 WUZZUF_NEW_VERSION_WEB_SCRAPPING.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "50ddbccd",
   "metadata": {},
   "outputs": [],
   "source": [
    "from lib2to3.pgen2 import driver\n",
    "from pydoc import describe\n",
    "from tkinter import Pack\n",
    "import pandas as pd\n",
    "import requests\n",
    "import re\n",
    "from bs4 import BeautifulSoup\n",
    "from selenium import webdriver\n",
    "from selenium.webdriver.common.keys import Keys\n",
    "from selenium.webdriver.common.by import By\n",
    "import warnings\n",
    "import urllib.request\n",
    "from time import sleep\n",
    "import numpy as np\n",
    "# from macpath import join\n",
    "warnings.filterwarnings('ignore')\n",
    "PATH = \"C:\\chromedriver.exe\"\n",
    "\n",
    "class WUZZUF:\n",
    "    base_url ='https://wuzzuf.net/search/jobs/'\n",
    "    url_web= 'https://wuzzuf.net'\n",
    "    def __init__(self):\n",
    "        self.needed_links =[]\n",
    "        self.jobs_title =[]\n",
    "        self.durations = []\n",
    "        self.company_names = []\n",
    "        self.locations = []\n",
    "        self.data_posted =[]\n",
    "        self.n_applicants = []\n",
    "        self.n_views = []\n",
    "        self.no_in_consideration = []\n",
    "        self.no_not_selected = []\n",
    "        self.jobs_link = []\n",
    "        self.logoes = []\n",
    "        self.driver = webdriver.Chrome(PATH)\n",
    "        self.driver.get(WUZZUF.base_url)\n",
    "        \n",
    "        self.skills_and_tools = []\n",
    "        self.salary = []\n",
    "        self.experience_needed = []\n",
    "        self.education_level = []\n",
    "        self.job_categories = []\n",
    "        self.career_level = []\n",
    "        \n",
    "        self.job_description =[]\n",
    "        self.job_requirement = []\n",
    "         \n",
    "        \n",
    "        pass\n",
    "    def get_job_details(self,job_name:str,n_pages:int)->dict:\n",
    "        \"\"\"\n",
    "        Description:\n",
    "            inputs: job_name , number of needed pages to loaded from the website\n",
    "            return: dictionary contain all needed info.\n",
    "        \"\"\"\n",
    "        self.__load_all_needed_links(job_name,n_pages)\n",
    "        # print(self.needed_links)\n",
    "        self.__load_all_jobs_link()\n",
    "        self.__load_all_logoes_on_current_page()\n",
    "        # print(self.logoes)\n",
    "        # print('-'*100)\n",
    "        # print(self.jobs_link)\n",
    "        self.__load_all_details_for_the_job()\n",
    "        print(self.needed_links)\n",
    "#         print(self.company_names)\n",
    "        \n",
    "        jobs_details = {'job_title':self.jobs_title,\n",
    "                        'company_name':self.company_names,\n",
    "                       'location':self.locations,\n",
    "                       'duration':self.durations,\n",
    "                       'date_posted':self.data_posted,\n",
    "                       'Num_Applicants':self.n_applicants,\n",
    "                       'Num_Views':self.n_views,\n",
    "                       'Num_In_Consideration':self.no_in_consideration,\n",
    "                       'Num_Not_Selected':self.no_not_selected,\n",
    "                       'skills_and_tools':self.skills_and_tools,\n",
    "                       'salary':self.salary,\n",
    "                       'experience_needed':self.experience_needed,\n",
    "                       'education_level':self.education_level,\n",
    "                       'job_categories':self.job_categories,\n",
    "                       'career_level':self.career_level,\n",
    "                       'job_description':self.job_description,\n",
    "                       'job_requirements':self.job_requirement,\n",
    "                       'job_link':self.jobs_link,\n",
    "                       'Logo':self.logoes}\n",
    "        return jobs_details\n",
    "        \n",
    "    def __load_all_needed_links(self,job_name:str,n_pages:int)->None:\n",
    "        for page_index in range(n_pages):\n",
    "            current_page_link = WUZZUF.base_url +'?q='+ job_name.strip().replace(' ','%20')+'&start={}'.format(page_index)\n",
    "            self.needed_links.append(current_page_link)\n",
    "\n",
    "    def __load_all_jobs_link(self):\n",
    "            \n",
    "        for link in self.needed_links:\n",
    "#             self.driver.get(link)\n",
    "            sleep(1)\n",
    "            html = requests.get(link,'lxml.parser')\n",
    "            soup = BeautifulSoup(html.text)\n",
    "            for link in soup.find_all('a',{'class':'css-o171kl','target':'_blank'}):\n",
    "                absulate_link = WUZZUF.url_web+link['href']\n",
    "                self.jobs_link.append(absulate_link)\n",
    "    \n",
    "    \n",
    "    def __load_all_logoes_on_current_page(self):\n",
    "        for link in self.needed_links:\n",
    "            self.driver.get(link)\n",
    "            images = self.driver.find_elements(By.CLASS_NAME,'css-17095x3')\n",
    "            for image in images:\n",
    "                self.logoes.append(image.get_attribute('src'))\n",
    "            \n",
    "    def __load_all_details_for_the_job(self):\n",
    "        for link in self.jobs_link:\n",
    "            print(link)\n",
    "            self.driver.get(link)\n",
    "\n",
    "            self.__get_job_title()\n",
    "            print('title done')\n",
    "\n",
    "            self.__get_duration()\n",
    "            print('duration done')\n",
    "\n",
    "            self.__get_company_name()\n",
    "            print('company_name done')\n",
    "\n",
    "            self.__get_location()\n",
    "            print('location done')\n",
    "            \n",
    "            self.__get_date_posted()\n",
    "            print('date_posted done')\n",
    "            \n",
    "            self.__get_num_applicants()\n",
    "            print('applicants done')\n",
    "            \n",
    "            self.__get_num_views()\n",
    "            print('views done')\n",
    "            \n",
    "            self.__get_num_in_consideration()\n",
    "            print('considers done')\n",
    "            \n",
    "            self.__get__num_not_selected()\n",
    "            print('not selected done')\n",
    "\n",
    "            self.__get_skills_and_tools()\n",
    "            self.__get_job_requirements()\n",
    "            self.__get_job_description()\n",
    "            self. __get_job_categories()\n",
    "            self.__get_education_level()\n",
    "            self.__get_career_level()\n",
    "            self. __get_experience_needed()\n",
    "            self. __get_salary()\n",
    "            \n",
    "\n",
    "                           \n",
    "    def __get_job_title(self):\n",
    "        try: \n",
    "            title = self.driver.find_element(By.CLASS_NAME,'css-f9uh36').text\n",
    "            self.jobs_title.append(title)\n",
    "            print('here')\n",
    "        except:\n",
    "            self.jobs_title.append('Not Found')\n",
    "            \n",
    "    def __get_duration(self):\n",
    "        try:\n",
    "            duration_search = self.driver.find_elements(By.CLASS_NAME,'css-ja0r8m')\n",
    "            temp_list = []\n",
    "            for item in duration_search:\n",
    "                temp_list.append(item.text)\n",
    "            self.durations.append(','.join(temp_list))            \n",
    "        except:\n",
    "            self.durations.append(np.nan)\n",
    "            \n",
    "    def __get_company_name(self):\n",
    "        try:\n",
    "            company_name = self.driver.find_element(By.CLASS_NAME,'css-p7pghv')\n",
    "            self.company_names.append(company_name.text)\n",
    "        except:\n",
    "            company_name = self.driver.find_element(By.CLASS_NAME,'css-9iujih').text.split('\\n-')[0]\n",
    "            self.company_names.append(company_name)\n",
    "            \n",
    "    def __get_location(self):\n",
    "        try:\n",
    "            list_item = self.driver.find_elements(By.CLASS_NAME,'css-9geu3q')[0].text.split('\\n')\n",
    "            self.locations.append(' '.join(list_item[2:]))\n",
    "        except:\n",
    "            self.locations.append(np.nan)\n",
    "                \n",
    "        \n",
    "    def __get_date_posted(self):\n",
    "        try:\n",
    "            date = self.driver.find_element(By.CLASS_NAME,'css-182mrdn').text.split()[1:]\n",
    "            self.data_posted.append(' '.join(date))\n",
    "        except:\n",
    "            self.data_posted.append(np.nan)\n",
    "     \n",
    "    def __get_num_applicants(self):\n",
    "        try:\n",
    "            num = self.driver.find_element(By.CLASS_NAME,'css-u1gwks').text  \n",
    "            self.n_applicants.append(num)\n",
    "        except:\n",
    "            self.n_applicants.append(0)\n",
    "    \n",
    "    def __get_num_views(self):\n",
    "        try:\n",
    "            views = self.driver.find_elements(By.CLASS_NAME,'css-bs44nc')[0].text\n",
    "            self.n_views.append(views)\n",
    "        except:\n",
    "            self.n_views.append(np.nan)\n",
    "    \n",
    "    def __get_num_in_consideration(self):\n",
    "        try:\n",
    "            considers = self.driver.find_elements(By.CLASS_NAME,'css-bs44nc')[1].text\n",
    "            self.no_in_consideration.append(considers)\n",
    "        except:\n",
    "            self.no_in_consideration.append(np.nan)\n",
    "            \n",
    "            \n",
    "    def __get__num_not_selected(self):\n",
    "        try:\n",
    "            not_selected = self.driver.find_elements(By.CLASS_NAME,'css-bs44nc')[2].text  \n",
    "            self.no_not_selected.append(not_selected)\n",
    "        except:\n",
    "            self.no_not_selected.append(np.nan)\n",
    "            \n",
    "    def __get_skills_and_tools(self):\n",
    "        try:\n",
    "            elements = self.driver.find_elements(By.CLASS_NAME,'css-158icaa')\n",
    "            skills = []\n",
    "            for skill in elements:\n",
    "                skills.append(skill.text)\n",
    "            self.skills_and_tools.append(','.join(skills))    \n",
    "        except:\n",
    "            self.skills_and_tools.append(np.nan)\n",
    "    \n",
    "    def __get_salary(self):\n",
    "        try:\n",
    "            search = self.driver.find_elements(By.CLASS_NAME,'css-4xky9y')\n",
    "            salary = search[3].text\n",
    "            self.salary.append(salary)\n",
    "        except:\n",
    "            self.salary.append(np.nan)\n",
    "    \n",
    "    def __get_experience_needed(self):\n",
    "        try:\n",
    "            search = self.driver.find_elements(By.CLASS_NAME,'css-4xky9y')\n",
    "            experience_needed = search[0].text\n",
    "            self.experience_needed.append(experience_needed)\n",
    "        except:\n",
    "            self.experience_needed.append(np.nan)\n",
    "            \n",
    "    def __get_career_level(self):\n",
    "        try:\n",
    "            search = self.driver.find_elements(By.CLASS_NAME,'css-4xky9y')\n",
    "            career_level = search[1].text\n",
    "            self.career_level.append(career_level)\n",
    "        except:\n",
    "            self.career_level.append(np.nan)\n",
    "    \n",
    "    def __get_education_level(self):\n",
    "        try:\n",
    "            search = self.driver.find_elements(By.CLASS_NAME,'css-4xky9y')\n",
    "            education_level = search[2].text\n",
    "            self.education_level.append(education_level)\n",
    "        except:\n",
    "            self.education_level.append(np.nan)\n",
    "    \n",
    "    def __get_job_categories(self):\n",
    "        try:\n",
    "            categories = self.driver.find_elements(By.CLASS_NAME,'css-tmajg1')\n",
    "            temp =  []\n",
    "            for item in categories:\n",
    "                temp.append(item.text)\n",
    "            self.job_categories.append(','.join(temp))  \n",
    "        except:\n",
    "            self.job_categories.append(np.nan)      \n",
    "                        \n",
    "    def __get_job_description(self):\n",
    "        try:\n",
    "            description = self.driver.find_element(By.CLASS_NAME,'css-1uobp1k')\n",
    "            description = description.text.split('\\n')\n",
    "            self.job_description.append(description)\n",
    "        except:\n",
    "             self.job_description.append(np.nan)\n",
    "                \n",
    "        \n",
    "    def __get_job_requirements(self):\n",
    "        try:\n",
    "            requirements = self.driver.find_element(By.CLASS_NAME,'css-1t5f0fr')\n",
    "            requirements = requirements.text.split('\\n')\n",
    "            self.job_requirement.append(requirements)\n",
    "        except:\n",
    "            self.job_requirement.append(np.nan)\n",
    "                \n",
    "            \n",
    "                    \n",
    "                            \n",
    "                    \n",
    "                \n",
    "                \n",
    "# df  = WUZZUF().get_job_details(job_name='machine learning',n_pages=1)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a9d1663f",
   "metadata": {},
   "source": [
    "## Machine_learning_jobs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "994554a3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://wuzzuf.net/jobs/p/5NFxSMKMH5K0-SeniorMid-Senior-Deep-Learning-Engineer-Cairo-Egypt?o=1&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/bevYQMKRLEmI-ML-Engineer---Recommendation-System-TensorGraph-Cairo-Egypt?o=2&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/internship/zF1Yie2Xk7e0-Internship---Graduates-Trufla-Cairo-Egypt?o=3&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/OjuPwsoJjnOC-Data-Scientist-Riyadh-Saudi-Arabia?o=4&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/jX5wf4UC6hGY-Senior-Data-Scientist-BBI-Consultancy-Cairo-Egypt?o=5&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/6EdqURmRczoK-Data-Science-Instructor-EpsilonAI-Cairo-Egypt?o=6&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/yvKLvGcoRMNa-Data-Scientist-Seoudi-Supermarket-Giza-Egypt?o=7&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/eDPM1YPgMI8J-Senior-Data-Engineer-Worex-Cairo-Egypt?o=8&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/Ocp9ctsm8O5m-Mechanical-Production-Engineer-ATA-Electronics-Giza-Egypt?o=9&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/tI3n0rbWBYEM-Mechanical-Engineer-Production-Eagle-Chemicals-Giza-Egypt?o=10&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/sbH6OIDe83Fe-Software-Architect-Bypa-ss-Cairo-Egypt?o=11&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/lct0CYHZlnLd-Java-Technical-Lead-Bypa-ss-Cairo-Egypt?o=12&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/u3KP1NfDlo6Z-Research-Software-Development-Engineer-TensorGraph-Cairo-Egypt?o=13&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/2xj68EOmEXvg-Mechanical-Engineer-RITEC-Cairo-Egypt?o=14&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/PVAeMhWwvA6Q-Senior-Data-Scientist-Fixed-Solutions-Cairo-Egypt?o=15&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/Z7syrM0pS3E4-Pre-Sales-Engineer-RDI-Giza-Egypt?o=16&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/I43q2rsNxBqj-Production-Engineer---Plastic-Field-Red-Sea-Pipes-Giza-Egypt?o=17&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/bRZ7uIbexSQa-Data-Scientist-“MathematicsPhysics”-Dafa-Cairo-Egypt?o=18&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/oguf9nA5ux2T-Senior-C-Software-Developer-Luxoft-A-DXC-Technology-Company-Cairo-Egypt?o=19&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/Vd4JAvFk3kzv-Data-Engineer-Cilantro-Cairo-Egypt?o=20&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
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      "https://wuzzuf.net/jobs/p/u1urm1uxMT3j-Pre-Sales-Engineer-BBI-Consultancy-Cairo-Egypt?o=21&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
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      "https://wuzzuf.net/jobs/p/pGDmZqGrStaN-Senior-Full-Stack-Developer-Fotopia-Cairo-Egypt?o=22&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
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      "https://wuzzuf.net/jobs/p/KUwPA59hbawv-Application-Support-Engineer-Caelum-Egypt-Giza-Egypt?o=23&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
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      "https://wuzzuf.net/jobs/p/n5RwrIqBcIRZ-Odoo-Developer-Pre-Sales-Specialist-Elitbuzz-Cairo-Egypt?o=24&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
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      "not selected done\n",
      "https://wuzzuf.net/jobs/p/YM6dYzQJuptV-Production-Engineer---Rodniture-Furniture-Metal-Steel-Innovation-Cairo-Egypt?o=25&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
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      "https://wuzzuf.net/jobs/p/OGmIKXvVKaKO-Sales-Engineer-IBIS-SUPPLIES-Cairo-Egypt?o=26&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
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      "https://wuzzuf.net/jobs/p/uMrqG5Nup6vp-Data-Labeler-Micro-Engineering-Cairo-Egypt?o=27&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
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      "not selected done\n",
      "https://wuzzuf.net/jobs/p/DH9EDOqivogn-Artificial-Intelligence-AI-Engineer-Riyadh-Saudi-Arabia?o=28&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
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      "https://wuzzuf.net/jobs/p/05lt0ngOGaBW-Business-Analyst-Streams-Giza-Egypt?o=29&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
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      "not selected done\n",
      "https://wuzzuf.net/jobs/p/4yZylKxIEYZb-Senior-Python-Django-Developer-RDI-Giza-Egypt?o=30&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
      "title done\n",
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      "location done\n",
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      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/UgmGJrgTlj3j-Microsoft-CRM-Developer-Perfect-Presentation-Giza-Egypt?o=31&l=sp&t=sj&a=machine learning|search-v3\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
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      "date_posted done\n",
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      "not selected done\n",
      "https://wuzzuf.net/jobs/p/qYW54OyBPWgd-Junior-Innovation-Hub-Engineer-Nile-University-Giza-Egypt?o=32&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
      "title done\n",
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      "company_name done\n",
      "location done\n",
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      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/tnGaZ4tOLsAU-Computer-Vision-Engineer-Edentech-Cairo-Egypt?o=33&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
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      "applicants done\n",
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      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/egXP5qBhk2WO-Senior-Data-Engineer-Edentech-Cairo-Egypt?o=34&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/Unfr3QORYOo9-Product-Manager-Fab-Minds-Cairo-Egypt?o=35&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
      "title done\n",
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      "company_name done\n",
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      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/X1RY331ukvMk-Senior-Python-Developer-FlairsTech-Cairo-Egypt?o=36&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
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      "not selected done\n",
      "https://wuzzuf.net/jobs/p/iYqxXkiFejBm-Senior-Full-Stack-Instructor-PHP---Python-Cairo-Egypt?o=37&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
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      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/WFaoyAkdHXob-Application-Support-Engineer--Technical-Support-eBSEG-Cairo-Egypt?o=38&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
      "title done\n",
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      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
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      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/9WUq7yDaDqrB-Scrum-Master-RDI-Giza-Egypt?o=39&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
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      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/Kzjn4GoohKxb-Senior-Full-Stack-Developer-Khalifa-Foundation-Investment-Cairo-Egypt?o=40&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/Wp9NQ5zPKMO1-Senior-Full-Stack-Software-Engineer-RISEUP-Endemag-for-Administrative-Skills-Development-Giza-Egypt?o=41&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/N0X1T4nCYU1l-Front-End-Angular-Developer-RISEUP-Endemag-for-Administrative-Skills-Development-Giza-Egypt?o=42&l=sp&t=sj&a=machine learning|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "['https://wuzzuf.net/search/jobs/?q=machine%20learning&start=0', 'https://wuzzuf.net/search/jobs/?q=machine%20learning&start=1', 'https://wuzzuf.net/search/jobs/?q=machine%20learning&start=2']\n"
     ]
    }
   ],
   "source": [
    "w  = WUZZUF()\n",
    "data_machine_learning = w.get_job_details(job_name='machine learning',n_pages=3)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "6b5627e9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# data.pop('Logo')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "bf3c26f0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "job_title+  42\n",
      "company_name+  42\n",
      "location+  42\n",
      "duration+  42\n",
      "date_posted+  42\n",
      "Num_Applicants+  42\n",
      "Num_Views+  42\n",
      "Num_In_Consideration+  42\n",
      "Num_Not_Selected+  42\n",
      "skills_and_tools+  42\n",
      "salary+  42\n",
      "experience_needed+  42\n",
      "education_level+  42\n",
      "job_categories+  42\n",
      "career_level+  42\n",
      "job_description+  42\n",
      "job_requirements+  42\n",
      "job_link+  42\n",
      "Logo+  42\n"
     ]
    }
   ],
   "source": [
    "for key,value in data_machine_learning.items():\n",
    "    print(f'{key}+  {len(value)}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "5edc4a59",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_machine_learning = pd.DataFrame(data_machine_learning)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "deec0c41",
   "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>job_title</th>\n",
       "      <th>company_name</th>\n",
       "      <th>location</th>\n",
       "      <th>duration</th>\n",
       "      <th>date_posted</th>\n",
       "      <th>Num_Applicants</th>\n",
       "      <th>Num_Views</th>\n",
       "      <th>Num_In_Consideration</th>\n",
       "      <th>Num_Not_Selected</th>\n",
       "      <th>skills_and_tools</th>\n",
       "      <th>salary</th>\n",
       "      <th>experience_needed</th>\n",
       "      <th>education_level</th>\n",
       "      <th>job_categories</th>\n",
       "      <th>career_level</th>\n",
       "      <th>job_description</th>\n",
       "      <th>job_requirements</th>\n",
       "      <th>job_link</th>\n",
       "      <th>Logo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Senior/Mid Senior Deep Learning Engineer</td>\n",
       "      <td>Confidential Company</td>\n",
       "      <td>Mokattam, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>35</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>20000 To 30000 EGP Per Month</td>\n",
       "      <td>More Than 4 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Reviewing, replicating, and mapping research ...</td>\n",
       "      <td>[Completed Master’s degree or higher in Artifi...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/5NFxSMKMH5K0-SeniorM...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ML Engineer - Recommendation System</td>\n",
       "      <td>TensorGraph</td>\n",
       "      <td>Maadi, Cairo</td>\n",
       "      <td>Part Time,Freelance / Project</td>\n",
       "      <td>5 days ago</td>\n",
       "      <td>64</td>\n",
       "      <td>27</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>More Than 1 Year</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[TensorGraph is looking for an “ML Engineer - ...</td>\n",
       "      <td>[BA in Computer Science and similar fields, ha...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/bevYQMKRLEmI-ML-Engi...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Internship - Graduates</td>\n",
       "      <td>Trufla</td>\n",
       "      <td>Heliopolis, Cairo</td>\n",
       "      <td>Internship</td>\n",
       "      <td>12 days ago</td>\n",
       "      <td>1,398</td>\n",
       "      <td>59</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Paid</td>\n",
       "      <td>Not Specified</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[Think insurance is boring? Think again. , Tru...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://wuzzuf.net/internship/zF1Yie2Xk7e0-Int...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Confidential Company</td>\n",
       "      <td>Riyadh, Saudi Arabia</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>19 days ago</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>2 To 4 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Selecting features, building, and optimizing ...</td>\n",
       "      <td>[Strong applied mathematical and statistical s...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/OjuPwsoJjnOC-Data-Sc...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Senior Data Scientist</td>\n",
       "      <td>BBI-Consultancy</td>\n",
       "      <td>Nasr City, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>3 To 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Identify valuable data sources and automate c...</td>\n",
       "      <td>[BSc/BA in Computer Science, Engineering or re...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/jX5wf4UC6hGY-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Data Science Instructor</td>\n",
       "      <td>EpsilonAI</td>\n",
       "      <td>Nasr City, Cairo</td>\n",
       "      <td>Full Time,Part Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>105</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Confidential, Commissions And Bonuses</td>\n",
       "      <td>More Than 1 Year</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[Epsilon AI Institute is hiring Data Science i...</td>\n",
       "      <td>[Expert level in Python including Numpy, Panda...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/6EdqURmRczoK-Data-Sc...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Seoudi Supermarket</td>\n",
       "      <td>Sheikh Zayed, Giza</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>136</td>\n",
       "      <td>118</td>\n",
       "      <td>31</td>\n",
       "      <td>87</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>1 To 4 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[Analyze raw data: assessing quality, cleansin...</td>\n",
       "      <td>[Bachelor's degree or equivalent experience in...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/yvKLvGcoRMNa-Data-Sc...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Senior Data Engineer</td>\n",
       "      <td>Worex</td>\n",
       "      <td>Maadi, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>14</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>3 To 5 Years</td>\n",
       "      <td>Not Specified</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[New data integrations, DataOps, troubleshooti...</td>\n",
       "      <td>[Results-oriented, determined and having a sel...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/eDPM1YPgMI8J-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Mechanical Production Engineer</td>\n",
       "      <td>ATA Electronics</td>\n",
       "      <td>6th of October, Giza</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>15 days ago</td>\n",
       "      <td>348</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Manufacturing/Production,Engineering - Mechani...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>0 To 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Manufacturing/Production,Engineering - Mechani...</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[Responsible for achieving production plan for...</td>\n",
       "      <td>[Experience 0 - to 5 years in metal forming an...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/Ocp9ctsm8O5m-Mechani...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Mechanical Engineer ( Production )</td>\n",
       "      <td>Eagle Chemicals</td>\n",
       "      <td>6th of October, Giza</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>18 days ago</td>\n",
       "      <td>388</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>Manufacturing/Production,Engineering - Mechani...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>1 To 3 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Manufacturing/Production,Engineering - Mechani...</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[Perform overall quality control of the work (...</td>\n",
       "      <td>[Bachelor’s degree in mechanical engineering.,...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/tI3n0rbWBYEM-Mechani...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Software Architect</td>\n",
       "      <td>Bypa-ss</td>\n",
       "      <td>Maadi, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>2 months ago</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Installation/Maintenance/Repair,IT/Software De...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>More Than 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Installation/Maintenance/Repair,IT/Software De...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[We are looking for an experienced Software Ar...</td>\n",
       "      <td>[BS/MS degree in Computer Science, Engineering...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/sbH6OIDe83Fe-Softwar...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Java Technical Lead</td>\n",
       "      <td>Bypa-ss</td>\n",
       "      <td>Maadi, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>2 months ago</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Installation/Maintenance/Repair,IT/Software De...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>More Than 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Installation/Maintenance/Repair,IT/Software De...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[We are searching for an innovative technical ...</td>\n",
       "      <td>[BS/MS degree in Computer Science, Engineering...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/lct0CYHZlnLd-Java-Te...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Research Software Development Engineer</td>\n",
       "      <td>TensorGraph</td>\n",
       "      <td>Maadi, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>6 days ago</td>\n",
       "      <td>19</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>2 To 4 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[TensorGraph AI is looking for \"Research Softw...</td>\n",
       "      <td>[Bachelor's degree in Computer Science or a re...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/u3KP1NfDlo6Z-Researc...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Mechanical Engineer</td>\n",
       "      <td>RITEC</td>\n",
       "      <td>Maadi, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>2 months ago</td>\n",
       "      <td>494</td>\n",
       "      <td>124</td>\n",
       "      <td>84</td>\n",
       "      <td>37</td>\n",
       "      <td>Engineering - Mechanical/Electrical,Mechanical...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>0 To 3 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Engineering - Mechanical/Electrical</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[Job Summary :, This is an entry level mechani...</td>\n",
       "      <td>[Bachelor degree in Mechanical Engineering., F...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/2xj68EOmEXvg-Mechani...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Senior Data Scientist</td>\n",
       "      <td>Fixed Solutions</td>\n",
       "      <td>Sheraton, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>23 days ago</td>\n",
       "      <td>31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>More Than 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[ Design and Develop analytical insights based...</td>\n",
