Intro to Data Wrangling.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Wrangling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gather"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "import zipfile\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "with zipfile.ZipFile('armenian-online-job-postings.zip', 'r') as myzip:\n",
    "    myzip.extractall()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# read CSV file into DataFrame\n",
    "df = pd.read_csv('online-job-postings.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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>jobpost</th>\n",
       "      <th>date</th>\n",
       "      <th>Title</th>\n",
       "      <th>Company</th>\n",
       "      <th>AnnouncementCode</th>\n",
       "      <th>Term</th>\n",
       "      <th>Eligibility</th>\n",
       "      <th>Audience</th>\n",
       "      <th>StartDate</th>\n",
       "      <th>Duration</th>\n",
       "      <th>...</th>\n",
       "      <th>Salary</th>\n",
       "      <th>ApplicationP</th>\n",
       "      <th>OpeningDate</th>\n",
       "      <th>Deadline</th>\n",
       "      <th>Notes</th>\n",
       "      <th>AboutC</th>\n",
       "      <th>Attach</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>IT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AMERIA Investment Consulting Company\\r\\nJOB TI...</td>\n",
       "      <td>Jan 5, 2004</td>\n",
       "      <td>Chief Financial Officer</td>\n",
       "      <td>AMERIA Investment Consulting Company</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>To apply for this position, please submit a\\r\\...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26 January 2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>International Research &amp; Exchanges Board (IREX...</td>\n",
       "      <td>Jan 7, 2004</td>\n",
       "      <td>Full-time Community Connections Intern (paid i...</td>\n",
       "      <td>International Research &amp; Exchanges Board (IREX)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3 months</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Please submit a cover letter and resume to:\\r\\...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12 January 2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The International Research &amp; Exchanges Board (...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Caucasus Environmental NGO Network (CENN)\\r\\nJ...</td>\n",
       "      <td>Jan 7, 2004</td>\n",
       "      <td>Country Coordinator</td>\n",
       "      <td>Caucasus Environmental NGO Network (CENN)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Renewable annual contract\\r\\nPOSITION</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Please send resume or CV toursula.kazarian@......</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20 January 2004\\r\\nSTART DATE:  February 2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The Caucasus Environmental NGO Network is a\\r\\...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Manoff Group\\r\\nJOB TITLE:  BCC Specialist\\r\\n...</td>\n",
       "      <td>Jan 7, 2004</td>\n",
       "      <td>BCC Specialist</td>\n",
       "      <td>Manoff Group</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Please send cover letter and resume to Amy\\r\\n...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23 January 2004\\r\\nSTART DATE:  Immediate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Yerevan Brandy Company\\r\\nJOB TITLE:  Software...</td>\n",
       "      <td>Jan 10, 2004</td>\n",
       "      <td>Software Developer</td>\n",
       "      <td>Yerevan Brandy Company</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Successful candidates should submit\\r\\n- CV; \\...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20 January 2004, 18:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             jobpost          date  \\\n",
       "0  AMERIA Investment Consulting Company\\r\\nJOB TI...   Jan 5, 2004   \n",
       "1  International Research & Exchanges Board (IREX...   Jan 7, 2004   \n",
       "2  Caucasus Environmental NGO Network (CENN)\\r\\nJ...   Jan 7, 2004   \n",
       "3  Manoff Group\\r\\nJOB TITLE:  BCC Specialist\\r\\n...   Jan 7, 2004   \n",
       "4  Yerevan Brandy Company\\r\\nJOB TITLE:  Software...  Jan 10, 2004   \n",
       "\n",
       "                                               Title  \\\n",
       "0                            Chief Financial Officer   \n",
       "1  Full-time Community Connections Intern (paid i...   \n",
       "2                                Country Coordinator   \n",
       "3                                     BCC Specialist   \n",
       "4                                 Software Developer   \n",
       "\n",
       "                                           Company AnnouncementCode Term  \\\n",
       "0             AMERIA Investment Consulting Company              NaN  NaN   \n",
       "1  International Research & Exchanges Board (IREX)              NaN  NaN   \n",
       "2        Caucasus Environmental NGO Network (CENN)              NaN  NaN   \n",
       "3                                     Manoff Group              NaN  NaN   \n",
       "4                           Yerevan Brandy Company              NaN  NaN   \n",
       "\n",
       "  Eligibility Audience StartDate                               Duration  ...  \\\n",
       "0         NaN      NaN       NaN                                    NaN  ...   \n",
       "1         NaN      NaN       NaN                               3 months  ...   \n",
       "2         NaN      NaN       NaN  Renewable annual contract\\r\\nPOSITION  ...   \n",
       "3         NaN      NaN       NaN                                    NaN  ...   \n",
       "4         NaN      NaN       NaN                                    NaN  ...   \n",
       "\n",
       "  Salary                                       ApplicationP OpeningDate  \\\n",
       "0    NaN  To apply for this position, please submit a\\r\\...         NaN   \n",
       "1    NaN  Please submit a cover letter and resume to:\\r\\...         NaN   \n",
       "2    NaN  Please send resume or CV toursula.kazarian@......         NaN   \n",
       "3    NaN  Please send cover letter and resume to Amy\\r\\n...         NaN   \n",
       "4    NaN  Successful candidates should submit\\r\\n- CV; \\...         NaN   \n",
       "\n",
       "                                        Deadline Notes  \\\n",
       "0                                26 January 2004   NaN   \n",
       "1                                12 January 2004   NaN   \n",
       "2  20 January 2004\\r\\nSTART DATE:  February 2004   NaN   \n",
       "3      23 January 2004\\r\\nSTART DATE:  Immediate   NaN   \n",
       "4                         20 January 2004, 18:00   NaN   \n",
       "\n",
       "                                              AboutC Attach  Year Month     IT  \n",
       "0                                                NaN    NaN  2004     1  False  \n",
       "1  The International Research & Exchanges Board (...    NaN  2004     1  False  \n",
       "2  The Caucasus Environmental NGO Network is a\\r\\...    NaN  2004     1  False  \n",
       "3                                                NaN    NaN  2004     1  False  \n",
       "4                                                NaN    NaN  2004     1   True  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Assess"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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",
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       "\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>jobpost</th>\n",
       "      <th>date</th>\n",
       "      <th>Title</th>\n",
       "      <th>Company</th>\n",
       "      <th>AnnouncementCode</th>\n",
       "      <th>Term</th>\n",
       "      <th>Eligibility</th>\n",
       "      <th>Audience</th>\n",
       "      <th>StartDate</th>\n",
       "      <th>Duration</th>\n",
       "      <th>...</th>\n",
       "      <th>Salary</th>\n",
       "      <th>ApplicationP</th>\n",
       "      <th>OpeningDate</th>\n",
       "      <th>Deadline</th>\n",
       "      <th>Notes</th>\n",
       "      <th>AboutC</th>\n",
       "      <th>Attach</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>IT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AMERIA Investment Consulting Company\\r\\nJOB TI...</td>\n",
       "      <td>Jan 5, 2004</td>\n",
       "      <td>Chief Financial Officer</td>\n",
       "      <td>AMERIA Investment Consulting Company</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>To apply for this position, please submit a\\r\\...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26 January 2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>International Research &amp; Exchanges Board (IREX...</td>\n",
       "      <td>Jan 7, 2004</td>\n",
       "      <td>Full-time Community Connections Intern (paid i...</td>\n",
       "      <td>International Research &amp; Exchanges Board (IREX)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3 months</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Please submit a cover letter and resume to:\\r\\...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12 January 2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The International Research &amp; Exchanges Board (...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Caucasus Environmental NGO Network (CENN)\\r\\nJ...</td>\n",
       "      <td>Jan 7, 2004</td>\n",
       "      <td>Country Coordinator</td>\n",
       "      <td>Caucasus Environmental NGO Network (CENN)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Renewable annual contract\\r\\nPOSITION</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Please send resume or CV toursula.kazarian@......</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20 January 2004\\r\\nSTART DATE:  February 2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The Caucasus Environmental NGO Network is a\\r\\...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Manoff Group\\r\\nJOB TITLE:  BCC Specialist\\r\\n...</td>\n",
       "      <td>Jan 7, 2004</td>\n",
       "      <td>BCC Specialist</td>\n",
       "      <td>Manoff Group</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Please send cover letter and resume to Amy\\r\\n...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23 January 2004\\r\\nSTART DATE:  Immediate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Yerevan Brandy Company\\r\\nJOB TITLE:  Software...</td>\n",
       "      <td>Jan 10, 2004</td>\n",
       "      <td>Software Developer</td>\n",
       "      <td>Yerevan Brandy Company</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Successful candidates should submit\\r\\n- CV; \\...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20 January 2004, 18:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Boutique \"Appollo\"\\r\\nJOB TITLE:  Saleswoman\\r...</td>\n",
       "      <td>Jan 10, 2004</td>\n",
       "      <td>Saleswoman</td>\n",
       "      <td>Boutique \"Appollo\"</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>For further information, please contact Irina\\...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>01 February 2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>OSI Assistance Foundation - Armenian Branch Of...</td>\n",
       "      <td>Jan 11, 2004</td>\n",
       "      <td>Chief Accountant/ Finance Assistant</td>\n",
       "      <td>OSI Assistance Foundation - Armenian Branch Of...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>For submission of applications/ CVs, please\\r\\...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16 January 2004, 6:00 pm.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>International Research &amp; Exchanges Board (IREX...</td>\n",
       "      <td>Jan 13, 2004</td>\n",
       "      <td>Non-paid part or full time Programmatic Intern</td>\n",
       "      <td>International Research &amp; Exchanges Board (IREX)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6 months</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>To apply, please download and submit the\\r\\nap...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16 January 2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The International Research &amp; Exchanges Board (...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Yerevan Brandy Company \\r\\nJOB TITLE:  Assista...</td>\n",
       "      <td>Jan 13, 2004</td>\n",
       "      <td>Assistant to Managing Director</td>\n",
       "      <td>Yerevan Brandy Company</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Successful candidates should submit\\r\\n- CV; \\...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27 January 2004, 18:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>American Embassy Yerevan\\r\\nANNOUNCEMENT NUMBE...</td>\n",
       "      <td>Jan 13, 2004</td>\n",
       "      <td>Program Assistant (INL), FSN-8; FP-6*</td>\n",
       "      <td>American Embassy Yerevan\\r\\nANNOUNCEMENT NUMBE...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Interested candidates for this position should...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26 January 2004  \\r\\nDrafted:   GSargsyan\\r\\nC...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>International Research &amp; Exchanges Board (IREX...</td>\n",
       "      <td>Jan 13, 2004</td>\n",
       "      <td>Short-Term Travel Grants (STG) Program</td>\n",
       "      <td>International Research &amp; Exchanges Board (IREX)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>For more information on this program, please\\r...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Applications are due in the IREX office by 01\\...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>International Research &amp; Exchanges Board (IREX...</td>\n",
       "      <td>Jan 13, 2004</td>\n",
       "      <td>Non-paid part or full time Administrative Intern</td>\n",
       "      <td>International Research &amp; Exchanges Board (IREX)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6 months</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>To apply, please download and submit the\\r\\nap...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16 January 2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The International Research &amp; Exchanges Board (...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Institute for Sustainable Communities (ISC)\\r\\...</td>\n",
       "      <td>Jan 13, 2004</td>\n",
       "      <td>Chief of Party (COP)</td>\n",
       "      <td>Institute for Sustainable Communities (ISC)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5 year\\r\\nPOSITION</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Interested applicants should send a cover\\r\\nl...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>08 February 2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Water User Associations Support Program (WUASP...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Food Security Regional Cooperation and Stabili...</td>\n",
       "      <td>Jan 14, 2004</td>\n",
       "      <td>Community Development, Capacity Building and C...</td>\n",
       "      <td>Food Security Regional Cooperation and Stabili...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Interested persons should submit cover letter,...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Open until filled</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Teleplus LLC\\r\\nJOB TITLE:  General Manager\\r\\...</td>\n",
       "      <td>Jan 14, 2004</td>\n",
       "      <td>General Manager</td>\n",
       "      <td>Teleplus LLC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>If you believe that you fulfill the above\\r\\np...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Open</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>NetCall Communications\\r\\nJOB TITLE:  Network ...</td>\n",
       "      <td>Jan 15, 2004</td>\n",
       "      <td>Network Administrator</td>\n",
       "      <td>NetCall Communications</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Successful candidates should submit CV and 1-2...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28 February 2004, 18:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>SOC.Stockholm\\r\\nTITLE:   Utopian World Champi...</td>\n",
       "      <td>Jan 15, 2004</td>\n",
       "      <td>Utopian World Championship 2004</td>\n",
       "      <td>SOC.Stockholm</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Visit http://www.soc.nu for detailed\\r\\ninform...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Deadline for entry is on 31 January 2004 and f...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>United Nations Development Programme, Armenia\\...</td>\n",
