Naukri Portal.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "import urllib.request, urllib.parse, urllib.error\n",
    "from bs4 import BeautifulSoup\n",
    "from fake_useragent import UserAgent\n",
    "import pandas as pd\n",
    "import math\n",
    "import time\n",
    "from collections import OrderedDict"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Search Page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = 'https://www.naukri.com/data-analyst-jobs-in-india'\n",
    "user_agent = 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_3) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/35.0.1916.47 Safari/537.36'\n",
    "request = urllib.request.Request(url,headers={'User-Agent': user_agent})\n",
    "response = urllib.request.urlopen(request)\n",
    "html = response.read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "soup = BeautifulSoup(html, \"lxml\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Job-Links in the Page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "all_link = []\n",
    "for link in soup.select('a[href]'):\n",
    "    if 'job-listings' in str(link.get('href')):\n",
    "        all_link.append(link.get('href'))\n",
    "\n",
    "#all_link[2]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Trial with one link"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "jd_url = all_link[2]\n",
    "\n",
    "jd_source_mid = urllib.request.Request(jd_url,headers={'User-Agent': user_agent})\n",
    "jd_source = urllib.request.urlopen(jd_source_mid)\n",
    "jd_soup = BeautifulSoup(jd_source,\"lxml\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Location: Pune\n",
      "\n",
      "\n",
      "Description: Department          : IPO/ Big Data Analyst   Profile     Well conversant with Big Data analysis work.  \tHand on experience of preparing reports ,data interpretation and data cleaning.  \tGood Communication Skills. Good Power Point Presentation and Excel Skills  \tBasic understanding of Big Data Tools and usage.\n",
      "\n",
      "\n",
      "Experince: 3 - 4 yrs\n"
     ]
    }
   ],
   "source": [
    "#basic details\n",
    "\n",
    "#location\n",
    "location = jd_soup.find(\"div\",{\"class\":\"loc\"}).getText().strip()\n",
    "print ('Location: ' + location + '\\n\\n')\n",
    "\n",
    "# Job Description\n",
    "jd_text = jd_soup.find(\"ul\",{\"itemprop\":\"description\"}).getText().strip()\n",
    "print ('Description: '+ jd_text + '\\n\\n')\n",
    "\n",
    "# Experience Level\n",
    "experience = jd_soup.find(\"span\",{\"itemprop\":\"experienceRequirements\"}).getText().strip()\n",
    "print ('Experince: ' + experience)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Design Role': 'Business Analyst',\n",
       " 'Functional Area': 'IT Software - DBA   ,     Datawarehousing',\n",
       " 'Industry': 'Construction  /    Engineering  /    Cement  /    Metals',\n",
       " 'Role Category': 'System Design/Implementation/ERP/CRM',\n",
       " 'Salary': 'Not Disclosed by Recruiter'}"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Labels\n",
    "\n",
    "labels = ['Salary', 'Industry', 'Functional Area', 'Role Category', 'Design Role']\n",
    "role_info = []\n",
    "for content in jd_soup.find(\"div\",{\"class\":\"jDisc mt20\"}).contents:\n",
    "    if len(str(content).replace(' ','')) != 0:\n",
    "        info = content.getText().split(\":\")[-1].strip()\n",
    "        role_info.append(info)\n",
    "        \n",
    "role_info_dict = {label: role_info for label, role_info in zip(labels, role_info)}\n",
    "role_info_dict\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Salary': 'Not Disclosed by Recruiter', 'Industry': 'Construction  /    Engineering  /    Cement  /    Metals', 'Functional Area': 'IT Software - DBA   ,     Datawarehousing', 'Role Category': 'System Design/Implementation/ERP/CRM', 'Design Role': 'Business Analyst'}\n"
     ]
    }
   ],
   "source": [
    "# Role Level Information\n",
    "\n",
    "labels = ['Salary', 'Industry', 'Functional Area', 'Role Category', 'Design Role']\n",
    "role_info = [content.getText().split(':')[-1].strip() for content in jd_soup.find(\"div\",{\"class\":\"jDisc mt20\"}).contents \n",
    " if len(str(content).replace(' ',''))!=0]\n",
    "\n",
    "role_info_dict = {label: role_info for label, role_info in zip(labels, role_info)}\n",
    "print (role_info_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['excel', 'data analysis', 'data interpretation', 'report preparation', 'big data', 'power point presentation', 'data cleaning ']\n"
     ]
    }
   ],
   "source": [
    "# Skills required\n",
    "\n",
    "key_skills = []\n",
    "for skill in jd_soup.find(\"div\",{\"class\":\"ksTags\"}).getText().split('  ')[1:]:\n",
    "    key_skills.append(skill)\n",
    "print (key_skills)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'UG': 'B.Tech/B.E. - Any Specialization, Computers', 'PG': 'Any Postgraduate - Any Specialization', 'Doctorate': 'Doctorate Not Required'}\n"
     ]
    }
   ],
   "source": [
    "# Education Level\n",
    "edu_info = [content.getText().split(':') for content in jd_soup.find(\"div\",{\"itemprop\":\"educationRequirements\"}).contents \n",
    " if len(str(content).replace(' ',''))!=0]\n",
    "\n",
    "edu_info_dict = {label.strip(): edu_info.strip() for label, edu_info in edu_info}\n",
    "\n",
    "# Sometimes the education information for one of the degrees can be missing\n",
    "edu_labels = ['UG', 'PG', 'Doctorate']\n",
    "for l in edu_labels:\n",
    "    if l not in edu_info_dict.keys():\n",
    "        edu_info_dict[l] = ''\n",
    "print (edu_info_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hyster-Yale Lift Trucks India Pvt Ltd\n"
     ]
    }
   ],
   "source": [
    "# Company Info\n",
    "company_name = jd_soup.find(\"div\",{\"itemprop\":\"hiringOrganization\"}).contents[1].p.getText()\n",
    "print (company_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "naukri_df = pd.DataFrame()\n",
    "column_names = ['Location', 'Link', 'Job Description', 'Experience','Salary', 'Industry', 'Functional Area', 'Role Category', \n",
    "                'Design Role', 'Skills','Company Name', \n",
    "                'UG','PG','Doctorate']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "OrderedDict([('Location', 'Pune'),\n",
       "             ('Link',\n",
       "              'https://www.naukri.com/job-listings-Business-Analyst-Big-data-Analyst-Mindgensolutions-Bengaluru-6-to-10-years-030718901257?src=jobsearchDesk&sid=15306470299349&xp=1&px=1'),\n",
       "             ('Job Description',\n",
       "              'Department          : IPO/ Big Data Analyst   Profile     Well conversant with Big Data analysis work.  \\tHand on experience of preparing reports ,data interpretation and data cleaning.  \\tGood Communication Skills. Good Power Point Presentation and Excel Skills  \\tBasic understanding of Big Data Tools and usage.'),\n",
       "             ('Experience', '3 - 4 yrs'),\n",
       "             ('Skills',\n",
       "              ['excel',\n",
       "               'data analysis',\n",
       "               'data interpretation',\n",
       "               'report preparation',\n",
       "               'big data',\n",
       "               'power point presentation',\n",
       "               'data cleaning ']),\n",
       "             ('Company Name', 'Hyster-Yale Lift Trucks India Pvt Ltd'),\n",
       "             ('Salary', 'Not Disclosed by Recruiter'),\n",
       "             ('Industry',\n",
       "              'Construction  /    Engineering  /    Cement  /    Metals'),\n",
       "             ('Functional Area', 'IT Software - DBA   ,     Datawarehousing'),\n",
       "             ('Role Category', 'System Design/Implementation/ERP/CRM'),\n",
       "             ('Design Role', 'Business Analyst'),\n",
       "             ('UG', 'B.Tech/B.E. - Any Specialization, Computers'),\n",
       "             ('PG', 'Any Postgraduate - Any Specialization'),\n",
       "             ('Doctorate', 'Doctorate Not Required')])"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from collections import OrderedDict\n",
    "df_dict = OrderedDict({'Location':location, 'Link':all_link[0],'Job Description':jd_text,'Experience':experience,\n",
    "                       'Skills':key_skills,'Company Name':company_name})\n",
    "df_dict.update(role_info_dict)\n",
    "df_dict.update(edu_info_dict)\n",
    "df_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Company Name</th>\n",
       "      <th>Design Role</th>\n",
       "      <th>Doctorate</th>\n",
       "      <th>Experience</th>\n",
       "      <th>Functional Area</th>\n",
       "      <th>Industry</th>\n",
       "      <th>Job Description</th>\n",
       "      <th>Link</th>\n",
       "      <th>Location</th>\n",
       "      <th>PG</th>\n",
       "      <th>Role Category</th>\n",
       "      <th>Salary</th>\n",
       "      <th>Skills</th>\n",
       "      <th>UG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Hyster-Yale Lift Trucks India Pvt Ltd</td>\n",
       "      <td>Business Analyst</td>\n",
       "      <td>Doctorate Not Required</td>\n",
       "      <td>3 - 4 yrs</td>\n",
       "      <td>IT Software - DBA   ,     Datawarehousing</td>\n",
       "      <td>Construction  /    Engineering  /    Cement  /...</td>\n",
       "      <td>Department          : IPO/ Big Data Analyst   ...</td>\n",
       "      <td>https://www.naukri.com/job-listings-Business-A...</td>\n",
       "      <td>Pune</td>\n",