       "      <td>[Required Years of experience: 5+ years of exp...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/PVAeMhWwvA6Q-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Pre Sales Engineer</td>\n",
       "      <td>RDI</td>\n",
       "      <td>Dokki, Giza</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>12 days ago</td>\n",
       "      <td>15</td>\n",
       "      <td>14</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Sales/Retail,Engineeri...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>More Than 2 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Sales/Retail,Engineeri...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Engaging with customers, capturing requiremen...</td>\n",
       "      <td>[Bachelors degree of Engineering/computer scie...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/Z7syrM0pS3E4-Pre-Sal...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Production Engineer - Plastic Field</td>\n",
       "      <td>Red Sea Pipes</td>\n",
       "      <td>6th of October, Giza</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>7 days ago</td>\n",
       "      <td>96</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Manufacturing/Production,Engineering - Mechani...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>More Than 3 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Manufacturing/Production,Engineering - Mechani...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Job summary:, Study the production capacity o...</td>\n",
       "      <td>[Required educational level: Bachelor (Enginee...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/I43q2rsNxBqj-Product...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Data Scientist “Mathematics/Physics”</td>\n",
       "      <td>Dafa</td>\n",
       "      <td>Cairo, Egypt</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>6 days ago</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>7 To 10 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[We are looking for someone with 7-10 years of...</td>\n",
       "      <td>[Requirements , Strong problem solving skills ...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/bRZ7uIbexSQa-Data-Sc...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Senior C++ Software Developer</td>\n",
       "      <td>Luxoft (A DXC Technology Company)</td>\n",
       "      <td>Cairo, Egypt</td>\n",
       "      <td>Full Time,Work From Home</td>\n",
       "      <td>15 days ago</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>6 To 20 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Luxoft is one of the major software services ...</td>\n",
       "      <td>[Must have, Academic degree in computer scienc...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/oguf9nA5ux2T-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Data Engineer</td>\n",
       "      <td>Cilantro</td>\n",
       "      <td>Maadi, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>23 days ago</td>\n",
       "      <td>74</td>\n",
       "      <td>70</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>1 To 3 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[ETL maintenance for data freshness and maximu...</td>\n",
       "      <td>[Qualifications, We’re looking for gritty tech...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/Vd4JAvFk3kzv-Data-En...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Pre Sales Engineer</td>\n",
       "      <td>BBI-Consultancy</td>\n",
       "      <td>Nasr City, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>2 days ago</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>4 To 6 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Technical Consultancy., New Technology Explor...</td>\n",
       "      <td>[Technical Hands-on experience of more than 3 ...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/u1urm1uxMT3j-Pre-Sal...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Senior Full Stack Developer</td>\n",
       "      <td>Fotopia</td>\n",
       "      <td>Heliopolis, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>19 days ago</td>\n",
       "      <td>14</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>5 To 10 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[We are growing and if you believe you have th...</td>\n",
       "      <td>[Bachelor’s degree in computer science or comp...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/pGDmZqGrStaN-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Application Support Engineer</td>\n",
       "      <td>Caelum Egypt</td>\n",
       "      <td>Dokki, Giza</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>4 days ago</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>1 To 3 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[Provide 1st &amp; eventually 2nd level (after goo...</td>\n",
       "      <td>[Bachelor degree in Software/Computer Engineer...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/KUwPA59hbawv-Applica...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Odoo Developer &amp; Pre-Sales Specialist</td>\n",
       "      <td>Elitbuzz</td>\n",
       "      <td>Maadi, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>21 days ago</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>15000 To 18000 EGP Per Month, Pre Sales Commis...</td>\n",
       "      <td>More Than 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Implement Odoo ERP for different client verti...</td>\n",
       "      <td>[Bachelor/Master Degree in computer science or...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/n5RwrIqBcIRZ-Odoo-De...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Production Engineer - Rodniture Furniture</td>\n",
       "      <td>Metal &amp; Steel Innovation</td>\n",
       "      <td>Cairo, Egypt</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>13 days ago</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>14</td>\n",
       "      <td>22</td>\n",
       "      <td>Engineering - Construction/Civil/Architecture,...</td>\n",
       "      <td>Confidential, Profit Share + Bonus</td>\n",
       "      <td>2 To 4 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Engineering - Construction/Civil/Architecture,...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[The applicant must have meaningful experience...</td>\n",
       "      <td>[Bachelor degree from a reputable university, ...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/YM6dYzQJuptV-Product...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Sales Engineer</td>\n",
       "      <td>IBIS SUPPLIES</td>\n",
       "      <td>New Cairo, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>27 days ago</td>\n",
       "      <td>33</td>\n",
       "      <td>22</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Engineering - Construction/Civil/Architecture,...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>3 To 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Engineering - Construction/Civil/Architecture,...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Main Goal , Creating new accounts of customer...</td>\n",
       "      <td>[Preferred Airports equipment’s and systems ex...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/OGmIKXvVKaKO-Sales-E...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Data Labeler</td>\n",
       "      <td>Micro Engineering</td>\n",
       "      <td>Heliopolis, Cairo</td>\n",
       "      <td>Full Time,Shift Based</td>\n",
       "      <td>2 days ago</td>\n",
       "      <td>44</td>\n",
       "      <td>16</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>R&amp;D/Science,IT/Software Development,data label...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>0 To 1 Year</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>R&amp;D/Science,IT/Software Development</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[The Data Labeler/annotator role is an entry-l...</td>\n",
       "      <td>[Required Skills:, Detail oriented and can fol...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/uMrqG5Nup6vp-Data-La...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Artificial Intelligence (AI) Engineer</td>\n",
       "      <td>Confidential Company</td>\n",
       "      <td>Riyadh, Saudi Arabia</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>19 days ago</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>2 To 4 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Develops required machine learning models or ...</td>\n",
       "      <td>[BA/BS degree in computer science or related d...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/DH9EDOqivogn-Artific...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Business Analyst</td>\n",
       "      <td>Streams</td>\n",
       "      <td>Dokki, Giza</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>47</td>\n",
       "      <td>16</td>\n",
       "      <td>9</td>\n",
       "      <td>16</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Analy...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>More Than 4 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Analyst/Research</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Prepares detailed analysis documents with def...</td>\n",
       "      <td>[Bachelor’s Degree in Computer Science, 4+ yea...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/05lt0ngOGaBW-Busines...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Senior Python / Django Developer</td>\n",
       "      <td>RDI</td>\n",
       "      <td>Dokki, Giza</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>20 days ago</td>\n",
       "      <td>37</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>More Than 2 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[RDI is looking for a design-minded Python / D...</td>\n",
       "      <td>[Requirements:, 2+ years of on-the-job softwar...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/4yZylKxIEYZb-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Microsoft CRM Developer</td>\n",
       "      <td>Perfect Presentation</td>\n",
       "      <td>6th of October, Giza</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>24 days ago</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>More Than 3 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Writing and documenting the technical specifi...</td>\n",
       "      <td>[Skills, Minimum of 3 years of experience in s...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/UgmGJrgTlj3j-Microso...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Junior Innovation Hub Engineer</td>\n",
       "      <td>Nile University</td>\n",
       "      <td>6th of October, Giza</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>192</td>\n",
       "      <td>68</td>\n",
       "      <td>22</td>\n",
       "      <td>37</td>\n",
       "      <td>Engineering - Mechanical/Electrical,Engineerin...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>0 To 2 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Engineering - Mechanical/Electrical</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[Assist lab visitors with technical support., ...</td>\n",
       "      <td>[Bachelors degree in Electronics, Communicatio...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/qYW54OyBPWgd-Junior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Computer Vision Engineer</td>\n",
       "      <td>Edentech</td>\n",
       "      <td>Cairo, Egypt</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>84</td>\n",
       "      <td>23</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>4 To 9 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Responsibilities:, Maintain our computer visi...</td>\n",
       "      <td>[Requirements:, Bachelor's degree in the areas...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/tnGaZ4tOLsAU-Compute...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Senior Data Engineer</td>\n",
       "      <td>Edentech</td>\n",
       "      <td>Cairo, Egypt</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>18</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>5 To 12 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[About the Role, We address Data at Eden tech ...</td>\n",
       "      <td>[Results-oriented, determined and having a sel...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/egXP5qBhk2WO-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Product Manager</td>\n",
       "      <td>Fab-Minds</td>\n",
       "      <td>Sheraton, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Business Development,Operations/Management,Man...</td>\n",
       "      <td>Confidential, We Offer Very Competitive Packages</td>\n",
       "      <td>More Than 2 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Business Development,Operations/Management,Man...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Job Description:, Fab-Minds is looking for a ...</td>\n",
       "      <td>[Bachelor’s degree in Computer Science or othe...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/Unfr3QORYOo9-Product...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Senior Python Developer</td>\n",
       "      <td>FlairsTech</td>\n",
       "      <td>Maadi, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>3 To 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Propel your journey!, Do you want to work in ...</td>\n",
       "      <td>[Requirements:, Bachelors degree in Software E...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/X1RY331ukvMk-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Senior Full Stack Instructor (PHP - Python)</td>\n",
       "      <td>Confidential Company</td>\n",
       "      <td>Cairo, Egypt</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>6 To 7 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Supervise, educate and support students to he...</td>\n",
       "      <td>[University degree in Computer Science, Softwa...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/iYqxXkiFejBm-Senior-...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Application Support Engineer -Technical Support</td>\n",
       "      <td>eBSEG</td>\n",
       "      <td>Maadi, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>2 months ago</td>\n",
       "      <td>33</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Installation/Maintenance/Repair,IT/Software De...</td>\n",
       "      <td>35000 To 38000 EGP Per Month, Salary Includes ...</td>\n",
       "      <td>3 To 4 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Installation/Maintenance/Repair,IT/Software De...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[You will be responsible for providing applica...</td>\n",
       "      <td>[University degree in Software/Computer Engine...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/WFaoyAkdHXob-Applica...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Scrum Master</td>\n",
       "      <td>RDI</td>\n",
       "      <td>Dokki, Giza</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>2 months ago</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Project/Program Manage...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>More Than 3 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Project/Program Manage...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Guides teams to a culture of focus, improving...</td>\n",
       "      <td>[3+ years of relevant experience in Agile deve...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/9WUq7yDaDqrB-Scrum-M...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Senior Full Stack Developer</td>\n",
       "      <td>Khalifa Foundation Investment</td>\n",
       "      <td>Cairo, Egypt</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>2 months ago</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>More Than 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Designing, building, and maintaining Websites...</td>\n",
       "      <td>[Fair knowledge of Phyton, AI, machine learnin...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/Kzjn4GoohKxb-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Senior Full-Stack Software Engineer</td>\n",
       "      <td>RISEUP (Endemag for Administrative Skills Deve...</td>\n",
       "      <td>Sheikh Zayed, Giza</td>\n",
       "      <td>Work From Home</td>\n",
       "      <td>2 months ago</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>More Than 3 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Join our founding team and help us revolution...</td>\n",
       "      <td>[Qualifications:, 3+ years working with Angula...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/Wp9NQ5zPKMO1-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Front End Angular Developer</td>\n",
       "      <td>RISEUP (Endemag for Administrative Skills Deve...</td>\n",
       "      <td>Sheikh Zayed, Giza</td>\n",
       "      <td>Work From Home</td>\n",
       "      <td>2 months ago</td>\n",
       "      <td>52</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>More Than 3 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Job Summary:, Join our founding team and help...</td>\n",
       "      <td>[Qualifications:, Fluency in English, 3+ years...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/N0X1T4nCYU1l-Front-E...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          job_title  \\\n",
       "0          Senior/Mid Senior Deep Learning Engineer   \n",
       "1               ML Engineer - Recommendation System   \n",
       "2                            Internship - Graduates   \n",
       "3                                    Data Scientist   \n",
       "4                             Senior Data Scientist   \n",
       "5                           Data Science Instructor   \n",
       "6                                    Data Scientist   \n",
       "7                              Senior Data Engineer   \n",
       "8                    Mechanical Production Engineer   \n",
       "9                Mechanical Engineer ( Production )   \n",
       "10                               Software Architect   \n",
       "11                              Java Technical Lead   \n",
       "12           Research Software Development Engineer   \n",
       "13                              Mechanical Engineer   \n",
       "14                            Senior Data Scientist   \n",
       "15                               Pre Sales Engineer   \n",
       "16              Production Engineer - Plastic Field   \n",
       "17             Data Scientist “Mathematics/Physics”   \n",
       "18                    Senior C++ Software Developer   \n",
       "19                                    Data Engineer   \n",
       "20                               Pre Sales Engineer   \n",
       "21                      Senior Full Stack Developer   \n",
       "22                     Application Support Engineer   \n",
       "23            Odoo Developer & Pre-Sales Specialist   \n",
       "24        Production Engineer - Rodniture Furniture   \n",
       "25                                   Sales Engineer   \n",
       "26                                     Data Labeler   \n",
       "27            Artificial Intelligence (AI) Engineer   \n",
       "28                                 Business Analyst   \n",
       "29                 Senior Python / Django Developer   \n",
       "30                          Microsoft CRM Developer   \n",
       "31                   Junior Innovation Hub Engineer   \n",
       "32                         Computer Vision Engineer   \n",
       "33                             Senior Data Engineer   \n",
       "34                                  Product Manager   \n",
       "35                          Senior Python Developer   \n",
       "36      Senior Full Stack Instructor (PHP - Python)   \n",
       "37  Application Support Engineer -Technical Support   \n",
       "38                                     Scrum Master   \n",
       "39                      Senior Full Stack Developer   \n",
       "40              Senior Full-Stack Software Engineer   \n",
       "41                      Front End Angular Developer   \n",
       "\n",
       "                                         company_name              location  \\\n",
       "0                                Confidential Company       Mokattam, Cairo   \n",
       "1                                         TensorGraph          Maadi, Cairo   \n",
       "2                                              Trufla     Heliopolis, Cairo   \n",
       "3                                Confidential Company  Riyadh, Saudi Arabia   \n",
       "4                                     BBI-Consultancy      Nasr City, Cairo   \n",
       "5                                           EpsilonAI      Nasr City, Cairo   \n",
       "6                                  Seoudi Supermarket    Sheikh Zayed, Giza   \n",
       "7                                               Worex          Maadi, Cairo   \n",
       "8                                     ATA Electronics  6th of October, Giza   \n",
       "9                                     Eagle Chemicals  6th of October, Giza   \n",
       "10                                            Bypa-ss          Maadi, Cairo   \n",
       "11                                            Bypa-ss          Maadi, Cairo   \n",
       "12                                        TensorGraph          Maadi, Cairo   \n",
       "13                                              RITEC          Maadi, Cairo   \n",
       "14                                    Fixed Solutions       Sheraton, Cairo   \n",
       "15                                                RDI           Dokki, Giza   \n",
       "16                                      Red Sea Pipes  6th of October, Giza   \n",
       "17                                               Dafa          Cairo, Egypt   \n",
       "18                  Luxoft (A DXC Technology Company)          Cairo, Egypt   \n",
       "19                                           Cilantro          Maadi, Cairo   \n",
       "20                                    BBI-Consultancy      Nasr City, Cairo   \n",
       "21                                            Fotopia     Heliopolis, Cairo   \n",
       "22                                       Caelum Egypt           Dokki, Giza   \n",
       "23                                           Elitbuzz          Maadi, Cairo   \n",
       "24                           Metal & Steel Innovation          Cairo, Egypt   \n",
       "25                                      IBIS SUPPLIES      New Cairo, Cairo   \n",
       "26                                  Micro Engineering     Heliopolis, Cairo   \n",
       "27                               Confidential Company  Riyadh, Saudi Arabia   \n",
       "28                                            Streams           Dokki, Giza   \n",
       "29                                                RDI           Dokki, Giza   \n",
       "30                               Perfect Presentation  6th of October, Giza   \n",
       "31                                    Nile University  6th of October, Giza   \n",
       "32                                           Edentech          Cairo, Egypt   \n",
       "33                                           Edentech          Cairo, Egypt   \n",
       "34                                          Fab-Minds       Sheraton, Cairo   \n",
       "35                                         FlairsTech          Maadi, Cairo   \n",
       "36                               Confidential Company          Cairo, Egypt   \n",
       "37                                              eBSEG          Maadi, Cairo   \n",
       "38                                                RDI           Dokki, Giza   \n",
       "39                      Khalifa Foundation Investment          Cairo, Egypt   \n",
       "40  RISEUP (Endemag for Administrative Skills Deve...    Sheikh Zayed, Giza   \n",
       "41  RISEUP (Endemag for Administrative Skills Deve...    Sheikh Zayed, Giza   \n",
       "\n",
       "                         duration   date_posted Num_Applicants Num_Views  \\\n",
       "0                       Full Time   1 month ago             35         8   \n",
       "1   Part Time,Freelance / Project    5 days ago             64        27   \n",
       "2                      Internship   12 days ago          1,398        59   \n",
       "3                       Full Time   19 days ago             40         0   \n",
       "4                       Full Time   1 month ago             47         0   \n",
       "5             Full Time,Part Time   1 month ago            105        26   \n",
       "6                       Full Time   1 month ago            136       118   \n",
       "7                       Full Time   1 month ago             14         4   \n",
       "8                       Full Time   15 days ago            348        20   \n",
       "9                       Full Time   18 days ago            388        11   \n",
       "10                      Full Time  2 months ago              7         7   \n",
       "11                      Full Time  2 months ago              5         5   \n",
       "12                      Full Time    6 days ago             19        10   \n",
       "13                      Full Time  2 months ago            494       124   \n",
       "14                      Full Time   23 days ago             31       NaN   \n",
       "15                      Full Time   12 days ago             15        14   \n",
       "16                      Full Time    7 days ago             96        20   \n",
       "17                      Full Time    6 days ago             10         0   \n",
       "18       Full Time,Work From Home   15 days ago              6         0   \n",
       "19                      Full Time   23 days ago             74        70   \n",
       "20                      Full Time    2 days ago              0       NaN   \n",
       "21                      Full Time   19 days ago             14         5   \n",
       "22                      Full Time    4 days ago             19         0   \n",
       "23                      Full Time   21 days ago              9         1   \n",
       "24                      Full Time   13 days ago             37        37   \n",
       "25                      Full Time   27 days ago             33        22   \n",
       "26          Full Time,Shift Based    2 days ago             44        16   \n",
       "27                      Full Time   19 days ago             22         0   \n",
       "28                      Full Time   1 month ago             47        16   \n",
       "29                      Full Time   20 days ago             37        20   \n",
       "30                      Full Time   24 days ago             11         0   \n",
       "31                      Full Time   1 month ago            192        68   \n",
       "32                      Full Time   1 month ago             84        23   \n",
       "33                      Full Time   1 month ago             18         6   \n",
       "34                      Full Time   1 month ago             21         1   \n",
       "35                      Full Time   1 month ago              6         0   \n",
       "36                      Full Time   1 month ago             13        11   \n",
       "37                      Full Time  2 months ago             33        10   \n",
       "38                      Full Time  2 months ago             46         0   \n",
       "39                      Full Time  2 months ago             12         3   \n",
       "40                 Work From Home  2 months ago             14         0   \n",
       "41                 Work From Home  2 months ago             52         0   \n",
       "\n",
       "   Num_In_Consideration Num_Not_Selected  \\\n",
       "0                     0                0   \n",
       "1                     9                3   \n",
       "2                     2                9   \n",
       "3                     0                0   \n",
       "4                     0                0   \n",
       "5                     0                0   \n",
       "6                    31               87   \n",
       "7                     2                0   \n",
       "8                     0                0   \n",
       "9                     1                6   \n",
       "10                    0                0   \n",
       "11                    0                0   \n",
       "12                    1                1   \n",
       "13                   84               37   \n",
       "14                  NaN              NaN   \n",
       "15                    4                0   \n",
       "16                    1                2   \n",
       "17                    0                0   \n",
       "18                    0                0   \n",
       "19                    0               25   \n",
       "20                  NaN              NaN   \n",
       "21                    0                0   \n",
       "22                    0                0   \n",
       "23                    0                1   \n",
       "24                   14               22   \n",
       "25                    4                0   \n",
       "26                    5                5   \n",
       "27                    0                0   \n",
       "28                    9               16   \n",
       "29                    2                7   \n",
       "30                    0                0   \n",
       "31                   22               37   \n",
       "32                    9                0   \n",
       "33                    2                0   \n",
       "34                    0                0   \n",
       "35                    0                0   \n",
       "36                    8                1   \n",
       "37                    3                1   \n",
       "38                    0                0   \n",
       "39                    0                0   \n",
       "40                    0                0   \n",
       "41                    0                0   \n",
       "\n",
       "                                     skills_and_tools  \\\n",
       "0   IT/Software Development,Engineering - Telecom/...   \n",
       "1   IT/Software Development,Engineering - Telecom/...   \n",
       "2   IT/Software Development,Engineering - Telecom/...   \n",
       "3   IT/Software Development,Analyst/Research,Engin...   \n",
       "4   IT/Software Development,Analyst/Research,Engin...   \n",
       "5   IT/Software Development,Engineering - Telecom/...   \n",
       "6   IT/Software Development,Analyst/Research,Engin...   \n",
       "7   IT/Software Development,Engineering - Telecom/...   \n",
       "8   Manufacturing/Production,Engineering - Mechani...   \n",
       "9   Manufacturing/Production,Engineering - Mechani...   \n",
       "10  Installation/Maintenance/Repair,IT/Software De...   \n",
       "11  Installation/Maintenance/Repair,IT/Software De...   \n",
       "12  IT/Software Development,Analyst/Research,Engin...   \n",
       "13  Engineering - Mechanical/Electrical,Mechanical...   \n",
       "14  IT/Software Development,Engineering - Telecom/...   \n",
       "15  IT/Software Development,Sales/Retail,Engineeri...   \n",
       "16  Manufacturing/Production,Engineering - Mechani...   \n",
       "17  IT/Software Development,Engineering - Telecom/...   \n",
       "18  IT/Software Development,Engineering - Telecom/...   \n",
       "19  IT/Software Development,Analyst/Research,Engin...   \n",
       "20  IT/Software Development,Engineering - Telecom/...   \n",
       "21  IT/Software Development,Engineering - Telecom/...   \n",
       "22  IT/Software Development,Engineering - Telecom/...   \n",
       "23  IT/Software Development,Engineering - Telecom/...   \n",
       "24  Engineering - Construction/Civil/Architecture,...   \n",
       "25  Engineering - Construction/Civil/Architecture,...   \n",
       "26  R&D/Science,IT/Software Development,data label...   \n",
       "27  IT/Software Development,Analyst/Research,Engin...   \n",
       "28  IT/Software Development,Analyst/Research,Analy...   \n",
       "29  IT/Software Development,Engineering - Telecom/...   \n",
       "30  IT/Software Development,Engineering - Telecom/...   \n",
       "31  Engineering - Mechanical/Electrical,Engineerin...   \n",
       "32  IT/Software Development,Analyst/Research,Engin...   \n",
       "33  IT/Software Development,Engineering - Telecom/...   \n",
       "34  Business Development,Operations/Management,Man...   \n",
       "35  IT/Software Development,Engineering - Telecom/...   \n",
       "36  IT/Software Development,Engineering - Telecom/...   \n",
       "37  Installation/Maintenance/Repair,IT/Software De...   \n",
       "38  IT/Software Development,Project/Program Manage...   \n",
       "39  IT/Software Development,Engineering - Telecom/...   \n",
       "40  IT/Software Development,Engineering - Telecom/...   \n",
       "41  IT/Software Development,Engineering - Telecom/...   \n",
       "\n",
