqUlGMDvWHtWVhBuZCKACcINLmB38d6W29hX2ciRuXHOJSPM5NMUdBWLJC/UaAXYGqhiV0UdVc61W4LcTEzTRDUMIpksw/EEh8YnODMTQZFkbqutxmOzsX90jLe1NhN0OpEvM2zcKDM2umkyEk/wFy++wjc+9pFl95umSaJQZCaToScyxysjozzY0cbbt7RsWgAbjMf5qxdf4dfuvoN7mhs37X0F4VoQAUwQbgKyJNHkCdLkCfL+az2Y64xmGIwlknzn9DlOz0Tw2Gzc3dRIQVX56fkBUsUiDX4fHvvlH8N0IbQki0WCDgdB19INFpphkC+XsSsK9jdRX3Y1GIbBZDrDUCyx5PYL1zCVznBgbJzn+gaZSqcJuZw4FQXrVV6uNE2TVLGEQ1GwK0sPXR+OxZlMpRmOJdhVW4PfuXYAM02TgqpR1nV8DjvZUploLkeVx4PHfnP3oRNubCKACYJwUytpOgOxOJFMloc62ohksnzz5PxZlbU+L+/dvpV3be2k1ue97Nqokq7zwuAQz/YN8lBHG+/dsXXxNTTDYDKV5tWRMdpCQfY1XtvdoRZZpt7vW1KMki2VmUyneWlwmB/1nCdVKBJ2u3lyWzePdnXQUVlxVYOjaZpkSiW+f7aHBr+Pe1ual4Qwp9WKRZbnj+daZxbOlMocnZhkNpvlvi2tHJ2Y5Htnevil23fxQPuWtV9AEK4REcAEQbipuW1W7mpsIJLJ8uVjJ9F0g47KCh7f2slDHW04rdYrXj6M5/IMRGP0zcVoD4coahruheOi8mWVA6Pj/PVLr7C7rpYdtdWL910LsiRR5XYvCYE/HxrhMwcOkygUaAoG+OBt23m4q6YLoQsAACAASURBVJ3KNzzuajFMk57IHP/r569R7XHzLx+potrrWcxaPocdh6LQWRnGv84NEcPxBF8/cYZMuYQiWzg5PcN4MsXJqRkRwITrmghggiDc1CRJIlEo8O1TZ6j1evn43t3c37EFy2Uc26TqOhZZXhZK6vw+fmHnDu5uaqQ9XLEkYDkUhdZQkDsaG7i3pemahi+Y/zrIsoRief0a/uXwUSySxG/dezePdHfgtV3+MizMf41ME5C45CYGSZJoDAbYXVfD7vra+Zq7ix7vtduXNQNeS0sowHt2dDOXzfHEti7ubW3mba3N3N3ceNnXsZYLGzkAUZ8mvGkigAmCcNNTDYO5XIGQy8VMLks0lyPkdKLI8pqBI1Mq0zs7R0PAR51v+SHuW0JBGvw+VN1AM4zFAGFTLOxtqOO22mqsFguabiwJPxvJNE30hc0BFwea+ZW91693Jpuj2uMmmssRzeaw+mTsinJZO0FN0yRXVonl8zgUhUqPe9Xny5JErdfDP7z/SWyKshDczIuWIC/vvQH8DgePdXcuhiO3zcoDbVs25GtdUFUGY3FsFoWuquXnfBqmSUnTyJbmz391WhU8dvtNu7NWeHOu32YwgiAIV4nfbudtrc30R+P89Yuv8qlvfp/DE5OUdZ01eiHy0uAwf/vKAc7OzGKs8FjNMHh1ZIx/O3aCqVR6yX0WWUZCYiAa5/xcdN3j1QyDTKlEolAgVy6jG5fu7/ZGeVWlPxpjMBpfdp8ivx4GHuvqJJYv8NmDR/nUt37A0+f7SRWKK17nanTT5ODYOL/3o6f5x/2HyJfVSz5ekiRcNhvD8QRnZ2YXZ5TgQg3YymFFNwxy5TLJQoFMqYSq68vGcWZmlk/vP8RIIrHia7xRUdNIFoqkCkXUdfwsnJya4dP7D/Pi4NCyr5FpmiQLRX5wtpePfuVbfOBfv8r/fOlVptLpNV9XuDWJACYIwk2vxuflL554hOc+9e/5k0cfRDcM/uO3f8iPe/pQDeOSH5CKRSaWzzMcT5AplZbdPxiL88NzvTzfP8hoIrns/rFkkv/0/R/zzZNn1vVBbJgm5yKz/N6PnubJz/0b//25lxiMxS8rFPVE5vgvP3ya75/tecN7Slgvmhn6vx+8j+d//ZP8/fueoM7n5b89+yJfPn6SaC637tBQUFWm0hkimSz5soq2cDD7hdmt1V7nd777I/7pwGFy5fLiY5xWK7K0/GPJNE1G4kn+6sVXeM8Xvszvfv8nHBidWBJMp9MZfniul5+eH6AvGltz3Kqu880Tp/ngF7/Kh7/0NV4aGqGgape8bosskyuXGUkkieXyS+4rahr7R8f4m1f2AyatoSCnpmf4w2eeFx3NhRWJJUhBEG4ZDquVx7o7uae5iT/+2Qv8wU9+Rp3Py77GepRVloluq6mh0uPm9HSEt7Y247MvPTPTbbPhtzs4kZthOJ7kbSvUfadLJV4dHSNdKq1ZXB7N5viz518ilitgkWW+f7YHRZb55J17aQr411WjZQLxfJ5D4xNkSqXFDv8S84153+ielib21NfyN68c4MtHTxJyunhiWxc+h33N9/La7bx3x1bubWnCabUScDoXO+6XdR1ZklbcSamZBq8MjzKXy+O127FIEooss9IEWKJQ4AuHj/HqyCh2ReH41BTaIR2nVWFvQx2SJOFQFEJOJ5lSmfOzUd7V3bny12YhYP3gbC//eOAw1R4PI/EEf/jMc/zF449yR2M9VsvKS9OtoSAtoSC9s3P0zM4RdrsWHzeaSNI/F+Pv3/8ku+pqkZiftcuWy2IJUliRmAETBOGWE3A6+LN3vZP7trTw968eoKhqqz623u9le3UVfdEYw/HlS1v1fh87aqvQTYPxVGrZ/X6Hg3e0byFVKPLCwPCaY/vumXN0hcN8+gPv5un/8Mt84o69HB6f5Mx0ZN0zKVUeN29taSaazfPqyNji7ZIETpt1xefYFYX/4+338uT2bn7a18/oOpfxADw2G62hIDXe+TMwNcPg2OQ0v/XdH9ITmVvxOU9u7cbE5IWBIfLq/LKldZWavJeHR3FYFf7s8Xfy41/5GH/8yIPkVZUXBoYWa90q3C52N9Ris8gMxZYvvV5MN02+fuI0f/Oex/naRz/E5z70Pnx2O3/+ws85MxNZdbYx7HaxraqSdLHEianpJd+PWL7A+bkoVR734m2yJOGzrx1ihVuTCGCCINxSLnzA2xUL/+/DDzCSSKJf4gxNSZJ4sGMLQaeDFweH6X9DXZUEtFdUsLWqknShuOz5FW4XH9y5A7ti4eWhkTXHd3xyhie2ddMUDOBQFD5xxx46whX0x2JEc7l1XWOdz8u7t29FkmD/yPiS0XpWCWCSJGGRJH71rr0A5Nao5Xrjcy/8AYjnC7wwMMT52Sj90ZVr3z6+bw+1Xi+vDI9RWAjAVotlxSXIgWicjnAFt9fXocgy97e18mBHG9OZ7GJQlIA6r5c7mxpJ5AuXHK9Fkvj8h9/HnvpabBYLu+pq+O233kO2XOYPn3mOY5NTK9bdSZLE7vpauqsqOTw+yZGJycX7DMNgMBbnmyfPLjkdQZIkDNMkXZyv6RP1YMIFYglSEISbhrGw9CVL0qrLPhd27Z2YmuZ7Z3uo8XqXPPbV4VG2VISo8rzeC2t7TTXbqqv4Wd8ALcEAYbeTkMsFzDd6LagqfoeDqoUZoItZJImmgJ8P7tzBT/sG1ryGTKlE71yUjnAFfqeDgNPJztoa4vkC8XyBKs/y93gjRZbpqAzxru5OTkxNL94uS+BzOIjmclS4XEtmm4qaRk9klqd6+9AMA6f1yj8ebIqFsNtFXlXpnV05gPkddj55514+e/AIZX0+gEmStGL/1YKqcmhsgu6qMNtrqnFZrWyvriJdKDKdztJWUYGqG+TKKi6rlTr/8t2qFzOBmUyWMzMRBqMJ5vI5MsUSuXKZsq5jmPOzV6emZnDbbDQG/NiU+bYTLaEge+pr+eeDR/jO6bM0+v3U+rxUez10VFbwleMnGU+meKy7g4DTSX80xsGxcY5NTPOpu/fxkT0719tjVrjJiQAmCMINI5Gfr4vy2KzIK/SLOj45xaf3H2Y0kSTkcuK22bArFpyKFd2c/4CO5wtEMllKuobLauVPH30Yp/L6rNCnDxxiIpmmwe/D67BTVDVmMllmFp7zhcPHebZ/iGqPm6KmEclkiecLdFaFec+O7mVjkiQJn8POo90dPNs/uOY1todDfPbAYb57+ixht5tsucxEMsWe+lo0fX27ISVJIux280DHFk5NRxZvt8gydT4v7/vCl2kOBQm73RQ1lWShyMxCEb1dsfCbb7mLlmDwku/RH42RKZbYWl2J07p0Vs1nt7O7rgan1crgKsuBkiTx5LYuvnLsFBe3vZek5U3wm4J+Xh4e4Te+/cOFsOMmv/C9PD41zRcOHyWSyRHL5an0uPmP9951ybF/5sBhvnzs5MKmAQPdNDBNUA2dRzo7CC+E0++cOceLg0NUeTxUuJxohslcNsdUOkOuXOaZ84OcnIrQHAwgSxKTqRSJfIGne/t4cXAIeWH2y+dwcEdjPfe3tYrwJSwSAUwQhBvGU7198/VNrc04Vwhg8YU6nHguT0nTcFgVkoUiumFgmCaKLON3OOeXsxrqeGdXGy3B4JLWBw93tPPNU2c4G5lFliQq3G66Kiv4lbv2UuP18Fz/EC8ODjGWSGJXFBoDPh7ubOcdHW10r9AbCqCs64wmkuuqB/rlfXsoqhqvjY4xnc6wq66WOxrraQkFcdrW/yu7oKpMptJLzkO0Kwof3buL2WyOQ2MTnIvMIUvzhfR1Pi87a2t4R/sWuqvCeNYY67nILIl8gZ211cvukyWJWp+PB9q2cGxyanFW8o0GYjGcNmVJU1yf3YHyhianT27txmW18pPefgZjcUbjCYq6hm7Mf0/dNhu1Xg9PbOvioc72Fcd0sad6+9heXcWOmmqaQwHCbhd+uwObYsHvcBBwzm9auKuxgYFojN7ZKAPROEGngy0VId6zYytdlWFOTE3z/bM9HB6fmN9sYFFoCQWp83lpCPhpqwixtSpMYyCA06qsu7u/cGsQAUwQhBvGRDKFz25f9XzCfY31/O59b+Erx04xmkiwp6GOD+7cTvXCst2FOiebouCyWvHabcgX1S4BvHfHVu5vb6WszbdTUGQZp9WKx27DKlvorqzk43t3oxkGsiRhs1hw2214bLYVu6Mbpsl0OsPXT5xmT0PdmtfYFAzwn+9/K7++0J4hWSjy+cNHCTgdVHu86/o66YbBcDzBj8+dZ3d97eLtElDj9fJf3/G2xWahMD8zZrNYcC58TdbToDZZKBLN5VfcGCBJEhUuF+/a2klfNLrqsuJnDhyhqzK85Pv5/zz09sUAdEHA6eDRrk7ubWmmqGkUVY0fnOtlOp3mY7fvJuByYrNYcNmseG32xeXC1cykM/z5u95Jrc+LXVHmTzm4UMfG63WC97W1sLOuhqI2357CIss4FAW3zYbDqrC9uorHt3Yt9iSTJQmLLGO1zH897RYFu1XBJrrmCysQAUwQhBtGtlwmWSxS1nUcK4Qwv8PBwx3tdIQreGV4lENjExyfnOa37r173e/hczgW2zaspEJxUeF2reu1iprGmekIXzh8jMlUmv9y/1tXfay+EOgUWabK48YwXZydifC1E6dRdYP2igpcqxTQXyxfVjk2OcUXjxwnUSjycGf74n0XAmiVx0PV2qVkl2SYBrF8nkgmS0PAv+z+VLHIqekZbqupXhLmTNNkLJnin/Yf5tjENH/55KO4L7quWt/ykClJEh67DY/dhmma7B8dJ5LJsLWqil31tZd9fJHLZkU1DDxrHH3kttkueYSUzWnB7xSzWsKVEQFMEIQbhl1ROBuZZV8swdbqymX3ywsf1J2VYcqaznA8QVFbvcXE1TaRTPHM+QH6olEUWWYul2M8kaKkaXxs3x62VIRWfe53Tp/j4Ng4NosFSZKI5QtMptIYpsEv793DturKFZfxhmJxftY3yFA8jkWSmM3mGE+mkCWJj+/bQ0swsCHX6rU7GE0keeb8AB/atQOvw45pmqSKRY5MTPGzvgHi+QL/4a59fOPEGQ6NT+C2WYnnC4wlkkyk0nxk9052VFetOkM0k8lQUDX8DjtOq5VEvsD+0XF+eK6XgNPBva1Nlx2+AMIuN0OxBF2V4St6viBcDSKACYJww9gSCvKd0+f43KEjPLmtmx011YvNQouaRjxfYDgW5+TUDOfnolR7PTy5dXlh/EYJupx0VYXpnZvj4NgE+bJKezjEk9u6eUfHlksuRd3Z1EC6VOK14TH6ozEM06S7KswT27p5a2sz3lVqsirdbtrDIXpm5zg9PUNJ0+muCvPktm7u29KyYYdGd1eFqfK4+dKxExwen6DS46ak68xmssTyBao8bn7p9l3sqKnCY7fRMzvLgdFxork8tT4vv37Pnbxrayc+h33V5c7ReJJvnz7LeDKNLEmUdZ14Pk+dz8sjXR20hyuuaOxhj4vBWBzNMBBduoRrRVqjJ4loWCIIwnVjPJniswcO8/LwKG6bjeBC7Q/ML+GVNA3DhDqfhz31ddzT3EhrKLSph2DnVZWpVGb+OB/m65ca/P41u8qbpkk0n2cmnSVdLCJJEiGXk3q/D4/NtmpIMU2TbLnMVCpDPD9/PE5w4XmrhbarIa+qHJ2Y5Lunz3FsYoqCNr+rtM7n466mBu5ra6GrMoxDUdAMg8lUmplMFlXX8drtNAUDBJyOS3aJj+XynJmJcGBsnJ7IHJph0FUZ5u1treyqq7mionbTNPmDp58lWSjyZ+96+JLLzYJwlaz4Qy4CmCAINwzdMBiKxXltZJxjU1NMpzKoho7TaiXsdtMSDNAeDtESCtLg9y326hI2Rr5cZiqdYTqdoahp2CzzNVG1Xi+VHvdVOYKnrOlE8zni+QKGYRJyOQm73TiusE+ZaZr8+Qsvc3Bsgs9/6H0EXc43PUZBWIMIYIIg3Pgu1BlFMjkypRK6aWCVLbht8+cQBpyOVXdJCoJpmjzV20dZ13msq/OKg5wgXAYRwARhI8SLeWKlHAGbk0rnm9xadp2ayadJl0vUuLz4bGLJRrhxmaZJLJ/HZbXitFrXdbi5ILxJK/6Qiegv3PB00yCnlrFIMm7r6lvGrzYTGExFeWqsh5Ku8VhT900XwEzgVGyK74+cocrh4fHmbSKACTe0C6cECMK1JgKYcEMzTZOTsWlemR5miy/EA3VtuK0bv69JM3SOzk3wvZGzvDQ1SGegkvvr2td+4jWgmwbJUoEz8RlmC1kerG8n5Fj7A0g1dF6YHOB7I2fZHxnh4YZOyoa+CSMWBEG4+YkAJtzQepOzfGPgBM9PDdDqDSFLEvfXteFSNm4mrKRrvDozwtcGjnNwdoyMWqLVF0K7zsJJUVMZyyU5FZvmdGyac4kIGbWEBPxC2641n/uT8V6+0n+cM4kZSrpGSdfQjfWdRSgIgiBcmghgwg1rIBXl64MneX5qgGgxR6pcwNInIUsS99VswbUBy5FFXePFqQG+1HeM49FJCroKgGYYqOa1DyeGaZIsFzifnONMfIYz8WnOxGcYyybQTRO7rPDM+PlLBrC8pvKDkTN8se8og+ko6kLoKhs6+nVwjYIgCDcDEcCEG9JIJs43h07yzHgv0WIOANUwOBadxGS+XcF9tW14bVd3OTJRyvOjkXMcmRtfshynGsY1nQFTDZ1IPsO5RIRT8WmORyfpTcySKBeWPK5saIznkpd8rblCli/3H6c/NYd+0SYdVdeX/F0QBEG4ciKACTec8WySbw2d4kej54gUskvuKy/UZpV1nZKh80BdG0H71esFVdZ1UuXisloozdTRrsHyXF4rM55N0pOIcCI6xeG5cQbTsVVrtWRJwm659D/7oq6SLOWXha2yoWOIGTBBEISrQgQw4YYSLeb43vAZvjd8hul8ZsXHaKbByfgU3hE7nf7wVQ1gLsW64tEuumGgbWI4SZYKjGTinE1EODo3wZG5cSZzqTX7xjgsVm4L1V7yMV6rA1la3jleNcQMmCAIwtUiAphwQ0mXi5yKTy8uO67GrdiocnpwX+VifLfVhnWFw3s109jwGTDTNImV8gyn45yMTfFaZIQT0SmSb1hmXI1Fkmj0BHis6dJnI/psdiwr9Ea6mgHMNE1MIFUuErA5RC8mQRBuOSKACTeURk+ARxu7iBaz9CRmV1xqc1gU9oYbeF/LDlp9V3ZY72ocFit2WUFiaZfijZwBM0yTuUKW4Uyco3MTvDg1SE8yQl5T1/0adotChy/Me1q2c3dV8yUfu9osn2YYV20JUjdNzsZnODQ3xntadlDpcIsQJlxVF5qMi58r4XolAphwQ7HKFp5s3g7AVwaOcy4RoaRrS+7fFqzhF9p2clf1pYPGlZAlCadixSpbloQ/zTSueosGwzSYLeQYycQ5EBnl2Yl+BtLRdffikgCXYqPO7aPTX8kjjV28s6ELywozeBeTJRm3YsMiSUuL8A0d4yrMgGmGTk9ylv91+ufsj4xS1DQ+0r6bCsfVOTtQEIqaOr/ZxIR2f1iEMOG6JAKYcMOxWSy8u2U7dovCV/qPcTI+TUFTUSSZTn+Yf9e+mwfrOzbsw9yl2LC9IYDppnnVWjRcmPEazSZ4eXqIn4z3MpZJrnuGTZFkAnYndS4f3cEq3l7bxt3VTZdVC+ezObBIMrq5NGS+2QCmGjoDqSifPrufn08PAfB3Z1/BZrHwvtbbCIsQJrxBQVNJlgu4Fdu6TmEo6ionY1N8se8oVtnCb+94K1t8IRHChOuOCGDCDckqW3hX01Y8Vjtf6j/K8egkVU4vv9Sxl8eatq650+/NcFtt80t0r0+8oRvGmw5ghmkSLWYZz6Z4brKfH4/1MJVLrbvuymFRqHC4afIEuKOykfvr2tkerF5xOXEtXqt9WRCaX4K88gCmGjqD6Rif6TnAT8Z7L7rd4H+fehmAdzdvp8rlwbLCJgDh1lPWNY5HJ3lpepBtwWoeqGu/ZAgr6RpnYjN8rvcQz07247RYMUyT/7TzPlq9QRHChOuKCGDCDetC1/ug3ckz4+dp9YZ4vHkrLsW6oe/rUqzY5KWhRjcNdOPyw8mFYvR4Mc9kPsXTY718f+Qss4Usxpp7Gue/Bh7FRoXDTVegkgfq2rm3poU6t/+yx3Ixr9W+LARphrGuMa1ENXSG0jE+33OI74+cXXZ/ydD461MvkdfKfGDLTupcfpQ1lkpvdqZpEilksUgSfpsD2wb+p+J6pBo6ZxMzfLbnAK9FRuj0V6IbJg81dOC1OZadblzSNc4mInz+/GGenewHoKCr/GyyD900+L3d99PsESFMuH7cWv+ihZvSroq6xdYKm7F85VbsWOWl/3R007ysInzTNDEwSZWKzBQy/Gj0HN8aPEmslF9XxLHKFrxWOzUuL/sqG3i0sZudodqr1v3fu7AEeTHVvLIaMN0wGMsm+XzvIb41fGrVx6mGwd+feRWrrPDRjtsJ2J2X/V7XK9M0KekaOU2lwrH2UrDJfMuVT597Das8v+Te5a/CdgWzmTcizTDoS87x92deY39kFNUwOJuI8Lneg+iYPNLQhddqWwxTZV2nNznLv54/zNMXza7CfDB7drKfsqHxB7c/RKMniIQozheuPRHAhJvCZtYNuRQrNsvScKKb61uCvBC8suUS0/k0Pxw7xzcGTxIr5tf13g6Lgsdqp81XwYP1HTzU0EGTJ3jVr99rtWGRly9BXskya1Yt8er08IozX29ksygY5pXOs12fTNMko5Y4NDvGkbkJfm3b3QTtrmUzOBdLlQt8tvcgPxrtIVHKkyjl+eWuO+gOVGGVb+4QphsGQ+kY//vUz3k1MrKk1rInOcs/9xxAM3SeaNqGx2rDME36U3N8ofcQPxw9t+JrqobOi1NDGObP+Ie3fWDZDLYgXAsigAnCZXIrNmxvmAFbbzjRTZPJXJJvD53m64MnmStm13yOjIRDUfBa7eyrbOTdLdu5o7JxQ2eIfNblM2DaFe6C9Nrs3F3dzJ1VTRycHUNdZRenRZK5v66Nj7TtJrCOYusbwYXw9dL0IH94+KcUdZWcVuY/77of/8I1vjGI5dQyn+89xPeGzxAvzQfz7w6fQTNMPtl9J1uDN28IM0yD4UycPz/xPK9FRpfscL6gPxXlcz2HsEgy72+9bT7gz4zwzPj5S762xPxMmSBcL0QAE4TL5LLaln0AGqa5Zg2YaZrM5NP86fHneHaif833sSwcG1Tl9PBwQyfvbdlBmy+8KctQnhWasWqmudhb6XLIkky7P8wf7Xsnf3L0Z7wWGV0WwiQktgWq+b/2vIOw03NTLA9dCF/PTw3wx0d+ttgw9xuDJ9EMg9+//UE8ig2T15fDirrKF/uO8LWBE0uaDZvAD0fPopk6v9p9NztCNTdljVyqXOIvT764avi6YDqfZiAVJa+VCdidvLW2lZOxKZ6d7F8x4MtINHj8/OG+d27oBh1BuBziJ1G4IRkLned108QwzcWaDlmSsEgSsiRv2LKkc4UifGMdLRo002Ail+LFycFLPs4iSVhlC92BKt6/5TYebeimwuHa1FAyvwty+TLrlS4OypJEqzfEf7/rXfzpsef46fj5JTVzjR4/f3nPE9S7/DdFGwrTNEmrRX420c9/O/Ys6XJx8T7V0Pnm0ElUQ+MP9z6Cx2rDNE100+RrAyf4wvnDK570YAJPjfWiGwa/sf1edlZc+kipG1HA7vz/2XvvKLny8zzzualy7uru6pzRCI0wg8FgAiZnDimSM5Qo06Is2bK09u5qV/ZKe3aP9lheH3kte62VLa1lyWlFkRKDSIliGobJgxlOAAY5dc6pck733v2jqgtd6G6gEzoA9zkHB0BXddXvVt3w3i+8H0dqGrkQnmEmHV92bxMReKShk59p31/piNzvrefXD55AFAR+eMO+JQB+q51/dvRZut3+rdkQA4NVYAgwg13FQg3Vteg8r4xf5eTMCJOpGJIg4C93Ap4IdHCsroVaqwMRYdOFi11eJgLGrX3A4vksP50dXbFYX0BAEUWeaOrm7/bcy33+Ziy3uaNzJUpdkNWfm6pp64qALSAIAgGbi395/wvUWx382bWP0HSdWquDP3rkJbpcNbc0id0N6LpONJ/hb0cu8W/OvkG6mF/yHE3X+dbwBQqayu/e/yJ2WeHd2RH+9NJPbzlmayqdWFXqejciAL+6/0EUUeLPrn3IZCq+5DlH/I18vuswfTfMNO311PG/HH4ch2LmG4NnKzcLPrON//XIEzzW2LUVm2BgsGoMAWawq0gWS/UxXxs8w2w6UXWHPJWOcz48zTeHztHq8PL5riO81HmQWqtjU9dglZQlaUC1HMG4GbF8lg/mx5d9zKmY+dmuQ/zd7qM0O9zI2+yD5VjOhmITjFihtK2/efhx9nhq+Q8X3uWPH32JXk8d4k3L0ncPwWyKrw2e5Y8uvHPLqQXfH7vKL/feT5+vgQfq2nigvo0fTVxdccyUz2zl5c6DPFzffhtWvjMQgb+/9348Ziv/8eK7DCXClcf2uGv5pd5jPLqCmGp1ePiNQ48SsDn5DxffxW2y8E8PPcZn2vu2aPUGBqvHEGAGu4ZILsO/+vhVfjh+lXght+xz9PKf0WSEf3fhbd6bG+XXD57gXn/zpq3DpihLBnJr5VToSui6Tjyf41xoqvIzURBod3j5Oz338pn2AzgVM7Io7YgWeYdiWhIB03SdjXr9CwDl2raXOw7yYus+bLJpR2zzZuFQzLQ7vbhN1ltGqn5t3wP0euqQyqnzf3bfMwD8eOIaqRsiZ2ZR5hd6jvKJ22w0vN0s7Aefae/Db7Hzhxfe4Uxwinanl1/dd5xnmvew0u2JIAjUWuz8Uu8xjvqbieTSvNC6947ZtwzuLO7co9jgjiKnFvmDc2/x44n+FcXXYnQgqxZ5d2aEaC7Df9/3MM80ZBxSmAAAIABJREFU79mUtdhk0xIfsNJ76qiatmwaLaMWGE2GSRcLCAgEbE5+ve8Rnm3ZU2XsulMuFC7FsqQGDEAru+FvtE5LEAQkSjMnF/5/p2CRZB5v7EYSRf71x68zmowseY6IwGONnfzagQexSHJl+12Khd++92nsionvjl4iVq4dkwWRX9xzlM91HsJn3tp6wO1AAGRR5OFAO7UWO98fu1Jywm/qxiRKN91+QRBwKWYeqG9F00G+QztGDXY/hgAz2BV8ffAsr08NECt3kq2Wol4ycPzji+9ikxUeDnRseC328izIG1HLKbrlTvfpYoHRROlCrKMzl0nw78+/xfvzozxQ28rjjd3UWu0bXttm4VTMS3zA4Po2bkah/J0qIgRBwC4rPN7QhVux8P+ce4tTwYnK45IgcLimkd899gIO2QSLPgdBEPCarfzTw4/jt9j5y4GPieQy/ELPvfx8zz002F13RJPCalFEiV5PHW1OL4oo3VJ8LSAIArJgCC+DnY0hwAx2PCOJCH8zfIHpFbqiboVaFmF/evmntNg9tDq9G1rPgj1EaVj19aScVh7IrSwjwfKqSjh3XTyqus5MJsErY1d4c3KQP7p4kvtqW3i6uYdHAp04Frl8bweyKGKRFAQE9EWf+nqtKO42BEHAIsncV9vMPz/2HP/t6gd8a+g8oiCw31vPvzr+InU2Z+m5y/yuWzHzy73HaLK7UTWN4/WtNNs9d+WMTFkUcYjm7V6GgcGmYwgwgx3PNwbPMpIIr3oo9XIUNJWzoWn+85X3+e17n9mQl9ZChMMkSmTUagG2sk3D0hqxhTRpVi0SyWcIZdO8OztCk93NJ1r28onWfds2mFoQhHJNmkBhkb+ZtgErirsNQRBQJJk97lp+ve8RDnjreXNqiN888gQdLt9NI1mCIOAyWXihpRcdsEjKHen7ZWBwN2MIMIMdzUAsyJvTg8QK132UZEHkgfo2nmruocflRxAEZtMJzoWmeGdmmMF4aFmJkMhnOTkzwmtT/TzfsndD67LKpU7IjHq9W027SSekSZLxW26eYsyoBTKZAqFsivFklL8dvcSzzXv4TEcfAZtzy4WYUzEhCSKFRaX36i2aDTbC+7OjxAs5Hqpvx75JMy23m4Vapia7i892HOLJph4abe5Vf5d2xYj8GBjcqRgCzGBH8/rUALPpROWib5FkvrjnKJ9s20+rw4tdVgCBnFrkgfo2nm3p5Xtjl/ne6OWK8/gCOiWrim8Nn+fRhk5s8vov8jbZhPmGQvybdUI6FTN9vgAWSSGrLm8xsICq6wSzKULZNNPpOO/MDPNi6z6ebeml1mLfstSkQ7EsscNQda0qJblR9HLa9j9dfp/vjF7ikK+Be/1Nd4wAW0AURNwmS2X8kMHGCGfTXIzMcD48w2giTDCbIqep2GUTfd4ATzZ1c8AX2O5lGhjcFEOAGexYiprGW9NDVV2Pn+3o4+WOQ3S6aqpSMrJowq6YqLHYCNic1Frs/OXAGWYziarXzKlFLkfmeGNqkE+07lv32uyKaUkaU0NHW8Fk1SRK9Lj9vNi6j28On1vVe+iUhFg0l2EiFeX9uTF+ruswR2ubNyQeV4vLZF7S0altYg3Ygvj6o4sn+cbgWWbSCSRBJGfM6zNYBh0YTUR4bbKfd2dGGE9FieWzpAp5cloRTdeRBZEzwUnemx3hU20H+FzXoTt2bqbB7scQYAY7lv5YkPFktDLbrdddy/Mte2l3elesh1FEiVaHh5c6DlLQNL507SMSN9hWhLIpvj92medb9q67o8wmm5Z4Mek3iYAJgkC91cEX9xyloBd5ZezqLU06FyjqGpOpOOFshpFEmGdbevlU2wHaHJ7bGg1zKuYlEbDSyKXNef2irvGVa6f46sAZ5jIlv6yRRJh0MY+u63dsl+RuJF3Icy48zYdz44wkw+SKRRyKmQ6Xj/tqW9jnrbutNwWxfJZXJ/v5wdgVLkdmmc+mlp35mNdV5rMpIrkM4VyajFrgl3rvW9ZSZT1kigWG4iGuROeYSEUJZtNkigWKuoZVkvFbHLQ5POzz1rPHU2uIP4ObYggwgx3L5ehslRnlE43d9LhrMd3ChFIURBrsLj7Zto/ZTIK/GqqOOOXUIpcis1yJzrHfW7+utdll05J13MqM1STJ7PXU8o/3P8xD9e1ciswSzWUxSRL1VidXo3OcnBkms8IQ4oxa4FJkllA2zUg8zM91HeYef9MtP4/14jJZlghdTdc3JQVZ1DSuROf4r1c/rIgvgFQxz1Q6TovDc0ebjUJJsMcKOd6fHeVieIZQLoUsSHjMFnrctRzxNxGwOrbdx+pCeIbvjl7iw7lxJlMxYoUsqqahiBJus4WfTPRztLaZF9v20edr2PR5BkPxEH89fIEfTVxlLBEht4obl6KuMRgP843BswRszg1Fu6E0RuyDuTHemBqkPzZPKJsmUciRKRYo6KURXbIoYpUUXCYLtRY7HS4fDwc6OBHowGO2buj9De5M7uwznMGupj82T76cjlJEkXtqm/Ct8kQmCSLtTh/Pt/RyKTLLpchs5TGdkqv+W1OD6xZgNkXBvMw8yFsVqJskmR63nxaHhwfr28gUi0iCgMNkJphJ8VRzD69NDvDe7AjJwtIZgjowk0nw48lrzGWSfK7rEI81dN2WE7xzmXFEm1WEn9eKfHvkAhOp2JLHBmJBjtQ03rECTKcUSXxjcpDvjl2iPxZkNp0gVcwjCSIWudSw0Wz3cCLQzlNNPTTYXVvehKHpOm9ODfJXQ+d4f26MSC5dJb2LqkYmXWA2nWA4EWYsGeVznYd4rLFz09Z6KTLLX/Z/zI8nrzGfSa5J+qu6xlAizJ9fO8UBb4C2ddrPjCTC/O3IRV6d7GcoHl4yoWCBvKaSLhYI5dIMJ8KcD89wJjTF65MDPNXcw5ON3ds229VgZ3JnnuEM7giG45FKms5tsuK32NYU0jdLMgd9DTzbvIer0bmqDsV0scDJ2RF+df8D60pP2JdJQd7chuI6giBglRVaHNUXhHqrky63n/3eeh4NdPLKxBVOz09WdVoukCzk+WB+jGg+Szyf44XWvbfsslwry0XA1E2KgOVVldcnB5d97FpsnqxaxLXhd9l56LpOuljga4Nn+PbIRa5EZylo1XWDqWKeUDbNteg8/bF5LoRn+NmuwxzyNWKRt+aUres6b0wN8GdXP+JUcGLF2ZRQEpThXJq3pgdJFHIUNZVnmvdsOIU8EAvylf7TvDJ+hUhubQbMCxQ0lYuRGb45dI5/cvixNf/+ZCrG1wZK39VsJrGmPT+jFrganWc4HuZabJ7T8xN8ur2PPl/ASK8bAIYAM9jBhHMp1PLFyS6bkIXVuWAvxme2cX9dK73uOi5Fr0fBCprKcDzMeDK2rjtjxxprwFaLpSwau11+9nhqOTkzzI8mrjEUDy2pGStoGpcjs3y5/xR5rcgnW/dTXzb33AzcpqVdkJqusRk1+Fp5GsByXIvO37JTdDei6zrJQp6/GDjNl/tPM7lM9K/q+cBYMsp8JkUwm+Lv9tzLA/VtOLbAmuJ0cIKv9J/mo/mJZW8AliNdLHB6fhxJEHCbrByvb133+89lknxt8Cw/nri2avElwLICKV0s8MrEVV7uPLSmY13TdX4y0c/3x64ws8K+uhrymsrFyCwjiQiD8RAvtO7lhZZ92262bLD9GALMYMeSLOQqgiZdLnRda3G2JJZSkY81dlYJMChFGs6EptYlwOyKeWkEbBUpyNVilRWO1bXQ4fKx31vPK+NXeWt6iHAuveQ9B2JBvjpwBgGBT7cfoGaTImG3swZMRKDGYieVjC55bDgRJlXIb9rIo51Culjgu2OX+NK1U0yn46v+vYxaitaWukMFHg60Y72NqazpVJyvDp5Zk/haIKMWOR2c4GuDZ2hxeGi0rz2OWdQ0fjB2hR+NXyWYTa34PI/Jyn5vPfu8dfjMNuazKU5OD9MfD1Y9T9N1plNxfjxxjV/Zd3zV65hJJ3hvdoSpNXxXNyNVzPPm9BBjyShD8TAvdRxc0s1tcHdhCDCDHUtWLVZSerF8hrFkhF5P7Zq7rXxmG/f4m/GZrVXjgAqayoXwNJ9uP7DmtdkV05IasM2IgN2I32Ln6eY9tDg8dLp8/GDsCgPxUFUHmE6pUPmvhs5hkxVebN2P07TxKIlLsSDdME/vVo0Gq0UWRQ76GhhbRoDF8lkmUzE6XDVY7pA6sJxa5Gxoiv/v6odrEl8LFDWNj+bHMUsStrI4vx0ddpqu872xy5ycHlnSPQylKJOAcNNUe7KQ573ZEb4zepF/sPf+NTcRnA9P872xyyt+TmZJZr+nnsebujhW20KXy4/HbCGUTdPh9PGV/tNci81X/U5WLfLD8av84p77Vj0FYywZYS6TrBo3thkMJ8J8uf8Uk6kYn2zbx8OBDuyyEQ27G7kzzm4GdySyKFXSCnlN5ftjV2hzeDngC6zq4qMD2WKBsWSEwXhwSa1XQVO5Eplb19pWrAG7DS7xoiCwz1tPvc1Ji8PLt4bOcTo4WVUMrFOqnfrG0Dm8ZhtPNfVs+M7abbKgLFsDtnEUUeLhQDvfG7u87OMDsRBHa1vuCAGm6TrzmSR/MXCa/ljw1r+wAkVd46dzY/gtdnxmG3u9dZu4yhLXovO8Mn5lSeSp3uqkzxegw+nDKiukinlGExEuR2aXndEazKb4wfgVHqpv52BNw6rfXwdeGb/CYCxIcRnh4zNbeai+nU+1H+BYbUtV80mp23EvBU3lTy69x/yibVB1jYF4kJFEmD2e2lWtJZHPLWsV4zJZaLF7aLa78Vls2BUTiiBS0DViudLNw2A8yOyi7t4bSRcLfG/sMuOpUjTsmeY9lYHjBncPu//sZnDH4jPZGBHEyon45MwwdtnEE01d7HHXUm914lBMlTtsVdfIFAtEc1nms0mmU3FGkxGuROe4EJ4hckP6rqhpjCYj5NTimjvuzJKMVVaQBKFS3K+xuiL89eIz23ihZS81ZhvfGDrLOzPDVfUxmq5zKTzL3wxfoNnu3rATuFVWsEhy1UBurZwG3iiyKHJ/XSsO2URyma6ywXiIbLEAd0D7frqY573Z0WWbDprsbg54AwRsDkRBJJxNMxAPMhQPkV3GjiSnFnlreog2pw+/1b6pjRearvOdsYsMxcOVY04ADvgCPNfcyyMNnXS5arApJlKFHEPxMB/MjfHqZD9nQlPkFq1X1XVGExH+dvQS+7x1q46CxXIZzoWmq0aPLRCwOnm2ZQ8vdxxa8TV9ZhvPtvQynozylf7TVSIupxb5aH581QLMrpiqBFGd1UGfL8BBXwO97lpanV5qLXYcihlFlChoKpFcKVJ/MTzDqeAEp4KTzN9EiJ0LTTOeiDIYD/FUUw/317XgNdvuqNS7wcoYAsxgx9Lu9HIhMk2xWDqJposFvjN6kUuRGfZ562m2e/CYLZWRQAVNI1nIEcymmErHGY6HmErHl72QQeluO1nIEcmlCdjWVqsiCkLFjHWhQ6wUAdvcdMWNmCSJhwLtuEwWbLLCTyb6CS0SljmtyEfBcb43dplmhxu3af0CRhQEnOUo2EIkYLNsKCRBpNHm4nBNIydnR5Y8PpQIrbn+aCei6Tqz6QTfGj5ftT2SIHCsrpXnm3s5Xt9Gq8ODJAjMZpKcD03zzswwb88MM5OOL5kvOp9N8ZOJa/S4/Tzd3LNplg+TqRjvTA+TWCR+Dtc08sU9R3m8sRvvIjHsUMwcqmmgy1VDt9vPV/pPc3JmuOpYS+RznJwZZihxiD3u1YmeoXiYcDa9ZB8L2Jz8TNsBfrbzMJ0u34rpOkEQCFidfLr9AKeCE1wIz1QeU3Wdc+FpvrCqlUC700eT3c1EMkq328+JQAePNnTS4/FjkZbW4MmiiFVWaLS7uLe2mUcbu/jJxDVenxrkTHBy2YgeQCSf4VvD57kSneNqtIcH69vZ563DqZiNtOQdjiHADHYsR+uaeXWyv6oFXtV1rsWCXCuncgRKF3Md1lWroek6M+nEmgUYgEMxYZGUyvpUXUfdLJv4myAKAodqGpCEo4DAjyeuVRXnh7JpTs4Mc6y2hSeaujf0Xm6TGblKgGmbFuWTRJEXWvfy3uzoktccS0bIqoVd74ifKRa4GJnl4+Bk5WeKKPJwoIP/bv+D3FfbUhXtaHF4aHF4uLe2mQ5XDd8aPsdQPLTEquJKdI53Zobp8wVosrs3Za1vTg8ynU5UBF+708cv9BzlqaYeXCvMsLQrJh6qb8csyhQ1lXdmhqsiwrOZBD+Z6F+9AEuESN8QEfWZbXyydT+f7zpCh8t3y9eQy403n+04yLXofNW+OxgLrWodUBJ9zzbvocft51htC4drGlc9o3Rh9FiLw0OfL8C3hs/zzvRw1c3SjVyKzDIUD3EqOMEjgU4O1gTodvnxmW1LRoIZ3BkYAsxgx3K8rpV6m5NoPrMkCrCADiveWS5GESVqLXYUUWI0Gan8XNN15jIrd1rdDLtsrqpR0sqzDbeKA74AX+i+h5xa5McT16pqwoYTYV6d7OdYXcuGbAvcJms5DVMSmUVN27Q6N0kQeaShE5fJsmRweiSXIZbPouo68i4WYOFcmtemBioiQBZE+nwN/MahRznoW7k2KmBz8gs992KXFf782ikG4qGqfSuvqXwwN8ZRfzMN7c4Nj9opaCpvTQ9VCu9tssJn2g/wcDnaejNMksQ9/ka+0HMv85lUVbdxspDj7ekhvthzL85VDCKfSEaromgWSebJpm5e7jxE+yrE1wIuk4WH69vpcfu5WDZh1nV9TXYSoiDwbEsvEgKyKK7rRsAiyTwcaKe7LMZeGb/KYCy44i1MVi1ycmaEU/MTHPAFeLi+nQO+eprsbuqsznJdplEndqdgCDCDHUurw8vTzT1Mp+PrNmKEUsH8oZoGTgQ6iOez/Mnln1Ye0yh1WK4Hh2KqsgPQdG1FoXi76PMF+FznIcK5NO/NjlQiJclCnsuROa5F57m3tnndr3/jCV/VN0+AiYJQTtc08cbUYNXrllJ3SXJqEVm8/YPHbweqrjGXSfLB3BhQitbWWh38yt7jNxVfC1hlhc92HCRZzPPla6eWTA0Yjoc5FZzgRKADv3VjtWCz6QRXo/OVOq4+b4Anm3qoszpW9fsWWeGov5mXOg8yeSFGLF9KYxY0jdFEhIuRWR6ob7vl68ykE1W1ZEdqmvhc5yG6XTVrGnEkCgK1VjvPNvdeF2CUBOFa2IwmEFEQCVid/A8HHqbD6eMbg2c5G5q+aYo9qxY5NT/BmeAkTTY3+7z17PfV0+70UWMuFf5bJBmTKKOIIrIoIgoiYlksOhWzETXbBRgCzGBH8/nOI1yNzvPW9BCZm7hxL4ciStRbHdxf18JLHYc4VNPAa5MDNzxLX7FG7FY4FXNVLYi6xREwKNW83FfbwlwmyXQ6XtVlN5dNcjY0tSEB5jFbbxBgm9vpKSDwQss+3pkeJq9Xd5wFsynymsrm+vtvHQuDm2fSpaiLRVI4Eejg2eY9q34Nq6zw2faDjCUifGf0UpU1RFHXuBSZ5Vx4mic3mGo+G5qupP4E4JnmXprs7jVFfXwWGycCHZwOTvCDsSuVKE+qmOfkzMiqBNh8+TuHUtH75zoPccAbWJeYcCpmHgq08yeX37upk/9WIAgCJknmM+197PXU8V+uvM97s6PMppM3Temrus5YKspYKsoPJ65ikxXqrU7qrU68ZitOk7nSkW0SJRRRosXh4bmWXiQMAbbTMQSYwY6mwe7iV/Yep6ipfDA3TrKQu2UFklmU8VtsdLn9PNHYzfMtvdTbnGi6TpPdjVWSKwOvdR3y6xRgDsWMddFoGFXXtlyAwfXC/IF4kKlUvJKKjOYyDMXDG3ptj8laZUVR1NRNbTQQgBPlNNeN1gfRXKbK72y3Ec9nq2aQukxmPtd5aM1iotZq51NtBxiMh/hwbrzqgj0YD3E2NMWJQMeq/a2W42JkpjJ31SabOOCrx72KlOGNtDm9fKrtAO/PjlXqnbJqgY/mxylq2i2tUVKFfKWk4HBNI/u8dauuu7oRWZSoszrocPq4GJlFgFXPkr1dCGVLmd+57zn+vP8UPxq/xmAsSKqYX1VlZbpYYDgRZjix/HHtNll4qeMgn2zbv7kLN7gtGBLZYMdztLaZ/+ngo3yidR/d7lq8JismUUJEQEDAJEo4FTMBq5Nedy2PNXbyq/sf5P889hx/r/e+yngeURBwKKaqgntBYN1+WQ7FjFVanILcmiL85aizOjgR6ODQIs+lnFpcUlu1Vm6MgBU3sQgfShekepuTwzUNS8YepYr5bRG0m0WykGeg7MouCgI+s40jNY3req17a5s4Xtda1YkIJZE3EA8yndmYW/tY4vrc1Zqyt9V6rBDMkswedy2PNnRWfraQhryZq33lubpasTkJ59KMJ6OruulaDlXTyKqFileYKAgENnFU10ZwKGb+0f6H+O17n+YTrfvodNVg2mBtlygItDt9fLr9gGFjsUswImAGu4I+X4D/4+jTfDg3wXuzIwzFwxVx4VLMBGxOetx+DtU00uP2r1h4bpZkGmyuyh2kiECDbX1dZE6T+YYasNtvQ3EzDnjreTjQwengJLnyFIEbu+fWyoLYXUDVdG6Hxny8sZt3Z0crliNQ+jxvo63abSejFphOldKPsiBSZ3WgrDNKpYgSTzR1czY0xdszw1Vp4PFklMuROdocax+ptcBUOkGxvK8Uyo0W6+1ADdicPNnUwyvjVyqR5rymcikye0sB5JBNSGXvv1PzE2iaTl7TKlHS1QgLXdcpaCqjyQg/GLvCudA0UGr62Kg33maxYBLd6vDwD/YdJzDq5GuDZ25q3nor3CYLD9S3cnCdIt9g6zEEmMGuwSabeKyxk8caO2/95GXQdR1JEKvMK82SzN5VGjPeiEsxV41FKtWAbZ9isMgKbQ4PTXY3Q/FQJTK4EXxmW7UA28Qi/MWcCLRjk5SqOj/vDdG33UZeLRLKlaI+uq6XRPEG5lv2eQPcW9vM+fB01UitqVSc/ug8zzXvWbdlR6KQrdw8hHMpItkMRV1DEdb++VtlhW53DQd8AT6anwBKAuxKdO6WtWpNDjeWkEyyUEqjfxyaJHruTYLZBE837aHO6rxpqlXVNBKFHJcis/zFwGleGbvCgqQ3SRInAus7d2wUHUDXyagFEvkciWKe/ugcZ0PTnA9Pcy06T2QD0WpREOhy1fCptgNralYw2F4MAWZwR6NT6k7MFovEC1mG4qFKKkQSRNqcXlrXMYwbSkW+tiVdkFsbAdN1nbymkizkGE1ESt1VZRHjVMw0rWMY8mI8ZismqbrO7XZE+dqcPlqdXqL5LKquISLQ6arBpty+odO3G1XXK99FUdeYySSI5NLrHpYuiSL3+ps4OT3MB/PjlZ9HcmkmUiX7hvUO6c6pxUqwMaeqnJwZptvtp9HuWpdg9JptHK9rrQiwoqYyvsj+ZSWO1bbwzvRwRYBByVLl98+9xZXoPJ/rOMQeTy122VRVS6fpGplikal0jFcnBvjz/uqB56Ig0GBzcdS//oaU9bAgvFPFPIlCnjPBSd6cHuS9mRHms6lbBngVUUQWJCRBQBSEisAuBYdLTT+qpuExW3mgro393vrbv1EGm4YhwAzuOPRyN2JeVclqRYKZFB/Oj/Ojiau8PztOXiulRayyzHPNvet+H4usVI0hUTWtksa5nei6TlHXyKpF0oU8V2NzfG/0Mm9MDVbNv/NZbOzd4AnZrpiwK6bKyKXCJvqAwfVtyRQL7PPUcTkyi6pq+Cw2ulw1VTV2uw19UURUp9RU8Mr4FT7fdWTNA6oXOOAN0OWu4aPgROV70CmZ706mYnS7/et6XWXR3FWAbw6fo9tTyzNNPbjNljW77XtMVo7WtlT2G1XXmU7f2oPr4UA7Xx88y/QNEwCShTxfHzzL+7OjfLbjIM+19NJgc2ESJYq6xnwmxbuzI3xt8EyV+/0CdtnEF7rvWXdB/1rQyinQrFokkc9yITzD69MDvDFZfXwuh4CARZIxSzJ2WaHV6aXR5sJjtuFSzJXoX0FTyRQLxApZ5jJJai0Oo/B+F2IIMIM1szB0WhRKJ4ztdCrXuS64VE0rC5MCE8kYH81PcHJmmI+Dk8SX8f9xKxZebNu3ofdfaAOP5jPkNJVEIUemWMAkSZs2Ika7YftyapFrsXnenh7mjalBBuOhJd2CkiDQ6vByrLZlw+/vM9sqI5cyxTyJQo6sWiw1Qqzxu18osC7qGgVNJa+qDMSDfHf0Mq+MX614QD1Y34bHbN3VLviyKOKQTZW5hrF8lj+9/H5plqCnrhJZXO0W6rqOTVZod/jwW+zMLaoXCpejYOsVYG6zBTEpViK40XyW3/v4VSZTUT7d3keDzYW5/H2v5jsxSRIBq5Mmu4exZAS1LJJuRZ3VySda9zGZii3xPQMYTUb5g/Nv8/XBszzd3MORmiaGEyFeGbtKf3z5QeeyINLt8vNy5+Fbvv9a0cvD6VW9dPNVLI9DuxiZ4dXJft6aHq6KxK2EKJSEV63FwaMNHTza0MXhmkZ8FuuGTXYNdi6GADNYE7peGi8ylYrjNVupsdhRxJIBoCAIZUFWFmYA5X+X/1n6e5WFtFAWWJSKsfXySGhd19EW/tZ1Ivk0g/EQlyNzXAiXaiomU/GbRmpsssKJhk4aNzjGxa1YcCglAXYpMsu/v/A2w4kwL7buo8XhQRJExIX0waJtXzzQevE2auiV9MKC0I3lMwzGw1yOzHI2PMXZ4BSzmcRN683anT6eauqmxmLb0PYB1JhtmEWZNAXemx0lXsjxcschnmjsos5aGiItCQvf/3UWtqv0PZWHlesaqUKei5EZTs6M8NbU0JILpwA81dS9pONvt6GIEh6LtSLAdEpO77/61l/xW0ce57mWvShC2UBz0WcnCELlwl7a13VUTSNeyPLB3Djvzo4sMRRNlGegrpcYegAoAAAgAElEQVQ2h48rkTlU9XoEN5rP8kcXTvL90cs817qX55p76XB6MUlyZZ8Wb3IDZpUVelw1jCUj6LpORl06dP1GdF3npY4+Pg5OEs6lV/TvmkrH+dK1U3yJUzd9PYFSh/D/fu9T2GSl6ri72Xlo8fln4f+L9+dSaUPpxiiWzzIQC3IhPMPHoUnOBqduOnJoMSICiijS46nl5Y5DfKJ1L36LfVffeBisHkOAGayJcC7Dvzj1Y16bLI1XcZnMNNk9NNlcBGxOaq0O/BY7HpMVl8mMXTHjkE04yqkskyivKmqSLRZJF/OkinlSxQLxfIZwNk0wm2I+m2I6HWc8GWUsGSWSy6y59spjsvLFPUfX+zFcfx2ztarQfSQR4Q8vvMN/vfIB+7z1nAi00+cL0OXy47fYqwqIi5pGRi2QLOSI5rJEc2lmMynmMgkmUjHGkhGG4mGC2dSats+pmDkRaOfFTUpJ1FodWGQZ8qUL0oXwDBfCM/y781bu8ZfsEQ6UXbq9ZhuSIJAplrYrnM8wlogwnAgxFA8zEA/Rv2g+33K0Orwc9DVWNTjsRpyKmR63n9HE9donHZjLJPnN977Lf7jwLs+29HKstoUut59ai71kiaKXuk3DuTSjiTCXo3N8MDfO6eAEoRXqhlKFPJHs+ou4D/oCvDk1sKwp8VAizB9ffJf/dOmndLpquK+2ueLR1WL3YFshrWeSJDpdNbw6NYBOyZhWXZSir9x4LKKglVLrn2rfz7XoHJeic+veJiiJwGN1LSiixGQyhtNkwiIrpej0TTLpxfI60sU8iXyOeCFLOJcmlE0xl0kylYoznowxmowQzCbX1XwjCgIHvPX8cu8xnm7es6GRYQa7E0G/+Y6zi5vADW4H/+782/xF/+llaxmWyqrqiMjCfxYGaMvlERqyIJFXixTLReyVk9mivU+/4Qcb2THtsokXWvfye8df3PCd5un5Sf79hbd5a3po2ccXYn+l6Nf17S6W04mbvY0WSebF1v38k0OPErA5N+VO+vXJAX7vzOtci80v+3j1Npb+1rhuIaEv2bKb8xsHH+WLe45W/Jt2K8Fsiq8NnOHfnntzxecs/uwQSt+fDhRUtWQFASyVKUtxKRa+0H0Pv3XPE+ta60Qqxhd+8uVl037Lr3mh/KCU4pMX0pOLjnmdUoPIgqgziRJPNfVUXieYSzEQC5aOe62Uklb1hWj3arZ69YiLz0RCKUVvEmWEchQPQKNU31hQVdRF++8CN65nI6vrdvv5x/sf4tmWPZU6RyPqdUez7JdrRMB2GTm1iCSISKK4/Dd6GxlJhHlzamjFQtKlJ6QbTlmL/qPq6k2jILcDEYFmh5u/13uMlzsObsoJr8tdQ5vDi4iwrEFp1QVUv73b7TZZeKn9IP9w/3HqrJsjvgAO1jRQa7HTH5tf9qJTvY0bu2j6zDaea+295QDo3YDPbOOhQDt/3n+qql5rMTfuH+sdmVPQijedLXgrGm0unm/Zy9cHzyxbL7mYSlquLFJUXSW3in06r6n8aOLq9dcpp6W3gqr30RcK5W+dEt1MBEqlAb+2/wGeb9mLTTZVUvcGdyeGANtlfHf0Mt8YOoNTsfBkYzdPNHVvmbvz61ODzG7QcXs7EAWBZrubz7Yf5DMdfQRszg27Ti/gUsw8GGjj49Dkst1XW4FAqTvu7/XexzPlVMZmOmH7zDaebt7DaDKyqgjJemmwufiNQ4/QZHPvCC+j08EJzoamCVidHK5ppM7qWNPUBAFocXj4fNdh/vDCyU1bV7erhoO+BoYTYc6EpoBSU8NGhL0oCPzDfce5Fp3np3Ojt+0mYTt98rYLSRDodPn55d5jPNfSi11WKv52hvi6uzEE2C7jUmSG/liQZCGPVZY54m/cMgF2NjhJNJfdkvfaDKySwgFfPZ9qO8BjjZ3UmO1YZWVTxYkgCDza0Ml0Kk4om15Vx9OmvTcCe9x+PtPRx1PNPTTb3JgledNP6qIg8FJHH2PJCH89fGHD441uxGe28vNd9/C5rkPUW51YbsM2rIf3Zkb5+tBZ4vksDwXa+Uf7H6JvDU7qgiDgM1v5mfY+Lkfm+Mlk/4bWIwDH61v5B3uP4zVZ+S9XPrguwLRS6mwj1Fjs/M6xZ/nXH7/OWzND2z7AerdjkWTur2vlsx19PFTfjkMxY1nofN0B+7fB9mMIsF2EqmsMxoPE8zlUXaPe6tzSVE00n93ytOFasckKPW4/JwIdPBRop9NZUx6avbnCazFWSeGzHQexygpfunaKKxssHL4VtRYH99U183RTD4drGqm1OrAtFBbfJhyKmV/b/yAek5WvD51hMrUxoSkKAh3OGj7dvp/nW/ZSa3XgVMxVnaLbzeXoHPOZJFm1iEex4lhHU4AoiLQ6PPzGoUcB1i3Casw2Xuo8yKfb++h01RDJZapq5ARh45+bKAi0ODz8zrFn+d7oFb42eIaheKgyHHunIADNDg9PNnZz0BdgKh3nzekhLoZnlm0i2EoUUaLN6eXJxm4eb+yiy1VTEV47Zb822DkYAmwXMZmMEc5e7/hrsrtxb6EA+0TrPobioRXTUGZJosHmQhZEptLx234HLVAacNzq9LDHXUufL8BeTx11Vkep61I233RsyaatQxBwmyx8sm0/e9y1/HDiKq+MXWU8Fd3wa4tArdVJp8vHfm89h2oa6XLVUGO24TSZsUi3T1guRhAE/BY7X9xzlCP+Rr4zeok3pgbXZH0gCSJNdjcP1rdxItBBny+A22TBZbLsKOEFEM6mmU7FK75krQ4P7nU2BciCSLfbz/92z1Ps99avaeaf32Ln8cYuPtm6nwO+etwmC3J5xNTi7ltZEDFLGz+dS4JIrcXBy50HeaShgw/mxnhreojTwckVOzC3AkUUabS56fMFOF7XyhF/Ew02JxZJoaipfLq9j/FklFPzE5wrj/aZTMduy9isxQiUOqH3eeq4x9/EEX8T3S4/TsWMQ9ma84/B7sUQYLuIoUSIVLFUOKqIIrUWe9UonNvN8y29CMB/vvI+g7HQkgLavKoSy2e5r7aFX+q9H7fJzHQ6zlQ6wWw6QSSXIZpPE81nSRcL5NQiBVVFEEoFubIolhoMBBGTJGGTFWyygl02YVfMZd8xG36LHb/FQaPNhc9swyorWMvPs8ryul3GN4IgCDgUMwdrGmh1eHmxtdRGfyY0xWA8xFQqTiSfIV3IIwkCkihhEqXS2iUZu2LCbbLiMVvxmW3UWx0EbM6yyLZe/ywUExZJ3hZzRlEQ8Jit3F/XSo/bz+e7jnAxPMP58DTDiTAz6QTRfJaipmKTTXjNVuqsDlocHrpcNfS662hyuHAqJdG1lfvuWhmKh0gUcuiUhH6D3YVznS7qgiCgCBKtTg9f3HOUp5pKg8fPBKe4FpsnksuQKOQQBQGHYqLB5qLb5eeIv5GDvgaa7C685ZmcCyK1tD+YKs0fJknCKm/O6VwQBFwmCw7FTL3VwaMNXUTzGSZSMUbiYSbTMeYySSLZNLFClmQhT6aYJ6+qFDSVor620npJEJEFEYskYy1Pl1g41gM2Jy0OL92uGuqtTuyKCadiXjKKyGWyUG91stdbx2cKedLFPJFchuFEiKlUgvlskvlMimA2RTSXKZ17NJW8ViSnlta8cBMglzuVTaKEWZKxSKXjzqGYcZsseM1W/BZ72WjWXb7hM1esdsySsiNqGA12PoYA20WMJCKVqJLLZMWmmLb0QuwyWXiupZd6q5M/u/YR78+NVkW5dEpu3x/NjxPKpng40MFTTd3UWZ3kyye8gqZR0FVUTa+YjS6w2MZAFISKiemCdYMiSihl4WKSSidHWRB3VOREESX8Vjtei5VOl4+HAh2ki/nKCV/V9cp2igiIooCEiCQKyKKEIogokoRZlDFJMhZJ3nGdUmZJJmBz4bc46Hb7ebKph4y6sI0aOqWh58oikbkgpE2bEKXZCoYSIdLlmx2XqRTN2GiKVxJEfGYbXrOVZoeH51v2kirmS6JFKwkASRTLY2hMJR892bxs4f+Cc7pJksiqReyyCa9546a7N76H02TBabLQqLvodtWQqWshWyyS00rfdVFTK9Yxmq5XplJcjMzyB+ffIp7PIQCNdjf/9wOfrBJNCyxM05DKx4MsXD/WzZKMVZKxyiYUceVjXRAETJKET7LhM9sq6zjgrSerFsmXpy6UzkEliw+tYhK8YPFcNgUpm0cvGM2KgoAkihVhtrBfm8sjgxYLYwODtbA7zoYGAEylYuTKreY2SUERtj7S4zJZuL++lXqbgx+MXeHbIxcZXTRkV9P10h19fpqJVIzz4WmeadrD0809tFrXN/R6NyIJYvmu+M41V5RFEbfJsqVp8K1iPBmr1BM5ZNOmXWQXpkV4zbYNCyZz+SYkqxZxKhbq1jnkezWIgoBFVrDICtxil55MxfjhxLXKzZlZkrnH38SxutYtSZfDQiRLwmmS2JoWJQODtWMIsF1EMJuuFMGrurZlHjo3YpFk9rhr8XRb2eet59sjF3h3doR4/rp/UFHXmMskieYyDMVDvDc3wout+3mqqWdNrfwGBtvBXCZRqf8SxZLh6E5DLkeJoDR4vdnh2eYVQbqY5+PgJN8fu1wZTG+TTTwcaN8y8WVgsFswBNguIprLUCif1FLFwpIBzFuJIAjU25w8auqkzeHlHn8T3x+7zKXIbGWNUDJfHEtGmS+P74jns/xs1+YPxTUw2EzCuXTl+MoWixUxsZMopedLoqbe6qDTVbOt6ylqGhfDs3yl/zQz6QRQMj+utdh5JNC5rWszMNiJGAJsF5FWC5UOyHQxR15V0XV9W+sPrLJCr6eWWqudfZ463pga5NXJgaq0JEBGLXI+PINNvsRDgXaaNjgE28DgdpIs5CvHWqlOa2cJsLyqkizkSxYZJmtpDqdp+0Y3abrOQDzIXw58XPEmA7ArJo7Xt22ZV6GBwW7CEGC7iIJWZGF2Z0HTmM0kSBbzVe3o24EgCNRY7DxQ30ab00dfTQNvTA3y7sxIlU1BQVMZT0a5HJkzBJjBjiarFisNIlm1SKKQJa+qO8ZW4Fx4ig/mRkkV8vT5AhyqaVi2wH0r0HSda9F5vtT/EW9MDVRStwJQa7XzM+37jfSjgcEyGAJsF6HdMB+2PzZPKJvadgG2gCxKtDg8+C129nrquKemidenBjg1P1Gxz8iqRSY2wR/LwOB2oi2yUtB0nfFklHg+i996+wrdV8vV6DzfGj7PR/MTCAL0emo55GvYlrXk1CIXwjN8ffAMP5nsJ5q/PinDoZh5oK6N/d7VTw8wMLibMATYLkIRxaqhzxfCM0yn4rQ5vDuqDdoqK+z11NFkc7PfW8dPJvv5/tgVJlMxVF0jeYthvwYG240klIbdL4iw/liQYC617QJsIBbk64NneG1ygFg+S7fLz7HaFmpuYwfkcui6znw2xcmZYb43dpmP5iaIF66LL0kQaHd6ebnjUGX8joGBQTXGkbGLcMhmJFFEKxcHD8XDnAtP0+utw7fJHkCbgdNkpsvl53J0Dq1cT7PgX2RgsJOxySYkQayM4bkQnmE8GaXbVbMtRr+qrnEpPMs3h8/xw/FrzGWSmCWZY3UtHK9ru2WKT9d1MmqBuUyKJrur0j25nnXMZ1KcD0/z09kx3psdoT8WrNTLLVBjsfN8y176aozol4HBShhXwl1ErdWBSZQq3VmpYp7XJwc46GvgeF3rttWALIeqa0ymYvxkop/vjF6qdEXZZRM97tptXp2Bwc3xma0ookRRLQmLiVSU0/MT9HkDNNhdW7qWRCHHh3NjfHvkIidnRgjn0gDs89TxeGPXqtaTU4t8MDfG90Yv0+rw0mR3U2u1U2Ox4zZZsMsmbDeYnWq6TlFTSRRyhLNpZjJJRhMR+mPznA1N0R8Pkllm3JhDNvFgXRufbNu/bqFnYHA3YAiwXUSLw4NVVir1VADnwzO8Mn6l0oa+E1KRsXyWC+FpfjLRz2uTA5WZiFZJoddTR5/PuCs22Nk02t2YJZlM2fhY1XXemBrkgC/Ak+ZubOsYzL1WiprGQDzIuzMjFYuXBXPYgNXJM817uK+2ZVXRr0Qhx9cHz/LK+FVkQaTR7qLO6qTO4sBjtpTG+yhmTOVxYIIgUNQ08lqRWD5LMJtiKhVnJBEmlEuvOGPRJEoc8AX4ua7DtOwAXzIDg52MIcB2EXu9dTgUU1VnYUYt8MPxqzhNFn6us3TS266Oo0Q+y2A8xIfzE7wxNcCZ4FTlAiYLIl3uGj7T3rfl9SoGBmul2+3HrihE85nKz/pjQb4zepF6q4Mj/qbbFt1RNY2xZITz4RnemBrk5MwwwUWDsJ2KmSebeni6eQ/eVQwI1ylF0S6EZ4CSSfJYMspYcvlmGEkojd8pamuzepZFkT2eWn6u6zDH6lrX8JsGBncnhgDbRRzw1uO32BlLRqvuQOezKb49fIG8WuRTbfvZ464tjQzZArJqkblMgrFElKvROX46N8rHwUnCuesXLkkQaXf6eKnjII81GoaMBjufPm8Al2JhknjlZxo6b08PY5NNaDr0+QLY1zmgeznSxXw5xRfk/bkx3pkeYiqdqKqvskgyDwXa+WxHH91rMF61ygpPNfXw6mQ/E6nYTZ+r6jrqChGulVBEiV53LX+n+x5eaNlrTLswMFgFhgDbRQRsLg7WNDAQC1a1ewNMpeN8ffAsk6kYz7fs5YC3nka7G+smC7GCphLP54jk0oSyKcaSUS5EZjgTnGQwHqoazg2llESP289LHQd5ueMgZqMA32AX0Ony0emqYTgRrqT9oHTD8crYVWL5LJ9q28+9/mYCNue69mtd10kV88yWp0QMJ0J8ODfOh/PjBLOpJWk+iyRzvK6VL3Tfw6GahlWXG4iCQL3Vyf948ATNDg8/nrjKxfBsVSnDRrBKCn2+AJ/rPMQnWvdt2c2fgcFuR9BvfqezPcMGDVbk/blR/q/Tr3EhPLPsLEgBgSa7iwfq27i/tpVWpwev2YbbZMEmK6X5cYKIKAjl39bR9dLdvapp5btfjYKmktdU8qpKVi2QKRZIFPKEsikmUjFGE2EGYkEGEyGSheVP5G6ThcM1jfxM2wGeb+3dkroZA4PN4ptD5/jDC+8sm6oTgFaHl0caOjhW10qrw4PPbMNlsmCVZGRRqpQC6LpOQVPJqkXSxQLJQo54Pkskn2EiGeVSZJYzoWmG46FK1+WN2GUT99e18Mu993N/XQumdd7IFDWN8+Fp/mb4Ah+HJhlJhFc8fm+FiIDfaue+2mY+097HYw1dKDvEqNbAYIex7N2SIcB2GXm1yB+cf5uvD56tdEOthEM20eb00u3y0+by4jfbsSkmrJKCIkpo6Oi6Xup20jXyapG8qpLTVNLFHMlCnkQhRySbJpRLM5mKM5tJ3HIGpUmUaLS7eDjQwWfa+7jH32Q4YRvsOuYzSX7nox/x+tRAVRTsRmrMNno9tXS7/bQ5vHjNNmyyUqkRK+oa6WKeSC5DMJNiMh1jIhllMB5aEsleDp/ZxoP1bfzinqObUnuml1OM786O8OOJa1yKzDKZihHKplaVehQR8JitdDh9nGjo4BOt++hx+ze0JgODOxxDgN0p9MeC/P65N3lraqhS5L4TUESRGktpJuRzLb083bQHn2Xn+ZMZGKyWH45f5f+9eJLLkdk11UUJUPYL09c9R1ISRJrsLp5p3sPnu47Q6arZ9BsZTdc5F57m7ekhTs9PMJtJEs1lSBZyZNUiqq4hCSImScImm3ApZuqsTo74G3m6uYcD3oBRVmBgcGuWPXCNI2cX0uP283e6jpAq5Plofvymd+dbgVmU8VqsdDpreLyxi2db9tDq8G7rmgwMNoMnm7oZioeJ5bNMpmIr2i/ciA63jBTfDLfJQo+7lp/tPMRTTT237UZGFASO1DRypKaRRD7LxfAs5yPTDMZDzGeSZNUiZknGa7LS4vCw11PHwZoGGmxORMEotDcw2AhGBGwX89rkAF+69lHVrMWtQkTArpjwmq10u/w82tjJ441dtNg9O8KLzMBgs4jns/yXKx/wN8MXmErHl7i+byZ22US9zcmjDR38fNc9dLp82+K8b2BgsKkYKcg7kbOhKb587RQnZ0YI5dIbuuu+FaIgYJMUHCYztRYHh2saeaqpmyP+Jtwmy217XwOD7SZZyPHVgTP89fAFRhIhMpsYdRYAp2LBY7ZwvK6Vz3cd4YDPSO0ZGNxBGALsTiWay/Cjiat8e/gC/fEgyUKenFrc8JcnCQImUcYsyVhlGb/FzuGaRk4EOjha24LPbDWiXQZ3Daqm8d7sKF8d+JjTwUmi+cy6jzOBkjeXTTbhM1t5oqmbn2k7QLfbb4zvMTC48zAE2J1OMJvip7Oj/HD8KhfCM8QLWQqaSrFsL6Hppa5HndLeIAgl2wpBEJAEAUkQkQQBWZSQRZE6q4Mel5/D/kbu9TfR7fIbHj8Gdz3JQo7358b425GLnA1NE89nyGsaRU0tH2fXDWIESpFjURCRBRFZFDFLMi6TmftqW3iisYuHAh04ZJNxM2NgcOdiCLC7BV3XCeXSXInMcTk6y0gizHQqQSSXIa3mKWoaoiBgkWQskoJTMVNrdVBvcxKwOWl3+Njj8eMz2wz7iC1k4Vg0LsS7A03Xmc0kOBua4kJ4hqF4iOl06TjLFgvoQsk81amYqbM6aHd46XL7OexroNdbZ0S6DAzuHgwBZnCdxRf7BS8wQRDKkTFDAGwlC59/ulDAYTIiIQYGBptP6ZyvoaMhIG/beaaUhckjcFed65bdUKOP+C6k5MytEcvnKv++GJxjMBqqPG6wdejAhzOT/NzffpVEPm98/gYGBpvKgviK5z5mOvFVND23bevQ9QJDkX9LUVt+GPzdhCHA7kJm0yn+zYdv80vf/yYD0TAfz03z91/5Fr/8g28xFA0bYc8tRtN1vjt4hWuRIP2R4JoHIRsYGBjcHJVI5h3Ozf4K2eIk25Xc0vQMl4O/wVTiL1D11LasYSdhCLBNIKcWq+wfhqJh+sPBVZs2biXpQoGPZib484tnGItHeXV0kLxaKtQ3SxIei3X5WKnBbWVhT/lodpK8evusRAwMDO4+dFSi2ffR9My23mAXtCjR7Pvo+tb6Vu5U7gqjGU3XKWoauq5jlmXi+RyjsSh1Njv1dseGXjtVyPOnZz9kOpng83sPUdBU/uTsh0SzGX7l0H282NW7SVuxOVhlmRPN7fz+Ey9wOTjPFw/cgyQIfOnFz1Uc7Q02h2g2w3AsgkmSOeCvu+lzPWYLZknmxc5eLPJdcVgaGCwhW5yioMawKi3I4sbOzQaLETHLDdu9CMxSPQKm7V7GjuGOP9Nrus6HM5N87fI5Wl0efn7fId4YG+KPz7zP/po6/vmJp6izrf9Af2t8hNfGhhiLx9hbU0udzUEkm0FHR5F2XpeTIAi4TGaeauvi0eYObOWL/f6aulIBPkYR/mYQy2X57tBV/uOZD+lye/mt449wwF+/7HMFwGO2IgkCTpPZiEAa3JXk1TkGw/+SZP4KrZ5/RK3tGWTRtd3L2lEUtTjAmj8XAQGL3HI7lrS2dQgiFqWRQi6y3UvZEdzxAmwqGefHIwP8YPga99Q1cl9DE4l8nlguh6rr2Dboa3WiuY1QNkOuWOSxlg4CdgcBuwNN1+lb4YK73YiCQKZQ4K/7L/PX/ZewKQpPtnbyxQNHsOxw9+1EPodZkjHdJnFb1DQkoeSNdi0cpNHpxL4Oj6aiphHP5YhlM+huDy6T+abPdy7qfjQEsMHdRl4N0x/6XSKZd1H1FCORP8AkevBaH0EU7r6ISUGNEkq/ht3Ug8N0AEEQSeQuMZX4MoJgotn1i9iUzjW8oohFbr5t6109Ala5lWTuynYvZEews6+2m0CdzcGnunrxWizU25zcU9dAp9tLj6+GgM2BTdnYwe1QTHy6ey+6DjZFQRZFDtUGAHZkBAwgmc/x2tgQf3j6PWK5LKIgMBgJMRaP8TsPP4nEzhQBF+Zn+a/nT/H5vQc53rj0bm6h5m493mWarvHfzn/McCzCbx47wWg8yr9473WanW7+5/sepNW5thmXbrOFT3Xtpcdbg8tkJmB3rvxkgVXth3lV5d3JMdrdHtrdGx92vmDKe7u93iLZDBeDc3T9/+y9d5Rc53mn+dxUt3LqnNAIDTRyIBjATJGSqEAFyzIVnK0zO2N7vDNzxhtmZvfsmfWZOWuPd3xszY5t2SPZki3JlCiJlJgTQJEEQWSASN3onKu7unK48ds/qtAkiG4ALYlEA7jPOQyn+9at76u+db/ffb/3/b2JJG2X+xw8blpUKVjfchSAIKStx6e0Id34S9Ql2G6B8fzfkio9S1Dtpiv2z1DlOBP5bzJXfg4kGQmZrthX8KsdV3lWCb/a+r6O+2rR1XYkr5E7cBMIMJ+isKmhiVXROIokE9J8+FWVBn8QRZZ/7sVHkiSCqsaR1CTPD52nP5OmJ5Hkl9ZvXnLL6f1gspjnjYlRDkyNM1nMo8oyWxtb+dia9WxtarloWytVLvHC8ACfWNvLI+t6Gcll+B8nD/PUwFkeWLWGD3WtQVlhAixTqfDdsyfYOzbEx9duuOT3F+bfGAjxwKo1yzq3I1xOz6X42vGDlG2TB7rWMFspMZjLYLsuprP85suqLNMejtAYDCIjXVaMS0iENO2KW49HZib5+snDfGR1Dw2BIJFFomoCqNoWluMQ1Zfuz2k4Nvsnx1AlmXs6u69yVsvHch3OpFP82aHX+e1tt/DIuo1LHpsqF/n7t49ydGaKhN/PZ3o2c1dHF+ErRA89rn8kSac79rsoUpCKPUpn9NcJamtvyoV6vrKXdHkfVXscy0kTN08R89+GwMYRVVQphCpH0OT4VZ+z1vVkZUQSZUlnCVusm44bXoAB+BQVxxUcmZniR+dPkzcNbmvt4LPrN9MYCC75uqFchq+fPMxkIc+e9i5+ecMWEv6L+x/argjrDXwAACAASURBVMsP+0/z2NmT9GfSlCyTY6kphICkP0Bb+J29+qJlcnh6kh8PnGG6WCTi83F7WyefWNv7cxUD7Bsb4rtnT3IiNU3WqGLYNpIEJ2dn6M/M8Ztbd3F3R22RFUKQM6pMlQr8uz330R6OsrmhmfZIlH/98tP84+lj3Ne5msXkwkQxz2NnT3ImPcumhiY+27OJ1bHEkpEhVwgGs/M8cf4s/Zk5djS18atbdlxxO+7dFE2TpwbO8vRgHydmp8kZxqI+WfvGhvjH08f51LqNyxZgMhKronF+uXcLqVKRzY1NKFILluOwPtFAe/jKUZt0pcy+sWH2jg6SqVZoDoW4p3M193etIXkVhQ2Bq0i8NxybdLXMaxMj7GppW3SL+9jMFE8P9tGTSPKFjduWPFfJNPlvh9/ko6t7rlqApcolnho4x8HpcVZF4nxm/SY2NjRd8VZqOA79mTRvTU0sKcCKpsn//cYrvDk5RrZaRVVkTs2l+PLmHfzS+s00BUNXNcYbEdOZR5H8KPLS96rrHUmS0NUOumJfwRFVdKUFRb45hXdU303MfyuGM0vcv5uY/xaC2jraI19Crl8HLeHPIEvLKZiS3vPfa4e0AsawUrgpBJjlOByYGuOrR97k7Pwsluvy9uwMQ7kM/+bWuy8RYUIIskaV/7R/LwenxylbFqfSKSzX4Qsbt9PwruPfnBzjR/2nmSjm+fjaDWxINPDy6BBvTY1za2vHRQKsf36Orx7Zz5l0iopto8kyx2eneXV8mEd7t/HRNeuXHXkyHJt9Y8PsGx2iKxrjs+s3s7mhiaJp8sxQHwcmx1gTSywIMEe4FC2TrFElXSnTFoqgyTIJf4BVkTgHp8bJGVUaA8GLhFXeqPJXR9/i+ZHzZKoVjsxMUjRNfnXzDtbGk4uO7dz8HN84eYSXRgcomgZ983P4FJmvbL/1quY2lMvw18fe4nQ6xdpYkj3tXRyYGl/02JxhMF7IM1MuUjJNQr6ln/YKpsGx1DT3dHYvFB1EfTq/uWUXhmPTEgyjyDKf7tlIUPOhyfIVtx9fHR/mb04cZDiXwXQcdEXl8Mwkr42P8PkNW7ijveuy0VZduXIu4sZkE22hCEdnJjmXnmVDovGSXLiB7DxPnD/NfZ2r+cTaDYtGyQAcIZgqFThfN9+9ElmjyjdOHuapgXPMlEsENY2MUeE3t+xi82UqPBWpdm0l/QFOzk5TMI1Fx/TD/tM4ruAr23azOpbAr6pMlwok6pHqmxOXTGU/08Uf0hr+JRKBu6/1gK4aV5hYTgZZ0tGUeP1nBnOlF7FFgbbwFy75TtVEWCtc1Enz5kNXWumM/jZR/RYCahchrRdFDhDRt+JTWpAkGV1pviQ66Aobw56kbA3SEHxg0XNLK8J5aiWMYWVwUwiw4XyWl0cHCWka/+ddH6Ji2zwz2McLw+dpDYX5g1vuvOQ1P+o/w0Qhz/9y273oisp3z57g8b7T3NraSVTXF/q4HZqeIG8YfHHjdj7Vs5GEP0BA9fHYuZOLLm4d4SgfXd1DZyRGwTR4fWKEV0aHmCwWODg9wefWb2ZzY/NVVyOqksymhia6Y3GEEKyJxXmwey2OKyhaJsdT0+SNd1yPZUkmrPkwHZv/6/WXSfgDCCEo2xYV26JoWQzlMiT8AdR3vf/Lo0P0Z9L86qYdtIUjPD/Uz96xITY3NNMRjqK/J4IzXymzb2yIvswcX960HYBvnz7BCyMDPLx6PZ3R2GXnlamW+bODr+MIl9/ZtpvNDc2cSc/Sn1lcMHRGorSGIsyWy8xWSksKMCEEqXKJfzh17KLIjyRJl0Qh48uw5JCAnU1tfGnTdhoDQaZLRfaODvHK6CDDuQwPrFrLx9esZ208uagQ0xSZKy04jYEgd3esoi8zx5HUFLtbOy7JBfOrCpqsMJTLcGouxZ5FcuWgtkW6PtHAQHb+qub3wvB5BrPz/PKGLTQEgrwwfJ6fjg0T0/1EfDpdS/w9ZUmiMRDk9vYuXhsf5tD0BB9a9U7y8IU8tO/3neJ/vf0eepNNRH06iiRRti0cIQhpN2cD+ExlP+P5b5CrHqIh8MC1Hs5V4wqLonma8dzfoautrIr9c2QpwHxlL8PZryKwEcKhLfIosqTy3uvecvJkq28S0bcuI8fp2uC4VcpWP5abIxm45xdyTkmSCWhd+JQGJElbKEKQJZ2AtngivRAuZauf0exfgSSTDN63iNiSkKRrn5dcG8PNKa7fy00hwIay82SNKr+zfTe3tXZiuy7toQh/eewAzw+d55G1G1kTry1ktYYNtSfyr2zfzUdX96DJCm3hCP/x9Zc5ODXO2nhyIWo2XSpwe1snn1q3ke5oHFmSuK21gyMzExTMi83m1saT/N6u22kOhon4dEzHYUdTK7c0t/N43yke7zvFidlp1sWT9CYbSegBOqMxtje2XCJwLqDIMh/qWkNQ1fh+39vsGxuiJ9HAmliCim0R1fWFuUFtQeyMxHi0dyvfPXuSc/NztIXD3Nm+ivu71vAHL/6EVLl40TafAF4aGeDB7rU8sq6XhB5gXTzJnx16g2OpKW5pab/oPQDOpGc5MTvN3R2r+LXNO5mtlDg1l6I/k+bwzOQVBdizQ/2YrsOvb9nJruZ2AqqKI9wlhdXGZBMbko1kqxXSlcqSSeqOEMxXyvRl5qhYFsFlLu5n0rO8MTnKnrbOi3L89rR3sb2plaZgiICqUbJMdjS1sXdsiOeG+viHU8d4c3KUnngDPYkkCX+A7miCbU21c/gU5Yq3JEWWeai7h/2TY7w9N8NwLnvJPNfFk9zS0s5bU2Mcmp5YUoDpisIdbZ1889SxK87ZFQLbcfh0zyZube0gqGmsiyf52vGDPDvYR0jz8WjvVtqW2KptCAT5UNcaXhw+z9OD52pb3O+KahVNc+E7GtF8C1G9paJ3Nz6CkjXEXPkFCsZJHFFe+kjhULUnyBvHqdpjuMJAU5KEfZuJ+LaiyB+sr987QuCvyVTfQJWjKFKQ9siXmCp+n4o9CEjMl1+hNfw5BCrvfh5xXZOJwreYL+9lbeIP0ZX2FVkQBCCETd44zHj+7wio3ST8d/0Cc9YkFPnqt90tN8N85TXSlb0EtTWY9hy6emlkWlo0ueSDRUK94r3OFTYls5+ieRLDmQZAV9qJ6tsJaGuQpRvjoeyGF2CW45CqlJAliVtbOgjVq83uaOtkvJDjr48f5M2psXcEhBCULJPB7Dx3tNUSgGVJ4va2Th7sXstAdn5hiw5qgma8kGO8kKMtHMEVYuGY7tjFSZIx3U/sXYnRqizTk2jAr6rMVkp879zbHJqe4O3ZGRqDQQKqxr/efRfuFUw8G4Mh7u9aQ8my+GH/Kf7p7Em6IjHemBjhttYOHly17qLjE/4Aj27cxramViq2RcSn0xmJ4VMUwj6tZs3xrm9I2bIYzWf5/IYtNAVCaIrCtqYWPrRqDSdnZ5gs5i8SYNOlAvunxpAliU/3bKQlFEaV5bowneRUOsVn1m+67Jx+fP4cU6UCx1JTBFSNrkiMxkDokrFdoDMSY30iyYnU9GWd5AUCRwiKpsFrEyN8dHXPZcfxbqaKBf7p7Ekc1+Wu9wib91Y5xnQ/WxqbkSWYLZd4brifNyZGOZ6aJhkI0BIM84e31Z6YJWqRzKuhIxzh1tYOfth3mrnKpa08uqMJ7u7s5mhqkrPzs0tu+fkUhdvbOvnGySNXfE8JuLdrNVGff8Eu45aWdj63YQt/c+IQ3z/3NlGfzhc3biOwiKD1Kyq9yUZ2NLdycGqC/ZNjF0UfVVlGlWW+fuIIzcEQO5raLtpaLZkm5zJzAKyNJZYVmbzeqFgjzJafI1c9RMk8i+0WljxWCJtM9U2mi9+nZPZju1mEcFDkAD6llYhvC42hjxDTb/0AIx8SICOwcUUFiOBTm5DlII3BD1M2BwCHlsgvIS2yiBbMt0mXX6JknqNqTxARFRRpZea+Gc4M85Wfkq2+CX4Jy53HpzRek7E4bgXDnsEVFRy3TMUaXFyASVcu9nm/qUX0lh6FKwxSpZ8wW3qOijWM7RZBAlWKENC6iPvvpDH4EAFt9Qc25veLG16ACcBxXUbzWQ7U87JCmoYLNAZCqLLMkZlJvlTfJoOaJYHh2Hz37Ak+srqHnniSoObjga41fOPtI1Qsa+HcWxtb+M6ZE3z16JvsmmjDdl2OpWpVXDua3nEeFqK28Fdtm4JpMFcpM1bI0Tc/x0B2ntlykY3JJj6xdgMtoTB+RcNwbLY2teCTr3zzDPt8fGjVGkbzWZ4fPs/+yTFWRWJ8bO0GOiPviAMhBK4QRHw6G5NNpKtlxvM5nh44x+l0irCmsyHZiPIuQSCEi+k6PDPUhyrXtjxjup/bWjvon0+TM6r1z02QKhd5erCP54f6kSSJl0YGma9WaA6GaA6GMB2H2XLxivPZmGzk1FyK75w+wWvjIyT8ASI+ndlyieFclslCnoZgEMtxyRoVxgo5xvI5GgJBWkJLPzkqkkzUp6PKCn9z/CCZaoVbmttpDYUJahqyJGG5LlXbJmtUmK9WmC4VGMnlOJ1OsX9ylJ3NbUyXijQHw8R0HUWSsV2Xim2RMw1mSyWG8xn6M2mGchlyRpVbWztYHY3TGAiiKQqqVBPfF1hsW/KpgXM0BoL0JBqI6X6