       "      <td>Any Postgraduate - Any Specialization</td>\n",
       "      <td>System Design/Implementation/ERP/CRM</td>\n",
       "      <td>Not Disclosed by Recruiter</td>\n",
       "      <td>[excel, data analysis, data interpretation, re...</td>\n",
       "      <td>B.Tech/B.E. - Any Specialization, Computers</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            Company Name       Design Role  \\\n",
       "0  Hyster-Yale Lift Trucks India Pvt Ltd  Business Analyst   \n",
       "\n",
       "                Doctorate Experience  \\\n",
       "0  Doctorate Not Required  3 - 4 yrs   \n",
       "\n",
       "                             Functional Area  \\\n",
       "0  IT Software - DBA   ,     Datawarehousing   \n",
       "\n",
       "                                            Industry  \\\n",
       "0  Construction  /    Engineering  /    Cement  /...   \n",
       "\n",
       "                                     Job Description  \\\n",
       "0  Department          : IPO/ Big Data Analyst   ...   \n",
       "\n",
       "                                                Link Location  \\\n",
       "0  https://www.naukri.com/job-listings-Business-A...     Pune   \n",
       "\n",
       "                                      PG  \\\n",
       "0  Any Postgraduate - Any Specialization   \n",
       "\n",
       "                          Role Category                      Salary  \\\n",
       "0  System Design/Implementation/ERP/CRM  Not Disclosed by Recruiter   \n",
       "\n",
       "                                              Skills  \\\n",
       "0  [excel, data analysis, data interpretation, re...   \n",
       "\n",
       "                                            UG  \n",
       "0  B.Tech/B.E. - Any Specialization, Computers  "
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "naukri_df = naukri_df.append(df_dict,ignore_index=True)\n",
    "naukri_df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "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>Location</th>\n",
       "      <th>Link</th>\n",
       "      <th>Job Description</th>\n",
       "      <th>Experience</th>\n",
       "      <th>Salary</th>\n",
       "      <th>Industry</th>\n",
       "      <th>Functional Area</th>\n",
       "      <th>Role Category</th>\n",
       "      <th>Design Role</th>\n",
       "      <th>Skills</th>\n",
       "      <th>Company Name</th>\n",
       "      <th>UG</th>\n",
       "      <th>PG</th>\n",
       "      <th>Doctorate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Pune</td>\n",
       "      <td>https://www.naukri.com/job-listings-Business-A...</td>\n",
       "      <td>Department          : IPO/ Big Data Analyst   ...</td>\n",
       "      <td>3 - 4 yrs</td>\n",
       "      <td>Not Disclosed by Recruiter</td>\n",
       "      <td>Construction  /    Engineering  /    Cement  /...</td>\n",
       "      <td>IT Software - DBA   ,     Datawarehousing</td>\n",
       "      <td>System Design/Implementation/ERP/CRM</td>\n",
       "      <td>Business Analyst</td>\n",
       "      <td>[excel, data analysis, data interpretation, re...</td>\n",
       "      <td>Hyster-Yale Lift Trucks India Pvt Ltd</td>\n",
       "      <td>B.Tech/B.E. - Any Specialization, Computers</td>\n",
       "      <td>Any Postgraduate - Any Specialization</td>\n",
       "      <td>Doctorate Not Required</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Location                                               Link  \\\n",
       "0     Pune  https://www.naukri.com/job-listings-Business-A...   \n",
       "\n",
       "                                     Job Description Experience  \\\n",
       "0  Department          : IPO/ Big Data Analyst   ...  3 - 4 yrs   \n",
       "\n",
       "                       Salary  \\\n",
       "0  Not Disclosed by Recruiter   \n",
       "\n",
       "                                            Industry  \\\n",
       "0  Construction  /    Engineering  /    Cement  /...   \n",
       "\n",
       "                             Functional Area  \\\n",
       "0  IT Software - DBA   ,     Datawarehousing   \n",
       "\n",
       "                          Role Category       Design Role  \\\n",
       "0  System Design/Implementation/ERP/CRM  Business Analyst   \n",
       "\n",
       "                                              Skills  \\\n",
       "0  [excel, data analysis, data interpretation, re...   \n",
       "\n",
       "                            Company Name  \\\n",
       "0  Hyster-Yale Lift Trucks India Pvt Ltd   \n",
       "\n",
       "                                            UG  \\\n",
       "0  B.Tech/B.E. - Any Specialization, Computers   \n",
       "\n",
       "                                      PG               Doctorate  \n",
       "0  Any Postgraduate - Any Specialization  Doctorate Not Required  "
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reordering the columns to a preferred order as specified\n",
    "\n",
    "naukri_df = naukri_df.reindex(columns=column_names)\n",
    "naukri_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# Together into one function\n",
    "labels = ['Salary', 'Industry', 'Functional Area', 'Role Category', 'Design Role']\n",
    "edu_labels = ['UG', 'PG', 'Doctorate']\n",
    "naukri_df = pd.DataFrame()\n",
    "           \n",
    "for page_url in all_link:\n",
    "    #page_url = base_url+str(page)\n",
    "    jd_source = urllib.request.Request(page_url, headers = {'User-Agent' : user_agent})\n",
    "    jd_html = urllib.request.urlopen(jd_source).read()\n",
    "    jd_soup = BeautifulSoup(jd_html,\"lxml\")\n",
    "    #all_links = [link.get('href') for link in soup.findAll('a') if 'job-listings' in  str(link.get('href'))]\n",
    "    #for url in all_links:\n",
    "\n",
    "    try:\n",
    "        jd_text = jd_soup.find(\"ul\",{\"itemprop\":\"description\"}).getText().strip()\n",
    "        location = jd_soup.find(\"div\",{\"class\":\"loc\"}).getText().strip()\n",
    "        experience = jd_soup.find(\"span\",{\"itemprop\":\"experienceRequirements\"}).getText().strip()\n",
    "            \n",
    "        role_info = [content.getText().split(':')[-1].strip() for content in jd_soup.find(\"div\",{\"class\":\"jDisc mt20\"}).contents if len(str(content).replace(' ',''))!=0]\n",
    "        role_info_dict = {label: role_info for label, role_info in zip(labels, role_info)}\n",
    "            \n",
    "        key_skills = '|'.join(jd_soup.find(\"div\",{\"class\":\"ksTags\"}).getText().split('  '))[1:]\n",
    "\n",
    "        edu_info = [content.getText().split(':') for content in jd_soup.find(\"div\",{\"itemprop\":\"educationRequirements\"}).contents if len(str(content).replace(' ',''))!=0]\n",
    "        edu_info_dict = {label.strip(): edu_info.strip() for label, edu_info in edu_info}\n",
    "        for l in edu_labels:\n",
    "            if l not in edu_info_dict.keys():\n",
    "                edu_info_dict[l] = ''\n",
    "\n",
    "        company_name = jd_soup.find(\"div\",{\"itemprop\":\"hiringOrganization\"}).contents[1].p.getText().strip()\n",
    "        \n",
    "    except AttributeError:\n",
    "        continue\n",
    "    df_dict = OrderedDict({'Location':location, 'Link':url,'Job Description':jd_text,'Experience':experience,'Skills':key_skills,'Company Name':company_name})\n",
    "    df_dict.update(role_info_dict)\n",
    "    df_dict.update(edu_info_dict)\n",
    "    naukri_df = naukri_df.append(df_dict,ignore_index=True)\n",
    "    time.sleep(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Company Name</th>\n",
       "      <th>Design Role</th>\n",
       "      <th>Doctorate</th>\n",
       "      <th>Experience</th>\n",
       "      <th>Functional Area</th>\n",
       "      <th>Industry</th>\n",
       "      <th>Job Description</th>\n",
       "      <th>Link</th>\n",
       "      <th>Location</th>\n",
       "      <th>PG</th>\n",
       "      <th>Role Category</th>\n",
       "      <th>Salary</th>\n",
       "      <th>Skills</th>\n",
       "      <th>UG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Mindgensolutions</td>\n",
       "      <td>Business Analyst</td>\n",
       "      <td>Doctorate Not Required</td>\n",
       "      <td>6 - 10 yrs</td>\n",
       "      <td>Analytics &amp; Business Intelligence</td>\n",
       "      <td>IT-Software  /    Software Services</td>\n",
       "      <td>Job Description   -Business Analyst  -Big data...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Bengaluru</td>\n",
       "      <td>Any Postgraduate - Any Specialization</td>\n",
       "      <td>Analytics &amp; BI</td>\n",
       "      <td>Not Disclosed by Recruiter</td>\n",
       "      <td>Business Analysis|Statistical Modeling|Data An...</td>\n",
       "      <td>Any Graduate - Any Specialization, B.Sc - Stat...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Hyster-Yale Lift Trucks India Pvt Ltd</td>\n",
       "      <td>Business Analyst</td>\n",
       "      <td>Doctorate Not Required</td>\n",
       "      <td>3 - 4 yrs</td>\n",
       "      <td>IT Software - DBA   ,     Datawarehousing</td>\n",
       "      <td>Construction  /    Engineering  /    Cement  /...</td>\n",
       "      <td>Department          : IPO/ Big Data Analyst   ...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Pune</td>\n",
       "      <td>Any Postgraduate - Any Specialization</td>\n",
       "      <td>System Design/Implementation/ERP/CRM</td>\n",
       "      <td>Not Disclosed by Recruiter</td>\n",
       "      <td>excel|data analysis|data interpretation|report...</td>\n",