       "                                               salary  experience_needed  \\\n",
       "0                        20000 To 30000 EGP Per Month  More Than 4 Years   \n",
       "1                                        Confidential   More Than 1 Year   \n",
       "2                                                Paid      Not Specified   \n",
       "3                                        Confidential       2 To 4 Years   \n",
       "4                                        Confidential       3 To 5 Years   \n",
       "5               Confidential, Commissions And Bonuses   More Than 1 Year   \n",
       "6                                        Confidential       1 To 4 Years   \n",
       "7                                        Confidential       3 To 5 Years   \n",
       "8                                        Confidential       0 To 5 Years   \n",
       "9                                        Confidential       1 To 3 Years   \n",
       "10                                       Confidential  More Than 5 Years   \n",
       "11                                       Confidential  More Than 5 Years   \n",
       "12                                       Confidential       2 To 4 Years   \n",
       "13                                       Confidential       0 To 3 Years   \n",
       "14                                       Confidential  More Than 5 Years   \n",
       "15                                       Confidential  More Than 2 Years   \n",
       "16                                       Confidential  More Than 3 Years   \n",
       "17                                       Confidential      7 To 10 Years   \n",
       "18                                       Confidential      6 To 20 Years   \n",
       "19                                       Confidential       1 To 3 Years   \n",
       "20                                       Confidential       4 To 6 Years   \n",
       "21                                       Confidential      5 To 10 Years   \n",
       "22                                       Confidential       1 To 3 Years   \n",
       "23  15000 To 18000 EGP Per Month, Pre Sales Commis...  More Than 5 Years   \n",
       "24                 Confidential, Profit Share + Bonus       2 To 4 Years   \n",
       "25                                       Confidential       3 To 5 Years   \n",
       "26                                       Confidential        0 To 1 Year   \n",
       "27                                       Confidential       2 To 4 Years   \n",
       "28                                       Confidential  More Than 4 Years   \n",
       "29                                       Confidential  More Than 2 Years   \n",
       "30                                       Confidential  More Than 3 Years   \n",
       "31                                       Confidential       0 To 2 Years   \n",
       "32                                       Confidential       4 To 9 Years   \n",
       "33                                       Confidential      5 To 12 Years   \n",
       "34   Confidential, We Offer Very Competitive Packages  More Than 2 Years   \n",
       "35                                       Confidential       3 To 5 Years   \n",
       "36                                       Confidential       6 To 7 Years   \n",
       "37  35000 To 38000 EGP Per Month, Salary Includes ...       3 To 4 Years   \n",
       "38                                       Confidential  More Than 3 Years   \n",
       "39                                       Confidential  More Than 5 Years   \n",
       "40                                       Confidential  More Than 3 Years   \n",
       "41                                       Confidential  More Than 3 Years   \n",
       "\n",
       "      education_level                                     job_categories  \\\n",
       "0   Bachelor'S Degree  IT/Software Development,Engineering - Telecom/...   \n",
       "1   Bachelor'S Degree  IT/Software Development,Engineering - Telecom/...   \n",
       "2   Bachelor'S Degree  IT/Software Development,Engineering - Telecom/...   \n",
       "3   Bachelor'S Degree  IT/Software Development,Analyst/Research,Engin...   \n",
       "4   Bachelor'S Degree  IT/Software Development,Analyst/Research,Engin...   \n",
       "5   Bachelor'S Degree  IT/Software Development,Engineering - Telecom/...   \n",
       "6   Bachelor'S Degree  IT/Software Development,Analyst/Research,Engin...   \n",
       "7       Not Specified  IT/Software Development,Engineering - Telecom/...   \n",
       "8   Bachelor'S Degree  Manufacturing/Production,Engineering - Mechani...   \n",
       "9   Bachelor'S Degree  Manufacturing/Production,Engineering - Mechani...   \n",
       "10  Bachelor'S Degree  Installation/Maintenance/Repair,IT/Software De...   \n",
       "11  Bachelor'S Degree  Installation/Maintenance/Repair,IT/Software De...   \n",
       "12  Bachelor'S Degree  IT/Software Development,Analyst/Research,Engin...   \n",
       "13  Bachelor'S Degree                Engineering - Mechanical/Electrical   \n",
       "14  Bachelor'S Degree  IT/Software Development,Engineering - Telecom/...   \n",
       "15  Bachelor'S Degree  IT/Software Development,Sales/Retail,Engineeri...   \n",
       "16  Bachelor'S Degree  Manufacturing/Production,Engineering - Mechani...   \n",
       "17  Bachelor'S Degree  IT/Software Development,Engineering - Telecom/...   \n",
       "18  Bachelor'S Degree  IT/Software Development,Engineering - Telecom/...   \n",
       "19  Bachelor'S Degree  IT/Software Development,Analyst/Research,Engin...   \n",
       "20  Bachelor'S Degree  IT/Software Development,Engineering - Telecom/...   \n",
       "21  Bachelor'S Degree  IT/Software Development,Engineering - Telecom/...   \n",
       "22  Bachelor'S Degree  IT/Software Development,Engineering - Telecom/...   \n",
       "23  Bachelor'S Degree  IT/Software Development,Engineering - Telecom/...   \n",
       "24  Bachelor'S Degree  Engineering - Construction/Civil/Architecture,...   \n",
       "25  Bachelor'S Degree  Engineering - Construction/Civil/Architecture,...   \n",
       "26  Bachelor'S Degree                R&D/Science,IT/Software Development   \n",
       "27  Bachelor'S Degree  IT/Software Development,Analyst/Research,Engin...   \n",
       "28  Bachelor'S Degree           IT/Software Development,Analyst/Research   \n",
       "29  Bachelor'S Degree  IT/Software Development,Engineering - Telecom/...   \n",
       "30  Bachelor'S Degree  IT/Software Development,Engineering - Telecom/...   \n",
       "31  Bachelor'S Degree                Engineering - Mechanical/Electrical   \n",
       "32  Bachelor'S Degree  IT/Software Development,Analyst/Research,Engin...   \n",
       "33  Bachelor'S Degree  IT/Software Development,Engineering - Telecom/...   \n",
       "34  Bachelor'S Degree  Business Development,Operations/Management,Man...   \n",
       "35  Bachelor'S Degree  IT/Software Development,Engineering - Telecom/...   \n",
       "36  Bachelor'S Degree  IT/Software Development,Engineering - Telecom/...   \n",
       "37  Bachelor'S Degree  Installation/Maintenance/Repair,IT/Software De...   \n",
       "38  Bachelor'S Degree  IT/Software Development,Project/Program Manage...   \n",
       "39  Bachelor'S Degree  IT/Software Development,Engineering - Telecom/...   \n",
       "40  Bachelor'S Degree  IT/Software Development,Engineering - Telecom/...   \n",
       "41  Bachelor'S Degree  IT/Software Development,Engineering - Telecom/...   \n",
       "\n",
       "                               career_level  \\\n",
       "0                 Experienced (Non-Manager)   \n",
       "1   Entry Level (Junior Level / Fresh Grad)   \n",
       "2   Entry Level (Junior Level / Fresh Grad)   \n",
       "3                 Experienced (Non-Manager)   \n",
       "4                 Experienced (Non-Manager)   \n",
       "5   Entry Level (Junior Level / Fresh Grad)   \n",
       "6   Entry Level (Junior Level / Fresh Grad)   \n",
       "7                 Experienced (Non-Manager)   \n",
       "8   Entry Level (Junior Level / Fresh Grad)   \n",
       "9   Entry Level (Junior Level / Fresh Grad)   \n",
       "10                Experienced (Non-Manager)   \n",
       "11                Experienced (Non-Manager)   \n",
       "12                Experienced (Non-Manager)   \n",
       "13  Entry Level (Junior Level / Fresh Grad)   \n",
       "14                Experienced (Non-Manager)   \n",
       "15                Experienced (Non-Manager)   \n",
       "16                Experienced (Non-Manager)   \n",
       "17                Experienced (Non-Manager)   \n",
       "18                Experienced (Non-Manager)   \n",
       "19  Entry Level (Junior Level / Fresh Grad)   \n",
       "20                Experienced (Non-Manager)   \n",
       "21                Experienced (Non-Manager)   \n",
       "22  Entry Level (Junior Level / Fresh Grad)   \n",
       "23                Experienced (Non-Manager)   \n",
       "24                Experienced (Non-Manager)   \n",
       "25                Experienced (Non-Manager)   \n",
       "26  Entry Level (Junior Level / Fresh Grad)   \n",
       "27                Experienced (Non-Manager)   \n",
       "28                Experienced (Non-Manager)   \n",
       "29                Experienced (Non-Manager)   \n",
       "30                Experienced (Non-Manager)   \n",
       "31  Entry Level (Junior Level / Fresh Grad)   \n",
       "32                Experienced (Non-Manager)   \n",
       "33                Experienced (Non-Manager)   \n",
       "34                Experienced (Non-Manager)   \n",
       "35                Experienced (Non-Manager)   \n",
       "36                Experienced (Non-Manager)   \n",
       "37                Experienced (Non-Manager)   \n",
       "38                Experienced (Non-Manager)   \n",
       "39                Experienced (Non-Manager)   \n",
       "40                Experienced (Non-Manager)   \n",
       "41                Experienced (Non-Manager)   \n",
       "\n",
       "                                      job_description  \\\n",
       "0   [Reviewing, replicating, and mapping research ...   \n",
       "1   [TensorGraph is looking for an “ML Engineer - ...   \n",
       "2   [Think insurance is boring? Think again. , Tru...   \n",
       "3   [Selecting features, building, and optimizing ...   \n",
       "4   [Identify valuable data sources and automate c...   \n",
       "5   [Epsilon AI Institute is hiring Data Science i...   \n",
       "6   [Analyze raw data: assessing quality, cleansin...   \n",
       "7   [New data integrations, DataOps, troubleshooti...   \n",
       "8   [Responsible for achieving production plan for...   \n",
       "9   [Perform overall quality control of the work (...   \n",
       "10  [We are looking for an experienced Software Ar...   \n",
       "11  [We are searching for an innovative technical ...   \n",
       "12  [TensorGraph AI is looking for \"Research Softw...   \n",
       "13  [Job Summary :, This is an entry level mechani...   \n",
       "14  [ Design and Develop analytical insights based...   \n",
       "15  [Engaging with customers, capturing requiremen...   \n",
       "16  [Job summary:, Study the production capacity o...   \n",
       "17  [We are looking for someone with 7-10 years of...   \n",
       "18  [Luxoft is one of the major software services ...   \n",
       "19  [ETL maintenance for data freshness and maximu...   \n",
       "20  [Technical Consultancy., New Technology Explor...   \n",
       "21  [We are growing and if you believe you have th...   \n",
       "22  [Provide 1st & eventually 2nd level (after goo...   \n",
       "23  [Implement Odoo ERP for different client verti...   \n",
       "24  [The applicant must have meaningful experience...   \n",
       "25  [Main Goal , Creating new accounts of customer...   \n",
       "26  [The Data Labeler/annotator role is an entry-l...   \n",
       "27  [Develops required machine learning models or ...   \n",
       "28  [Prepares detailed analysis documents with def...   \n",
       "29  [RDI is looking for a design-minded Python / D...   \n",
       "30  [Writing and documenting the technical specifi...   \n",
       "31  [Assist lab visitors with technical support., ...   \n",
       "32  [Responsibilities:, Maintain our computer visi...   \n",
       "33  [About the Role, We address Data at Eden tech ...   \n",
       "34  [Job Description:, Fab-Minds is looking for a ...   \n",
       "35  [Propel your journey!, Do you want to work in ...   \n",
       "36  [Supervise, educate and support students to he...   \n",
       "37  [You will be responsible for providing applica...   \n",
       "38  [Guides teams to a culture of focus, improving...   \n",
       "39  [Designing, building, and maintaining Websites...   \n",
       "40  [Join our founding team and help us revolution...   \n",
       "41  [Job Summary:, Join our founding team and help...   \n",
       "\n",
       "                                     job_requirements  \\\n",
       "0   [Completed Master’s degree or higher in Artifi...   \n",
       "1   [BA in Computer Science and similar fields, ha...   \n",
       "2                                                 NaN   \n",
       "3   [Strong applied mathematical and statistical s...   \n",
       "4   [BSc/BA in Computer Science, Engineering or re...   \n",
       "5   [Expert level in Python including Numpy, Panda...   \n",
       "6   [Bachelor's degree or equivalent experience in...   \n",
       "7   [Results-oriented, determined and having a sel...   \n",
       "8   [Experience 0 - to 5 years in metal forming an...   \n",
       "9   [Bachelor’s degree in mechanical engineering.,...   \n",
       "10  [BS/MS degree in Computer Science, Engineering...   \n",
       "11  [BS/MS degree in Computer Science, Engineering...   \n",
       "12  [Bachelor's degree in Computer Science or a re...   \n",
       "13  [Bachelor degree in Mechanical Engineering., F...   \n",
       "14  [Required Years of experience: 5+ years of exp...   \n",
       "15  [Bachelors degree of Engineering/computer scie...   \n",
       "16  [Required educational level: Bachelor (Enginee...   \n",
       "17  [Requirements , Strong problem solving skills ...   \n",
       "18  [Must have, Academic degree in computer scienc...   \n",
       "19  [Qualifications, We’re looking for gritty tech...   \n",
       "20  [Technical Hands-on experience of more than 3 ...   \n",
       "21  [Bachelor’s degree in computer science or comp...   \n",
       "22  [Bachelor degree in Software/Computer Engineer...   \n",
       "23  [Bachelor/Master Degree in computer science or...   \n",
       "24  [Bachelor degree from a reputable university, ...   \n",
       "25  [Preferred Airports equipment’s and systems ex...   \n",
       "26  [Required Skills:, Detail oriented and can fol...   \n",
       "27  [BA/BS degree in computer science or related d...   \n",
       "28  [Bachelor’s Degree in Computer Science, 4+ yea...   \n",
       "29  [Requirements:, 2+ years of on-the-job softwar...   \n",
       "30  [Skills, Minimum of 3 years of experience in s...   \n",
       "31  [Bachelors degree in Electronics, Communicatio...   \n",
       "32  [Requirements:, Bachelor's degree in the areas...   \n",
       "33  [Results-oriented, determined and having a sel...   \n",
       "34  [Bachelor’s degree in Computer Science or othe...   \n",
       "35  [Requirements:, Bachelors degree in Software E...   \n",
       "36  [University degree in Computer Science, Softwa...   \n",
       "37  [University degree in Software/Computer Engine...   \n",
       "38  [3+ years of relevant experience in Agile deve...   \n",
       "39  [Fair knowledge of Phyton, AI, machine learnin...   \n",
       "40  [Qualifications:, 3+ years working with Angula...   \n",
       "41  [Qualifications:, Fluency in English, 3+ years...   \n",
       "\n",
       "                                             job_link  \\\n",
       "0   https://wuzzuf.net/jobs/p/5NFxSMKMH5K0-SeniorM...   \n",
       "1   https://wuzzuf.net/jobs/p/bevYQMKRLEmI-ML-Engi...   \n",
       "2   https://wuzzuf.net/internship/zF1Yie2Xk7e0-Int...   \n",
       "3   https://wuzzuf.net/jobs/p/OjuPwsoJjnOC-Data-Sc...   \n",
       "4   https://wuzzuf.net/jobs/p/jX5wf4UC6hGY-Senior-...   \n",
       "5   https://wuzzuf.net/jobs/p/6EdqURmRczoK-Data-Sc...   \n",
       "6   https://wuzzuf.net/jobs/p/yvKLvGcoRMNa-Data-Sc...   \n",
       "7   https://wuzzuf.net/jobs/p/eDPM1YPgMI8J-Senior-...   \n",
       "8   https://wuzzuf.net/jobs/p/Ocp9ctsm8O5m-Mechani...   \n",
       "9   https://wuzzuf.net/jobs/p/tI3n0rbWBYEM-Mechani...   \n",
       "10  https://wuzzuf.net/jobs/p/sbH6OIDe83Fe-Softwar...   \n",
       "11  https://wuzzuf.net/jobs/p/lct0CYHZlnLd-Java-Te...   \n",
       "12  https://wuzzuf.net/jobs/p/u3KP1NfDlo6Z-Researc...   \n",
       "13  https://wuzzuf.net/jobs/p/2xj68EOmEXvg-Mechani...   \n",
       "14  https://wuzzuf.net/jobs/p/PVAeMhWwvA6Q-Senior-...   \n",
       "15  https://wuzzuf.net/jobs/p/Z7syrM0pS3E4-Pre-Sal...   \n",
       "16  https://wuzzuf.net/jobs/p/I43q2rsNxBqj-Product...   \n",
       "17  https://wuzzuf.net/jobs/p/bRZ7uIbexSQa-Data-Sc...   \n",
       "18  https://wuzzuf.net/jobs/p/oguf9nA5ux2T-Senior-...   \n",
       "19  https://wuzzuf.net/jobs/p/Vd4JAvFk3kzv-Data-En...   \n",
       "20  https://wuzzuf.net/jobs/p/u1urm1uxMT3j-Pre-Sal...   \n",
       "21  https://wuzzuf.net/jobs/p/pGDmZqGrStaN-Senior-...   \n",
       "22  https://wuzzuf.net/jobs/p/KUwPA59hbawv-Applica...   \n",
       "23  https://wuzzuf.net/jobs/p/n5RwrIqBcIRZ-Odoo-De...   \n",
       "24  https://wuzzuf.net/jobs/p/YM6dYzQJuptV-Product...   \n",
       "25  https://wuzzuf.net/jobs/p/OGmIKXvVKaKO-Sales-E...   \n",
       "26  https://wuzzuf.net/jobs/p/uMrqG5Nup6vp-Data-La...   \n",
       "27  https://wuzzuf.net/jobs/p/DH9EDOqivogn-Artific...   \n",
       "28  https://wuzzuf.net/jobs/p/05lt0ngOGaBW-Busines...   \n",
       "29  https://wuzzuf.net/jobs/p/4yZylKxIEYZb-Senior-...   \n",
       "30  https://wuzzuf.net/jobs/p/UgmGJrgTlj3j-Microso...   \n",
       "31  https://wuzzuf.net/jobs/p/qYW54OyBPWgd-Junior-...   \n",
       "32  https://wuzzuf.net/jobs/p/tnGaZ4tOLsAU-Compute...   \n",
       "33  https://wuzzuf.net/jobs/p/egXP5qBhk2WO-Senior-...   \n",
       "34  https://wuzzuf.net/jobs/p/Unfr3QORYOo9-Product...   \n",
       "35  https://wuzzuf.net/jobs/p/X1RY331ukvMk-Senior-...   \n",
       "36  https://wuzzuf.net/jobs/p/iYqxXkiFejBm-Senior-...   \n",
       "37  https://wuzzuf.net/jobs/p/WFaoyAkdHXob-Applica...   \n",
       "38  https://wuzzuf.net/jobs/p/9WUq7yDaDqrB-Scrum-M...   \n",
       "39  https://wuzzuf.net/jobs/p/Kzjn4GoohKxb-Senior-...   \n",
       "40  https://wuzzuf.net/jobs/p/Wp9NQ5zPKMO1-Senior-...   \n",
       "41  https://wuzzuf.net/jobs/p/N0X1T4nCYU1l-Front-E...   \n",
       "\n",
       "                                                 Logo  \n",
       "0   data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...  \n",
       "1   https://images.wuzzuf-data.net/files/company_l...  \n",
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       "41  https://images.wuzzuf-data.net/files/company_l...  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_machine_learning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "2f2339ad",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_machine_learning.to_csv('machine_learning_jobs.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64113a86",
   "metadata": {},
   "source": [
    "## data_analysis_jobs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "9bcf151f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://wuzzuf.net/jobs/p/oOKRpUGGzzuO-Data-Analysis-Instructor-Excel---Power-BI-EpsilonAI-Cairo-Egypt?o=1&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
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      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/R7KdIv7dCm0z-Senior-Data-Analyst---Cairo-Cairo-Egypt?o=2&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
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      "not selected done\n",
      "https://wuzzuf.net/jobs/p/9AAaTU2msaG5-Data-Analyst-Hands-of-Hope-Physical-Therapy-Wellness-Cairo-Egypt?o=3&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
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      "https://wuzzuf.net/jobs/p/adeG14H7rqQA-Data-Analyst-Gila-Electric-Cairo-Egypt?o=4&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
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      "not selected done\n",
      "https://wuzzuf.net/jobs/p/PVAeMhWwvA6Q-Senior-Data-Scientist-Fixed-Solutions-Cairo-Egypt?o=5&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
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      "not selected done\n",
      "https://wuzzuf.net/jobs/p/Vd4JAvFk3kzv-Data-Engineer-Cilantro-Cairo-Egypt?o=6&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
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      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/123dzktUWSha-Data-Analyst-Lecico-Egypt-Alexandria-Egypt?o=7&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
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      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/SmiRP57Qnyx1-Data-Analyst---Quality-Assurance-Department-IdealRatings-Cairo-Egypt?o=8&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
      "title done\n",
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      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/gPlkgoEtHL4N-Senior-Data-Engineer--Banha-Z2-Data-Qalubia-Egypt?o=9&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
      "title done\n",
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      "not selected done\n",
      "https://wuzzuf.net/jobs/p/njfYW6M0SxCi-Junior-Data-Engineer---Benha-Z2-Data-Qalubia-Egypt?o=10&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
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      "https://wuzzuf.net/jobs/p/ecDQZn7zPGxQ-Senior-Data-Analyst-Z2-Data-Cairo-Egypt?o=11&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
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      "https://wuzzuf.net/jobs/p/r23QlbZLj34c-Senior-Financial-Data-Analyst-Z2-Data-Cairo-Egypt?o=12&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
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      "https://wuzzuf.net/jobs/p/JeFJXhJWDb4O-Junior-Financial-Data-Analyst-Z2-Data-Cairo-Egypt?o=13&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
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      "https://wuzzuf.net/jobs/p/5JCxxhUwHrzn-Data-Analyst---Banha-Z2-Data-Qalubia-Egypt?o=14&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
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      "not selected done\n",
      "https://wuzzuf.net/jobs/p/XUci2nTpbcnI-Data-Entry-Clerk-Parkville-Pharmaceuticals-Qalubia-Egypt?o=15&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
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      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/vRmBDfFqeBXN-Junior-Data-Analyst-Z2-Data-Cairo-Egypt?o=16&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
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      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/3ZTNoLhqBc6T-Data-Analyst-Arma-Foods-Cairo-Egypt?o=17&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
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      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/stf16Wkt7u0O-Financial-Planning-Analysis-Section-Head-Gharbia-Egypt?o=18&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
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      "not selected done\n",
      "https://wuzzuf.net/jobs/p/UZjhvK3rVYOC-Data-Analyst-MIS-GlobeMed-Egypt-Cairo-Egypt?o=19&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
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      "not selected done\n",
      "https://wuzzuf.net/jobs/p/bRZ7uIbexSQa-Data-Scientist-“MathematicsPhysics”-Dafa-Cairo-Egypt?o=20&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
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      "https://wuzzuf.net/jobs/p/QewilVmKKm8a-Senior-Data-Insights-Specialist-WUZZUF-Cairo-Egypt?o=21&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
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      "https://wuzzuf.net/jobs/p/E33wWPzOxSOJ-Financial-Planning-Analysis-Section-Head-Nahdet-Misr-Publishing-Group-Giza-Egypt?o=22&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
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      "https://wuzzuf.net/jobs/p/pPkB6Rf7FD6I-Senior-Marketing-Executive-MQJC-TECHNOLOGY-Cairo-Egypt?o=23&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
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      "https://wuzzuf.net/jobs/p/TWguALrIS6vT-Senior-Data-Analyst-Alarabia-Group-Cairo-Egypt?o=24&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
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      "https://wuzzuf.net/jobs/p/1dM41TI8bc8w-Business-System-Analyst-The-Food-Lab-Cairo-Egypt?o=25&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
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      "https://wuzzuf.net/jobs/p/5rQhH03hw23k-Quality-Assurance-Specialist-Future-Group-Giza-Egypt?o=26&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
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      "https://wuzzuf.net/jobs/p/3gKxwLEn2AQf-Data-Analyst-GPS-Cairo-Egypt?o=27&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
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      "https://wuzzuf.net/jobs/p/Zm9mKXt1NVWs-Process-Development-Assistants-All-Locations-in-Egypt-Trevor-Sadd-Associates-Cairo-Egypt?o=28&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
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      "https://wuzzuf.net/jobs/p/jzNIjX873nvy-E-Commerce-Marketing-Data-Analyst-Cairo-Egypt?o=29&l=sp&t=sj&a=data analysis|search-v3\n",
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      "https://wuzzuf.net/jobs/p/U3bAZCwIvkdL-Tele-Research-Associate-Remote-Work-BNC-Network-Cairo-Egypt?o=31&l=sp&t=sj&a=data analysis|search-v3\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "https://wuzzuf.net/jobs/p/HKEQYe3RTJbt-Senior-Digital-Data-Analyst-Remote-Job-Mindfield-Cairo-Egypt?o=35&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
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      "https://wuzzuf.net/jobs/p/jblfLJtlpjic-Account-payable-Accountant-Roots-Management-Consultants-Cairo-Egypt?o=36&l=sp&t=sj&a=data analysis|search-v3\n",
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      "https://wuzzuf.net/jobs/p/LjehaQu2c9ZJ-HR-Reporting-Analyst-Partner-More-Giza-Egypt?o=38&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
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      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/OjuPwsoJjnOC-Data-Scientist-Riyadh-Saudi-Arabia?o=39&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/IFN4RxwvyfpD-Marketing-Executive-Vision-22-Advertising-Agency-Cairo-Egypt?o=40&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/FdG6WamryKOU-Senior-Data-Analyst---Business-Intelligence-Cairo-Egypt?o=41&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/uDOq5pUnCS0S-Advanced-Junior-Financial-Data-Analyst-Z2-Data-Cairo-Egypt?o=42&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/QULmM8c1vDma-Senior-RD-Analyst--Banha-Z2-Data-Qalubia-Egypt?o=43&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/wlkOWMTJViC7-Social-Media-Moderator-Admin-Perception-for-Design-Contracting-Giza-Egypt?o=44&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "https://wuzzuf.net/jobs/p/IwCOXuPvzXoJ-CFO-Cairo-Egypt?o=45&l=sp&t=sj&a=data analysis|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "['https://wuzzuf.net/search/jobs/?q=data%20analysis&start=0', 'https://wuzzuf.net/search/jobs/?q=data%20analysis&start=1', 'https://wuzzuf.net/search/jobs/?q=data%20analysis&start=2']\n"
     ]
    }
   ],
   "source": [
    "data_analysis_results = WUZZUF().get_job_details(job_name='data analysis',n_pages=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "48d3138e",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_data_analysis_results = pd.DataFrame(data_analysis_results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "ab8c2aaa",
   "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>job_title</th>\n",
       "      <th>company_name</th>\n",
       "      <th>location</th>\n",
       "      <th>duration</th>\n",
       "      <th>date_posted</th>\n",
       "      <th>Num_Applicants</th>\n",
       "      <th>Num_Views</th>\n",
       "      <th>Num_In_Consideration</th>\n",
       "      <th>Num_Not_Selected</th>\n",
       "      <th>skills_and_tools</th>\n",
       "      <th>salary</th>\n",
       "      <th>experience_needed</th>\n",
       "      <th>education_level</th>\n",
       "      <th>job_categories</th>\n",
       "      <th>career_level</th>\n",
       "      <th>job_description</th>\n",
       "      <th>job_requirements</th>\n",
       "      <th>job_link</th>\n",
       "      <th>Logo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Data Analysis Instructor (Excel - Power BI)</td>\n",
       "      <td>EpsilonAI</td>\n",
       "      <td>Nasr City, Cairo</td>\n",
       "      <td>Full Time,Part Time,Freelance / Project</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>128</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Train...</td>\n",
       "      <td>Confidential, Commissions And Bonuses</td>\n",
       "      <td>More Than 1 Year</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Train...</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[As a Data Analysis Instructor, you will guide...</td>\n",
       "      <td>[Exceptional communication and presentation sk...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/oOKRpUGGzzuO-Data-An...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Senior Data Analyst - Cairo</td>\n",
       "      <td>Confidential Company</td>\n",
       "      <td>Cairo, Egypt</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>6 days ago</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>5 To 9 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Egybell is hiring RSC Analytic Manager for a ...</td>\n",
       "      <td>[Additional Requirements:, 1. To have good kno...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/R7KdIv7dCm0z-Senior-...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Data Analyst</td>\n",
       "      <td>Hands of Hope Physical Therapy &amp; Wellness</td>\n",
       "      <td>Maadi, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>16 days ago</td>\n",
       "      <td>81</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Analy...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>3 To 18 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Analyst/Research</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Track, collect, and interpret data, then anal...</td>\n",
       "      <td>[Essential experience in one or more of the da...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/9AAaTU2msaG5-Data-An...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Data Analyst</td>\n",
       "      <td>Gila Electric</td>\n",
       "      <td>New Cairo, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>18 days ago</td>\n",
       "      <td>215</td>\n",
       "      <td>17</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>Accounting/Finance,IT/Software Development,Ana...</td>\n",
       "      <td>12000 To 13000 EGP Per Month</td>\n",
       "      <td>2 To 4 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Accounting/Finance,IT/Software Development,Ana...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Interpret data, analyze results using statist...</td>\n",
       "      <td>[Bachelor’s degree from an accredited universi...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/adeG14H7rqQA-Data-An...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Senior Data Scientist</td>\n",
       "      <td>Fixed Solutions</td>\n",
       "      <td>Sheraton, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>23 days ago</td>\n",
       "      <td>31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>More Than 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[ Design and Develop analytical insights based...</td>\n",
       "      <td>[Required Years of experience: 5+ years of exp...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/PVAeMhWwvA6Q-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Data Engineer</td>\n",
       "      <td>Cilantro</td>\n",
       "      <td>Maadi, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>23 days ago</td>\n",
       "      <td>74</td>\n",
       "      <td>70</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>1 To 3 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[ETL maintenance for data freshness and maximu...</td>\n",