EEBRMg6Q/QGMwiLpIblRQ09jd0s6eti7Ozc9xeHqCO9q70GSFqm1TtiyKlsFUscDbczMXjWEpLNfFdBwOz0wwls8xVylTtEymS0XSlTJZo0LOqKLIMuczafoyc/QmG+kIx9AUpVaV6TqsizfwxsQof3viEBGfztbGZmRJwq+qPLxmPU/0n+G/Hnyd21s7WR1LoMgSU8UCg7kMI/kst7Z2kNyw5YYUYK5rMFd5gbnSC+SMI9huAV1pQZZ0HGEv+pqqPUm6/BLp8ksXNVe2XKjaE5TMPkpWH8nAh2gOfbyeX/X+IkkSfrWT9siX8SkN+JQWGoIfRpGCNAU/gSpHcd0KDYEHkVAuiW6Zziy2W0BgU7FHsd3Cii0+cNwSpjOHKwxsN0fVGlu2ACuZ5xHCIqCtQZGXrlq+EqocJlD3+XJEhZI1QDyw55Lj5BVQCSldwdetbA0wW3qWTOV1BO9c+xZzVOxRSuZ5SmYfTaGPEffv+cCjvL9IbjgBdkEMhDUfSv3JujEQomCa/Lcjb7I2nkRXVAzHJlUu4VNUJgr5i84RUDV6k01879zbnJidpjUUIaCq5A2Ds+lZvvH2EdbFk+RNg/7MHJOlAulKmbPpWdx6BG1VNM5j507y4vB5ZFnGFS6WUxMyFdtaEGG5apWuaIx7Olezo7mNNbE4Md2PT1awXIeg5rtqq4ySZVKwDKq2RcW2GSvkeKL/DC+PDBDUNAKqRs6oYrsulutStmrjSFfKpMolIj4fX9i4jZZg+KLnE7+qsjaW5NWxYQazGToiUcKaRtm2OTU3w2ylxEBuHsN2GCvkGMplKNsWtuvyrVNH2Ts2RIM/QME0UWSJoHrlm8CXN+9gTTzJwelx+ubn6JtPs7WphTXx2jhOpKaJ6X5s16Vg1eZQtW0+3bNxya0wqAmd5lCIT67r5dunj5OuHGRtPFFrBaSqKJJUt55wKNXFSrZaxXAdusJRepNNjOSzfO34QVpDYcKaXhdtDqbjULYtckaVuUoZ03HoSTTwkdU9bG1soSsSI6LrqJJc2059l/fXYn/jJ86foWAatITChDQfQkDFtpguFWgKhuiILL6N2xWJcU9nN8dT0/zlsbd4dqi/JsAcG9OpXX9Zo0rVtvjSxu2LnuPdHJ2Z5If9pzk3P8dcpUzBNKjaNrbr4giX3mQT6xJJfIpCXybN144fpDkYJukPoMoypuNSMKtMlYqENB8Hpsb5fw++xppYovYgLGoFF6bjsH9yjL75ORoCQWRJpmyZ+BSVVdEYGxKNxC9jrXG9YrtFJvP/yGz5Gar2JFF9JzH/behKM2O5/0HJWty00nJzmM4cmtxIVN9J0LcORfJjOnPkjWMUjJNkqwep2KOUrX4agx/5QBYsVQ4T9+8hoHYhS350pan+8wiNwY8ghI0s+RfdWgyoq1Dq1X216EcOnZVpaK3KcXSlNjbbzVGxR4iya1nnmC09iyz5aFVbUPj5BFjQtx5dacMRJSrW0KLHybKfX1T+leVkMZxpVDmykKsnhEPVmWS29DRBrYfG4EOXvE6RLj8G05nDdgsEtXVE9B01YSnJGPYkuephytYAc+XnqNgjlK0BGoIPEdRW/8Lm9UFywwmwt6bGkZC4p7N7wedrS2MzD69Zz9ODfTw1eA5ZkuiOxtnZ3Ma6eJK352YWXi9JEj5Z4Q9u2cMP+k5zZj7FkZkpDNvGES4CmC4XaQ9FyBpVyrZFUNXYmGxkbTyJhMR4MU+qVOSlkQEsx0WSJBzXRSDwKSphzUdTMMS6eJIt65rZ3tTK1sbmS3yb9GX8eebKJZ4d6idXrfLrW3biCMFbU+Mcn51irlxGkWttbqZLRWQkdFUlpGkk/UE6I1Hu7VrNtsYWbmvrQH1P1Z8qK3x583aCmsax1BRn52ep2FZ9TrXKu9PpFG49unZ7Wydf3LQN03E4MTvNQGaewzOTFEyTVdEY93WtvuJ8ehINdEZi3NrawVghR7ZaYVU0jisEP+w/zWvjI2SMCqok0xgIsr4udO7vWkPgCt0NYrqfL27aTlDVeGt6nLfnUmSqNcGkyDI+WSGoabVoWjDMrpY21sUb2NxQW0henxjltYkR9o4NUzJNHCGQJNAVlajPR2sowo6mNrY2NrO9uZX1iYaLxNZiyJJERNcvKtHekGzkqYFzHJmZwhWCoKbS4A/Rk0jyUPc61i1RfepTFEKaD1WWma9WahW8josqS8T1AC3BEGviSbY3tfBg97pFz/FuXhkb4vDMJGHNx7amFhr8NQ8yv6qiyTKdkRi3NLcDNeuViM/PgclxipaJKssk/H66IjF2Nrfyy71bODI9yRsTo7w1PY7tuqiSjKbUjovpfhL+AA2BIK2hCO3hKG3hMB3hKOviyWVZmFwvTBcfZ7LwbTQlQVf0t4n57yDk60VCIVV6mpLVt+jrdKWJxuBHSQbuJaJvx692IEs+LCdH0TzDfGUfc+XnMOxJUqUfU7LOkzMOEdVvIeTrxa+0AVeu8H0vtpPHcKZR5FDNVHORhU+RAwR972zvC2Fj2NOYbpqIvrQ9SkBbTUDrpmIPU7XHLrsFe63RlARBXw+anMR2C1TssWWfI2ccxK92IYT1c41FklT8ahtR/y7S5Zeo2hOLHqcsy7piaWwnz3xlH9nqQRqDDy0IMNstMl/ex3Th+3TGfmeJMYS4nFgKqN20hX8FRQ4R8m1EV5oBGdOZJea/nbnyC2Qqr5M3jmHYU5TMc8T9e4joOwloXddV54QbSoA5rsvx1DRhn4/737XIX0g635BoZKZcEyAdkdoNfSyfZbKYv+RcH+5eR2sozEA9OdiwbZ4eqiUc72hqpTUUxnZdXCEIqBpNwRCronEkYLpUZK5SomCaWK6DELXcI0kCTVYIqRrJQJBV0Tjd0fiyE8EX4/DMJAOZNHvau/jkut4FITScy5KpVnCFi6YolC0TWZLxKQpBVSOu+2kNR1gViZG8jCfanrYuGgNB+jNp0pUKFdvitfERyrbF1sZmVtULEPyqypaGZjYmm3AR3NPRzUg+y2y5RNEyaQwEuXOJxPD34ldVNjU0sakufKDmuxbx+bittYOsUUWVZZL+AGtiCVbHEhfl2C2FJiusjSX4nW27uaO9k4lCnqxRxXIdFElGk2UCmkZcD9AYCNIZidFU3zoE6I7FuaWljZF8jpJl4gqBLEm1HLq6uO6OJugIR5Ysnngvcd3P7+26A119Z7v58xu20BNPMlsu4SLwK1o9eT/OmliCyBIFCXOVMmfSsyQDAb6wcRvpShnTcdGU2vbrhTl1R+NX1a3hfCbNA11ruLO9i5ZQhLjuJ6z50FUVtf6QcyGCt7Ghid/beTt9mTRly0KVJaK6TlsoyrpEkuZAiD1tnexp6yJrVHGEiyrXPnNdUYnqOjHdT1z30xQM0eAPol5FgcL1iBCCij3CZOE7BLRu2iKPkgzchyJFFkSRrjTVIwaX4lOa6hEG+aLtK11txqckCWpr8asdzJaepmC+TcE4Rsk8S1Y7QNC3ru61FUbGR8i3kai+84rbYK4wyVRfI1N5k0TgHnS1/Srm6WI6c4zl/wYJ7bICTJEDRPXd5I0TVJ0ZHPfSPMeVgixpBNRuQr6N5I2jGPbMlV/0HkxnDlWOIFi+2fN78SmNxP23M1d6HstdrNeihLKMBudVewJXVPEpzajyxbsKFXuY2fJzWE4aVf7sws8tJ81s6XkAYvridkOqHL6s6PernfhCLUiSWq+SrRGQu9DVFgLqavxKJ3PlF6jYg6RKz5A3ThD2bSKgdeNTmlHkIIoUrP9s1VXP+YPmhhJgpuOQNw1kScLlnSo+VZZZFY2zKnpxUnzeqHImnWJX88U3EUmSUCSJHc1t7Giu5XEdT03z6vgIj6zr5ZNre4n7l75RXc4X6f3ArgvPuD/APZ3dC0nXt7S0c0vLlW+QV4Miy/Qmm+hN1sRQfybN2fk5uqMxHu3dRkdk8eawPYmGq8ozulpUWWZbUyvbmt7JZ7Fdl7JlLssvSpYk4n7/gj/acmgOhn+uBu7vRZIkorr/ojxEgNV1UbkciqbB/slR3pwcY3NjM59c27vwudiuS8kyCai1llkF02Aym2ZTw+WvV9t12dzQzJ72VVd8WIjrfu7sWMWdHUvf9NYnGlmfuDbJyiuN2dIzVK1xkoH7SPjvvkh8Aehq25KLpiQpSyao1yIinbSFfwW/2kGq+CTpyj5cUaVgnqBgngAkFCmILPlZl/zf4CpEQNkcIFV6BstJ0xB88KpMNR1RIV1+hVTpKdojX76iF1Xcfwep0pOUrPMX5batRPxqJ1F9O9nqgYVG2cvBFQZl6zyOW0CIlp+rilKRwgS19fjUpiXzrGpNvK/8N6tYY8wUf4gsaTSGPnaRABPCoWQNUjLPEtNvJaRtWJhLbVuwn6i+Y8kkeVVOcDkvsNp1vfiDoSz5CPs24VOS6GorqdKTFIwTVOwhKvYQkqShyXEUKYyuttKT/A9XnOu15IZyRHMRCCEYzWcZy+eWPM4RLrPlEvvGhjk1l+LB7povkeO6jOQyFE0Tx3WxXIdUuebn9LXjB3GEy9bGZsKXMfm8FpiOQ8aoEPf7L99z8GdgvJBbyBuzXZd0pcybk2P83dtHmC4W6E00XlOXcsd1OTk7zXfOnuCn4yMUzZV9w/5FIYSgaJoUTXOhAGA4l+HpwT4eO3sSw7G5t74ND2C7DsO5DN86dYznhvopWSY/6jvDXx07yFSxsGh3gQtEfD5mykWKlrnkMR4/G+nyiwhs8tWjTBW+R6b6GmVrEMvJ4LpVfErLz1QFKISD7WYpWeex3Gx9QX53WkEMRQrjCgNVjhLRt9VbxCyN7RaZr+yjZJ4jou8gom+94jhcYVOxRpguPo4mJ2gOffqKr6lF7rpQ5ciK8K26HJqSrIkepeGKn99iKHKQqj3BfGVfvYp16e/hUgjhYDrz5I2j5KpvoUghwr5LO05IUG9fdHkB5gqTdOUlZkpPYrnZS+ZluVnK1gBCCEK+jahK7eHbcnLkjVpVddy/Z0mrCJ/a+DMbwjpulYo9TME8je3mkNDqc1PR5CQ+uRGQcUQJVY7hV69ut+VacUNFwHRFJeEPcHhmgp8MnOPjazfQEY7iV1Vc4VIwzVoVXT7LqbqP0p3tXWxINCCEoGRZfPvMCUKaj7DmwxEuqXKJg9MTpCtl/vmO21gdSyxafXYtkaRaZOhClVtU/8XkyViOw5Pnz2I6Ti2HSaoZrB6fnWaikOczPZvY0dx2iRv7B0nRMnlhZIDHzp7k/q41bEg03BS9Ayu2zavjQwxmM/hVFdNxGM1nOTIzRdW2+OKm7RdFPy3XZTCX4btnT7CzuY2eRANn5mc5Oz+L4SxeZXeBqO5nulSgYBo038Qtgd4PdLWdotlHwTxO2TpPyNdLUFuDT2lCkUIYTgpXmLXqQCeHIkcuiZIIBELYOG4Z281iOnNU7QnK1gBF8zRF8wyWM09A68avdpKtvokqR4jqu1DlOGHfRnSl7bJix3FLZCv7SVf2YrsFNDlaX/wESy3orrCp2mOkSk9QNM8Q0bfWKxovdboXuDhuGdOZrW19uSVC2nrUZfQ7/HkQwsFwUsiSrx4V1JeMRgkErjBqSej2FBVrEJ/SSFBbu+jxlyOkradiDTNV+B5COMT8txPQulHl2EXbb++M08URFRw3Xy/CmMWwp6nYoxSN0xStM6hSdAnjXgmf0kjVmaJsDRLU1l5SDOEKg2z1LWZLzwESEX1HPQfrHarWKCXzHLraQti3uT4ugemkyFT2I0kKsuzHdguXbF3abpGqPY5AUDTPIEtBNDm26LUnhFuvMM1jOfMYzjQVa5SSdY6ieZqKNYYiB4kH7iagdqMrzShyACFcBM418cFbLjeUAFNlmR3NrbwxOcrjfacYzmfpTTYQ1nzYrst8tcJoPsdoPotf1Xh4TQ+fXb8JSZIW7BkkSWLf2FDdPsAgoKp0x+J8vncrD69ZvyKTgHVFpSMc5eTsDC+PDtTK9f1BdLVmeGc4NnmjVnWpyBIbk01XPCewkNt0aHqC89k089Va0ntHJMpHVvfwqZ6NV9Un8f3EFYIGf5DeZCOdkUsd+W9UHOGSqVZ4bWKEgcw8ebNKQNXojsb51LqNfGrdxov8v1RJXujC4Fc1fth/muZgiK9s233J1vx7ifp0hnKZmya6+EGyKvbPUOUYBfMEFWuYvHFkIYoAMsnA/UiSSrqyF0dU0NULETEZgYMQDgITx61gu1kMe4aqPU7ZGsRwppFQF7yTEoE7CWkbGM645IxjKFKAoLYaSdJIl19ZcCjX5DhIcu3ctYdqiAAAIABJREFUwsQRJar2FOnKyxTN00goZKpvgiQTUFfXxUJNjAnh4NY9wCwnS9E8Tar0EwQ1gTOR/3vCvi1oShJFCtQifRg4bhnLma/bDPRRtgboiH4Zv9q29Ie3CBciSMstLChZ/cyWngFq0UFVDtU9s1QkSUFCQ0JaaIhtuzkMe4qyNUDJ7EdX24j7b1vWewI0Bh8mbxylYo8wmvsbYsYhwr4t6GorihRe6BRQ+1vbuKKK5eaxnDkMO0XVHqvbdWSRJT8BbQ0NgQeI6jsXfT+/topU+RnG839H2Lextl0nh9DkBAKbqj1OqvQTiuZp/GonVWuMTHX/gn2FIypkqwcomWfRlCQVaxAAV1TJG0comedAkpktPYvt5gmqq5HlII5bxBE1gV0w3sYVFSby36Kgn8KvttdzEVUE7rvmamC7BSwnTbXeYqlqj+GIKj6lgZj/VmL+W0n49xD0rV8yV3IlI10h5Ln8eOg1Jlut8vTgOX50/gxD2ZoHkyNcfIpKXPfTFo6wuaGJh7rXcXdH90XRm5qKdzg4PcHB6QmmSwWiPp1bWtu5t3M1IVVbsa7MR2Ym+cbJI0yVCmxvaqErEl/YKi1bFrPlInnTYGtjK49uvPLWwQUu5Jcdmh5ntJBDVxS2NrZwd0c3zcHQivg8ZsslRvM5GgKBZedMXc+ULJOTszMcnB5nplQipuvsbG7j1tYOEot4ZTmuS86scnRmij/a/wr3dqzmP97z0BVtTv6/owd4eWSAf3vbPdx1mdwuj58Ny8mRqb5OrnqAij2O5WRqWyhSmO74v2S+so9U6SfYbgFZ8te25pBxhYXAwhEG4j25UooUwq92EfJtIOHfQyJwH7rajCtsctWDDGb+lKJ5GnCRpQCK5EeSVCRkdLUDCQUXE9etYLkZLKeW1B3QugFRi2IIgU9pxKc216vrBK6wcEV1YeF0RBlVjhHS1lM0z+KIAqocxa92ospRqvYEjluqe3/VKgFVOUpI28DqxL8iqt+yLNdz2y1SsYYQuET1HVf9usH5P2Gq+Ni78rhkZElDknzIaPVIkYwrTGy3WDeZFciSjl/tpDn0CJ3R3162Z5njVhjN/XdSpWcw7AkENRNpCRVFruXnAQuCxBXGRd5YEiqqEsevtBP0rScZuIeE/y405dL7YG2X5xynUn9A1R6tj99f36rrRAiDijWKLQqAQEJBUxrQlIaF6knbzWM4MzhuAQkNn9KET23Gccv18Qv8agcVaxiBi19tRZXjmE4ay80sXKey5McVFuAgSVpNxKPX21TV5uqICuBcNFef0kTIt56Y/1aSgfsIab0rfpu6zqI32RtOgME7C9OBqXHGCzlMxyHi89EZibG9qZVtTS03XJsTy3XYNzrE9/tOcWouRbpSxnBsNFkh7vezKhrn9tZOHlnXy8aGq4uAedx4uEKQrpR54vwZtja2LNmq6N383ckjfOv0Mf73O+7joe51V+1L57E8XGFRtUap2GM1fy8lTky/hbI1yFThMXLGISxnHkcYXEiYr5mZqsiSD1kKoMqx+nbYauL+PcT8t+FTLi6CEcJhvvIa08XHqdojmM48jlvEFea7BIBU70MYQJVDC4t0Y/DDCBzmy/soWX2YzhyOW66/TkJCRpZ0FDmEKofxKU11R/6HSRV/UrMOcKax3RyusLmw0CtyEE2O41NaCOubaAx8mIi+bdmCpmQOMFH4JrKk05P891f9ulOp/5n5yl5cUQVkNDkGyLii+p7PpTY/VY7gU5oIaKuJ++8kGbgXXf3Z/MpsJ8d06UdkKm9QtcewnCyOKCGEWa+OlGvbeqhI9S1SVQ7Xx9BM0LeeqL6DsG8LPmVxa5oateV8PPf3zJVfqL2Xm194Hwm15umldSHjqwvvNLZbrItjGVnyockxNCWBK8y6+361nvweI6LvoDH4EdKVlymZfZjOLI5bqp9fRpUj6GorId9mbDdL2RzAdGbrwvKC2JKQUJAlbeFa0uQEutpBVN9OInAPIa0HaZEt2hXMzSPAblZc4TKQmef1yTHOzc+SNwwCmsbaWII72rrY1tRyTfO1PK5PftR/mmeH+vmNLbu4o73zoi4JHh8MJfM82ep+SlYflpNDCBuQaouU7EeVImhKAwGtm7BvI36187KRIyEEtltLmi5ZfRj2NLZbWKg6lFCQ5QA+uQFdba3bLfTiUxqRJJmqPUm+eoSCeQrTSdWjGdTFSRRdaUFX2wn51hPU1iFLKq6wyFePkjMOU7GGcUSVC1GkmmhcQ1TfRUDr/pkS2gHyxnGGs18lpu+iO/77V/26meKTTBcfp2CcxMUiqHbjU1vR5Gi9YXwt6iRJKqocJaB2EvZtIezbtGi06WehYo1SME9SNgcWokwuNhJqTYjUo58+pQldbcevduBXO9GU5ebJCfLVE2SNA1SsMRxRQAinHs3rIhm4G1WOUrL66y2hpnBEuS6gYgS1boLaOhy3RM44guVmUaQAAXU1icDdhH2bsN0smep+CsZJDHsGgY0kafjVdmL6buL+O7DdAvOVfRTMU9hODhcLhECS5IVcPFWOoastBLUNhH0b6p/1dfkA6AkwDw+P5dM3P4crBF2R2JLN0D1uLoSoR+BWmBjPVN5kMPP/0BL6LJ2x31rWa/PVY0wVv0euegjDSRHxbaE59AgNwQ/hU5pXRLqFx3XLohfPdRXD8/Dw+ODZkPQ8u65HXGEt5DS9dxvy6s9h47hFZMm/YNJquyUMewJJ8tUjbStnGRFYWG4WWyzfkyvq30nIt5658oukSk9RNE8znPsLZFmnOfTIguVB7X1ELWLoVtCUxHXlvn6947hVHFFElnx1X7Prl5X1+OLh4eHh8XNzwX9rsvBdpguPLyTRLwchHMpmPzPFJ8gbx3DcCo5bIVvZz2DmvzCW+xoVa7C+HbpysN0CJbMfxy0v+7WKHKIl/BnWN/xHWkKfQULGtFP1pPsLCGw3T7r8IhP5v6donlnYgvV4f3GFQcE8wWTh28yVX1rRraquhpXz6OLh4eHh8XMjhIthTzFV/B4T+W+iyXEkSaEz+pvLSlyu2hOM5v6adOUVYvpuuuO/jySpTBe/x3zlVRQphCbH6Yr9CzRlZUQiZHwokp+ieZZMdT/JwL3Lik4JIXBEGVeYtdw6OY664HlWw3ErpMsvM5b7OhVrmIo9wur4vyLk2/B+TMmjjhAOJfNcvXH9c4S0DciSTlPwYytuK/xquT5H7eHh4eGxKK6wKJpnmCn+CHCw3Rxz5Rex3eKyzjNXfoGCcbzevuhUvTVQpZ4QHsSnNOJXu5Zdqfh+oioxQtoGqvY4I9mvkqseqtl6uFWEcKDeLaX2j4MrLBy3ZpthOnNU7BFmS8/SN/fvmcx/m7BvI1H/rosMPcvWAOny3lr0D4uSeZ6ccfjaTfomwREVMtX9zFd+CrhU7TGy1f31Yo7rEy8C5uHh4XEDocg6UX0n7ZFfZbLwbXSlidXxP1h2tVxL+LNU7QnS5VdoDn2CZOAe/GoHihTBp7biVztoCX96ReWA6UoLyeD95IxDFM0znJn9NzQGP0YicDdBbTWKXOvkUBNfVRy3iOnMUbZGKJpnyBsH61V9QRpDD9MZ/Q2C2rqL3iPk20Rz6BMY9gSGM0ND8EGaQ49ci+neVKhymIbAA1SsEebKLxHTb6E98iXUFfQAsFy8KkgPDw+PGxDLyZEzDiEh0RB88Gc6h+0WKZl96GrbRa70K7UKEqBsDTGU+TPSlZcR4mr7l0pI1HynIvpW2qNfJuG/65JWOhcQwqVgHKNij5MI3P0zFzl4LJ+KPU7RPI1PbibmX9zxfwXi2VB4eHh4eNzYCCEw7EnG8n/LTOkJXNcEHMS7ljMJqfZvSQFkfEozycBdNAU/+a6elR4evzA8Aebh4eHhcXNQawY+Trr8MkXzbQxnFiGqKFIEVYmjK02EfVuI6NuuaFzr4fFz4gkwDw8PD4+bg3fWtncvY4KL18J3/t8zWvV4H/GMWD08PDw8bg7eEVSesPJYmay8DEoPDw8PDw8PjxscT4BdB4zOZnj28DkyxcqVD/bw8PDw8PBY8XgCbIUzmyvyx4/v47/8cB8/2H+S+cLy22t4eHh4eHh4rCy8HLAVTLZU4Y8f38uRgXHKhsW3XjmMKst86vbNJCNembSHh4eHh8f1iifAViiFisGf/GAv+8+OUDZqjV4zxSrffOUISPDIrZtoiIau8Sg9rjVHBiYoVU22dreQCHui3MPDw+N6wbOhWGEIISgbJn/8+F5eOjFAsWJcckxzPMwv37WNz96xhdbE4k7NHjc+x4cm+Ye9RxmanudTt2/mM3u2EA/5r/WwPDw8PDwuxrOhWOkIIShVTf7rj37Ky0uIL4BUtsj3Xz9BxbD4/F3b6GpaXo83j+ufM2MpHnvtBG+cGaZsWHz/jRPIssRn7thMNOiJMA8PD4+VjpeEv0IQQpAvV/nzH7/G88f6KCwhvi4wmyvx47dOs/ftAeaLXmL+zUT/5Czf/ekxXj01SLFq4grB+FyOx984yZMHTpMrV6/1ED08PDw8roAnwFYIjisYnJnnuSNXFl8X8GsqDeEQAZ/XQuNmYWAqzXdePc7ekwPky+9cJ64QjM5m+N7rJ3j89ZOkvWpZDw8PjxWNJ8BWCLIk0RqP8PFbNyLLV3ZujgR0PnXHZnav78CveQLsZmBwep7vvHqMl0+cJ1u6NMrluILR2Sw/2H+Sx356nOlM4RqM0sPDw8PjavAE2ApBliVaEhF+7f5dfPHeneiasuSxmqrw8d29PLyrl8ZoCK+F2Y3P0Mw833n1KC8e77+sIa8rBOPpHE8dOsNLx/txL19k4+Hh4eFxjfAE2ApCliQ6G2P82gO7+PJ9u4gE9EuOUWSJD+/o4bN7ttDVGEORvT/hzcDbI9Mc6Bu7qm4IQoCuqcRDAa8LnoeHh8cKxVu9VxiSJNHREONL9+/kNx7cTUs8vNBUVpYk7tuylkfv2UFPWyOaunSUzOPGYm1rks1dzYuK8vfSGo/wkZ0buHNj97saEnt4eHh4rCQ8G4oVSks8wqN3byfi13l8/0lGUhn29K7iy/fvYnNXM7rm/eluJjZ3tfCl+3ahyDI/PTW0ZKVjPBTg/m1r+fjuXq9bwgrkwo6wp4s9PDy8VXwFEw8H+OydNXPNEyPTPLS9h63dLfi9qsebDkmS2L66FUWW0DWVvScHLql0jAR07t7UzWfu2EJ3c+IajdRjKQzL5sxYiny5yr1b1njRSQ+PmxxPgK1wAj6Nh2/p5bYNXcSCfm/b8SZGkiS2drfi01TCfh/PH+tjar5W6RjSNe7oXcXn797Opq7mazzSG5tUrogiSSTCAeSrzME0LJuTw9N846WDFCsGsixz96ZuAE+IeXjcpHgC7DpAliUavb6PHnU2tDfy6D3biQZ1njl8jlSuyO51nTx693Z2rGlD9hb0942ZbIHnjvRhWDb3b1tLT2vDFUWYadmcGU/xzVcO89rpYRRZ4mvPHUCSYE/vKmQ8EebhcTPiCTAPj+uQzsY4n7trG8lIkNFUljs3drO7p9Orin0fSRfKPHekj++/fpJcucJsrsTn79nGutaGJT9307bpm5zj2/uO8urbg0DNr+3E8CR/+fR+hIA7NnShKrInwjw8bjK8ZtweHtcxVdPCEQJdVVEVT3y9X+RKFZ472sd3Xz3GwPQ8APGQn4/s3MCj92xnXdulIsy0Hc5P1cTXUwfPLurJtmVVC7/78T3cvmEVPlXxRJjHNcNxXWYyRUqGSWsiclUV1x5XzaJfbE+AeXh4eFyGQqXKyycG+NYrRzg/OXfRTTEW9PPhnT184d6d9LQ2oNRFsGk7DEyneeynx3niwGkc113y/Bs7m/n9T97JHRtWedXNHteEfLnK6bEUr58eIlOq8KV7d7Klu/VaD+tGYlEB5n3bVzgXmnTnygaFioFhWlhO7WYe1DUaYyEawkF83o3bw+MXTrFi8OqpIf5h71HOT81d8kSaK1d5/mg/tuPy5ft30dPWiCJLzOaKPPHmKZ586/LiC+DseIqfvHWGbd1tN4wAc4XAth0cIbxetUtg2Q6W4+DXtKtqP/d+UagYvHxigH/ce4TB6Xl8msK9m9fQ29mEqnhFX+8nN8a3/QbEchymMwVS2SJnxlKcn0oznJpnvlCmWDWRpJpX2C3rOrhrYzebV7UQC/pvqi0MIQRVy6ZUNSkbJlXTxqzf1Fy3tlSqioyqyOiaSsjvIxLQCfp81/SG53F9UKqa/PTUEN948VBNfC2xH1CoGLx0/DxB3ce/+PgeYkE/uVKV/sm5q2oFFQ3q3N5740S/TNthaj7PSCpDIhxg2+q2az2kFcd8ocypsRk0WWbH2vZrJlKFEOw/O8LfPn+A8bkcArANl+GZDLmyQYPnJfi+cmN8428QLmwHp3JFBqbTPHekj9fPDJPOlxe9kc/ly5waneHNc6M8es92HtzeQ0MkeEOLMFcISlWTTLFCtlRhPJ1jeCbD2FyWmWyBTLFCsWJi2TZIEgGfRtjvoyEaYm1rkp62Rta2JGlNREhGgvg8Ww+PJZjJFnl8/0kGp+eXFF8XcIXAsG2qpk08JLGmNclvPnQrxapB/+Qcjrv4CXRN4eFdvTy8awMB3/V9OxailpN4diLFkwdO81bfGJ+7a6snwOrUriHB5HyeZw6f49v7jnLP5jVs6Gi6ZgKsWDX57k+PMZUpXBTdPTc5y2yu6Amw95nr+xt/AyGEwLQdRmez/GD/SZ586wzFinFVr+2fnOPrLxykatp86vbNJMKB93m0HzyGZZMrV0nny5wanWb/2VFODE8yt4Q4vUCGeu/EyTn2nx1BliSaYiEe2LaOB7ato7e9keQNLFqFEFiOS6lqUDYsqqa9ECGUpFpj96DuIxrQCfl9gOS5tNdpTUTYsbqdsdkcqVxxyetMUxV2rW3nE7s30pqIADX/vtvWd/IvP3kXX/3JG5yfSl+yFakqMretX8XvfuJOwn7fdX8NVk2LwwMT/P3Lh3irb4ygrjGSylzTMQkhsF0XbQVspQkEk+k8f/3smzx16CyO6zIwPYdpO9dsTG+PTDMxl8d2Lr42+yZmmc2V6O0Q1/11uZLxBNgKQAhB2bA4NjTJX/z4Nc6Ozy77HFOZAt9/4ySRgM7Hd/feMG75tuOQKVY5NzHLq6cGee30MNOZ/JIRhSvhCsFMtsg//fQ4Tx86y+fv3sbn7txGezKCIt84VgC241I2apHCiXSeE8NTnB1PMTqbZTZXpGJaqIpMcyzMpq5mblvfxc41HTREA0SDfmRJumE+i5+VoK7xWx++FSR46uAZZrKXijBFlljf1sCnbt/M7p7Oi34X8GncvmEV//azKn/x49c4NzG7kL+pKjLbulv5D48+SCIcuO4/a9OyOTo4wd8+f4Cjg5NA7aFpbC6H47gLxQkfFK4QVAyL2XyJsmGyuavlA33/xcYzly/x5z9+jReO9i1Em0ZSWaqmhRDXRugMpzIYtn3JzyfSeSbn81Qt28vhex/xBNg1RghBsWry2ukh/vP3XiG/RI+/q2EkleHZI+fobIyxu6fzujbkdIWgUDYYTmX4wf6TvHziPPny1UUEr5ZCxeCbLx/mYN8Y/+5XPkRvZzPqdS7CLgiviXSeA+dGefF4P2fGU5c84QJYjsvIbJaR2SzPHumjKRbmkds28rFbemlPRgn79Zs+Vy4S0PnKR25D1xSePHCayfl3xL8sSXQ2xPmlO7fy0I71i37fdE1ld08H/8cXPsyf/nAfb49O47iCjZ1N/NGvPUxbInJdX29Q+66en0rz+BsnF8QX1PzOMsUK6UKZ5nj4AxuP7bjM5UvsPzvCY68dpyES4s//p09fM488IQTlqsl3Xj3G80f7LvpdoWIwmy/R0RC7Jl1OKnXx915cIeifnGM2V2JVU/wDH9eVEAJc4VI1baqWjWU7OK6LJEn4VIWw34euaSs+mu8JsGuIEIKSYbLv7UH+02MvUTasn/uch86Ps661gfVtjcSv061Ix3FJ5Yp899VjPHHgNJlS5f17L1dwanSGP/z6U/zp7zzCpq7m69KZ3BUCw7QZncvy4rF+njp4hon5/LLOMZsr8o0XD/HkgdN86b6dPHxLL62JMJpyc/tTBXUfv/XQbUQDfr73+gmGUxkc16UlHubRe7bzyG2bL5tLqCoKvR01wfXfn3qD8fk8f/SrH6WrceUtbD8LhYrB/nOj7D05eMnvDMtmODX/gQkw23EZTs3z7X3H+NGbp3Bcl7ZEhLlciZb69vAHjeO69E+l+dYrRxb9/dDMPJu6mq+JAIv49SU7OZybmGU6U6CrMb6ihIztuFRMi8n5PEcHJjg2OMngzDz5chVVUdjQ0cTDu9Zzx4ZuosGV/RDpCbBrhBACw3Y4NjjJn/z/7L13eFznfef7OdP7oPdeSAIkQVJikSiqF8u2ZDu2ZcdKXSeOk012s0nuTXKTza6TG+8TxzfJvZvikrhLjh1bkmWrF1axgQ0gQfQ+KIMZTO/lnHP/OABIEDMgQKKJxud5IOrBGcy8c8r7/t5f+f5eOLoixhcoN+eFgTFa+8p4fHfj+2rhlGUZGeh3evjrH7xDp8NF+iYl/CvyuSgh3D//3ht87Xc/QVGOJbNoywZElkGURDyhKIcv9/Oj9y7PCYXeKp5QlH969RRHrgzw20/ew576cswG3fvao3q76DRqPnVoFwU2M987chF3IMxnHtjNx+7Zjkl/8xCNSiVQmmvjL5/9AMFY/I7K0xyY9HCmeyTjs5pIpRl0etm/pWrVxyFJMoNOD1994wzvtvfP/T6aTHG218FHDjSv+hgyEU2k+MnpDlJZcr0GnV4SyTQWw9oLn1YU2NFlyY8bmJzG6QutW3j0RmbzWYecXl4518kbF3txBcILXueY9nOyc4gHd9bzBx85RHGudcPOXZsG2DohyTJDU17+9oWjBJYQdlSrBDQq1dxuJSWKiKKUUSm3b2KaC/1j3NdUM5NY/f7BG4ryZ999nUGnd0kl/CvJsMvHN95q5b999H5Meu2GmHQWY3ZCahuc4LmjFznVNTyXY7QSXB2d4k+/+xqffXQfTx9optBm2dC7ydVGpRJ4bHcjZXk2REmitiQfyzKeL0EAtVq4o4wvAKcvRN/EdMZj8aTSimkt8IaivHu5f57xBRBLpDjWMcDT+5vW5ZlOpkXO9jqyHu+dcBNPLczDWgu2lBViyFJ9G0mkGJry4glFKbSvby9iWZaJJdMcvzrIt989T5fDtejr46k077T14fQG+bvfeGqul/JGm9M3DbB1QJZl3IEIPzzezojbv+hrBUCn0XD/9lqevHsrO6pLEID/eK+dn7V24gpEFvyNKCnx+ysjTu7Zuvo7z5Vg1vv11ddPM+zyLcv4Erj2YF17vq5/0OSZnIGbv+eLpzv49P27qC3JQ73BHtbrkWWZUCzBS2c6+OGJdsY9yws3LpVIPMU/vXqKcW+QX3t0L9WFORtuEltrmqvWN6F7oxFLpghmqdiOp1L0TUyviRfF4fFzvGNowe+TM5GG6eD6GBKiJOEOLvTUzNI/4SGeTK+LpynfZqKyMIcJbzBjNWb3uItxT2BdDbDZPOkfnbzMc0cu4glFl/R3oiTRMerkT77zOv/yOx9Dr9l45s7GG9HPAfFUmrahCX52rvOmr93bUMnvPnUvzZXF8/JMfvfDB8mzmnj+6CUmMuT6DLt8dDmm3jcGGEAkkeT1Cz0ZE8azUWAz01RZRFNFEY1lBVQW5JBjNmA26NGqVYTjCUanA0pCelvvTcNzaUnirbZefu2RvRvae+iYDvCNt1p5q613xcLX2ZBRDNNAJM7nP3gPW8sLV/XzNnl/YdBqsBh1BCILPfmiJOMJRXH6Q5Tm2lZ1HMFoghF35uc7lkxz+HI/n75/16qOIRMqQUWe1YTLn9kIC0TjTPiCVBba0a2DkbCnroyOESfJ8MJc254xN2OeALvrytZ8XLPEk2n+473LPHfkAt4MY1wMUZJpH5rgH392ij/82P0bblN9xxlg73UOcfzqEKFYgiK7hQd31HFXffl6D2seLn+Y1893L2poqFUCv/nEfj7zwB4lkfAGWQAV8Mx9LfjCMV44dQXfDTemJxRl0OklEIljNxtW66usGLIMoy4/8eTNXfFFdgsPbK/l4V0NNJUXYjEq52f2HF3/jBl0GvKsJlqqS/iFe7fz8pmrfPOdcyRS2bV3LvSP8ZkHdmNmYxpg53od/OtbrVwYGFuWsapRq9Bq1MQTqVtq8nrkygCCSuBzT+xnW0XRLbzD2nCya5i/+fERXIEwRXYLv/TgHn7xgd3rPaw7lnybicqCHAIRZ8bjyVSa3vHpVTfA0qJELJF5/kik0rzd1rsuBphOo2JHVTGHsxhgoOTRtVSXrIsBtq+hkp+cubpgDQFlHRl2eQlEYtjNax86FyWJn7V28sKpy8s2vmZJixI/PNHO/dtr2NdYuW7VsJm4owywtChxoX+cl89eRRQlmquK2bOOlnsmZBn8kThtQxNZX2My6PirZ5/g4LbqrLlIs+W2nzq0C6cvxJsXe0mJ840KVyDMqNvHTvPGV6KWUXpeyouYBqW5Vp451MJjuxopslvQalRL0u5SCwJqldK66VOHdmE3G/nSC0eyqpsPTfmWZdisFbIMb17s4TuHz9MzPr1oj0GVIFCcY+GebdXsbahga3khBTYzggDptMR0KELH6BQX+8c52jFAJJ686edLsszRKwPYTXp+5eG7qS3OW8mvtyIk0yJT/jBj034kWdkBb2RP5p1AcY6VhtJ8OkYyG2CJdJrecTcP7qhb1XFo1CqMem3GezktSfSMuRmY9FBfmr+q47gRnUbDvoZKDl8eyPqa/slposnUuhg5TZVFlORYmfAEMxZS9I5PM+L207IOY3uvc5hXzndljPIsh5Qo8v/99CT/+l8+gVm/cUSP7ygDzOUP4/SF5rwZpcrCAAAgAElEQVQoOo1mw02+8VSKcW8go7seIM9q4ou/8iR31ZWh12oWvVEEQaDQZubp/c1MeINcHBifd9wTiuLwBN4XrUAEQaA414KAAFmMsOlQhGA0gU6rxriEyrMbUQkCORYj9zfXcr7PwTs3JOvOEozG17wA4GaIksQPT1zmR++1M+L2LdLaRsOO6hI+sr+JvY2V2E0GdBo1GrVqXiVQrtVITVEuT+xu5Lc/eA/vtPXx/eOXmA5GFm27kxYlXjvfQ6FNkWDIt61vcu6N+MOxOeMLQKNSLStRfpPlU5prZWt5ISpByPjcJFMiA07Pqo/DpNdSbLcwGM8choyn0rzV1sfvrLUBplVzYFsVapWQ9bkdmvItyfu/GmjUKvY2VtDv9ODNkF/VPeZmxOWjZY3XkVG3j9fOd3N1dOqmrcCWQs+4izcv9PLU/qYN03d14/jiVgBXIIwvcu0G0mnUG+ZEzxKNJ3G4/RlNjByTgf/7l55gb335TY2vWVQqgT11ZexrrFwQagxG47gzJOlvRASgIj+H2pK8rJozqbTEj09e5nuHLzJ6k+KFbKgEgTyrkYd3NmQfiyDABhKiSKZEvv3uBb5/7FJW40ujVrGnroz//qlH+OIvf4AP7FHEVK1GPXqtZs5TOPujVqkw6LRYjXoqCux86lALX/3PH+dTh3bdVFYhlkzx6vluWvsci3rh1oNQLMHUdaEetUrYVPJeZfRaDVWFudSWZPaIJtPikvpp3i45ZkPWMYAiPPz2pR4kSc4oPrpaqGY2yrvrsqfCjLh8xBLpVT9HmRAEgUPNNVmrc90zvYkzhShXi1Ra5NXzPbT2OjJGI3QaNS01pfzRxx7gW7//Kf79/3yWP/nEQxTnZNd6EyWZH77XTiyRWXx2PbijDDBPKErgOrV0jVqVVeNkvYgmUxkr1iwGHf/Hxx9kX2MlWs3yhC91Gg33N9fSUj1/hxKOJ/GFl1Yxst4IgoBWreI/PboXvUbNzpoSKgvsaG6I14fjSV4+e5XvHbnA0NSt6V3ptRpqinOzHrca9WwUtYVEKs033m7lhZOXGfcGMhpfVYU5fP7Je/iLX3yMx3Y3UpJrxajXLkn7RpjJnbMY9dQV5/H5J+/hz555hKoC+6J/P+ENcKZn9JYN4dUiHE8wHby26RAEYc3b4Py8IQgCFfk2dmXxkEiyTCASX7QScCXIt5oXbTkkyzLj3iBtQxO3lAN5qwiCgF6r4bFd2Td94XgCdzBMSlwfL1hjaQF1xXkZHRaSLNM95r7l+fZWONMzyumu4Ywi3MU5Fn7l4bv4q2ef4Bfu3cHOmhK2lhfyobu38V+eOrho1GvA6aG117Gu/Tev546amXzhKKHryqFlWDSnaD2IJ9NM+UPzfmfUafmFe3fwSEvDkj1f1yMI0FhWQHNlMWb9tZsvmRKJrXKF3I1IskyXY4p/+MkJfuuffszn//kF/vfPTtI7vrT+lg/urOMLzz7BXz37BP/rVz/I3saKBSrj4bhSLfmD4223PCkslohZnm/fEImaiVSab759jp+2XmXSF0K6wfjSa9U8truBP/7EQzxzXws1RbmYbiO/QaVSkW818UhLA//jM4/TXFWMJovxIkoyV0ac9E+ujcbTUokmUvN26tKMVtomq0tJrpWd1SVZOwIk02mGp1a3MbfdZGBbRSH5VlPW16TSIm+39S14llYbrVrN/dtrs2puyTKMTQeyFhGsNjqthoPbqinIcu56xlz0TbjXJDXDH4nxTns/vTPyJddTWWDn2Qf38OyDe6guysVq1KNVq1GrVNjNBvY1VvKxA9uzvndalHi7rZdYcm3XxWys/yqzgoTjyXkGR1oUN4ylO0s8lcZ93Q5dO9OU95cfuuu28tX0Wg1NVUXUllzz7KSltf/+3WMuvn+sjZfOdHC+f5zzfWOc73fM80pkQxAELAY9D+6oo7Y4j+bKYv7go/ezp75swcQeiiV4/UIPL57qWLYXJpkWGfNk/5vmdWoLcj2ptMi33j3HT1s7cfoWNoEuybHw64/s5Xc+eC/7GirItRhXzGg0G3Tsqi3jjz72ALtrS7MuqpPe4IYLcSdSacLXbcIkWSaxTiKXa8V0MMLLZ6/yx996lc//8wv8+ffe4LXz3UhrGB7WazVUF+Wypawg4/GUKDHgXF1jXa1WUZ5vZ+8NTdGvR5RkDl/un9PdWisEQZHMObClKmtyw4jbt66Gwb3bqinJtWZMAfFH4nSPuZm8zWT4pXC8Y4jLQxMLzkWR3cJT+5p5en8z+VbTAlFoQRAosJn5wF1bKbJnb311ptfBdDC6IdIn7igDLJpIzlMUTqbEdVMYzkYylZ4XFsyxGPnlh++i+DZ7pQkCNJTmU1N0LQdCJQhrqlweiSc50z3K8auDBKJxRElCRibPYqIxy8SciVkvjkatorGsgN/90EF2VJegvcEbE4jGefV8F6+c62LSF8rybgsJxxKcuDqc9fi926rRa2/fABMlpSnwhf4xLvSPLfB8ZkOSJJ4/domfnu3E6QstML52VJfw2x+8l2cOtVBbnIdhFXKcdBo1O2c+Z2t5IeoM91FalDZctWgyLRJJXKuCS4sioRVu4r6RCETivHWpl399s5WjHYO09jk40zNK38T0mlZ6CYJAWZ4tq+RPWpTWJFxdnGPh/ubaRVNPXP4wl4cnsibErwZKioWaJ+/amvW6THiDxNfRACuyW9hVW0ZOhmpHSVZ65nY6plZ1DC5/mONXBxnzBOb93qDV8NDOOp7a10SexZj1HKpVKioK7Dy6SLg3GI3TNji+ITZmd5QBFk+lSaavndRQLIE/S7XhepEWJcIxZYHQqlXUFOVxd0P5ikyWRXYLxTnX2sXoNOo1TUC+MuLkVPfwvHNeZLdwV335omGBxVCrVDRXFfPZx/dRV5K/IC/JE4ry07NXefNiT8YKnhuJJ1N0Olyc6FzYOBiUUG5TZRGa28wdjCSSHL86xF/94B2+/OIxvvziMf7uJ8cXlR8BJRTxo1NXePHUlQXGl0oQeHBHHZ/7wH4e3dVAgc28qqFSrUbNrppSfuXhu6gpWpgzp9dqFm1CvR6kRGleNVk8mca5RMP3/UjHiJPXL/TgmPaTSKWRJBmbUU9TZdE6qKqb2VFdkrHqVJSkZW2SbhWDTsuW8sJFhUMlWebIlQHS4tpGB9QqgQNbq8jLMhe6AxES6xixUatVPLijLqte24jLx5VhJ/4MeVkrxfGrg3SPuRZEbu5uqODJu7ZSmme9iTIA2Ix6Ht3VgG6RTfS5vrE1T8/JxB1lgKVFCVG8tmD5IzGmMzTrXE8kWZ7zGoiSzKQvqOQkrIA7XJLleYUHZoNuzfrOecNRzvSM0HlDj66a4jwONlXP9bC8FbRqNXsbKvj0/bsoz184OTh9IX5y5iqHL/cvqmclihLDLh/fP3YJbyjzJPKJgzvIMRtvq3mrJMt0jk7x3JGLnOwapmvMRdeYi/5JDwbt4gbxmxd7+MHxdsY88xPudRo1T+1v4tcf3cuBxipsJsOaLLA6rYaDTTU8effWBV5ak167Kt6320GS5nvlookUI67VzT1aLyZ9IU51j8zLr9SqVdQW5y0ahlsttGo15fl2tlYs7JQgStKahKtVgkBZvo0n9mzJmr8I8F7XMLE1DkOCQK7ZyP7GyoweZW8omrVh91qxpbyQ5qqijEZ0PJXm0uAEl4cnV+WzJ71BTlwdmlfFDFCRb+OhnXU0VRYtacOpUauoLMhh+yIFGZcGJ4hsgGrIO8oAE0UZSb42+frCMcamA0SXIDK5Vijl/0oipiTLOL0hvn/0Ei+fuZpRBG+pTPlDvHS6g+MdQ3NJx3kWE+V59hUZ9824NDDB2R7HPAMo32qipaaUqoKc235/o07LIy31fGDPlrnGqrPIKPkTL53p4ETnUMa8N0lSQiDPHbnIpRv00mbZUlbAQzvqbzv/a9Ib5FjHIFdGJueMAaNOy9ayQqoKs5+Ls72jfPvweUZc3nnGl1Gn5RMHd/LsA3vYUVV8Sxpot4PVqOdDe5vYU1c2z6NaYDNvuMbSkiwjXjcHJFJpRt1+XHeYFywtilzoH+Nk1/C8NIviHAv7t1Suy3URBOXz765faPxJsjwvN281Met17KotZXdtdi+Y0xeid9x9W3PuchEE5efx3Y0ZjcNIPLmm48mESa/lUFMtZXmZvWD9k9Oc7XWsSnX9kSsD9Iy7583fGrWKe5tquHdbNSb90nKkBUHAbNBxf3Nt1te4A2EmvMF1L9C5owwwQWBGyFMhmRYZdvkYXMPy2Zth1Gkouc7Fm5YkBpwevnfkIs8fuUgknlyWVR5PpjjbO8o33jrH949donfCPZdcWJJrXRPV50lvkNPdIwxOzRdbrC3J4+C2anQrpMWWazHxkQPb2ddYsUCrSpJkesaneel0B+d65+tTpUWJAaeX7xy+wNGOwYxufrNex2cf30eh3XJb3q9kKk370CTHOgbntTsqsJl4cEddRo0tSZbpHXfz9TfO0jvunmd8WQw6njnUwqcOtdBQlr9i53K5WI16Cu0WDNd9fkWBnZLc7Lo768GsrMYskizjDoY53z+2jqNaeXrGpzl6ZQDH9LW8KpUgKB7nbdXrpvSdYzbSVFmE1aif93tZZs2ERlUqJR/tw/u2ZQ2RS5LM2d7RdfE43dVQTr7VvCDZPZFOr3l1Zib21JWxrbIoY/pKNJHiYv8YFwfGV1SzzOH2c+Lq0IJira3lhdzXVLPsNlZGnYa9jZVZ53JJlhmY9Kx7HtgdZYBp1KoFrt3+SQ9nekY3TDK+zWyg6QYXvSjJDE55+P7xNr7+5llG3f6bhiTTokj3mIvnjl7i62+c5bUL3Timr4WtLAYd9SX5VOSvrgdMlCTO9Ixyvt8xb4K1mwzsrC5hS/nSk++XQlVhDh+/dyfNlcUL3NGptMjl4Ul+dPIyFwfGkWSZeDJF+9AE33j7HO+0982TKZlFo1bx9IFmHthelzE0sBz6nR4OX+5nbPpaEqlOo6a2OI99WyoXvF6SZab8Yb72xlkuDY7PM75sRj2fOrSLZ+7bSVVhLtp10LRLpNK09jr4xluttPY6iM4kCWtm8hdLN5gBplGpFvTT84WUsvbVzF1ZSya8Qd661MOF/vm9QAvtZu6qL6dslZ/5xdBq1JTl2RYU3QgCa1pZbDLo2FNXzl0N2cVPW/vWXg9KEARyzEZ215Yt0DjUqtW3tflbKXIsRg411VCRId0DFNX+Yx1D84z/20GWZd5p76NvcnqeR8qk03KouZad1SWLhpMzoVapKM21Lmq4DTnX3wDbWDLxt4nZoMOo05K6bpGdDkY42TVMU2UR926rXvcbPN9iYm9jJW+39c17+GVZcYv/+ORlJr1BnrhrK/c1VWO4QRcsmRbpm3BzoX+MS4MTXBl2Mh2KLvCa1Zfms7exYtXDVX0T05zoHJpncMx+/j1bl+42XiqCILCrtpSn9jXhDSsNx68nmkhxrs+BTqMmGE0QiStyFRcHxjMa4Rq1ivuaanj2gd1Z+24ulelghBNXhzjXNzbPgM63mrh3W/WCQgRZlglG4nzn3fMc6xiYZ3xZjXqeOdTCJw7upCTXuua6ZIlUmk7HFK29Ds73j9HpmJorHgGomZEcsBj0i7zL2mPQabCZ9PNK2OMzXslXz3Xzqftb1sWQXSlGXD5eOd/FO+3985oTC4JAfUk+h5prl71YrTR5FhO7a8vmtUZTC6qsGlOrwWwv1I/s387loUmiGRKuByY9+CNxbEbDmlaLAxzaXsPRjoF5BkeuxYBWszF8InsbKjjZNcKYJ0DsBs9lLJnifL+DxrJ8njm0a55X/FboGXdzrGNwgdL+juoS9m+pzFq0sBiCIKDXaWiuKmLcG8j4mnFvcN1lqu4oAyzPYsJq0hO8QQeoZ9zNC6euYNBp2V1buq4imyaDjh1VxeyuK6O117HgeDie5M1LvTimA/SOu7l3WzXNlUWEYgl6xt10OqboGHHSMTKFNxTN6CnLtRjZv6WSHdUlq/pdgtE477b30z40OW8isZn07KotZXtl0ap8rl6r4YEdtTim/QSjcaaD8/MRwvEkp3uUySOZFhmY9GQ8T1qNmv2NFXz2sX1UZ6jyWw6xRIqzPaO8e4OnRSUIVBbkcOiGfARZloklU/zkzFV+1to57/yZ9To+cXAnn7yvheIcy5rer9FEks5RFxcHxmgbmqBjdEppkn7d6VMJAvsaK2mqLFrzhetmWAw6CmzmBYm8vnCMF09fIddi5LHdjRuuenMxZFlmOhjh6ugUx68OcbJrGOcNFYWFdjN7Gys2RIN0u9lAc2UxWo16LsSn0ajWvAm2Uaflrroy7t1WzbsZ+r5GEykGJz2U5lrRq9Z2KdxbX4HZoJ9nGFYV5m6Ytln5NjP3NVXT5Ziid2KhftukL8SRywM0lBZwz9bqrO3jbkYwGuel0x0MTHrmeXNVKoFtFYWU59lu2WmiUaloKM3n7ba+jMddgfCaV8LeyB1lgJXmWsm3mhe0+onEk7T2OhAlGf/+ZvY1VmAzGbK8y+oyW6Xzkf3N9I67s8pkdDqmGHZ5uTriZGdNKb5ITFEjnpwmEktm1ffXaZSKwYd21GfUc1kp0qLEqa4RjncMLojbV+TnsLO6BOsqnuN8q5kP3r0NVyDM4csDC6ofg9EEV0eza9boZ5Sff+mhPYuWrC+FVFqkbWiCV851ZVSGD0TjXOgfI5ZMUV2Yi0GnIZFKc/zqED840Ub4urEbtBo+es92Pn1o7YwvWZZx+kJKtabDxeXhSTpGnEo+YobXN5YVsH9L5W1r160GuRYjlQU5C669KCkVsN9+9zzhWIJHdzVsuEbi1yNJEp5QjDGPn+EpH70T01wemmDQ6Z0LA1+P3ainOMe67h5+UMI/NpMeu1HP9Iw0jF6jue3nbLkIgkCe1cQv3LuDSwPj8zyGs/SMu9m/pXLNewabjTryLEY8ochc3ldz1cLcuUx4ghFC8SQFNtOqeqD3NlRwYWCcCW9w3hwFSg5d97ibn7V2Umgz07AMncdZEqk0b1zs4WjH4MLUEBk6HS5eu9DNzupSGssKyDEvr/Jbo1ZRnp+96MkXjq27jqH6C1/4wmLHFz240VAJAt1jLgYmPQuOJdMiE94gwy4v0UQKQVDCPOuR1KxVq8kxGwnFkvRNTmdV5E2JEqPTfi4PT3J5aJJJX2hRl6laJbCrppRnDrWwp6581RZvpQJrnB8cb6PT4VogaGgy6LCbjZj0WixG/arlfuRZjFiMeiY8QSZ9oSUXL1iNeh5paeCXHtzD3bdZrp9MpWkbmuQ/3mvnXJ+DZHr+tZRRxDK7x92MewJM+IJ4Q1FG3X6+c/jCvBCqRq3iqX2K1MRqhx0lScYbitHlmOJ0zyhvt/Xx2vkeDl/uZ9Ttz3qf5VmMfPzgDh7cUYdlCYvFWqMSVEz5w5zvG1tgPEqyjC8co3fcTXim2MVuNqBbZu/V1SCVFnEHIgy7fHSMOjnTqwgaH24f4O1LfZzrd+D0hxet2kqLEilRwqjXYjXo1/Q7pUUJXzhK38Q05/ocnOgcZtDpIZ5KIwCFdgu/+cR+7Gu88VWrVNhNBpz+MN1jrgXHC+1m7t1Ws+qeJ1mWiSZSDE95uTQ0wZErA3QMOwnPbKb1Wg3PPrCbhtKCRTUIk6k0p7pHeKW1E284hsWon+ldu/LX2qTXgQBDU94FHmVQ7llvKEpSFKnIzyFnGZW3sWSKd9r7ee7oRcY9AW6sPZBRch27x9yMuHy4AmH8UcVg0mnUS3pmZWTC8SQ/be3MeFwQ4Bfu3XFLIc5b4C8z/fKO8oAV51qoLyvA3jOaMeE2mRbpdLgYdfu50D/G3sZK6kvzqSrIoSjHsqTdx0ogyTIGnZZD22u4ODhG7/jiLTqWEqfWqFVsryrmmUMt7N9SuSpGTyyZYtIbpMvh4pXzXbQPT2Yc24jLx49PXqZ/Ypr9WyrZXlVMdVEudpPxll3V15NIpfGFY0z5Q7j8YQRBWPL76jRqmiqLeOZQy6Jl6jdDlmU8oSiXBif46dlOzvU5FuRKzJKWJCa8QSa8QY50DFCRb8es19Ex4pz3uj115fzyQ3etivE1W5DgCoSZ8oWZ9IUYmvLSPeaiZ8ydsentjRj1Wh7cUc9DO+oXSIFsFGwmPY1lBZTl2RaoacOM9Is/zHNHL9I2NME9W6vYWl5IdVEuJTlWTAbdqnmRZFlGkmUi8SSBaJxANE4wEscXjuEJRXH6Qkx4g4x5Aox7AsQSqSV3svWGY7zb3k/XmIt7tlZzd0M5W8oKKM+3r7h3R5QkookUgUgcXySKJxjFHYgw5gkwMOmh3znNpPdaiFSv1bC9qpjyLNIGq4kgKLnBH9nfzLGOgQX6f/2THjodU+yuLbvtHNBZJFkmmUoTiMbxR5RrOx2IMukLMuj00jc5zdCUd17FY0NpATVZmmFfz6QvxKmuEX7W2snZXge949Mc2FLJ1vJCSvNsK3Kt06JEIBrHHQgTjCYWFAtcjycU5a1LfSDDU/ub2Vq+uAEJSs/Lk13D/PBEG8Mu/6IdCQLROK19DtqGJpTijvIC5VzNPK+zUjhK95T5f6sSBHIt2Q3+ZFpc0UrOW+GOMsB0Gg176so43+fgbM9o1slLyREa5Xz/OFWFOTRXFVFdlEdZno1cixGLQYfFoMds0KLXaNBp1ei1GlSCkPUBlWWQZEUEMpkWSaWVPoyJVJpYMqX8JFJEEymCsQS+UJRJXwi1sDILrVatpizPjlqtom9iGpNeN1eUoNOo5ypE1SrVgu8gy0rLclGUlHGLyrjjyTTRRJJwPIk/HMPpD9M77ubCwBhOX2jRB8cXjnHkygCXBsfZUVXCrroy6orzKLSbsZuN2E0GTHotWrVqTqRVlmVkWUaUZJJpkXgqRTyZJp5KE42nCMbiBKPKgjXuDTI85WVg0oM7GFmyK1mlEpBlmYv940z5QuRaTNhMeiwGPUadFoNOM3e+4JphJ8uK4ReJJ/CGo0x4Q1wdcXKsY5D+Sc+S9XuSKXFB4cAsNpOes72j9I67sRj1c9fPpNcq11GrRqdRxqdWLbwXZVkmLUkkZpqwK9cuQSASxx9RJtRhl4+hKS9DU75lVQUadVrub67l4wd3UF10+7puq4VapQiRHmyq4ccnL2etJhYlmfahSdqHJqkpymV7VTH1JfmU5StzgNVowGq8dk/otRo0atWiZe2zz34ylZ737EdnrkU0kSIUSzAdjDAdjOAORHAHwjj9YbyhyAIvwHJJz2jdTXiCnOwa5u6GcrZXFVORbyfPYiLXYsRm0qPTaOYS9QVBmHvmJElClGRESfke8WSKWFL5DvHktXksHEvgCSlGl9MfYtwTwOkLLQhTzWIx6nlsd+NtiTHfDlqNWtH421nPi6c65h0bnvLy3JGLDEx6qCvJpzTXSq7ViNWgR6NWzZ0f6bpzlJZk0qKozE3zzpHy/5GEMl+6AxGmAiEmPIpRfWOS+fU8tLOOPIvppgbggNOjSA3JMhPeIC+fucq5Pgd315fTVDlzra0m7GYDFoMOg06LVq1eYJyIkkQyJSr3ZzJFNJ4kOLMp8EViTHpDjLr9jLp9CwqsbmQ6GOGVc124AmEeaWmgvjSf4hwLVqMBtUpAlCSC0QTToQgOt5/WXgdvtfXhC0eXbADNSkoNu3wcuTxAod1MXXEeFQU5lOXZKLJb5u5vs0GHWa9XhKIXEb7eCOF64SZhm/UXJVkmkXiSH528zPNHL+JahvKygDJRlOfbKbCZyLcqlrVyMbWY9Lo5Y0EQlIsnc21XK0nKTR1PzT6Uyk8kdu3G9keUHZEvHFvx6gutWoXdbCTfZpqbbPMsRmyzho5GjU6tRqtROserVdfGPzvpptLi3EQbjieVVk7hGNOhCJPeIJ5Q7JYbmGrUKgpsZmqLFemCklwruRYjeq1mripNkpXJTRQlInHFeAjFEoRjSXzhmOK98YcIRhO33TlA2R0ZKc+3U5xrId9iwmYyYDXpMem0c4uUcp2VcxSOJZTw4bSf7jE3E57AircOEVAkPApsZnIsRnLMRuxmw9zEYtJpMeq16NRqVKoZg0BQQoqzC2cknpwxumavXYgpf4hAJH5LD7TVqOfebdX86sN3rUibptUmmRY52zPK3798PKuxm408i5GSPBvFdgsFNvPcQmYx6NFrNahVSn/V2YVSkmY3DRKJ9DXDN5pQnqFANE4gEsMXieMPR/GH47cttikIAjqNCkmSbyokqddqqCywU1mQQ0WBnSK7BZNeO2NQqpFkCUlU3ictiaTSEilRWZhD0cTMpidBMJogFIsTiChz2VLnL41axa7aMv7+N55a1ZzUm5EWJa6OTvF7X31pXpHWLFq1mrqSPBrLC6jIt1NoM2PUaREExVhPixJpSSKdFpV2VzNN34OxBMFofO78BKMJApEYkWW0uSmyW/jyZz/Mjqrimz5bPzjextfeOIs3gxCqUaehsiCHqsJcSnIt5FvNyiZCr1XuW0FAlhVDPS1KRBPJuevpDUdx+cM4fSE8oegtrU8qQSDfamJXXRmNZQUU2S3otRoSyRRTM5u/9sEJnP7QinqeVIKA1aSnfMYQy7OayLMqa6BKEPjSC0cz/l2Bzcy//t4nqStZk8KVjNbeHWeAgaLW+/yxS7x5sXfR1jTLRQBUqllPknIzizOT70YQ0FsqGrUKrVqNNONxSonSurZkmN2Nr3dC5I1oVCrUatXMOVp/d/X1zN6LGrUKAWVSFUVpxR/Y8nwbB7fV8Mx9O6kvzd/wxtcs08EIP2vt5LuHL2RMvr5VVIKAelZvUFY2XekZI2y1EVCKDGqL8ynLtzI+HeSqY+qWtIwEQKdVkxJXd+7Ks5r43BP7efbBPav2GUslmkjx3597I2NFZCZmNQElSV7VhfDT9+/itz5wYElh/X97q5WvvXFmWQaSICgGplqlGO3JdHrNFoFsOyoAACAASURBVHaNWrX06IQgrEhLvqW+567aUv7Xr3yQioI10c3LaIDdUSHIWepLCnh6XxOBSJwz3aNEEitjhMkoE+4GsxOWTVqUVtTYsRh05NvMc6GJWxnPSmI26DBoNYRiidvyNKYladneCoNWQ67ViCyBOxheNEx7O1y7F1fnZrQYdNQU5/LBu7fx5F1bybfePDyykSiwmXlizxZc/jCvXejOWm28XCRZRkqLrGUbX7VK6SFYnm/nroYKHm1poLYkj3N9Dr5/9BKXRyaXrTIvw7xODauBVq2iviSfR1oaVvVzlopOo+Jj92zneMfgklrQrNazez1Fdgsf2LNlycUJMss39mV5No/49q73rCE3u2lfCkud24tzLFQX5eIJRhj3BFdMOH0xg25bRdFcW8D14o40wASBuQRrjVpFa69j0fj7+wEllr6BXDAzqFUCexsqeHRXAwNOL29e7GEqEF4Xj6BJr6Ukx0pLbSnFOVauDE9ydXSKQHRlFt+boVGp2FZZxOO7GhElife6hhlx+ZQmu+8Tq92g1VCWb2NPbTlPH2imqbLotoUW14uyPBu/9PBdALx7uT9jJddGxqjTkm81UZ5vZ09dGQ/sqKW+pGBu0bivqQatWsUPT7RzaXAiY5eH9UCtUpFnNbKlrJAP7d22YdpVqVUq9tSVYzbo170rgnUm3eWxXQ00lhUsuWjKbjJgNxsXSP+sNhaDjsrCHMpybbiDYbrG3CvWxsli0PGRA808tbeJ7nE377T10TPuxhUIr1r7Kq1Gzb6GCswZmo6vJe/PmXUJqGYeNrvJSEmOlSNXBpjyh9e99cByMGg12M0GcsxG8iwmpkMRnL4QkXhyxV21t4JGraK2KI8P7W3ikZZ6/JEYBTYTr5zrYsTly1oVuJIIKB6vApuZ5qpiHt/dyL6GSkwGLf2THl463cF7nUO4ApFVvfYqQaC6KJeP7G/mI/ubUakEHm5p4OiVAc72juJw+/GFY4Q3yLW7EbvJQL7NRENpAR+Z0cozbBBRyFtFEATK8+x87gP3UJpn46etnYx7AhlV0TcKBp2GHJORHIuB+pJ8Dmyt4p4tVRTazQuS2HUaNQe31ZBrNvLjU1c42TXMdDCyLhs1ATDotORZFU/dPVureGLPFioLNk7BhiyDLxxdtzVAo1KRYzFSYDPTUlvCRw9sZ2t54bI6M9QW59FQlo8nFFn1lIjZvOgiu4VdtWV88O6tNFUU0drn4HtHLtDlcN22p8qo0/Lgjjo+emA7Ffl2aorz2NdQyZmeEY51DNI3Oc10MEoknljR+3preSE7qkvWfXN5R+aA3UgoluBcr4OftnbSM+7GF47Na1WyUdBr1Bj1OkU/ayYEtKe+nHu2VFORb6fT4eT1i71cHprEFQgTXEYy7EohCAImvRabUU9lYQ4fPbCd+7fXzrnQE6k05/rGeOl0B5eHJ/GFV8f7o9OosRr15FvNtNSU8EhLAy21pQukRILROK29Dl4517Vq114R/LPzqUMtfPRAM1bjtXCCLEMoFqdtcILTPSNcHZ3CE4wSjieIJlLr1gpDQJGVsBr15FqN7Kuv5OGWenbWlMxUTb1/wo1LIZlK0z3u5ofH22kfnsQbjq5ofuitolWrMBl0WPQ6zEYddcX53N1Qzv4tVZTn2ZbsGXEHwrzd1ser57sZdfsJRW+t4GI5qFQCRp0yV83mph1qruHAjMG40Uik0vz7sUv8w0/fm/udUachkRJXZVOk5NlpsBh02EwGinMs3LutmkdaGqjIt99SF4lwPMHLZzv53uELTPnDqzJurVqF1ahsyHbXlvHEni3sqC6eayuXSouc6xvj+8cv0T40SfAWIwxWo557tlbxe0/dR1VBzoLzEYknuTLi5MTVITpGnEwFwoRiCWKJ5G0ZY1ajnj/95MM82tKw6q36ruPnJwk/G4FInPP9Dt5p76fL4SIYixNLKCXWa+mVUKuEGTE5RVJAp1Vj0mupyLfTWFZIU2URu2pLybWYMpbKDrt8nOwa5kzPKKNuH+GYspgnUukV3/2qVQJ6rQaDVoNBpyXHbKCpsogDW6q4u6Eia27QdDDC0SuDvHmxh2GXl1AsQTx568mfKkEZh0mvxWzQUlOUx/7GSu5rqqGyMOemC1UwGudsr4PD7f1cHXUSjieJJJIkbmdMKgGLXkdtSR4fv3cHj+1qXFScVJZlwvEEl4edtA1O0OVw4fD4iSfSxFMpEimRRDq9KuFbQVBkWgxaDUa9FrtJuY5311dwqLmGXIvxjjO6MpFMi7QNTvD6hW7aBicIxhJEE0liyfSqJ9Jr1Cr0Gg16nVr5V6uhJM/GjsoidtSUsqOqmDyr6ZY14NKiInHyyrku3uscxhNSDP2VyLGczf/RadQYdMpckGcx0VCaz576cnbXls4YFRujl+GNyLJMIBrnd/7lJTod17okHGquwR2IMOkLEo7dnndao1LNSRbNGqZVhTnsqi1jb0MFWysKV0Tfzx2M8Nq5Ln5y9ipOX2hZenHZ0GvVGHU6zAZlHTqwtYoHt9dRVZSbsW2XLMsMT/l48cwVjlwewBOMZuzQkAmtWkWe1cRDO+v5jcf2UZhjWVQSQpaVDUb78ATn+8boGnPjDoTn5FESqaWv3wathqcPNPNfn7pvrbvhbBpgs6RFEac/TGuvg/ahCXrGXPgjcVKiUoY9W1EmyvJcmfmsVtb1CDP/EVDK0lUCM/8qpepqlUr5V1ChVgszD6iGHLOB8nw7VQU5VBXaqSrMpa4kD/My20rMtldpH1Jax/RNTOMJRhQdMlEkLUozidrK95Bu+B4CM+OdqepUCUpV3eyPTqOmwKpIR2wpVwzDLWUFmA26JS/W3nCU1l4HR68M0OlwEZ5JjE+lReU8z5zfG8eiVqnQqNVoZ8aRazHSUFpAS20pd9WVU1FwawKTqZmOCK29o1wYGKdvYppQLEFqprx89pzdeL4U6RHlvGg1KgxaDYU2CwebqvnQ3m3UleQvW1dGkmR8kRido076JjwMTnkUfa5wjOTM9UuLIqI4U2k7IxmijEmeC0HMnrtZeZTZ6kiNana8aqwzORxbygppqSmhpbZszYSHNyKSLOMNRTjZNcKlwXGujroIzXiUrz07M9pYs/fBdRPA/GdfOf+zz9D8e1i5DnqthgK7mdqiPOpK86grzqe+JI8Cm3nFDd+UKDI+HeDw5QFOdg0z5gmQSKZJptOkZu/vme+jfA9l7pq9d9RzlZ4z98+Ml64010pNUR6NZfk0VRRRWZiLae08CLdFSlQM79/8xx/P+/0//tZHqSrK5SenO3ivawhPMEo8lZ6bn2RZefYFlLlJJVy7turrnjGDVkOBzUx1US51Jfk0VRTSWF64asr/8WSKKyNOftbaSdvgBKF4kmTquusr3TDXz96jglLBOzsvaNXK5r+2OI9dtaXsbaygoaRgyZ6hWDLF1REnL5/t5NLgOOFYkkQ6TSp97T5TPk8x3o06LXUleXz60C4ONtXcUhJ8KJZgwOmhY8RJt8PNgNMzF2lJpa9f92bWl5m50qDTcKiplj//1CPrseHcNMAyIctKpYbTH2TI6cXh8ePyhXEFIwQicULxBNF4kuTMhZUkGUFgRg9ImaRmd4XGGY0mk16Hzagnx6wkTOZajBTazBTlKNpCq9X2Ii1KTAcjDLu8ONwBnP4Q7kAEXziq6GnFk9e8ZDJoNSr0WjUWo54cs6I5VZxjoTTPSnm+ndqiPHLMhhXZ1YqShDcc4+qIk+4xF8MuHy5/GH8kTjSZnPMG2k2GuTyJ8jwbFQV26kvyKc2zrXgD5Vl5iUGnl6EpL+MeRa3eG4rOXfvZRUunUZNjMlKUY6GmKJed1SVsry4hbxUe5Omgot014Qvi9AVxB8L4wjMaTLE48USapKgsEpLM3AJgmPEQ5lqUcRbZLZTk2qguyqGqMGdRUcKfd9KiNKfkPubxM+kNMR2MEIjGZ7y3KZJpCUmSEATQqNVzci6zi5jVpMduMmAzGcgxGyi0mynOsVKaq+gT6bRrL+GRTIuMuv1cGZ6kb3KacU8Alz+ieP7TKWX8GjUGrQbrTFubHLOBfJuZ4hwLJTlWyvJsFOdaN0yj6OUiyzL+SJwv/se78xozq1UCP/nzX6OiIAeVIODyhznX76B9aHKu/Y4oXWt9YzbosBkN2E0G8qzKM6ZcX+Uc2ddB5ywtSrgCYcUYGXMx7g3i8iuhusSMISkIAnqtGoNOS67ZSL7VRHGulaqCHKqLcmkozb/tDhApUcTpC3G+b4xOxxQOdwB3UMm7tZn0lOXZaCgr4J7GKnbUlMwIgq/MOUim07j8YUZcinDshDfIdDCKJxQhEE2QSCmpHnfVV/DHH38Iq3HpDoQVZNMA22STTTbZ5OeLZFrk4sA4v/MvL84LVdWX5PPN//rMsnoYbrLJLfLzowO2ySZryewm5lZ2VddvgO6EHKzbORebbLLSyLJMIBLne0cuLsgT2lNfhkazMXPWNvn5YPPu22ST20CWZcS0iHQLic6yrISCY6H3h0adfF1OZLbj6ZRIMr7xKow3+flDlmXiyTTn+x281zm04Pjd9RXLkoDYZJOVZtMA22ST22BycIp/+9Pnef0b7y77b2VJZmJwiv/58S+vwshWHu+kn4tvt+MccmU8Ho8kOPrDU/z4719Z45FtsslCJFlmxOXjH14+seCYQath/5bKFc8r3WST5bAZgtxkk9ug/9IQl491IqbS+Kb85BYvXXgyEUvy5rcOM9g+vHoDXCG8Tj/f+LPnOfPKBR769H18/L99mIrG0nmvGel0cOrlVmz5G0P5fJOfb6Z8Yb7yxpmMHRAONtXM6Vptssl6sekB22RVCMcSvHa+m397q5XwBmmRshpIkowkSjiH3TiH3cv6W5VKIK80933RyD0ZTxILxUgn01hyzRjNCyUsDGYDZrtpXRu7b7IxCMcTHL7cz5dfPLZiff2WgzsQ4T9OtmcMPQI8vb8JnUa1rrmKXY4p/sfzbzI27d+Q3TE2WX02PWCbLMqIy4coSZTnL113K5ZM8XZbH//2VivJdJpwPMFvPr5/UZHSjYZn0kdOoQ31TUIUepMOg0VP3a5qandWLeszVGoVJTVFtzPMNaOwIp/f/Jtf5snPTlCxpSyjp89sN2EvtBHyvr96Lm6Snb6JaYx6rSKjscRwXTSR5FTXCH/3k+PEZ/TH/uhjD65Z42NXIMwPT7Tzg+PtGUVoKwrs7G+sWhlR1EAYbzhKZUHOsjxqw1M+/vIH78zJXfzJJx6mpij3ltTxN3n/sukB2yQr7kCEL71wlD/5zmuc6xtbUmPUZCrNu+19fO/IBSa8QdzBCK+0dvH1N88Siq1NU+zbZbhjlC/+4j/w3F+/QGA6uOhrDSb93I/euLyQhkqtoqA873aGumaoNWpK6orZ8+hOSmqLUKkXTh1GiwFr7sZrQbPJrTHk9PKV10/zZ999nZOdwySX4MmKJ1Oc6Rnln145yZQ/RCAS461LvXz5paPE1qAHp9MX4gfH2/nB8baMLcc0KhWfeWA3Rr2GLMoAS2Y6GOHls538+ffe5Nvvnl9SaytZlpn0Bfmf33+L/olp4sk0FwbG+dsXj9I/OY0orXzbtk02LpsG2CYZCUYT/O2LR7k0OE7/pIe/e+kYZ3tHFu2jmEqLHL48wHNHLjHs8s2pbU+HIrx6vpuvvHaGQGRjG2HRYIxkPEXYHyEajHL21Yv43YGsYTWdQYdWrwVBWH44QxDQrJFXQKnWVCb3VCLFUMco6WWEhtqPdvD//Kd/5v968ot89Y++Q3drP2Jqfh9LlUqFerOq7I5gwhvk62+d5UzPKFdHp/jam2c4fnVo0UbWiVSas70O/uW10zimA8wU+RKIxHn7Uh9feuEokfjqpCOIokSXw8U/vnKSH51sJ5zBGBIEKMu38fS+ZlQznSNuFX8kxmsXuvnhiXYGnB5ePtvJt945t+j3k2WZ6WCUv3j+La46puZ65KbSIhf6x/i7nxyne8y1Iq2jNnl/oP7CF76w2PFFD25yZxJLpPjSi0c43jFIJJFCliEQjdM7MU1xrpWSXOuC3otpUeLIlQGeO3qRnnH3gp6UsWSKcU8QbyjGjuqSDaeqLcsy8UiCr/zBt2k/epVP/tFTBNwh3vjmYbwTPmq2V2K2mxb8XcAV5OrpHvLL8th5qCnje0uihMsxzZUTXVRuLbv+Qwl6w7zxzcN8+o8/dlMDTpZuTWPL7Zjmla+9TefpXmp3VNF2uIOv/OG3mRpx0/Jgc0Zv1vUMdzh4/q9foPWNNpxDLka7xxjvc1JQnkdJTdHceFLJNH2XhghOh7j36b2Lf5eZ1flWc3DSqTTdrf0EpoPklebe0nssl4G2YXyTPgxmvWJ036G4gxG+8tppjnUMzvVH9EdijLh95JiMVBTY0dxgaCdSac72jPK1N87QN+FZkNOUTKUZ9wYYmw6yr7ECnWblGr67A2FeOd/FN95q5dLAeEbjC5TKx9976iC7a5Vn8FY/PzST3/r9Y21M+UPIMkQTyvwWjidpripekK4hyTJuf5i//MHbXOwfJ5Wev3kRJRlXIMyI2091US4FNtOG7au5yS3xl5l+uZkDtskcsiyTSIn8/cvHOXp5YN5EJskyg04vX3ntNGlR4lBzLRaDEnJLiSJHLg/w/NFLdI+5M+7gZFnpC/lWWy+SLPF7T923an3SbhW/O0jn6R40Wg2VW8vR6XWcfe0iZY2lGMzKWGVJaaA3O3lr9Ro0N2kx43cFOPL992g/3kn9rmqKqgrnjt3M+Jml9/wAIV+EupZqcovtS/5O0WCUtqNXefH/fZWCinwa76ploH2EkasOiioLlrQInXjxDHqTjv/8D7+OyWbivRfP0PFeNyd/0kpxTSFl9SUACCphSTksyXiSK8e7UGvV7H54R8bXpJJp1Bp11vcb7nDwylffori6gKLKAmwFq1t5GQvHeeNbh0GGD3/+cWq2LzTGARLRBD3nBnj3+eN4Jn3U7qzmkWcPUbtjefmB64UnFOFrryvGVyh6zZuTFiX6Jqb59rvnSUsSj7Y0zPULjCdTnOoe4ZvvnJvZfGV4/lG86oevDJCWJP7i049i0Gnn+pguF1GSGPcEONk1wqmuYXrG3UwHo1lDeFq1iv1bKnlsV+NtGX7hWILXL3TzwxNtTHqDc/1BJVkxoF4514UoyXz28X1z85soSUx4g3z5xWO09jpI3mB8zZJMi1waGOefXz3F7374IDurS1YkT22TjcumAbYJoBhf0WSKf3rlFG9e7CWYoXJx1gj7tzdbSYsSD+6oxWo00DHi5NXzXXQ6prJOLspnQDSexBeOoddsvFsvt8jO5770K6jUKvJKcskpsvP7//I5iqoKMNmMdLf2Md47SfN9WymtLQZAo9OguUlxQjotEvCEGLnq4Pyb7Xzoc48pBwTQLrGw4a3vHkOjVVNUVbAsA0xn1FG7o4oHPnkvBrOeupZq8kpz0WjVtDx0c++XJEr0Xhjkvo/t49AvHECr11K1rZx//5sX6TrTS/+l5jkDTDXToPhmRAIx/v1vXuKep/dmNMDe/u5RUsk09310P/ZCW8b3SMSSeKf8uMc87HpoO7sf2bmEswFiSsTRM8Gr//o27jEP+z+4hyd+7SHUN/XIyHgn/Yz3O9n75G5qtlcueEU6mebKiS6e/+ILDF4eIRlL0t3az0DbMJ/8w6e467GWJY1xvfCGonzt9TO8296PPxJb0IcuLUr0TU7zvSMXSYsSj+9uxGzQ0TPu5sXTHXQ7bh4+iyWS+EIxIvEkf/bdN8i1GCnPt1OcY6HQbibfasZm0mM26NFr1KhVKtKSSDSRwheO4fSFGJ7y0TPuYnAmgd0bii4676gEgbI8G7/15AFst7HpC8dnja92Rt0LKxclWcYdiPDa+W5ESeI3H99PjsVINJHiu4cvcKZnZNFxgmKEBSJxJEm+rd6Mm7w/2Hir4CZrjizLROJJ/vnVU7x6vptANHueliTLDDg9nOoapqmiCKvRQHme0ri7fXCSZDq7qrtKEKguyuUTB3eiX4fGxIshCAIGs15ZJAXQ6jQIgsCWvfUApBJpXv/mYVyj05TUFc8ZYGqNGtVN2plYcy007Knl9W+8y6mXz/HwZw5htBgQENDql/YI+px+4pE40WB00dc5h1xEglHqWqoRBAGNVkNVUzmf/MOnQBDIKbJjzbOQU2jDmme5qTcgEU0Q9oUJesKkEin0Jj3WPAsltcV0neljrHeSZDyJzqBDrVbdtGoUQBRFnEMuHF1jGY+/89xx0mmJnfc3ZzXAyuqLKa0r5uRLZ+k600fzwa3oDIsXQYhpkbHeCb76R9+h53w/8XCcwcsjyJLME7/20KJhRZ1BR1FVAVdP9zAx4CQZT6EzzH/9+ICTKye6KGso4cFnDpJXmoOYlgh6Qjc10tcbXzjKV14/zTttffgiMbKpIqRFif6Jac71OdhZXUJ9aT7FOVa2lRdyaWCclJg9EV0QoCjHyq8/ejfvdQ5zqnsYjUqNyaDFqFN+9FoNOo3S6Hy2YbMky6RFiWRKJJpMEoolCUZiRBOpJTUrzrUY+ezj+9lWcesVx+F4glfPdfMf77UzNOVdkGIxiyTLuIMRTnWN8MD2WvZvqUKnUbN/SyXvtPWTSC3+/FqNep7e30xtce5mO6+fAzb2rLDJmiEIAt5wdFHjaxarUc/2qmLyrUoYpsBu5qMHtpNIi7x+oRtfOLMRVlFg55ce3MOeurINM7nIskwqkUZKi+jN+nmLatfZPi69e4XHf/VBcorsTI95Gbg0RNATQpZlBEFArVHd1IukNymep6Z7tjDaPc7Vkz3s/cAuxdAzaJcUtiurL+bKiS6ii7QtkiSZnnP9TAw4qWupnvu9zqCj+Dq5C7VGTU7R0rxoWr0WW4GVd587TtvhK2j1WpLxFJFAhHg4jmfCS9ATpqA8D5VGhWbGcF0MjVZD5bZyHD0TmV8gw9DlEaaGXZTUFGY0jGwFNnbct43OUz30XhzE0TNB/a6aRT837I/w1nePggCf+9Iv43cFeel/v8aP/u5nFFYWsOeRHVmNMLVGzbb9DVx89zJDl0dwjbqp2HItn0+WZRzd4/hcAT7++09RXF2AwWxAliRi4fiGz+fRqtU4fWEi8WRW42uWPKuJxrICCu1KxWuh3cyH9zWRTIu8dKaDYDRzInqO2cjnnzzAzppSvv7mWZJpiYQsEkncvHrwVskxG/nMA7t5pKX+ttoOaVQqQrEEvnAsq/E1i1GnoaE0n5oipcJZp1Fzz9Zqfv8jh/inV07iDkYy/p1WreLjB3fwcEs9dtNmg/CfBzb2rLDJmiAIAgadhl98YA/7GisXXUC1ahVP7Wvige112GbyomY9W8/c18JHD2ynyG75/9l7zyg5zuxM8wmTkd6byqos7+EKjgBIGDqwyWbTtPdGUs9uj0bSjqQ9u6PZHZ0ZaXRGZvfsjlqalabVrVGrLdurDbvpQRIECRDel/cmy2Sl95kR+yMLBRTKoNiogiHz+VeZURFfRGbG98a9773fov8LuG18fH8HD25pwnAHGfCzqRw/+utf0H9+eNF7L37jVaaHZ1CLKpIsUb+pGk2D0Ngs2blJRpSlGwowURSoqPPy0Kf2kUllefu5U/PvSbKEsor2FS07m1BVlWxq+cmqkMszNTzDWG+QfPadN7+8cKST7/z5j0lErk4QsiLzyGfvx+Iwc+FIJxff7EItqhz46L1s3NtGOpEhFSuJQmGuqlNWVp7oFIOOzfvbmRqeWfL9bQ9tRhAEOo/3kowuHTGQJJGO+zewaW8bYz0T9J0ZXPGYmqahFjUkWeazf/xRDn7mAB/4nw7yG3/6ScLBCN/5Lz/i4ptd5FdolbBxbxu17dV0He+j/9zQgga6hVyB2YkIU0MzCIDFYUbWSSUB67ZiucPbcxj1Oj774HY21flX7PdlNigc3NrMwx1N8+k8SRSp8Tj46N4tfHL/1vkHs2uxmwx84aGdHNzaAjDXnHV9m486LUY+sb90T7qZ1COAIss8sLmRhzuasZuX35dOEmmv9vGZB7bjc5Tug4IgYDEoPLKthT94ej81HvuiBhiSKPDU7o08vXsjfoe13A/sPUJZgJUBSiKqo97P73zgPvZtqFvS/CkIcHBbC0/u3kCly7rAoyCKAvVz6cWP7dtCrfdqo84ql5UP37uZx3e0rXjzutWoqkp0JsYvv/oSvacGFrSamBmb5fzhy2y4twWr04woCnQ8sAmn387M+CzJOdEhiuKqohtGi4HWe5qo31RN3+lBoHRjFgRhyerK62ne3oDZbkZdoU+QqmoUCkUmh6bpewfLG2maxnhvkO//Xz8ltYTg2fFIB1/400/w+3/3Jf6Xv/1XfOFPPsGBj9yLv96H0WKYL0IQBAGdImMwrdxwV9Hr2HJgw7JtMPZ9eA/eGjddb/cSDy8dLQBwV7nYuLcVxaAjOLj0+pTXYrYbOfiZ/Wy6rw29SY/da+OhT+3j0d98kN7TA3zzP/+A4OD0sguruyudbDmwAbWocubQBYL9k/PvCaKAKImMdI7x4jdfWyQu1aJKOBjh1EvnGLo4csOx3mokUeSe5mq+9NgedjQFMCyRMlVkifs3NfDkrg0E3AsjqLIkUu2x8+H7NvO5B3dQ47n6+3eYjXzywFae3rMRq0FBJ0v89uP38dj2tnVpzioI4Hda+fT92/jIfZvnhdDNIIoCjX4Xn9jfweM723EtITIlUaCp0s1nH9jO5rqK68YkYNbr5kTYATbV+ZHmRJYoCLx/Rxsf39dBrdeJvMrCnDJ3P+UUZBmgdIMQEdjeGOBLj+3BYtBz6Hwv2Wt6Pd2/qZFP7Ougye9eVIYOpZtUjcc+/8T587cvEU1l+OCeTTy5awPeJSJjtxu1qBIam6X7ZB/p+AFMViPZTI4Tz58mHIzSf34YX62HQGsVdRur8Va7KRZUI4DGJwAAIABJREFUinNmWlFc3E9ouHOM0a7x0vY1bmSdTDadI58rUN1axXjfNRO3IJSiS4cvU7epBovDjCAI5DI5sqkc6WSGyFSUocujGC0GTLblUxM6RcbmsjA1NM2//O0vmZ24j8aOOhw+O3qjgiAI5HN5sqkcsVCc6EycmbEQ471Buk/0ceqlc/jrvUwOTSOKIgaLHk3VkBWZug3VuPwOQmOzDF0a4fUfvEXXiV7ue/KeBelMnV5HJpml/+wQ/kYfBnNpH9l0jmwqSyqWZno0RO/pAWraA0ueR6DFz67HtnHypXOk59LZp14+jyBAbXtgzhcmkE6kMVqMeKrdN/ZYaVDIFcmmcxz5l2NMDYeIR5Jkk1nGe4MUCkWGL4+WRLgAb/7sBBaHmZr2KmwuS6lIJZ7BXenEbDdx/LkzeAJuHvnc/XiqXUiyRHVrJb5aD6/94E3iswladzXhrLCTTeWY6J9krHuC8FSU9//WQ9QtYeK/3ciSyK6WGiRR5HtvnOVo59B8JbQsiuzbUM9H926htcqz5AOaJIpUumwloWXS87NjlxgLRfnofVv46N4teGylKKBOEjmwsZ4Kh4UN1T5ePtfL5Wv6Yt0MiizRUuXhQ3s28cCWJirWQHxdQRJFmivdfGJ/B0ZFx3MnO5kIx4GSiKr3ufj0/dvYu6FuyfujIAjodTIPbmnCqNfx/TfO8Xb3MA9taeIzD2ynucpdXhz8PUZZgJWZ54qQ2NpQhV4nYzPp+dXJLhLpLPe11/Hp+7ct2eNm4T4E/E4r79/Rit9hJZbKsLutlkrnrV+gORVLk4qncfhsS07QgiBgtBhwB1ycefUCX/v330Jv0pPP5ul8u5d0IsNrP3iTvjODeAIujBYDE/1T3PO+bZgsxis7WZSyHTg/zE++/CyegAtHhR1Jlshn88RCCaIzMbZfU7EnigI1rQG++Wc/xF/vo6LeSzqeJpPMlkRYOkcinCQyHWPrg5vwVXuWPV9JlmjaVk/DljpOPH+GsZ4Jqpr8WJwWdPqSN6uQL5DP5EnGUiQiKWIzsXlh2LKzkZMvnWNqNITTZ0c/J56K+WJJPMXTRKdjzIzPks8W2HBvKxv3tmG0Xo1qWl0WYqE4//yfnqGi3ofNZSERS5FN5chncmRSWaIzcTLJLI/+xoPLnseDn9zHucOX55u9Hv35CQYuDOOtdmNxlCbybDpHaHwWWSkVGqz4XYinefOnb/Pa999iNhgmPBklFS813VWLKmpRZdPedqwuC6IocuiZN4jNxPHWuEuiV4NMKktkMkp8NkFkOsaL33yNka4xnD4HCBCbiRMPJ5geCXHomTc4+9pFrC4LhVyBdCKDxWGmcWvdssLzTkCWSpEwgyJjNxk4dK6XaCrDve21fGJ/B5vr/Cgr/P5FQcBtNfHYjjb8DiujoSgPbWnCf83v/8rvpS3gJeC20RLwcLxnhKOdw/QFQzesFFzuuD6HhXvbanl4SxM7m6vXZekzURRprHDx0b2bsRoVnj3RyUBwlvoKJ5880MHDHc0rLkkkCAKyJLC3vQ6rUc/2xirua6ulwV8WX+9FygKszJK0V/v4/EM7cFqMjExHeWr3BrY1VK26garTYuLApnqKqrbqNSTXmuHLo/SeGeDgZ+9fVoApRoXN+zfw0jdf4xdfeRFREjFaDFTUe3nyt99HaDzMaPc4gxeHSUZTuPxOKpsqMM5FokRBQG9UUK4xb9tcFnR6HSdeOEsmlUWnyJjtZrw1bjbtbWPfh3bNbysrMgc/e4Dv/MWPefOnx7G5LUyNhtBUDZPViMNnx1/vZccjW9j79C7cVSs3Ha3bWMPTv/sYzgo73Sf7OP3KeRKRFMVCEUkueZJK+7XhqnSyef8GajcEaL2niVgoweEfvsXFN7s4+eI5culS9EPSSRhMCmaHGXeli433tdG4pY5N+9qo27TQMxhoqWTTvnZe+PqrdB7vQ6fIzE5GkGUJi9OMu9JJVZOflp2N3PfkzmXPw1XpLFWKzqVpKuq8nDl0gctHuykWiigGPTa3hapmP/c8upW2Xc0rXpdYKM7L3z7MWG8Qf4OP6rYAVqcZo8WATq9DlEQ272vHPPe5Bpr89J7q58IblykWiuiNepx+B9WtVTzwib3kc3nOH+7k2LOnyCSzoGlIOgmdIuOtcWN1WbC5rDh8NjzVbnw1Hny1Hqqa/dRtqF5xrLcbURToqK/EpNfhshiZTaR4uKOZbY2r+/0LgoDNqGfvhjryheKKnk+LQc++DfW0BbxsbajiTP84ZwfG6R6fWdXSPoos4Xda2VznZ0dTgB1NARp8rnX1UAmCQI3HwVO7N+IwGzk7OM6Gah+Pbm9dtddMEErXuKXKg14nl1tOvEcRlltiZY7yEu3vcWbjKcKJNAG3/ZYtprsWqKrKoe8e4eSLZ/nDr/zrZavb8tk8b/38JH/zu1/lif/5ESSdVBJgdV46HtjI7ESE0Z4JZsfDJGMpHD47ux7bOt9MNZvKcvGtbkwWA+17SgbjWChO98l+Bs4PkU1lkXUyZocZb7Wb+s01VNR654VFyRyucuGNTvrPDSEIAsloCkEUMNlKAqyizkt1SyVmx+q6YxfyBWZGZ+k/N8jUcIhkNEmhUESSJBSDDqPViMNbEmBVTf4FfcXGeoN0n+hlamiG7JwAkxUJvVE/J8CcVDZW4K12oV/C66VpGuFghMvHepgcmkZTNdLJDDpFxuK04PI7qGqsoKrZv2Lbh8M/Osor332Dz//Hj9PYUUdwYKq0z8EpCvkiilEpCbAm/3xacqXikYELw/zZx/8fPvKHT1LdUomzwoHFacZoNqDTy4hSqZr1yj5Guye4fLSb6dHQnABTcFY4CLRWUtNWRbGg0nOyj6FLo2QSGTSYN90bLQasLgvWOQHmrnSuquXHnUgwHKdQLOKymt7RYtO/LrPxFJdHp7g0PEnvxAwjM1GmowmSc8URiixhNig4zUZ8Dgs1HgdNfjcba33UeZ2LVuhYb2KpDOFkGptRj9NyYy9nmfcsS/74ywKszLuSXCbP8//0CqdfPs8fffPfLrtQtlpUmRiY5Mv/5qv8xXP/4Y5ayzARTaFTZHR6mVwmT2g8jMNrW5Vp/06jWCj5rwwmPYIokE3lGOuZoGlb/aJthzvH+Nq//xZVzX4+8m+fwFe7fNp1tfSfG+IvPvc3/Pkv/0+81e6b3l+Z9SWbLzAaijI0FWYyHJ/3oik6GatRwW0143daqXLasBj1N7WuY5kyt4Alv6F3T0ijTJl3gKZpFIsqkZkYI51jNG9vWLSNWlSZDUY4+cJZtj+8+Y6KUCQiSQ49cwRZJ7HnAzvoOT3A8efOsOcDO+i4f8OS0ac7lWKhyET/FMd/dYrqtgCb9rVx9OcnOPrsKT75v3+Quk3VSJJEMppiuHOUF77xGkMXR3jf5x/A5l4bE7Uki+iNCqNd42UBdheg18k0+d00+cufVZl3L2UBVuZdiayTsDjMRCZjvPq9NzGY9XhrPEiyRCaRITwZYawvyOW3uuk9M8CX/u8v3FECLDoT58VvvIogilTUeek7O0jX8R5attfPV2DeLaTiGU6/fJ7v/MWP2bSvnbpN1Zx48Sxv/vQ4AJv2tiHJEtHpGBff7KTrRB8HPrKH9j0t82tw3iySLGGw6Bm+PMr2g6tbtqhMmTJl1pOyACvzrkSSJSobK/AEXLzy3cPEZxM0bq1DZ9ARm4kz1jNB/7khJFnkg7/3+B1njDZZjew42EEuk+P0K+dLlYGf2MeWAxsxWu+yLtmahk6RadhcS3VLJXqjwn1P3oOmQiaZ4Yf/78+ZGZtFkkVclU52P76dD/7e4zgrHDfe9yqRZAmD2cDwct33y5QpU+YWU/aAlXnXEp9N8NbPj/PT//Yc4/2TpGLpkrndYsBV5aRuYw0Pf3o/ez+4646Kfl0hncgw3hfkK//bN1AMOn7zTz9F0/b6O3KsNyIdTzN0eQx/vReHz46qaiQjSbLpHG/85Bg9p/rRKTKNHXXc99QuXFXOVS3svVomh6b56h99k0QkxV8+98drtt8yZcqUWQVlD1iZ9xZWl4W9H9yNs8LJiRfOMDMaQpQkPAEnrfc0sfWBTbgqV27rcDsxWgzUtFXx0Kf3Y7Ia8dS470rxBWC0GmnffbVVhCgKpUpB4EO/9/i6H1+SRRSjwsyFEYoFFekGC6iXKVOmzHpTjoCVKVPmXU94MsKPv/wsQ5dG+eNn/tcFi66XKVOmzDpTbkNRpkyZ9ybpRIb+c0M4vDYCLZW3ezhlypR5b1EWYGXKlClTpkyZMreYJQVY2QhRpkyZMmXKlClziykLsDJlypQpU6ZMmVvMXVMFeSVTeicVgWmahqpqCIKAKAqoqgoI67oQ7DvhSnp5pco5TdPQKMVH79YKuzJlypQpU+Zu446PgKmqSjqbJ5bMoKoqN/Cs3VLS2TyjUxHiqQyapjE5m2A2lrzdwwJKwiqTy5OcW0NtqffzhSLJdI6p2TjpucVuy5QpU6ZMmTLrzx0pwDRNo6iqZHMFhoJhvv7s23zpL7/HyFTkdg9tAc+8eJofvHKW4GycZDrHj187x+tn+tds/5qmzQtOVdXekfhMpnO8cKybHx06t2if+UKRWDLD8UvD/OU3XuK3/+oHXB6cXLNxlylTpkyZMmVW5o5KQV4RGIWiysX+IN998RRvnh3AatHzsYe24bKZVp0mu5Ja0zQNURDWJb2WLxTn0o6g6GQEBIpFdU32fSWCpcgyggCDEyH8bhtGvW7BuajqlTTjwhRiOJ6if2xmPmdbEnOl11891ctPX79A/1iIxoCb33xiN9tbl16Kp7T/Upq1nKIsU6ZMmTJl1oY7SoAViyrn+yf46k+PcvLyCFtbAvwfv/kI929vwqRX3rH/6/XTfVwenOTgPa201nrXfLx2s4FMrpS608kiNrMeg35tGjzm8kX+0z88h99jo72ugv/+kyN85tGdfGDvBmzXLFD83NHLZHJ57t1cT5XHPv96UdUoqCqyJAEQS2Z49VQv337uJJFEhvu3N/IHn3qArc1VK3rWnj/WyUw0yQfu24Dbbl6TcytTpkyZMmXe69wyATYxE2M2nsLvsnKhbwKdTmLvloYF2yQzOf7uh0doCLj43Y/toyngQZYkpDmB8E4iMMOTYeLJDHqdzInOYXKFApsb17YBo81iIJLIzI9NlkRkcW2yupIk4rKbaKhysbO9mo89tJV9HQ1YjAoARVVFFASmZhP85LXzDAcjfOp92/G7bQDk8gUy2TwWU0mAXRoI8uND53j6/s08sqsVl82MJAmIgrissO0dnUFVVZLpLL966zLvv7cdj8OyJudXpkyZMmXKvJe5JQJsdCrCMy+eZmQyzL6tjbx6qpeGShf3bq5HvGb2L6oqfWMhEuks9ZVu6v0u9Dr5Hae+4qmSYBgOhtnU6GcoGMZqNKy9ADMb0CtXL2EpTbf0tkVVRS1qyLK0qkieJAr8/icfQBIFZEnik49sRyeLCIJANJHm+WNdbGsJ8MjuVgpFlcNn+/A4zHz0oa0Y9TpSmTypTB6n1QSA3WLEatbz8zcugqbx5P7NOKzGZY+vqhp//cxrBLx26itdvH6mj22tAVw285IRs0KhCAhI0vKCrkyZMmXK3Bxd0UkyxTxbXUvbRu4UVE1jJpvgFyPn+GLLvts9nDsS6U/+5E9Wen/FN1eLSa/D57TQVO1hX0cDezbVsb21GotRWSCuREGkymtDr5N5/lgnL77dRUOVG4/djHhdZOn5o51EE2nsZgOKbqGO1EkSNRUOdrTVsKOtmp1tNdT6nVwcCPLGmQE2NfrX4rQIx1OEYimqvHY8djOXBycx6HU0V3sWbDcxE+M7z5/kb77/OrPxFNvbqm8oKgVBQCdLc4KmFF274sPqHZ3hhWNd1PmdtNX52NhQgU6S6BqawqDI1Pqd9IzMcLZnjNoKJ9vbqnFYjWxrCWAyKLx0optDp3qp8tgWpC2vp6nazX2b6+lormJvRwMBr31+HNfSNTTF3/3oCN9+4SR6RaYpcPcuGl2mTJkydyozmQQ/HTnDaCrMLk/97R7OiqSLeZ4bu8j/6D3CE9VbMEnKe3le+NOlXly3KshjF4c4emEQKKXTGgNudrSXRFel24bXaVn0YSg6iYd2NPPFp/bwX//gQ2xpquLP//klzvaOky8UF2x76GQPvzxyialwYvFJiQI+p4Uqr414KstUOM5UOMHLJ7o5dnGQRDq7JudoMelRZGn+b1kSka4TiqlMjqMXBjl6cYjmGg+Ts3Eu9gWX3F8uX+Dvf/QG6g2qHas8dtLZPIlUFgEBk0Hhkd1tVFc46BsNEYomSaSzZHIFZLk0Hp0sEfDaefrAJv7o84/QUu3lb3/wBuf7JpY8hiAINFd78TmtDAVngVJU7tLAJMFQjMJcsUEskeEXRy4SiiXxOS0MjIUYnAiv7gKWKVOmTJlVY5BkJEEkqxZu91BuiIZGXi2SLOQYT0Vv93DuSNZNgE3OxgmG4mjanD9KlubTiaJ4tVlpNl9gcDzE+EwUQRAw6HXYzAaqfQ6++NQe3re7jWdePE0smVmw//pKF13DU0yEYku2Z7gSMTvTM8brp/twWo247RZCsRTDwbURCBajfkH0TZEldPLCSzowHqJndIaHdrTwW0/uYXNjJae7R5fcn6pqnO+fQFM1VtJgdouBKo8NQRDIF4tzY1G4f1sTZqPCC8e6GJuO4rKZFoxPFEXMRj3N1R4+fnAbuzfW8t3nTy57HFkS0TSNbz13gmgyQzZX4OeHLzARis1/fic6R8hkCzy5fxOff/weLCaFvrGZG167tSBXKM4LwTJlypR5t2OSFWw6IzpBuvHGtxlREHEqRiyynlab73YP545k3QRYNl+gb2yGgfHQittc6JvgG786gVG5Wj0oCAKiIOCymXjs3nZCseSiifbRPW1YTAYGJ8LEUqWIlqpqvHy8m1dO9JDO5glFksxGU1iMepw2E601XuxmA8HZ+Jqco8WooFek+VU29YqMIl8VPKlMjvN9QaZm4+zcUE21z0G1z8H4zNJPAxoQT2Y5cm5gvr3F9aiqxtBEmKKqYTHp0Umlj1AQBOr8TqwmPa+f7mMkGGZjQwVWk37RPmRJxO+ysqMtwEw0SXHuWJqmoWoa//WZ15iYiaKqKv3jIWRJwqDIXB6cQq/ImA0KAhBNpDl2cQiDXmZDfQXN1R5MBoXZ6Po3o70YnORrx05wemx83Y91t5FTi3RGJnlzcmFPulyxwEQqdptGtRhV0xhOhO+o5sqrYTabIpbL3HjDm6CgqpwcHee/HTnGSz19RDPre7wydweiIKITpUXFXkVNJacWULU754FUQsChmJAEAaN8Z6QfZ7NJEvnMDbNMt4p1M+HX+BwcuzDEl7/3Gttbq/G7rciyRC5fIJrIMBWOMz4dZTqSJJbM8O3nT9Jc7cGg15HJ5QnH0oxOR+kZnqKh0o3+Op9XTYWTvR31XOwPoqkqFW4bgxOznO4apdrnIFcoMDYV5eiFISRJIJnJUSyqOK0mjMri015pqaPDZ/oZn4liUHToFRmDIlNUVUYmI1iMeszGkshRZJkzPWOMTEVw282MBMO88HYnk+EEyR++weZGP5Iosoy2QhIFdrbX8Dfff52TnSM0BjxYjAoFVSOZzjI5G2dgLMRsPMWWpkr8biuCIKBpEIomOdU1yi/fuszYdIQd7dW011VwqmuE775wCrfdjIZGKpMnFEkwPBlmcCJMJpvnL7/xEjvaavDYzbx1YZDjl4bZ1lzF2HSM1071ks0XuDwwybGLw0yEolR0jjARinOyc4S3zg9SUFUmZmK011UwHUnQWOW+qe/OShRUlRe7e/n+2QtMJ5I0ul3rdqz14Ep/OnEdb0bBVIyfDV9gJpNkk7MSu2IkWyxwJjTGT4fP8+f3PLlux14tRU1lKB7mz848z9cOfIqrjzELSRdynAqN8spED/d5G7ivoh6zrNzi0V4lnE3xvf5T1FtcPF6zcV2OMRAK881TZzgxMsZUIsnBlkYaXE7sBsON/7nMu46CpiIAknDlYXthRwBVU+mKBvnF6HmabT4+VLMVUbj52ErpTgXCMr/Na8mrRSbTMYLpGPd46oDSPc6iW/k7m8hnOB8ZZ6O9dJ+6WeL5DJejQTY5KjHLi4MP/zJ8hjen+zjga+Gpmg6cyup7i64H6ybANjVWks7mefVUL6+f6SOdzaNqGgadjM1ioMJlZWtrgHq/i+BsnNdP9/HG2f75ycmo1+Gxm7l3cz0P7GjCcl0kRydLVHlsnO+d4PljXaiaht1sQBAEuoanONc7Pu97MhkUjl4YJJpI01zjpbV2cTg0nc3xs8MX+MQj2xdNjs8dvczF/iAOqxFV1SgUVVRVw2rW87nHds73x2qp8dI/HuLFt7vQNA2bycDujXX43VbO901wsrOUetzX0bDo+ACyLPGJg9uQJYHz/UFOdo6QK6jIkojJoMNpMVHltfPI7lba6nz43TZ6R2d4+XgPlwcniSUzSJLAB/Zt5NHdbVjNBsamo7xwrItQLAkaKIqM3Wwg4LXzsYe3YjYo/OLIRb7xq+MYFR0uuxmzQcc3fnWCQrGIXlcSm99+/gQOi4m2Wh/n+yZ4++IwoiDwkQc7KKoqlwcnOXymD4tRz4629anOSWRzfP/sBX528TK9oRBWRU9hOTV7h5HJF+iZmeH1/kEm40l++75dVNlt63IsVVOJ5TP0xWfojk6xy1tHUVOZzSbpik6tyzHfKZoGsXyG8+Hx0sPPdffA6UyC1yb6eD3YS198BgGBPd56dGswsdwMmWKBwcTsuonAkUiULx9+kyODw0QzGTTgYnCKmWSKprvsYaPM8uSKBY7NDHB0eoDRVCkK3Gzz8mR1B7VmF7JYSjFGc2meH79IrdnFvd5GAEQExGt+MDm1yFBilremSxHv62M7qqYxm01ydLqfzc4AtWbXDR8Ai5rKc2MXyakF9ngaqDI5Vtx+Npvkl2MX6ItPsclROR/xWkoEXcvx0BDf7j/G77U/xBZHYJGH+noyxTx5tYBe1KFIC+WLhkYwHeUrXa/zb9ru555rihQ0TePIdB8/GDrJWCpCf3yGy9EJfrv1fmosrnlxe6tZNwFmNenZvbGO+koX4XiabK6ApmnIkohekbGY9DitJmxmA6lMjrZab2m9R60kwBSdhNmox+sw47SaFrU+iCUznO4aY1trgMYqN4IAJoOCTpJI5/JkcwV0soTDakSWRCLxNJlcHofViHOJ9gu5fJHT3aN88pHti977yIMdGPU6TnWO0lTt4cEdzTitRox6HQ1VbvS60o/F67Tw6J42OpqrKBZVjHodLrsJi7F0LaLJNJoKFW7rktdMFAQqPTY+fnA7928vrc9YKKqIooAiS5j0CnaLAafNhEEp+el8Tgv3b29ke1sAYU64+pwWPHYzCLB/awP1lS5S2RxoIMsiBkWH3WLAY7cgigJVXjuRRBqBUruKYlElkc6hqiomg4KmaWTzBawmPXaLkWgiQ65QQK+TqXCVzuXAtibiqcy86F1rwuk0/3z8NL+43MVYNEZBVdHLxTtagKmaRiiZ4u2RUd4aHOby1DQTsQQaGlV2K7993+6b2v9QYpbhRIRqs50G69Woo0HW4VRMePRmGqylilydKGFXjHdM6F0UBNwGE8XrxjOejPLSeBdvTPYzGJ/FphjYX9HIbm8d21wBdOLt9b5YdHr0krxoklsrvn/2PG8ODRO5JuU4OBtmMh4nXyyik+5870+ZG/PVnjc4FOwkmsvgM1qx64ycDA2TKGT5XOO91JpLYnsgMcOhYBe7PPVsddVglHRI4sJ+kzpBYrOzit9tf5Aqo32BOFM1jal0jL+68DzdsUkCZid/seNDuBTzipGfsVSEV4KdzGaTVBhsNxRgkiCiaioXwuMcmxngQX8bAgJGaeXG5EZJx2gqzOHJXqpNTjyGlftMHp0e4FJknPdVbaRlCV/ZldYXx0OD8wJM0zSyaoF/6n2TD9VsJasWeWH8El2xSb7e9xZfaj1Apcm+qkjfWrOufcDMRoUGo5ul4z1XsZkNbLpBj67ZWJJcoYiAQDAU49DJXqbCCQ7uamVrS9UNlTM3aAGmahrRRIbxmdgiAbGtJYDHYWFHWzWHTvbSUuNZMoomSyJVHvuSrR2u7V6/EoIgUOGyzgubG2G3GLFblg/dehyWGzZP3VBfsapjXaF6CT/lenbJj2ez/OOxk/zsYieTicS8iCgUVYp3kOfhCpl8gf7ZWd4cHObU6DgD4TATsQTJXGlhdJ0ocmRw6KYFWG9shh8NnMWmGPhYwza2uwNIgohJUnAoRkw6Bbeh9LnIgohNMaDcZgFzBQFwKEb04tVb0ItjXfxo8CwjyTABk51PNu5go6OCWosLr8G86In3dmCSdZhlZV2emKcTSQ73DxHNLKzSTubz9IVmCacz+Czl1SjeDYRzScZSEXa56/l4/U7cejORXJrvDR4nnE3OCzCLrEcAJlJRwtkkRpMDWRCRrzHhS6JIlcmBWdYzk0kQy6exK6X+j+lijp+PnaM3Ps1nGndzKNjFkck+3h/YtOLvyaGYeMjfRlFVqbdcfbgrqEU0WPQgZFMMbHEGeGH8Er8au8h+XzOSIM4dY3lhs8FeSau1gsNTPTzgb8GlN68YnZvMxDgy3UeVybFIgAmUUp5tNh/Hpgf5YnMevaRDAwYTIXx6Kx+s3YYoCBybHuDx6s38dPgMx2YGeKRyA9YbpEvXg9t/R1slfWMhnj/ayWwsNV8R+dT+zTRWuW8svlaBLIl4HBa++i9v8cEHtlDtsyOLIvmCSiSZZjgY5nzfBBUuKybD7fOgvBeJpNO8OTRMMJFYYNjOF4vzBQR3ApF0mvMTk7w1NMKF4CSD4QjTieSiKF1BVZmK33yhQoXRiobGK+PdRHJpPtW4nb0VjRgkGZtiQLjmmU4QBGRBvG2h9utIxB9sAAAgAElEQVQRBAFJWPgk/6OBs+S0Ap9v3sUGRwX1FhdWnf4d+1mKmko8nyWVz+E1WhhLRhhKhDngb7pp7500N/mth4evZyZEKJVaMkp5eXKaYDxeFmDvEj5Wt5MGs4dXgp1MpKNsc9VglpM4FPN8+hEgYHJQZ/EQz2eI5tJUmRzoRAn99eJJg5HkLC9PdPKv5pqeFjWVYDrK82OX+FzTHp4IbMYi63ljqpeDVe0oK0z/Np2BBypaS3aguShWd3SSvsQ0jRYPbfaFvTQVUabFVsH9Fa0cCnbSG5+m3e5HQlgxam1XjDxdu5W/vvQylyIT1Fvc2HTLBxT8BhuyINIZDZItFhZdB+eccPzry6/w9swgBypa0NBIFrKEcykkoVTZr5dk7vM20h+f5mRoiB2u2rIAW4mAx8497bX0j8+gkyWaqz1sbQlgt6zNRTMoOj6wdyP/+LOj/P2P3phPexbVkgfLZTNT43OyvTVQXo7nFiMKIvlicVG1XEFVKaoamqbdNiOlqmlMxOKcHB3jxMg4l6emGAxHiKSXr1oTBQGLfmVvxGpotLr5Yuu9bHUFOB0a5Tt9p0gX8jxY2YJJ1i3pl1pKOGiaxmBiljqLc03Mu++Ea9MlA4kQAgJ9sRnqLC50ovSOx6MBA/FZfjJ4lqKm8UiglZ8PX2A8FaPG7KDR5ln2fzPFPMenhwnn0rTZfdRbXIsnOkrP8+vxbRuPxefbylzP5alpgrE4W/wV6/JdVzWtdF53QKXae4F2u58qkwMVjefGLhLNpZlIR9lg91NhuOoNNUg66swuxtOR+df0kg6DuvB7MpWJ8/bMIFm1gGnOd5XIZ3lh/BKJQpYOZwCzrGevr4lv9B9dlPpfiusFyfnIGK9P9vCB6s202f3kigUKmoppzg/pVEzs8zVxNjzCcHKWdrsfBBYFSKK5NFadYf5etNvTQJutglA2QaqQW1GAtdv9bHEEGEtHmEhHqDI5yKvFea+ZQdKxyRmg2erle4Mn2OiowqWYqDW7iOcz/H+dr6KIMg0WDw7FyPsDm/kfPW+QKKxNb9B3yl0jwKq8dnwuK9FEDbJU6mclS2s3WehkkR2tAYpP7KZ7eIpIPI0gCNgsBnxOCwGPncaAG5vFsCYRtzKrx6rXLxm50SiJMFXTkG7xxJErFukPzXJ8ZIyz40EuT04xEo2Rzudv+L8GnUxH5TtL+y6FSVbY5a2lze6jw1XFi2Nd/HLkEqqmoQlg0i2M1F6JOl2Lqml0R6f4h843+bN7nsAk6d7xJDybTXJiZoTOyBStdi8P+Jsxyle9H5FsiovhIE02D37TwsKDayNgH67r4GJ4gtOhUbqjU9zrq+eJmk0ETPZ39JsraiqRXIaCWsQi66k2l4SlWbe86M2rRb7Ve4JXxnuI5jNUm+w8VbuZA/7GRdVZpfVT39k1Kqoqs9kUwXSMLa6qJbfJ5POoy8yL08kkg+EI8WwW2xpXQ54aHadnJsRjbS3YDfqyCLtF2HQG9vma+MXoeX4yfIZUIYtOlHhjqge9pCNVyDGdiXM+Ms5OVy1eQ8mWYpIUzsyO8E+9b+I3liJCFyLjvD7Zg0Mx8bORszgUE13RIL8cO08yn+VrPW/QYPFQYbCRKeZZsdHkMqiaxnQmznSm1MbpQmScV4Kd1JhdWGUDebXAYDKEiIjPcNVCc/29+e+6XqPSaMNjsCAgEM9nCGWT7PLUo7+BZ8xjsLDTXUd2ukAwHSNZyPGL0fPUmp3YdUaKmsZkJsZsLsVAfIa/63yVba4aBKH08Pns2Hl0gsQ2Vw3HZ4aoMtlRJPk2uL9K3DUCDEppwvXyGl1pArt/awM72qqJp7IIQsnHZjIo69o2oMzKmBTdsubjgqpS1DRulbMplcvTOTXN8dExzo5PcGlymsl4YtXFAKIgUGmz8sSGtjUbk00xsNtbh9tg5tmRizw/1olbbyZgXuhFFCj5z65F1TQ6o1O8MNbF7228nzqrc9mWEEsxnUnw3OhlfjlyiXA2zUymliarmxb7VX/GRDrON/tO8MG6zTxuutq6QUBAEa8e7WMNW9nvb2QkEebY9BAvjnczk0nymaad1FuXr1SaTicoaCqVJhsCzPnHtpNTCzTZPHgMZsK5NBXG5X2Vx6eH6Y+H2OKqxDHXtqOgFSks4TGUxcVC9kZEcmn+sfso6WJ+WQEmCsvbgIuqRvd0iGA8saYCrHNqmn84epy+0CyJXI6PbNmE4xaLsGQuh16WkeaWWnuvEMul+eXYBbY6q7Hq9HRGg5wLj3EqNDzfC9MkKTRYPGx31eCc83XVWlxcik7wWrCbvFZEL8oYJB2bnQFS+Sw/GzmLOteFfrenAYdi4nx4jFcmOtFgrgpy6e/vW9P91JicVJrsi77jdRYXDsVEKJtE0zTSxRxnZ0c5PNmDQdJhkBSsOj073bU0W71A6TdukhY+CE6moxyd7kMnShgkHUZJocrkYIszgPUGVZOSIFJpslNrdlHUVDLFPJci47wx1YtBlDHKCjadgTZbBTtctRyb6edceHROZAk8VNGKQVYYSc7y3YG3cSgmnIr5htWa68VdJcBuBYIgYDYqmI1ln9edgiyKmHQ6JEFYFDovpSFVWOfqsHg2y8XgFCdGxzg9NsHFySlmU6l39CApiyINLief2d5BR9XarEd67b5bbF6ert3Cd/pOcCk8yT3emgXbiIKA4bonTEEAv9GKqqn0x2eoNjtWfSkzxTxvBPt5daKXOouLp2sDVBgt8ymJKxTUIsOJMG9NDfJ49cLeWYZrImUegwWPwcJmZyWbnZW8NN7Nc6OXeX6sk4/Wd1BhXLptx8XIBMl8jidqNwGlSsWOa0TOlf1eoaipTKXjCAhUGEu99H42fIGHK1vY6g7gVIxk1QLpQh7LEjdmnSghr0KAhTJJzocn5lO7r4x3gyAQy2WwKYtFlF63cvSxc2qa8VicVu/yadTVomkaA7NhvnL0OIcHhsgVi3z71FlkUeTpTe04DIZbIoayhQI/PHcRq17hYEsTNv17JwL36mQ3s9kkT1V30GD10BefZjARIpZPl1o2SToqDDZabD4qjVejwD6DlUcq26kwWJnOJpAFkSqTnQaLl1g+TVd0kkQhg0MxcY+7HpvOQHdskrFUhEguRaPVu2RqHeDIVC8P+tuoNC0uJGu2+mi2edE0jaKm0mqr4AtN9zKaiqBpGmadngqDlRarb77/l0lW+HTDwmKjzzfdS2c0SLqYRy/KOBQTTVYPDRbPAv/bUqiaRiibJFHI4tab8Rls/EbTfQwnZ0vpUEnBZ7SWUow6I5sclQQzMWRBwqEYabf5Mcg6umOTDCVCBNMxdnsacOlvj7eyLMDK3BVY9AqyJFK8bk3QQrHkA1svoukM54OTnBob58TIGBeDU8Sy78wvoBNFqmxWtgWqONBYx8HmRpR1EoxFTcUo6bDq9ARTcVKF3LwgEgVxgeCBkgdro8NPpcnGaDIyV1W6urH1xUKcD0/QavfxkboOmmyeJSPFDr2RLa5KLoaDhLMpnPrSk7wAy/bTqrE4+UTDNgQEjkz1s8dbt6wAG0lGmEzHebjQuiD1uRSaphHPZ/lO30keC2yYj4pdDE+wv6IBm86AIskokjzvgSmq6nxEAkqG4+uNxXm1SCSbno/EFVWVgcQs/zJ0jt/ZsB+HorDBWcGbk4P0xqbZ4VkojgGsysqR9tFIlGDs5ttRqJrGSDjCPxw9zgtdveTmfGcjkSjfOnUGgCc2tOI2rW+TynxR5eeXuvjGidPIkkimUOSJDa3vGRH2wvglPt94LxsdVeglmZ3uOna66+bf1zSN3vg0wnWRQUkQqTG7qDEv3Reuw7m4D+MuTz27VjGm2WySdCG3ZG8+i6yn0mgnXcgjCAJeg5X3Va3cjNgg6XiqpmPBa9ef52opqCr9iWmOTPUiCqXKT5vOyMOV7cv+zweqtyz5+pUI2mw2iUlWMEq3J+BSFmBl7gqsegVZFMmyUIAVVXVdlt8Ip9NcCE5yanScY8OjXApOkVyFv+taLIpCk9vFhgovHZV+tgeqaHQ71yWdnVOLdEeneGW8B1EQeSTQRjAd41RolP0VpQaOkiBgkRWKqrrAU6WXZFrsvnc86V2KBLErBh6v3kCL3bvsdm69mQcrW+iMTNEXn+EefW3pDaGUPi1qKqK2OP2kUSo0ODTRXfKtLIMADMRDnAqNsNNTsyjKByVhGs1lGEtGOD4zzHOjnXyo7urE4DFY+F7/GQRBpMNZhVWnEMtnGE1GGYzPsstbS6PNjTQnYnWiiKppiIKAqmkMxEOcCY1RZ3FSabKRKGTpjU4Tz2fxm2zoBIkPVG/k7alSqnMpAWY36pHEpT8DURBo8rjw3mQVZFFVGY3G+NrbJ/npxc5FqfPB2QjfPHmGXKHAUxvb8Vkta/59vbLk2YvdvXzt2AlGozFUTSsJMVHg0db3hhdtJpPAZ7QusgVcYSg5y4+HT2GSFJ6q6aDecvORzxshCSJd0SCttgp8RisCApqmEcmlORseZTabZIO98pZUUxfUIt2xSWaypYrxUCbBydlhwtkkT9dsXdGsvxokQZz31d0uygKszF2BRa9ftP4ZXK2EXCvC6TQXg1OcHB3nzcEhLganyC5TmbYUkijiNZto8bjZWOFje6CSLZUV+CzrVzkbzqY4OzvGsyOXGEtG2e0tPV0G03EOjfewr6Jxzv8lIYsS3xs4jddgQRZFUvkck5k4sVyGNrtvyWsMkCzkkAWx5NmamxjD2RR5tUhRUwlnU1h1+iVTCEZZYbPTz1Z3FaPJCPd4SgJMQMBnsPBM/2kqjFaMso6ippItFkjks0ym4/TEZgiYHSs2aAyYHCTzOb7e/Tbd0enSviQdglCKTKUKeWL5DFPp+Hy0LK8WeX6skwaLG7Osw2ew8OzoJWL5DNtcARx6A7PZFOOpGKlCnlqLk0aruyQadXq6otOkCnlsioFMscCxqUH64yH2VTSSLuaZTCc4NNHDTCbB9/tP4zNYSRVzmHXKgt5n1+I0GpctNtgeqORzO7ayszrwa0e/iqrKSCTKP584zQ/PXVzWtzgUjvDNk2fJqyof3bKJCuvafXeviK9X+wb4+7eOMTAbnm+70Rea5Z9PnEZVNd7X2ozLZHxXi7Bas4vXgz0cqGjGb7RjmGvwmynmmckkGEzMMJtNoiklP9etoNVWwZHpPoqaxgZHJZIgEM2lGUiEGEqEaHf42ehY2sO41mjAaDLC4akexlIRwrkUNp2BR6s2svuaLvd3M2UBVuauwDIXAbue4lwV5M2gaRqRTIbLk9OcGh3j1f5BLgWnyL+DHmMmnY6A3UaL101HpZ9d1QFavG6MupVTYmtBb2yG7/ad4tj0EDbFQDqYJ68WEYAD/qb57cyyniarm+/2n0JAQBIECqqKJJbSkJuc/mW9TSdnRqgxO6m1OOZN+i69ieMzw0ykYtRZnFSZ7LTafbTZfQs8JgJglBRabN4FnjlJELnXV89XLr+JBiiiREFT5xYWLmIQZRqsbt5fvYHqFTpxb3T6ebiqhWdHLvGtvuPIQqlPkiyUolRFTUXVwKk3Umtx8mTtJrqj0zw7chFNKzVX1bRSV+5QNsmx6SEcigG3wUyD1c1Gh59Wu3deHDVa3RybHuKl8a75YxQ0FVkQeWGskxfGOilqKgICdsXIDwZKaT2dKGHTldKxS+E2m5at5n1/WwsPNjX82u1LNE0jlcvzg3MXeObM+RsWjUzE45wYGePBpoY1E2CaplFQVd4aGuFv3niLrqmZRSsKdE+H+Kfjp8gWizze3oLHvHJjzruZJ6o388zACYaTswTMDsySggYkC1nyqkqHM8CHarfh01uptazf+rrXss/XRF98mpcmOnl9sgdZFCnMtXnY7W3goL8d/zJWgLVGJ0pscQbIqgV6YpNIokSHI8B2dw2OuYKEu52yACtzV2BRlCWjA/Mm/F8DVdOIpjN0Tc9wamycl3v6uRCcXLWgEwRwGY3UOh20+7zsrK5iZ6CKKrvtlk4aiijR5vBhV4ylKJUkYZQVKoxWdrir560cVp2eR6vbERDoik6RUwu49CY2OPzsrWgodd1eZtyHxnt4uKqVWrNj3huyw13NeCrG29NDdEWnEBDY7a3lU407FqQkVU0lkkvRG5vhiWsWsJYEgYcrW8kUClwIT5As5BARSh389WbqLU62ugP4DNZlI3NQakj7dN0WGm0ezs2OE0zHyBYLiIgYZRmnYsRvtNNoc9Nq82LW6Ynm0rw83s2lSJB0IY8iyez21uLUm3AbzFSZbNRZXHgNlkV+rxabj4/UbaXSaCOYjmORFWrMTjSgPz5DIp/FqjPQ7vDRZPNwYXaC4WSYVCFHjdlJvXXpydSu12PQ6RBYvJ6fWdGhyDd3uy6oKtOJZEl432Bbn8XMQ82N+K1rk6LRNI28qnJseJQvH36LS5PTy27bPxvm68dPoZclHmtrwWm8+UWa70T2+ZqZySZ5fbKH85ExssU8iijjNVjZ4a6lwmij7pp1IW8FjVYvn2nczdHpAYYSIQAqTXa2OWtot1fccHHttabSZOcpU8eNN7xLKQuwMncF1pVSkO8wAqaqKtFslt6ZEKdGJ3ihu5dzE8FV/78iSfgsZuqdDrZU+dlbV8vGCh82w+0pZd7qDrDVHbjhdqIg4Nab+VTTjvnXrviXTDfovxPNp0kWshS52vKj0ebhN1t281BlC8OJWc6FJ4jm0gTT8XkBVlBVJtNxXg/2MZwI02q7KswEQUAvyXy4voMP19/cTdahGNlf0Tjvd7sRTr2JjzVs+7WOJYsi29wBtq3imgNsda1uO1mScM2lIa+PUCWyeXKFwq9dvCEIAjaDnt/Zu4dMvsChvgEyhaVlmFWv56mN7RxsacRlWjvxE01n+Nqx46v6rU0lkvSHZklmc+9aASaLEh+t28EeTwN9iWniuQxmnZ5mq5cKow1lmVT1etNqq6DVdvN9CsvcmLIAK3NXYFGWSUFq2qoFmKppJLM5emZCnBob57muHs6NB1e9sLJFr1BptdLodrG7ppp9DbXUOux37QLJRU1lMD7Lf+88wgdrN3OvrwF5mQiYTpTojEyyyeEnYHbMR/hMskKVyUZBKzKcjCCLpd72p2dGEQSBWD7NqZlRDk/281h1Ow79uyN1sF5UWM3oJGmRAIvnsmQKRSw3ofElUaTW6eDfPXwASRJ5rW+AeDa3YBujLPNwcyOf3LaFyjWKfkEpolfUVOwGI3pZJruM+INSgLWj0s+jrS1rFoG7k6k2O6k2O2/3MMrcBsoCrMxdwYoesFWmIJO5HIcHhvj6iVOcGZtYlfASBXAaTfitFjb7KzjQWMeummqcxlvTJ2k9Kaoqp0OjvDLeg0Wn5x5vLTJLp/qarV4OTZQaLu7y1mKUdOS1UuuF7tg052fHMct6HqxsZiaT4