       "      <td>B.Tech/B.E. - Any Specialization, Computers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Cactus Communications Pvt. Ltd.</td>\n",
       "      <td>Data Analyst</td>\n",
       "      <td>Doctorate Not Required</td>\n",
       "      <td>2 - 5 yrs</td>\n",
       "      <td>Analytics &amp; Business Intelligence</td>\n",
       "      <td>KPO  /    Research  /    Analytics</td>\n",
       "      <td>Want to work with India's no.1 mid-sized compa...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Mumbai(Chakala)</td>\n",
       "      <td>Any Postgraduate</td>\n",
       "      <td>Analytics &amp; BI</td>\n",
       "      <td>Not Disclosed by Recruiter</td>\n",
       "      <td>data science|big data|statistical modeling|sta...</td>\n",
       "      <td>Any Graduate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>The Akshaya Patra Foundation</td>\n",
       "      <td>Quality Assurance/Quality Control Manager</td>\n",
       "      <td>Doctorate Not Required</td>\n",
       "      <td>4 - 6 yrs</td>\n",
       "      <td>Production   ,     Manufacturing   ,     Maint...</td>\n",
       "      <td>FMCG  /    Foods  /    Beverage</td>\n",
       "      <td>Qualification &amp; Experience: Experience in Food...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Bengaluru</td>\n",
       "      <td>MS/M.Sc(Science) - Any Specialization, Food Te...</td>\n",
       "      <td>Production/Manufacturing/Maintenance</td>\n",
       "      <td>Not Disclosed by Recruiter</td>\n",
       "      <td>food technology|food quality control|customer ...</td>\n",
       "      <td>B.Sc - Any Specialization, Food Technology</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>INFOR (INDIA) PRIVATE LIMITED</td>\n",
       "      <td>Data Analyst</td>\n",
       "      <td></td>\n",
       "      <td>5 - 6 yrs</td>\n",
       "      <td>Analytics &amp; Business Intelligence</td>\n",
       "      <td>IT-Software  /    Software Services</td>\n",
       "      <td>Infor Cloud Management is a strategic, global ...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Hyderabad</td>\n",
       "      <td>CA, MBA/PGDM - Finance</td>\n",
       "      <td>Analytics &amp; BI</td>\n",
       "      <td>Not Disclosed by Recruiter</td>\n",
       "      <td>Business Finance|Financial Management|Report G...</td>\n",
       "      <td>Any Graduate - Any Specialization</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Skan Consultancy Pvt. Ltd.</td>\n",
       "      <td>Data Analyst</td>\n",
       "      <td></td>\n",
       "      <td>2 - 5 yrs</td>\n",
       "      <td>Analytics &amp; Business Intelligence</td>\n",
       "      <td>Telecom/ISP</td>\n",
       "      <td>Develop Data Analysis Generate Business Report...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td></td>\n",
       "      <td>Analytics &amp; BI</td>\n",
       "      <td>Not Disclosed by Recruiter</td>\n",
       "      <td>data analysis|reporting tools|analysis|data mi...</td>\n",
       "      <td>Any Graduate - Any Specialization</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2Coms Consulting Pvt Ltd.</td>\n",
       "      <td>Data Analyst</td>\n",
       "      <td>Doctorate Not Required</td>\n",
       "      <td>1 - 3 yrs</td>\n",
       "      <td>Analytics &amp; Business Intelligence</td>\n",
       "      <td>IT-Software  /    Software Services</td>\n",
       "      <td>Dear Job Seekers,        Greetings from 2 Com'...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Bengaluru(Singasandra)</td>\n",
       "      <td></td>\n",
       "      <td>Analytics &amp; BI</td>\n",
       "      <td>INR    4,00,000 - 4,50,000 P.A.</td>\n",
       "      <td>Data Analysis|SQL|Advanced Excel|Macros|Query|...</td>\n",
       "      <td>Any Graduate - Any Specialization, B.Tech/B.E....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Risk Resources</td>\n",
       "      <td>Analytics Manager</td>\n",
       "      <td>Doctorate Not Required</td>\n",
       "      <td>2 - 6 yrs</td>\n",
       "      <td>Analytics &amp; Business Intelligence</td>\n",
       "      <td>KPO  /    Research  /    Analytics</td>\n",
       "      <td>Senior Analyst/Manager - Data Analytics - Fina...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Hyderabad</td>\n",
       "      <td>MBA/PGDM - Finance</td>\n",
       "      <td>Analytics &amp; BI</td>\n",
       "      <td>Not Disclosed by Recruiter</td>\n",
       "      <td>financial research|finance|fundamental researc...</td>\n",
       "      <td>Any Graduate - Any Specialization</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Iflate Softsystems India Private Limited</td>\n",
       "      <td>Fresher</td>\n",
       "      <td></td>\n",
       "      <td>1 - 5 yrs</td>\n",
       "      <td>ITES   ,     BPO   ,     KPO   ,     LPO   ,  ...</td>\n",
       "      <td>BPO  /    Call Centre  /    ITES</td>\n",
       "      <td>Must have excellent oral &amp; written skills\\r\\nE...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Hyderabad</td>\n",
       "      <td></td>\n",
       "      <td>Other</td>\n",
       "      <td>INR    1,00,000 - 5,00,000 P.A. Salary + Medic...</td>\n",
       "      <td>call center|voice process|international bpo|bp...</td>\n",
       "      <td>Any Graduate - Any Specialization</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>FIL India Business and Research Services Priva...</td>\n",
       "      <td>Data Analyst</td>\n",
       "      <td>Ph.D - Computers, Economics, Finance, Maths, S...</td>\n",
       "      <td>3 - 6 yrs</td>\n",
       "      <td>Analytics &amp; Business Intelligence</td>\n",
       "      <td>Banking  /    Financial Services  /    Broking</td>\n",
       "      <td>Role Description:  This role involves working ...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Bengaluru</td>\n",
       "      <td>M.A - Maths, Statistics, Economics, MS/M.Sc(Sc...</td>\n",
       "      <td>Analytics &amp; BI</td>\n",
       "      <td>Not Disclosed by Recruiter</td>\n",
       "      <td>Text Mining|C|R|Data Mining|Data Science|Machi...</td>\n",
       "      <td>Any Graduate - Any Specialization</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Client of Synergy Consultants</td>\n",
       "      <td>Business Analyst</td>\n",
       "      <td>Doctorate Not Required</td>\n",
       "      <td>5 - 10 yrs</td>\n",
       "      <td>Analytics &amp; Business Intelligence</td>\n",
       "      <td>IT-Software  /    Software Services</td>\n",
       "      <td>Responsibilities &amp; Qualifications  Overview: T...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Bengaluru</td>\n",
       "      <td>MBA/PGDM - Any Specialization</td>\n",
       "      <td>Analytics &amp; BI</td>\n",
       "      <td>Not Disclosed by Recruiter</td>\n",
       "      <td>Business Analysis|Business Intelligence|Analyt...</td>\n",
       "      <td>B.Tech/B.E. - Any Specialization</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>TVS Credit Services Limited</td>\n",
       "      <td>Analytics Manager</td>\n",
       "      <td>Any Doctorate - Any Specialization</td>\n",
       "      <td>4 - 4 yrs</td>\n",
       "      <td>Analytics &amp; Business Intelligence</td>\n",
       "      <td>Banking  /    Financial Services  /    Broking</td>\n",
       "      <td>Perform data analysis, understand trends and p...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Chennai(Nungambakkam)</td>\n",
       "      <td>MS/M.Sc(Science) - Statistics, M.A - Statistics</td>\n",
       "      <td>Analytics &amp; BI</td>\n",
       "      <td>Not Disclosed by Recruiter</td>\n",
       "      <td>data analysis|business intelligence|business a...</td>\n",
       "      <td>B.Sc - Statistics, B.A - Statistics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>HEWLETT PACKARD ENTERPRISE PRIVATE LIMITED</td>\n",
       "      <td>Data Analyst</td>\n",
       "      <td>Doctorate Not Required</td>\n",
       "      <td>5 - 8 yrs</td>\n",
       "      <td>Analytics &amp; Business Intelligence</td>\n",
       "      <td>IT-Software  /    Software Services</td>\n",
       "      <td>Job Description:  The EFR - Revenue Analytics ...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Bengaluru</td>\n",
       "      <td>Any Postgraduate - Any Specialization</td>\n",
       "      <td>Analytics &amp; BI</td>\n",
       "      <td>Not Disclosed by Recruiter</td>\n",
       "      <td>Revenue Data Analyst|GAAP|Accounting|Finance|d...</td>\n",
       "      <td>B.Com - Commerce, B.Sc - Statistics, B.Tech/B....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Cargill Business Services India Private Limited</td>\n",
       "      <td>Data Analyst</td>\n",
       "      <td>Doctorate Not Required</td>\n",
       "      <td>4 - 7 yrs</td>\n",
       "      <td>Analytics &amp; Business Intelligence</td>\n",
       "      <td>Banking  /    Financial Services  /    Broking</td>\n",
       "      <td>The Master Data Analyst position will be a ste...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Karnataka</td>\n",
       "      <td>Any Postgraduate - Any Specialization</td>\n",
       "      <td>Analytics &amp; BI</td>\n",
       "      <td>Not Disclosed by Recruiter</td>\n",
       "      <td>Master Data|Service Level|User Provisioning|Ma...</td>\n",
       "      <td>Any Graduate - Any Specialization</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>FutureTrack Edutech Pvt Ltd</td>\n",
       "      <td>Data Analyst</td>\n",
       "      <td>Doctorate Not Required</td>\n",