       "      <td>[Qualifications, We’re looking for gritty tech...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/Vd4JAvFk3kzv-Data-En...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Data Analyst</td>\n",
       "      <td>Lecico Egypt</td>\n",
       "      <td>Alexandria, Egypt</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>23 days ago</td>\n",
       "      <td>191</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Analyst/Research,Analysis,Data Analyst,Data An...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>2 To 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Analyst/Research</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Developing and maintaining databases, data sy...</td>\n",
       "      <td>[Bachelor Degree in any related field., An ana...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/123dzktUWSha-Data-An...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Data Analyst - Quality Assurance Department</td>\n",
       "      <td>IdealRatings</td>\n",
       "      <td>Heliopolis, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>27 days ago</td>\n",
       "      <td>673</td>\n",
       "      <td>434</td>\n",
       "      <td>31</td>\n",
       "      <td>467</td>\n",
       "      <td>Accounting/Finance,Quality,Analyst/Research,Fi...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>0 To 2 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Accounting/Finance,Quality,Analyst/Research</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[Assist in ensuring the quality of large datas...</td>\n",
       "      <td>[0-2 years of experience., Bachelor’s degree i...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/SmiRP57Qnyx1-Data-An...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Senior Data Engineer- Banha</td>\n",
       "      <td>Z2 Data</td>\n",
       "      <td>Qalubia, Egypt</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>3 To 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[The goal is to ensure that information flows ...</td>\n",
       "      <td>[BS in Engineering or related field, Proven ex...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/gPlkgoEtHL4N-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Junior Data Engineer - Benha</td>\n",
       "      <td>Z2 Data</td>\n",
       "      <td>Banha, Qalubia</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>49</td>\n",
       "      <td>30</td>\n",
       "      <td>11</td>\n",
       "      <td>19</td>\n",
       "      <td>Business Development,Analysis,Communication,Da...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>0 To 1 Year</td>\n",
       "      <td>Not Specified</td>\n",
       "      <td>Business Development</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[The goal is to ensure that information flows ...</td>\n",
       "      <td>[BS in Engineering communication , power , ele...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/njfYW6M0SxCi-Junior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Senior Data Analyst</td>\n",
       "      <td>Z2 Data</td>\n",
       "      <td>Nasr City, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>103</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Analyst/Research,Data Analysis,Analysis,Admini...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>2 To 4 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Analyst/Research</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Formulate techniques for quality data collect...</td>\n",
       "      <td>[Proven experience as Senior Data Analyst mini...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/ecDQZn7zPGxQ-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Senior Financial Data Analyst</td>\n",
       "      <td>Z2 Data</td>\n",
       "      <td>Nasr City, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>102</td>\n",
       "      <td>20</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>Accounting/Finance,Analyst/Research,Analysis,A...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>3 To 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Accounting/Finance,Analyst/Research</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Analyzing the extracted information from the ...</td>\n",
       "      <td>[Bachelor degree of English Commerce is a Must...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/r23QlbZLj34c-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Junior Financial Data Analyst</td>\n",
       "      <td>Z2 Data</td>\n",
       "      <td>Nasr City, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>756</td>\n",
       "      <td>50</td>\n",
       "      <td>26</td>\n",
       "      <td>15</td>\n",
       "      <td>Accounting/Finance,Analyst/Research,Analysis,A...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>0 To 1 Year</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Accounting/Finance,Analyst/Research</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[Analyzing the extracted information from the ...</td>\n",
       "      <td>[Bachelor degree of English Commerce is a Must...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/JeFJXhJWDb4O-Junior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Data Analyst - Banha</td>\n",
       "      <td>Z2 Data</td>\n",
       "      <td>Banha, Qalubia</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>134</td>\n",
       "      <td>84</td>\n",
       "      <td>27</td>\n",
       "      <td>57</td>\n",
       "      <td>Business Development,Analyst/Research,Analysis...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>0 To 3 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Business Development,Analyst/Research</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[Formulate techniques for quality data collect...</td>\n",
       "      <td>[A Graduate of Faculty of commerce., Very good...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/5JCxxhUwHrzn-Data-An...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Data Entry Clerk</td>\n",
       "      <td>Parkville Pharmaceuticals</td>\n",
       "      <td>Qalyub, Qalubia</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>118</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Administration,excel,Microsoft,Numerical Analy...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>3 To 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Administration</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Insert customer/account or task data by input...</td>\n",
       "      <td>[Microsoft Office applications (Excel, Word, P...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/XUci2nTpbcnI-Data-En...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Junior Data Analyst</td>\n",
       "      <td>Z2 Data</td>\n",
       "      <td>Nasr City, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>594</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Analyst/Research,Data Analysis,Analysis,Commer...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>0 To 1 Year</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Analyst/Research</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[Formulate techniques for quality data collect...</td>\n",
       "      <td>[A Graduate of Faculty of commerce., Very good...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/vRmBDfFqeBXN-Junior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Data Analyst</td>\n",
       "      <td>Arma Foods</td>\n",
       "      <td>New Cairo, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>133</td>\n",
       "      <td>40</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>Analyst/Research,Data Analysis,Analysis,Comput...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>3 To 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Analyst/Research</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Develop the data analytics methods to collect...</td>\n",
       "      <td>[Degree in Business, Technology, Engineering, ...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/3ZTNoLhqBc6T-Data-An...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Financial Planning &amp; Analysis Section Head</td>\n",
       "      <td>Confidential Company</td>\n",
       "      <td>Gharbia, Egypt</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>54</td>\n",
       "      <td>53</td>\n",
       "      <td>11</td>\n",
       "      <td>43</td>\n",
       "      <td>Accounting/Finance,Analyst/Research,Accounting...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>10 To 12 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Accounting/Finance,Analyst/Research</td>\n",
       "      <td>Senior Management (CEO, GM, Director, Head)</td>\n",
       "      <td>[Drives annual budget process, monthly re-fore...</td>\n",
       "      <td>[Bachelor’s Degree in Finance/Accounting., At ...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/stf16Wkt7u0O-Financi...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Data Analyst| MIS</td>\n",
       "      <td>GlobeMed Egypt</td>\n",
       "      <td>Maadi, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>139</td>\n",
       "      <td>30</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>IT/Software Development,Analyst/Research,MIS,D...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>2 To 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Analyst/Research</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Understanding business requirements and plan ...</td>\n",
       "      <td>[Bachelor’s degree in Computer Science, Manage...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/UZjhvK3rVYOC-Data-An...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Data Scientist “Mathematics/Physics”</td>\n",
       "      <td>Dafa</td>\n",
       "      <td>Cairo, Egypt</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>6 days ago</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>7 To 10 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[We are looking for someone with 7-10 years of...</td>\n",
       "      <td>[Requirements , Strong problem solving skills ...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/bRZ7uIbexSQa-Data-Sc...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Senior Data Insights Specialist</td>\n",
       "      <td>WUZZUF</td>\n",
       "      <td>Cairo, Egypt</td>\n",
       "      <td>Full Time,Work From Home</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>71</td>\n",
       "      <td>67</td>\n",
       "      <td>27</td>\n",
       "      <td>9</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>3 To 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[JOB OBJECTIVE,  The purpose of the Data Insig...</td>\n",
       "      <td>[COMMUNICATIONS &amp; WORKING RELATIONSHIPS, Inter...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/QewilVmKKm8a-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Financial Planning &amp; Analysis Section Head</td>\n",
       "      <td>Nahdet Misr Publishing Group</td>\n",
       "      <td>Mohandessin, Giza</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>17 days ago</td>\n",
       "      <td>163</td>\n",
       "      <td>151</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>Accounting/Finance,Accounting,Commerce,Busines...</td>\n",
       "      <td>Confidential, Bonuses</td>\n",
       "      <td>7 To 10 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Accounting/Finance</td>\n",
       "      <td>Manager</td>\n",
       "      <td>[Manage preparation of annual budget, forecast...</td>\n",
       "      <td>[Bachelor’s degree in Accounting / Business Ad...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/E33wWPzOxSOJ-Financi...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Senior Marketing Executive</td>\n",
       "      <td>MQJC.TECHNOLOGY</td>\n",
       "      <td>Cairo, Egypt</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>5 days ago</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>Marketing/PR/Advertising,Media/Journalism/Publ...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>More Than 2 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Marketing/PR/Advertising,Media/Journalism/Publ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[This role solid reports to Sr.Brand Manager (...</td>\n",
       "      <td>[The ideal candidate will have:, Bachelor's de...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/pPkB6Rf7FD6I-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Senior Data Analyst</td>\n",
       "      <td>Alarabia Group</td>\n",
       "      <td>10th of Ramadan City, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>6 days ago</td>\n",
       "      <td>52</td>\n",
       "      <td>47</td>\n",
       "      <td>22</td>\n",
       "      <td>25</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>2 To 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[To understand business requirements in the BI...</td>\n",
       "      <td>[BSc/BA in Computer Science or relevant field,...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/TWguALrIS6vT-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Business System Analyst</td>\n",
       "      <td>The Food Lab</td>\n",
       "      <td>Maadi, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>3 days ago</td>\n",
       "      <td>54</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>Analyst/Research,Analysis,Computer Science,Dat...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>1 To 3 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Analyst/Research</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[Responsible and accountable to maintain Opera...</td>\n",
       "      <td>[Bachelor’s degree from an accredited universi...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/1dM41TI8bc8w-Busines...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Quality Assurance Specialist</td>\n",
       "      <td>Future Group</td>\n",
       "      <td>Dokki, Giza</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>10 days ago</td>\n",
       "      <td>90</td>\n",
       "      <td>25</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>Quality,Quality Assurance,Data Analysis,QA,qua...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>2 To 3 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Quality</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Manage QMS process improvement., Manage audit...</td>\n",
       "      <td>[Bachelors degree., At least 2 years of experi...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/5rQhH03hw23k-Quality...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Data Analyst</td>\n",
       "      <td>GPS</td>\n",
       "      <td>Nozha, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>119</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>3 To 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Utilizing BI tools to deliver meaningful insi...</td>\n",
       "      <td>[Three to five Years’ experience., Excellent a...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/3gKxwLEn2AQf-Data-An...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Process Development Assistants (All Locations ...</td>\n",
       "      <td>Trevor Sadd Associates</td>\n",
       "      <td>Cairo, Egypt</td>\n",
       "      <td>Full Time,Freelance / Project,Work From Home</td>\n",
       "      <td>17 hours ago</td>\n",
       "      <td>43</td>\n",
       "      <td>33</td>\n",
       "      <td>20</td>\n",
       "      <td>13</td>\n",
       "      <td>Business Development,Writing/Editorial,Analyst...</td>\n",
       "      <td>500 To 1200 GBP Per Month, G2 - Develop PDMs, ...</td>\n",
       "      <td>0 To 3 Years</td>\n",
       "      <td>Not Specified</td>\n",
       "      <td>Business Development,Writing/Editorial,Analyst...</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[01. Positions Available, TSA are currently lo...</td>\n",
       "      <td>[06. The Attributes, Skills and Abilities Requ...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/Zm9mKXt1NVWs-Process...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>E-Commerce &amp; Marketing Data Analyst</td>\n",
       "      <td>Confidential Company</td>\n",
       "      <td>New Cairo, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Marketing/PR/Advertising,Analyst/Research,Medi...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>3 To 6 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Marketing/PR/Advertising,Analyst/Research,Medi...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Reviewing and collecting information from sec...</td>\n",
       "      <td>[3-6 years of Experience ]</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/jzNIjX873nvy-E-Comme...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Business Intelligence Team Leader</td>\n",
       "      <td>Future Group</td>\n",
       "      <td>Dokki, Giza</td>\n",
       "      <td>Full Time,Work From Home</td>\n",
       "      <td>11 days ago</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>More Than 4 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Manager</td>\n",
       "      <td>[Objectives of this role:,   This role will va...</td>\n",
       "      <td>[Bachelor’s degree in Computer Science, Manage...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/IqrtUasALbXR-Busines...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Tele Research Associate (Remote Work)</td>\n",
       "      <td>BNC Network</td>\n",
       "      <td>Cairo, Egypt</td>\n",
       "      <td>Full Time,Work From Home</td>\n",
       "      <td>8 days ago</td>\n",
       "      <td>85</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Analyst/Research,Research,English,Market Resea...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>Not Specified</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Analyst/Research</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[BNC Network, the largest &amp; most updated datab...</td>\n",
       "      <td>[We'd love to hear from you if you have.., Gra...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/U3bAZCwIvkdL-Tele-Re...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Researcher</td>\n",
       "      <td>Confidential Company</td>\n",
       "      <td>New Cairo, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>13 days ago</td>\n",
       "      <td>96</td>\n",
       "      <td>90</td>\n",
       "      <td>19</td>\n",
       "      <td>20</td>\n",
       "      <td>Analyst/Research,Data Analysis,Analysis,Develo...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>More Than 1 Year</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Analyst/Research</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[Responsible for doing research on specific to...</td>\n",
       "      <td>[Knowledge in rural development., Data analysi...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/nxu7try4Hb7f-Researc...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Planning Coordinator</td>\n",
       "      <td>Confidential Company</td>\n",
       "      <td>6th of October, Giza</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>13 days ago</td>\n",
       "      <td>111</td>\n",
       "      <td>71</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>Administration,Project/Program Management,Anal...</td>\n",
       "      <td>3500 To 5000 EGP Per Month, Monthly Incentives...</td>\n",
       "      <td>0 To 2 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Administration,Project/Program Management,Anal...</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[Responsibilities:, Work through data collecti...</td>\n",
       "      <td>[Requirements:, 0 to 2 years’ experience in pl...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/2zHnyKxDRADn-Plannin...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Senior Treasury Analyst</td>\n",
       "      <td>TAQA Petroleum</td>\n",
       "      <td>Garden City, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>3 days ago</td>\n",
       "      <td>137</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Accounting/Finance,Analyst/Research,Finance,Fi...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>4 To 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Accounting/Finance,Analyst/Research</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Responsible for all cash management &amp; Trade F...</td>\n",
       "      <td>[Negotiation skills, Presentation skills, Stra...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/hp32WHc5otxr-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Senior Digital Data Analyst (Remote Job)</td>\n",
       "      <td>Mindfield</td>\n",
       "      <td>New Cairo, Cairo</td>\n",
       "      <td>Full Time,Work From Home</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>33</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Creative/Design/Art,Marketing/PR/Advertising,S...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>3 To 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Creative/Design/Art,Marketing/PR/Advertising</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[ Develop and maintain analytics tools to ensu...</td>\n",
       "      <td>[A Bachelor’s degree in Marketing, Computer Sc...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/HKEQYe3RTJbt-Senior-...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Account payable Accountant</td>\n",
       "      <td>Roots Management Consultants</td>\n",
       "      <td>Sheraton, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>17 days ago</td>\n",
       "      <td>280</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Accounting/Finance,Banking,Operations/Manageme...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>3 To 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Accounting/Finance,Banking,Operations/Management</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Assemble, review and verify invoices and chec...</td>\n",
       "      <td>[Education and Experience, knowledge of accoun...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/jblfLJtlpjic-Account...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Business Analyst</td>\n",
       "      <td>Cilantro</td>\n",
       "      <td>Maadi, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>17 days ago</td>\n",
       "      <td>54</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>Business Development,Analyst/Research,Business...</td>\n",
       "      <td>Confidential, 20% Monthly Incentive</td>\n",
       "      <td>More Than 10 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Business Development,Analyst/Research</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Job Summary:, A Business Analyst collects, an...</td>\n",
       "      <td>[Qualifications:, Bachelor's Degree, 10 Years ...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/8YOY92FomUao-Busines...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>HR Reporting Analyst</td>\n",
       "      <td>Partner &amp; More</td>\n",
       "      <td>Abu Rawash, Giza</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>18 days ago</td>\n",
       "      <td>57</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>17</td>\n",
       "      <td>Accounting/Finance,Human Resources,Analyst/Res...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>7 To 10 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Accounting/Finance,Human Resources,Analyst/Res...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[On behalf of a Leading Trading &amp; Distribution...</td>\n",
       "      <td>[Job Requirements:, Strong analytical skills a...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/LjehaQu2c9ZJ-HR-Repo...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Confidential Company</td>\n",
       "      <td>Riyadh, Saudi Arabia</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>19 days ago</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>2 To 4 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Selecting features, building, and optimizing ...</td>\n",
       "      <td>[Strong applied mathematical and statistical s...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/OjuPwsoJjnOC-Data-Sc...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Marketing Executive</td>\n",
       "      <td>Vision 22 Advertising Agency</td>\n",
       "      <td>Maadi, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>18 days ago</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>Marketing/PR/Advertising,Marketing,Market Rese...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>2 To 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Marketing/PR/Advertising</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[We are looking for a talented Marketing Execu...</td>\n",
       "      <td>[Proven experience as a marketing executive or...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/IFN4RxwvyfpD-Marketi...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Senior Data Analyst - Business Intelligence</td>\n",
       "      <td>Confidential Company</td>\n",
       "      <td>Maadi, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>94</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>10000 To 12000 EGP Per Month</td>\n",
       "      <td>3 To 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Track, collect, and interpret data, then anal...</td>\n",
       "      <td>[3+ years in a data analyst role at least., Pe...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/FdG6WamryKOU-Senior-...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Advanced Junior Financial Data Analyst</td>\n",
       "      <td>Z2 Data</td>\n",
       "      <td>Nasr City, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>2 months ago</td>\n",
       "      <td>181</td>\n",
       "      <td>43</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>Accounting/Finance,Accounting,Analysis,Data An...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>1 To 2 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Accounting/Finance</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[Analyzing the extracted information from the ...</td>\n",
       "      <td>[1-2 years of proven experience in business an...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/uDOq5pUnCS0S-Advance...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Senior R&amp;D Analyst- Banha</td>\n",
       "      <td>Z2 Data</td>\n",
       "      <td>Banha, Qalubia</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>24 days ago</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>R&amp;D/Science,Business Development,Analysis,busi...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>2 To 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>R&amp;D/Science,Business Development</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Job Description, Research and development of ...</td>\n",
       "      <td>[Job Requirements, 3-5 years of proven experie...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/QULmM8c1vDma-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Social Media Moderator / Admin</td>\n",
       "      <td>Perception for Design &amp; Contracting</td>\n",
       "      <td>Sheikh Zayed, Giza</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>18 days ago</td>\n",
       "      <td>115</td>\n",
       "      <td>23</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>Administration,Marketing/PR/Advertising,Media/...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>3 To 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Administration,Marketing/PR/Advertising,Media/...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Help create and promote the overall brand ide...</td>\n",
       "      <td>[BSc. in Marketing or Business Administration ...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/wlkOWMTJViC7-Social-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>CFO</td>\n",
       "      <td>Confidential Company</td>\n",
       "      <td>New Cairo, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>20 days ago</td>\n",
       "      <td>295</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Accounting/Finance,C-Level Executive/GM/Direct...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>More Than 20 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Accounting/Finance,C-Level Executive/GM/Director</td>\n",
       "      <td>Senior Management (CEO, GM, Director, Head)</td>\n",
       "      <td>[Drive the company’s financial planning, Perfo...</td>\n",
       "      <td>[BSc/BA in Accounting, Finance or relevant fie...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/IwCOXuPvzXoJ-CFO-Cai...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            job_title  \\\n",
       "0         Data Analysis Instructor (Excel - Power BI)   \n",
       "1                         Senior Data Analyst - Cairo   \n",
       "2                                        Data Analyst   \n",
       "3                                        Data Analyst   \n",
       "4                               Senior Data Scientist   \n",
       "5                                       Data Engineer   \n",
       "6                                        Data Analyst   \n",
       "7         Data Analyst - Quality Assurance Department   \n",
       "8                         Senior Data Engineer- Banha   \n",
       "9                        Junior Data Engineer - Benha   \n",
       "10                                Senior Data Analyst   \n",
       "11                      Senior Financial Data Analyst   \n",
       "12                      Junior Financial Data Analyst   \n",
       "13                               Data Analyst - Banha   \n",
       "14                                   Data Entry Clerk   \n",
       "15                                Junior Data Analyst   \n",
       "16                                       Data Analyst   \n",
       "17         Financial Planning & Analysis Section Head   \n",
       "18                                  Data Analyst| MIS   \n",
       "19               Data Scientist “Mathematics/Physics”   \n",
       "20                    Senior Data Insights Specialist   \n",
       "21         Financial Planning & Analysis Section Head   \n",
       "22                         Senior Marketing Executive   \n",
       "23                                Senior Data Analyst   \n",
       "24                            Business System Analyst   \n",
       "25                       Quality Assurance Specialist   \n",
       "26                                       Data Analyst   \n",
       "27  Process Development Assistants (All Locations ...   \n",
       "28                E-Commerce & Marketing Data Analyst   \n",
       "29                  Business Intelligence Team Leader   \n",
       "30              Tele Research Associate (Remote Work)   \n",
       "31                                         Researcher   \n",
       "32                               Planning Coordinator   \n",
       "33                            Senior Treasury Analyst   \n",
       "34           Senior Digital Data Analyst (Remote Job)   \n",
       "35                         Account payable Accountant   \n",
       "36                                   Business Analyst   \n",
       "37                               HR Reporting Analyst   \n",
       "38                                     Data Scientist   \n",
       "39                                Marketing Executive   \n",
       "40        Senior Data Analyst - Business Intelligence   \n",
       "41             Advanced Junior Financial Data Analyst   \n",
       "42                          Senior R&D Analyst- Banha   \n",
       "43                     Social Media Moderator / Admin   \n",
       "44                                                CFO   \n",
       "\n",
       "                                 company_name                     location  \\\n",
       "0                                   EpsilonAI             Nasr City, Cairo   \n",
       "1                        Confidential Company                 Cairo, Egypt   \n",
       "2   Hands of Hope Physical Therapy & Wellness                 Maadi, Cairo   \n",
       "3                               Gila Electric             New Cairo, Cairo   \n",
       "4                             Fixed Solutions              Sheraton, Cairo   \n",
       "5                                    Cilantro                 Maadi, Cairo   \n",
       "6                                Lecico Egypt            Alexandria, Egypt   \n",
       "7                                IdealRatings            Heliopolis, Cairo   \n",
       "8                                     Z2 Data               Qalubia, Egypt   \n",
       "9                                     Z2 Data               Banha, Qalubia   \n",
       "10                                    Z2 Data             Nasr City, Cairo   \n",
       "11                                    Z2 Data             Nasr City, Cairo   \n",
       "12                                    Z2 Data             Nasr City, Cairo   \n",
       "13                                    Z2 Data               Banha, Qalubia   \n",
       "14                  Parkville Pharmaceuticals              Qalyub, Qalubia   \n",