       "      <td>Jan 15, 2004</td>\n",
       "      <td>Country Economist (NOB)</td>\n",
       "      <td>United Nations Development Programme, Armenia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3 months initial.</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Applications can be submitted throughhttp://oc...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24 January 2004, 17:00.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Counterpart International, Inc.\\r\\nCounterpart...</td>\n",
       "      <td>Jan 16, 2004</td>\n",
       "      <td>Driver/ Logistics Assistant</td>\n",
       "      <td>Counterpart International, Inc.\\r\\nCounterpart...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Qualified individuals should submit a current\\...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21 January 2004, 5 pm\\r\\nABOUT PROGRAM:  The C...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Xalt LLC\\r\\nJOB TITLE:  Graphic Designer\\r\\nPO...</td>\n",
       "      <td>Jan 16, 2004</td>\n",
       "      <td>Graphic Designer</td>\n",
       "      <td>Xalt LLC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Interested applicants should send CVs by email...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26 January 2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>CUTS Centre for International Trade, Economics...</td>\n",
       "      <td>Jan 19, 2004</td>\n",
       "      <td>Administrative Assistant</td>\n",
       "      <td>CUTS Centre for International Trade, Economics...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>There is no application pack. Send your CV,\\r\\...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26 January 2004\\r\\nSTART DATE:  End of February</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Yerevan Brandy Company\\r\\nJOB TITLE:  Lawyer\\r...</td>\n",
       "      <td>Jan 19, 2004</td>\n",
       "      <td>Lawyer</td>\n",
       "      <td>Yerevan Brandy Company</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Successful candidates should submit\\r\\n- CV; \\...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>06 February 2004, 18:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>ACDI/VOCA\\r\\nJOB TITLE:  Marketing Advisor\\r\\n...</td>\n",
       "      <td>Jan 19, 2004</td>\n",
       "      <td>Marketing Advisor</td>\n",
       "      <td>ACDI/VOCA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30 month position   \\r\\nPOSITION</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Submit CV and salary requirements toeurasia@.....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ACDI/VOCA is an international development and ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Armenia TV\\r\\nJOB TITLE:  Chief/ Supervisor of...</td>\n",
       "      <td>Jan 20, 2004</td>\n",
       "      <td>Chief/ Supervisor of Programs Department</td>\n",
       "      <td>Armenia TV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3 year\\r\\nPOSITION</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Please, call 584969 (10.00-18.30)\\r\\nPlease cl...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Until hired\\r\\nSTART DATE:  As soon as possible</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Media Diversity Institute\\r\\nJOB TITLE:  Journ...</td>\n",
       "      <td>Jan 20, 2004</td>\n",
       "      <td>Journalism Trainer</td>\n",
       "      <td>Media Diversity Institute</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Applicants are required to submit:\\r\\n- Short ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26 January 2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The Media Diversity Institute (MDI) is a Londo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Armenia School Connectivity Program\\r\\nJOB TIT...</td>\n",
       "      <td>Jan 21, 2004</td>\n",
       "      <td>Deputy Program Director</td>\n",
       "      <td>Armenia School Connectivity Program</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Interested applicants should send cover letter...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>06 February 2004\\r\\nABOUT PROGRAM:  Armenia Sc...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Yerevan State University (YSU) and Civic Educa...</td>\n",
       "      <td>Jan 21, 2004</td>\n",
       "      <td>Student Forum: Student Conference and Debate F...</td>\n",
       "      <td>Yerevan State University (YSU) and Civic Educa...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17-18 April 2004\\r\\nDESCRIPTION:   The confere...</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>For further details and the student applicatio...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21 February 2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Media Diversity Institute\\r\\nJOB TITLE:  Repor...</td>\n",
       "      <td>Jan 21, 2004</td>\n",
       "      <td>Reporting Diversity Workshop for Journalists</td>\n",
       "      <td>Media Diversity Institute</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Please, submit your CVs to Artur Papyan, MDI\\r...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26 January 2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The Media Diversity Institute (MDI) is a Londo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Media Diversity Institute\\r\\nTITLE:   Reportin...</td>\n",
       "      <td>Jan 21, 2004</td>\n",
       "      <td>Reporting Diversity Workshop for Journalists</td>\n",
       "      <td>Media Diversity Institute</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3 days</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Applicants are required to submit:\\r\\n- Short ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>31 January 2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The Media Diversity Institute (MDI) is a Londo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>SEF International\\r\\nJOB TITLE:  Chief Account...</td>\n",
       "      <td>Jan 23, 2004</td>\n",
       "      <td>Chief Accountant</td>\n",
       "      <td>SEF International</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Please submit your CVs to the following e-mail...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29 January 2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18971</th>\n",
       "      <td>Career Center NGO\\r\\n\\r\\n\\r\\nTITLE:  Reception...</td>\n",
       "      <td>Dec 22, 2015</td>\n",
       "      <td>Receptionist/ Administrative Assistant</td>\n",
       "      <td>Career Center NGO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Part-time/ Full-time</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ASAP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>To apply for this position, please open\\r\\nwww...</td>\n",
       "      <td>23 December 2015</td>\n",
       "      <td>06 January 2016</td>\n",
       "      <td>This is an excellent opportunity especially fo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18972</th>\n",
       "      <td>Essential Solutions LLC\\r\\n\\r\\n\\r\\nTITLE:  Jav...</td>\n",
       "      <td>Dec 22, 2015</td>\n",
       "      <td>Java, Grails/ Groovie Developer</td>\n",
       "      <td>Essential Solutions LLC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>To apply, please send a CV to:\\r\\ninfo@... .\\r...</td>\n",
       "      <td>23 December 2015</td>\n",
       "      <td>22 January 2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Essential Solutions specializes in providing I...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18973</th>\n",
       "      <td>Essential Solutions LLC\\r\\n\\r\\n\\r\\nTITLE:  Sen...</td>\n",
       "      <td>Dec 22, 2015</td>\n",
       "      <td>Senior Java Software Engineer</td>\n",
       "      <td>Essential Solutions LLC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ASAP</td>\n",
       "      <td>Permanent</td>\n",
       "      <td>...</td>\n",
       "      <td>Competitive, family medical insurance coverage.</td>\n",
       "      <td>Interested candidates are asked to send their\\...</td>\n",
       "      <td>23 December 2015</td>\n",
       "      <td>22 January 2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Please visit: www.essentialsln.com for more in...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18974</th>\n",
       "      <td>LTX-Credence Armenia LLC\\r\\n\\r\\n\\r\\nTITLE:  CA...</td>\n",
       "      <td>Dec 23, 2015</td>\n",
       "      <td>CAD Librarian (Printed Circuit Board Design)</td>\n",
       "      <td>LTX-Credence Armenia LLC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Interested candidates are kindly requested to\\...</td>\n",
       "      <td>23 December 2015</td>\n",
       "      <td>22 January 2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LTX-Credence Armenia is an engineering develop...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18975</th>\n",
       "      <td>LTX-Credence Armenia LLC\\r\\n\\r\\n\\r\\nTITLE:  In...</td>\n",
       "      <td>Dec 23, 2015</td>\n",
       "      <td>Intern ( Coop Tech): Precision Analog HW Design</td>\n",
       "      <td>LTX-Credence Armenia LLC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Interested candidates are kindly requested to\\...</td>\n",
       "      <td>23 December 2015</td>\n",
       "      <td>22 January 2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LTX-Credence Armenia is an engineering develop...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18976</th>\n",
       "      <td>SAS Group LLC\\r\\n\\r\\n\\r\\nTITLE:  Senior Financ...</td>\n",
       "      <td>Dec 22, 2015</td>\n",
       "      <td>Senior Financial Specialist</td>\n",
       "      <td>SAS Group LLC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ASAP</td>\n",
       "      <td>Long-term</td>\n",
       "      <td>...</td>\n",
       "      <td>Highly competitive</td>\n",
       "      <td>Interested candidates are encouraged to submit...</td>\n",
       "      <td>23 December 2015</td>\n",
       "      <td>22 January 2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18977</th>\n",
       "      <td>Strategic Development Agency (SDA) NGO\\r\\n\\r\\n...</td>\n",
       "      <td>Dec 22, 2015</td>\n",
       "      <td>Business Consultant</td>\n",
       "      <td>Strategic Development Agency (SDA) NGO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Long-term, with a probation period of 3 months.</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Interested candidates can send their full CVs\\...</td>\n",
       "      <td>23 December 2015</td>\n",
       "      <td>15 January 2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\"Strategic Development Agency\" (SDA) NGO is a ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18978</th>\n",
       "      <td>Representation of the \"French Office for Immig...</td>\n",
       "      <td>Dec 22, 2015</td>\n",
       "      <td>National Expert on Socio-Demographic Statistics</td>\n",
       "      <td>Representation of the \"French Office for Immig...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15 February 2015</td>\n",
       "      <td>4 - 5 months</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>To apply for this position, please submit a\\r\\...</td>\n",
       "      <td>23 December 2015</td>\n",
       "      <td>12 January 2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The French Office for Immigration and Integrat...</td>\n",
       "      <td>The following attachment(s) to this announceme...</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18979</th>\n",
       "      <td>Care Building Services LLC\\r\\n\\r\\n\\r\\nTITLE:  ...</td>\n",
       "      <td>Dec 23, 2015</td>\n",
       "      <td>Project Assistant</td>\n",
       "      <td>Care Building Services LLC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>All eligible candidates.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Immediately</td>\n",
       "      <td>Long-term</td>\n",
       "      <td>...</td>\n",
       "      <td>Highly competitive</td>\n",
       "      <td>To apply for this position, please submit your...</td>\n",
       "      <td>23 December 2015</td>\n",
       "      <td>20 January 2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Care Building Services LLC is a Yerevan based\\...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18980</th>\n",
       "      <td>LTX-Credence Armenia LLC\\r\\n\\r\\n\\r\\nTITLE:  Ha...</td>\n",
       "      <td>Dec 23, 2015</td>\n",
       "      <td>Hardware Engineer</td>\n",
       "      <td>LTX-Credence Armenia LLC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Interested candidates are kindly requested to\\...</td>\n",
       "      <td>23 December 2015</td>\n",
       "      <td>22 January 2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LTX-Credence Armenia is an engineering develop...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18981</th>\n",
       "      <td>BDO Armenia CJSC\\r\\n\\r\\n\\r\\nTITLE:  Auditor\\r\\...</td>\n",
       "      <td>Dec 23, 2015</td>\n",
       "      <td>Auditor</td>\n",
       "      <td>BDO Armenia CJSC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ASAP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Based on the companys remuneration scheme.</td>\n",
       "      <td>All interested and qualified candidates are\\r\\...</td>\n",
       "      <td>23 December 2015</td>\n",
       "      <td>11 January 2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The following attachment(s) to this announceme...</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18982</th>\n",
       "      <td>BDO Armenia CJSC\\r\\n\\r\\n\\r\\nTITLE:  Senior Aud...</td>\n",
       "      <td>Dec 23, 2015</td>\n",
       "      <td>Senior Auditor</td>\n",
       "      <td>BDO Armenia CJSC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ASAP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Based on the companys remuneration scheme.</td>\n",
       "      <td>All interested and qualified candidates are\\r\\...</td>\n",
       "      <td>23 December 2015</td>\n",
       "      <td>11 January 2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The following attachment(s) to this announceme...</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18983</th>\n",
       "      <td>Care Building Services LLC\\r\\n\\r\\n\\r\\nTITLE:  ...</td>\n",
       "      <td>Dec 23, 2015</td>\n",
       "      <td>Construction Site Manager</td>\n",
       "      <td>Care Building Services LLC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>All eligible candidates.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Immediately</td>\n",
       "      <td>Long-term</td>\n",
       "      <td>...</td>\n",
       "      <td>Highly competitive</td>\n",
       "      <td>To apply for this position, please submit your...</td>\n",
       "      <td>23 December 2015</td>\n",
       "      <td>20 January 2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Care Building Services LLC is a Yerevan based\\...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18984</th>\n",
       "      <td>Care Building Services LLC\\r\\n\\r\\n\\r\\nTITLE:  ...</td>\n",
       "      <td>Dec 23, 2015</td>\n",
       "      <td>Electrical Engineer</td>\n",
       "      <td>Care Building Services LLC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>All eligible candidates.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Immediately</td>\n",
       "      <td>Long-term</td>\n",
       "      <td>...</td>\n",
       "      <td>Highly competitive</td>\n",
       "      <td>To apply for this position, please submit your...</td>\n",
       "      <td>23 December 2015</td>\n",
       "      <td>20 January 2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Care Building Services LLC is a Yerevan based\\...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18985</th>\n",
       "      <td>Strategic Development Agency (SDA) NGO\\r\\n\\r\\n...</td>\n",
       "      <td>Dec 22, 2015</td>\n",
       "      <td>Project Assistant</td>\n",
       "      <td>Strategic Development Agency (SDA) NGO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Long-term, with a probation period of 3 months.</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Interested candidates can send their full CVs\\...</td>\n",
       "      <td>23 December 2015</td>\n",
       "      <td>15 January 2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\"Strategic Development Agency\" (SDA) NGO is a ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18986</th>\n",
       "      <td>Strategic Development Agency (SDA) NGO\\r\\n\\r\\n...</td>\n",
       "      <td>Dec 22, 2015</td>\n",
       "      <td>Public Relations Specialist</td>\n",
       "      <td>Strategic Development Agency (SDA) NGO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Long-term, with a probation period of 3 months.</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Interested candidates can send their full CVs\\...</td>\n",