       "      <td>3 - 5 yrs</td>\n",
       "      <td>Analytics &amp; Business Intelligence</td>\n",
       "      <td>Strategy  /    Management Consulting Firms</td>\n",
       "      <td>Primary Responsibilities:  - Carry out work to...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>M.A - Economics, MS/M.Sc(Science) - Maths, Sta...</td>\n",
       "      <td>Analytics &amp; BI</td>\n",
       "      <td>Not Disclosed by Recruiter</td>\n",
       "      <td>Data Analyst|Data Analysis|Visual Basic|SQL|nu...</td>\n",
       "      <td>B.Sc - Maths, Statistics, B.A - Economics, B.C...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>FIL India Business and Research Services Priva...</td>\n",
       "      <td>Data Analyst</td>\n",
       "      <td>Ph.D - Computers, Economics, Finance, Maths, S...</td>\n",
       "      <td>3 - 5 yrs</td>\n",
       "      <td>Analytics &amp; Business Intelligence</td>\n",
       "      <td>Banking  /    Financial Services  /    Broking</td>\n",
       "      <td>Description  Business Unit Overview  Business ...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Bengaluru</td>\n",
       "      <td>M.Tech - Computers, MCA - Computers, MS/M.Sc(S...</td>\n",
       "      <td>Analytics &amp; BI</td>\n",
       "      <td>Not Disclosed by Recruiter</td>\n",
       "      <td>Deep Learning|C|Artificial Intelligence|Python...</td>\n",
       "      <td>Any Graduate - Any Specialization</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>FIL India Business and Research Services Priva...</td>\n",
       "      <td>Data Analyst</td>\n",
       "      <td>Ph.D - Maths, Statistics, Economics, Computers...</td>\n",
       "      <td>3 - 5 yrs</td>\n",
       "      <td>Analytics &amp; Business Intelligence</td>\n",
       "      <td>Banking  /    Financial Services  /    Broking</td>\n",
       "      <td>Description  Business Unit Overview  Business ...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Bengaluru</td>\n",
       "      <td>M.Tech - Any Specialization, MCA - Computers, ...</td>\n",
       "      <td>Analytics &amp; BI</td>\n",
       "      <td>Not Disclosed by Recruiter</td>\n",
       "      <td>C|SAS|R|Machine Learning|Algorithms|Artificial...</td>\n",
       "      <td>Any Graduate - Any Specialization</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Nikos Consulting</td>\n",
       "      <td>DBA</td>\n",
       "      <td>Doctorate Not Required</td>\n",
       "      <td>2 - 4 yrs</td>\n",
       "      <td>IT Software - DBA   ,     Datawarehousing</td>\n",
       "      <td>IT-Software  /    Software Services</td>\n",
       "      <td>Your Experience  :  - Experience in designing,...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>Any Postgraduate - Any Specialization</td>\n",
       "      <td>Admin/Maintenance/Security/Datawarehousing</td>\n",
       "      <td>Not Disclosed by Recruiter</td>\n",
       "      <td>Django|Python|MySQL|NoSQL|SQL Server|Linux|AWS...</td>\n",
       "      <td>B.Tech/B.E. - Computers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Liventus Technology Services Pvt. Ltd.</td>\n",
       "      <td>Data Analyst</td>\n",
       "      <td></td>\n",
       "      <td>5 - 10 yrs</td>\n",
       "      <td>Analytics &amp; Business Intelligence</td>\n",
       "      <td>IT-Software  /    Software Services</td>\n",
       "      <td>Job Description:    We're looking for a highly...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Bengaluru</td>\n",
       "      <td>MS/M.Sc(Science) - Any Specialization, MBA/PGD...</td>\n",
       "      <td>Analytics &amp; BI</td>\n",
       "      <td>INR    6,00,000 - 15,00,000 P.A.</td>\n",
       "      <td>Macros|VBA|Formulas|Data Analysis|Test Data|Sy...</td>\n",
       "      <td>B.Com - Commerce, B.Sc - Any Specialization, B...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Liventus Technology Services Pvt. Ltd.</td>\n",
       "      <td>Data Analyst</td>\n",
       "      <td></td>\n",
       "      <td>2 - 5 yrs</td>\n",
       "      <td>Analytics &amp; Business Intelligence</td>\n",
       "      <td>IT-Software  /    Software Services</td>\n",
       "      <td>Were looking for a Data Analyst who will be re...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Bengaluru</td>\n",
       "      <td>MCA - Computers</td>\n",
       "      <td>Analytics &amp; BI</td>\n",
       "      <td>INR    4,00,000 - 8,00,000 P.A.</td>\n",
       "      <td>data migration|data analysis|system testing|da...</td>\n",
       "      <td>B.Tech/B.E. - Any Specialization, B.Sc - Any S...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Pharma Focus</td>\n",
       "      <td>Business Analyst</td>\n",
       "      <td></td>\n",
       "      <td>4 - 6 yrs</td>\n",
       "      <td>IT Software - Application Programming   ,     ...</td>\n",
       "      <td>Pharma  /    Biotech  /    Clinical Research</td>\n",
       "      <td>Monthly data upload of Line of business, proje...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Bengaluru</td>\n",
       "      <td>MBA/PGDM - Any Specialization, Finance</td>\n",
       "      <td>System Design/Implementation/ERP/CRM</td>\n",
       "      <td>INR    9,00,000 - 12,00,000 P.A.</td>\n",
       "      <td>data analyst|associate business analyst|busine...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Sim Technologies Pvt.Ltd</td>\n",
       "      <td>DBA</td>\n",
       "      <td></td>\n",
       "      <td>1 - 3 yrs</td>\n",
       "      <td>IT Software - DBA   ,     Datawarehousing</td>\n",
       "      <td>BPO  /    Call Centre  /    ITES</td>\n",
       "      <td>*Acquiring data from primary or secondary data...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Chennai(Ekkaduthangal)</td>\n",
       "      <td>Any Postgraduate - Any Specialization</td>\n",
       "      <td>Admin/Maintenance/Security/Datawarehousing</td>\n",
       "      <td>Not Disclosed by Recruiter</td>\n",
       "      <td>sql|mysql|Excel|Advanced Excel</td>\n",
       "      <td>Any Graduate - Any Specialization</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>SAP India Pvt.Ltd</td>\n",
       "      <td>Team Lead/Technical Lead</td>\n",
       "      <td></td>\n",
       "      <td>4 - 6 yrs</td>\n",
       "      <td>IT Software - Application Programming   ,     ...</td>\n",
       "      <td>IT-Software  /    Software Services</td>\n",
       "      <td>Requisition ID: 188250   Work Area: Consulting...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Bengaluru</td>\n",
       "      <td>M.Tech - Computers</td>\n",
       "      <td>Programming &amp; Design</td>\n",
       "      <td>Not Disclosed by Recruiter</td>\n",
       "      <td>Customer management|Six sigma|Healthcare|Procu...</td>\n",
       "      <td>B.Tech/B.E. - Computers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>FIL India Business and Research Services Priva...</td>\n",
       "      <td>Data Analyst</td>\n",
       "      <td>Ph.D - Computers, Economics, Maths, Statistics</td>\n",
       "      <td>3 - 6 yrs</td>\n",
       "      <td>Analytics &amp; Business Intelligence</td>\n",
       "      <td>Banking  /    Financial Services  /    Broking</td>\n",
       "      <td>Role Description      This role involves worki...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Bengaluru</td>\n",
       "      <td>M.Tech - Any Specialization, Computers, MCA - ...</td>\n",
       "      <td>Analytics &amp; BI</td>\n",
       "      <td>Not Disclosed by Recruiter</td>\n",
       "      <td>Data Science|artificial intelligence|Advanced ...</td>\n",
       "      <td>Any Graduate - Any Specialization</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>INFOSEARCH BPO SERVICES PVT LTD Limited</td>\n",
       "      <td>Data Analyst</td>\n",
       "      <td></td>\n",
       "      <td>0 - 3 yrs</td>\n",
       "      <td>Analytics &amp; Business Intelligence</td>\n",
       "      <td>KPO  /    Research  /    Analytics</td>\n",
       "      <td>1.Knowledge of database building via Google Se...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Chennai(Royapettah, Mount Road, Gopalapuram, T...</td>\n",
       "      <td></td>\n",
       "      <td>Analytics &amp; BI</td>\n",
       "      <td>Best in Industry</td>\n",
       "      <td>internet research|data analysis|database build...</td>\n",
       "      <td>Any Graduate - Any Specialization</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Zolostays Property Solutions Pvt. Ltd.</td>\n",
       "      <td>Data Analyst</td>\n",
       "      <td></td>\n",
       "      <td>2 - 6 yrs</td>\n",
       "      <td>Analytics &amp; Business Intelligence</td>\n",
       "      <td>Internet  /    Ecommerce</td>\n",
       "      <td>Senior Data Analyst  We are looking for a Sr. ...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Bengaluru</td>\n",
       "      <td>MBA/PGDM - Any Specialization</td>\n",
       "      <td>Analytics &amp; BI</td>\n",
       "      <td>Not Disclosed by Recruiter</td>\n",
       "      <td>Data Analysis|Data Visualization|Data Mining|B...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>SHAKTI INFOSOLUTIONS PVT. LTD.</td>\n",
       "      <td>Software Developer</td>\n",
       "      <td>Doctorate Not Required</td>\n",
       "      <td>4 - 8 yrs</td>\n",
       "      <td>IT Software - Application Programming   ,     ...</td>\n",
       "      <td>IT-Software  /    Software Services</td>\n",
       "      <td>5+ years of experience in a relevant industry....</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>Any Postgraduate</td>\n",