       "15                                    Z2 Data             Nasr City, Cairo   \n",
       "16                                 Arma Foods             New Cairo, Cairo   \n",
       "17                       Confidential Company               Gharbia, Egypt   \n",
       "18                             GlobeMed Egypt                 Maadi, Cairo   \n",
       "19                                       Dafa                 Cairo, Egypt   \n",
       "20                                     WUZZUF                 Cairo, Egypt   \n",
       "21               Nahdet Misr Publishing Group            Mohandessin, Giza   \n",
       "22                            MQJC.TECHNOLOGY                 Cairo, Egypt   \n",
       "23                             Alarabia Group  10th of Ramadan City, Cairo   \n",
       "24                               The Food Lab                 Maadi, Cairo   \n",
       "25                               Future Group                  Dokki, Giza   \n",
       "26                                        GPS                 Nozha, Cairo   \n",
       "27                     Trevor Sadd Associates                 Cairo, Egypt   \n",
       "28                       Confidential Company             New Cairo, Cairo   \n",
       "29                               Future Group                  Dokki, Giza   \n",
       "30                                BNC Network                 Cairo, Egypt   \n",
       "31                       Confidential Company             New Cairo, Cairo   \n",
       "32                       Confidential Company         6th of October, Giza   \n",
       "33                             TAQA Petroleum           Garden City, Cairo   \n",
       "34                                  Mindfield             New Cairo, Cairo   \n",
       "35               Roots Management Consultants              Sheraton, Cairo   \n",
       "36                                   Cilantro                 Maadi, Cairo   \n",
       "37                             Partner & More             Abu Rawash, Giza   \n",
       "38                       Confidential Company         Riyadh, Saudi Arabia   \n",
       "39               Vision 22 Advertising Agency                 Maadi, Cairo   \n",
       "40                       Confidential Company                 Maadi, Cairo   \n",
       "41                                    Z2 Data             Nasr City, Cairo   \n",
       "42                                    Z2 Data               Banha, Qalubia   \n",
       "43        Perception for Design & Contracting           Sheikh Zayed, Giza   \n",
       "44                       Confidential Company             New Cairo, Cairo   \n",
       "\n",
       "                                        duration   date_posted Num_Applicants  \\\n",
       "0        Full Time,Part Time,Freelance / Project   1 month ago            128   \n",
       "1                                      Full Time    6 days ago              8   \n",
       "2                                      Full Time   16 days ago             81   \n",
       "3                                      Full Time   18 days ago            215   \n",
       "4                                      Full Time   23 days ago             31   \n",
       "5                                      Full Time   23 days ago             74   \n",
       "6                                      Full Time   23 days ago            191   \n",
       "7                                      Full Time   27 days ago            673   \n",
       "8                                      Full Time   1 month ago              9   \n",
       "9                                      Full Time   1 month ago             49   \n",
       "10                                     Full Time   1 month ago            103   \n",
       "11                                     Full Time   1 month ago            102   \n",
       "12                                     Full Time   1 month ago            756   \n",
       "13                                     Full Time   1 month ago            134   \n",
       "14                                     Full Time   1 month ago            118   \n",
       "15                                     Full Time   1 month ago            594   \n",
       "16                                     Full Time   1 month ago            133   \n",
       "17                                     Full Time   1 month ago             54   \n",
       "18                                     Full Time   1 month ago            139   \n",
       "19                                     Full Time    6 days ago             10   \n",
       "20                      Full Time,Work From Home   1 month ago             71   \n",
       "21                                     Full Time   17 days ago            163   \n",
       "22                                     Full Time    5 days ago             29   \n",
       "23                                     Full Time    6 days ago             52   \n",
       "24                                     Full Time    3 days ago             54   \n",
       "25                                     Full Time   10 days ago             90   \n",
       "26                                     Full Time   1 month ago            119   \n",
       "27  Full Time,Freelance / Project,Work From Home  17 hours ago             43   \n",
       "28                                     Full Time   1 month ago             31   \n",
       "29                      Full Time,Work From Home   11 days ago             31   \n",
       "30                      Full Time,Work From Home    8 days ago             85   \n",
       "31                                     Full Time   13 days ago             96   \n",
       "32                                     Full Time   13 days ago            111   \n",
       "33                                     Full Time    3 days ago            137   \n",
       "34                      Full Time,Work From Home   1 month ago             33   \n",
       "35                                     Full Time   17 days ago            280   \n",
       "36                                     Full Time   17 days ago             54   \n",
       "37                                     Full Time   18 days ago             57   \n",
       "38                                     Full Time   19 days ago             40   \n",
       "39                                     Full Time   18 days ago             66   \n",
       "40                                     Full Time   1 month ago             94   \n",
       "41                                     Full Time  2 months ago            181   \n",
       "42                                     Full Time   24 days ago             23   \n",
       "43                                     Full Time   18 days ago            115   \n",
       "44                                     Full Time   20 days ago            295   \n",
       "\n",
       "   Num_Views Num_In_Consideration Num_Not_Selected  \\\n",
       "0         20                    0                0   \n",
       "1          1                    0                0   \n",
       "2         12                    0                3   \n",
       "3         17                   10                1   \n",
       "4        NaN                  NaN              NaN   \n",
       "5         70                    0               25   \n",
       "6         23                    0                0   \n",
       "7        434                   31              467   \n",
       "8          5                    0                5   \n",
       "9         30                   11               19   \n",
       "10         8                    1                0   \n",
       "11        20                   10                5   \n",
       "12        50                   26               15   \n",
       "13        84                   27               57   \n",
       "14         5                    0                0   \n",
       "15        11                    1                0   \n",
       "16        40                   12                0   \n",
       "17        53                   11               43   \n",
       "18        30                    1                1   \n",
       "19         0                    0                0   \n",
       "20        67                   27                9   \n",
       "21       151                   20                3   \n",
       "22        29                   11                0   \n",
       "23        47                   22               25   \n",
       "24        12                    3                9   \n",
       "25        25                   12                0   \n",
       "26        10                    0                0   \n",
       "27        33                   20               13   \n",
       "28         0                    0                0   \n",
       "29         6                    0                0   \n",
       "30         0                    0                0   \n",
       "31        90                   19               20   \n",
       "32        71                    8                0   \n",
       "33         1                    0                0   \n",
       "34         3                    0                0   \n",
       "35         0                    0                0   \n",
       "36         7                    0                4   \n",
       "37         3                    5               17   \n",
       "38         0                    0                0   \n",
       "39        66                   19                0   \n",
       "40        16                    0                0   \n",
       "41        43                   13               11   \n",
       "42         0                    0                0   \n",
       "43        23                   17                0   \n",
       "44        15                    0                0   \n",
       "\n",
       "                                     skills_and_tools  \\\n",
       "0   IT/Software Development,Analyst/Research,Train...   \n",
       "1   IT/Software Development,Analyst/Research,Engin...   \n",
       "2   IT/Software Development,Analyst/Research,Analy...   \n",
       "3   Accounting/Finance,IT/Software Development,Ana...   \n",
       "4   IT/Software Development,Engineering - Telecom/...   \n",
       "5   IT/Software Development,Analyst/Research,Engin...   \n",
       "6   Analyst/Research,Analysis,Data Analyst,Data An...   \n",
       "7   Accounting/Finance,Quality,Analyst/Research,Fi...   \n",
       "8   IT/Software Development,Analyst/Research,Engin...   \n",
       "9   Business Development,Analysis,Communication,Da...   \n",
       "10  Analyst/Research,Data Analysis,Analysis,Admini...   \n",
       "11  Accounting/Finance,Analyst/Research,Analysis,A...   \n",
       "12  Accounting/Finance,Analyst/Research,Analysis,A...   \n",
       "13  Business Development,Analyst/Research,Analysis...   \n",
       "14  Administration,excel,Microsoft,Numerical Analy...   \n",
       "15  Analyst/Research,Data Analysis,Analysis,Commer...   \n",
       "16  Analyst/Research,Data Analysis,Analysis,Comput...   \n",
       "17  Accounting/Finance,Analyst/Research,Accounting...   \n",
       "18  IT/Software Development,Analyst/Research,MIS,D...   \n",
       "19  IT/Software Development,Engineering - Telecom/...   \n",
       "20  IT/Software Development,Analyst/Research,Engin...   \n",
       "21  Accounting/Finance,Accounting,Commerce,Busines...   \n",
       "22  Marketing/PR/Advertising,Media/Journalism/Publ...   \n",
       "23  IT/Software Development,Analyst/Research,Engin...   \n",
       "24  Analyst/Research,Analysis,Computer Science,Dat...   \n",
       "25  Quality,Quality Assurance,Data Analysis,QA,qua...   \n",
       "26  IT/Software Development,Analyst/Research,Engin...   \n",
       "27  Business Development,Writing/Editorial,Analyst...   \n",
       "28  Marketing/PR/Advertising,Analyst/Research,Medi...   \n",
       "29  IT/Software Development,Analyst/Research,Engin...   \n",
       "30  Analyst/Research,Research,English,Market Resea...   \n",
       "31  Analyst/Research,Data Analysis,Analysis,Develo...   \n",
       "32  Administration,Project/Program Management,Anal...   \n",
       "33  Accounting/Finance,Analyst/Research,Finance,Fi...   \n",
       "34  Creative/Design/Art,Marketing/PR/Advertising,S...   \n",
       "35  Accounting/Finance,Banking,Operations/Manageme...   \n",
       "36  Business Development,Analyst/Research,Business...   \n",
       "37  Accounting/Finance,Human Resources,Analyst/Res...   \n",
       "38  IT/Software Development,Analyst/Research,Engin...   \n",
       "39  Marketing/PR/Advertising,Marketing,Market Rese...   \n",
       "40  IT/Software Development,Analyst/Research,Engin...   \n",
       "41  Accounting/Finance,Accounting,Analysis,Data An...   \n",
       "42  R&D/Science,Business Development,Analysis,busi...   \n",
       "43  Administration,Marketing/PR/Advertising,Media/...   \n",
       "44  Accounting/Finance,C-Level Executive/GM/Direct...   \n",
       "\n",
       "                                               salary   experience_needed  \\\n",
       "0               Confidential, Commissions And Bonuses    More Than 1 Year   \n",
       "1                                        Confidential        5 To 9 Years   \n",
       "2                                        Confidential       3 To 18 Years   \n",
       "3                        12000 To 13000 EGP Per Month        2 To 4 Years   \n",
       "4                                        Confidential   More Than 5 Years   \n",
       "5                                        Confidential        1 To 3 Years   \n",
       "6                                        Confidential        2 To 5 Years   \n",
       "7                                        Confidential        0 To 2 Years   \n",
       "8                                        Confidential        3 To 5 Years   \n",
       "9                                        Confidential         0 To 1 Year   \n",
       "10                                       Confidential        2 To 4 Years   \n",
       "11                                       Confidential        3 To 5 Years   \n",
       "12                                       Confidential         0 To 1 Year   \n",
       "13                                       Confidential        0 To 3 Years   \n",
       "14                                       Confidential        3 To 5 Years   \n",
       "15                                       Confidential         0 To 1 Year   \n",
       "16                                       Confidential        3 To 5 Years   \n",
       "17                                       Confidential      10 To 12 Years   \n",
       "18                                       Confidential        2 To 5 Years   \n",
       "19                                       Confidential       7 To 10 Years   \n",
       "20                                       Confidential        3 To 5 Years   \n",
       "21                              Confidential, Bonuses       7 To 10 Years   \n",
       "22                                       Confidential   More Than 2 Years   \n",
       "23                                       Confidential        2 To 5 Years   \n",
       "24                                       Confidential        1 To 3 Years   \n",
       "25                                       Confidential        2 To 3 Years   \n",
       "26                                       Confidential        3 To 5 Years   \n",
       "27  500 To 1200 GBP Per Month, G2 - Develop PDMs, ...        0 To 3 Years   \n",
       "28                                       Confidential        3 To 6 Years   \n",
       "29                                       Confidential   More Than 4 Years   \n",
       "30                                       Confidential       Not Specified   \n",
       "31                                       Confidential    More Than 1 Year   \n",
       "32  3500 To 5000 EGP Per Month, Monthly Incentives...        0 To 2 Years   \n",
       "33                                       Confidential        4 To 5 Years   \n",
       "34                                       Confidential        3 To 5 Years   \n",
       "35                                       Confidential        3 To 5 Years   \n",
       "36                Confidential, 20% Monthly Incentive  More Than 10 Years   \n",
       "37                                       Confidential       7 To 10 Years   \n",
       "38                                       Confidential        2 To 4 Years   \n",
       "39                                       Confidential        2 To 5 Years   \n",
       "40                       10000 To 12000 EGP Per Month        3 To 5 Years   \n",
       "41                                       Confidential        1 To 2 Years   \n",
       "42                                       Confidential        2 To 5 Years   \n",
       "43                                       Confidential        3 To 5 Years   \n",
       "44                                       Confidential  More Than 20 Years   \n",
       "\n",
       "      education_level                                     job_categories  \\\n",
       "0   Bachelor'S Degree  IT/Software Development,Analyst/Research,Train...   \n",
       "1   Bachelor'S Degree  IT/Software Development,Analyst/Research,Engin...   \n",
       "2   Bachelor'S Degree           IT/Software Development,Analyst/Research   \n",
       "3   Bachelor'S Degree  Accounting/Finance,IT/Software Development,Ana...   \n",
       "4   Bachelor'S Degree  IT/Software Development,Engineering - Telecom/...   \n",
       "5   Bachelor'S Degree  IT/Software Development,Analyst/Research,Engin...   \n",
       "6   Bachelor'S Degree                                   Analyst/Research   \n",
       "7   Bachelor'S Degree        Accounting/Finance,Quality,Analyst/Research   \n",
       "8   Bachelor'S Degree  IT/Software Development,Analyst/Research,Engin...   \n",
       "9       Not Specified                               Business Development   \n",
       "10  Bachelor'S Degree                                   Analyst/Research   \n",
       "11  Bachelor'S Degree                Accounting/Finance,Analyst/Research   \n",
       "12  Bachelor'S Degree                Accounting/Finance,Analyst/Research   \n",
       "13  Bachelor'S Degree              Business Development,Analyst/Research   \n",
       "14  Bachelor'S Degree                                     Administration   \n",
       "15  Bachelor'S Degree                                   Analyst/Research   \n",
       "16  Bachelor'S Degree                                   Analyst/Research   \n",
       "17  Bachelor'S Degree                Accounting/Finance,Analyst/Research   \n",
       "18  Bachelor'S Degree           IT/Software Development,Analyst/Research   \n",
       "19  Bachelor'S Degree  IT/Software Development,Engineering - Telecom/...   \n",
       "20  Bachelor'S Degree  IT/Software Development,Analyst/Research,Engin...   \n",
       "21  Bachelor'S Degree                                 Accounting/Finance   \n",
       "22  Bachelor'S Degree  Marketing/PR/Advertising,Media/Journalism/Publ...   \n",
       "23  Bachelor'S Degree  IT/Software Development,Analyst/Research,Engin...   \n",
       "24  Bachelor'S Degree                                   Analyst/Research   \n",
       "25  Bachelor'S Degree                                            Quality   \n",
       "26  Bachelor'S Degree  IT/Software Development,Analyst/Research,Engin...   \n",
       "27      Not Specified  Business Development,Writing/Editorial,Analyst...   \n",
       "28  Bachelor'S Degree  Marketing/PR/Advertising,Analyst/Research,Medi...   \n",
       "29  Bachelor'S Degree  IT/Software Development,Analyst/Research,Engin...   \n",
       "30  Bachelor'S Degree                                   Analyst/Research   \n",
       "31  Bachelor'S Degree                                   Analyst/Research   \n",
       "32  Bachelor'S Degree  Administration,Project/Program Management,Anal...   \n",
       "33  Bachelor'S Degree                Accounting/Finance,Analyst/Research   \n",
       "34  Bachelor'S Degree       Creative/Design/Art,Marketing/PR/Advertising   \n",
       "35  Bachelor'S Degree   Accounting/Finance,Banking,Operations/Management   \n",
       "36  Bachelor'S Degree              Business Development,Analyst/Research   \n",
       "37  Bachelor'S Degree  Accounting/Finance,Human Resources,Analyst/Res...   \n",
       "38  Bachelor'S Degree  IT/Software Development,Analyst/Research,Engin...   \n",
       "39  Bachelor'S Degree                           Marketing/PR/Advertising   \n",
       "40  Bachelor'S Degree  IT/Software Development,Analyst/Research,Engin...   \n",
       "41  Bachelor'S Degree                                 Accounting/Finance   \n",
       "42  Bachelor'S Degree                   R&D/Science,Business Development   \n",
       "43  Bachelor'S Degree  Administration,Marketing/PR/Advertising,Media/...   \n",
       "44  Bachelor'S Degree   Accounting/Finance,C-Level Executive/GM/Director   \n",
       "\n",
       "                                   career_level  \\\n",
       "0       Entry Level (Junior Level / Fresh Grad)   \n",
       "1                     Experienced (Non-Manager)   \n",
       "2                     Experienced (Non-Manager)   \n",
       "3                     Experienced (Non-Manager)   \n",
       "4                     Experienced (Non-Manager)   \n",
       "5       Entry Level (Junior Level / Fresh Grad)   \n",
       "6                     Experienced (Non-Manager)   \n",
       "7       Entry Level (Junior Level / Fresh Grad)   \n",
       "8                     Experienced (Non-Manager)   \n",
       "9       Entry Level (Junior Level / Fresh Grad)   \n",
       "10                    Experienced (Non-Manager)   \n",
       "11                    Experienced (Non-Manager)   \n",
       "12      Entry Level (Junior Level / Fresh Grad)   \n",
       "13      Entry Level (Junior Level / Fresh Grad)   \n",
       "14                    Experienced (Non-Manager)   \n",
       "15      Entry Level (Junior Level / Fresh Grad)   \n",
       "16                    Experienced (Non-Manager)   \n",
       "17  Senior Management (CEO, GM, Director, Head)   \n",
       "18                    Experienced (Non-Manager)   \n",
       "19                    Experienced (Non-Manager)   \n",
       "20                    Experienced (Non-Manager)   \n",
       "21                                      Manager   \n",
       "22                    Experienced (Non-Manager)   \n",
       "23                    Experienced (Non-Manager)   \n",
       "24      Entry Level (Junior Level / Fresh Grad)   \n",
       "25                    Experienced (Non-Manager)   \n",
       "26                    Experienced (Non-Manager)   \n",
       "27      Entry Level (Junior Level / Fresh Grad)   \n",
       "28                    Experienced (Non-Manager)   \n",
       "29                                      Manager   \n",
       "30      Entry Level (Junior Level / Fresh Grad)   \n",
       "31      Entry Level (Junior Level / Fresh Grad)   \n",
       "32      Entry Level (Junior Level / Fresh Grad)   \n",
       "33                    Experienced (Non-Manager)   \n",
       "34                    Experienced (Non-Manager)   \n",
       "35                    Experienced (Non-Manager)   \n",
       "36                    Experienced (Non-Manager)   \n",
       "37                    Experienced (Non-Manager)   \n",
       "38                    Experienced (Non-Manager)   \n",
       "39                    Experienced (Non-Manager)   \n",
       "40                    Experienced (Non-Manager)   \n",
       "41      Entry Level (Junior Level / Fresh Grad)   \n",
       "42                    Experienced (Non-Manager)   \n",
       "43                    Experienced (Non-Manager)   \n",
       "44  Senior Management (CEO, GM, Director, Head)   \n",
       "\n",
       "                                      job_description  \\\n",
       "0   [As a Data Analysis Instructor, you will guide...   \n",
       "1   [Egybell is hiring RSC Analytic Manager for a ...   \n",
       "2   [Track, collect, and interpret data, then anal...   \n",
       "3   [Interpret data, analyze results using statist...   \n",
       "4   [ Design and Develop analytical insights based...   \n",
       "5   [ETL maintenance for data freshness and maximu...   \n",
       "6   [Developing and maintaining databases, data sy...   \n",
       "7   [Assist in ensuring the quality of large datas...   \n",
       "8   [The goal is to ensure that information flows ...   \n",
       "9   [The goal is to ensure that information flows ...   \n",
       "10  [Formulate techniques for quality data collect...   \n",
       "11  [Analyzing the extracted information from the ...   \n",
       "12  [Analyzing the extracted information from the ...   \n",
       "13  [Formulate techniques for quality data collect...   \n",
       "14  [Insert customer/account or task data by input...   \n",
       "15  [Formulate techniques for quality data collect...   \n",
       "16  [Develop the data analytics methods to collect...   \n",
       "17  [Drives annual budget process, monthly re-fore...   \n",
       "18  [Understanding business requirements and plan ...   \n",
       "19  [We are looking for someone with 7-10 years of...   \n",
       "20  [JOB OBJECTIVE,  The purpose of the Data Insig...   \n",
       "21  [Manage preparation of annual budget, forecast...   \n",
       "22  [This role solid reports to Sr.Brand Manager (...   \n",
       "23  [To understand business requirements in the BI...   \n",
       "24  [Responsible and accountable to maintain Opera...   \n",
       "25  [Manage QMS process improvement., Manage audit...   \n",
       "26  [Utilizing BI tools to deliver meaningful insi...   \n",
       "27  [01. Positions Available, TSA are currently lo...   \n",
       "28  [Reviewing and collecting information from sec...   \n",
       "29  [Objectives of this role:,   This role will va...   \n",
       "30  [BNC Network, the largest & most updated datab...   \n",
       "31  [Responsible for doing research on specific to...   \n",
       "32  [Responsibilities:, Work through data collecti...   \n",
       "33  [Responsible for all cash management & Trade F...   \n",
       "34  [ Develop and maintain analytics tools to ensu...   \n",
       "35  [Assemble, review and verify invoices and chec...   \n",
       "36  [Job Summary:, A Business Analyst collects, an...   \n",
       "37  [On behalf of a Leading Trading & Distribution...   \n",
       "38  [Selecting features, building, and optimizing ...   \n",
       "39  [We are looking for a talented Marketing Execu...   \n",
       "40  [Track, collect, and interpret data, then anal...   \n",
       "41  [Analyzing the extracted information from the ...   \n",
       "42  [Job Description, Research and development of ...   \n",
       "43  [Help create and promote the overall brand ide...   \n",
       "44  [Drive the company’s financial planning, Perfo...   \n",
       "\n",
       "                                     job_requirements  \\\n",
       "0   [Exceptional communication and presentation sk...   \n",
       "1   [Additional Requirements:, 1. To have good kno...   \n",
       "2   [Essential experience in one or more of the da...   \n",
       "3   [Bachelor’s degree from an accredited universi...   \n",
       "4   [Required Years of experience: 5+ years of exp...   \n",
       "5   [Qualifications, We’re looking for gritty tech...   \n",
       "6   [Bachelor Degree in any related field., An ana...   \n",
       "7   [0-2 years of experience., Bachelor’s degree i...   \n",
       "8   [BS in Engineering or related field, Proven ex...   \n",
       "9   [BS in Engineering communication , power , ele...   \n",
       "10  [Proven experience as Senior Data Analyst mini...   \n",
       "11  [Bachelor degree of English Commerce is a Must...   \n",
       "12  [Bachelor degree of English Commerce is a Must...   \n",
       "13  [A Graduate of Faculty of commerce., Very good...   \n",
       "14  [Microsoft Office applications (Excel, Word, P...   \n",
       "15  [A Graduate of Faculty of commerce., Very good...   \n",
       "16  [Degree in Business, Technology, Engineering, ...   \n",
       "17  [Bachelor’s Degree in Finance/Accounting., At ...   \n",
       "18  [Bachelor’s degree in Computer Science, Manage...   \n",
       "19  [Requirements , Strong problem solving skills ...   \n",
       "20  [COMMUNICATIONS & WORKING RELATIONSHIPS, Inter...   \n",
       "21  [Bachelor’s degree in Accounting / Business Ad...   \n",
       "22  [The ideal candidate will have:, Bachelor's de...   \n",
       "23  [BSc/BA in Computer Science or relevant field,...   \n",
       "24  [Bachelor’s degree from an accredited universi...   \n",
       "25  [Bachelors degree., At least 2 years of experi...   \n",
       "26  [Three to five Years’ experience., Excellent a...   \n",
       "27  [06. The Attributes, Skills and Abilities Requ...   \n",
       "28                         [3-6 years of Experience ]   \n",
       "29  [Bachelor’s degree in Computer Science, Manage...   \n",
       "30  [We'd love to hear from you if you have.., Gra...   \n",
       "31  [Knowledge in rural development., Data analysi...   \n",
       "32  [Requirements:, 0 to 2 years’ experience in pl...   \n",
       "33  [Negotiation skills, Presentation skills, Stra...   \n",
       "34  [A Bachelor’s degree in Marketing, Computer Sc...   \n",
       "35  [Education and Experience, knowledge of accoun...   \n",
       "36  [Qualifications:, Bachelor's Degree, 10 Years ...   \n",
       "37  [Job Requirements:, Strong analytical skills a...   \n",
       "38  [Strong applied mathematical and statistical s...   \n",
       "39  [Proven experience as a marketing executive or...   \n",
       "40  [3+ years in a data analyst role at least., Pe...   \n",
       "41  [1-2 years of proven experience in business an...   \n",
       "42  [Job Requirements, 3-5 years of proven experie...   \n",
       "43  [BSc. in Marketing or Business Administration ...   \n",
       "44  [BSc/BA in Accounting, Finance or relevant fie...   \n",
       "\n",
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       "34  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...  \n",
       "35  https://images.wuzzuf-data.net/files/company_l...  \n",
       "36  https://images.wuzzuf-data.net/files/company_l...  \n",
       "37  https://images.wuzzuf-data.net/files/company_l...  \n",
       "38  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...  \n",
       "39  https://images.wuzzuf-data.net/files/company_l...  \n",
       "40  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...  \n",
       "41  https://images.wuzzuf-data.net/files/company_l...  \n",
       "42  https://images.wuzzuf-data.net/files/company_l...  \n",
       "43  https://images.wuzzuf-data.net/files/company_l...  \n",
       "44  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_data_analysis_results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "8988d3e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_data_analysis_results.to_csv('data_analysis_jobs.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "16c334e8",
   "metadata": {},
   "source": [
    "## Software_testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "093b22e4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://wuzzuf.net/jobs/p/cV4gzLyytV0p-Software-Testing-Engineer-realme-Cairo-Egypt?o=1&l=sp&t=sj&a=software testing|search-v3\n",
      "here\n",
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      "https://wuzzuf.net/jobs/p/MILBC3MTiWEf-Senior-Software-Test-Engineer-Glamera-Cairo-Egypt?o=2&l=sp&t=sj&a=software testing|search-v3\n",
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      "https://wuzzuf.net/jobs/p/F4OUBTyLywH7-Software-Testing-Engineer-DMS-Cairo-Egypt?o=3&l=sp&t=sj&a=software testing|search-v3\n",
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      "https://wuzzuf.net/jobs/p/R4xwRMMNrQpe-Trevipay-Senior-Software-Testing-Engineer---El-Gouna-Kalasko-Red-Sea-Egypt?o=4&l=sp&t=sj&a=software testing|search-v3\n",
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      "https://wuzzuf.net/jobs/p/RP9cWUe4LoVI-Software-Test-Engineer-Paymint-Cairo-Egypt?o=7&l=sp&t=sj&a=software testing|search-v3\n",
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      "https://wuzzuf.net/jobs/p/n1YHnwQAIIfw-Software-Testing-Engineer-Egabi-FSI-Cairo-Egypt?o=8&l=sp&t=sj&a=software testing|search-v3\n",
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      "https://wuzzuf.net/jobs/p/Kuv55e84wgRN-Senior-QC-Test-Engineer---Software-Rasan-Cairo-Egypt?o=9&l=sp&t=sj&a=software testing|search-v3\n",
      "here\n",
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      "https://wuzzuf.net/jobs/p/R4qnAFSpRMRf-Senior-Software-Testing-Engineer-Garment-IO-Giza-Egypt?o=10&l=sp&t=sj&a=software testing|search-v3\n",