FujnUTzGWYyCVQ09vka+HDduzeVsFb4rBZ0kkj6uqLPeCa7omhZLaIgELDZ+OODD2LWKbzc20comSp58CSJvfW1fOnee6h12Nf0+y0KAj6LhX/34H6KqsrhgUHS+aXPp9Hl4rd272BjhW9NVzspU+ZOoyzAytwVmBX9kh6w1ZrwNU1jNBLjn46f4sz4xA2314kiHrOJSpuVe2treKS1iRaPB4Pu3fOTkUWJ+/1NXIoE+VzTLpQVvCYPVDZzKRLku/2n+PnIRaw6PflikWQhh02n54C/iSdqNtJgdTOeihHLZzk+PYTXYGanp4YP1GzEu0IlY5kSfqtlyTRjPJtbNmX4ThEEAZfJyH945AGcJgPPXu5mOpFkZ3UVv3/gPhrdrnVZbk0UBKrsNv7j+x7iz19+jcMDg4sicJU2K1/cvZM9tdWYlPUvYClT5nby7plNyryrseh1y6YgVyPAsoUiA7Nhzt/Af2LUybhNJhpcTg42N3GwtRGv2fyuXP9TFAR8Riv/cfv7b7htq93Lv27fy/OjnZwLj5NTCwRMdrY4K9lb0UCT1TN/jQJmO19o2cUXWlbT+rHMtVRarUumtOPZLJllIka/DoIgYNTp+MP791Ftt3FkcJjf2buHZo97xYKHm6UUCTPzn99/kL86dJhXevr+f/beM7jR/M7v/DwPHuQMEgxgTs3QOU+SRpqgLI3CBq0ty7vS3vrq7Lu68rnKdS/ssq/2qmzf+ar21q7dWu+etVpJu5J2JO1IGkkjjTSj0aTO7MDYzAQjiJyB53nuBUA20QS72SSYZp5PVU/3ACTxJ/CE7/8Xvj+CyRQqUG218JXzZ3i+uwNnheddamgcRDQBpnEosG7SBbnVCFgwleSaf65svZhAIcXpNps54avjk73dPNnajEmSDn2asZL0uGrpcWnFubtJvcNeNgIWTWcqFgFbjygI/O6pE3z22FH0OnFPuncFQcBpMvFvn/8wVRYzL90ZIivL/NNzp3nhaO97tuheQ+N+NAGmcSiwPqAI/2ECTAVCyTT996UedYKAzWjEYzHzdHsrnz/eR7fXi7iJG7mGxm5Tb7djLCfAMmnS+UebxPAoGKW9byQxSRL/8umnaHK5kBWFT/QcwWnWIl8a7x80AaZxKNhMgCnKFgSYqhJKpRhZLvjaiIKA3WikwengU33dvHC0l5odjnjR0KgEHqsFu8m4NuJolWi6sinIg4IA/M7JY/u9DA2NfUETYBqHAqOkwyjpNtyYCi7nDxZgyWyWmXCEZHGWo8di5stnT/P54304TSb0WqeVxgFBoJCGHFhcKukSjGUKKcgyM5I1NDQOKZoA0zg0rEbBsutmMypbSEHGs1n8keja/68kkvy3dy5zddbPk63NPNXWQqPLiSSKa1E2rfZLY79odDowSdJ9AixbiICpamEEg4aGxqFHE2AahwZbGQEmbyEFmcnLhFKptf9XgVg2y+vjk7w+PolOEDjT6OMzfT08392J02Rac3vXhJjGXtPodGK8b+yQoqrEsgUvMNMezBfV0NDYfTQBpnFosBgNBWPGdbXIiqqibqEG7EHzImVV5fKMnyszfv7jr97gc8f7+NKZkzS7XZs6w2to7BZNLiemMnMfY+ksqZwmwDQ03itoxS8ahwa7QY/+vkJ8WVGQlQcLMKMk4dpCa7tKIV35res3+fxff4t//eOfcWdhqSTipqGx2zS7XWVFVjSdXqtjfK+iAq+NTfD21AzRdHq/l6OxBVRgPhrj5cERRgMr+72cQ4UWAdM4NNiMRqT7WvQVVUV9yFAhl9lEb40XEdjK0CJZUUhkFX4yOMJvJqb4RM8RvnTmFK0e13vSkFXjYFFnt2E3GjY0nEQqJMBUVSWRzXJ5xs9bU9MMLi6zGEuQzufwWCz01np5srWZJ1qb8ZjNe5aGT2Sz/Nlbl3jpzhAf6e6kyeXAoRmyHmhyssx1/zz/5c13CCZT/PMnL9JVXbXfyzo0aAJM49BQzopiK0X4JkniiLeax1ubeXNyesuvl1MUgskUf3/zDr8en+KLp47z2WO9eDXLCo1dRCcINDmd3FlYKhFc4VSaZDb7gO98MLKi4I9E+d6tAX40OEw4lSYr58nJCrKioALL8QRjKyv8fPguXpuVj3Z38sLRXlrcu7v5iGUy/J+/eJ1f3h0nnEoxGQyRyGz/d9XYfbJ5md9MTvEnb7zNyHIAj8XMdCi838s6VGgC7D1EPJNhIRYnmEyh14k0OB14bbY9bVvPyTI35xeYDUc51VBPi9tVsZ9tMxg2piBVlYdkIBEEgfYqN1+9eI7lRGLND2yrpPN5ZsJh/vydS1yZ9fP7509zpsG3oVBaQ6MSCIJAi8eN1aDfIMAS2UePgCmKylI8wbeu9/PDgSHC6TSJTLZs3FhWVeS8TCYvE89m+frVG/xidIzPHO3l033d+ByOHfxm5ZEVhf/n9Td59e4YkVQaFZgOhTfMidQ4OCiqypVZP3/+1iWGlwPFrEGWyaAmwB4F7Q5yyFEUhduLS/x85C6XZ/wsxRPIioKAgN1k4GxjA7914ijH6nZ/hMx8NMYPbg/yw4EhXCYTRkmqqACzm4wb5uQpysOL8AEMOh3nGn388cee5x/uDPLmxBTzsRgg4LVaUFSVuWhs0+9XKZhhvjk5xUQwxO+ePMan+nqotWsDpt+rxDIZrs3O8e70LHdXVggmU1RZLLxwtIcPtLdiNxp37bWbXA7M99WBbScFGU1n+PnIXf72+k0mQiGi6cyWv1dRVeKZLHcDQf7y3StcnpnlH58+yePFMV2V4ocDQ7w6Or4mvgD80RjRTAZFURC1tP+B425ghZfuDHF7cXGtwSmVyzMTiZCT5bLzTDU2ogmwQ8xkMMQPbg/y2tgE/kiUeDZLfl23nxAFfyTKfDTGV86f5WJL466tZXgpwDev9fPKyF1CqRR2o5Gh5WU+2tNVsQicrWwKUtmSABMEAZMkcayuhgannS+dOblWXK8XdciqwmtjE7x48w7T4cimac1MXmYyFOIvL11lMhTmH50+SXdN9Z7M0NPYG1K5HK+MjPKjgWHGV0JE0mlSuTx5RUEvikyFwsSzWT7V24PFsDsdiU1O5wYBFs9myWzRDT+vKIyvBPnrK9d5fXySQDxRdg7qVlBUlXAqzTtTM8xFYvzWiaN8uq+nIqn4ZLHpZTmRKInIZWWZuUiURDaH3bR7Qlfj0cnJMv1zC7w2NkFOvne/UVSVaDqDPxKl1ePexxUeHjQBdghRVJU3xqf4uxs3ueafI5JKl724qhQMHN+ZmsFuMNDidlLnsFd8PQuxGN+7dYeXh0aIFDuXYpkM4ysh5qMxfBV6TbvRsMG1fis1YKsIgoBep6PGZqPGdi9ytSrgamw2PtDWwuvjk3zv1gCz4Uj591WFQCLJy4MjLMUTfPnsKS62NJUdlaRxuBhZDvC1y9e4NONnPhrb0AGbkWUmgiH+4fYQ9Q4HH2hr2ZV1NLocmPWll+dENkdGfrgAi2UyvDkxxdev3mBoabliqbxMXmZsJfn+rVsAACAASURBVMjXLl9nJZnkd04e33GE++b8IlOhcMnGcZXpcIRoJqMJsAPGUjzB4NIywWRyw3PJXI6xYEgTYFtEE2CHjEw+z4s37/D924MMLy2Tyj/8gpzM5bjmn+MXo2N86eypiq/p6uwcb0/NrIkvKAij6VCY2wuLFRNgNmOZFKTKQ2vAHsZql5fHYsZtNlFnt3OhqZGfDI3w48FhgslU2XqZaCbD21PTpHM50vk8H2hvxaCF3g8tr90d5/+7fI1bC4ub1khB4di+tbDAa3fHafO4aHQ6K74Wl9lcMAQWhTWblVQuRzqXR1XVTTsTF2NxfjQ4xHf67zC9ibDZCYqqMh+L8b1bA2TzMv/o9EnaqrZ/s50Ihsjmy9u8TIXCRNJpGpyVrzvT2D7hVIqleKLs+ZHMZhkLrPBsZ/uer+swogmwQ0Qim+Vb1/r53u1BpoIhco9wcV2Ix/nN5BQf6+mi2lrZLr67gSCzkciGx2cjEW7OzfNcV0dFUnR2Y/kuyIfZUDwKgiBQZbUUhZiNC02N/ODOIG9PzZAo04GWyuW55p8npyjkZIVnu9q1+odDyPdvDfA3124wtLi8pfMqlcvz5uQ0J3x1NDgcFbdqkESROocds6QnXjzuFFUllcuTleUNDSCqqjK+EuTb/bf52fDoA+sZdYJAe5WHruoqqq0WREEgns2yGIszthJkKZ54qHALJJL8aHAYURD4x2dP0uzaXiRMEsVNJytNBh+tZk1jbxAFEd0mH1oyl+Ou5gW2ZTQBdkhIZLN87fJ1vn97gNlI5KHmo/eTkxWmQhH65xZ4tqujomuLZTIky3RnxTJZRgMrzIQjFSnGtxqNGHT3j2h5+DDu7SCKIo0uJ16blRa3i6N1Nfzg9iAzZerD0vk8/XMLfEvsxyjpeLqjTasJO0T8cGCIv7x0lbHAyiPVSc2EI1yenuVMg48mV+WjYA0OOxbDPQEGhShYJp8vEWCyonB7YZFvXOvnjfEpVsqkhgTAYTLxwfYWHm9ppsXtwm02Y9ZLCIJAVpZJZrOEU2nurgR5d2qGyzN+wg8wQw0kkrw8NILNaOBLZ07htjzc7Ph+Oqs9m9pbzEVjBJMpZEXR/PcOEG6LiVp7+U18KpdnKhTZcIxqlEd7hw4BOVnm767f5Hu37jAbiW5bcKwkklzzz1VcgOl1OiRRRL6vXkZRVaZCEa775yoiwCRRxGLQI4ni2g59K6OIdoJRkuip9eKxmmn3eHjx5h2uzvpJ3NeNlpVlbswt8J3+21gNBi40717Dg0ZlKNRSTvIX71zmbmDlgedVtcVCm8fNbCRa7J4tfObX5+bpn5vfFQHmczqw3FeIn8zlyKxL2eVkmWv+Ob5xtZ83J6fK1nvZjAaeam3h+SOd9NRU0+xyPnCc0fH6Os43NdA/t8BPh0bon1/Y1P5iMRbnp0OjNDgdfPZY3yNvPLqqq6i2WIimM2U3NvPRGPFMFqdZM2Q9KHjMZppdLix6/Yau3ELDRgp/JEp7lWefVnh40ATYAUdRVX5we5Dv3ryD/wHiSxJFWt0uTvjqaHW7sJuMJLM5bszN8/bkDKlcrrDbpeCuXckITZXFjMNkYjmR2PDcQizGNf88H+85suMdkQA4jAYMOt06AUYFE5CbU2Oz8UxXO7V2K39/8w6/vDtOMJkq+ZpULse707NUWSzU2Gy0eipnwaFRWRRFZTwY5L++9S7DywE2014mSeKxliae6Wyn3mHnr69cXxNgANOhCDfmFniitQXPNiJAD8Ln2GhFkSxGwKBQD3ppepZvXLvBu9OzG0SSQaejq7qKzxzt5bGWRrqqq7aUHneYjPSZamh2uTjireLlwRFeGb7LQjy+4WtVYDIU5pej45yor6PzEV3QbUYjJ3x1+KNRUmU6PGcjESLptCbADhAGSaLR5aTF7WJwaXnD8+l8nrGVoCbAtoAmwA44l6Zn+db1m0yFwmXTI4Ig0FXl4cm2Fs42+uio8lBjs2LW68nkZc41NnDaV09Wlml2u2jzuCtuzNrkclJrt5YVYIlsjrHACmMrQfpqa3b8WmuF+MWdl6IoKDutwt8iJknidIMPm8FIlcXCjwaH8UeiJV8Ty2R4Y2KSJpeTL505idVo2JO1aWwdVVWJZNL8+duXuTE3v6n4anI5+XjPEZ7pbKenphqdIPLTodGSEUHpfJ6BxSUGFpd4qsIdkaspyPWkc3kyskwmn+ftqWn+5uoNLs/4N4gXl8nEBzta+XRfD2cafDi20UloMxo40+ArbiisfO/2AOMroQ1fl5VlhpYCXJr2P7IAA/hgeyuvjU1sIsCiRLQ6sANHk8tJX13NpgJsfCW4D6s6fGgC7ADjj0T52uVrjC4HyhbFukwmnmhr5rnODs42+ai12UpqJfQ6HSfqa+msLuxE7CbTrrjid1VX0eRycnthqfzvEY1xecZfEQFmNxpLOg3lR7ChqASiINBdU43FcByTJPG92wPMhEsbEBZicV69O0ZPTTVPd7Tt2do0tkZGlvnJ0AivjIxuKr7ONfr4zNFePtzZjtdqQSeKqBQ6Zc16fUlDxt1AkBv+eS42N1a0AaPKasFhMm0QfImitczfXO3n3Wn/WkQMCsdno9PBp/t6+Gh3J9013h1FuwVBoNXj5nPH+zBJer7df6vswOWlRGLbg5jPNzXitVoIp9IbzuW5SFQbyn0Aqbfb6Kv18rIkbejET+fyjAc3CnWNjWiVjQeUvKLwd9dv8c70DBl5Y5t2u8fNF0+f4I8unucj3Z34HI6yhaqSTofDZMKxS+ILoMHp4Eh1Nc5NBucGEglu+OeJZXa+k3WY7hdgu1OE/zCaXE4+d7yPzx/r21D/o6gqo8srvHp3nFAqtclP0NgPVg1Kv3G1v2zERScIPNPRzh9ePMeni5MOVs8rAai2WnDc54AfTqUYXFreIMR3ilGSqLFaSvzAEtksb05O8Y1r/Vyani0RXwadjqO1NfzBhTP83ukT9NbWVKzUoMZm4xO9R/jssV6ay9S7ZeV82S7hreC1WTnhq8ek3xgPWIjFiWWyu1rnqfHomA0G2j2eshYkWVlmJhTRPrMtoAmwA8qVmVleGhjc0F0oACfq6/gn507xpTMn6av17nu3iVGSOOmro2uT9MOqe/zwUmDHr+UwGjFI6wSYoiKrlfU62ioNTgcvHOvlo91dVFstJc/Fs1luzi1wwz+/L2vTKE8ym+UHtwfKRmskUeRjPUf4Hx47x1NtLdiMhg2bllq7Ddd99UgqML4S5MbcQsXXW++wYzXcS2OPrQT5/u1B3p2eIb1OfFkNei40N/LVi2d54WjvrozI8tqsfKLnCB850knVffVukihilLYX/ROAD3e0YTdsTJPGs1nC6dQGQ1yN/UWgsAk95avf8FxeUQimUhXZcL/X0QTYAUMtjnP42uXrG8zuBOBcYwN/cP40n+4t7M4r7T+0Xfrqajjpq9vg3r3KcjzB5Rn/jl/n/ghYXtmfCNgqTS4nnznawwfaWrHeVzA9G4nwzvTM2qw0jf0lJ8uMBlb48eDIhuf0osjHurv4o8fOcdJXt+mmptnlwmuzbHjcH41yc36eWIXrleodjhIBNhOOMBEMlUTvHEYjT7W18NULZ3n+SOeuzqhsdDn5ZF83F5obS6ZSWPUGPJaN78tWOdPgo85u2+AvpagqwWTqkWdgauw+NTYrR+tqsZYZx5XJ51ks07ShUYomwA4YKvDGxBRvTU1vqPs63ejjKxfO8uGO9gPXFVRlsaw1AZQjlEpzc36B+A53RQ5TaQRM2WcBBtDtreYzR3s4Vl868DyayTC+EtzQLamxP8QzWV4eHGUpXtosIgAf7mznnz1+niPe6gfWcTW7ndTbHRuEQiqXZ2R5haHljUXJO8F3XwTsflxmEx/qbOOfnjvNEy1NezKJocdbzbOdHbS676WfPFbzjrp+q6wWTtTXYSnzu4ZT6bI+gxr7i1mvp9XtKnvNzyvKhvNMYyOaADtAqKpKLJPhG9dulHj9QOEm/5XzZ3i8tenAdtad8NVxobmxbBQsK8vMRqKMBnbWHeM0mTYW4e9RF+RmiILA6YZ6nuvqoLZkxiSEkumK1wZpPDqyorAQi/GL0bsbnjvT6ON/fPwCndVVD53n6TCZaHI5y26ApkJhLk37ycuVi3gWUpDlPbuqLGae7+rgy2dPca6xAXEPzEqzebnYmZheOw8FCpYZO22yebKtuWy3ZiyTKUm3ahwc6h32smlIWVG0jecW0ATYAUJWVS7P+Lnuny+J6tTZbXz53GmeaGl+4G54v6m12bjY3LRpLVg4leK6f25Hr+EwGTGuF2CK8kju5buF1WDg8dZmHmtpKil8TufzWiH+ASCVy9E/t7BhRI/PYed/euIivTXVWxqmLgBtHjc+x8b5hIFEkv75+bJjubaLRa9HL26ManksZp4/0sk/OXuKk776XS9FyOTzTARD/GJ0jL+6dI2/vnKdgaIFgcts5mhdDa07NFs+5avHa7VuaBxI5/LktBqwA4nXauFoXQ0m6f4JJeq2mzLeT2gC7ICgqio5Webv+++U1AyZJInPH+vj+a4O7Nvw8tlrTtTX8mRbS9ldeySV5tb8IvkdXEwdJhNG/foxLCrKPhXh309HlYfHWprwrpu1qaiqVkB8AIhlsrw1NVPymEGn43dPHefxliakR0jddVS5aSwzIFpRVcYCQX4zOVWRtHheUbgxN7/BX89lNvF8V+dap+NuksrlGAsEeXV0jL969yr/6bU3+PaNm0yHC11ukihyrK6Gp9tbd9wMVGW10FNTvcH7rDDtYkc/WmOXMOn1NLlcGyadqLDvmYnDgCbADggqhbEe70yX3iTONzXw2yePHbiar82otlp5vLmJo3W1G55L5fNMhUIsJzbOqtsqZr0eq8GwZg0g76ER68OQRJGOKg+9td61x/Q68UBHLd8PqMXd+O35xbXHVi0lvnjqxJYiX+tpdDlpq3JvGBMEMB+N8dbkDIuxnRUgq8DIUoBvXr/JxDpPJYfJyLOdHfze6RMV8dXbjGg6zfDSMj8fucufvX2JP/7F63y7/xb+SHStMUig8F4829XByfq6irzu+aZGXPfZ2VgNhm13WGrsPl6blZO+0s9fJ4gbuoU1NqIJsANCTpaL40TuhW3dZhNfvXCWGpvtUA13PlpXw4c72jap58gysrx9OwqBQh2YqXhBzu+xEWs5VFUlmc0xGQoXx0Xdi8iZ9XpqbOUH12rsDSqQzObwR+9NLRAEAavBwPDSMtFM5pE8i4ySRG+Nt2zReU5RGFpa5hejY2XNk7fKcjzB16/e4Obc/FoE1WYw8KGONv7x2ZP01VVefBUKp+Pcml/kR4PD/OfX3+Tfv/Ir/uHOYNkpFzU2K5/qPcJHu7seKYL4IE756nCZzSX2Hz6nXbuZH2CqLWaO1dWWNKYYJZ02imgLaE74B4S8onBttrQ+6qPdXRyvryvp+jsMOEwmLjQ3cs0/xy9GxkqsNBLZHKOBlR05xBcEmJ5ENrevNWBZWSaWyRBMJBleXuG1sXHenppZ6/6RRBGvzUrjLgxq1tg6sqKQyGVLhLqiqowGVvjXL7/CH108x8XmJhqcjsK81C1sdo7W1dBbU8PwUmDD8TcXifLzkbs80dpER9Wjj+ZJZnN8/9YAb0xMrg3XNkkST7Q280/OnuJYbU3FTJXzskwkkyGcSrMQi/Hu1CyvjU0wthLcNHUuCFBjtfLCsV6+cPzoBg+8neCxWHCZTehEkbyiYDMYaHa5NjV51th/jJJEtdWCxaAnlsmiEwS8Nittno0mrRqlaALsgJBXFAYW77WwW/R6fvvEsQ31EIeFbm81z3S0c3V2rqQbJpXLMRkM7+hnu82mNddsWVGIZzIks7kt3zy3i6KqZPJ5EtkcsUyGuUiUG3MLvDk5xeDiMvH7ik6ri631Ni0Fua8IgoAoiCUjfVaZj8b49z//FU+1tfCF40fpq/VSbbWUpLnL0eh0csJXx5uTUyzcl26UVZWhpQDfvn6bf/HURRyPIB4UReHyzCwv3rpTIuRP+er58tlTHK+r3dYxrqoqKoVi+lQuTyqXI5HNEkgkuTE3z+XpWa7PLTy0cFoAfHY7v3XiGF84cZR6h/2R13I/mXyeWFEEDiwuE01nWP0Vu2uq8TntD/wsNPYeWVFI5nJEUmnmojGuzs4hCoXPyFqcIbrfBuGHAe0dOiAoqsrSOuO6s40+2qs8j1yfclAwShInfHV8oK2Fl+4MrUXBsrJMILkzfxi3xbzWdaMCl2b8tLhdHKurxWk2FTrHdpASUVWVvKKQkxWycp5sXi7M4MvmmAqFubO4xJWZWYaWAhtE1yo6QaCruoqnWis7oPm9RMF2JbtmaWDQ6dDrdEg6Eb1YEEyVENQ6QcBtNlNlsZRNpQH8ZmKKtyanudDUyPPdHZxtaKDKasZqMGDW69Hdt5ZV65EzjT5+OjS6QdiFUil+MTpGZ7WHT/V1l/W3Koc/GuMv3rnMbNG6RBQEur3V/OHFs5xp9G0qRNRiKl5WVWRFIS8r5BSFvCKTlWWyeZlkLs9MOMz4SpDRQJA7C4tMh8I8SqJUEkWeaG3hQ51tWAx6crKMpNNtKSK3KgJzxWHiqVyeZC7HdCjMpZlZXh+bZDwYJFe08RCAs40NNJbpOH0/k8nniWYyZPNy4byRdOjFwnkjFc+bSqIWj6tMPk+6KN5XkkkGFpd5c3KKKzNzrCTv1fW6TCZtBu4W0QTYAUFVVWLZeyalpxrqEQUBVVUPjNv9o9LmcfN0RxtvTEytRcFkRVlLq2wXt7kwEHmV30xMcXXGz7G6Wj7U2caZBh/1DjuG4s1cJ4iIAlC8TagUuqpWb1rK2s1LIa8UulFXEknmojFmwmEmg2HurgSZCIa21FotUBhT9HRHW0lBvsY9VFUllcvxvdt3+NHAME1OJ40uJz6HnVqbFa/Nis1oLAgx8V4ESxRYE2aiIBQ/UWEtYrL6SOEzLXyemXyelUSCVo9rUwG2+j3vTM/wzvQMXquVs00+Hmtu5Hh9HVUWCyZJWhOJep3IkeoqHmtp4urMXFnX79lIhP/27hVMeonHW5ox6aUH3hxzssJfvHOZgcVlcsX6MYfRyBeOH6XV4yaYTN07du87hnOKQrIYmQ0lUwSSCQKJJIuxBP5oFH8kymIsvqO6NCjUuL00MMREMMQzne2cbqhfO9f0OhFRENc+i0L3YuHmXRCEMqlcnvlIlNGVFe4sLHHDv4A/Gi1bx+kwmThZX4dXq6FcQ1YUBpeW+f6tAaZCYZpchfOmzm6jxmrFY7VgliR04ur5cu+PsPZvKD1nVv+roqj3Pre8WhDyGTlPKJliMhhmaGmZm/OLjCwHiJYx1daLIo0uJ2cafHv2nhxmNAF2YBDQi+La7u+af46xlSDNbmchHVKhaMBeotfp6K3x8nR7G9+/PQAU0jPpMkOQH4V6hx37fWa0qXyey7N+Ls/6MUo66u12Oqo9NDqduIpRMUkUCxECWSEtF3ZziWyOeCZTqOVKJlmKJ1lOJLZtHSFQ8EV6vruTzx/v29Hv+V4mryhcnvHzH179NbKq0l9mjqJRknCaTLjMJhxGI1aDHqtBj8VgwGrQY9brMeh06MTCzl8nCEg6EVUtzBCMpjMsxROMBlaYWAmuiZqtsJxI8NOhUX46NIpBp6PF7aS3poYubxVtHjdNLidus5mu6irONfnKjjdSgclQmH/7s1/yREsTpxp8mA2bX3LnozF+MjRSElU1ShI/HBzilZHRtQhXIYJUiMqm83mS2RzJXK7iI68kUURWFO6XRpl8niuzfq7M+jFJEj5H4VxrcDpwm8wYJAlFVUhks0VRmGU+FmU6FGE+GttyzebjLU20eFxa+nEd89EYL968w7dv3NrwuUBhc2I1GHCZTLgsJmwGA1a9AYtBj8Wgx2YwYNJLJedM4d868opMMpcjmS2mp5NJ/OEos5EI0XSm7Ovdj8di4ZnOdq1rdYtoAmybrHZNVUoUiUJhx5fMFXbSb05Mc3v+RT5/vI9P9/XQ6HJikqTCSSOKCBV87d2k2eXiydZmfjo8SiqXQxSEHZ+czS4nXqsVnSggl7GgKAz/DjMZ2lmt2aMiCOA2mXnhWC9fOX92V2fybZf1UT9JFPflGFqdd/qfX3/zgTfjTD7PUjxekprfD7KyzGggWDLFQQBsRgNem5VMXi5bX7ZKIpvl56Nj/Hx07JFfezEe39OZegJgkHTYDEZa3C5mIxGWE4lNfbjS+TzjwRDj66wyKoFBp+PZznaaD0gDy+o5I0DFUuOPiqwovD4+ya/uTmwqhpTiNJVYJsNMBQ2Bt4IoCDQ47Xyip2tPX/cwowmwbZKTZfKKiiAUPE+kYqpku+gEkXaPp6SgN5LO8N8vX+frV25wwlfH4y3NnG1s4Ii3CrvRsJZaE9aFmeFgCTODpKOj2sPZRh+/mZgqCrCdHXZGSeJ8cwM35xf2XGRthk4QaHA6+N1Tx/mdk8cPbNt8TlaYDIVYiic4VleDSdKvNTTsFRlZ5u2pGQaXKjs3cS9RKViq7DSdflDQiUKha9dq5bkjnXzheB9tHjd/c/UG37zWX+L/tdtIosjjLU301HpLSg32k2AyyVQojNVgoMHpwCRJO6oz3Q5ToTBXZ8unu/cbgcIklA91tONdN45N48FoAmyb/GZyir989wogcL6pgU/2dnPEW73tnyfpRE766nhranrDc7Kqct0/z3X/PAAGnUij00m7x0NrVcGFuN3jodXjLrRwF3doByFKpqoqRp2EoxgN0gkC5gp0xzzf1cl1/zxz0di+Os0LgEkv8VRrC39w/gxnG317MpNvu8QyGb7Tf4u/vnIDq8HAB9pb+NPPfmpP15DO5fjp0OievuZuoytugGRFeaSi9v1ktYbOaTbxZGsLH+vu4vHWJmwGw9p14w/On8Fi0PO1y9eZDIZ2VYQVom8Sn+g9wlcvnC075Hm/uL2wyH998xK3FhZp87j5w4tn+cLxo3u6hoHFZYZ34KG4W+hEkVaPi3969jSfPda738s5VGgCbJuMLq8wHYqyGI+zEI3RV1uzIwFm0On4SHcnf/b2pYd+bVZW1sL+wupsYUHAIIo0OB2caqjn8ZZmzjc30HAAOohmI5E1h3+DpKuIb5DHYuYPL5wjlsnyy9GxffECM+slHmtu4vdOn+RCc0NZZ/SDRjqf5/ZCIfKUKdYP7TWZvMy1uZ3NBD1o1DvsPNXWTCKb44cDw/u9nAdi0Ok4VlfLheYGnmht5qSvHqNOolwAXxQEvnjqBO0eD3/29iUuTc/uuJC/HKIg8ExXO185f7YYmT1Yt6bpUJSleBxZUUjlcvsym3ImHMEfiT78C/cIAWhyu/jtE0f53LE+vDZrxfzp3i8crKP8EDEaWCGSTgPQ5HJSZdmZqBAFgY4qD893dTxSrcia7FBVMrLMRDDEVCjMDweGcZlMXGxu5HdOHuNic+O+RGaWEwluzC2sdUEaJYm6CngHCYJAR7WH//2ZD1Jnt/HSnaG1z2M3kUSR3hovH+5s55nOdto8LoyStG91IY+CqqokczmGlwsCTCcIHN3lWYKbcRCGKwsU/Oo+dbSHE/W1vD05wysjd5kKhR9ZZNTabHzkSBf1DjsmvcSLNwf2fUIDFAxcm91Oerxeemq8HK+rpbu2es1a42GlC6uR9PNNDbRXfZSfDI7y7f5bjAZWKrI+h8nIx3uO8FsnjtJVXYXpAJ5Liqrij0YIFEeo1dis1Nl2fg17VGRVORBzbw06HX11NXzuaB8f7myj2mrZt3rSw44mwLZBMJlkIRYnnS9089U7HLgt5h39TKFYG/W/fehJbswtPLBd/kGoUOz0kwkkEvxseJTr/nleONbDP3vs/Jb9iCrFdCjCO+vSqsZi11QlEIt1V//y6Sd5prOdF2/e4Y2JSSLpje3R28VuNNBe5aGnxstpXz0nfHXUWK0YJanYdn+wbhYPIivLzIQjxIt1S6Io7ihqu10cJiP/6ukn+Xev/OqBQqfGZqWrqoqVYv1NKr+z7lkoCOgj3mqebm/h2a4O2jweDJJuzez0qxfPMbC4yDtTs1z3zxWNQdMPTb3V2K20V3mos9v4X556nG6vl69dvs7sHhRCW/R6vDYrdXYbDU4HjU4nzS4nLR4XDQ47RkmPTix2uwkiOvHRj1mdKFJttfLF08f5UGcbb4xP8tLAELcXlh5ZTLvMJi40NfJMZztPtDbjMBkPpPBaJZBIshS/1xldZbXsizXGs50djCyv8LPhjb5zqxh1OprdLursNu4GVpjf4UzSVUySREeVh6faWvhgeytHvFWYi36Lh2lM3kFDE2DbYDIYLim+rbFb12qcdoIAtLjd/F+f+ij/+uVXWIrFd1RzoVLw7ZmLRvnerQEkUce/eOqxPQsTR1JpbszNc2vdEGSzJNHirtyIClEQsOr1XGhu5Hh9LYuxODfnF+ifW2B8JchcNEYknSGdyyGraqHYWBDRS7qiyaaEVW/AbTHhMpnxWM3U2W347A4aXA68VitGSYck6tZ5HR3MG8XDSOXy3F3XyacTBNrKzDPcbUySxCd6u7EYjPwfr/yS8CaRy0AiiSgIfKq3m3/z/IdRKYz5mY1EWYjFCCSShFIpwqk0sUyGdC5PVpZRFAWDJGE16HGZzTS6HLS63RypruJYfQ1emw2jTiq046/7LCVRxKSHc40NHK+rIyfLhckNoTDjKyFmoxHmIjEWYjFCyTTJXI50LoeKis/hoNZuQyeK1Nhs/PbJYzzZ2sJvJib59fgkQ8sBgskUsqIUajMpCGCdKBRMNMXCMWnU6TBKhbVZ9HosegM2gx6r0YDdaMRhNOI0m3CbzXgsBXNZu9Gw5ne3KrTW2wxUrlO7sElscjr4womjfKyni+lQhGv+OW7OLzIRDLIYi5PM5lAppOhdZjO1dhtNTged1VX01nrprK7GqNMVj6MxewAAIABJREFUfNUk3YGoVX0Qc5FoyTQPt6nw3u81XdVV/PMnLuIwGnlpYIhUbmP5QEaWmY1EsBr0/M9PPc6J+rqCD1w4ymw0wlI8QTBZOGdCqRSpbI6MLJPN5xEEAb1Oh91ooNpqxeew0+Zx0e2tprvGi9dmxaiTitdDLeJVCTQBtg2mQmES6wSYx2zGZtx5ZEkQBHTA+aZG/svnPsWf/uYd3p6a2XG6RgWW4gnemJjkA+0tnPLV73itW2FwaZmfDd9d819aLfg9Uv3o8/EehCAIa07qNoOBRqeTZzs7yCkyeVkptJCjFt4IoWDWuXrRX29UqCsafkqigCSumrgeTrFVjnQ+z2Tonl2AKAjU2fc+lSIIAjaDgee6CjYD//drb3Bpxr9hV1+YDpHgOzdvc2V2jk/3dfOhznae7eoozgBVkJVSM10VoGhevPq56nXimoA2SroH+koJUDRaLXS4uVQT1TYrJ3115IsO83lFufd6xTXbjPdGF4mCgFmvp83jos5+jE/2dpOV5Y0+XcI949jV43Ht71XDWUqP0YIprbAmttabbO4VoihiFkVMRZ+2I94qPnesr9AZriprlhWrInP1fDLoRAzrugcPy1m1EIsTTt3bJNiNBhymvbeYkXQiHdUe/vmTF2mvcvO312+W7QJP5fIMLC7zp795h5O+On7v9Ak+f6KvcOyqCopSMJ1WlHvnzHpbpdVroSSK6IvXVYNOh1i0P9KoHJoA2wb+aJTkut3HqiFkJRAEAYOk42htDX/8see4POPnlZFR3p2eJZJ6eCpkMxRVZT4a48qMf08E2HI8wTvTMwwsLq09ZjUY6Kzy7Op8S50oYjGIh3aG5m6SzedLingFgYpEbreDIAiYJImjtTX8x09+lB8ODPPfL18tur3fQyl6ht1eWGQmHOFXYxO8cLSHD7a3UW3d/TTQenH/SN9H4Vi0GQ0V2ZwdRFYjJnqdDtvBs7yrGMuJBLF1ru9GSdq3JgFJFKm12/itE8fo9lbznf7bvHp3jEy+dJOelWXmYzFCYykGFpd4rKWJL589xRFv9XtmQ/leQBNg22AlkSRTgXqUB6HX6ah32Hmuq52zjT7CqRSjgSB3AyuMrwSZiUSYj8WIpbNbLvaNpjMVK559EDlZ5t3pGX48OFxiEeE0mzheX6ddAPaJnKKwkkiWPCbswLtupwiCgKQT8Dkd/O6pY5xqqOMbV/t5bWxirb5ylbyisJJMcml6lruBFX4xOsbnj/XxWEvTntc1ary/iKbTpd3C+3z5EgUBh8nIuaYGfE4H55sa+O7NOyWb3VXS+TzT4QgryRRXZ+f4UEcbv3/uNDV2m1a7dQDQBNg2CKfSJcIiI+fJKcqujMywGAxYDAZ8DjutHjdPtjav1Z5k8nJh9lsqRSiVJppOE0ymCCQK43SW4glWEkkS2SxqcZ2hdbUMu8WNuXm+f3uQmXBpAbLXauGxlsZdf32N8uQVhVDq3uevqgVPLtsBcOx3mc2FGZ52Ox9sb+XvbtxkaCmwweMtK8ssxOJExiaZCkX4YizOZ472HMipAxrvDWKZLOn8PQG2mobe7xFJRkmixe3CYzHTU+PlF6Nj/HBgiKX4xgauRDbL2EqQlUSSoaUA/+b5D9Hq1sY87TeaANsGiVy2pHsrncuTk+VdDUsLxRlf1vt2+3lFISfLZGWZnKyQlWUy+fzan3enZ/n61RssxuKoaqGVeTcZC6zwwztDXJ31l4wJshuN9NXW4DsAvmTvVxRFIbFuJ6+ispxIHggBBoWob7PbhdtiprfWy6uj47x0Z5DZyMZhzal8ntHlAD8eHKHR5eTp9tb9WbTGe550Pk9WvnfdTOayxLPZHU/0qASiIOA0mTjpq6PB6eBso48fDw7zy9Hxsl3D4XSaSzOzfOvaTf7XDz6ubVz2mf0/gg4hmXxpQW04lSaRze3LwSwVu53KjeyYDUcIJlNEi11mRkmH27x73TvjK0G+feMWr4yMldzoAWrtNp5sbdnz8R0a91DUQh3YKrKiMhkM0eapXFdqJbAbjRytraHGZuVMYz0/H77Lq3cnWI6XdgXLqsrg0hJDi0t8oK1FS6lo7Aq5+xooQslCpmGn3o+VRK/TUWe34baYafW4eaK1mR8NDHNpenaDSXVOlvnZyCh/9Ni5kqkHWyWZzZLI5TBL+vdsfeNeoQmwbSArSsmNwB+JEkqmqLMfnBlYqx5gPxkaIZUr3HSdJhPdu+T7NBpY4ds3bvHy4DArydI6I5Mk0Vvj5VxTw668tsbWUFFLLsayqnBrfokPd7bv46rKIwgCNTYbHouFZpeLiy1N/HzkLm9NzpSkUROZLEvxBIlsVtvNa+wK67tdoTAgfT4ao6vC3dw7ZbWxpaPKQ73dzpHqaq74/fx4YJjbC6X1YcvxBIFEgmqrBd0jCLCsLPPW1DQ/HxnjZH0dnz3Wq9Vg7gBNgG0DXbFdfPWUnAqHCSQSgHcfV3WPhViMHw0M893+28xFY2uP19psPN7aXNHXSufzXJqe5R9uD/LW1PSaW/R6Gl0Onuls37FZrcbOEBDQCcJaOi8vK7w5OcW/eOrigfVikkSRFreLWruNzuoqLjQ38crwKDfmFtZqG5O5HMl9ikBrvPfRCQXPq1URNh2KMB4M8dQBjbqKgoDNaOCEr45Wj4u+mhrempzmR4ND+COF+4GiqoTT6YI34hZ/bl5RuDQ9wzev3eTa7BxDi8voRJEXjvZi0mtSYjto79o2MEoSOlFcqwObCoWZCoU5l8uVTQXuFYqqMlqswfrp8CjT6zxiqiwWHmtporNCA25lRWEiGOK1sQleHR1ncGmZRDa74etsBgOnG3w83tK0381D73tEUcBi0K9NCpBVlbuBFW7NLxS6U/d5fQ/CJEl0e6vxOezoBIHleIKRYkevqhaiexoau4FRKhgwr1o9BFNJhhaXmI/GaHAe3JpWURBwmc081tJEq9tFKJXiO/23155XFJWtnjayonB1xs83r93k6qyfVC7PaGCFv7txE0kU+WRf94Gb33kY0N6xbWA3GdGvE2DxTJYbcwtcaG7cl9EuUHCdf3dmlp8MjXBperakE8ao03GivpZP9XVj0uvJyTKRdBoBAbfZ9EgzIsOpFGMrIa755+gvutwvxuJlh2GLgkB3TTWf6u2mqgIDuDV2hl4UcZvNJaOaEtks37jWzx9/zItBpzuQUbBV8orC0NIy/XPza2nIQku+AbtBi35p7A52oxGzpF8TYLKi0j+/wKXpWV442rMvM3a3iqqqJLM53pycZmQ5sPa4XicW0o9bsKFRFIXr/nm+eb2fd6Zm1kpacorC8HKAb1y7gawqfLK3e0OTmMaD0QTYNvBarRj1UkmXydVZPzfmGmhyOfc0CpbO5RlYXOLX45O8MTHJyPJKiYeSriiCvlAcdguwkkzyt9dvshRPrI0zcZnNOE1GrAYDJklC0okoiko6nyOZyxNNp5mLxvBHosyEI4wGVlhJJMsKr1UanQ4+1t3F6Ya9cd7XeDAGnQ6f01Hini2rKr+6O8FrYxM829mOdECbJILJFL8en+THg8Nc888RLYpIn8NOR1UVZs14V2OXqLJasBuNJSOzpkMFU+CeGi+9tQej9OR+8rLCVCjMSwOD/HR4lPGVe1MwTvrq8dqsD02hKqrKjbkFvnmtnzcnponfl+XIyQrDSwH+5mo/OVnh0309+zIl4LCiCbBt0Oh0YNHrS8ZTzEVj/HxkjHaPhzONvl2vDUhmswwtB7g6M8e70zPcnF8sKU6GQk1PR3XV2lw6nSiSk2UmVkJ8p/82gUQSSRRxmUw4TEZsRiMWvR6jJCGJhVqhTD5PKp8nnsmyGI8Tz2zN+NVrtfD8kU6eP9K5r2lZjXuY9Ho6qjy8NTld8ngknea/vXsFr83Kibo6JN3B2dFn8nluzS/y+vgkv7w7zkQwSK5oCWDQ6bjQ3MjZPTjfNN6/NDjsuC1mZtYNVs/KMldmZvkHhx2HyXigUpGKohBMpXhrcppf3Z3g1+OTRNc5+VsNer546jg2o/GBEe+C+Jrnm9f6+fVE6c9YT05RGA0E+G7/bWpsVp4/0lnx3+m9iibAtkFndRUOk7GkwF1RVa7M+PFarVgNBo54qypucqeoKguxOKPLAe4sLHG9mAIMJpMbUvmiINBVXcXvnjrOR450rrULxzIZbs4vrBXL5xWFQDJJILmxeH67uEwmPtzZzueO9x2oC9P7HatBz/H62rLP9c8t8BfvXObLZ09zttGHQZL2tSYsmc0xvBzgmn+OtyanueGfL7kBiILAKV89H+vuosW99wPFNd4/tFW5qbVbYb708eVEkp8Nj2KSJF441kurx72v50xeUQgkktycX+DyzCxvTc6UpB2h0NTyueNH+WB7K8aHRLtVVeXW/GJJxHnzLy78VamRfO8XNAG2Dbq8VdTYbIwur5Sk4OLZLL+8O44gwBdOHOVobc2OzfoKA4njTIUiTIVCDC0FuDW/yN3AyoZw8CoGnY7eWi+/feIYzx/pwLPOr0YURNwWMx1VHsZWgjtaWzmqrRae6Wznd04e37d6OI3yrBay19ltLMTiG57/5eg4qVyeT/d183R7G1UW857Wt2TzMtPhMOPBEHcDK9yYm+eGf57wfTNQdaLAifo6vnj6OOeaGjRvOY1dpd7hoM3jxmYwbLjmzkaivHjrDuF0mo/3dHGyvg7THkb8ZUUhkk4zEQwzvhJkaGmZa/45hpYCJWbhUDj/P97TxR+cP4PTaHpovacgCPTUVHOsroZwKr3p/UYA6h12PnO0h4vNTZX61d4XaAJsG3gsFo7W1nBnYZGV+0b7rCST/HRolJVkkue6Ojnpq6PJ6djSSamqBZ+mcCrFcjzBQizOQizOeDDI8FKAkeUAoVT6gSlAq0HP6QYfv33iGB9sb9ngcu40GXmuqwMBgVdG7nLdP09kXW3DdhGARpeTjxzp5IWjvfTUVB/orrr3IzpRpMZm5emONr5949aG51XgrclpZsIRJoNhzjT66Knx4rVaKi5yVFUlI8usJJIEEkkCiQTToQiDS8vcWVxkMhjeMIYIwKyXOOWr54unjvNUW4tmPaGx65gkiZO+et6enOHWwuKG5xdicX5we4CJlRAf6e7kaF0NHR4P9l2ohcorCvFMhkAiyUoiyXwszvhKkDuLSwwvB1gss7ESALfFzEePdPLVC+dodDq2lLIXBYFzjQ2oakGMvTkxXTYNWW218onebj5ztEezo3hEBPXB9Txab/cmXJnx859+9QY35ubLvkmFXYGDi80NHK+vo8HhwG0xY9ZLGHQ6REEojhFSSOVyJHM5YpkMwWSKhVic6VCYiWCIyVBorevkYdTZbTze0swLx3o439iA4QHRt2xe5m5ghZeHRrg8M8vQUoBkLrfp1z8Ih9FIT001zx/p5LmuDhpdzm39HI3dJ5PPc2V2jn/10k8emHbWiSLd3mouNDfSV+Ol1m6j2mrBaTKtHcP64nGsUhBUq3/nFQVZKfydV2SyeZmMLJPO5wsu2tkc0XSG5USc2XB0rbFjMlRedK1SZ7dxsbmRzx3r40yjT6st1NgzluIJ/vztS7x4886m10kBcJpNnPbVc66pgTaPm2qrFY/FjMNoRK/TFc+bQlR5/XkjF88ZWSnMmcwWx8tl8vnC/SGbI57NFu8PMWYjUWbDUabDYZbiiU035XpRpMtbzTOd7fyj0yeotloeudNZURSu+ef5uxu3eGN8kuC6WmOPxczHe7r4/XNnaD1gEzUOGGXfdE2AbZNMPs+fvPE2L968U3JAlsMoSfgcdhqdDhwmI2a9AUkUyMoy6VyeSDpNKJVmpThA+1HfdJMk0Vnt4bmuDj7Wc4R2j3tLJ5mqqmTyMldn/bx6d5xb84uMB4MPz/cXcZlMNLmcnPLV8ZHuTk746rFoN8UDTziV5k9/8zbfvH6zZMTKZngsZpqcTlrcLuqLRcdmvb7QLSuKqKioaiFdLqvK2kzSXPH4XjVKjWUyhFMpgsUI7/3R480w6/Uc8VbxTGc7H+85QrPLqQ0R1thzXhub4M/fvsR1//xDG5EkUaTeYafF7aLF5cJrs2DW69fOGwCFgsO+Uty0rJ432by8JroSuSyRVPH+kEyyHE9saaMsCgIei5mzjQ18ovcIz3W2P3BD/jAUVWVgcYnv9t/m1dFxFuNxXGYTz3V18PvnTtNdczA7QQ8QmgCrNLfnF/nTN9/hzcmpNY+YvUQnCNQ77Jz01fHJ3m4uNjdtqwVYVVVysszV2TleH59kcGmZhWiMYDJFPFvoepREEYNOh81owGU2UW2x0F3j5bGWJk766nZ1xqRGZVk10f03P3uVKzP+/V7OphglHc0uFyfqa/lkXw9nfPVYtdlzGvtEPJPl72/d4etXrjMTjjz8G/aBwnBuI0e81VxsbuSzx/poqmBGYiIY5Ae3B3lzcprOqiq+dPYkx+rKN/ZolKAJsEqjAj8eGOJrl68zsLhEbgvRhEogCgJVVgtd1YWowHNd7fgcjoqZaE6GQlyfnWd4OcBCLE5OkdcGr9Y77LR73MVibjsGSSuAPozkZJnLM37+wy9/zeDS8n4vpwSLXk+9w05PjZfnjnTwZGszLtPDi4Y1NHabuWiU7/Tf5u/777AY31hvtV/oRBG32USL28WZBh8f7e7keH3drtizLMcTjAeDOIxGemtrKv7z36NoAmw3yOZlfnBngL+9fouR5cADa1h2iiQW3IubXE6eaG3mY91dtLrdB8q3SePwkJNl3pqc5k/eeIuh5cCav9Z+IAoCbrOZWruN3hovH2xv5YnWZpymB3sVaWjsNTPhCC/evMMPbg8yH4ttyRdxtzDrJaqtVppdTk43+PhQRyvH6mq1FP3BQxNgu0U2L/Oz4VG+e/M2dxaWiGUyFX3j7EZDsQ7HxQc7Wnm2swOf046knWQaO0RRVW4vLPL/vvEOA4tLBBKPXoO4XQrpEhNuswmvzcb5Rh8f7mqnp8ar+QlpHGiW4wl+MjTC928PMBkMb2rRUGkEwKSXcJnMeCxm2qs8PNHazOMtTZrn4sFGE2C7iaqq3Jxf5Hu37vDO1AxL8QSJXJbtbI5EoTA02W4w4rKYOFlfx1NtLVxsbsRhMmmu3xoVRVVVopkM37rWzysjd5mPxoikMxt8hHaKKAiY9RJWgwGb0UiVxczZRh+PNTdzuqEes17Sol0ah4ZMPs/N+QVevHmHKzN+VpIpEtlsxW+aep0Oq16P1WjAaTLR5nFzvqmBC02NtHrca12VGgcaTYDtBclsjhtz8/xkaIT+uQVCqRSpXJ6snCcnK8iqUvBVoXBDEkWhWOAuYZR0GCUJl9nE8bpaTjf4eLylqTg0VTvJNHafmXCEHw8M8+uJSRaiceLZLOl8jkxe3nKqRaCQLtfrdBiKx7RJknAYC8XBJ3x1nKivpdtbrZmoahx64pks/XMLvDw0Qv9cwTg4mcuRzufJPUJJiigI6EURvaTDWLwfmPV6fA47fbU1nPDVcayuhlqbTbsfHD40AbaXKKrKcjzBzflFBhaXmAqFWYrHiaYzZGV5LcplMxioslpodrlodbvoqPbQU+NFJwhaNEBj30jn8txeKIwhGVxcYjIUJprOkFMUFEVBUaFweRAQhMLNQxAEdIKAWa+nymqm3m6n1eOmvcpDu8dNs8ulGTVqvGeRi6OArs7O0T83z0ggwFwkTiafR1YVFFUtZkRUBEFAWHfuSKKI02TEa7PS6HLS7vHQXuWmw+PBY7Fodb6HH02AaWhobA9FUQin0wQSSSLpDJlcnryioBMFDMUIl9Wgx2024zSbtPpEjfc9q/Y+y4kkK8kkiUyWrKygqApGnQ6DXsIs6bEbDVTbrJgkSSsvee+iCTANDQ0NDQ0NjT2mrADTtqkaGhoaGhoaGnuMJsA09hVVLYzj0NDQ0NDQeD+hCTCNfUZFVaP7vQgNDQ0NDY09RRNgGvuGoiSIJ7/D4spX9nspGhrveVQ1TTL1E5ZW/pBM9poWedbQ2Ge0nnCNPUdVVWR5jlD0P5FMvYykq9vvJWlovKdRlCjR+F8Rif1XQMGgP4pBf4pNaoM1NDT2AC0CprGnqGqeXG6QQOhfkUy9hKom0ZptNTR2D1WVyeWniMb/ElVNoKoZUulfoZ13Ghr7iybANPYURQmSSP2IdOYtVDW938vR0HjPo6pJstlrKEqo+IhCNncbWVlGVfdvALuGxvsdTYBp7AMKsDfDazU03u+oapa87Gd9xEtVM6QzbwJbH5WjoaFRWTQBprHHSIiCfb8XoaHxPkJFUTMbHkulf4WqCTANjX1DK8LX2FMEQUIQd0+AyXKAdOYdBHSYzR9BELRhzxrvd0RE0XbfYyrp9BuoShpVNGpzZzU09gFNgGnsMTpE4f6bQWWQlTCJ1D8Qi38DUXSjCgoW88cRtECvxvsYQZDQCe4yz6ioJAEHWjekhsbeowkwjT1FECTEXYiAKUqUZPIlYvGvk8vfRRAMRON/BaqMxfwJBEE71DXer0iIuqqSR0SxCrfr3yEKLjTxpaGxP2h3JY09pvICTFFiJJIvEU38Nbn8GKCgqmmy2etE1TyqmsZq+SyCYKjo6z58XUlkeR4Avb5jT19bQ2MVQdChEz3rHhGRpFYspo8gCGYt/aihsU9ouRmNPUZEEMxUUvunM28RT36XXG6E9V1dqpomlxsmk71BofNy71DUFOns/8/ee0fZcd13np97K73UAd3IOQMkQDDnpEBJJiVLtK1kc9YKtiesZ9Y74/XuzDm7453dnXg8M55oe2xLsiTLsjKVKJJiEEkwAYzIOTfQufvlSvfuH1X90AgNdHjdDYD3cw7I0++9qrr1ql7d3/2F7+9VBov/mmLlK0Rx14we32A4i42U7ee8IkXBGF8GwyxjPGCGGUUIgcBGijxKDzdln5a1AMtahBAOWkej38Fx1pLNvA9wmnKs8aBUDT94lWLpz6j7r2LJDgQOrYUvYttLZ2wcBkOCRIo8yeM+utyHDQbDDGE8YIaZR1hNDUO6znW0Fj6XhlRG9itwnPUU8n+HjHfvjFVDaq0Iwncplv8S338VCIhVN5XqdymW/4I47pmRcRgMIwghQLipEWYwGK4UjAfMMOMILIQsNE0DUggPz70VCi5CtlCrPYWUbbTkHyOX+QhSzuTEI9J/Gk2YvqZRukKs+oBEKsOy5s7gmGaHRGU9RoiZ8z4aLo5AImU7Km6O19lgMEwdY4AZZh5hNV2MVQgXz70JKXM49jqkyJLNfgTL6rj8xk0iVkNoVcOxV1LIP4bWYaJJJjwy3r3kc79KGB2iWnuKXPZjZLxbZ2xszSZpIyXHLGzQOiKMDuL72/C823GdjTM7QMN5yMTrbHRXDYYrBmOAGWaB5oYgRxDCwnU2YlvLgRgpW5t+jLFQqkit/hxB8A6edzcZ93ZESxbbXpVIYeQ+ihQ5hkv/jbq/lSg6AfyDq9IIS871WUDgeXdjW/PPeT9p/nyIUvnL1OrPkwkfpDX/BVz3utkZcJOJ1RBhuB8p23DsdQhxFWRyCDmtAsgGg2HiGAPMMOMILMQ0ibGCmOGQIyhVoea/SKn8VYLwHYJwF6LwRTLePbj2epQaQOuAYvl/pIZLTK3+DKAR/EM87+YZHe9UUKpCtf5ziqU/ByIKaoB89hEsawGQhB2j6AjlyjeoVH+I0kNUqz8CrWgpfAHP3TS7JzBFlCpTqz1LpfZ9bHslLfnHcJwNiCtcS0sgp00A+WonVgPEcQ+2tQIps7M9HMN7CGOAGWaeJifhzyZKVan7WymV/wo/2A5E1P3XQceAJJv5IKAplv+CSu0JRmJAmjo1/xd43l1XjQGmVJVa/TlK5a8QhDuBiFL5a6AVudzHsOQ8ougopco3KVe/h9JDyXZ6iErtRwBYbb+PbS2axbOYPEpVqfm/oFT5Kn6wHZlqa7XkH8Ox11/hnjBjgF2MINxPtfYToug47a3/BCmXYoRpDTOFMcAMM04iQ9Gc8KDWEUoNEcfdxKofpYpoXUcTIZAIkcOSHVj2YmxrSdMTwmPVS7X2BHX/Vc6W+AcE0T784E2ymfenr1lIWUCpwcbfjr0Sz93c1PFMF1r71P0XKJb/ItVVS841jPZQqn4dKVvJ536ZMDpM3X8elRYcnN2+ShjtQ6sKXIXtOZWup4b2l/CDN4EYpXqpVB8HHVHIP4brXHcF9x6ViBn2DF/pxGo4WRhVvwdE5PO/hmUtbOozQmuFUoOE0QHiuBulq2lBRCuWtRjHXoMQuSvceDdMF8YAM8wCU/eAKVUmik8QhocIo32E4QHC6Gj6kCujtZ+0PRJt2PYyXGczGe9OXHcLjr2SZq1yBTa2tRTbWkgUnyQJK3q4zg2p/IWLZS2mpfB30LpOpfYjlBrAsVfRkv8CGe/upoxjutE6pFZ/iTDcC43qzgSlBolVH1prbHsZnnsHUdw9ygiT2PYy8rlfxXFWz/jYm0EQ7KRU/gp1fzujz1+lBrhlLcZx1iGuWOtSIEVutgeB1hoICcNDRPEplC4jcLCs+TjOOqRonTFjxA/eolr9EVpXAAiCHbjOpjH6Zk4MjU67ceyk7r9EzX+RKDxArAYRwsGS83Gd6/Ey95Jxb8d1NiCEh/G+vbcwBphhxhFTCEFq7RNGx/CD7dTrL1IPXiOOu7mY0r3WIbGuEQdn8IPtVGs/JZ/7GPncJ3GdLU150Nv2Egr5z4CwKVe/TRx34TrXU8h/lox3DwBCSGxrBW0t/wApC9T918lnH0m2u/hZEkbHEgFXUbgiVsdS5slmHiCMDuEH2xqTlhRtZDMfJpv5AFJmceV6WgufRwhJpfaTNLdmMYXcJynkPsPVKj0Yx13EapAL7zOJtOZi2wubbHxp4rg3MVLiQRQ+UuSw7RXY1qJ0sp4AYqQDxeyhtSJWvdT9V6jWniQI3iSKu5Eii+NeRz7zMNnsB7GtZTMiXRILVFWSAAAgAElEQVT429EEjb99fxu57CNYcmoGmNYarUvU/Bcolb9G3X8R0KPej4ni40Txcar1Z8hmPkAh92tkvLuRcs4V7EU1NBtjgBlmAWtSIchYDeP726nUvk+t/hxKDUxga02suilVvkEYHae99f9oWkK4bS+lJf8YUrbh+9vIZh4kn334nAbgQkhsewltLb9L1nsQz7v9og3CtY4IwncoV75LLvtRPPeWWZ84EwS57EMgbEplj7r/CqDIZB6kkP80rrOh8TnHWUdr4XcQopW6/zKZzN20FH4LKWffAzNZspmHiFU/5UpAEO5nxAtmW0sp5D5JNvPhpjV8VyoJ19bqz1P3txKGB1CqiGXNI5v5APnco7jOlgl9nwKBmEUPWGJ0dFGpfpti+X+g1Fk9MqV9fP8VguAtwvgYLfn/CcdePe1GmNY+ow0jP3gbFfejrWVTWPQkxle1/gzDxf9IGB24zOdDavUnCcM9tBQ+Ty778LSkShiuTIwBZph5hI2UbRPaROuAWu3nDJf+G2G0j8n2dtS6Rt3fSrH0X+mY86+xzuuRN1ksay6F3KfJ5z6BFNkxPBQCKVvJZO4ZY2wxfrCdweF/iR+8g2UtwnWuB64EAwxAkst8AClasOQcNBGF/G/gubec9zmBba+gtfBb5LIfwrZXY03wel9pSJmjkP8sQniUK39NEO5BynYK+U+Tzz3atPNTqkzdf5Hh0p8SBO+g8RvvRfEJSpWvEcVdtLb8vUTqZNwN5uWsGcBaK+K4h1LlaxRL/52xxMi0rlMqfwWBoKXwBWxrxbR6gyx7GaMTEmN1mjA6nFS1TrJrgNJ1/GAbw6X/Mg7j6yxRfJyh4r8njrtpKXwe21p+RXi+DdOLMcAMM06ihD8xD1gYHaFU+fIYxpeNFAWkbE0TWj2EsBt5GCoeSFXok8RxravU/K3U6y+Rz32sKecEpBPc5Ce5KDrGwND/nVYYxknSuq4BU89JaSYZ73ZsazEIB0vORYwRVrSsTiyrc4ZHN31IkaWQ+xRStFGpfR/H2Ugh9xlsa2FT9q+1T63+PIPFf00UHeXiiwxFrf4MUrZgyQ4ce+M4G2on7YhmmpFwXKX2E4qlP+XySrAxpcrXkXIuhfxnseT8aWsY7rk3IYSH1uXGa/VgOxnvrklJ2WgdE4WHKZW/RhjuSV8VCFFAyjakyCNEJjUqBVqHaB2gdTkRcdZVytW/JePdnfy+mPnrZZhZjAFmmAUsLNHCRBJO6/7LRPFpRk9KAg9pdWJby3HdLXjuFhx7TVrJlAMUUXSKuv8ClerjBOFuRkJHWpep1Z9sqgE2VYrlvyAI9zAySYXhPrSukoRJmjsJaa1QepgoOoYQbjqRj3/FbdtLmjqeqwUhHPK5R8h4d4KwppwvNILWGj94h6Hiv72E8TVCYoTZ9mraCksQ4wrnCwQTzBtrCgFBuJNi6b8y8tuTog3LmocQmSRPU/Wl1cHJOWtdp1j+Era1kFz2kVH9XZuL62zEkgvOObYfvE6s+rD0kgkbfkoVqfsvU60/A7jJAkQuwHU34bm34Nhrsa0laf6rSIpX4gHCaC/1YBtBsBvHXpOGX43x9V7AGGCGGUcICcJDiFzq4bk8ShVBR+e8ZlmLaCl8jnzu0TG9EJbbjuusx3VvZHDoD1PvUhLSDMJ9UzuRCTBS/aVUBSFkmlx/bnilWn+a0RV2YXQIpYtorZoeitEkId2+wd/DtlezZMGzmBX3eBFN7+UZq16Gin9EGB0nMQaS3o1StIIQxHFf6qlJcpaUGqZe/wWecxPZzAcubywIMfHE/SmitSaKeyiWv0qsugGJZS0in/0ohdwnse2VxKqHcvUHVKo/SA3P5DeuVA/F8peQci7ZzH3TMnYhXDKZe4kqxxpFJWG4nyg6juNsRJCZwLkqwugQ5dr309Zjd5DLfpxc5qEx7xUpW7Dt5XjeTRTynyWKToMQWHLm2qcZZhcTZDbMCkkl5Pjzr2x7BUIW0lV8ctsqNYCKB9DaR+uxQxtCOEllYm501aFC6dIkRz8xkjBMBd/fRqn8l5Qr3zonCfnsB4PztqsRhofGbaRObFBR6m0jzYMz5e+zhdYR5crXU321gEQjbjVthb/P/LlfYn7nX5HPPXpB3mQQ7qQevDqu+0MgkGL8BkUz0LpOGO6iWnsCkNjWUua0/V90tP8LXPcGpGzBsdcwp/X36Wj7QxxnA6N9AkH4bpJvF+xE63DM40yFXOZDyHPyvWLqweuouG/MbS6G1lXCcDdB8A6us5F5HX9GS/6zEzLUbXsRtrXQeL/eQxgDzDBLWBNKgM96D+K5t5DNPIhtrQBslC5SrPwlpfJXiONTaD122EaKFhxn7ehXkGKmEsMD/OA1egd+l6HSv6dY+TKx6r/gU657M+erlAbRHlS6Om8mmpAg3EuSozIboanZIRHGrBLF3UTxaZSqpN7Jye6rTBR3E8c9KFWd1H7C6Ail8tfQ6YLAsVfT0f4vaW35u7jOdbjOOloLX8Rzb2X0I1vrGkGwo+HVvTQCMcMeTqUGqNZ+BkRYch5trf+YQu4TF/1sLvsQc1r/KY69mtHnWK3/jFLlm4TRkUsusiZLxrsTy17KaMOvXk/SHS71PDmfOD5NPdgOKLSOp2fRZLjmMAaYYVZIEvHHb4BZ1hzmzvkPzOv8Mu1tf5CuliVaVylVvkqp8lVi1TPmZKoJUaOSbQUOtr18qqdxWTSaKDpBufIdYtWNEFlcZwuus+6Cz+ayD11Qfh4Ge9CqfMFnpz6wmDg+mY4xusyHZxatA2I1TBwPoFRtQhPhpfebeCLL1W9xuucRurrfn7ZImtzErtQQpcpXOdPzCbr7HqNa++kkxhNTLP9JqjGW5Ee1t/0zPPf2cwxj19lIxr0LS847Zx9heIAgeHccRqSAJslkjB8NaCxrMfncJ2jJf/aSn85lH6Kl8Dmsc1pVacrVv6Vc+RuiyyyyJoMQLoXsL5+jSxhGewmj/Wn+5fiIVV+aYwpaVwijg00dp+HaxBhghtlhEgnMQjgIISnkHqU1/zkcexVJNVGVUuUblCvfSHOmzp2MtNaouId6/eWz+5JZMt5dEx621iqtXgrHNxloRRgfp+Y/C4CU7eSyH77oR3OZj5wXDoEg2o/Sk/fSXGJgKJXkFKl4iFS7u8nHmDhaK6q1J+nu/TSnztxNqfyXE9R7uxQhfriTgaE/JI670KqeynxM/DGotaJaf5JS+WtE8TGEKGBNohoyjA5Sqf4Y8AFBS8sXybh3XLQptJe5C8dZf85rsTpNMC5jQcy4tpRtL6Vzzr9j4bzv0N76T8a1TUv+N8l6D56XeB9SqnyFUvmvkuvWZCMsl/0EUnZyNgyvqdWeI4pPjvt3p1SpsaCJ1SB1/5Vp+M0arjWMAWaYFQQ2ctIVZIJC/tfJ534FSyY5FkoNUip/nXLl2zDKo5N4Ger4wVtUqt9pvC5FO7nswxM6qtaKMNxHqfItKtXHieOuy26jVD9B8FZSRECqHO89cNHPWtY8MpkHYVS1Whx3odQQk/XSjIVu5MBpovhoogh+BcwXUXyEweK/IgjfRekajrO2KY3btdbEcT/F4n9lJM/KdW/DdW6YhN6SJowPU/NfIIqPIoSL627G826b0HhAM1z6z41wlWOvpZD7NJZ18SRs196cttEaPV5NFJ8ap8dl5nOLhPBw7JXj1v0Twqat9R/iOtcxOi8x0Qj7C4ZK/4kwOtxU48a2F5H17kOMalZe859LQ/Tjyz3ThOmCZiT0+vML+qEaDOdjDDDDLGFhyaloRFm05D9PNvshRiaWWJ2mXPkGleqPRn0upO6/yMDwv2wk3UvRRi77S1hyYh4L33+FvsF/zMDQ/85w6Y8Jwl2X3SaKz1D3XwdAiDyee2O62r44+eyjFyRLR/HxCYVDxoduTPxah/j+Nppt5E2GweE/SltLQdZ7AMdeRzMMB62r1P1XGp5IIVzaWn570vur1Z7Br28FwLE3kvHunKDMgyYI91Cp/oSRBUNry+9eEGIcjRAejrP+vBAdqLiHKD5+mePNvAdsstjWSlryj2HbK895XROkv+/vonW9qccs5H71nOpDravUaj8jjA6Pa3uBParXpiKKjjBU+m9NHaPh2sMYYIZZQQh7ShpKQgik7EhDFvc1Xg+jvZQqX6ZaexqlylRrP2Zg+F80wgNgYduraC38vQnp/MTxEMMNnS5FxrvvgnDQ+WgUUXwGP3gLSMKPSYPusY+bydyPZS9i9E8zjrvTtinNQyCRjTCPplT5Ovq8KsyZplT5W+r+L1LDUJDP/RqWtagJQpyaOD5Nsfwn6d8Wjr2WbOahSe3ND96l7m8lVr2AxHNvIuNe+rpeSMRw8T8w4mFx3VvIZh5I9esuvh8hBLa1AstacM7rsRpIJAwuiYCrRFldCEEu+3Gy3geQ4tw8UctaiG0vQzS5otN1byHj3XGOAn61/hR1fxtKXb4IRoj8OddF6WGq1e9TLP9lU8anVBk/eIsgHL+6vuHKx+iAGWYJGymnpqUkhMB1NpHP/QpR3EUY7QU0fvAWQ8V/h2Uvxfe3pUKLScjCsVYyp+2fYVljexouRqnyFYLgLSBAyg4y3l3Y1rJLbqPiAcJwd6O6LTHA7r7MObnkvIcoRicbCt0qHpwG40hiWXNR0RAA1drTVDI/pJB7tOmT23goV77N4PC/SsOtkPHux3O3NKUPZhz3Ua5+r5EkLUSWlsJvTUpbTWmfau1nDa+m41xHxrtnQq21tA6p1V9Kdd+SfKaWwueRov2yRpxtL26E3RtjUiXURapqz0fM8uM+acbdTxjuI4z2EkUniOIzqLgfpYdQuozW9VRyQqFV7Zxm2QCucx2Ovb7p6vhCWBTyv0k9eIsoDedqXaNc/RscezXZzL2X3N62F+N5d54TCk603f6YOO6hrfX3RnnIxofWPkGwk2r9KWr154ii4+Rzj9LW8rvY9qWfPYarA2OAGWYFIewJG0Fj7SeX/QhRfJJiuTediOLEUxXuh1EPcNtaTVvbH5Dx7ppQ3k+t/jyV2g9TjwdkvfclQo2XmcDj+AxB8E76l4UUBS6ntyUQZLMfplz9FnFqgCXGV3MTjxE2jrNx1IQRMjj0/6DUcNpYPH/ZsU6FpD/gaer+C5SrPyQI3kbpYUYM5WzmIaTVOeWJVqkavr+dUuWvGBE4HVFYn8z51WpPUqs/g9ZJTp/rbMJ1bxn3/aR1TBgdZWD4nzM6v2h4+I+Io1MUcp9KOzlc/N6SohN5Xhsvrevoy3ppBDMd8NA6Sq/x6/jBa9SDN1FxD5oIrSMgSqUlFMl1H/n/WCQLrnPlZM4eS6khlK7g2CsmNV7PvZGsdw+VuAeVXt8g2EGl+h0sa+6ohvMXYltLyHrvo1r9CUoPjYwKpfoplr9EzX+Z1vznyeUeRpAd876O4x6CYBf14FVq/lai6DhaV1IPeEwYnSCKTxsD7BrBGGCGCaBIHuRTmxQT/aShVHhSE6thqrWnyWU/QDJJTHT/Dq6zGdfeQD0YqXSMGZ3T5NjraW/9A7KZD05A6FBRqf40aawbHgRUkkSf+WCjAvNS5xjGJ/GDNxvjCYK36e77DTKZ+8hlPpQaghd6mzx3C7a1JNUKi5FWOzQ5f0eIDNnMQ1RrPz57tnqQ4eIfU6s/RyH/GbLe+5GybcpGUFI5WiWMjhCG+wjCXQTBDsL4KFrX0uTlcz0dxdJ/IYoOUMh9Fte9flJeOaVK1OrPMFT8j6kXFEARxSfpG/ifaS38NhnvvtR4uvQ5ah1Tqz9DsfylNDk7MRRq9WcATSH/63jurchL3Ftah/jBDgaG/zlRdOSc96L4JMXSn1Cu/i2eexvZzPsT2QlrPmKUfISULRfxpMTjkhIRTF9j6/NRqkS1/iSDw/8m9WrV0rytyS8kLGsZjr0+6Q5wHlF0hGL5LwnCPbTkHyOb+QiWNTGdPyEknnc3Nf8FVFQc2TOV2o8QwqW18Ns4F5GPSXDxvFtpKXyO4dJ/5qwhqdG6TBC8zUD0hwyX/hjPvRnH3ohtL0bIAkoNEgR7CMKdSeWlKqPS74zzrqsQ7ntKt+9axxhghnFRqf6IcuUbICxsawmWtRDLmoeUHUjRhpSFpNmszCUtPISdaH0JO+07WCSOuwnDffjBG/jBG2lvR41Sg/QP/VOGyyvJePfgOVtw7NVIa05SmaQjNAFaByhVRKkB4riPKD5OFB0mDA8SxafShtsXJ4q7KFW+Qhjtx7FXY1lLsKw5CNGaJL0LG4GD0tWkcjHcS7X2M3z/NaK4i5EHoRAefvg2op7DsZYjrc5UOkKgtY/S5cTzFe6iWv/5OWPS+ITRQaJKF9Xak1iyMwmpODfg2MuxrcXp/rK47s0E0UG0LmHb60blazUHQdKGxbZWEcVnjQGlh6j7rxCGeylaf5J4eJzrsO1VWNYCLNmBkHkELkJYZ2U5qKNVCaUT/a5Y9RDH3UTxKaLoOHHck07EyT+la1yqwixWvZSr36dWfx7XuQHPuw3X2YxtLUXK9sYkpIlA++l1K6JUfxKODg8QhDsIw4PpNTjrWdG6Tr3+IkG4B9teQdZ7ENe9HsdahbTaEaKQNkkuEUVdhOFeav5WguDt9J49O+6k4u2n+P7ruM5GPO8eXHcztrUMKdoQwkWpQcJoP7X681TrPyOKTnKhIZL8RlRUJI57qNdfQMgWbGtZeo+sw7aWY1sLLjC2kkn5cgaqgCa3s7oUcXyGSuVx4vhU0/aZeL/WXNTbGMUnk6rU6CRRdIxS5etkvLtxnU3Y9hosOQchc0iRSZ8jVWLVl96jRwijQ4TBXqL4JFFaBDJCoh33fcLoENnMhxvpB+c37JainXzuE8RqkHLl65x7jSOU6kepAaK4CyGeQeAkeXk6HtdvQpDBdTaklbCGawFxmXLeK6Aw3TDbhNFJ+gb+V/xgG5AYIUK46QPETnJLhExX2BaIxEsmEEBiiCmqqXZWFaXKae+18ychGylbE0MuNYqkKCSTNmmoQsdoHaEJ0xZEF18pXkiiBC5ksm8hvDQnxkrHLhAin6jO6zCd0Ac52wx79Bhb0l6OI9+BhSBJuk/GF6J1BaVLl1HElgiRTc/Xg8b+JCruJVb9SNnB/M4v400gzDUeNBp0SLX2BL0Dv8vFKyBHxpdLr4ebXmsrvbaChn6YVjQ8MTpKjbIgNWR8LlfOb8m5ZDMfoFp7Mg1FniW5XoVR35OdHp9Rx1bJPTJyXFVD6eplj5tcz7ZR52gjRb6Ri3R2X8X0Wo79SBRkELKlMc7k/nBTHbcqSg1fcG6Xx03GJjMIkn2ebV498t3No6XwO7S3/qMx95L0ZTzBqTN3ApKMdz8L5v5103uMJseqU6s9S+/g7zXyGKeOpL3192kt/PYFIViASvVx+gZ/b1SxysjvNLmuZ+9bmf5OFZowuV9S4+fyzxE3uVdka/r8uPD3mIRCkwVIM7HkQvK5j1PI/3qaA3d1FFQYGlzUxW48YNcI9fpWorgLx70+8R41IXl5hGr9CcLoACNhomRSncgekon68iQPL8Vo4U3JxMIWIvWSdKTtS0ZCCRqNj1aXqiYcz7GidPIbvMznxoNC6wrxJVoNZdzbsay5TX/gCgQah2zm/cxp+z8ZKv4R+oJxXH58Ux2FbS0jl32YXPaXsK0leN6dDBf/I1F8ipF7puE1Y/K6SlK2k/Xejx++SRQdG/VO6plgdBL7pe8DS87DdW4gUj2Eo9oAJV7AOorecezLorXl7xPHPVRrP7mEzEiA0sElFUJsa+kl85NmmjjupeZvvYTx5WJbi7HtJVhyAZbVmXrSC6kBmz13QYJECAvbXn6OVte5SM5t4zW136llLU6upR7m7JcfoFQvSvVeatOmIGUHjr0uzTHchGOvxbaXYcnmPwsMs4cxwK4BlKpQrT9LtfYTcrlfpjX/OaS9tGn7r9dfRF+sefS4uZTxlYQ0x9YxGq/xJXHsVWQzHyKTeQBLdhAE71Kufjf13I1nP01OdAcSyYM1eO6t1OrPE6vLyQWcSybzwBQEay9NktvVQiH3aaScQ6n852l+03TqgUks2YHn3k7GuwfXuxlbLkpL+CX57MeQcg7F0p8SBO+gmbr8hhAt5DK/RFvLPyKMjlAs/xl1/8VLbHGp+8All32EQv7TRPFpyuWvUfO3Mrbn5GL7cijkPklr4bfRuk4++zGq9aep159PQ5zj//6F8HDcG/Dcmy/zQRpew+kmVv0Nb3lyvTtx3M249nU4ztpkgSTyCJlNvVPuKM9m4pVOPHMjuXmpR12kJ3IRLGs+rrNp1HEnhyUXksv+EtnsQ2hVplj+Cn6wnct72Kd0VGxrMY69DsdZj+NswLaWYsmOJCIg21JP3syFkA0zgzHArgHi+DRRdIQoPgY6QMixVomTQ+tgjDY1FpevXBoLG8deRyH3KK57K3V/K6XKV8dVTn/OCOQCXPcGPPd2PPcmHHtNWl1pY9srcZyN+MFr1OovEYTvNGQOxosUbRTynwFs6v5WwmjfBEQgBY69ipbCF8hmHiSX+xhB8Ab1+sv44Y6LeJzOxbaWJsKtY676p06ipzaHfPajuPZaav4L1OrPEoS7LhM+HS8SKVqx7VVJY2k3kRGwrAVpTtm5Ok9CtJL13odtLaJae4pq7ceE0VHGq0je2A8etr0c172JjHcnGfcubHtV4nWx5lKvb6VS+wFBuGPc+7TtVeSyHyWffRTXWY9jr8e2FuPVn6FaeyI1Xi9txAvRSkv+s7QUPo+dti6yrSU4zgYKuV8hCHbhB2/hh++kuWKXkh+ReO5d5LMfR8qLq+ef/T7O/ne6UapMGB1Dynm05H+DjHcvluxEyvbUoBjJnWreeBxnAy35x1CqSBjtm9C2I/1ZM95deO5tOM56bGshWkdIax6Vyreo1p9pirK9EDksa3HqAVyGY6/AtlZiWXPTXNq2NMcxazxd7wGMAXYNEMUniFUfQmSQcm7TE7ZbC19E6SJBsJPRE6EQOVxnI469Cq3jJPFa9aPUMLqh6aPTlZtAiAK2tTD1CN2E627Bsdcm7nZnLZ57M3X/5SR5OjqCGvG66TjJuZBZpJiDbS/GtpZi26tw7FXY1mIsa2H64Dp7S1uiDenejGOvJuPdTxSdIIwOEEXHGhpEWpfT/A8/3VYjZSu2tQLX2YTn3ZnkXyHJZT9CGB0gCHYnyfTxSVTcl+YaKQQOQhawZAe2tRTHvY6Mm2xvWXOxrWV4ziaymQ8myd3RQcLoCHF8ijjua5TRJwZeTDb7S1jWkmlf+QqRXBvPuxXbXkbWe4AoPkkQ7iGKjhPFXcSqG6VK6TUNSLw0EiHs1IORTc+9DSk7say5WHJBGmZaiJRtWLIzDTe1cqnJV8osnnsjlrWArHcvfvhuUjUZHSSOT6dtnTQIL7nnRQ4pO7CthVjWomSCs5dgywVY1nwsa8GodkYernNDci28WwnC3QThLsJwD1HcjVbFJEcIgRQ5LGshjrMWx7k+MSDtDWllooMQDq6zBctajOfemVR3hjsIwwNp0UEaVhQulrUwFWy9m4x3xzkyAkI4OPYKHHs5jnM9mcyDxHEPcXyGMDqSFJvEp9K8wMFEckIIMu5dtBS+iOfeNL57RFhI0YZtL089ZtNlkEVoXcGS7bjuTWQz903jsRKS6uQPIeVc6sFrScFEdJxYDaQLCZXmEmbT67ooKWqwV+A463CsZVj2YizZmT4HBEK4ZNzbsOV8Mt691INtBMGOpD2YLqa/AyvNL7ORIoMQeYTMI0U+NTbnYMkOLKsDKeel+y8gZR4pWtPPtAJ207XNDFc+Jgn/GqBU/muGy/8drcq0tf4+rYXfbOr+larhB69TqnyTWv3ZUXlVLpY1D8deR8a7C9fZjBBemjTvgx5x2ycrOSHcpIxediRVlKO8H0kytSaOu4jj7vTBWW+8m4QlnOQBmrrlLTkneeCJ8awjdJogO0ysBlMjsZR69xJdoiSpVqeGbDuWNR/bWgzCaYRvlKqkSdADqcFUbQhHJlWfLkLk0vHNw7LmXUT2QqN1jFJD6ViKqdbPiHEToVG4zg049ooJyGY0D63D1JgeSqoLR7SIRvSb0CRBrST3Jrk2bjrJ5dIQUwEpWtLG0pOdXDRxPESsuonj/vSa+ST3hJ1eexcpswjRkso0tCJlgcu13kn6hFYSY0f1pMUhPiNyK0I4CNmSGo7zkaJlzHtN6xilS+m924dWlbPiuWkxiW0twraXjFtSQ2ufWA03rkFyj9Qa+008KOsvqMYb63tUqk6t/hzSasOWi7DtVdMy6dfqv6C773NYViftrf8bLflfb/oxxkLrgFj1E8enieOh5PsiBDQCO70nnPQ51J78zmUHyT089nehVCW9tt3ptfDRxOlzYeQ3YKfPCrchF3G2iCWXPhdmXuTYcEVgkvCvVWI1gFalRnVfs5EyS8a7Fyk7cZ2NVKqPpwKeAXF8Kp0gBlBqMC3TvgcpJ6b6LBAgBLa9FLuJ+WvnHEE4iWfGmrwCv5T5dMKbnNjj2bHYUx7LdCKEk4TIrIn1y5yGkWBZc7CsOdDkVoYjnj8pCzisnuK+LCzRni4qmpMQL4SHbc0Ha34z9oaUWfK5R5qwr8thI0UWretEjRZgM4MQbmLontcvc6okv/vVU75PDIbRGAPsGmAk3Jfo/EwsV2a8CGHjuZuxrQW4znqqtSep+c+noZYKQfguUXScINxNIfcpctlfGhX2MRgM7xWEsBEyh1JDFwjOGgyGsxgD7BpgJCyhFSg1ols1PfkEljWPbOZDSVK1u4Vq7WmC4M1ERFIPUfdfTlah9koy3u3TMgaDYSpoHSfCvXEXnnunyb1pOknINdZn0lY6/rR45g2Gqx1TZnENcDaPqZrq1DRL/PDiCGHjOhsp5D5De+vv0VL4LVz3ZpLGyTFheJgwnFglksEwdTRRdJJa/eUL1Mwbn9AxUXyC4dJ/Ybj4nzzQw2EAACAASURBVPCDV9J+hIZmkXjA8oAiVkNE8ZnZHpLBcEViPGDXAsImsaVDwvAwUXQU171h2g8rZZ6MdxeOvRbP3UKl+jg1/4WGCrzBMJNEURfl6veo+1vJZh4gn/sktrWg8f6I56tY/nPKlW8DAboY09byj8h4d4+zmMNwOQROQzpFa58wPDTpBtkGw7WMeeJcA4y0UdE6JAgTHSHH2TBj1XOW1Yljb2iIaY5U/xgMM0UUnaZS+yHl6t8mmnjRMdCafP6TDU2nKDpJqfJXlCvfhFTgNRFk1YBKjbCZrzi95hB2QwpH63pasPOB2R2TwXAFYkKQ1wBSdiBT8dUoPkG1/ixBsAutp0PZ/VyUKlP3t1OqfJVq7QmU6mto6xgMM0FifD1OufI3RNFhQBPFxylVvkql+h3iuB+lK9TqT1OqfO2Ctj91/yV8/9WzshGGKZHId4x4wEYMMIPBcD7GA3YN4NjLseQ84vg0oBLNrurf0CoyOM66aQmtKFUhjI7gB29Qqz+F729H6SKWtZiM9wCus7npxzQYzkfrGD98i0r1u2m/0sY7RHEXtfqz5LIfQ4p2tNBI2U4cn9uBICkoucV4v5qEIGloDkkIMooOo1EXbV5tMLyXMQbYNYBjb8C2lxOEOwGFUoNUa0+ADsnnfhXX2ZToKE2pMlKjVJVY9RJFJwmjg9T9rdT9VxstOixrEfnso+Szj2DJtmacmsFwGUaEczsRIjuqfZLAsuaT8e5L9MyERyH3KbT2KZf/hihO5BEsaxGthd8hm3nAGGDNQjgNjzyExPEZlCqZZ4LBcB7GALsGsO1leM4WfP91YtUDgFJ9VGo/IIwOkcs+nLZfWZC268mlitAWSf5L8i+pBosT5WgdoLSfVlYWE02f+DRhuAc/eIMwOjRqsnOw7RXks79MIfdrOM6aWfkeDO89hLDJeveChlLFoe6/itZlpOxMmmbnfqOhPG/JdlrzX0CKAuXKN1BqiEL+NynkfwOM8dU0EsX5s+r8SteJohNYrjHADIbRGAPsGkAIl0zmQfzwXaq1pxhp4Kt1HT/Yhh+8i2OvSHsvrkp72eUQuCRNgBQQJ3IWOkhbnpSJ1RBx3EcUnyCKjqQ9+EbnlQmk7MB1NpHP/Qq5zENXrLK74dpFCI9s5v5UrbyFINhJxruL1vwXse3RSv4CKQu05B/DtpYRRgdoLfwOST8/owXWNISFFGc7YWgdEEVH8FyTlmAwjMYYYNcIrnM9uezHiKKTaSgyGvWuTxjtJ4z2N+loEinbsa3lZDL3kc9+AtfZaMr4DbOGEA6edztSziEId+M6m3Cci7eNEcIll30IeGhmB/keIfGAjWpFpkPC6OisjcdguFIxM+Y1ghA2ucyH0bpGqfwVwmj/qBBhs46RRco52NZiMt6d5LIfSw0v02DWMPsIJK6zHtdZP9tDeY9jI+RZGRpNSBQfn8XxGAxXJsYAu4ZImu0+iiXnUq78NX7wFrEaZCQkOYk9IkQOKVuQog3HWU/Wu5dM5v3Y1iLj8TIYDBciZJrekKB1SBydmMUBGQxXJmYGvcaQIkMu+xCOs5Fa/SmqtaeJosMoXUXreqp1FJPkco30jJQIbBBOouGDl1SWWe249iY87xYy3l3Y1rI0ed9gMBgujkCeV1EaEsWn0VohhJGiMBhGMAbYNYpjL8UpfJFC7lOE4T788G2CcB9xdJJYl9CqgiZCCA9JFml1YMsFWPZiHHsNjrMO216FEK5JUDYYDBNAnrNQE7gIkUfjIzAdMgyGEYwBdo0jZQuedxued9tsD8VgMLwnECRTi4OU7XjurbS3/mOkaU9mMJyDMcAMBoPB0DSESOQ+Mt69tOQfI5f9EEJ4sz0sg+GKQ2itL/X+Jd80GAwGg+F8dNrgXGDN9lAMhiuBi+bxGAPMYDAYDAaDYfq4qAFmSlIMBoPBYDAYZhhjgBkME+D1fSfo6i/O9jAMBoPBcJVjDDCDYRworfne1h380XeeZ9/JntkejsFgMBiuckwVpMEwDn7w8g6+/uxbnOgdIlLq8htMEaU1gqSizGAwGAzXHsYDZjCMg67+EkPlGvEMGF87jp7m//vGzznRN4xSpg7GYDAYrkWMB8xgGAft+QyuPf0l9buOnuHffut5jp4ZYKBc5X/5+H2sWDAHS5q1ksFgMFxLmKe6wTAO5rYV8NzpXa9oDd/4xVsc7Oqj4ge8tuc4T791gOFKfVqPazAYDIaZxxhghquaSi2g5ocXvH56oMgT2/by0q4jTTnO/PY8GWd6DDCtNUpreofLfPK+LaxfOg/bkmxasYA7Nizj+XcP8ezbBxgs16bl+AaDwWCYeUwI0nDVcqpvmO9u3UHOc3j4to0smdsGQM9QmZ9u28MPX93Noo5WlNLcv3k1U8lnn9dWwHOcy39wEiit+daL77B111H+wUfv4Q9+7UHeOHiKm9csZt/JHr7/8i7qQchnHryJD9+yno6W3LSMw2AwGAwzhzHADFcl3YMlvv3iu/x02x6kENT8kEfv2UzWdXhi+16+t3UnXf1FeobKSCFwbIu7r1sx6ePNbc3jOc3PAQvjmKff2M/Xn3mT3qEyYRjzDz9xH4/cvpGtu4/wva07OXS6nyhWfPP5t1nS2cZdG5fjzEA+msFgMBimDxOCNFx11PyQH7yyi59t30vfcIXuoTJPvbmf7QdOUgtCzgyU6B4sA+AHEeWaT3aK+VsZ1256IrzWmnIt4NsvvktXf5EwVrx16BQ9QyXa8hkWtLeglG5UQi7ubKU9n8GSRprCYDAYrnaMAWa46rAtSVsug2NbjWalizvbWNLZSkdLjgduWMV9m1biWBbL58/ho3dez9rFc6d0TCHEGN28pkbGsfnQLetpy2cAeN+WNaxd1IltSbasWsTvPHwnN61ZzJ0blvOp+7ewelEn0lREThmtNX4QcbFeuK/tPc6+k73UgwtzCw0Gg6FZmBCk4arDsS3et2UNQRTx+Cu7aMl5/Oq9m7l+xQLyGZcbVy/GsS3WL51Hez7LQzetpZD1xtyf1hqtNUKISwqfNtv+EkKQcW0+esd1eI7Fu0dO8+kHbmTJ3HYsKSlkPe7fvIr2QhbHslizuJN8xm3yKN57hFHM9v0neX3/cT7/odtpzXmN6/7mgZN89Zk3sKXg1993MzeuWUzWnZ7cP4PB8N7GGGCGq5KFHS08fPtGFs5pIZdxuWHlQgqZxMjKeS5bVi5i5fwOhIDO1vyY+1FK0TVQ4sk39vG5h27FknJMI0wIgWiyGSaEoDXn8cjt13HzmiUXaH5lXIfb1i1tfNYwNYIo5u1DXfz5E69y6Ew/kdJ84aHbmNOSZeexM3zl59t548BJojjGDyM+z+3GCLsESmnODBbpG66wfP4c2gvZ2R6SwXDVYGIZhquWeW0F3nfjWu7auJy2/LkPftexmduWv6TxFStFV3+RP3/iVf7m+bfoK1YveTw5TWFIIQRZz2H1os5zjC8/iNh/qpeaH16TxpfWmpofsvPomRnpMBBGMXuOd/Olp17nrcNdFKs+P9i6kx+9tpsginnjwEnePtSFH0bESvPu0TP0FSvoaepGoLWmv1jheM/QjJz/WAyUqpzoHSKM4glve6R7gG+98C7f27qTI2cGpmF0BsO1izHADFc1rm1hW5OrCKwHET9+fQ9PbN/HYLnG4dP9qIvkBI1wKe9YsxksVfnOS+/ytZ+/Qe9wZUaOOZMopekeKvPlp7fx9WfeIIqn3wDRQBDGHD7T33jNjyJsK3kMXrd8AZtWLsBzLCwpeXDzatYvmYc7DfpvSmtO9g7zFz97nRd3HZ6U8RPFMVE88e1Gc7JvmK88vZ3n3z1EPYgmfPx3Dnfx49d3s/3ASfad6p3SWAyG9xomBGl4z1LzQ57YtpcwipFCsO9kL7evX4Y1xrLEsgQzUYAYRjGPv7qLv/3FOwxX6nzszutYMretYShc7STVnz7feO4tvvPSu6BhuFJjblsh8TJOE44lWbtkLr/+4M1856V36R2q8LE7r+PDt67HsS3uWL8MrTWt2aTt1Cfv38KKBXOa/r1rranWA/7q59v54Wu7uW/TSj5+1yYy49w+VoojZwY4cKqPZfPa2bxy4aTG4IcR33juLX7wyk5uW7eUh2/bSAtj50qejx/G9AyV6S9Wybo2h073E0TxlFp2Ka05cmaA/Sd76R2u4Dk2N6xayOqFHWRMGNhwjWEMMMN7FqU1lXoAJBPS7uPdV4QH7PCZfh5/ZRfdQ2W01hzvHeL6FQtpuUQhwdVEFCt2n+jme1t3NLoYHD4zQEdLDjlJb+Z4EELQns/wyfu3UMh67D/Zy+c+dBudrfmG4XfXxhW0ZD3yGZdFHa140+D9ipVmz4kefvzabsIo5mBXH1EcNwpBLseRMwN8d+sOtu8/ySO3b2DjsnmT8gLvO9nLT17fQ80POXJmAD+Kxj0GAEsKXNtCSkEtiDjVN0z3YIll89onPBZIFh6v7TvOz986wNuHuugeKpFxHG7fsIxP3b+FLasWTcv1MBhmC3M3G65YBkrVxgM9l3Gb7h1xbIsNS+fz8p6jaGDfyR5ipcechCwpp9VDM8LBrn6GyrWGRMLBrn7KNf+aMcDCOObAqb6G8Quw48gZblq9eNLhZIBaENI7VEZrxvQYCiEoZFx+9d7NDJSqzG3NX3CtN62YuEdpIsRKceBUH34adjwzUGKwXKM1l8Eax/21bf8Jnn37IL1DZQ6fmUfvcIVFHa0TGoMGDpzqa0htdA8mY1jY3oJlje8e99I8y45Clr5ild7hMntO9EzKANMaXt93gi8/tY2dR88QpN9NPYh47p2DuLZFWz7DusVzr8l8SMN7k2sjpmG4JnkjlQToGSonT+gmk3Fs7t+8svH36YESpWqdsY7k2taMGGCdrblzkvEPnuqjXPOn/bgzhSUlna3ntlPacfT0lPPAugdK/HTbXp55+8Alk9qFEFhSMq+tMCuTuRTinPMPY8Xh0wPjPv/+YjUx0Em8YftOTi73qrM112jPFcaq4QUbL0IIFne2sXpRJwC9wxV2HZtcQcWx7gH++rk3G8ZXay5DR0sOx7aIYsXW3Ud5dc8xitVr53dgMBgDzHDF8vq+E7yw4zD1MJqWidJ1LG7fsIzWXOJZimLFid6hhvL8+ThpuGW6uW7ZfOa3FxqK90e6ByhW/UuGR68mHEuyacVCOkZJFuw90YMfxhcVRh0vXQNFXtx5mH0ne7GvYLFaS0o2r1hIS/asptuBU73jTsQvZFzyXrLtid4h9p7oIQgnlkAvgM0rF9KayzQKew+f7sef4H6WzW1jw9L5SCEoVusc7Oqjb4JFI34Y8b2Xd7Lj6Blipdm8ciGP3rOJTz9wI9ctm49rWwyVa7y65ziHT/dffocGw1XClfuUMrznOdE3RBjH0+Z1sqRkQXsLN65e0njtVP8waowV/Eh13ESJlaJvuMLW3UfZtv/EZSfatnyWOzYsI+slScdD5Rp9xcqkKuWuRKSUzG3Nc9eo3px9wxX6i5UpGZmlmk/fcBUhQMyAoVyu+ZzqH2agVB3TaL8YUgrmtRe4cfXihgfqcPcA4Tg9YMvnz2FRZxJyLFZ9Dnb1cXqwNKGxCyGY11Zgy6pFWGmo9mjPIH44sXtsbmueDUvn0dmaQ+vEi/z24a4J7WP38W6effsAlZrP9csX8DsP38nfe+Ru/u7Dd/Lo3Zsa4dW9J3vYf6p3wsamwXClYgwwwxXLcKVOHCdaUROZ4CaCY1u8f8uaxt9DldqY0U7PsSfVh7FY9Xn6rf38q28+w9fGKbnwvi1raU+1zTTQ1V88J2fqase1LT5y64aGQauBo93jD8NdDD+MKNcDolhNWFJhohSrdV7Ze4xv/uJt3jhwklhPbNyWFHz4lvWNxcWJnqFxS0qsXzqPtYvnNr674z1D7D7ePbETSPngTevw0qrFU33DEzbyLUuyZlEnN65eDEDvUJlt+0+Mu42TH0Z896Ud9JeqdLTmeOwDN3Pb2qXkPAchBPdsWsm6JXOxpGCwXOPQ6X76S5fW6zMYrhaMAWa4YqkHIVprTvYNU5+mVa9jWdy2fmnD26RiPWYOWNZ1Gt6C8RJGMftP9vC9rTsIwpg7NixvHOtSbFqxgBUL5jRK+vuKlQmHh65kbEty05rFLJnb1njt9GBpSoKkUawIo4hyLaB7gh6hiRArxVuHuvj6M2/y5PZ99AyXscTE7gspBPdcv5LWtAdoX7FCPM5FxuLOVrasWsiC9gKQhF73nxx/CHM0d25cTnshixDQX6xMygBeNq+dW9YuIes6lOsBu493s/9U37i23XOih1f3HiMIYz58ywZuXbuU3Kh2WwvaW1izqJPWXPI9negdpqu/OOExGgxXIsYAM1zxbD9wkuFKbUr5QRdDa41GY1uSRR0tCGDZ/DljerlynjuhKj2tNb3DFV7ceZQjZwZYNq+dD960dlzbOrbFvdevpCXNT6sH4YyIlc4UQgiyrsOHblnXCMNV60FTai16hsvsPHpmzFDyVFBa09Vf5Lm3D7LvZC/XL1/ATasXTzg3UAhBR0uOG1cvxpKCci0Y9/0theDmNUu4Ze0SLCmp1AOO9w7RO1ye8Pl0tOS4YVXSO7VSDyb1neUzLtctm8/1KxYA0NVX5Gfb917WY1sPQr794juUqj4L57Tw0Ts2XrSV0drFc5mfGptnBoqTOk+D4UrEGGCGK5aOQg7Lkryw4zDvHD5NqTb1RHStNXGsKFV9uvqLvHvkNI+/sotyLaAln2HzyoVjernyWRdnAh4wP4zYcfQ0T7+1n/ZClruuWz4huYDb1i9rrPxbUnHQawkpBQ9sXt0Ipc0p5KaU75dxHQrZDKf6hnnunYMc7x1qmtEax4pitc7RMwN856UdbN19FMeWbF65kHVL5k56v/dctxLbkuQzzoQKTVYu7OD2DctY1NECJBWIR7oHJzWGOzcsx7Ntcp6LHJXjGMWKWKlxGYarFnby4JbVZByb4Wqdl3cf4/V9Jy76/WutUVrz1qFTvLTzCEEUc+u6pbTlMxcVOl4xf06jpdhgpcZwpT6p8zQYrjSMDpjhimXt4k72nuxhqFLjz376Cn4Yceu6pcwpZMl6DlKIS05aWieaXmGsCKKkuXLNDxkoVdl7oodt+0/y6t5jVOoBQsDH79pERyE7phHQkvVwbItS1adS98m4zkWT8kdUxnce6+an2/bSM1Rmxfw5rF7YwVClRiHjjamuHitFLQip1UPiWOFYEte2WLu4s+ENuxIIo5hYaSwpsKzx66NprZNz9CMqfoDgrLzH9SsW4EzByOwoZFnc2cquY2fYtv8Ef/aTV3nsAzezuLONfMbFta3LGjnJ+DRhFBOmDbnrQcRAqcruY908++4hdh87Q9UPWTF/DvmMy3DFpzXHZfc/su8givCDiGoQpk2+BZtWLJyQgS2F4Ja1S7jruhV8f+tOBopVjnUPcsf6ZZf8DrXWKKUJoph6+nvwnGTcG5fNJ+OenRJO9g3hhxEdhRxthSyOdXEhYq01Oc9h7aK5rFrUyZ7j3ZzqH+brz77B4s5WVi/saIxp5PfY1V/kv//oFcq1xEt2sKuPl3Ye4eY1S5jTkiPnOenvS9BeyJBLw/b1ILymQvGG9zbGADNcsdy/eTUv7TpKzQ851jPEv/nWs9y+fhkP3LCa65cvoL2QxZYSKVNDTIMmmWC01kQqUbo/M1jiVN8Qh88MsuvYGQ6d7iOMzq7MbUvS2ZLj1+674ZJtZzpasni2xVNv7EMrzaaVC2nLZ7BTA0ST9DisBSEHTvXy+Ku72brrCJBUdP7nH2zlkTs2cu/1K5nblk+3kyitUCqZmIYrNfYc7+Htw128uvc4g6Uqqxd1snpRJznPHXNsM0kUKw509XFmsERr1mNOSw7PsZFCpEZxEmJr/J/ke4m1Jggj+otVdh47w9uHunh17zGqfsjmlQtZtbBjSm1/ls5rY8uqhew70UO5HvDUm/t598hpPnDTWu7csJzlC9pxLQs5cs8ASp/1yGidGCaDpRpnBot09Rc50p20/DnWM9hI7Ldkcp7Hegb50pPb2Heylw/etJZVCzsbyvCj9z1idIaRYrhS53jvEAe7+thx9HQivRArHti8OjXGJnC+c9u5Zc0SXt1zjP5ilTcPnmL90nks7WzFshKjduS8RsYQxYrhqs+J3iEOdfXx7tHTifZWGHPv9SspZM4a+T96bTcvvHuYm9Ys4YM3r2VpZxuOYzXy3VS6Tz+M6Bkqs+vYmYaQbBQrdh49w7//7i/4u4/cxbJUGDeIYo71DPKnP36VXce7G961PSd62HOihwVzWrh17RJuWr2YDUvnMacld44XLooV0Sw2LjcYmom4jHv52hAeMlyVKKX5f7/xc5555wCl8wQYbUsyty3P/LYCLTkP17ZQOlkh///t3Wd0XOl52PH/vdM7ZgAMeifB3sll2cotWmm90molrbQusWXL8YnjItmOj4+Pk2M5PsdxnERxZDtWItuSImutleTVUtL2wuWSSy4JFhAEARaA6L0NBph+Sz4MMGwAC0iApPT8PuADMPfOizt3Bg/e93mfJ5HKEE9liMQSTEwl5k3stlkseF126kry+dUnt7FzZdU1ZzAGxqP82Xfe4sjZbkwT3A4bxSE/4YAHr8uBYZpMTMXpH59iZHIaY2aGyGaxkNb13E5Om8VCab6f0nw/freTaDzBVDxF31g0V2Dz0t/zC0/ex2ceWE9BwHPL19Q0TTQ9+0fTabctKODpGprgq3sOsPdkG+bMGL1OOz63E5fdit1mxWG14LBZcdhtWFWFyXiSyViSgbEo0SuKytqtFv7os7t5+r5Vt9T42jRNDrV28Td7DnCuf/SynbMK4HbaKAn5CXnduJ02LKqFVCZ7vyTSGtPJFMOR2Lw7+KwWFbfDRnlBHqmMRs9IJFex3TpTXLasIEDA48RmsRBPpUlldOKpNOPROGNT8dzjL1Uc9PFPv/85ioI33wuza2iCb77dwJ6DpzHJbhQpyw9QHPThcdmJJVOkMzrxVIbxqRhj0cScxVaL8nz879/+FNVFwVw+23/4+o/Zd+oCmm5gUbNlK4qCvlzdvFgyzWQsyWg0dtmy4GwO5eymAofNSn1ZAUV5XrpHIpzvH83l+vlcjtzs9JXUmTy5kpCfwYkoI5MxAm4nv/n0Tj738Mabuk5C3GFzvrFlBkzctVRV4XeeuZ+0pnGwtYtoLJnLAdN0g8HxKQbHb263m1VVsVlV3A47qyuLeGbnGh5eX3dDgUhJyM+GmhIuDIwxOhkjnspwYWBs3uKQqqJQXRRiY10pTR0DdA5maz1l9OwsQNfw/Dk7VlXFYbeyrrqYxzYtJ3RF5fiFSms6rd3DvN98gU/sWE11Ueimz/F+8wVaugdzgaKmG0RiSSI3mZtjs6g47Ta21lfwkc31t7T8CNnZts3LyvjCR+/j/756mK7hiVzAYwKxZIa2/jHgxot5zgbQdpuV1ZVhntq2il2rqxiamOZbbx9lf3O2ULBmGAxFphmK3FiCuEVVsFkteF0Ofv2j2wn55l/6vpbywgCrKsK8bj9LMq2RSGdoGxilbeD6uxDVmV6OHqeDX3liC+Gg97LNBFbLxc4PumEyODHF4Dy7SxWyAarf46Qk6EM3TM73jaLNzJCd6hzk1BXHBDxOvvjMAzR1DPBBSydT8RRpTc+9xw3TZDQaYzR6sbBreWHgptsuCXG3kgBM3NVCPjf/8ecf57WGM3xv/0l6RiJkZj6ks8srVx+jcPkSmKooqKqCx2lnRXmYnauquH91NTXFNx98/OKjm0lldF47eiZXgPPSjQGKkg28LKpKeUGAzz60gWfvX0vH4DjfeLOB9091kNa0eY7LLo3ZrCoba0r59IPr2bGi8rJt+bcqmc5wqLWLfz1wiq3LyxcUgPWNTjI+lbjse7Pjh4u7S698bdRLXguXw8Z99RU8/8hGNtWV3bZOB067jUfWL6OyMMh3329kb2Mb8VQm1+MzO7bLZZ9aQb30flEU7DMzN/etqODBtbXUFIdyzaDz/R6+9OyD1Jbk85PDLQxFpjGM7FLypee/eC9mz6+qClaLhbrifHZvqOOp+1ZREPAsePPBdCLFyOQ0mq7jtFvRZ5boLr32c41BVVVqi0I8sqGOp7atoijovSqf8bFNy+gcGqd9YOzq+3XmnOrMcqzf42RzXRmf2LGGbfXltA+O8dU9H3D8fG92PDPXRVGyBZDdDjt/9NndPL5xOc/ev44LA2O8deI8+5ra6RmNkM7MvMeNi6+Z1aKybXkFa2Z2Wwpxr5MlSHHPmN1V2HCul7M9I/SORohMJ2b+wBpYVBWHLTurEPS6KMzzUhryU1UUpL68kLrifDy3IZgxDJPmrkH2nmzjeFsfvaOTpDMadpuFPI+L+rJCdqyqYvvKSoqDvsvG3z4wyjsn2jh2vpf+8SlSmQw2q4WQz82KskLWVBfz0JoaikK+BVXdv56hyDT/9Xt7OXmhnxf+6BcoumR8N+rI2R6+/vphjrf1YhgmqqpQURhkdUUYq0VlYCLK6GR2WSqd0bBaVBx2G+E8LyvLC1lfU8Ku1TVX9YO83XTDYGQyxuEz3TRe6KNzaILB8SniqTTJjIbdYsHtsOF22nE77BT4PVQXB6kpDlFTFKKmOITX6bhmiYnZOnUHTnfw4ZluOgbHmYwlMc1seROvy07I66EynEdVUZC6knzWVBVTeJuWkxvOZV+LeDLDx7atZDqR4r2T7fSNRVGUi8vDeV53bgy1xSHWVZdQGLi6EfmVWrqHePPYOY6d76Fv5trZLCp+t5OioJflpQVsqC1lU13ZVTNT0XiS95vaefPEec71jpLKZAh4XGytL+f5hzdSW5J/VeBpmCbtA2Oc7hyktXuY9oFRhidjRONJHlhTwy8/toX68sJbvnZCLLE532gSgIl7xuy9as58mb9k6uzdruRu+9m76kT7ZwAAGQNJREFU/3bMtFw+jjlmVFByta0ufb4bOe6SIS9K/8uekQhf+toeovEUr/75Fxa07GeaJj0jEf753eO8fvQsUzM5XQV+Dx/ZUs9nHlhPZTjvquNmX5O5rs1iuPSzzZy5aea7Yy69X64c1fV2NmbPzLz35Fznvh2/ezyZ5p/fPc4/vH6YHauq+OInH6SmODRn2Yj5fr8b2RU6//2a/Trf65m7Nldcl/neH5ceM3vcpUfOHncnGqgLcYskB0zc22Y/eJXLv9zhcdz4GBZ63O2kGwaRWAJVURf835WiKJQX5vF7zz7EzlVVvPDeCU609TMajfHivpMcbOnksw9u4LkH12O9g7XLLv1DrSzS/XIn78mDrV28feI8ACVBPxUFgeyM0m28t2Z3sS7knLlrcxPXZSleMyHuFlKIVYhFpul6tsr4ba7kvxCGYTKdSOd2bC6Uqig47VYeWFPDn//yR/nDzzzMstICdMOgazjCG8fPcry9b94xRH+GimmaJnPmKpqmSTyZZs+h5hvunTjrRFsfew410z4wRnlhHmuqr11Dbb4xAMRTaV450sr0FbtThRCLy/LlL3/5Wj+/5g+FENem6QaN7f38r5cPEI0lWVtdfEfHMzGd4Af7m1AVhVWVYWpL8hd8LmVms4HbaWdZaQHbV1QS9LvpH5tE0w3qywpZcUW+jm4Y9IxE+JNvvk4klsg1cf5pZZomA+NTfO2VbCHh2Y0fswVJ/+w7b/H9/U1MJ9KsqSrKJfnPxzAMDp/t5htvNtBwrhfDMNi+spJnd63NdU2YawxjU3H+Zs8B4qkMdaUXX/O0pvOX39vLi/tOEoklWFkezhU9FULcNn821zdlCVKIRaLpBk0dA/z9K4do7hykY3AcRVF47sENd2oFcmY3qINYMsUrR87w+Kb6Wz/nTF/HqqIgW5eV0djex3Bk+qrkdcMw6RuL8pcv7uVkRz8XBscAhV96dPNN91K8VwxNTPONN4/wasMZDrZ2opsGj29cTjKt8d9+8B77mi6QSGf4wYEmNF3n809sJd9/dXK8bhhcGBjn9WNn2Nd0IbcbuLYkxK5VVdfcTDE+Feef3jjCjw638H5zB7pp8NEtK9B0g//50j7ebWxjKpHi5YPNaLrBF568L9d7UQixeCQAE2IR6IbByQv9/J9XP+RU5yAZTad3NMKL+xrxuRx8bNvKOzIum9VCeUGA5q5BTrT38ZPDLTy9ffUtnzcaT3KwpZOXPmimpXuIjbWlrK8pyf3cMLK7Bb/y0j5OtPeh6QYT0wm+9XYDfreDp7evvqUq+HejgfEo33n3OK8dPUs8laFnOMLXfnKIAp8Hu83Ku41tJGaWHmc7Nnzxaz/C73bkCgyrikIslaZnZJKhiSkmphPEU2l0wyTgcfLohmU8eEk/zSuNRmN8593j/PjDFhKpDMl0hr/90QcU5/nwuhzsPdmeW3qMpzIMTUyRmaNYrBDi9pMATIhFMJO6TDKt5f6gmYDTbmVFxZ3bRu+y21hXU0Jz1yDReJKvvXKItKbzie2rsczT628+pgkjkWmOtfWy79QFTnb0MzGVYFlpPp9+YF2uUTTAbG54Ip25rBq8qiisqS6+pSbcdyuLqmKzWogns/0OVVUh4HHlWi795tM7+erMsmBtcYjaknwa2/s53zeCzWrBoqooSrYIaiqjXdbY2ud28NS2lXx8xxoCnrmXHiF7fR02K7GZMSgo+N1OqotDOG1W/u3HtvO3PzpIJJaguijI8w9vvC0dF4QQ1yc5YEIsEr/bScjnZmB8ipHoNNVFIf7dUztZV12yKDW+boTFouJy2Hin8TwZzWA6keJs7whNHYOkMhqqqmJVVazW7Phmm0fHkmkmphP0jU7S2jPEgdMd/PCDZv71g1PsbWrjbM8IiVSGLcvL+PwT29haX4Hzit6GTruN8sIAfaOTDIxPkedx8YfP7WZTXRkW9dqN1e9FdquFwoAX04S2gVFqi/P5g08/RGVRELvVQmU4SGVhkHgyzW99fBc7V1dTXRRkfDrB0MQ08VSGVEbPFR6eVVGYx2cf2sAnd62lLORHvca9ZJsZg0VVOdM7QnlBgD/+3KNUF4ewWVQqCoNUhoMk0xl+/aP3sWlZGU6b9afutRDiDpszB0zqgAmxSEzTJJ7K0Njex4dnullVGeaRdXW3tbL9QsYUiSX4xpsNfPud47nvO2xWCgIe/G4HTtulPSJNDAMMM1thPaNlW8vEk2mmk2kSqewSWlU4yBOb69m9oY6qcBDXHIncpmmS0XTO9I6w51Az66pLeGJzPW6H7af2D3526XmShnM9VBTmsXV5eW634uz9MTAepaIwD7vVQjyVoX8syskLfRxs7aKle4hoLInTbqMynMfG2jK21pezsiJMyOu6ZvA1S9MNBsajfNDSSXlBgO0rKi/bMRlPpRkcn6Ik3y/BlxCLQwqxCnEnJNMZJqYTeF0OfC7HnR4OumHQOzLJt94+yo8/bEGbp1n59ThsVpaV5rNrVTWbl5VRV5JPyO++7uzebECQ53XdFddjsem6QSyVzjYnv8Fm41PxJMOTMSamE2QyGhaLitfpIN/vJuh13XTTct0wiCVvbgxCiNtGAjAhRNZsOYj9zR28dfwcLd1D6Mb13+5+t4OqohAry8OsqgxTUxSkND9AyOfCarlzRVeFEOIuJgGYEOIi0zSJxlO0D4zSOThB1/AEgxNTxJLpbD6YouCwW/G7srlsRUEv4Twv+X4PhQEPBX4PTrssWQkhxHVIACaEuJppmqQ1nYmpBNF4kpSmoWkGiqJgtai47FbcTjt+txOX3XpDeUdCCCFyJAATQgghhFhicwZg8q+sEOJn3shUDH2BmxGEEGIhJAAT4h6gGwZdYxO81nyWwx09RBM/O82sF1v3eIR//vAE8ZtsiC2EELdC9iMLcReLpzOcHx7ldP8Qp/uGOT0wxJOr66nOD+J33enRXU0zDAzDxG69d3ZEtvQP82rzWf7Nzk34+OkviyGEuDtIACbEXWg6maJ1cISm3kGOdfXRMjCM02ZlRVEBq0vD+G6xmKtpmiQ1DZft6oKpN8MwTDpGx0lpGlX5QbrGIpwfHmV1aZjl4YJbOvdS0WeKzF47HVYIIW4vCcCEuIvEUmlO9w9xsneAQxd6aB8eo9DnZVddJevKi9lSWUZVKO+mi2nG0xk6RydQVYXaghCtA8O0Dg7zsbUrCLjm7yV4PT0TEV46cZqJeJLHVy3j/PAorzSd4ZObVlNbELpjLZduRlle4KeyF6UQ4u4mAZgQd5GD7V28cPgkPROTlOX5+ejaerZUlrGpspSQx7WggCaZ0WjuG+SFwyfxuRz8ys7NvHDkJIc7elhRXMimitIFj3cykWIoOs1kIslkIoHPYaemIEi+x73gcy61Aq9bAjAhxJKTAEyIu8iLR0/RF4mye2UdT65exprSIpw2G7cSH2i6zvBUjPbRcYr8XuLpDD6ng7rCENZbnKGqL8rn2U1rSGs626rLSGoa22rKKcvzL/nsl6YbDEWniKczLC+68eVPu1TwF0LcARKACXEX6Z2YJOhxUeBxk5npIWi3WrAoCw9mPA47O2srMU0Tj8PO2rIiKkIBusYirCsrvqXxOm02dtRWMDYd5/zwGLphUhb047YvbcNx0zTpi0zywxMtGKbJ7z/xwJyP0w2D0ekYfqcTlz2b/6aqNxbdRuIJFEXBY7df0qxcCCEWRgIwIZaIaYJm6IxMxRiYnCKt6awsKSTovridcXNlGaf7h/iXhpO80XKOx1ct46Hl1SwL5+NcYMK8oijke908tW4FkXiSxu5+rBaVmoLgNY9LZTS6xyNEkyny3E5KA/5c0DLLMEy6xiK82XKe9852kNF1Pra2ns9uXYd/JrdMNwwmE0l6J6IkMhnsFgthn4figO+WZ8lM02Q6laZvIsobp8/x/aOn2FFXOedjdcOgPxLl5cYWnlxTT/3MLNmNjGE6lWbv2Qt4HHa2VZUT9NyFW1CFEPcUCcCEWAK6YRCJJzkzOML+8x3sb+tiOpnit3bv4Lkt6wFQFPjdR3fS3DdE13iEg+1dfLehidaBYZ7ftoFNlSULnlkyTJOx6Th7Trbyo5OtuO02PrlxNU+vX4nPeXXpBU03aOjq5XsNp2gbHmNlSSHPbVnHxoqSy4Kw0ViMlxtbePXUWTwOO6Zp8v75TlYUF/Lg8moAJhNJftJ0hleazjI8NU3A7WRbdTkfWb2clcWFeB32BfWTnF1yPNLZy/vnOmgdHCGlafM+PpXRONzRy/87dILyYCAXgNkslrnLVF+iY3ScH55ooTTPR01BSAIwIcQtkwBMiEVkmiYpTadrbIJ95zr4/rFTDEWnKQn4yHO7+PahRj6yup6AywEoFAd8FAd8ADy1bgXfa2jirdY2/vHAUX7joW1sqizFYb35t20ineFIZy8vNjQR8riYSqb463c+wOuw8/T6VQCX5Zl1jUf4h/1HiSaTeBx2Gjp7SWlabglzNmn9eHc/x7v7WVtWxPPbNpDKaPzgRDONPQO5AGxwcpqXjrdgYlIc8JHWdd463ca+sx38+gNb2VFXSbHfh82i3nAgphsGHaPj7DnZyrGuPsqCfh5ftYzGnoF5jzEwSWQyZHSdloFhnt20BpgJwK7zvClNRzN0eieijE3HWR7Ov6FxCiHEfCQAE2IRJTIaJ7r7eeFII/vPd2FRFTZWlPL8tvVkdJ0//dE77DvXwSc2rLzq2JKAj99+dCdVBUG+efAYrzWfo8jvu+7S4VxGpmLsO9fBE6uX84X7t3C6f4i/fP19/v69wzxcXztTV+xiELKnsYV8r5vfe/x+igNe/vX4afY0tnCyd4CagmBu1qw/EiXs8/Dz921gW3U5U8kUfZNRzg+N5s4VcDn5+IaV7KitpDo/j4l4gldPnePlxtP8l9ffY/eKZTyzYRUVoQAuuw2rqhJwOa4ZGI1Ox3npRAvnhkZ4ftsGHl1Zy0Q8QSyVJppMzXmM02Zjc2UpDpuVc4MXx2e3WLCqlmtudKgP51OW5+dU3xAT8cRNXHkhhJibZJIKsUh0w6B1YJh/PHCUs4Oj5LmcrC0t4k+eeoQn1yxnVUkYi6LwcuNp0rqOOUclUIuq8syG1Ty7aQ1nB0fpm5i86XGYpkkkkWQwOsWvPbCFAp+H7bUV/OquLfRPTnGgrRPjkufWDYOjnb18bus6VpeGKfL7+OUdm9lSVUbrwDB9kWjusZpuUBXKoz5cgGmaOKxWwj4PhT5P7jFlQT9feGAra0rDeBx2yoMBfu3+zfzpxx+jKj/IG6fP8e9f2MMf//ANvvrOQb794QmGorHLxnSlI509nB0aYXtNBffXVWKzWPA67IQved4rWVWVkoCPDeUl9E9e/B0UBTwOG8o1FiL9LidrSouwqiqx1NwBnhBC3AwJwIRYJNOpNO0j4+S5nfzmIzsIeVzcv6yKsN+LbpiEfV5Wl4Y53tVPU+8ghmnmgjDTNNF0g0Q6QySeYH1ZMV6nHW0BDaN10ySeTpNMazgsVkzTxG618lB9NT6nnYPt3ZdVgU9mNCYTKVIZnZSmYxgmHoeNR+pr0XSDsel47rF2q4WTfYO82dpGf2SKEz39HO/qv6oVkWma6IZBMpMhEk8yPBXDpqrsXlFLvtdNgdfN6FSMIx09tA2PYVGVaybH945Haekf5qXjp/n6gQb2n++kd+JiUJXW9KueO63p6IbJ5srSq2bWfE4HKU3DMMzLAmFj9nXIZKjKDxL2e68ZqAkhxI2SJUghFsnYdJzxWJydtZUsKwwxmUjy7Q9PMDIV49GVdZQH/exeWcuxrj7+x1v7+YtPPonHkU2yny2X0Dk2wfGuAT7s6KYmP3jZzNJ8ZgM5VVFQFAUVBauqMhaL8d2Gk/zcupWoarbkRZHfy5nBYUwuBh1Wi4rVovK3ew/y6c1r2VxVhs/poMDrRjMMhqLTjEzFME2TYr+PZFrjK2/u59s+D1PJFGGfl994aBvD0WkATLIzZZOJBF1jEZr7hzjS2Uv3WISQx8VnNq9la1UZ5cEAJtnZqDz3tZPcd9VV0jk2wYcXuvnBsWb+5UgTTpsVv9PBiqJCGjp7WTaTp6UZ2XIeY7E454ZGaeodZGtV+WXny3O72N/WyZbKMgIuBybZHZ6JjEY0maR3fJKGzl68DjtFAe+N3wRCCDEPZa5lj0tIdzQhFqh9eIw9J1vxOuw8t3UdrzSd4ev7G5hKptENA5fdRtjnoS8SRdMNHDYrLpuVlKYTT6UxAYuqYLVYWF1SyG/v3smmylJs1ykcOh6LM5VMU5bnz9Wrah8e48s/fofG3gFURcFls5HRdcJ+L2lN47Xf/dXLZq2+8tYB9jS2MhGPY1FV3HYbqpJdfgu4nNgsFlKaRkrTSWtadqyKgm6aGDNLkW6bFRNIpDWSWgbDMLGoKnarhSK/l09tWsOnN6/F73IsaBdkKqPR0j/M/rZOzgyOUOB1U1MQ4lB7N0c6e3HarKiKwlQqhWmCVVWwWSwUB7z8+TNPsPGSDgDfOnScr7/fwGQiQXVBiFgqzUQ8QUbXUZVsAOu22/jF7Rv59Ja1hH0ShAkhbticH3AyAybEIrFaVEzTZHQ6RtDt4vltG3i4vob3znXQ0NFL51iERDrNH3zkAU71DnKwvZu0rmNRFUrz/BT5vSwvymdXXRVbq8rxu64uF3El0zRp6OzlWFc/X3p8F1ZLdkatIhTg9564n7/be5jzw6MUej08vX4Fa8uK+U8vv3XVeX7n0Z0sD+fzdms77SNjTMQTRJNJDMNkMpHEarFgVVV8DjsVJWG2VJVRXZBH91iEhs5e+iJTTKdS6IaJxaIQdnkp9HlYHs5n17JqHlxWlZvtWyiHzcqmqlI2VV0MpFKaxvKifHTT4PzwGKZpUhrwUxLwsTycz9bqcnbVVV5VeuOXtm9EQeG15rPZpUjTIOByku9xU50fZF15MbvqKqnOD161vCqEEAshM2BCLJKBySlebGiia3yCrzz3cwua5blZumHwwxPZ3Yr/+ROPX/M5Z0s5/NUb+/m7X/jENWfWDNPk7/YeIp7O8KlNa26q1c+dNvsZpygKpnlxsfVG+j9e/HxUYGahVpk5lxBC3KA5PzAkCV+IReKwWnDbbUzGU8TSmSV5zoymM51MMZ1Mk8zMX5QUsgFYY88gj62su24w8ubp87x75gJV+UHKgoHbOeRFl8hotI+MA9nk/A8v9PDqqTM3dOyZwREi8SQAJ3r6eae1jf5LdoEKIcRCyRKkEIvEYc0mhcfTGQYnp3JJ4YvJarHgsFkZmIxyorufXcuqrnrMbPue7zY08XZrG9/8/GdyAdihC90U+725HKfeiUleOXWWnzSdYV15MRsrinHZ7p2PjfFYnJeOn+a7DU38/H3rqS8q4A++/xoWFcryAmysKJl3NuvDCz389zffpzKUx8+tX8lLx5o52tXHFx/bxXNb1mGTpUghxC24dz5JhbjHOG1W/C4HiUyGoejSBGAWVaHQ52EqleIfDhzFBLZVl2OzWEhrGhdGxzlwvovXT58jmdH4q898DOdMQKUbJt8/eoojHb1ohp77XkbXWVUc5he2bWBZYcE9tfyWzGj0RqKkNA2n1cbycAE7ayvQDZPVJeFrHlsc8FLg9VCdn8d0MsW2mnIeXF7NfTUV0oxbCHHLJAdMiEVimiZ7z17gr9/+gM/v2sKnNq9Zkuftj0T5zuGTvHC4EafNitthw2WzkchoJNMZTGBtWRFfeux+6osKcsGEaWYT7A9d6OatljbODo7gsFnZVVfFx9evpKYgdFPtgu4GumEwMhWjfWR8po2TJbcLNTTTz3G+30czDCbjSb53tImfNJ1h98o6ntuylrJgAOstNhEXQvxMkV2QQiwlRckWE9WNbNPopVLk9/L8tvUUeN28euosHWPjTMQThL1etiyrYveKWrZWlxN0uy6byVEUhTy3i90rarmvuoK0rqMo4LLZ8NjtWFT1mu167kYWVSXs9xLyuHO7FwMzu0mvF0haVZWQx8VT61bgtNlYX15MaZ5fgi8hxG0hM2BCLKLjXX384Hgzz2xczfaaiiV7Xt0wiKUzRBNJ0pqOiYlVteC2W/E6HLjstiUby71OMwziqTQOqxW79fqNu4UQ4gpzfmhIACbEIoqnM0wmEuS5XBL0CCHEzyYJwIQQQgghlpjUARNCCCGEuBtIACaEEEIIscQkABNCCCGEWGISgAkhhBBCLDEJwIQQQgghlpgEYEIIIYQQS0wCMCGEEEKIJSYBmBBCCCHEEpMATAghhBBiiUkAJoQQQgixxCQAE0IIIYRYYhKACSGEEEIsMQnAhBBCCCGWmARgQgghhBBLTAIwIYQQQoglJgGYEEIIIcQSkwBMCCGEEGKJSQAmhBBCCLHEJAATQgghhFhiEoAJIYQQQiwxCcCEEEIIIZaYBGBCCCGEEEtMAjAhhBBCiCUmAZgQQgghxBKzXufnypKMQgghhBDiZ4jMgAkhhBBCLDEJwIQQQgghlpgEYEIIIYQQS0wCMCGEEEKIJSYBmBBCCCHEEpMATAghhBBiif1/yYq+y67wXSAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<wordcloud.wordcloud.WordCloud at 0x1db1d2db438>"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wordcloud = WordCloud(width=800, height=400,background_color='white',mask = mask, max_words=15, font_path='NotoNaskhArabic-Regular.ttf').generate_from_frequencies(new_cons)\n",
    "# Display the generated image:\n",
    "plt.figure( figsize=(20,10) )\n",
    "plt.imshow(wordcloud, interpolation='bilinear')\n",
    "plt.axis(\"off\")\n",
    "plt.show()\n",
    "wordcloud.to_file('cons.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_pros = {}\n",
    "for k,v in pros_count.items():\n",
    "    persian_text = arabic_reshaper.reshape(k)\n",
    "    persian_text = get_display(persian_text)\n",
    "    new_pros[persian_text] = v"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<wordcloud.wordcloud.WordCloud at 0x1db1d880128>"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wordcloud = WordCloud(width=800, height=400,background_color='white', mask= mask, max_words=15, font_path='NotoNaskhArabic-Regular.ttf').generate_from_frequencies(new_pros)\n",
    "# Display the generated image:\n",
    "plt.figure( figsize=(20,10) )\n",
    "plt.imshow(wordcloud, interpolation='bilinear')\n",
    "plt.axis(\"off\")\n",
    "plt.show()\n",
    "wordcloud.to_file('pros.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "  خیر    305\n",
       "  بله    211\n",
       "Name: tell_friend, dtype: int64"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d.tell_friend.value_counts()"
   ]
  },
  {
   "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}