       "      <td>23 December 2015</td>\n",
       "      <td>15 January 2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\"Strategic Development Agency\" (SDA) NGO is a ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18987</th>\n",
       "      <td>PicsArt LLC\\r\\n\\r\\n\\r\\nTITLE:  Junior Mobile V...</td>\n",
       "      <td>Dec 24, 2015</td>\n",
       "      <td>Junior Mobile Visual UI/ UX Designer</td>\n",
       "      <td>PicsArt LLC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ASAP</td>\n",
       "      <td>Long-term</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>To apply for this position, please send a lett...</td>\n",
       "      <td>24 December 2015</td>\n",
       "      <td>23 January 2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PicsArt LLC is a US based free and full featur...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18988</th>\n",
       "      <td>Berg Development LLC\\r\\n\\r\\n\\r\\nTITLE:  JavaSc...</td>\n",
       "      <td>Dec 24, 2015</td>\n",
       "      <td>JavaScript Professional</td>\n",
       "      <td>Berg Development LLC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Full-time</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Immediately</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Highly competitive</td>\n",
       "      <td>To apply for this position please send your\\r\\...</td>\n",
       "      <td>24 December 2015</td>\n",
       "      <td>23 January 2016</td>\n",
       "      <td>Berg Development LLC does not hire smokers.</td>\n",
       "      <td>Bergx2 GmbH is a German specialist for digital...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18989</th>\n",
       "      <td>\"Transport PIU\" State Institution of the RA Mi...</td>\n",
       "      <td>Dec 24, 2015</td>\n",
       "      <td>Leading Specialist/ Accountant of Financial an...</td>\n",
       "      <td>\"Transport PIU\" State Institution of the RA Mi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>All interested and qualified candidates.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>As soon as possible.</td>\n",
       "      <td>Long-term with a probation period of 3 months.</td>\n",
       "      <td>...</td>\n",
       "      <td>Commensurate with skills and experience.</td>\n",
       "      <td>Interested candidates are asked to submit the\\...</td>\n",
       "      <td>25 December 2015</td>\n",
       "      <td>24 January 2016, 17:00 p.m.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The \"Transport PIU\" SI (PIU) of the RA Ministr...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18990</th>\n",
       "      <td>NASDAQ OMX Armenia OJSC\\r\\n\\r\\n\\r\\nTITLE:  Jav...</td>\n",
       "      <td>Dec 24, 2015</td>\n",
       "      <td>Java Developer</td>\n",
       "      <td>NASDAQ OMX Armenia OJSC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Full-time</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Competitive</td>\n",
       "      <td>Interested candidates can submit their CVs to:...</td>\n",
       "      <td>25 December 2015</td>\n",
       "      <td>24 January 2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>For more information please visit: www.nasdaqo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18991</th>\n",
       "      <td>NASDAQ OMX Armenia OJSC\\r\\n\\r\\n\\r\\nTITLE:  C/ ...</td>\n",
       "      <td>Dec 24, 2015</td>\n",
       "      <td>C/ C++ Developer</td>\n",
       "      <td>NASDAQ OMX Armenia OJSC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Full-time</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Competitive</td>\n",
       "      <td>Interested candidates can submit their CVs to:...</td>\n",
       "      <td>25 December 2015</td>\n",
       "      <td>24 January 2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>For more information, please visit: www.nasdaq...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18992</th>\n",
       "      <td>Macadamian AR CJSC\\r\\n\\r\\n\\r\\nTITLE:  .NET Dev...</td>\n",
       "      <td>Dec 25, 2015</td>\n",
       "      <td>.NET Developer</td>\n",
       "      <td>Macadamian AR CJSC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>To apply for this position, please email your ...</td>\n",
       "      <td>25 December 2015</td>\n",
       "      <td>24 January 2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Macadamian AR is a global software development...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18993</th>\n",
       "      <td>\"Coca-Cola Hellenic Bottling Company Armenia\" ...</td>\n",
       "      <td>Dec 25, 2015</td>\n",
       "      <td>Recruitment Specialist</td>\n",
       "      <td>\"Coca-Cola Hellenic Bottling Company Armenia\" ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Full-time</td>\n",
       "      <td>All interested candidates.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ASAP</td>\n",
       "      <td>Long-term with a probation period of 3 months.</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>All interested candidates are kindly requested...</td>\n",
       "      <td>25 December 2015</td>\n",
       "      <td>24 January 2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18994</th>\n",
       "      <td>\"Coca-Cola Hellenic Bottling Company Armenia\" ...</td>\n",
       "      <td>Dec 25, 2015</td>\n",
       "      <td>Capability Development Specialist</td>\n",
       "      <td>\"Coca-Cola Hellenic Bottling Company Armenia\" ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>All interested candidates.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ASAP</td>\n",
       "      <td>Long-term with a probation period of 3 months.</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>All interested candidates are kindly requested...</td>\n",
       "      <td>25 December 2015</td>\n",
       "      <td>24 January 2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18995</th>\n",
       "      <td>\"Transport PIU\" State Institution of the RA Mi...</td>\n",
       "      <td>Dec 24, 2015</td>\n",
       "      <td>Deputy Director</td>\n",
       "      <td>\"Transport PIU\" State Institution of the RA Mi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>All interested and qualified candidates.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>As soon as possible.</td>\n",
       "      <td>Long-term with a probation period of 3 months.</td>\n",
       "      <td>...</td>\n",
       "      <td>Commensurate with skills and experience.</td>\n",
       "      <td>Interested candidates are asked to submit the\\...</td>\n",
       "      <td>25 December 2015</td>\n",
       "      <td>24 January 2016, 17:00 p.m.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The \"Transport PIU\" SI (PIU) of the RA Ministr...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18996</th>\n",
       "      <td>Technolinguistics NGO\\r\\n\\r\\n\\r\\nTITLE:  Senio...</td>\n",
       "      <td>Dec 28, 2015</td>\n",
       "      <td>Senior Creative UX/ UI Designer</td>\n",
       "      <td>Technolinguistics NGO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Full-time</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Long-term</td>\n",
       "      <td>...</td>\n",
       "      <td>Competitive</td>\n",
       "      <td>To apply for this position, please send your\\r...</td>\n",
       "      <td>29 December 2015</td>\n",
       "      <td>28 January 2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>As a company Technolinguistics has a mandate t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18997</th>\n",
       "      <td>\"Coca-Cola Hellenic Bottling Company Armenia\" ...</td>\n",
       "      <td>Dec 30, 2015</td>\n",
       "      <td>Category Development Manager</td>\n",
       "      <td>\"Coca-Cola Hellenic Bottling Company Armenia\" ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Full-time</td>\n",
       "      <td>All interested professionals.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ASAP</td>\n",
       "      <td>Long-term with a probation period of 3 months.</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>All interested candidates are kindly requested...</td>\n",
       "      <td>30 December 2015</td>\n",
       "      <td>20 January 2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18998</th>\n",
       "      <td>\"Coca-Cola Hellenic Bottling Company Armenia\" ...</td>\n",
       "      <td>Dec 30, 2015</td>\n",
       "      <td>Operational Marketing Manager</td>\n",
       "      <td>\"Coca-Cola Hellenic Bottling Company Armenia\" ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Full-time</td>\n",
       "      <td>All interested professionals.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ASAP</td>\n",
       "      <td>Long-term with a probation period of 3 months.</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>All interested candidates are kindly requested...</td>\n",
       "      <td>30 December 2015</td>\n",
       "      <td>20 January 2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18999</th>\n",
       "      <td>San Lazzaro   LLC\\r\\n\\r\\n\\r\\nTITLE:  Head of O...</td>\n",
       "      <td>Dec 30, 2015</td>\n",
       "      <td>Head of Online Sales Department</td>\n",
       "      <td>San Lazzaro   LLC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Long-term</td>\n",
       "      <td>...</td>\n",
       "      <td>Highly competitive</td>\n",
       "      <td>Interested candidates can send their CVs to:\\r...</td>\n",
       "      <td>30 December 2015</td>\n",
       "      <td>29 January 2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>San Lazzaro LLC works with several internation...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19000</th>\n",
       "      <td>\"Kamurj\" UCO CJSC\\r\\n\\r\\n\\r\\nTITLE:  Lawyer in...</td>\n",
       "      <td>Dec 30, 2015</td>\n",
       "      <td>Lawyer in Legal Department</td>\n",
       "      <td>\"Kamurj\" UCO CJSC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Full-time</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Indefinite</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>All qualified applicants are encouraged to\\r\\n...</td>\n",
       "      <td>30 December 2015</td>\n",
       "      <td>20 January 2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\"Kamurj\" UCO CJSC is providing micro and small...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>19001 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 jobpost          date  \\\n",
       "0      AMERIA Investment Consulting Company\\r\\nJOB TI...   Jan 5, 2004   \n",
       "1      International Research & Exchanges Board (IREX...   Jan 7, 2004   \n",
       "2      Caucasus Environmental NGO Network (CENN)\\r\\nJ...   Jan 7, 2004   \n",
       "3      Manoff Group\\r\\nJOB TITLE:  BCC Specialist\\r\\n...   Jan 7, 2004   \n",
       "4      Yerevan Brandy Company\\r\\nJOB TITLE:  Software...  Jan 10, 2004   \n",
       "5      Boutique \"Appollo\"\\r\\nJOB TITLE:  Saleswoman\\r...  Jan 10, 2004   \n",
       "6      OSI Assistance Foundation - Armenian Branch Of...  Jan 11, 2004   \n",
       "7      International Research & Exchanges Board (IREX...  Jan 13, 2004   \n",
       "8      Yerevan Brandy Company \\r\\nJOB TITLE:  Assista...  Jan 13, 2004   \n",
       "9      American Embassy Yerevan\\r\\nANNOUNCEMENT NUMBE...  Jan 13, 2004   \n",
       "10     International Research & Exchanges Board (IREX...  Jan 13, 2004   \n",
       "11     International Research & Exchanges Board (IREX...  Jan 13, 2004   \n",
       "12     Institute for Sustainable Communities (ISC)\\r\\...  Jan 13, 2004   \n",
       "13     Food Security Regional Cooperation and Stabili...  Jan 14, 2004   \n",
       "14     Teleplus LLC\\r\\nJOB TITLE:  General Manager\\r\\...  Jan 14, 2004   \n",
       "15     NetCall Communications\\r\\nJOB TITLE:  Network ...  Jan 15, 2004   \n",
       "16     SOC.Stockholm\\r\\nTITLE:   Utopian World Champi...  Jan 15, 2004   \n",
       "17     United Nations Development Programme, Armenia\\...  Jan 15, 2004   \n",
       "18     Counterpart International, Inc.\\r\\nCounterpart...  Jan 16, 2004   \n",
       "19     Xalt LLC\\r\\nJOB TITLE:  Graphic Designer\\r\\nPO...  Jan 16, 2004   \n",
       "20     CUTS Centre for International Trade, Economics...  Jan 19, 2004   \n",
       "21     Yerevan Brandy Company\\r\\nJOB TITLE:  Lawyer\\r...  Jan 19, 2004   \n",
       "22     ACDI/VOCA\\r\\nJOB TITLE:  Marketing Advisor\\r\\n...  Jan 19, 2004   \n",
       "23     Armenia TV\\r\\nJOB TITLE:  Chief/ Supervisor of...  Jan 20, 2004   \n",
       "24     Media Diversity Institute\\r\\nJOB TITLE:  Journ...  Jan 20, 2004   \n",
       "25     Armenia School Connectivity Program\\r\\nJOB TIT...  Jan 21, 2004   \n",
       "26     Yerevan State University (YSU) and Civic Educa...  Jan 21, 2004   \n",
       "27     Media Diversity Institute\\r\\nJOB TITLE:  Repor...  Jan 21, 2004   \n",
       "28     Media Diversity Institute\\r\\nTITLE:   Reportin...  Jan 21, 2004   \n",
       "29     SEF International\\r\\nJOB TITLE:  Chief Account...  Jan 23, 2004   \n",
       "...                                                  ...           ...   \n",
       "18971  Career Center NGO\\r\\n\\r\\n\\r\\nTITLE:  Reception...  Dec 22, 2015   \n",
       "18972  Essential Solutions LLC\\r\\n\\r\\n\\r\\nTITLE:  Jav...  Dec 22, 2015   \n",
       "18973  Essential Solutions LLC\\r\\n\\r\\n\\r\\nTITLE:  Sen...  Dec 22, 2015   \n",
       "18974  LTX-Credence Armenia LLC\\r\\n\\r\\n\\r\\nTITLE:  CA...  Dec 23, 2015   \n",
       "18975  LTX-Credence Armenia LLC\\r\\n\\r\\n\\r\\nTITLE:  In...  Dec 23, 2015   \n",
       "18976  SAS Group LLC\\r\\n\\r\\n\\r\\nTITLE:  Senior Financ...  Dec 22, 2015   \n",
       "18977  Strategic Development Agency (SDA) NGO\\r\\n\\r\\n...  Dec 22, 2015   \n",
       "18978  Representation of the \"French Office for Immig...  Dec 22, 2015   \n",
       "18979  Care Building Services LLC\\r\\n\\r\\n\\r\\nTITLE:  ...  Dec 23, 2015   \n",
       "18980  LTX-Credence Armenia LLC\\r\\n\\r\\n\\r\\nTITLE:  Ha...  Dec 23, 2015   \n",
       "18981  BDO Armenia CJSC\\r\\n\\r\\n\\r\\nTITLE:  Auditor\\r\\...  Dec 23, 2015   \n",
       "18982  BDO Armenia CJSC\\r\\n\\r\\n\\r\\nTITLE:  Senior Aud...  Dec 23, 2015   \n",
       "18983  Care Building Services LLC\\r\\n\\r\\n\\r\\nTITLE:  ...  Dec 23, 2015   \n",
       "18984  Care Building Services LLC\\r\\n\\r\\n\\r\\nTITLE:  ...  Dec 23, 2015   \n",
       "18985  Strategic Development Agency (SDA) NGO\\r\\n\\r\\n...  Dec 22, 2015   \n",
       "18986  Strategic Development Agency (SDA) NGO\\r\\n\\r\\n...  Dec 22, 2015   \n",
       "18987  PicsArt LLC\\r\\n\\r\\n\\r\\nTITLE:  Junior Mobile V...  Dec 24, 2015   \n",
       "18988  Berg Development LLC\\r\\n\\r\\n\\r\\nTITLE:  JavaSc...  Dec 24, 2015   \n",
       "18989  \"Transport PIU\" State Institution of the RA Mi...  Dec 24, 2015   \n",
       "18990  NASDAQ OMX Armenia OJSC\\r\\n\\r\\n\\r\\nTITLE:  Jav...  Dec 24, 2015   \n",
       "18991  NASDAQ OMX Armenia OJSC\\r\\n\\r\\n\\r\\nTITLE:  C/ ...  Dec 24, 2015   \n",
       "18992  Macadamian AR CJSC\\r\\n\\r\\n\\r\\nTITLE:  .NET Dev...  Dec 25, 2015   \n",
       "18993  \"Coca-Cola Hellenic Bottling Company Armenia\" ...  Dec 25, 2015   \n",
       "18994  \"Coca-Cola Hellenic Bottling Company Armenia\" ...  Dec 25, 2015   \n",
       "18995  \"Transport PIU\" State Institution of the RA Mi...  Dec 24, 2015   \n",
       "18996  Technolinguistics NGO\\r\\n\\r\\n\\r\\nTITLE:  Senio...  Dec 28, 2015   \n",
       "18997  \"Coca-Cola Hellenic Bottling Company Armenia\" ...  Dec 30, 2015   \n",
       "18998  \"Coca-Cola Hellenic Bottling Company Armenia\" ...  Dec 30, 2015   \n",
       "18999  San Lazzaro   LLC\\r\\n\\r\\n\\r\\nTITLE:  Head of O...  Dec 30, 2015   \n",
       "19000  \"Kamurj\" UCO CJSC\\r\\n\\r\\n\\r\\nTITLE:  Lawyer in...  Dec 30, 2015   \n",
       "\n",
       "                                                   Title  \\\n",
       "0                                Chief Financial Officer   \n",
       "1      Full-time Community Connections Intern (paid i...   \n",
       "2                                    Country Coordinator   \n",
       "3                                         BCC Specialist   \n",
       "4                                     Software Developer   \n",
       "5                                             Saleswoman   \n",
       "6                    Chief Accountant/ Finance Assistant   \n",
       "7         Non-paid part or full time Programmatic Intern   \n",
       "8                         Assistant to Managing Director   \n",
       "9                  Program Assistant (INL), FSN-8; FP-6*   \n",
       "10                Short-Term Travel Grants (STG) Program   \n",