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      "https://wuzzuf.net/jobs/p/JRz48RVmoGht-Senior-Automation-Test-Engineer---Java-Cegedim-Cairo-Egypt?o=11&l=sp&t=sj&a=software testing|search-v3\n",
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      "https://wuzzuf.net/jobs/p/qZ30jW6bmYpK-Senior-Software-Testing-Engineer-Remotly-Astute-Imaging-Cairo-Egypt?o=16&l=sp&t=sj&a=software testing|search-v3\n",
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      "https://wuzzuf.net/jobs/p/ZA0Kt3TNDczF-Senior-Web-Test-Automation-Engineer-Hybrid-SSC-Egypt-Cairo-Egypt?o=17&l=sp&t=sj&a=software testing|search-v3\n",
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      "https://wuzzuf.net/jobs/p/727wf2FXJPkU-Senior-Test-Automation-Engineer-FlairsTech-Cairo-Egypt?o=18&l=sp&t=sj&a=software testing|search-v3\n",
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      "https://wuzzuf.net/jobs/p/i0TdjV3NFeKS-Testing-Engineer-SE-Wiring-Systems-EGYPT-Giza-Egypt?o=19&l=sp&t=sj&a=software testing|search-v3\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://wuzzuf.net/jobs/p/lhDjn5DArsZf-Senior-Software-Tester---Cairo-Etisalat-Egypt-Cairo-Egypt?o=31&l=sp&t=sj&a=software testing|search-v3\n",
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      "https://wuzzuf.net/jobs/p/U6zKqdrtK71i-Software-Analyst-Tester-INTERNET-SOLUTIONS-Giza-Egypt?o=45&l=sp&t=sj&a=software testing|search-v3\n",
      "here\n",
      "title done\n",
      "duration done\n",
      "company_name done\n",
      "location done\n",
      "date_posted done\n",
      "applicants done\n",
      "views done\n",
      "considers done\n",
      "not selected done\n",
      "['https://wuzzuf.net/search/jobs/?q=software%20testing&start=0', 'https://wuzzuf.net/search/jobs/?q=software%20testing&start=1', 'https://wuzzuf.net/search/jobs/?q=software%20testing&start=2']\n"
     ]
    }
   ],
   "source": [
    "software_testing_result = WUZZUF().get_job_details(job_name='software testing',n_pages=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "6dfa45a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_software_testing_result = pd.DataFrame(software_testing_result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "12ce05d1",
   "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>job_title</th>\n",
       "      <th>company_name</th>\n",
       "      <th>location</th>\n",
       "      <th>duration</th>\n",
       "      <th>date_posted</th>\n",
       "      <th>Num_Applicants</th>\n",
       "      <th>Num_Views</th>\n",
       "      <th>Num_In_Consideration</th>\n",
       "      <th>Num_Not_Selected</th>\n",
       "      <th>skills_and_tools</th>\n",
       "      <th>salary</th>\n",
       "      <th>experience_needed</th>\n",
       "      <th>education_level</th>\n",
       "      <th>job_categories</th>\n",
       "      <th>career_level</th>\n",
       "      <th>job_description</th>\n",
       "      <th>job_requirements</th>\n",
       "      <th>job_link</th>\n",
       "      <th>Logo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Software Testing Engineer</td>\n",
       "      <td>realme</td>\n",
       "      <td>New Cairo, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>7 days ago</td>\n",
       "      <td>101</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Male</td>\n",
       "      <td>0 To 2 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[Follow testing schedule and plan according to...</td>\n",
       "      <td>[Males only, Excellent in English (spoken-writ...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/cV4gzLyytV0p-Softwar...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Senior Software Test Engineer</td>\n",
       "      <td>Glamera</td>\n",
       "      <td>Nasr City, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>11 days ago</td>\n",
       "      <td>25</td>\n",
       "      <td>22</td>\n",
       "      <td>4</td>\n",
       "      <td>14</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>More Than 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Design test strategies, specifications, and t...</td>\n",
       "      <td>[5 Years of experience in Software Testing., D...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/MILBC3MTiWEf-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Software Testing Engineer</td>\n",
       "      <td>DMS</td>\n",
       "      <td>Heliopolis, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>11 days ago</td>\n",
       "      <td>241</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential, Social And Medical Insurance, Pa...</td>\n",
       "      <td>1 To 3 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[Reviewing and analyzing system specifications...</td>\n",
       "      <td>[BSC degree of computer science / Engineering ...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/F4OUBTyLywH7-Softwar...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Trevipay| Senior Software Testing Engineer - E...</td>\n",
       "      <td>Kalasko</td>\n",
       "      <td>Hurghada, Red Sea</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>11 days ago</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>3 To 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[TreviPay is a global fintech that enables onl...</td>\n",
       "      <td>[+ 3 years of experience in QA Testing and/or ...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/R4xwRMMNrQpe-Trevipa...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Software Quality Testing Engineer</td>\n",
       "      <td>Anspire Agency</td>\n",
       "      <td>New Cairo, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>12 days ago</td>\n",
       "      <td>153</td>\n",
       "      <td>28</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>8000 To 12000 EGP Per Month</td>\n",
       "      <td>More Than 1 Year</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[Productivity:, Attend the Analyst orientation...</td>\n",
       "      <td>[Attention to detail, Experience in writing cl...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/LSD2KVR0tRuB-Softwar...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Software QC Engineer (Test Automation)</td>\n",
       "      <td>axispay</td>\n",
       "      <td>Cairo, Egypt</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>18 days ago</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>2 To 3 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[About the Job, We are looking for a passionat...</td>\n",
       "      <td>[Ability to work in a fast-paced and agile dev...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/MafU9GDlNcGA-Softwar...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Software Test Engineer</td>\n",
       "      <td>Paymint</td>\n",
       "      <td>Cairo, Egypt</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>24 days ago</td>\n",
       "      <td>82</td>\n",
       "      <td>82</td>\n",
       "      <td>2</td>\n",
       "      <td>49</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>1 To 4 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[We’re looking for an enthusiastic, experience...</td>\n",
       "      <td>[Qualifications:, 1 to 4 years of experience i...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/RP9cWUe4LoVI-Softwar...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Software Testing Engineer</td>\n",
       "      <td>Egabi FSI</td>\n",
       "      <td>Sheraton, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>27 days ago</td>\n",
       "      <td>51</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>2 To 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Execute test cases and scripts, Analyze test ...</td>\n",
       "      <td>[Ability to work on any testing management too...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/n1YHnwQAIIfw-Softwar...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Senior QC Test Engineer - Software</td>\n",
       "      <td>Rasan</td>\n",
       "      <td>Nasr City, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>4 To 9 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Create testing plans, review test cases, and ...</td>\n",
       "      <td>[Understanding of Agile methodologies., High-l...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/Kuv55e84wgRN-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Senior Software Testing Engineer</td>\n",
       "      <td>Garment IO</td>\n",
       "      <td>Sheikh Zayed, Giza</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>22</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>3 To 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[We’re looking for a results-driven senior sof...</td>\n",
       "      <td>[Background in software engineering and object...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/R4qnAFSpRMRf-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Senior Automation Test Engineer - (Java)</td>\n",
       "      <td>Cegedim</td>\n",
       "      <td>New Cairo, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>5 days ago</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential, Bonus, Medical Insurance, Social...</td>\n",
       "      <td>More Than 3 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Design test strategies, specifications, and t...</td>\n",
       "      <td>[Computer Science degree preferred, ISTQB Soft...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/JRz48RVmoGht-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Senior Automation Test Engineer -(Java)</td>\n",
       "      <td>Cegedim</td>\n",
       "      <td>New Cairo, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>5 days ago</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential, Bonus, Medical Insurance, Social...</td>\n",
       "      <td>More Than 3 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Design test strategies, specifications, and t...</td>\n",
       "      <td>[Computer Science degree preferred, ISTQB Soft...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/bVmttB1bJMp7-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Test Engineer With Cypress</td>\n",
       "      <td>Cegedim</td>\n",
       "      <td>New Cairo, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>5 days ago</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential, Bonus, Medical Insurance, Social...</td>\n",
       "      <td>More Than 2 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[General Description:, We are looking for an e...</td>\n",
       "      <td>[Profile &amp; Skills:, Skills &amp; knowledge, Comput...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/nb7yX2L5suDo-Test-En...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Testing Engineer With Cypress</td>\n",
       "      <td>Cegedim</td>\n",
       "      <td>New Cairo, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>5 days ago</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential, Bonus, Medical Insurance, Social...</td>\n",
       "      <td>More Than 2 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[General Description:, We are looking for an e...</td>\n",
       "      <td>[Profile &amp; Skills:, Skills &amp; knowledge, Comput...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/avVw4RSwQZXo-Testing...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Senior Automation Testing Engineer</td>\n",
       "      <td>Cegedim</td>\n",
       "      <td>New Cairo, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>5 days ago</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential, Bonus, Medical Insurance, Social...</td>\n",
       "      <td>More Than 3 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Design test strategies, specifications, and t...</td>\n",
       "      <td>[Computer Science degree preferred, Minimum 3+...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/TFxkudF2aVi1-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Senior Software Testing Engineer (Remotly)</td>\n",
       "      <td>Astute Imaging</td>\n",
       "      <td>Nasr City, Cairo</td>\n",
       "      <td>Full Time,Part Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>46</td>\n",
       "      <td>30</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>18000 To 30000 EGP Per Month</td>\n",
       "      <td>More Than 7 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Responsibilities: , Designs, implements, and ...</td>\n",
       "      <td>[Skills and Qualifications , Bachelor’s degree...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/qZ30jW6bmYpK-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Senior Web Test Automation Engineer (Hybrid)</td>\n",
       "      <td>SSC Egypt</td>\n",
       "      <td>New Cairo, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>8 days ago</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>4 To 6 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[SSC is hiring Senior Senior Web Test Automati...</td>\n",
       "      <td>[Mandatory:, 4+ years of relevant work experie...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/ZA0Kt3TNDczF-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Senior Test Automation Engineer</td>\n",
       "      <td>FlairsTech</td>\n",
       "      <td>Maadi, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>12 days ago</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>15000 To 20000 EGP Per Month</td>\n",
       "      <td>More Than 4 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Designing and developing test automation scri...</td>\n",
       "      <td>[Bachelor's degree in computer science, softwa...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/727wf2FXJPkU-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Testing Engineer</td>\n",
       "      <td>SE Wiring Systems EGYPT</td>\n",
       "      <td>6th of October, Giza</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>6 days ago</td>\n",
       "      <td>44</td>\n",
       "      <td>22</td>\n",
       "      <td>4</td>\n",
       "      <td>18</td>\n",
       "      <td>Quality,Engineering - Telecom/Technology,Engin...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>0 To 2 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>Quality,Engineering - Telecom/Technology</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[The instructions are an addition to the curre...</td>\n",
       "      <td>[Bachelor degree in engineering.  , 6th of Oct...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/i0TdjV3NFeKS-Testing...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Penetration Testing Engineer</td>\n",
       "      <td>MNZ Technology</td>\n",
       "      <td>Sheikh Zayed, Giza</td>\n",
       "      <td>Full Time,Work From Home</td>\n",
       "      <td>13 days ago</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Quality,Penetration Te...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>2 To 3 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[To perform:, Network penetration testing., We...</td>\n",
       "      <td>[Technical Skills:, knowledge about OT/ICS is ...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/gsbUSVAU8I69-Penetra...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Software Tester (QC)</td>\n",
       "      <td>The Address Investments for Real Estate Consul...</td>\n",
       "      <td>New Cairo, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>2 days ago</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Quality,Automation,QC,...</td>\n",
       "      <td>10000 To 15000 EGP Per Month</td>\n",
       "      <td>2 To 4 Years</td>\n",
       "      <td>Not Specified</td>\n",
       "      <td>IT/Software Development,Quality</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[QC Engineers are responsible for the quality ...</td>\n",
       "      <td>[●Previous working experience as a software de...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/IHpnlNNu76yw-Softwar...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Software Tester</td>\n",
       "      <td>Naqla</td>\n",
       "      <td>Nasr City, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>3 days ago</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Females Preferred</td>\n",
       "      <td>3 To 7 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Reviewing software requirements and preparing...</td>\n",
       "      <td>[A bachelor's degree in computer science or re...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/VMlhL8EHNFLF-Softwar...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Quality Tester - Software</td>\n",
       "      <td>Confidential Company</td>\n",
       "      <td>Mohandessin, Giza</td>\n",
       "      <td>Freelance / Project</td>\n",
       "      <td>4 days ago</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>1 To 2 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[Carrying out all testing activities related t...</td>\n",
       "      <td>[Bachelor's degree in Computer Science or rela...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/LabAKz4UlkUP-Quality...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Senior Software Tester ( Remotely Full-Time)</td>\n",
       "      <td>Proenvision</td>\n",
       "      <td>Cairo, Egypt</td>\n",
       "      <td>Full Time,Work From Home</td>\n",
       "      <td>3 days ago</td>\n",
       "      <td>17</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential, • Medical Insurance Six Thousand...</td>\n",
       "      <td>More Than 6 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Run Manual and automation testing, Perform di...</td>\n",
       "      <td>[Job Requirement :, 6+ years of experience as ...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/uEy837fZF2ek-Senior-...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Software Quality Engineer</td>\n",
       "      <td>Casita</td>\n",
       "      <td>Dokki, Giza</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>5 days ago</td>\n",
       "      <td>36</td>\n",
       "      <td>17</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>1 To 2 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[We are looking for a Quality Engineer (QA/QC)...</td>\n",
       "      <td>[Excellent English., Communication skills., Te...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/UpqvUmaUQwO9-Softwar...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Software Tester</td>\n",
       "      <td>webSTDY</td>\n",
       "      <td>Mohandessin, Giza</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>2 days ago</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>1 To 3 Years</td>\n",
       "      <td>Not Specified</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[• Writing clear bug reports , • Testing softw...</td>\n",
       "      <td>[• A bachelor's degree in computer science, en...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/DrtlshBd7HCl-Softwar...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Software Quality Control Team Lead</td>\n",
       "      <td>Confidential Company</td>\n",
       "      <td>Giza, Egypt</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>5 days ago</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>6 To 8 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Leading and collaborating with software teste...</td>\n",
       "      <td>[Working experience in dealing with industry t...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/aczxR2tt6cQR-Softwar...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Software Quality Engineer</td>\n",
       "      <td>Smartpan</td>\n",
       "      <td>Nasr City, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>3 days ago</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>2 To 4 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Review and analyze requirements, specificatio...</td>\n",
       "      <td>[Prior experience in mobile &amp; web testing is a...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/ZuocWcoFoLcp-Softwar...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Software Tester</td>\n",
       "      <td>Etisalat Egypt</td>\n",
       "      <td>Maadi, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>8 days ago</td>\n",
       "      <td>49</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>More Than 2 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Preparation of Test Scenarios &amp; Test Cases in...</td>\n",
       "      <td>[Bachelor’s degree in Computer Science or equi...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/PLodTXNEVNUi-Softwar...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Software Quality Engineer</td>\n",
       "      <td>classera</td>\n",
       "      <td>Cairo, Egypt</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>3 days ago</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>3 To 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Create, review and execute automated / manual...</td>\n",
       "      <td>[3-5 Years Of Experience., Familiar with Agile...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/iXcuhPdSoHnu-Softwar...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Senior Software Tester - Cairo</td>\n",
       "      <td>Etisalat Egypt</td>\n",
       "      <td>Maadi, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>8 days ago</td>\n",
       "      <td>32</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>More Than 2 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Preparation of Test Scenarios &amp; Test Cases in...</td>\n",
       "      <td>[Bachelor’s degree in Computer Science or equi...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/lhDjn5DArsZf-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Software Tester - Quality Assurance 22001</td>\n",
       "      <td>Confidential Company</td>\n",
       "      <td>Cairo, Egypt</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>4 days ago</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>2 To 7 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[ Analyzing user’s stories and/use cases/requi...</td>\n",
       "      <td>[Bachelor Degree in Computer Science or releva...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/6tJ6evG4Akez-Softwar...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Test Automation Engineer</td>\n",
       "      <td>Ejada (Cairo)</td>\n",
       "      <td>Cairo, Egypt</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>17 days ago</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>More Than 6 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Years of experience +6 years, Has experience ...</td>\n",
       "      <td>[6+ years of experience]</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/Xlj1GgIbTOOn-Test-Au...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Senior Test Engineer (Remotely)</td>\n",
       "      <td>The Group</td>\n",
       "      <td>Cairo, Egypt</td>\n",
       "      <td>Full Time,Work From Home</td>\n",
       "      <td>17 days ago</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>More Than 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Analyze business requirements and functional ...</td>\n",
       "      <td>[University degree: Computer Engineering / Com...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/rALW9g4mLX3p-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Software Tester (Manual Testing)</td>\n",
       "      <td>Atomica</td>\n",
       "      <td>Cairo, Egypt</td>\n",
       "      <td>Full Time,Work From Home</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>133</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>1 To 7 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[Analyze user stories, use cases, and requirem...</td>\n",
       "      <td>[Experience with writing a clear and comprehen...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/3V8k7hEUQwHI-Softwar...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Software Quality Control Engineer</td>\n",
       "      <td>Omnix International</td>\n",
       "      <td>Maadi, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>12 days ago</td>\n",
       "      <td>43</td>\n",
       "      <td>34</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>More Than 4 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Create an effective and efficient testing sta...</td>\n",
       "      <td>[Bachelor's Degree in Computer Science/Enginee...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/uhP1bgswwKGa-Softwar...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Software Quality Control Engineer</td>\n",
       "      <td>eVision</td>\n",
       "      <td>New Cairo, Cairo</td>\n",
       "      <td>Full Time,Work From Home</td>\n",
       "      <td>12 days ago</td>\n",
       "      <td>173</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>1 To 3 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[Job Summar:, The QC is a critical role within...</td>\n",
       "      <td>[Skills &amp; Qualifications:, 1-3 years of experi...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/SmbnZq9wzdYL-Softwar...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Software Tester</td>\n",
       "      <td>Dimofinf Operations Center</td>\n",
       "      <td>Nasr City, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>11 days ago</td>\n",
       "      <td>16</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>More Than 3 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Review requirements and design specifications...</td>\n",
       "      <td>[BSc or Msc in Computer Science or related deg...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/zi1HZsPhKgl5-Softwar...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Quality Control Software Engineer</td>\n",
       "      <td>Confidential Company</td>\n",
       "      <td>6th of October, Giza</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>10 days ago</td>\n",
       "      <td>103</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential, Financial Stability -Social &amp; Me...</td>\n",
       "      <td>1 To 3 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[Software Tester Vacancy, Job Responsibilities...</td>\n",
       "      <td>[Required Skills:, Analytical and logical thin...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/Wj25Qys06Bmf-Quality...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Senior Software Automation Tester</td>\n",
       "      <td>Luftborn</td>\n",
       "      <td>Heliopolis, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>10 days ago</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>3 To 7 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[About the Company, Luftborn; one of Denmark's...</td>\n",
       "      <td>[Job Requirements &amp; Qualifications:,  Educatio...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/gKuwkWl7q0gG-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Senior Software Quality Control</td>\n",
       "      <td>Confidential Company</td>\n",
       "      <td>Giza, Egypt</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>16 days ago</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>5 To 7 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Leading and collaborating with software teste...</td>\n",
       "      <td>[+5 years of experience in Software Quality Co...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/SyUIjILYnA0b-Senior-...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Senior Software Engineer</td>\n",
       "      <td>OneCommerce</td>\n",
       "      <td>Maadi, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>10 days ago</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IT/Software Development,MongoDB,Typescript,Nod...</td>\n",
       "      <td>25000 To 50000 EGP Per Month</td>\n",
       "      <td>7 To 20 Years</td>\n",
       "      <td>Master'S Degree</td>\n",
       "      <td>IT/Software Development</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[About you, You are a passionate senior softwa...</td>\n",
       "      <td>[Qualifications, On your first day, we’ll expe...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/33Rk7IjKq5U1-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Senior Software Quality Assurance Specialist</td>\n",
       "      <td>Smart IT</td>\n",
       "      <td>Nasr City, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>12 days ago</td>\n",
       "      <td>17</td>\n",
       "      <td>16</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>32000 To 35000 EGP Per Month, Medical Insuranc...</td>\n",
       "      <td>More Than 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Quality Assurance, Develops automated testing...</td>\n",
       "      <td>[BSc/BA in Computer Science, Engineering or a ...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/UpR1I2cuiQQz-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Software Quality Control Engineer</td>\n",
       "      <td>Kick Start Interactive</td>\n",
       "      <td>Dokki, Giza</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>17 days ago</td>\n",
       "      <td>29</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>3 To 4 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Create detailed, comprehensive, and well-stru...</td>\n",
       "      <td>[+3 years of experience in the same role., Bac...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/RGydm1PudXnV-Softwar...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Software Analyst &amp; Tester</td>\n",
       "      <td>INTERNET SOLUTIONS</td>\n",
       "      <td>Sheikh Zayed, Giza</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>16 days ago</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Quality,Analyst/Resear...</td>\n",
       "      <td>6000 To 8000 EGP Per Month</td>\n",
       "      <td>2 To 4 Years</td>\n",
       "      <td>Not Specified</td>\n",
       "      <td>IT/Software Development,Quality,Analyst/Research</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Responsible for system analysis and system te...</td>\n",
       "      <td>[Requirements:, Bachelor’s degree (or equivale...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/U6zKqdrtK71i-Softwar...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            job_title  \\\n",
       "0                           Software Testing Engineer   \n",
       "1                       Senior Software Test Engineer   \n",
       "2                           Software Testing Engineer   \n",
       "3   Trevipay| Senior Software Testing Engineer - E...   \n",
       "4                   Software Quality Testing Engineer   \n",
       "5              Software QC Engineer (Test Automation)   \n",
       "6                              Software Test Engineer   \n",
       "7                           Software Testing Engineer   \n",
       "8                  Senior QC Test Engineer - Software   \n",
       "9                    Senior Software Testing Engineer   \n",
       "10           Senior Automation Test Engineer - (Java)   \n",
       "11            Senior Automation Test Engineer -(Java)   \n",
       "12                         Test Engineer With Cypress   \n",
       "13                      Testing Engineer With Cypress   \n",
       "14                 Senior Automation Testing Engineer   \n",
       "15         Senior Software Testing Engineer (Remotly)   \n",
       "16       Senior Web Test Automation Engineer (Hybrid)   \n",
       "17                    Senior Test Automation Engineer   \n",
       "18                                   Testing Engineer   \n",
       "19                       Penetration Testing Engineer   \n",
       "20                               Software Tester (QC)   \n",
       "21                                    Software Tester   \n",
       "22                          Quality Tester - Software   \n",
       "23       Senior Software Tester ( Remotely Full-Time)   \n",
       "24                          Software Quality Engineer   \n",
       "25                                    Software Tester   \n",
       "26                 Software Quality Control Team Lead   \n",
       "27                          Software Quality Engineer   \n",
       "28                                    Software Tester   \n",
       "29                          Software Quality Engineer   \n",
       "30                     Senior Software Tester - Cairo   \n",
       "31          Software Tester - Quality Assurance 22001   \n",
       "32                           Test Automation Engineer   \n",
       "33                    Senior Test Engineer (Remotely)   \n",
       "34                   Software Tester (Manual Testing)   \n",
       "35                  Software Quality Control Engineer   \n",
       "36                  Software Quality Control Engineer   \n",
       "37                                    Software Tester   \n",
       "38                  Quality Control Software Engineer   \n",
       "39                  Senior Software Automation Tester   \n",
       "40                    Senior Software Quality Control   \n",
       "41                           Senior Software Engineer   \n",