       "      <td>Programming &amp; Design</td>\n",
       "      <td>Best in the Industry</td>\n",
       "      <td>Machine Learning|Python|Data Analysis|Data Ana...</td>\n",
       "      <td>Any Graduate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Premium</td>\n",
       "      <td>Data Analyst</td>\n",
       "      <td></td>\n",
       "      <td>2 - 3 yrs</td>\n",
       "      <td>Analytics &amp; Business Intelligence</td>\n",
       "      <td>IT-Software  /    Software Services</td>\n",
       "      <td>Must Have  - Python &amp; Machine Learning  - Appl...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>Any Postgraduate - Any Specialization</td>\n",
       "      <td>Analytics &amp; BI</td>\n",
       "      <td>Not Disclosed by Recruiter</td>\n",
       "      <td>data analysis|machine learning|python|data ana...</td>\n",
       "      <td>Any Graduate - Any Specialization</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Professional Consultancy Services</td>\n",
       "      <td>Data Analyst</td>\n",
       "      <td>Doctorate Not Required</td>\n",
       "      <td>3 - 6 yrs</td>\n",
       "      <td>Analytics &amp; Business Intelligence</td>\n",
       "      <td>NGO  /    Social Services  /    Regulators  / ...</td>\n",
       "      <td>Source and collect appropriate data. Create ea...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>Post Graduation Not Required</td>\n",
       "      <td>Analytics &amp; BI</td>\n",
       "      <td>Not Disclosed by Recruiter</td>\n",
       "      <td>data analysis|data management|website manageme...</td>\n",
       "      <td>B.Sc - Computers, Statistics, B.A - Any Specia...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>WSP CONSULTANTS INDIA PRIVATE LIMITED</td>\n",
       "      <td>Data Analyst</td>\n",
       "      <td>Doctorate Not Required</td>\n",
       "      <td>6 - 8 yrs</td>\n",
       "      <td>Analytics &amp; Business Intelligence</td>\n",
       "      <td>Construction  /    Engineering  /    Cement  /...</td>\n",
       "      <td>Role Summary We are looking for a passionate c...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Noida</td>\n",
       "      <td>Any Postgraduate - Any Specialization</td>\n",
       "      <td>Analytics &amp; BI</td>\n",
       "      <td>Not Disclosed by Recruiter</td>\n",
       "      <td>D3.Js|Algorithms|Excel|Computer Science|SQL|XM...</td>\n",
       "      <td>Any Graduate - Any Specialization</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Cargill India Pvt. Ltd.</td>\n",
       "      <td>HR Executive</td>\n",
       "      <td></td>\n",
       "      <td>4 - 6 yrs</td>\n",
       "      <td>HR   ,     Recruitment   ,     Administration ...</td>\n",
       "      <td>Food Processing</td>\n",
       "      <td>Pulling the list/ custome/ advance reports fro...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Bengaluru</td>\n",
       "      <td>MBA/PGDM - HR/Industrial Relations</td>\n",
       "      <td>HR/ Recruitment / IR</td>\n",
       "      <td>Not Disclosed by Recruiter</td>\n",
       "      <td>Python|Business objects|Consulting|Analytics|D...</td>\n",
       "      <td>Any Graduate - Any Specialization</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Affordplan</td>\n",
       "      <td>Data Analyst</td>\n",
       "      <td>Doctorate Not Required</td>\n",
       "      <td>2 - 5 yrs</td>\n",
       "      <td>Analytics &amp; Business Intelligence</td>\n",
       "      <td>IT-Software  /    Software Services</td>\n",
       "      <td>- Atleast 2-4 yr experience in Analytics  - Ab...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>Any Postgraduate - Any Specialization</td>\n",
       "      <td>Analytics &amp; BI</td>\n",
       "      <td>Not Disclosed by Recruiter</td>\n",
       "      <td>Data Analyst|Data Management|Analytics|data an...</td>\n",
       "      <td>Any Graduate - Any Specialization</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>M &amp; C Saatchi Mobile LLP</td>\n",
       "      <td>Data Analyst</td>\n",
       "      <td>Doctorate Not Required</td>\n",
       "      <td>2 - 3 yrs</td>\n",
       "      <td>Analytics &amp; Business Intelligence</td>\n",
       "      <td>Media  /    Entertainment  /    Internet</td>\n",
       "      <td>Perform analysis of digital marketing campaign...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Delhi NCR,    Delhi</td>\n",
       "      <td>Other</td>\n",
       "      <td>Analytics &amp; BI</td>\n",
       "      <td>Not Disclosed by Recruiter</td>\n",
       "      <td>Data Analysis|data management|data optimizatio...</td>\n",
       "      <td>Any Graduate - Any Specialization</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Veritis Solutions India Pvt. Ltd.</td>\n",
       "      <td>Business/EDP Analyst</td>\n",
       "      <td>Any Doctorate - Any Specialization</td>\n",
       "      <td>3 - 6 yrs</td>\n",
       "      <td>ITES   ,     BPO   ,     KPO   ,     LPO   ,  ...</td>\n",
       "      <td>IT-Software  /    Software Services</td>\n",
       "      <td>Data Analyst: Years of Experience: 3 to 6 year...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Hyderabad</td>\n",
       "      <td>Any Postgraduate - Any Specialization</td>\n",
       "      <td>Operations</td>\n",
       "      <td>Not Disclosed by Recruiter</td>\n",
       "      <td>Data Analysis|Data Analytics|Data Analyst</td>\n",
       "      <td>Any Graduate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Amdocs Development Center India Pvt. Ltd.</td>\n",
       "      <td>Business Analyst</td>\n",
       "      <td></td>\n",
       "      <td>4 - 7 yrs</td>\n",
       "      <td>IT Software - Application Programming   ,     ...</td>\n",
       "      <td>Telecom/ISP</td>\n",
       "      <td>Ability to work as a Migration Analyst &amp; Devel...</td>\n",
       "      <td>https://www.naukri.com/data-analyst-jobs-in-india</td>\n",
       "      <td>Pune</td>\n",
       "      <td>M.Tech - Computers</td>\n",
       "      <td>System Design/Implementation/ERP/CRM</td>\n",
       "      <td>Not Disclosed by Recruiter</td>\n",
       "      <td>CRM|Troubleshooting|Data analysis|English|Bill...</td>\n",
       "      <td>B.Tech/B.E. - Computers</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         Company Name  \\\n",
       "0                                    Mindgensolutions   \n",
       "1               Hyster-Yale Lift Trucks India Pvt Ltd   \n",
       "2                     Cactus Communications Pvt. Ltd.   \n",
       "3                        The Akshaya Patra Foundation   \n",
       "4                       INFOR (INDIA) PRIVATE LIMITED   \n",
       "5                          Skan Consultancy Pvt. Ltd.   \n",
       "6                           2Coms Consulting Pvt Ltd.   \n",
       "7                                      Risk Resources   \n",
       "8            Iflate Softsystems India Private Limited   \n",
       "9   FIL India Business and Research Services Priva...   \n",
       "10                      Client of Synergy Consultants   \n",
       "11                        TVS Credit Services Limited   \n",
       "12         HEWLETT PACKARD ENTERPRISE PRIVATE LIMITED   \n",
       "13    Cargill Business Services India Private Limited   \n",
       "14                        FutureTrack Edutech Pvt Ltd   \n",
       "15  FIL India Business and Research Services Priva...   \n",
       "16  FIL India Business and Research Services Priva...   \n",
       "17                                   Nikos Consulting   \n",
       "18             Liventus Technology Services Pvt. Ltd.   \n",
       "19             Liventus Technology Services Pvt. Ltd.   \n",
       "20                                       Pharma Focus   \n",
       "21                           Sim Technologies Pvt.Ltd   \n",
       "22                                  SAP India Pvt.Ltd   \n",
       "23  FIL India Business and Research Services Priva...   \n",
       "24            INFOSEARCH BPO SERVICES PVT LTD Limited   \n",
       "25             Zolostays Property Solutions Pvt. Ltd.   \n",
       "26                     SHAKTI INFOSOLUTIONS PVT. LTD.   \n",
       "27                                            Premium   \n",
       "28                  Professional Consultancy Services   \n",
       "29              WSP CONSULTANTS INDIA PRIVATE LIMITED   \n",
       "30                            Cargill India Pvt. Ltd.   \n",
       "31                                         Affordplan   \n",
       "32                           M & C Saatchi Mobile LLP   \n",
       "33                  Veritis Solutions India Pvt. Ltd.   \n",
       "34          Amdocs Development Center India Pvt. Ltd.   \n",
       "\n",
       "                                  Design Role  \\\n",
       "0                            Business Analyst   \n",
       "1                            Business Analyst   \n",
       "2                                Data Analyst   \n",
       "3   Quality Assurance/Quality Control Manager   \n",
       "4                                Data Analyst   \n",
       "5                                Data Analyst   \n",
       "6                                Data Analyst   \n",
       "7                           Analytics Manager   \n",
       "8                                     Fresher   \n",
       "9                                Data Analyst   \n",
       "10                           Business Analyst   \n",
       "11                          Analytics Manager   \n",
       "12                               Data Analyst   \n",