       "11      Non-paid part or full time Administrative Intern   \n",
       "12                                  Chief of Party (COP)   \n",
       "13     Community Development, Capacity Building and C...   \n",
       "14                                       General Manager   \n",
       "15                                 Network Administrator   \n",
       "16                       Utopian World Championship 2004   \n",
       "17                               Country Economist (NOB)   \n",
       "18                           Driver/ Logistics Assistant   \n",
       "19                                      Graphic Designer   \n",
       "20                              Administrative Assistant   \n",
       "21                                                Lawyer   \n",
       "22                                     Marketing Advisor   \n",
       "23              Chief/ Supervisor of Programs Department   \n",
       "24                                    Journalism Trainer   \n",
       "25                               Deputy Program Director   \n",
       "26     Student Forum: Student Conference and Debate F...   \n",
       "27          Reporting Diversity Workshop for Journalists   \n",
       "28          Reporting Diversity Workshop for Journalists   \n",
       "29                                      Chief Accountant   \n",
       "...                                                  ...   \n",
       "18971             Receptionist/ Administrative Assistant   \n",
       "18972                    Java, Grails/ Groovie Developer   \n",
       "18973                      Senior Java Software Engineer   \n",
       "18974       CAD Librarian (Printed Circuit Board Design)   \n",
       "18975    Intern ( Coop Tech): Precision Analog HW Design   \n",
       "18976                        Senior Financial Specialist   \n",
       "18977                                Business Consultant   \n",
       "18978    National Expert on Socio-Demographic Statistics   \n",
       "18979                                  Project Assistant   \n",
       "18980                                  Hardware Engineer   \n",
       "18981                                            Auditor   \n",
       "18982                                     Senior Auditor   \n",
       "18983                          Construction Site Manager   \n",
       "18984                                Electrical Engineer   \n",
       "18985                                  Project Assistant   \n",
       "18986                        Public Relations Specialist   \n",
       "18987               Junior Mobile Visual UI/ UX Designer   \n",
       "18988                            JavaScript Professional   \n",
       "18989  Leading Specialist/ Accountant of Financial an...   \n",
       "18990                                     Java Developer   \n",
       "18991                                   C/ C++ Developer   \n",
       "18992                                     .NET Developer   \n",
       "18993                             Recruitment Specialist   \n",
       "18994                  Capability Development Specialist   \n",
       "18995                                    Deputy Director   \n",
       "18996                    Senior Creative UX/ UI Designer   \n",
       "18997                       Category Development Manager   \n",
       "18998                      Operational Marketing Manager   \n",
       "18999                    Head of Online Sales Department   \n",
       "19000                         Lawyer in Legal Department   \n",
       "\n",
       "                                                 Company AnnouncementCode  \\\n",
       "0                   AMERIA Investment Consulting Company              NaN   \n",
       "1        International Research & Exchanges Board (IREX)              NaN   \n",
       "2              Caucasus Environmental NGO Network (CENN)              NaN   \n",
       "3                                           Manoff Group              NaN   \n",
       "4                                 Yerevan Brandy Company              NaN   \n",
       "5                                     Boutique \"Appollo\"              NaN   \n",
       "6      OSI Assistance Foundation - Armenian Branch Of...              NaN   \n",
       "7        International Research & Exchanges Board (IREX)              NaN   \n",
       "8                                 Yerevan Brandy Company              NaN   \n",
       "9      American Embassy Yerevan\\r\\nANNOUNCEMENT NUMBE...              NaN   \n",
       "10       International Research & Exchanges Board (IREX)              NaN   \n",
       "11       International Research & Exchanges Board (IREX)              NaN   \n",
       "12           Institute for Sustainable Communities (ISC)              NaN   \n",
       "13     Food Security Regional Cooperation and Stabili...              NaN   \n",
       "14                                          Teleplus LLC              NaN   \n",
       "15                                NetCall Communications              NaN   \n",
       "16                                         SOC.Stockholm              NaN   \n",
       "17         United Nations Development Programme, Armenia              NaN   \n",
       "18     Counterpart International, Inc.\\r\\nCounterpart...              NaN   \n",
       "19                                              Xalt LLC              NaN   \n",
       "20     CUTS Centre for International Trade, Economics...              NaN   \n",
       "21                                Yerevan Brandy Company              NaN   \n",
       "22                                             ACDI/VOCA              NaN   \n",
       "23                                            Armenia TV              NaN   \n",
       "24                             Media Diversity Institute              NaN   \n",
       "25                   Armenia School Connectivity Program              NaN   \n",
       "26     Yerevan State University (YSU) and Civic Educa...              NaN   \n",
       "27                             Media Diversity Institute              NaN   \n",
       "28                             Media Diversity Institute              NaN   \n",
       "29                                     SEF International              NaN   \n",
       "...                                                  ...              ...   \n",
       "18971                                  Career Center NGO              NaN   \n",
       "18972                            Essential Solutions LLC              NaN   \n",
       "18973                            Essential Solutions LLC              NaN   \n",
       "18974                           LTX-Credence Armenia LLC              NaN   \n",
       "18975                           LTX-Credence Armenia LLC              NaN   \n",
       "18976                                      SAS Group LLC              NaN   \n",
       "18977             Strategic Development Agency (SDA) NGO              NaN   \n",
       "18978  Representation of the \"French Office for Immig...              NaN   \n",
       "18979                         Care Building Services LLC              NaN   \n",
       "18980                           LTX-Credence Armenia LLC              NaN   \n",
       "18981                                   BDO Armenia CJSC              NaN   \n",
       "18982                                   BDO Armenia CJSC              NaN   \n",
       "18983                         Care Building Services LLC              NaN   \n",
       "18984                         Care Building Services LLC              NaN   \n",
       "18985             Strategic Development Agency (SDA) NGO              NaN   \n",
       "18986             Strategic Development Agency (SDA) NGO              NaN   \n",
       "18987                                        PicsArt LLC              NaN   \n",
       "18988                               Berg Development LLC              NaN   \n",
       "18989  \"Transport PIU\" State Institution of the RA Mi...              NaN   \n",
       "18990                            NASDAQ OMX Armenia OJSC              NaN   \n",
       "18991                            NASDAQ OMX Armenia OJSC              NaN   \n",
       "18992                                 Macadamian AR CJSC              NaN   \n",
       "18993  \"Coca-Cola Hellenic Bottling Company Armenia\" ...              NaN   \n",
       "18994  \"Coca-Cola Hellenic Bottling Company Armenia\" ...              NaN   \n",
       "18995  \"Transport PIU\" State Institution of the RA Mi...              NaN   \n",
       "18996                              Technolinguistics NGO              NaN   \n",
       "18997  \"Coca-Cola Hellenic Bottling Company Armenia\" ...              NaN   \n",
       "18998  \"Coca-Cola Hellenic Bottling Company Armenia\" ...              NaN   \n",
       "18999                                  San Lazzaro   LLC              NaN   \n",
       "19000                                  \"Kamurj\" UCO CJSC              NaN   \n",
       "\n",
       "                       Term                               Eligibility  \\\n",
       "0                       NaN                                       NaN   \n",
       "1                       NaN                                       NaN   \n",
       "2                       NaN                                       NaN   \n",
       "3                       NaN                                       NaN   \n",
       "4                       NaN                                       NaN   \n",
       "5                       NaN                                       NaN   \n",
       "6                       NaN                                       NaN   \n",
       "7                       NaN                                       NaN   \n",
       "8                       NaN                                       NaN   \n",
       "9                       NaN                                       NaN   \n",
       "10                      NaN                                       NaN   \n",
       "11                      NaN                                       NaN   \n",
       "12                      NaN                                       NaN   \n",
       "13                      NaN                                       NaN   \n",
       "14                      NaN                                       NaN   \n",
       "15                      NaN                                       NaN   \n",
       "16                      NaN                                       NaN   \n",
       "17                      NaN                                       NaN   \n",
       "18                      NaN                                       NaN   \n",
       "19                      NaN                                       NaN   \n",
       "20                      NaN                                       NaN   \n",
       "21                      NaN                                       NaN   \n",
       "22                      NaN                                       NaN   \n",
       "23                      NaN                                       NaN   \n",
       "24                      NaN                                       NaN   \n",
       "25                      NaN                                       NaN   \n",
       "26                      NaN                                       NaN   \n",
       "27                      NaN                                       NaN   \n",
       "28                      NaN                                       NaN   \n",
       "29                      NaN                                       NaN   \n",
       "...                     ...                                       ...   \n",
       "18971  Part-time/ Full-time                                  Everyone   \n",
       "18972                   NaN                                       NaN   \n",
       "18973                   NaN                                       NaN   \n",
       "18974                   NaN                                       NaN   \n",
       "18975                   NaN                                       NaN   \n",
       "18976                   NaN                                       NaN   \n",
       "18977                   NaN                                       NaN   \n",
       "18978                   NaN                                       NaN   \n",
       "18979                   NaN                  All eligible candidates.   \n",
       "18980                   NaN                                       NaN   \n",
       "18981                   NaN                                       NaN   \n",
       "18982                   NaN                                       NaN   \n",
       "18983                   NaN                  All eligible candidates.   \n",
       "18984                   NaN                  All eligible candidates.   \n",
       "18985                   NaN                                       NaN   \n",
       "18986                   NaN                                       NaN   \n",
       "18987                   NaN                                       NaN   \n",
       "18988             Full-time                                       NaN   \n",
       "18989                   NaN  All interested and qualified candidates.   \n",
       "18990             Full-time                                       NaN   \n",
       "18991             Full-time                                       NaN   \n",
       "18992                   NaN                                       NaN   \n",
       "18993             Full-time                All interested candidates.   \n",
       "18994                   NaN                All interested candidates.   \n",
       "18995                   NaN  All interested and qualified candidates.   \n",
       "18996             Full-time                                       NaN   \n",
       "18997             Full-time             All interested professionals.   \n",
       "18998             Full-time             All interested professionals.   \n",
       "18999                   NaN                                       NaN   \n",
       "19000             Full-time                                       NaN   \n",
       "\n",
       "      Audience             StartDate  \\\n",
       "0          NaN                   NaN   \n",
       "1          NaN                   NaN   \n",
       "2          NaN                   NaN   \n",
       "3          NaN                   NaN   \n",
       "4          NaN                   NaN   \n",
       "5          NaN                   NaN   \n",
       "6          NaN                   NaN   \n",
       "7          NaN                   NaN   \n",
       "8          NaN                   NaN   \n",
       "9          NaN                   NaN   \n",
       "10         NaN                   NaN   \n",
       "11         NaN                   NaN   \n",
       "12         NaN                   NaN   \n",
       "13         NaN                   NaN   \n",
       "14         NaN                   NaN   \n",
       "15         NaN                   NaN   \n",
       "16         NaN                   NaN   \n",
       "17         NaN                   NaN   \n",
       "18         NaN                   NaN   \n",
       "19         NaN                   NaN   \n",
       "20         NaN                   NaN   \n",
       "21         NaN                   NaN   \n",
       "22         NaN                   NaN   \n",
       "23         NaN                   NaN   \n",
       "24         NaN                   NaN   \n",
       "25         NaN                   NaN   \n",
       "26         NaN                   NaN   \n",
       "27         NaN                   NaN   \n",
       "28         NaN                   NaN   \n",
       "29         NaN                   NaN   \n",
       "...        ...                   ...   \n",
       "18971      NaN                  ASAP   \n",
       "18972      NaN                   NaN   \n",
       "18973      NaN                  ASAP   \n",
       "18974      NaN                   NaN   \n",
       "18975      NaN                   NaN   \n",
       "18976      NaN                  ASAP   \n",
       "18977      NaN                   NaN   \n",
       "18978      NaN      15 February 2015   \n",
       "18979      NaN           Immediately   \n",
       "18980      NaN                   NaN   \n",
       "18981      NaN                  ASAP   \n",
       "18982      NaN                  ASAP   \n",
       "18983      NaN           Immediately   \n",
       "18984      NaN           Immediately   \n",
       "18985      NaN                   NaN   \n",
       "18986      NaN                   NaN   \n",
       "18987      NaN                  ASAP   \n",
       "18988      NaN           Immediately   \n",