       "42       Senior Software Quality Assurance Specialist   \n",
       "43                  Software Quality Control Engineer   \n",
       "44                          Software Analyst & Tester   \n",
       "\n",
       "                                         company_name              location  \\\n",
       "0                                              realme      New Cairo, Cairo   \n",
       "1                                             Glamera      Nasr City, Cairo   \n",
       "2                                                 DMS     Heliopolis, Cairo   \n",
       "3                                             Kalasko     Hurghada, Red Sea   \n",
       "4                                      Anspire Agency      New Cairo, Cairo   \n",
       "5                                             axispay          Cairo, Egypt   \n",
       "6                                             Paymint          Cairo, Egypt   \n",
       "7                                           Egabi FSI       Sheraton, Cairo   \n",
       "8                                               Rasan      Nasr City, Cairo   \n",
       "9                                          Garment IO    Sheikh Zayed, Giza   \n",
       "10                                            Cegedim      New Cairo, Cairo   \n",
       "11                                            Cegedim      New Cairo, Cairo   \n",
       "12                                            Cegedim      New Cairo, Cairo   \n",
       "13                                            Cegedim      New Cairo, Cairo   \n",
       "14                                            Cegedim      New Cairo, Cairo   \n",
       "15                                     Astute Imaging      Nasr City, Cairo   \n",
       "16                                          SSC Egypt      New Cairo, Cairo   \n",
       "17                                         FlairsTech          Maadi, Cairo   \n",
       "18                            SE Wiring Systems EGYPT  6th of October, Giza   \n",
       "19                                     MNZ Technology    Sheikh Zayed, Giza   \n",
       "20  The Address Investments for Real Estate Consul...      New Cairo, Cairo   \n",
       "21                                              Naqla      Nasr City, Cairo   \n",
       "22                               Confidential Company     Mohandessin, Giza   \n",
       "23                                        Proenvision          Cairo, Egypt   \n",
       "24                                             Casita           Dokki, Giza   \n",
       "25                                            webSTDY     Mohandessin, Giza   \n",
       "26                               Confidential Company           Giza, Egypt   \n",
       "27                                           Smartpan      Nasr City, Cairo   \n",
       "28                                     Etisalat Egypt          Maadi, Cairo   \n",
       "29                                           classera          Cairo, Egypt   \n",
       "30                                     Etisalat Egypt          Maadi, Cairo   \n",
       "31                               Confidential Company          Cairo, Egypt   \n",
       "32                                      Ejada (Cairo)          Cairo, Egypt   \n",
       "33                                          The Group          Cairo, Egypt   \n",
       "34                                            Atomica          Cairo, Egypt   \n",
       "35                                Omnix International          Maadi, Cairo   \n",
       "36                                            eVision      New Cairo, Cairo   \n",
       "37                         Dimofinf Operations Center      Nasr City, Cairo   \n",
       "38                               Confidential Company  6th of October, Giza   \n",
       "39                                           Luftborn     Heliopolis, Cairo   \n",
       "40                               Confidential Company           Giza, Egypt   \n",
       "41                                        OneCommerce          Maadi, Cairo   \n",
       "42                                           Smart IT      Nasr City, Cairo   \n",
       "43                             Kick Start Interactive           Dokki, Giza   \n",
       "44                                 INTERNET SOLUTIONS    Sheikh Zayed, Giza   \n",
       "\n",
       "                    duration  date_posted Num_Applicants Num_Views  \\\n",
       "0                  Full Time   7 days ago            101         1   \n",
       "1                  Full Time  11 days ago             25        22   \n",
       "2                  Full Time  11 days ago            241        64   \n",
       "3                  Full Time  11 days ago              5         1   \n",
       "4                  Full Time  12 days ago            153        28   \n",
       "5                  Full Time  18 days ago             35         0   \n",
       "6                  Full Time  24 days ago             82        82   \n",
       "7                  Full Time  27 days ago             51        46   \n",
       "8                  Full Time  1 month ago             14         0   \n",
       "9                  Full Time  1 month ago             22        10   \n",
       "10                 Full Time   5 days ago              0       NaN   \n",
       "11                 Full Time   5 days ago              0       NaN   \n",
       "12                 Full Time   5 days ago              0       NaN   \n",
       "13                 Full Time   5 days ago              0       NaN   \n",
       "14                 Full Time   5 days ago              0       NaN   \n",
       "15       Full Time,Part Time  1 month ago             46        30   \n",
       "16                 Full Time   8 days ago              0       NaN   \n",
       "17                 Full Time  12 days ago              0       NaN   \n",
       "18                 Full Time   6 days ago             44        22   \n",
       "19  Full Time,Work From Home  13 days ago             15         1   \n",
       "20                 Full Time   2 days ago              8         0   \n",
       "21                 Full Time   3 days ago              9         1   \n",
       "22       Freelance / Project   4 days ago             50         0   \n",
       "23  Full Time,Work From Home   3 days ago             17        10   \n",
       "24                 Full Time   5 days ago             36        17   \n",
       "25                 Full Time   2 days ago             15         1   \n",
       "26                 Full Time   5 days ago             13         0   \n",
       "27                 Full Time   3 days ago             11         7   \n",
       "28                 Full Time   8 days ago             49        28   \n",
       "29                 Full Time   3 days ago              9         0   \n",
       "30                 Full Time   8 days ago             32        24   \n",
       "31                 Full Time   4 days ago             16         0   \n",
       "32                 Full Time  17 days ago              0       NaN   \n",
       "33  Full Time,Work From Home  17 days ago             19         0   \n",
       "34  Full Time,Work From Home  1 month ago            133        14   \n",
       "35                 Full Time  12 days ago             43        34   \n",
       "36  Full Time,Work From Home  12 days ago            173        33   \n",
       "37                 Full Time  11 days ago             16        15   \n",
       "38                 Full Time  10 days ago            103        16   \n",
       "39                 Full Time  10 days ago              5         3   \n",
       "40                 Full Time  16 days ago             12         1   \n",
       "41                 Full Time  10 days ago              0       NaN   \n",
       "42                 Full Time  12 days ago             17        16   \n",
       "43                 Full Time  17 days ago             29        23   \n",
       "44                 Full Time  16 days ago             12         0   \n",
       "\n",
       "   Num_In_Consideration Num_Not_Selected  \\\n",
       "0                     0                1   \n",
       "1                     4               14   \n",
       "2                     0                0   \n",
       "3                     0                0   \n",
       "4                     8                0   \n",
       "5                     0                0   \n",
       "6                     2               49   \n",
       "7                     0                0   \n",
       "8                     0                0   \n",
       "9                     0                0   \n",
       "10                  NaN              NaN   \n",
       "11                  NaN              NaN   \n",
       "12                  NaN              NaN   \n",
       "13                  NaN              NaN   \n",
       "14                  NaN              NaN   \n",
       "15                    4                0   \n",
       "16                  NaN              NaN   \n",
       "17                  NaN              NaN   \n",
       "18                    4               18   \n",
       "19                    0                0   \n",
       "20                    0                0   \n",
       "21                    0                0   \n",
       "22                    0                0   \n",
       "23                    0                0   \n",
       "24                    5                3   \n",
       "25                    0                0   \n",
       "26                    0                0   \n",
       "27                    0                7   \n",
       "28                    0                0   \n",
       "29                    0                0   \n",
       "30                    0                0   \n",
       "31                    0                0   \n",
       "32                  NaN              NaN   \n",
       "33                    0                0   \n",
       "34                    0                0   \n",
       "35                    4                0   \n",
       "36                    0               54   \n",
       "37                    2               11   \n",
       "38                    0                0   \n",
       "39                    1                1   \n",
       "40                    0                0   \n",
       "41                  NaN              NaN   \n",
       "42                    8                9   \n",
       "43                    2               11   \n",
       "44                    0                0   \n",
       "\n",
       "                                     skills_and_tools  \\\n",
       "0   IT/Software Development,Quality,Engineering - ...   \n",
       "1   IT/Software Development,Quality,Engineering - ...   \n",
       "2   IT/Software Development,Quality,Engineering - ...   \n",
       "3   IT/Software Development,Quality,Engineering - ...   \n",
       "4   IT/Software Development,Quality,Engineering - ...   \n",
       "5   IT/Software Development,Quality,Engineering - ...   \n",
       "6   IT/Software Development,Quality,Engineering - ...   \n",
       "7   IT/Software Development,Quality,Engineering - ...   \n",
       "8   IT/Software Development,Quality,Engineering - ...   \n",
       "9   IT/Software Development,Engineering - Telecom/...   \n",
       "10  IT/Software Development,Quality,Engineering - ...   \n",
       "11  IT/Software Development,Quality,Engineering - ...   \n",
       "12  IT/Software Development,Quality,Engineering - ...   \n",
       "13  IT/Software Development,Quality,Engineering - ...   \n",
       "14  IT/Software Development,Quality,Engineering - ...   \n",
       "15  IT/Software Development,Quality,Engineering - ...   \n",
       "16  IT/Software Development,Quality,Engineering - ...   \n",
       "17  IT/Software Development,Quality,Engineering - ...   \n",
       "18  Quality,Engineering - Telecom/Technology,Engin...   \n",
       "19  IT/Software Development,Quality,Penetration Te...   \n",
       "20  IT/Software Development,Quality,Automation,QC,...   \n",
       "21  IT/Software Development,Quality,Engineering - ...   \n",
       "22  IT/Software Development,Quality,Engineering - ...   \n",
       "23  IT/Software Development,Quality,Engineering - ...   \n",
       "24  IT/Software Development,Quality,Engineering - ...   \n",
       "25  IT/Software Development,Quality,Engineering - ...   \n",
       "26  IT/Software Development,Quality,Engineering - ...   \n",
       "27  IT/Software Development,Quality,Engineering - ...   \n",
       "28  IT/Software Development,Quality,Engineering - ...   \n",
       "29  IT/Software Development,Quality,Engineering - ...   \n",
       "30  IT/Software Development,Quality,Engineering - ...   \n",
       "31  IT/Software Development,Quality,Engineering - ...   \n",
       "32  IT/Software Development,Engineering - Telecom/...   \n",
       "33  IT/Software Development,Engineering - Telecom/...   \n",
       "34  IT/Software Development,Quality,Engineering - ...   \n",
       "35  IT/Software Development,Quality,Engineering - ...   \n",
       "36  IT/Software Development,Quality,Engineering - ...   \n",
       "37  IT/Software Development,Quality,Engineering - ...   \n",
       "38  IT/Software Development,Quality,Engineering - ...   \n",
       "39  IT/Software Development,Quality,Engineering - ...   \n",
       "40  IT/Software Development,Quality,Engineering - ...   \n",
       "41  IT/Software Development,MongoDB,Typescript,Nod...   \n",
       "42  IT/Software Development,Quality,Engineering - ...   \n",
       "43  IT/Software Development,Quality,Engineering - ...   \n",
       "44  IT/Software Development,Quality,Analyst/Resear...   \n",
       "\n",
       "                                               salary  experience_needed  \\\n",
       "0                                                Male       0 To 2 Years   \n",
       "1                                        Confidential  More Than 5 Years   \n",
       "2   Confidential, Social And Medical Insurance, Pa...       1 To 3 Years   \n",
       "3                                        Confidential       3 To 5 Years   \n",
       "4                         8000 To 12000 EGP Per Month   More Than 1 Year   \n",
       "5                                        Confidential       2 To 3 Years   \n",
       "6                                        Confidential       1 To 4 Years   \n",
       "7                                        Confidential       2 To 5 Years   \n",
       "8                                        Confidential       4 To 9 Years   \n",
       "9                                        Confidential       3 To 5 Years   \n",
       "10  Confidential, Bonus, Medical Insurance, Social...  More Than 3 Years   \n",
       "11  Confidential, Bonus, Medical Insurance, Social...  More Than 3 Years   \n",
       "12  Confidential, Bonus, Medical Insurance, Social...  More Than 2 Years   \n",
       "13  Confidential, Bonus, Medical Insurance, Social...  More Than 2 Years   \n",
       "14  Confidential, Bonus, Medical Insurance, Social...  More Than 3 Years   \n",
       "15                       18000 To 30000 EGP Per Month  More Than 7 Years   \n",
       "16                                       Confidential       4 To 6 Years   \n",
       "17                       15000 To 20000 EGP Per Month  More Than 4 Years   \n",
       "18                                       Confidential       0 To 2 Years   \n",
       "19                                       Confidential       2 To 3 Years   \n",
       "20                       10000 To 15000 EGP Per Month       2 To 4 Years   \n",
       "21                                  Females Preferred       3 To 7 Years   \n",
       "22                                       Confidential       1 To 2 Years   \n",
       "23  Confidential, • Medical Insurance Six Thousand...  More Than 6 Years   \n",
       "24                                       Confidential       1 To 2 Years   \n",
       "25                                       Confidential       1 To 3 Years   \n",
       "26                                       Confidential       6 To 8 Years   \n",
       "27                                       Confidential       2 To 4 Years   \n",
       "28                                       Confidential  More Than 2 Years   \n",
       "29                                       Confidential       3 To 5 Years   \n",
       "30                                       Confidential  More Than 2 Years   \n",
       "31                                       Confidential       2 To 7 Years   \n",
       "32                                       Confidential  More Than 6 Years   \n",
       "33                                       Confidential  More Than 5 Years   \n",
       "34                                       Confidential       1 To 7 Years   \n",
       "35                                       Confidential  More Than 4 Years   \n",
       "36                                       Confidential       1 To 3 Years   \n",
       "37                                       Confidential  More Than 3 Years   \n",
       "38  Confidential, Financial Stability -Social & Me...       1 To 3 Years   \n",
       "39                                       Confidential       3 To 7 Years   \n",
       "40                                       Confidential       5 To 7 Years   \n",
       "41                       25000 To 50000 EGP Per Month      7 To 20 Years   \n",
       "42  32000 To 35000 EGP Per Month, Medical Insuranc...  More Than 5 Years   \n",
       "43                                       Confidential       3 To 4 Years   \n",
       "44                         6000 To 8000 EGP Per Month       2 To 4 Years   \n",
       "\n",
       "      education_level                                     job_categories  \\\n",
       "0   Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "1   Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "2   Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "3   Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "4   Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "5   Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "6   Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "7   Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "8   Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "9   Bachelor'S Degree  IT/Software Development,Engineering - Telecom/...   \n",
       "10  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "11  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "12  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "13  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "14  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "15  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "16  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "17  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "18  Bachelor'S Degree           Quality,Engineering - Telecom/Technology   \n",
       "19  Bachelor'S Degree                    IT/Software Development,Quality   \n",
       "20      Not Specified                    IT/Software Development,Quality   \n",
       "21  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "22  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "23  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "24  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "25      Not Specified  IT/Software Development,Quality,Engineering - ...   \n",
       "26  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "27  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "28  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "29  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "30  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "31  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "32  Bachelor'S Degree  IT/Software Development,Engineering - Telecom/...   \n",
       "33  Bachelor'S Degree  IT/Software Development,Engineering - Telecom/...   \n",
       "34  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "35  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "36  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "37  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "38  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "39  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "40  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "41    Master'S Degree                            IT/Software Development   \n",
       "42  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "43  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "44      Not Specified   IT/Software Development,Quality,Analyst/Research   \n",
       "\n",
       "                               career_level  \\\n",
       "0   Entry Level (Junior Level / Fresh Grad)   \n",
       "1                 Experienced (Non-Manager)   \n",
       "2   Entry Level (Junior Level / Fresh Grad)   \n",
       "3                 Experienced (Non-Manager)   \n",
       "4   Entry Level (Junior Level / Fresh Grad)   \n",
       "5                 Experienced (Non-Manager)   \n",
       "6   Entry Level (Junior Level / Fresh Grad)   \n",
       "7                 Experienced (Non-Manager)   \n",
       "8                 Experienced (Non-Manager)   \n",
       "9                 Experienced (Non-Manager)   \n",
       "10                Experienced (Non-Manager)   \n",
       "11                Experienced (Non-Manager)   \n",
       "12                Experienced (Non-Manager)   \n",
       "13                Experienced (Non-Manager)   \n",
       "14                Experienced (Non-Manager)   \n",
       "15                Experienced (Non-Manager)   \n",
       "16                Experienced (Non-Manager)   \n",
       "17                Experienced (Non-Manager)   \n",
       "18  Entry Level (Junior Level / Fresh Grad)   \n",
       "19                Experienced (Non-Manager)   \n",
       "20                Experienced (Non-Manager)   \n",
       "21                Experienced (Non-Manager)   \n",
       "22  Entry Level (Junior Level / Fresh Grad)   \n",
       "23                Experienced (Non-Manager)   \n",
       "24  Entry Level (Junior Level / Fresh Grad)   \n",
       "25                Experienced (Non-Manager)   \n",
       "26                Experienced (Non-Manager)   \n",
       "27                Experienced (Non-Manager)   \n",
       "28                Experienced (Non-Manager)   \n",
       "29                Experienced (Non-Manager)   \n",
       "30                Experienced (Non-Manager)   \n",
       "31                Experienced (Non-Manager)   \n",
       "32                Experienced (Non-Manager)   \n",
       "33                Experienced (Non-Manager)   \n",
       "34  Entry Level (Junior Level / Fresh Grad)   \n",
       "35                Experienced (Non-Manager)   \n",
       "36  Entry Level (Junior Level / Fresh Grad)   \n",
       "37                Experienced (Non-Manager)   \n",
       "38  Entry Level (Junior Level / Fresh Grad)   \n",
       "39                Experienced (Non-Manager)   \n",
       "40                Experienced (Non-Manager)   \n",
       "41                Experienced (Non-Manager)   \n",
       "42                Experienced (Non-Manager)   \n",
       "43                Experienced (Non-Manager)   \n",
       "44                Experienced (Non-Manager)   \n",
       "\n",
       "                                      job_description  \\\n",
       "0   [Follow testing schedule and plan according to...   \n",
       "1   [Design test strategies, specifications, and t...   \n",
       "2   [Reviewing and analyzing system specifications...   \n",
       "3   [TreviPay is a global fintech that enables onl...   \n",
       "4   [Productivity:, Attend the Analyst orientation...   \n",
       "5   [About the Job, We are looking for a passionat...   \n",
       "6   [We’re looking for an enthusiastic, experience...   \n",
       "7   [Execute test cases and scripts, Analyze test ...   \n",
       "8   [Create testing plans, review test cases, and ...   \n",
       "9   [We’re looking for a results-driven senior sof...   \n",
       "10  [Design test strategies, specifications, and t...   \n",
       "11  [Design test strategies, specifications, and t...   \n",
       "12  [General Description:, We are looking for an e...   \n",
       "13  [General Description:, We are looking for an e...   \n",
       "14  [Design test strategies, specifications, and t...   \n",
       "15  [Responsibilities: , Designs, implements, and ...   \n",
       "16  [SSC is hiring Senior Senior Web Test Automati...   \n",
       "17  [Designing and developing test automation scri...   \n",
       "18  [The instructions are an addition to the curre...   \n",
       "19  [To perform:, Network penetration testing., We...   \n",
       "20  [QC Engineers are responsible for the quality ...   \n",
       "21  [Reviewing software requirements and preparing...   \n",
       "22  [Carrying out all testing activities related t...   \n",
       "23  [Run Manual and automation testing, Perform di...   \n",
       "24  [We are looking for a Quality Engineer (QA/QC)...   \n",
       "25  [• Writing clear bug reports , • Testing softw...   \n",
       "26  [Leading and collaborating with software teste...   \n",
       "27  [Review and analyze requirements, specificatio...   \n",
       "28  [Preparation of Test Scenarios & Test Cases in...   \n",
       "29  [Create, review and execute automated / manual...   \n",
       "30  [Preparation of Test Scenarios & Test Cases in...   \n",
       "31  [ Analyzing user’s stories and/use cases/requi...   \n",
       "32  [Years of experience +6 years, Has experience ...   \n",
       "33  [Analyze business requirements and functional ...   \n",
       "34  [Analyze user stories, use cases, and requirem...   \n",
       "35  [Create an effective and efficient testing sta...   \n",
       "36  [Job Summar:, The QC is a critical role within...   \n",
       "37  [Review requirements and design specifications...   \n",
       "38  [Software Tester Vacancy, Job Responsibilities...   \n",
       "39  [About the Company, Luftborn; one of Denmark's...   \n",
       "40  [Leading and collaborating with software teste...   \n",
       "41  [About you, You are a passionate senior softwa...   \n",
       "42  [Quality Assurance, Develops automated testing...   \n",
       "43  [Create detailed, comprehensive, and well-stru...   \n",
       "44  [Responsible for system analysis and system te...   \n",
       "\n",
       "                                     job_requirements  \\\n",
       "0   [Males only, Excellent in English (spoken-writ...   \n",
       "1   [5 Years of experience in Software Testing., D...   \n",
       "2   [BSC degree of computer science / Engineering ...   \n",
       "3   [+ 3 years of experience in QA Testing and/or ...   \n",
       "4   [Attention to detail, Experience in writing cl...   \n",
       "5   [Ability to work in a fast-paced and agile dev...   \n",
       "6   [Qualifications:, 1 to 4 years of experience i...   \n",
       "7   [Ability to work on any testing management too...   \n",
       "8   [Understanding of Agile methodologies., High-l...   \n",
       "9   [Background in software engineering and object...   \n",
       "10  [Computer Science degree preferred, ISTQB Soft...   \n",
       "11  [Computer Science degree preferred, ISTQB Soft...   \n",
       "12  [Profile & Skills:, Skills & knowledge, Comput...   \n",
       "13  [Profile & Skills:, Skills & knowledge, Comput...   \n",
       "14  [Computer Science degree preferred, Minimum 3+...   \n",
       "15  [Skills and Qualifications , Bachelor’s degree...   \n",
       "16  [Mandatory:, 4+ years of relevant work experie...   \n",
       "17  [Bachelor's degree in computer science, softwa...   \n",
       "18  [Bachelor degree in engineering.  , 6th of Oct...   \n",
       "19  [Technical Skills:, knowledge about OT/ICS is ...   \n",
       "20  [●Previous working experience as a software de...   \n",
       "21  [A bachelor's degree in computer science or re...   \n",
       "22  [Bachelor's degree in Computer Science or rela...   \n",
       "23  [Job Requirement :, 6+ years of experience as ...   \n",
       "24  [Excellent English., Communication skills., Te...   \n",
       "25  [• A bachelor's degree in computer science, en...   \n",
       "26  [Working experience in dealing with industry t...   \n",
       "27  [Prior experience in mobile & web testing is a...   \n",
       "28  [Bachelor’s degree in Computer Science or equi...   \n",
       "29  [3-5 Years Of Experience., Familiar with Agile...   \n",
       "30  [Bachelor’s degree in Computer Science or equi...   \n",
       "31  [Bachelor Degree in Computer Science or releva...   \n",
       "32                           [6+ years of experience]   \n",
       "33  [University degree: Computer Engineering / Com...   \n",
       "34  [Experience with writing a clear and comprehen...   \n",
       "35  [Bachelor's Degree in Computer Science/Enginee...   \n",
       "36  [Skills & Qualifications:, 1-3 years of experi...   \n",
       "37  [BSc or Msc in Computer Science or related deg...   \n",
       "38  [Required Skills:, Analytical and logical thin...   \n",
       "39  [Job Requirements & Qualifications:,  Educatio...   \n",
       "40  [+5 years of experience in Software Quality Co...   \n",
       "41  [Qualifications, On your first day, we’ll expe...   \n",
       "42  [BSc/BA in Computer Science, Engineering or a ...   \n",
       "43  [+3 years of experience in the same role., Bac...   \n",
       "44  [Requirements:, Bachelor’s degree (or equivale...   \n",
       "\n",
       "                                             job_link  \\\n",
       "0   https://wuzzuf.net/jobs/p/cV4gzLyytV0p-Softwar...   \n",
       "1   https://wuzzuf.net/jobs/p/MILBC3MTiWEf-Senior-...   \n",
       "2   https://wuzzuf.net/jobs/p/F4OUBTyLywH7-Softwar...   \n",
       "3   https://wuzzuf.net/jobs/p/R4xwRMMNrQpe-Trevipa...   \n",
       "4   https://wuzzuf.net/jobs/p/LSD2KVR0tRuB-Softwar...   \n",
       "5   https://wuzzuf.net/jobs/p/MafU9GDlNcGA-Softwar...   \n",
       "6   https://wuzzuf.net/jobs/p/RP9cWUe4LoVI-Softwar...   \n",
       "7   https://wuzzuf.net/jobs/p/n1YHnwQAIIfw-Softwar...   \n",
       "8   https://wuzzuf.net/jobs/p/Kuv55e84wgRN-Senior-...   \n",
       "9   https://wuzzuf.net/jobs/p/R4qnAFSpRMRf-Senior-...   \n",
       "10  https://wuzzuf.net/jobs/p/JRz48RVmoGht-Senior-...   \n",
       "11  https://wuzzuf.net/jobs/p/bVmttB1bJMp7-Senior-...   \n",
       "12  https://wuzzuf.net/jobs/p/nb7yX2L5suDo-Test-En...   \n",
       "13  https://wuzzuf.net/jobs/p/avVw4RSwQZXo-Testing...   \n",
       "14  https://wuzzuf.net/jobs/p/TFxkudF2aVi1-Senior-...   \n",
       "15  https://wuzzuf.net/jobs/p/qZ30jW6bmYpK-Senior-...   \n",
       "16  https://wuzzuf.net/jobs/p/ZA0Kt3TNDczF-Senior-...   \n",
       "17  https://wuzzuf.net/jobs/p/727wf2FXJPkU-Senior-...   \n",
       "18  https://wuzzuf.net/jobs/p/i0TdjV3NFeKS-Testing...   \n",
       "19  https://wuzzuf.net/jobs/p/gsbUSVAU8I69-Penetra...   \n",
       "20  https://wuzzuf.net/jobs/p/IHpnlNNu76yw-Softwar...   \n",
       "21  https://wuzzuf.net/jobs/p/VMlhL8EHNFLF-Softwar...   \n",
       "22  https://wuzzuf.net/jobs/p/LabAKz4UlkUP-Quality...   \n",
       "23  https://wuzzuf.net/jobs/p/uEy837fZF2ek-Senior-...   \n",
       "24  https://wuzzuf.net/jobs/p/UpqvUmaUQwO9-Softwar...   \n",
       "25  https://wuzzuf.net/jobs/p/DrtlshBd7HCl-Softwar...   \n",
       "26  https://wuzzuf.net/jobs/p/aczxR2tt6cQR-Softwar...   \n",
       "27  https://wuzzuf.net/jobs/p/ZuocWcoFoLcp-Softwar...   \n",
       "28  https://wuzzuf.net/jobs/p/PLodTXNEVNUi-Softwar...   \n",
       "29  https://wuzzuf.net/jobs/p/iXcuhPdSoHnu-Softwar...   \n",
       "30  https://wuzzuf.net/jobs/p/lhDjn5DArsZf-Senior-...   \n",
       "31  https://wuzzuf.net/jobs/p/6tJ6evG4Akez-Softwar...   \n",
       "32  https://wuzzuf.net/jobs/p/Xlj1GgIbTOOn-Test-Au...   \n",
       "33  https://wuzzuf.net/jobs/p/rALW9g4mLX3p-Senior-...   \n",
       "34  https://wuzzuf.net/jobs/p/3V8k7hEUQwHI-Softwar...   \n",
       "35  https://wuzzuf.net/jobs/p/uhP1bgswwKGa-Softwar...   \n",
       "36  https://wuzzuf.net/jobs/p/SmbnZq9wzdYL-Softwar...   \n",
       "37  https://wuzzuf.net/jobs/p/zi1HZsPhKgl5-Softwar...   \n",
       "38  https://wuzzuf.net/jobs/p/Wj25Qys06Bmf-Quality...   \n",
       "39  https://wuzzuf.net/jobs/p/gKuwkWl7q0gG-Senior-...   \n",
       "40  https://wuzzuf.net/jobs/p/SyUIjILYnA0b-Senior-...   \n",
       "41  https://wuzzuf.net/jobs/p/33Rk7IjKq5U1-Senior-...   \n",
       "42  https://wuzzuf.net/jobs/p/UpR1I2cuiQQz-Senior-...   \n",
       "43  https://wuzzuf.net/jobs/p/RGydm1PudXnV-Softwar...   \n",
       "44  https://wuzzuf.net/jobs/p/U6zKqdrtK71i-Softwar...   \n",
       "\n",
       "                                                 Logo  \n",
       "0   https://images.wuzzuf-data.net/files/company_l...  \n",