       "13                               Data Analyst   \n",
       "14                               Data Analyst   \n",
       "15                               Data Analyst   \n",
       "16                               Data Analyst   \n",
       "17                                        DBA   \n",
       "18                               Data Analyst   \n",
       "19                               Data Analyst   \n",
       "20                           Business Analyst   \n",
       "21                                        DBA   \n",
       "22                   Team Lead/Technical Lead   \n",
       "23                               Data Analyst   \n",
       "24                               Data Analyst   \n",
       "25                               Data Analyst   \n",
       "26                         Software Developer   \n",
       "27                               Data Analyst   \n",
       "28                               Data Analyst   \n",
       "29                               Data Analyst   \n",
       "30                               HR Executive   \n",
       "31                               Data Analyst   \n",
       "32                               Data Analyst   \n",
       "33                       Business/EDP Analyst   \n",
       "34                           Business Analyst   \n",
       "\n",
       "                                            Doctorate  Experience  \\\n",
       "0                              Doctorate Not Required  6 - 10 yrs   \n",
       "1                              Doctorate Not Required   3 - 4 yrs   \n",
       "2                              Doctorate Not Required   2 - 5 yrs   \n",
       "3                              Doctorate Not Required   4 - 6 yrs   \n",
       "4                                                       5 - 6 yrs   \n",
       "5                                                       2 - 5 yrs   \n",
       "6                              Doctorate Not Required   1 - 3 yrs   \n",
       "7                              Doctorate Not Required   2 - 6 yrs   \n",
       "8                                                       1 - 5 yrs   \n",
       "9   Ph.D - Computers, Economics, Finance, Maths, S...   3 - 6 yrs   \n",
       "10                             Doctorate Not Required  5 - 10 yrs   \n",
       "11                 Any Doctorate - Any Specialization   4 - 4 yrs   \n",
       "12                             Doctorate Not Required   5 - 8 yrs   \n",
       "13                             Doctorate Not Required   4 - 7 yrs   \n",
       "14                             Doctorate Not Required   3 - 5 yrs   \n",
       "15  Ph.D - Computers, Economics, Finance, Maths, S...   3 - 5 yrs   \n",
       "16  Ph.D - Maths, Statistics, Economics, Computers...   3 - 5 yrs   \n",
       "17                             Doctorate Not Required   2 - 4 yrs   \n",
       "18                                                     5 - 10 yrs   \n",
       "19                                                      2 - 5 yrs   \n",
       "20                                                      4 - 6 yrs   \n",
       "21                                                      1 - 3 yrs   \n",
       "22                                                      4 - 6 yrs   \n",
       "23     Ph.D - Computers, Economics, Maths, Statistics   3 - 6 yrs   \n",
       "24                                                      0 - 3 yrs   \n",
       "25                                                      2 - 6 yrs   \n",
       "26                             Doctorate Not Required   4 - 8 yrs   \n",
       "27                                                      2 - 3 yrs   \n",
       "28                             Doctorate Not Required   3 - 6 yrs   \n",
       "29                             Doctorate Not Required   6 - 8 yrs   \n",
       "30                                                      4 - 6 yrs   \n",
       "31                             Doctorate Not Required   2 - 5 yrs   \n",
       "32                             Doctorate Not Required   2 - 3 yrs   \n",
       "33                 Any Doctorate - Any Specialization   3 - 6 yrs   \n",
       "34                                                      4 - 7 yrs   \n",
       "\n",
       "                                      Functional Area  \\\n",
       "0                   Analytics & Business Intelligence   \n",
       "1           IT Software - DBA   ,     Datawarehousing   \n",
       "2                   Analytics & Business Intelligence   \n",
       "3   Production   ,     Manufacturing   ,     Maint...   \n",
       "4                   Analytics & Business Intelligence   \n",
       "5                   Analytics & Business Intelligence   \n",
       "6                   Analytics & Business Intelligence   \n",
       "7                   Analytics & Business Intelligence   \n",
       "8   ITES   ,     BPO   ,     KPO   ,     LPO   ,  ...   \n",
       "9                   Analytics & Business Intelligence   \n",
       "10                  Analytics & Business Intelligence   \n",
       "11                  Analytics & Business Intelligence   \n",
       "12                  Analytics & Business Intelligence   \n",
       "13                  Analytics & Business Intelligence   \n",
       "14                  Analytics & Business Intelligence   \n",
       "15                  Analytics & Business Intelligence   \n",
       "16                  Analytics & Business Intelligence   \n",
       "17          IT Software - DBA   ,     Datawarehousing   \n",
       "18                  Analytics & Business Intelligence   \n",
       "19                  Analytics & Business Intelligence   \n",
       "20  IT Software - Application Programming   ,     ...   \n",
       "21          IT Software - DBA   ,     Datawarehousing   \n",
       "22  IT Software - Application Programming   ,     ...   \n",
       "23                  Analytics & Business Intelligence   \n",
       "24                  Analytics & Business Intelligence   \n",
       "25                  Analytics & Business Intelligence   \n",
       "26  IT Software - Application Programming   ,     ...   \n",
       "27                  Analytics & Business Intelligence   \n",
       "28                  Analytics & Business Intelligence   \n",
       "29                  Analytics & Business Intelligence   \n",
       "30  HR   ,     Recruitment   ,     Administration ...   \n",
       "31                  Analytics & Business Intelligence   \n",
       "32                  Analytics & Business Intelligence   \n",
       "33  ITES   ,     BPO   ,     KPO   ,     LPO   ,  ...   \n",
       "34  IT Software - Application Programming   ,     ...   \n",
       "\n",
       "                                             Industry  \\\n",
       "0                 IT-Software  /    Software Services   \n",
       "1   Construction  /    Engineering  /    Cement  /...   \n",
       "2                  KPO  /    Research  /    Analytics   \n",
       "3                     FMCG  /    Foods  /    Beverage   \n",
       "4                 IT-Software  /    Software Services   \n",
       "5                                         Telecom/ISP   \n",
       "6                 IT-Software  /    Software Services   \n",
       "7                  KPO  /    Research  /    Analytics   \n",
       "8                    BPO  /    Call Centre  /    ITES   \n",
       "9      Banking  /    Financial Services  /    Broking   \n",
       "10                IT-Software  /    Software Services   \n",
       "11     Banking  /    Financial Services  /    Broking   \n",
       "12                IT-Software  /    Software Services   \n",
       "13     Banking  /    Financial Services  /    Broking   \n",
       "14         Strategy  /    Management Consulting Firms   \n",
       "15     Banking  /    Financial Services  /    Broking   \n",
       "16     Banking  /    Financial Services  /    Broking   \n",
       "17                IT-Software  /    Software Services   \n",
       "18                IT-Software  /    Software Services   \n",
       "19                IT-Software  /    Software Services   \n",
       "20       Pharma  /    Biotech  /    Clinical Research   \n",
       "21                   BPO  /    Call Centre  /    ITES   \n",
       "22                IT-Software  /    Software Services   \n",
       "23     Banking  /    Financial Services  /    Broking   \n",
       "24                 KPO  /    Research  /    Analytics   \n",
       "25                           Internet  /    Ecommerce   \n",
       "26                IT-Software  /    Software Services   \n",
       "27                IT-Software  /    Software Services   \n",
       "28  NGO  /    Social Services  /    Regulators  / ...   \n",
       "29  Construction  /    Engineering  /    Cement  /...   \n",
       "30                                    Food Processing   \n",
       "31                IT-Software  /    Software Services   \n",
       "32           Media  /    Entertainment  /    Internet   \n",
       "33                IT-Software  /    Software Services   \n",
       "34                                        Telecom/ISP   \n",
       "\n",
       "                                      Job Description  \\\n",
       "0   Job Description   -Business Analyst  -Big data...   \n",
       "1   Department          : IPO/ Big Data Analyst   ...   \n",
       "2   Want to work with India's no.1 mid-sized compa...   \n",
       "3   Qualification & Experience: Experience in Food...   \n",