       "18989      NaN  As soon as possible.   \n",
       "18990      NaN                   NaN   \n",
       "18991      NaN                   NaN   \n",
       "18992      NaN                   NaN   \n",
       "18993      NaN                  ASAP   \n",
       "18994      NaN                  ASAP   \n",
       "18995      NaN  As soon as possible.   \n",
       "18996      NaN                   NaN   \n",
       "18997      NaN                  ASAP   \n",
       "18998      NaN                  ASAP   \n",
       "18999      NaN                   NaN   \n",
       "19000      NaN                   NaN   \n",
       "\n",
       "                                                Duration  ...  \\\n",
       "0                                                    NaN  ...   \n",
       "1                                               3 months  ...   \n",
       "2                  Renewable annual contract\\r\\nPOSITION  ...   \n",
       "3                                                    NaN  ...   \n",
       "4                                                    NaN  ...   \n",
       "5                                                    NaN  ...   \n",
       "6                                                    NaN  ...   \n",
       "7                                               6 months  ...   \n",
       "8                                                    NaN  ...   \n",
       "9                                                    NaN  ...   \n",
       "10                                                   NaN  ...   \n",
       "11                                              6 months  ...   \n",
       "12                                    5 year\\r\\nPOSITION  ...   \n",
       "13                                                   NaN  ...   \n",
       "14                                                   NaN  ...   \n",
       "15                                                   NaN  ...   \n",
       "16                                                   NaN  ...   \n",
       "17                                     3 months initial.  ...   \n",
       "18                                                   NaN  ...   \n",
       "19                                                   NaN  ...   \n",
       "20                                                   NaN  ...   \n",
       "21                                                   NaN  ...   \n",
       "22                      30 month position   \\r\\nPOSITION  ...   \n",
       "23                                    3 year\\r\\nPOSITION  ...   \n",
       "24                                                   NaN  ...   \n",
       "25                                                   NaN  ...   \n",
       "26     17-18 April 2004\\r\\nDESCRIPTION:   The confere...  ...   \n",
       "27                                                   NaN  ...   \n",
       "28                                                3 days  ...   \n",
       "29                                                   NaN  ...   \n",
       "...                                                  ...  ...   \n",
       "18971                                                NaN  ...   \n",
       "18972                                                NaN  ...   \n",
       "18973                                          Permanent  ...   \n",
       "18974                                                NaN  ...   \n",
       "18975                                                NaN  ...   \n",
       "18976                                          Long-term  ...   \n",
       "18977    Long-term, with a probation period of 3 months.  ...   \n",
       "18978                                       4 - 5 months  ...   \n",
       "18979                                          Long-term  ...   \n",
       "18980                                                NaN  ...   \n",
       "18981                                                NaN  ...   \n",
       "18982                                                NaN  ...   \n",
       "18983                                          Long-term  ...   \n",
       "18984                                          Long-term  ...   \n",
       "18985    Long-term, with a probation period of 3 months.  ...   \n",
       "18986    Long-term, with a probation period of 3 months.  ...   \n",
       "18987                                          Long-term  ...   \n",
       "18988                                                NaN  ...   \n",
       "18989     Long-term with a probation period of 3 months.  ...   \n",
       "18990                                                NaN  ...   \n",
       "18991                                                NaN  ...   \n",
       "18992                                                NaN  ...   \n",
       "18993     Long-term with a probation period of 3 months.  ...   \n",
       "18994     Long-term with a probation period of 3 months.  ...   \n",
       "18995     Long-term with a probation period of 3 months.  ...   \n",
       "18996                                          Long-term  ...   \n",
       "18997     Long-term with a probation period of 3 months.  ...   \n",
       "18998     Long-term with a probation period of 3 months.  ...   \n",
       "18999                                          Long-term  ...   \n",
       "19000                                         Indefinite  ...   \n",
       "\n",
       "                                                Salary  \\\n",
       "0                                                  NaN   \n",
       "1                                                  NaN   \n",
       "2                                                  NaN   \n",
       "3                                                  NaN   \n",
       "4                                                  NaN   \n",
       "5                                                  NaN   \n",
       "6                                                  NaN   \n",
       "7                                                  NaN   \n",
       "8                                                  NaN   \n",
       "9                                                  NaN   \n",
       "10                                                 NaN   \n",
       "11                                                 NaN   \n",
       "12                                                 NaN   \n",
       "13                                                 NaN   \n",
       "14                                                 NaN   \n",
       "15                                                 NaN   \n",
       "16                                                 NaN   \n",
       "17                                                 NaN   \n",
       "18                                                 NaN   \n",
       "19                                                 NaN   \n",
       "20                                                 NaN   \n",
       "21                                                 NaN   \n",
       "22                                                 NaN   \n",
       "23                                                 NaN   \n",
       "24                                                 NaN   \n",
       "25                                                 NaN   \n",
       "26                                                 NaN   \n",
       "27                                                 NaN   \n",
       "28                                                 NaN   \n",
       "29                                                 NaN   \n",
       "...                                                ...   \n",
       "18971                                              NaN   \n",
       "18972                                              NaN   \n",
       "18973  Competitive, family medical insurance coverage.   \n",
       "18974                                              NaN   \n",
       "18975                                              NaN   \n",
       "18976                               Highly competitive   \n",
       "18977                                              NaN   \n",
       "18978                                              NaN   \n",
       "18979                               Highly competitive   \n",
       "18980                                              NaN   \n",
       "18981       Based on the companys remuneration scheme.   \n",
       "18982       Based on the companys remuneration scheme.   \n",
       "18983                               Highly competitive   \n",
       "18984                               Highly competitive   \n",
       "18985                                              NaN   \n",
       "18986                                              NaN   \n",
       "18987                                              NaN   \n",
       "18988                               Highly competitive   \n",
       "18989         Commensurate with skills and experience.   \n",
       "18990                                      Competitive   \n",
       "18991                                      Competitive   \n",
       "18992                                              NaN   \n",
       "18993                                              NaN   \n",
       "18994                                              NaN   \n",
       "18995         Commensurate with skills and experience.   \n",
       "18996                                      Competitive   \n",
       "18997                                              NaN   \n",
       "18998                                              NaN   \n",
       "18999                               Highly competitive   \n",
       "19000                                              NaN   \n",
       "\n",
       "                                            ApplicationP       OpeningDate  \\\n",
       "0      To apply for this position, please submit a\\r\\...               NaN   \n",
       "1      Please submit a cover letter and resume to:\\r\\...               NaN   \n",
       "2      Please send resume or CV toursula.kazarian@......               NaN   \n",
       "3      Please send cover letter and resume to Amy\\r\\n...               NaN   \n",
       "4      Successful candidates should submit\\r\\n- CV; \\...               NaN   \n",
       "5      For further information, please contact Irina\\...               NaN   \n",
       "6      For submission of applications/ CVs, please\\r\\...               NaN   \n",
       "7      To apply, please download and submit the\\r\\nap...               NaN   \n",
       "8      Successful candidates should submit\\r\\n- CV; \\...               NaN   \n",
       "9      Interested candidates for this position should...               NaN   \n",
       "10     For more information on this program, please\\r...               NaN   \n",
       "11     To apply, please download and submit the\\r\\nap...               NaN   \n",
       "12     Interested applicants should send a cover\\r\\nl...               NaN   \n",
       "13     Interested persons should submit cover letter,...               NaN   \n",
       "14     If you believe that you fulfill the above\\r\\np...               NaN   \n",
       "15     Successful candidates should submit CV and 1-2...               NaN   \n",
       "16     Visit http://www.soc.nu for detailed\\r\\ninform...               NaN   \n",
       "17     Applications can be submitted throughhttp://oc...               NaN   \n",
       "18     Qualified individuals should submit a current\\...               NaN   \n",
       "19     Interested applicants should send CVs by email...               NaN   \n",
       "20     There is no application pack. Send your CV,\\r\\...               NaN   \n",
       "21     Successful candidates should submit\\r\\n- CV; \\...               NaN   \n",
       "22     Submit CV and salary requirements toeurasia@.....               NaN   \n",
       "23     Please, call 584969 (10.00-18.30)\\r\\nPlease cl...               NaN   \n",
       "24     Applicants are required to submit:\\r\\n- Short ...               NaN   \n",
       "25     Interested applicants should send cover letter...               NaN   \n",
       "26     For further details and the student applicatio...               NaN   \n",
       "27     Please, submit your CVs to Artur Papyan, MDI\\r...               NaN   \n",
       "28     Applicants are required to submit:\\r\\n- Short ...               NaN   \n",
       "29     Please submit your CVs to the following e-mail...               NaN   \n",
       "...                                                  ...               ...   \n",
       "18971  To apply for this position, please open\\r\\nwww...  23 December 2015   \n",
       "18972  To apply, please send a CV to:\\r\\ninfo@... .\\r...  23 December 2015   \n",
       "18973  Interested candidates are asked to send their\\...  23 December 2015   \n",
       "18974  Interested candidates are kindly requested to\\...  23 December 2015   \n",
       "18975  Interested candidates are kindly requested to\\...  23 December 2015   \n",
       "18976  Interested candidates are encouraged to submit...  23 December 2015   \n",
       "18977  Interested candidates can send their full CVs\\...  23 December 2015   \n",
       "18978  To apply for this position, please submit a\\r\\...  23 December 2015   \n",
       "18979  To apply for this position, please submit your...  23 December 2015   \n",
       "18980  Interested candidates are kindly requested to\\...  23 December 2015   \n",
       "18981  All interested and qualified candidates are\\r\\...  23 December 2015   \n",
       "18982  All interested and qualified candidates are\\r\\...  23 December 2015   \n",
       "18983  To apply for this position, please submit your...  23 December 2015   \n",
       "18984  To apply for this position, please submit your...  23 December 2015   \n",
       "18985  Interested candidates can send their full CVs\\...  23 December 2015   \n",
       "18986  Interested candidates can send their full CVs\\...  23 December 2015   \n",
       "18987  To apply for this position, please send a lett...  24 December 2015   \n",
       "18988  To apply for this position please send your\\r\\...  24 December 2015   \n",
       "18989  Interested candidates are asked to submit the\\...  25 December 2015   \n",
       "18990  Interested candidates can submit their CVs to:...  25 December 2015   \n",
       "18991  Interested candidates can submit their CVs to:...  25 December 2015   \n",
       "18992  To apply for this position, please email your ...  25 December 2015   \n",
       "18993  All interested candidates are kindly requested...  25 December 2015   \n",
       "18994  All interested candidates are kindly requested...  25 December 2015   \n",
       "18995  Interested candidates are asked to submit the\\...  25 December 2015   \n",
       "18996  To apply for this position, please send your\\r...  29 December 2015   \n",
       "18997  All interested candidates are kindly requested...  30 December 2015   \n",
       "18998  All interested candidates are kindly requested...  30 December 2015   \n",
       "18999  Interested candidates can send their CVs to:\\r...  30 December 2015   \n",
       "19000  All qualified applicants are encouraged to\\r\\n...  30 December 2015   \n",
       "\n",
       "                                                Deadline  \\\n",
       "0                                        26 January 2004   \n",
       "1                                        12 January 2004   \n",
       "2          20 January 2004\\r\\nSTART DATE:  February 2004   \n",
       "3              23 January 2004\\r\\nSTART DATE:  Immediate   \n",
       "4                                 20 January 2004, 18:00   \n",
       "5                                       01 February 2004   \n",
       "6                              16 January 2004, 6:00 pm.   \n",
       "7                                        16 January 2004   \n",
       "8                                 27 January 2004, 18:00   \n",
       "9      26 January 2004  \\r\\nDrafted:   GSargsyan\\r\\nC...   \n",
       "10     Applications are due in the IREX office by 01\\...   \n",
       "11                                       16 January 2004   \n",
       "12                                      08 February 2004   \n",
       "13                                     Open until filled   \n",
       "14                                                  Open   \n",
       "15                               28 February 2004, 18:00   \n",
       "16     Deadline for entry is on 31 January 2004 and f...   \n",
       "17                               24 January 2004, 17:00.   \n",
       "18     21 January 2004, 5 pm\\r\\nABOUT PROGRAM:  The C...   \n",
       "19                                       26 January 2004   \n",
       "20       26 January 2004\\r\\nSTART DATE:  End of February   \n",