       "4   Infor Cloud Management is a strategic, global ...   \n",
       "5   Develop Data Analysis Generate Business Report...   \n",
       "6   Dear Job Seekers,        Greetings from 2 Com'...   \n",
       "7   Senior Analyst/Manager - Data Analytics - Fina...   \n",
       "8   Must have excellent oral & written skills\\r\\nE...   \n",
       "9   Role Description:  This role involves working ...   \n",
       "10  Responsibilities & Qualifications  Overview: T...   \n",
       "11  Perform data analysis, understand trends and p...   \n",
       "12  Job Description:  The EFR - Revenue Analytics ...   \n",
       "13  The Master Data Analyst position will be a ste...   \n",
       "14  Primary Responsibilities:  - Carry out work to...   \n",
       "15  Description  Business Unit Overview  Business ...   \n",
       "16  Description  Business Unit Overview  Business ...   \n",
       "17  Your Experience  :  - Experience in designing,...   \n",
       "18  Job Description:    We're looking for a highly...   \n",
       "19  Were looking for a Data Analyst who will be re...   \n",
       "20  Monthly data upload of Line of business, proje...   \n",
       "21  *Acquiring data from primary or secondary data...   \n",
       "22  Requisition ID: 188250   Work Area: Consulting...   \n",
       "23  Role Description      This role involves worki...   \n",
       "24  1.Knowledge of database building via Google Se...   \n",
       "25  Senior Data Analyst  We are looking for a Sr. ...   \n",
       "26  5+ years of experience in a relevant industry....   \n",
       "27  Must Have  - Python & Machine Learning  - Appl...   \n",
       "28  Source and collect appropriate data. Create ea...   \n",
       "29  Role Summary We are looking for a passionate c...   \n",
       "30  Pulling the list/ custome/ advance reports fro...   \n",
       "31  - Atleast 2-4 yr experience in Analytics  - Ab...   \n",
       "32  Perform analysis of digital marketing campaign...   \n",
       "33  Data Analyst: Years of Experience: 3 to 6 year...   \n",
       "34  Ability to work as a Migration Analyst & Devel...   \n",
       "\n",
       "                                                 Link  \\\n",
       "0   https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "1   https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "2   https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "3   https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "4   https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "5   https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "6   https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "7   https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "8   https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "9   https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "10  https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "11  https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "12  https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "13  https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "14  https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "15  https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "16  https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "17  https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "18  https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "19  https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "20  https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "21  https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "22  https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "23  https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "24  https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "25  https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "26  https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "27  https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "28  https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "29  https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "30  https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "31  https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "32  https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "33  https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "34  https://www.naukri.com/data-analyst-jobs-in-india   \n",
       "\n",
       "                                             Location  \\\n",
       "0                                           Bengaluru   \n",
       "1                                                Pune   \n",
       "2                                     Mumbai(Chakala)   \n",
       "3                                           Bengaluru   \n",
       "4                                           Hyderabad   \n",
       "5                                              Mumbai   \n",
       "6                              Bengaluru(Singasandra)   \n",
       "7                                           Hyderabad   \n",
       "8                                           Hyderabad   \n",
       "9                                           Bengaluru   \n",
       "10                                          Bengaluru   \n",
       "11                              Chennai(Nungambakkam)   \n",
       "12                                          Bengaluru   \n",
       "13                                          Karnataka   \n",
       "14                                             Mumbai   \n",
       "15                                          Bengaluru   \n",
       "16                                          Bengaluru   \n",
       "17                                             Mumbai   \n",
       "18                                          Bengaluru   \n",
       "19                                          Bengaluru   \n",
       "20                                          Bengaluru   \n",
       "21                             Chennai(Ekkaduthangal)   \n",
       "22                                          Bengaluru   \n",
       "23                                          Bengaluru   \n",
       "24  Chennai(Royapettah, Mount Road, Gopalapuram, T...   \n",
       "25                                          Bengaluru   \n",
       "26                                            Chennai   \n",
       "27                                             Mumbai   \n",
       "28                                            Chennai   \n",
       "29                                              Noida   \n",
       "30                                          Bengaluru   \n",
       "31                                              Delhi   \n",
       "32                                Delhi NCR,    Delhi   \n",
       "33                                          Hyderabad   \n",
       "34                                               Pune   \n",
       "\n",
       "                                                   PG  \\\n",
       "0               Any Postgraduate - Any Specialization   \n",
       "1               Any Postgraduate - Any Specialization   \n",
       "2                                    Any Postgraduate   \n",
       "3   MS/M.Sc(Science) - Any Specialization, Food Te...   \n",
       "4                              CA, MBA/PGDM - Finance   \n",
       "5                                                       \n",
       "6                                                       \n",
       "7                                  MBA/PGDM - Finance   \n",
       "8                                                       \n",
       "9   M.A - Maths, Statistics, Economics, MS/M.Sc(Sc...   \n",
       "10                      MBA/PGDM - Any Specialization   \n",
       "11    MS/M.Sc(Science) - Statistics, M.A - Statistics   \n",
       "12              Any Postgraduate - Any Specialization   \n",
       "13              Any Postgraduate - Any Specialization   \n",
       "14  M.A - Economics, MS/M.Sc(Science) - Maths, Sta...   \n",
       "15  M.Tech - Computers, MCA - Computers, MS/M.Sc(S...   \n",
       "16  M.Tech - Any Specialization, MCA - Computers, ...   \n",
       "17              Any Postgraduate - Any Specialization   \n",
       "18  MS/M.Sc(Science) - Any Specialization, MBA/PGD...   \n",
       "19                                    MCA - Computers   \n",
       "20             MBA/PGDM - Any Specialization, Finance   \n",
       "21              Any Postgraduate - Any Specialization   \n",
       "22                                 M.Tech - Computers   \n",
       "23  M.Tech - Any Specialization, Computers, MCA - ...   \n",
       "24                                                      \n",
       "25                      MBA/PGDM - Any Specialization   \n",
       "26                                   Any Postgraduate   \n",
       "27              Any Postgraduate - Any Specialization   \n",
       "28                       Post Graduation Not Required   \n",
       "29              Any Postgraduate - Any Specialization   \n",
       "30                 MBA/PGDM - HR/Industrial Relations   \n",
       "31              Any Postgraduate - Any Specialization   \n",
       "32                                              Other   \n",
       "33              Any Postgraduate - Any Specialization   \n",
       "34                                 M.Tech - Computers   \n",
       "\n",
       "                                 Role Category  \\\n",
       "0                               Analytics & BI   \n",
       "1         System Design/Implementation/ERP/CRM   \n",