       "21                               06 February 2004, 18:00   \n",
       "22                                                   NaN   \n",
       "23       Until hired\\r\\nSTART DATE:  As soon as possible   \n",
       "24                                       26 January 2004   \n",
       "25     06 February 2004\\r\\nABOUT PROGRAM:  Armenia Sc...   \n",
       "26                                      21 February 2004   \n",
       "27                                       26 January 2004   \n",
       "28                                       31 January 2004   \n",
       "29                                       29 January 2004   \n",
       "...                                                  ...   \n",
       "18971                                    06 January 2016   \n",
       "18972                                    22 January 2016   \n",
       "18973                                    22 January 2016   \n",
       "18974                                    22 January 2016   \n",
       "18975                                    22 January 2016   \n",
       "18976                                    22 January 2016   \n",
       "18977                                    15 January 2016   \n",
       "18978                                    12 January 2016   \n",
       "18979                                    20 January 2016   \n",
       "18980                                    22 January 2016   \n",
       "18981                                    11 January 2016   \n",
       "18982                                    11 January 2016   \n",
       "18983                                    20 January 2016   \n",
       "18984                                    20 January 2016   \n",
       "18985                                    15 January 2016   \n",
       "18986                                    15 January 2016   \n",
       "18987                                    23 January 2016   \n",
       "18988                                    23 January 2016   \n",
       "18989                        24 January 2016, 17:00 p.m.   \n",
       "18990                                    24 January 2016   \n",
       "18991                                    24 January 2016   \n",
       "18992                                    24 January 2016   \n",
       "18993                                    24 January 2016   \n",
       "18994                                    24 January 2016   \n",
       "18995                        24 January 2016, 17:00 p.m.   \n",
       "18996                                    28 January 2016   \n",
       "18997                                    20 January 2016   \n",
       "18998                                    20 January 2016   \n",
       "18999                                    29 January 2016   \n",
       "19000                                    20 January 2016   \n",
       "\n",
       "                                                   Notes  \\\n",
       "0                                                    NaN   \n",
       "1                                                    NaN   \n",
       "2                                                    NaN   \n",
       "3                                                    NaN   \n",
       "4                                                    NaN   \n",
       "5                                                    NaN   \n",
       "6                                                    NaN   \n",
       "7                                                    NaN   \n",
       "8                                                    NaN   \n",
       "9                                                    NaN   \n",
       "10                                                   NaN   \n",
       "11                                                   NaN   \n",
       "12                                                   NaN   \n",
       "13                                                   NaN   \n",
       "14                                                   NaN   \n",
       "15                                                   NaN   \n",
       "16                                                   NaN   \n",
       "17                                                   NaN   \n",
       "18                                                   NaN   \n",
       "19                                                   NaN   \n",
       "20                                                   NaN   \n",
       "21                                                   NaN   \n",
       "22                                                   NaN   \n",
       "23                                                   NaN   \n",
       "24                                                   NaN   \n",
       "25                                                   NaN   \n",
       "26                                                   NaN   \n",
       "27                                                   NaN   \n",
       "28                                                   NaN   \n",
       "29                                                   NaN   \n",
       "...                                                  ...   \n",
       "18971  This is an excellent opportunity especially fo...   \n",
       "18972                                                NaN   \n",
       "18973                                                NaN   \n",
       "18974                                                NaN   \n",
       "18975                                                NaN   \n",
       "18976                                                NaN   \n",
       "18977                                                NaN   \n",
       "18978                                                NaN   \n",
       "18979                                                NaN   \n",
       "18980                                                NaN   \n",
       "18981                                                NaN   \n",
       "18982                                                NaN   \n",
       "18983                                                NaN   \n",
       "18984                                                NaN   \n",
       "18985                                                NaN   \n",
       "18986                                                NaN   \n",
       "18987                                                NaN   \n",
       "18988        Berg Development LLC does not hire smokers.   \n",
       "18989                                                NaN   \n",
       "18990                                                NaN   \n",
       "18991                                                NaN   \n",
       "18992                                                NaN   \n",
       "18993                                                NaN   \n",
       "18994                                                NaN   \n",
       "18995                                                NaN   \n",
       "18996                                                NaN   \n",
       "18997                                                NaN   \n",
       "18998                                                NaN   \n",
       "18999                                                NaN   \n",
       "19000                                                NaN   \n",
       "\n",
       "                                                  AboutC  \\\n",
       "0                                                    NaN   \n",
       "1      The International Research & Exchanges Board (...   \n",
       "2      The Caucasus Environmental NGO Network is a\\r\\...   \n",
       "3                                                    NaN   \n",
       "4                                                    NaN   \n",
       "5                                                    NaN   \n",
       "6                                                    NaN   \n",
       "7      The International Research & Exchanges Board (...   \n",
       "8                                                    NaN   \n",
       "9                                                    NaN   \n",
       "10                                                   NaN   \n",
       "11     The International Research & Exchanges Board (...   \n",
       "12     Water User Associations Support Program (WUASP...   \n",
       "13                                                   NaN   \n",
       "14                                                   NaN   \n",
       "15                                                   NaN   \n",
       "16                                                   NaN   \n",
       "17                                                   NaN   \n",
       "18                                                   NaN   \n",
       "19                                                   NaN   \n",
       "20                                                   NaN   \n",
       "21                                                   NaN   \n",
       "22     ACDI/VOCA is an international development and ...   \n",
       "23                                                   NaN   \n",
       "24     The Media Diversity Institute (MDI) is a Londo...   \n",
       "25                                                   NaN   \n",
       "26                                                   NaN   \n",
       "27     The Media Diversity Institute (MDI) is a Londo...   \n",
       "28     The Media Diversity Institute (MDI) is a Londo...   \n",
       "29                                                   NaN   \n",
       "...                                                  ...   \n",
       "18971                                                NaN   \n",
       "18972  Essential Solutions specializes in providing I...   \n",
       "18973  Please visit: www.essentialsln.com for more in...   \n",
       "18974  LTX-Credence Armenia is an engineering develop...   \n",
       "18975  LTX-Credence Armenia is an engineering develop...   \n",
       "18976                                                NaN   \n",
       "18977  \"Strategic Development Agency\" (SDA) NGO is a ...   \n",
       "18978  The French Office for Immigration and Integrat...   \n",
       "18979  Care Building Services LLC is a Yerevan based\\...   \n",
       "18980  LTX-Credence Armenia is an engineering develop...   \n",
       "18981                                                NaN   \n",
       "18982                                                NaN   \n",
       "18983  Care Building Services LLC is a Yerevan based\\...   \n",
       "18984  Care Building Services LLC is a Yerevan based\\...   \n",
       "18985  \"Strategic Development Agency\" (SDA) NGO is a ...   \n",
       "18986  \"Strategic Development Agency\" (SDA) NGO is a ...   \n",
       "18987  PicsArt LLC is a US based free and full featur...   \n",
       "18988  Bergx2 GmbH is a German specialist for digital...   \n",
       "18989  The \"Transport PIU\" SI (PIU) of the RA Ministr...   \n",
       "18990  For more information please visit: www.nasdaqo...   \n",
       "18991  For more information, please visit: www.nasdaq...   \n",
       "18992  Macadamian AR is a global software development...   \n",
       "18993                                                NaN   \n",
       "18994                                                NaN   \n",
       "18995  The \"Transport PIU\" SI (PIU) of the RA Ministr...   \n",
       "18996  As a company Technolinguistics has a mandate t...   \n",
       "18997                                                NaN   \n",
       "18998                                                NaN   \n",
       "18999  San Lazzaro LLC works with several internation...   \n",
       "19000  \"Kamurj\" UCO CJSC is providing micro and small...   \n",
       "\n",
       "                                                  Attach  Year Month     IT  \n",
       "0                                                    NaN  2004     1  False  \n",
       "1                                                    NaN  2004     1  False  \n",
       "2                                                    NaN  2004     1  False  \n",
       "3                                                    NaN  2004     1  False  \n",
       "4                                                    NaN  2004     1   True  \n",
       "5                                                    NaN  2004     1  False  \n",
       "6                                                    NaN  2004     1  False  \n",
       "7                                                    NaN  2004     1  False  \n",
       "8                                                    NaN  2004     1  False  \n",
       "9                                                    NaN  2004     1  False  \n",
       "10                                                   NaN  2004     1  False  \n",
       "11                                                   NaN  2004     1  False  \n",
       "12                                                   NaN  2004     1  False  \n",
       "13                                                   NaN  2004     1  False  \n",
       "14                                                   NaN  2004     1  False  \n",
       "15                                                   NaN  2004     1   True  \n",
       "16                                                   NaN  2004     1  False  \n",
       "17                                                   NaN  2004     1  False  \n",
       "18                                                   NaN  2004     1  False  \n",
       "19                                                   NaN  2004     1   True  \n",
       "20                                                   NaN  2004     1  False  \n",
       "21                                                   NaN  2004     1  False  \n",
       "22                                                   NaN  2004     1  False  \n",
       "23                                                   NaN  2004     1  False  \n",
       "24                                                   NaN  2004     1  False  \n",
       "25                                                   NaN  2004     1  False  \n",
       "26                                                   NaN  2004     1  False  \n",
       "27                                                   NaN  2004     1  False  \n",
       "28                                                   NaN  2004     1  False  \n",
       "29                                                   NaN  2004     1  False  \n",
       "...                                                  ...   ...   ...    ...  \n",
       "18971                                                NaN  2015    12  False  \n",
       "18972                                                NaN  2015    12   True  \n",
       "18973                                                NaN  2015    12   True  \n",
       "18974                                                NaN  2015    12  False  \n",
       "18975                                                NaN  2015    12  False  \n",
       "18976                                                NaN  2015    12  False  \n",
       "18977                                                NaN  2015    12  False  \n",
       "18978  The following attachment(s) to this announceme...  2015    12   True  \n",
       "18979                                                NaN  2015    12  False  \n",
       "18980                                                NaN  2015    12   True  \n",
       "18981  The following attachment(s) to this announceme...  2015    12  False  \n",
       "18982  The following attachment(s) to this announceme...  2015    12  False  \n",
       "18983                                                NaN  2015    12  False  \n",
       "18984                                                NaN  2015    12  False  \n",
       "18985                                                NaN  2015    12  False  \n",
       "18986                                                NaN  2015    12  False  \n",
       "18987                                                NaN  2015    12   True  \n",
       "18988                                                NaN  2015    12   True  \n",
       "18989                                                NaN  2015    12  False  \n",
       "18990                                                NaN  2015    12   True  \n",
       "18991                                                NaN  2015    12   True  \n",
       "18992                                                NaN  2015    12   True  \n",
       "18993                                                NaN  2015    12  False  \n",
       "18994                                                NaN  2015    12  False  \n",
       "18995                                                NaN  2015    12  False  \n",
       "18996                                                NaN  2015    12  False  \n",
       "18997                                                NaN  2015    12  False  \n",
       "18998                                                NaN  2015    12  False  \n",
       "18999                                                NaN  2015    12  False  \n",
       "19000                                                NaN  2015    12  False  \n",
       "\n",
       "[19001 rows x 24 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- missing values (NaN)\n",
    "- StartData inconsistencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 19001 entries, 0 to 19000\n",
      "Data columns (total 24 columns):\n",
      "jobpost             19001 non-null object\n",
      "date                19001 non-null object\n",
      "Title               18973 non-null object\n",
      "Company             18994 non-null object\n",
      "AnnouncementCode    1208 non-null object\n",
      "Term                7676 non-null object\n",
      "Eligibility         4930 non-null object\n",
      "Audience            640 non-null object\n",
      "StartDate           9675 non-null object\n",
      "Duration            10798 non-null object\n",
      "Location            18969 non-null object\n",
      "JobDescription      15109 non-null object\n",
      "JobRequirment       16479 non-null object\n",
      "RequiredQual        18517 non-null object\n",
      "Salary              9622 non-null object\n",
      "ApplicationP        18941 non-null object\n",
      "OpeningDate         18295 non-null object\n",
      "Deadline            18936 non-null object\n",
      "Notes               2211 non-null object\n",
      "AboutC              12470 non-null object\n",
      "Attach              1559 non-null object\n",
      "Year                19001 non-null int64\n",
      "Month               19001 non-null int64\n",
      "IT                  19001 non-null bool\n",
      "dtypes: bool(1), int64(2), object(21)\n",
      "memory usage: 3.4+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- nondescriptive column headers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>jobpost</th>\n",
       "      <th>date</th>\n",
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       "      <th>...</th>\n",
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       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>IT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AMERIA Investment Consulting Company\\r\\nJOB TI...</td>\n",
       "      <td>Jan 5, 2004</td>\n",
       "      <td>Chief Financial Officer</td>\n",
       "      <td>AMERIA Investment Consulting Company</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>To apply for this position, please submit a\\r\\...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26 January 2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>International Research &amp; Exchanges Board (IREX...</td>\n",
       "      <td>Jan 7, 2004</td>\n",
       "      <td>Full-time Community Connections Intern (paid i...</td>\n",
       "      <td>International Research &amp; Exchanges Board (IREX)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3 months</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Please submit a cover letter and resume to:\\r\\...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12 January 2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The International Research &amp; Exchanges Board (...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Caucasus Environmental NGO Network (CENN)\\r\\nJ...</td>\n",
       "      <td>Jan 7, 2004</td>\n",
       "      <td>Country Coordinator</td>\n",
       "      <td>Caucasus Environmental NGO Network (CENN)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Renewable annual contract\\r\\nPOSITION</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Please send resume or CV toursula.kazarian@......</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20 January 2004\\r\\nSTART DATE:  February 2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The Caucasus Environmental NGO Network is a\\r\\...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Manoff Group\\r\\nJOB TITLE:  BCC Specialist\\r\\n...</td>\n",
       "      <td>Jan 7, 2004</td>\n",
       "      <td>BCC Specialist</td>\n",
       "      <td>Manoff Group</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Please send cover letter and resume to Amy\\r\\n...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23 January 2004\\r\\nSTART DATE:  Immediate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Yerevan Brandy Company\\r\\nJOB TITLE:  Software...</td>\n",
       "      <td>Jan 10, 2004</td>\n",
       "      <td>Software Developer</td>\n",
       "      <td>Yerevan Brandy Company</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Successful candidates should submit\\r\\n- CV; \\...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20 January 2004, 18:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
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       "                                             jobpost          date  \\\n",
       "0  AMERIA Investment Consulting Company\\r\\nJOB TI...   Jan 5, 2004   \n",
       "1  International Research & Exchanges Board (IREX...   Jan 7, 2004   \n",
       "2  Caucasus Environmental NGO Network (CENN)\\r\\nJ...   Jan 7, 2004   \n",
       "3  Manoff Group\\r\\nJOB TITLE:  BCC Specialist\\r\\n...   Jan 7, 2004   \n",
       "4  Yerevan Brandy Company\\r\\nJOB TITLE:  Software...  Jan 10, 2004   \n",
       "\n",
       "                                               Title  \\\n",
       "0                            Chief Financial Officer   \n",
       "1  Full-time Community Connections Intern (paid i...   \n",
       "2                                Country Coordinator   \n",
       "3                                     BCC Specialist   \n",
       "4                                 Software Developer   \n",
       "\n",
       "                                           Company AnnouncementCode Term  \\\n",
       "0             AMERIA Investment Consulting Company              NaN  NaN   \n",
       "1  International Research & Exchanges Board (IREX)              NaN  NaN   \n",
       "2        Caucasus Environmental NGO Network (CENN)              NaN  NaN   \n",
       "3                                     Manoff Group              NaN  NaN   \n",
       "4                           Yerevan Brandy Company              NaN  NaN   \n",
       "\n",
       "  Eligibility Audience StartDate                               Duration  ...  \\\n",
       "0         NaN      NaN       NaN                                    NaN  ...   \n",
       "1         NaN      NaN       NaN                               3 months  ...   \n",
       "2         NaN      NaN       NaN  Renewable annual contract\\r\\nPOSITION  ...   \n",
       "3         NaN      NaN       NaN                                    NaN  ...   \n",
       "4         NaN      NaN       NaN                                    NaN  ...   \n",
       "\n",
       "  Salary                                       ApplicationP OpeningDate  \\\n",
       "0    NaN  To apply for this position, please submit a\\r\\...         NaN   \n",
       "1    NaN  Please submit a cover letter and resume to:\\r\\...         NaN   \n",
       "2    NaN  Please send resume or CV toursula.kazarian@......         NaN   \n",
       "3    NaN  Please send cover letter and resume to Amy\\r\\n...         NaN   \n",
       "4    NaN  Successful candidates should submit\\r\\n- CV; \\...         NaN   \n",
       "\n",
       "                                        Deadline Notes  \\\n",
       "0                                26 January 2004   NaN   \n",
       "1                                12 January 2004   NaN   \n",
       "2  20 January 2004\\r\\nSTART DATE:  February 2004   NaN   \n",
       "3      23 January 2004\\r\\nSTART DATE:  Immediate   NaN   \n",
       "4                         20 January 2004, 18:00   NaN   \n",
       "\n",
       "                                              AboutC Attach  Year Month     IT  \n",
       "0                                                NaN    NaN  2004     1  False  \n",
       "1  The International Research & Exchanges Board (...    NaN  2004     1  False  \n",
       "2  The Caucasus Environmental NGO Network is a\\r\\...    NaN  2004     1  False  \n",
       "3                                                NaN    NaN  2004     1  False  \n",
       "4                                                NaN    NaN  2004     1   True  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>18996</th>\n",
       "      <td>Technolinguistics NGO\\r\\n\\r\\n\\r\\nTITLE:  Senio...</td>\n",
       "      <td>Dec 28, 2015</td>\n",
       "      <td>Senior Creative UX/ UI Designer</td>\n",
       "      <td>Technolinguistics NGO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Full-time</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Long-term</td>\n",
       "      <td>...</td>\n",
       "      <td>Competitive</td>\n",
       "      <td>To apply for this position, please send your\\r...</td>\n",
       "      <td>29 December 2015</td>\n",
       "      <td>28 January 2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>As a company Technolinguistics has a mandate t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18997</th>\n",
       "      <td>\"Coca-Cola Hellenic Bottling Company Armenia\" ...</td>\n",
       "      <td>Dec 30, 2015</td>\n",
       "      <td>Category Development Manager</td>\n",
       "      <td>\"Coca-Cola Hellenic Bottling Company Armenia\" ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Full-time</td>\n",
       "      <td>All interested professionals.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ASAP</td>\n",
       "      <td>Long-term with a probation period of 3 months.</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>All interested candidates are kindly requested...</td>\n",
       "      <td>30 December 2015</td>\n",
       "      <td>20 January 2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18998</th>\n",
       "      <td>\"Coca-Cola Hellenic Bottling Company Armenia\" ...</td>\n",
       "      <td>Dec 30, 2015</td>\n",
       "      <td>Operational Marketing Manager</td>\n",
       "      <td>\"Coca-Cola Hellenic Bottling Company Armenia\" ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Full-time</td>\n",
       "      <td>All interested professionals.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ASAP</td>\n",
       "      <td>Long-term with a probation period of 3 months.</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>All interested candidates are kindly requested...</td>\n",
       "      <td>30 December 2015</td>\n",
       "      <td>20 January 2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18999</th>\n",
       "      <td>San Lazzaro   LLC\\r\\n\\r\\n\\r\\nTITLE:  Head of O...</td>\n",
       "      <td>Dec 30, 2015</td>\n",
       "      <td>Head of Online Sales Department</td>\n",
       "      <td>San Lazzaro   LLC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Long-term</td>\n",
       "      <td>...</td>\n",
       "      <td>Highly competitive</td>\n",
       "      <td>Interested candidates can send their CVs to:\\r...</td>\n",
       "      <td>30 December 2015</td>\n",
       "      <td>29 January 2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>San Lazzaro LLC works with several internation...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19000</th>\n",
       "      <td>\"Kamurj\" UCO CJSC\\r\\n\\r\\n\\r\\nTITLE:  Lawyer in...</td>\n",
       "      <td>Dec 30, 2015</td>\n",
       "      <td>Lawyer in Legal Department</td>\n",
       "      <td>\"Kamurj\" UCO CJSC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Full-time</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Indefinite</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>All qualified applicants are encouraged to\\r\\n...</td>\n",
       "      <td>30 December 2015</td>\n",
       "      <td>20 January 2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\"Kamurj\" UCO CJSC is providing micro and small...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>12</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 jobpost          date  \\\n",
       "18996  Technolinguistics NGO\\r\\n\\r\\n\\r\\nTITLE:  Senio...  Dec 28, 2015   \n",
       "18997  \"Coca-Cola Hellenic Bottling Company Armenia\" ...  Dec 30, 2015   \n",
       "18998  \"Coca-Cola Hellenic Bottling Company Armenia\" ...  Dec 30, 2015   \n",
       "18999  San Lazzaro   LLC\\r\\n\\r\\n\\r\\nTITLE:  Head of O...  Dec 30, 2015   \n",
       "19000  \"Kamurj\" UCO CJSC\\r\\n\\r\\n\\r\\nTITLE:  Lawyer in...  Dec 30, 2015   \n",
       "\n",
       "                                 Title  \\\n",
       "18996  Senior Creative UX/ UI Designer   \n",
       "18997     Category Development Manager   \n",
       "18998    Operational Marketing Manager   \n",
       "18999  Head of Online Sales Department   \n",
       "19000       Lawyer in Legal Department   \n",
       "\n",
       "                                                 Company AnnouncementCode  \\\n",
       "18996                              Technolinguistics NGO              NaN   \n",
       "18997  \"Coca-Cola Hellenic Bottling Company Armenia\" ...              NaN   \n",
       "18998  \"Coca-Cola Hellenic Bottling Company Armenia\" ...              NaN   \n",
       "18999                                  San Lazzaro   LLC              NaN   \n",
       "19000                                  \"Kamurj\" UCO CJSC              NaN   \n",
       "\n",
       "            Term                    Eligibility Audience StartDate  \\\n",
       "18996  Full-time                            NaN      NaN       NaN   \n",
       "18997  Full-time  All interested professionals.      NaN      ASAP   \n",
       "18998  Full-time  All interested professionals.      NaN      ASAP   \n",
       "18999        NaN                            NaN      NaN       NaN   \n",
       "19000  Full-time                            NaN      NaN       NaN   \n",
       "\n",
       "                                             Duration  ...  \\\n",
       "18996                                       Long-term  ...   \n",
       "18997  Long-term with a probation period of 3 months.  ...   \n",
       "18998  Long-term with a probation period of 3 months.  ...   \n",
       "18999                                       Long-term  ...   \n",
       "19000                                      Indefinite  ...   \n",
       "\n",
       "                   Salary                                       ApplicationP  \\\n",
       "18996         Competitive  To apply for this position, please send your\\r...   \n",
       "18997                 NaN  All interested candidates are kindly requested...   \n",
       "18998                 NaN  All interested candidates are kindly requested...   \n",
       "18999  Highly competitive  Interested candidates can send their CVs to:\\r...   \n",
       "19000                 NaN  All qualified applicants are encouraged to\\r\\n...   \n",
       "\n",
       "            OpeningDate         Deadline Notes  \\\n",
       "18996  29 December 2015  28 January 2016   NaN   \n",
       "18997  30 December 2015  20 January 2016   NaN   \n",
       "18998  30 December 2015  20 January 2016   NaN   \n",
       "18999  30 December 2015  29 January 2016   NaN   \n",
       "19000  30 December 2015  20 January 2016   NaN   \n",
       "\n",
       "                                                  AboutC Attach  Year Month  \\\n",
       "18996  As a company Technolinguistics has a mandate t...    NaN  2015    12   \n",
       "18997                                                NaN    NaN  2015    12   \n",
       "18998                                                NaN    NaN  2015    12   \n",
       "18999  San Lazzaro LLC works with several internation...    NaN  2015    12   \n",
       "19000  \"Kamurj\" UCO CJSC is providing micro and small...    NaN  2015    12   \n",
       "\n",
       "          IT  \n",
       "18996  False  \n",
       "18997  False  \n",
       "18998  False  \n",
       "18999  False  \n",
       "19000  False  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2012    2149\n",
       "2015    2009\n",
       "2013    2009\n",
       "2014    1983\n",
       "2008    1785\n",
       "2011    1697\n",
       "2007    1538\n",
       "2010    1511\n",
       "2009    1191\n",
       "2005    1138\n",
       "2006    1116\n",
       "2004     875\n",
       "Name: Year, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Year'].value_counts()"
   ]
  },
  {