       "2                               Analytics & BI   \n",
       "3         Production/Manufacturing/Maintenance   \n",
       "4                               Analytics & BI   \n",
       "5                               Analytics & BI   \n",
       "6                               Analytics & BI   \n",
       "7                               Analytics & BI   \n",
       "8                                        Other   \n",
       "9                               Analytics & BI   \n",
       "10                              Analytics & BI   \n",
       "11                              Analytics & BI   \n",
       "12                              Analytics & BI   \n",
       "13                              Analytics & BI   \n",
       "14                              Analytics & BI   \n",
       "15                              Analytics & BI   \n",
       "16                              Analytics & BI   \n",
       "17  Admin/Maintenance/Security/Datawarehousing   \n",
       "18                              Analytics & BI   \n",
       "19                              Analytics & BI   \n",
       "20        System Design/Implementation/ERP/CRM   \n",
       "21  Admin/Maintenance/Security/Datawarehousing   \n",
       "22                        Programming & Design   \n",
       "23                              Analytics & BI   \n",
       "24                              Analytics & BI   \n",
       "25                              Analytics & BI   \n",
       "26                        Programming & Design   \n",
       "27                              Analytics & BI   \n",
       "28                              Analytics & BI   \n",
       "29                              Analytics & BI   \n",
       "30                        HR/ Recruitment / IR   \n",
       "31                              Analytics & BI   \n",
       "32                              Analytics & BI   \n",
       "33                                  Operations   \n",
       "34        System Design/Implementation/ERP/CRM   \n",
       "\n",
       "                                               Salary  \\\n",
       "0                          Not Disclosed by Recruiter   \n",
       "1                          Not Disclosed by Recruiter   \n",
       "2                          Not Disclosed by Recruiter   \n",
       "3                          Not Disclosed by Recruiter   \n",
       "4                          Not Disclosed by Recruiter   \n",
       "5                          Not Disclosed by Recruiter   \n",
       "6                     INR    4,00,000 - 4,50,000 P.A.   \n",
       "7                          Not Disclosed by Recruiter   \n",
       "8   INR    1,00,000 - 5,00,000 P.A. Salary + Medic...   \n",
       "9                          Not Disclosed by Recruiter   \n",
       "10                         Not Disclosed by Recruiter   \n",
       "11                         Not Disclosed by Recruiter   \n",
       "12                         Not Disclosed by Recruiter   \n",
       "13                         Not Disclosed by Recruiter   \n",
       "14                         Not Disclosed by Recruiter   \n",
       "15                         Not Disclosed by Recruiter   \n",
       "16                         Not Disclosed by Recruiter   \n",
       "17                         Not Disclosed by Recruiter   \n",
       "18                   INR    6,00,000 - 15,00,000 P.A.   \n",
       "19                    INR    4,00,000 - 8,00,000 P.A.   \n",
       "20                   INR    9,00,000 - 12,00,000 P.A.   \n",
       "21                         Not Disclosed by Recruiter   \n",
       "22                         Not Disclosed by Recruiter   \n",
       "23                         Not Disclosed by Recruiter   \n",
       "24                                   Best in Industry   \n",
       "25                         Not Disclosed by Recruiter   \n",
       "26                               Best in the Industry   \n",
       "27                         Not Disclosed by Recruiter   \n",
       "28                         Not Disclosed by Recruiter   \n",
       "29                         Not Disclosed by Recruiter   \n",
       "30                         Not Disclosed by Recruiter   \n",
       "31                         Not Disclosed by Recruiter   \n",
       "32                         Not Disclosed by Recruiter   \n",
       "33                         Not Disclosed by Recruiter   \n",
       "34                         Not Disclosed by Recruiter   \n",
       "\n",
       "                                               Skills  \\\n",
       "0   Business Analysis|Statistical Modeling|Data An...   \n",
       "1   excel|data analysis|data interpretation|report...   \n",
       "2   data science|big data|statistical modeling|sta...   \n",
       "3   food technology|food quality control|customer ...   \n",
       "4   Business Finance|Financial Management|Report G...   \n",
       "5   data analysis|reporting tools|analysis|data mi...   \n",
       "6   Data Analysis|SQL|Advanced Excel|Macros|Query|...   \n",
       "7   financial research|finance|fundamental researc...   \n",
       "8   call center|voice process|international bpo|bp...   \n",
       "9   Text Mining|C|R|Data Mining|Data Science|Machi...   \n",
       "10  Business Analysis|Business Intelligence|Analyt...   \n",
       "11  data analysis|business intelligence|business a...   \n",
       "12  Revenue Data Analyst|GAAP|Accounting|Finance|d...   \n",
       "13  Master Data|Service Level|User Provisioning|Ma...   \n",
       "14  Data Analyst|Data Analysis|Visual Basic|SQL|nu...   \n",
       "15  Deep Learning|C|Artificial Intelligence|Python...   \n",
       "16  C|SAS|R|Machine Learning|Algorithms|Artificial...   \n",
       "17  Django|Python|MySQL|NoSQL|SQL Server|Linux|AWS...   \n",
       "18  Macros|VBA|Formulas|Data Analysis|Test Data|Sy...   \n",
       "19  data migration|data analysis|system testing|da...   \n",
       "20  data analyst|associate business analyst|busine...   \n",
       "21                    sql|mysql|Excel|Advanced Excel    \n",
       "22  Customer management|Six sigma|Healthcare|Procu...   \n",
       "23  Data Science|artificial intelligence|Advanced ...   \n",
       "24  internet research|data analysis|database build...   \n",
       "25  Data Analysis|Data Visualization|Data Mining|B...   \n",
       "26  Machine Learning|Python|Data Analysis|Data Ana...   \n",
       "27  data analysis|machine learning|python|data ana...   \n",
       "28  data analysis|data management|website manageme...   \n",
       "29  D3.Js|Algorithms|Excel|Computer Science|SQL|XM...   \n",
       "30  Python|Business objects|Consulting|Analytics|D...   \n",
       "31  Data Analyst|Data Management|Analytics|data an...   \n",
       "32  Data Analysis|data management|data optimizatio...   \n",
       "33         Data Analysis|Data Analytics|Data Analyst    \n",
       "34  CRM|Troubleshooting|Data analysis|English|Bill...   \n",
       "\n",
       "                                                   UG  \n",
       "0   Any Graduate - Any Specialization, B.Sc - Stat...  \n",
       "1         B.Tech/B.E. - Any Specialization, Computers  \n",
       "2                                        Any Graduate  \n",
       "3          B.Sc - Any Specialization, Food Technology  \n",
       "4                   Any Graduate - Any Specialization  \n",
       "5                   Any Graduate - Any Specialization  \n",
       "6   Any Graduate - Any Specialization, B.Tech/B.E....  \n",
       "7                   Any Graduate - Any Specialization  \n",
       "8                   Any Graduate - Any Specialization  \n",
       "9                   Any Graduate - Any Specialization  \n",
       "10                   B.Tech/B.E. - Any Specialization  \n",
       "11                B.Sc - Statistics, B.A - Statistics  \n",
       "12  B.Com - Commerce, B.Sc - Statistics, B.Tech/B....  \n",
       "13                  Any Graduate - Any Specialization  \n",
       "14  B.Sc - Maths, Statistics, B.A - Economics, B.C...  \n",
       "15                  Any Graduate - Any Specialization  \n",
       "16                  Any Graduate - Any Specialization  \n",
       "17                            B.Tech/B.E. - Computers  \n",
       "18  B.Com - Commerce, B.Sc - Any Specialization, B...  \n",
       "19  B.Tech/B.E. - Any Specialization, B.Sc - Any S...  \n",
       "20                                                     \n",
       "21                  Any Graduate - Any Specialization  \n",
       "22                            B.Tech/B.E. - Computers  \n",
       "23                  Any Graduate - Any Specialization  \n",
       "24                  Any Graduate - Any Specialization  \n",
       "25                                                     \n",
       "26                                       Any Graduate  \n",
       "27                  Any Graduate - Any Specialization  \n",
       "28  B.Sc - Computers, Statistics, B.A - Any Specia...  \n",
       "29                  Any Graduate - Any Specialization  \n",
       "30                  Any Graduate - Any Specialization  \n",
       "31                  Any Graduate - Any Specialization  \n",
       "32                  Any Graduate - Any Specialization  \n",
       "33                                       Any Graduate  \n",
       "34                            B.Tech/B.E. - Computers  "
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "naukri_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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