   "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": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Clean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Issue 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Define"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Select all nondescriptive and misspelled column headers (ApplicationP, AboutC, RequiredQual, JobRequirment) and replace them with full words (ApplicationProcedure, AboutCompany, RequiredQualifications, JobRequirements)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_clean = df.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_clean = df_clean.rename(columns={'ApplicationP':'ApplicationProcedure',\n",
    "                                    'AboutC':'AboutCompany',\n",
    "                                    'RequiredQual':'RequiredQualifications',\n",
    "                                    'JobRequirment':'JobRequirements'})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 19001 entries, 0 to 19000\n",
      "Data columns (total 24 columns):\n",
      "jobpost                   19001 non-null object\n",
      "date                      19001 non-null object\n",
      "Title                     18973 non-null object\n",
      "Company                   18994 non-null object\n",
      "AnnouncementCode          1208 non-null object\n",
      "Term                      7676 non-null object\n",
      "Eligibility               4930 non-null object\n",
      "Audience                  640 non-null object\n",
      "StartDate                 9675 non-null object\n",
      "Duration                  10798 non-null object\n",
      "Location                  18969 non-null object\n",
      "JobDescription            15109 non-null object\n",
      "JobRequirement            16479 non-null object\n",
      "RequiredQualifications    18517 non-null object\n",
      "Salary                    9622 non-null object\n",
      "ApplicationProcedure      18941 non-null object\n",
      "OpeningDate               18295 non-null object\n",
      "Deadline                  18936 non-null object\n",
      "Notes                     2211 non-null object\n",
      "AboutCompany              12470 non-null object\n",
      "Attach                    1559 non-null object\n",
      "Year                      19001 non-null int64\n",
      "Month                     19001 non-null int64\n",
      "IT                        19001 non-null bool\n",
      "dtypes: bool(1), int64(2), object(21)\n",
      "memory usage: 3.4+ MB\n"
     ]
    }
   ],
   "source": [
    "df_clean.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Issue 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Define"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Select all records in the StartDate column that have \"As soon as possible\", \"Immediately\", etc. and replace the text in those cells with \"ASAP\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "asap_list = ['Immediately', 'As soon as possible', 'Upon hiring',\n",
    "             'Immediate', 'Immediate employment', 'As soon as possible.', 'Immediate job opportunity',\n",
    "             '\"Immediate employment, after passing the interview.\"',\n",
    "             'ASAP preferred', 'Employment contract signature date',\n",
    "             'Immediate employment opportunity', 'Immidiately', 'ASA',\n",
    "             'Asap', '\"The position is open immediately but has a flexible start date depending on the candidates earliest availability.\"',\n",
    "             'Immediately upon agreement', '20 November 2014 or ASAP',\n",
    "             'immediately', 'Immediatelly',\n",
    "             '\"Immediately upon selection or no later than November 15, 2009.\"',\n",
    "             'Immediate job opening', 'Immediate hiring', 'Upon selection',\n",
    "             'As soon as practical', 'Immadiate', 'As soon as posible',\n",
    "             'Immediately with 2 months probation period',\n",
    "             '12 November 2012 or ASAP', 'Immediate employment after passing the interview',\n",
    "             'Immediately/ upon agreement', '01 September 2014 or ASAP',\n",
    "             'Immediately or as per agreement', 'as soon as possible',\n",
    "             'As soon as Possible', 'in the nearest future', 'immediate',\n",
    "             '01 April 2014 or ASAP', 'Immidiatly', 'Urgent',\n",
    "             'Immediate or earliest possible', 'Immediate hire',\n",
    "             'Earliest  possible', 'ASAP with 3 months probation period.',\n",
    "             'Immediate employment opportunity.', 'Immediate employment.',\n",
    "             'Immidietly', 'Imminent', 'September 2014 or ASAP', 'Imediately']\n",
    "\n",
    "for phrase in asap_list:\n",
    "    df_clean.StartDate.replace(to_replace=phrase, value='ASAP', inplace=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ASAP                                                                                                                                                               6856\n",
       "01 September 2012                                                                                                                                                    31\n",
       "March 2006                                                                                                                                                           27\n",
       "November 2006                                                                                                                                                        22\n",
       "January 2010                                                                                                                                                         19\n",
       "01 February 2005                                                                                                                                                     17\n",
       "February 2014                                                                                                                                                        17\n",
       "TBD                                                                                                                                                                  16\n",
       "February 2011                                                                                                                                                        16\n",
       "September 2010                                                                                                                                                       16\n",
       "March 2011                                                                                                                                                           15\n",
       "September 2008                                                                                                                                                       15\n",
       "February 2007                                                                                                                                                        14\n",
       "01 February 2015                                                                                                                                                     14\n",
       "01 July 2014                                                                                                                                                         14\n",
       "01 March 2006                                                                                                                                                        13\n",
       "01 September 2010                                                                                                                                                    13\n",
       "January 2016                                                                                                                                                         13\n",
       "01 September 2008                                                                                                                                                    13\n",
       "01 March 2012                                                                                                                                                        12\n",
       "01 October 2008                                                                                                                                                      12\n",
       "September 2013                                                                                                                                                       12\n",
       "Fall 2010                                                                                                                                                            12\n",
       "01 April 2014                                                                                                                                                        12\n",
       "01 October 2012                                                                                                                                                      12\n",
       "June 2008                                                                                                                                                            12\n",
       "01 November 2007                                                                                                                                                     11\n",
       "01 February 2012                                                                                                                                                     11\n",
       "March 2008                                                                                                                                                           11\n",
       "February 2008                                                                                                                                                        11\n",
       "                                                                                                                                                                   ... \n",
       "01-15 June 2007                                                                                                                                                       1\n",
       "December 2012 after  training                                                                                                                                         1\n",
       "Immediately upon selection, latest July 1, 2007                                                                                                                       1\n",
       "As agreed with the trainer                                                                                                                                            1\n",
       "End of April  2006                                                                                                                                                    1\n",
       "The starting date depends on the date when the project\\r\\nis notified by the EU-delegation in Armenia. It is expected to be no\\r\\nlater than 1st February 2012.       1\n",
       "01 May 2005 - 01 May 2006                                                                                                                                             1\n",
       "12 September 2007, 15:00                                                                                                                                              1\n",
       "15 June 2010                                                                                                                                                          1\n",
       "10 February 2008                                                                                                                                                      1\n",
       "ASAP starting 10 February 2006                                                                                                                                        1\n",
       "15 April 2007                                                                                                                                                         1\n",
       "09 June 2007                                                                                                                                                          1\n",
       "28 July 2008                                                                                                                                                          1\n",
       "When-actually-employed basis.                                                                                                                                         1\n",
       "20 August 20006                                                                                                                                                       1\n",
       "Late August 2004                                                                                                                                                      1\n",
       "By the end of summer, 2005                                                                                                                                            1\n",
       "Yerevan, Armenia                                                                                                                                                      1\n",
       "26 February 2006                                                                                                                                                      1\n",
       "December 10, preferably to be available from 10\\r\\nNovember 2011                                                                                                      1\n",
       "25 August 2013                                                                                                                                                        1\n",
       "04 March 2013                                                                                                                                                         1\n",
       "02 July 2007                                                                                                                                                          1\n",
       "On/ about 06 March 2015 - 07 June 2016                                                                                                                                1\n",
       "April, 2008                                                                                                                                                           1\n",
       "Late July 2015                                                                                                                                                        1\n",
       "Not later than 01 January 2011                                                                                                                                        1\n",
       "End of March, 2006                                                                                                                                                    1\n",
       "Between September 01 and 15                                                                                                                                           1\n",
       "Name: StartDate, Length: 1140, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_clean['StartDate'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "for phrase in asap_list:\n",
    "    assert phrase not in df_clean.StartDate.values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analysis & Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6856"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# number of 'ASAP' start dates\n",
    "asap_count = df_clean.StartDate.value_counts()['ASAP']\n",
    "asap_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9675"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# number of non-empty start dates\n",
    "non_empty_count = df_clean.StartDate.count()\n",
    "non_empty_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7086304909560723"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# percentage of positions with an urgent start date i.e. 'ASAP'\n",
    "asap_count / non_empty_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels = np.full(len(df_clean.StartDate.value_counts()), \"\", dtype=object)\n",
    "labels[0] = 'ASAP'\n",
    "df_clean.StartDate.value_counts().plot(kind='pie', labels=labels);"
   ]
  },
  {
   "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
}