       "1   https://images.wuzzuf-data.net/files/company_l...  \n",
       "2   https://images.wuzzuf-data.net/files/company_l...  \n",
       "3   https://images.wuzzuf-data.net/files/company_l...  \n",
       "4   https://images.wuzzuf-data.net/files/company_l...  \n",
       "5   https://images.wuzzuf-data.net/files/company_l...  \n",
       "6   https://images.wuzzuf-data.net/files/company_l...  \n",
       "7   https://images.wuzzuf-data.net/files/company_l...  \n",
       "8   https://images.wuzzuf-data.net/files/company_l...  \n",
       "9   https://images.wuzzuf-data.net/files/company_l...  \n",
       "10  https://images.wuzzuf-data.net/files/company_l...  \n",
       "11  https://images.wuzzuf-data.net/files/company_l...  \n",
       "12  https://images.wuzzuf-data.net/files/company_l...  \n",
       "13  https://images.wuzzuf-data.net/files/company_l...  \n",
       "14  https://images.wuzzuf-data.net/files/company_l...  \n",
       "15  https://images.wuzzuf-data.net/files/company_l...  \n",
       "16  https://images.wuzzuf-data.net/files/company_l...  \n",
       "17  https://images.wuzzuf-data.net/files/company_l...  \n",
       "18  https://images.wuzzuf-data.net/files/company_l...  \n",
       "19  https://images.wuzzuf-data.net/files/company_l...  \n",
       "20  https://images.wuzzuf-data.net/files/company_l...  \n",
       "21  https://images.wuzzuf-data.net/files/company_l...  \n",
       "22  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...  \n",
       "23  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...  \n",
       "24  https://images.wuzzuf-data.net/files/company_l...  \n",
       "25  https://images.wuzzuf-data.net/files/company_l...  \n",
       "26  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...  \n",
       "27  https://images.wuzzuf-data.net/files/company_l...  \n",
       "28  https://images.wuzzuf-data.net/files/company_l...  \n",
       "29  https://images.wuzzuf-data.net/files/company_l...  \n",
       "30  https://images.wuzzuf-data.net/files/company_l...  \n",
       "31  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...  \n",
       "32  https://images.wuzzuf-data.net/files/company_l...  \n",
       "33  https://images.wuzzuf-data.net/files/company_l...  \n",
       "34  https://images.wuzzuf-data.net/files/company_l...  \n",
       "35  https://images.wuzzuf-data.net/files/company_l...  \n",
       "36  https://images.wuzzuf-data.net/files/company_l...  \n",
       "37  https://images.wuzzuf-data.net/files/company_l...  \n",
       "38  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...  \n",
       "39  https://images.wuzzuf-data.net/files/company_l...  \n",
       "40  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...  \n",
       "41  https://images.wuzzuf-data.net/files/company_l...  \n",
       "42  https://images.wuzzuf-data.net/files/company_l...  \n",
       "43  https://images.wuzzuf-data.net/files/company_l...  \n",
       "44  https://images.wuzzuf-data.net/files/company_l...  "
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_software_testing_result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "09289738",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_software_testing_result.to_csv('software_testing_jobs.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "79609aa0",
   "metadata": {},
   "source": [
    "## All data collected"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "d2a48cc6",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_data = pd.concat([df_machine_learning,df_data_analysis_results,df_software_testing_result],axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "5484710a",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_data.reset_index(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "64b0ffe1",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>index</th>\n",
       "      <th>job_title</th>\n",
       "      <th>company_name</th>\n",
       "      <th>location</th>\n",
       "      <th>duration</th>\n",
       "      <th>date_posted</th>\n",
       "      <th>Num_Applicants</th>\n",
       "      <th>Num_Views</th>\n",
       "      <th>Num_In_Consideration</th>\n",
       "      <th>Num_Not_Selected</th>\n",
       "      <th>skills_and_tools</th>\n",
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       "      <th>experience_needed</th>\n",
       "      <th>education_level</th>\n",
       "      <th>job_categories</th>\n",
       "      <th>career_level</th>\n",
       "      <th>job_description</th>\n",
       "      <th>job_requirements</th>\n",
       "      <th>job_link</th>\n",
       "      <th>Logo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Senior/Mid Senior Deep Learning Engineer</td>\n",
       "      <td>Confidential Company</td>\n",
       "      <td>Mokattam, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>35</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>20000 To 30000 EGP Per Month</td>\n",
       "      <td>More Than 4 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Reviewing, replicating, and mapping research ...</td>\n",
       "      <td>[Completed Master’s degree or higher in Artifi...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/5NFxSMKMH5K0-SeniorM...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>ML Engineer - Recommendation System</td>\n",
       "      <td>TensorGraph</td>\n",
       "      <td>Maadi, Cairo</td>\n",
       "      <td>Part Time,Freelance / Project</td>\n",
       "      <td>5 days ago</td>\n",
       "      <td>64</td>\n",
       "      <td>27</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>More Than 1 Year</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[TensorGraph is looking for an “ML Engineer - ...</td>\n",
       "      <td>[BA in Computer Science and similar fields, ha...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/bevYQMKRLEmI-ML-Engi...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>Internship - Graduates</td>\n",
       "      <td>Trufla</td>\n",
       "      <td>Heliopolis, Cairo</td>\n",
       "      <td>Internship</td>\n",
       "      <td>12 days ago</td>\n",
       "      <td>1,398</td>\n",
       "      <td>59</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Paid</td>\n",
       "      <td>Not Specified</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[Think insurance is boring? Think again. , Tru...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://wuzzuf.net/internship/zF1Yie2Xk7e0-Int...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Confidential Company</td>\n",
       "      <td>Riyadh, Saudi Arabia</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>19 days ago</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>2 To 4 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Selecting features, building, and optimizing ...</td>\n",
       "      <td>[Strong applied mathematical and statistical s...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/OjuPwsoJjnOC-Data-Sc...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Senior Data Scientist</td>\n",
       "      <td>BBI-Consultancy</td>\n",
       "      <td>Nasr City, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>3 To 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Identify valuable data sources and automate c...</td>\n",
       "      <td>[BSc/BA in Computer Science, Engineering or re...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/jX5wf4UC6hGY-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>40</td>\n",
       "      <td>Senior Software Quality Control</td>\n",
       "      <td>Confidential Company</td>\n",
       "      <td>Giza, Egypt</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>16 days ago</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>5 To 7 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Leading and collaborating with software teste...</td>\n",
       "      <td>[+5 years of experience in Software Quality Co...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/SyUIjILYnA0b-Senior-...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>41</td>\n",
       "      <td>Senior Software Engineer</td>\n",
       "      <td>OneCommerce</td>\n",
       "      <td>Maadi, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>10 days ago</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IT/Software Development,MongoDB,Typescript,Nod...</td>\n",
       "      <td>25000 To 50000 EGP Per Month</td>\n",
       "      <td>7 To 20 Years</td>\n",
       "      <td>Master'S Degree</td>\n",
       "      <td>IT/Software Development</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[About you, You are a passionate senior softwa...</td>\n",
       "      <td>[Qualifications, On your first day, we’ll expe...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/33Rk7IjKq5U1-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>42</td>\n",
       "      <td>Senior Software Quality Assurance Specialist</td>\n",
       "      <td>Smart IT</td>\n",
       "      <td>Nasr City, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>12 days ago</td>\n",
       "      <td>17</td>\n",
       "      <td>16</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>32000 To 35000 EGP Per Month, Medical Insuranc...</td>\n",
       "      <td>More Than 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Quality Assurance, Develops automated testing...</td>\n",
       "      <td>[BSc/BA in Computer Science, Engineering or a ...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/UpR1I2cuiQQz-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>43</td>\n",
       "      <td>Software Quality Control Engineer</td>\n",
       "      <td>Kick Start Interactive</td>\n",
       "      <td>Dokki, Giza</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>17 days ago</td>\n",
       "      <td>29</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>3 To 4 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Create detailed, comprehensive, and well-stru...</td>\n",
       "      <td>[+3 years of experience in the same role., Bac...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/RGydm1PudXnV-Softwar...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>44</td>\n",
       "      <td>Software Analyst &amp; Tester</td>\n",
       "      <td>INTERNET SOLUTIONS</td>\n",
       "      <td>Sheikh Zayed, Giza</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>16 days ago</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Quality,Analyst/Resear...</td>\n",
       "      <td>6000 To 8000 EGP Per Month</td>\n",
       "      <td>2 To 4 Years</td>\n",
       "      <td>Not Specified</td>\n",
       "      <td>IT/Software Development,Quality,Analyst/Research</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Responsible for system analysis and system te...</td>\n",
       "      <td>[Requirements:, Bachelor’s degree (or equivale...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/U6zKqdrtK71i-Softwar...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>132 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     index                                     job_title  \\\n",
       "0        0      Senior/Mid Senior Deep Learning Engineer   \n",
       "1        1           ML Engineer - Recommendation System   \n",
       "2        2                        Internship - Graduates   \n",
       "3        3                                Data Scientist   \n",
       "4        4                         Senior Data Scientist   \n",
       "..     ...                                           ...   \n",
       "127     40               Senior Software Quality Control   \n",
       "128     41                      Senior Software Engineer   \n",
       "129     42  Senior Software Quality Assurance Specialist   \n",
       "130     43             Software Quality Control Engineer   \n",
       "131     44                     Software Analyst & Tester   \n",
       "\n",
       "               company_name              location  \\\n",
       "0      Confidential Company       Mokattam, Cairo   \n",
       "1               TensorGraph          Maadi, Cairo   \n",
       "2                    Trufla     Heliopolis, Cairo   \n",
       "3      Confidential Company  Riyadh, Saudi Arabia   \n",
       "4           BBI-Consultancy      Nasr City, Cairo   \n",
       "..                      ...                   ...   \n",
       "127    Confidential Company           Giza, Egypt   \n",
       "128             OneCommerce          Maadi, Cairo   \n",
       "129                Smart IT      Nasr City, Cairo   \n",
       "130  Kick Start Interactive           Dokki, Giza   \n",
       "131      INTERNET SOLUTIONS    Sheikh Zayed, Giza   \n",
       "\n",
       "                          duration  date_posted Num_Applicants Num_Views  \\\n",
       "0                        Full Time  1 month ago             35         8   \n",
       "1    Part Time,Freelance / Project   5 days ago             64        27   \n",
       "2                       Internship  12 days ago          1,398        59   \n",
       "3                        Full Time  19 days ago             40         0   \n",
       "4                        Full Time  1 month ago             47         0   \n",
       "..                             ...          ...            ...       ...   \n",
       "127                      Full Time  16 days ago             12         1   \n",
       "128                      Full Time  10 days ago              0       NaN   \n",
       "129                      Full Time  12 days ago             17        16   \n",
       "130                      Full Time  17 days ago             29        23   \n",
       "131                      Full Time  16 days ago             12         0   \n",
       "\n",
       "    Num_In_Consideration Num_Not_Selected  \\\n",
       "0                      0                0   \n",
       "1                      9                3   \n",
       "2                      2                9   \n",
       "3                      0                0   \n",
       "4                      0                0   \n",
       "..                   ...              ...   \n",
       "127                    0                0   \n",
       "128                  NaN              NaN   \n",
       "129                    8                9   \n",
       "130                    2               11   \n",
       "131                    0                0   \n",
       "\n",
       "                                      skills_and_tools  \\\n",
       "0    IT/Software Development,Engineering - Telecom/...   \n",
       "1    IT/Software Development,Engineering - Telecom/...   \n",
       "2    IT/Software Development,Engineering - Telecom/...   \n",
       "3    IT/Software Development,Analyst/Research,Engin...   \n",
       "4    IT/Software Development,Analyst/Research,Engin...   \n",
       "..                                                 ...   \n",
       "127  IT/Software Development,Quality,Engineering - ...   \n",
       "128  IT/Software Development,MongoDB,Typescript,Nod...   \n",
       "129  IT/Software Development,Quality,Engineering - ...   \n",
       "130  IT/Software Development,Quality,Engineering - ...   \n",
       "131  IT/Software Development,Quality,Analyst/Resear...   \n",
       "\n",
       "                                                salary  experience_needed  \\\n",
       "0                         20000 To 30000 EGP Per Month  More Than 4 Years   \n",
       "1                                         Confidential   More Than 1 Year   \n",
       "2                                                 Paid      Not Specified   \n",
       "3                                         Confidential       2 To 4 Years   \n",
       "4                                         Confidential       3 To 5 Years   \n",
       "..                                                 ...                ...   \n",
       "127                                       Confidential       5 To 7 Years   \n",
       "128                       25000 To 50000 EGP Per Month      7 To 20 Years   \n",
       "129  32000 To 35000 EGP Per Month, Medical Insuranc...  More Than 5 Years   \n",
       "130                                       Confidential       3 To 4 Years   \n",
       "131                         6000 To 8000 EGP Per Month       2 To 4 Years   \n",
       "\n",
       "       education_level                                     job_categories  \\\n",
       "0    Bachelor'S Degree  IT/Software Development,Engineering - Telecom/...   \n",
       "1    Bachelor'S Degree  IT/Software Development,Engineering - Telecom/...   \n",
       "2    Bachelor'S Degree  IT/Software Development,Engineering - Telecom/...   \n",
       "3    Bachelor'S Degree  IT/Software Development,Analyst/Research,Engin...   \n",
       "4    Bachelor'S Degree  IT/Software Development,Analyst/Research,Engin...   \n",
       "..                 ...                                                ...   \n",
       "127  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "128    Master'S Degree                            IT/Software Development   \n",
       "129  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "130  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "131      Not Specified   IT/Software Development,Quality,Analyst/Research   \n",
       "\n",
       "                                career_level  \\\n",
       "0                  Experienced (Non-Manager)   \n",
       "1    Entry Level (Junior Level / Fresh Grad)   \n",
       "2    Entry Level (Junior Level / Fresh Grad)   \n",
       "3                  Experienced (Non-Manager)   \n",
       "4                  Experienced (Non-Manager)   \n",
       "..                                       ...   \n",
       "127                Experienced (Non-Manager)   \n",
       "128                Experienced (Non-Manager)   \n",
       "129                Experienced (Non-Manager)   \n",
       "130                Experienced (Non-Manager)   \n",
       "131                Experienced (Non-Manager)   \n",
       "\n",
       "                                       job_description  \\\n",
       "0    [Reviewing, replicating, and mapping research ...   \n",
       "1    [TensorGraph is looking for an “ML Engineer - ...   \n",
       "2    [Think insurance is boring? Think again. , Tru...   \n",
       "3    [Selecting features, building, and optimizing ...   \n",
       "4    [Identify valuable data sources and automate c...   \n",
       "..                                                 ...   \n",
       "127  [Leading and collaborating with software teste...   \n",
       "128  [About you, You are a passionate senior softwa...   \n",
       "129  [Quality Assurance, Develops automated testing...   \n",
       "130  [Create detailed, comprehensive, and well-stru...   \n",
       "131  [Responsible for system analysis and system te...   \n",
       "\n",
       "                                      job_requirements  \\\n",
       "0    [Completed Master’s degree or higher in Artifi...   \n",
       "1    [BA in Computer Science and similar fields, ha...   \n",
       "2                                                  NaN   \n",
       "3    [Strong applied mathematical and statistical s...   \n",
       "4    [BSc/BA in Computer Science, Engineering or re...   \n",
       "..                                                 ...   \n",
       "127  [+5 years of experience in Software Quality Co...   \n",
       "128  [Qualifications, On your first day, we’ll expe...   \n",
       "129  [BSc/BA in Computer Science, Engineering or a ...   \n",
       "130  [+3 years of experience in the same role., Bac...   \n",
       "131  [Requirements:, Bachelor’s degree (or equivale...   \n",
       "\n",
       "                                              job_link  \\\n",
       "0    https://wuzzuf.net/jobs/p/5NFxSMKMH5K0-SeniorM...   \n",
       "1    https://wuzzuf.net/jobs/p/bevYQMKRLEmI-ML-Engi...   \n",
       "2    https://wuzzuf.net/internship/zF1Yie2Xk7e0-Int...   \n",
       "3    https://wuzzuf.net/jobs/p/OjuPwsoJjnOC-Data-Sc...   \n",
       "4    https://wuzzuf.net/jobs/p/jX5wf4UC6hGY-Senior-...   \n",
       "..                                                 ...   \n",
       "127  https://wuzzuf.net/jobs/p/SyUIjILYnA0b-Senior-...   \n",
       "128  https://wuzzuf.net/jobs/p/33Rk7IjKq5U1-Senior-...   \n",
       "129  https://wuzzuf.net/jobs/p/UpR1I2cuiQQz-Senior-...   \n",
       "130  https://wuzzuf.net/jobs/p/RGydm1PudXnV-Softwar...   \n",
       "131  https://wuzzuf.net/jobs/p/U6zKqdrtK71i-Softwar...   \n",
       "\n",
       "                                                  Logo  \n",
       "0    data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...  \n",
       "1    https://images.wuzzuf-data.net/files/company_l...  \n",
       "2    https://images.wuzzuf-data.net/files/company_l...  \n",
       "3    data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...  \n",
       "4    https://images.wuzzuf-data.net/files/company_l...  \n",
       "..                                                 ...  \n",
       "127  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...  \n",
       "128  https://images.wuzzuf-data.net/files/company_l...  \n",
       "129  https://images.wuzzuf-data.net/files/company_l...  \n",
       "130  https://images.wuzzuf-data.net/files/company_l...  \n",
       "131  https://images.wuzzuf-data.net/files/company_l...  \n",
       "\n",
       "[132 rows x 20 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "e9586a6b",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_data.drop('index',axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "19a46298",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<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>job_title</th>\n",
       "      <th>company_name</th>\n",
       "      <th>location</th>\n",
       "      <th>duration</th>\n",
       "      <th>date_posted</th>\n",
       "      <th>Num_Applicants</th>\n",
       "      <th>Num_Views</th>\n",
       "      <th>Num_In_Consideration</th>\n",
       "      <th>Num_Not_Selected</th>\n",
       "      <th>skills_and_tools</th>\n",
       "      <th>salary</th>\n",
       "      <th>experience_needed</th>\n",
       "      <th>education_level</th>\n",
       "      <th>job_categories</th>\n",
       "      <th>career_level</th>\n",
       "      <th>job_description</th>\n",
       "      <th>job_requirements</th>\n",
       "      <th>job_link</th>\n",
       "      <th>Logo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Senior/Mid Senior Deep Learning Engineer</td>\n",
       "      <td>Confidential Company</td>\n",
       "      <td>Mokattam, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>35</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>20000 To 30000 EGP Per Month</td>\n",
       "      <td>More Than 4 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Reviewing, replicating, and mapping research ...</td>\n",
       "      <td>[Completed Master’s degree or higher in Artifi...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/5NFxSMKMH5K0-SeniorM...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ML Engineer - Recommendation System</td>\n",
       "      <td>TensorGraph</td>\n",
       "      <td>Maadi, Cairo</td>\n",
       "      <td>Part Time,Freelance / Project</td>\n",
       "      <td>5 days ago</td>\n",
       "      <td>64</td>\n",
       "      <td>27</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>More Than 1 Year</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[TensorGraph is looking for an “ML Engineer - ...</td>\n",
       "      <td>[BA in Computer Science and similar fields, ha...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/bevYQMKRLEmI-ML-Engi...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Internship - Graduates</td>\n",
       "      <td>Trufla</td>\n",
       "      <td>Heliopolis, Cairo</td>\n",
       "      <td>Internship</td>\n",
       "      <td>12 days ago</td>\n",
       "      <td>1,398</td>\n",
       "      <td>59</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Paid</td>\n",
       "      <td>Not Specified</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Engineering - Telecom/...</td>\n",
       "      <td>Entry Level (Junior Level / Fresh Grad)</td>\n",
       "      <td>[Think insurance is boring? Think again. , Tru...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://wuzzuf.net/internship/zF1Yie2Xk7e0-Int...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Confidential Company</td>\n",
       "      <td>Riyadh, Saudi Arabia</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>19 days ago</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>2 To 4 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Selecting features, building, and optimizing ...</td>\n",
       "      <td>[Strong applied mathematical and statistical s...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/OjuPwsoJjnOC-Data-Sc...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Senior Data Scientist</td>\n",
       "      <td>BBI-Consultancy</td>\n",
       "      <td>Nasr City, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>1 month ago</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>3 To 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Analyst/Research,Engin...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Identify valuable data sources and automate c...</td>\n",
       "      <td>[BSc/BA in Computer Science, Engineering or re...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/jX5wf4UC6hGY-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Senior Software Quality Control</td>\n",
       "      <td>Confidential Company</td>\n",
       "      <td>Giza, Egypt</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>16 days ago</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>5 To 7 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Leading and collaborating with software teste...</td>\n",
       "      <td>[+5 years of experience in Software Quality Co...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/SyUIjILYnA0b-Senior-...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>Senior Software Engineer</td>\n",
       "      <td>OneCommerce</td>\n",
       "      <td>Maadi, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>10 days ago</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IT/Software Development,MongoDB,Typescript,Nod...</td>\n",
       "      <td>25000 To 50000 EGP Per Month</td>\n",
       "      <td>7 To 20 Years</td>\n",
       "      <td>Master'S Degree</td>\n",
       "      <td>IT/Software Development</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[About you, You are a passionate senior softwa...</td>\n",
       "      <td>[Qualifications, On your first day, we’ll expe...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/33Rk7IjKq5U1-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Senior Software Quality Assurance Specialist</td>\n",
       "      <td>Smart IT</td>\n",
       "      <td>Nasr City, Cairo</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>12 days ago</td>\n",
       "      <td>17</td>\n",
       "      <td>16</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>32000 To 35000 EGP Per Month, Medical Insuranc...</td>\n",
       "      <td>More Than 5 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Quality Assurance, Develops automated testing...</td>\n",
       "      <td>[BSc/BA in Computer Science, Engineering or a ...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/UpR1I2cuiQQz-Senior-...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Software Quality Control Engineer</td>\n",
       "      <td>Kick Start Interactive</td>\n",
       "      <td>Dokki, Giza</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>17 days ago</td>\n",
       "      <td>29</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Confidential</td>\n",
       "      <td>3 To 4 Years</td>\n",
       "      <td>Bachelor'S Degree</td>\n",
       "      <td>IT/Software Development,Quality,Engineering - ...</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Create detailed, comprehensive, and well-stru...</td>\n",
       "      <td>[+3 years of experience in the same role., Bac...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/RGydm1PudXnV-Softwar...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Software Analyst &amp; Tester</td>\n",
       "      <td>INTERNET SOLUTIONS</td>\n",
       "      <td>Sheikh Zayed, Giza</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>16 days ago</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT/Software Development,Quality,Analyst/Resear...</td>\n",
       "      <td>6000 To 8000 EGP Per Month</td>\n",
       "      <td>2 To 4 Years</td>\n",
       "      <td>Not Specified</td>\n",
       "      <td>IT/Software Development,Quality,Analyst/Research</td>\n",
       "      <td>Experienced (Non-Manager)</td>\n",
       "      <td>[Responsible for system analysis and system te...</td>\n",
       "      <td>[Requirements:, Bachelor’s degree (or equivale...</td>\n",
       "      <td>https://wuzzuf.net/jobs/p/U6zKqdrtK71i-Softwar...</td>\n",
       "      <td>https://images.wuzzuf-data.net/files/company_l...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>132 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        job_title            company_name  \\\n",
       "0        Senior/Mid Senior Deep Learning Engineer    Confidential Company   \n",
       "1             ML Engineer - Recommendation System             TensorGraph   \n",
       "2                          Internship - Graduates                  Trufla   \n",
       "3                                  Data Scientist    Confidential Company   \n",
       "4                           Senior Data Scientist         BBI-Consultancy   \n",
       "..                                            ...                     ...   \n",
       "127               Senior Software Quality Control    Confidential Company   \n",
       "128                      Senior Software Engineer             OneCommerce   \n",
       "129  Senior Software Quality Assurance Specialist                Smart IT   \n",
       "130             Software Quality Control Engineer  Kick Start Interactive   \n",
       "131                     Software Analyst & Tester      INTERNET SOLUTIONS   \n",
       "\n",
       "                 location                       duration  date_posted  \\\n",
       "0         Mokattam, Cairo                      Full Time  1 month ago   \n",
       "1            Maadi, Cairo  Part Time,Freelance / Project   5 days ago   \n",
       "2       Heliopolis, Cairo                     Internship  12 days ago   \n",
       "3    Riyadh, Saudi Arabia                      Full Time  19 days ago   \n",
       "4        Nasr City, Cairo                      Full Time  1 month ago   \n",
       "..                    ...                            ...          ...   \n",
       "127           Giza, Egypt                      Full Time  16 days ago   \n",
       "128          Maadi, Cairo                      Full Time  10 days ago   \n",
       "129      Nasr City, Cairo                      Full Time  12 days ago   \n",
       "130           Dokki, Giza                      Full Time  17 days ago   \n",
       "131    Sheikh Zayed, Giza                      Full Time  16 days ago   \n",
       "\n",
       "    Num_Applicants Num_Views Num_In_Consideration Num_Not_Selected  \\\n",
       "0               35         8                    0                0   \n",
       "1               64        27                    9                3   \n",
       "2            1,398        59                    2                9   \n",
       "3               40         0                    0                0   \n",
       "4               47         0                    0                0   \n",
       "..             ...       ...                  ...              ...   \n",
       "127             12         1                    0                0   \n",
       "128              0       NaN                  NaN              NaN   \n",
       "129             17        16                    8                9   \n",
       "130             29        23                    2               11   \n",
       "131             12         0                    0                0   \n",
       "\n",
       "                                      skills_and_tools  \\\n",
       "0    IT/Software Development,Engineering - Telecom/...   \n",
       "1    IT/Software Development,Engineering - Telecom/...   \n",
       "2    IT/Software Development,Engineering - Telecom/...   \n",
       "3    IT/Software Development,Analyst/Research,Engin...   \n",
       "4    IT/Software Development,Analyst/Research,Engin...   \n",
       "..                                                 ...   \n",
       "127  IT/Software Development,Quality,Engineering - ...   \n",
       "128  IT/Software Development,MongoDB,Typescript,Nod...   \n",
       "129  IT/Software Development,Quality,Engineering - ...   \n",
       "130  IT/Software Development,Quality,Engineering - ...   \n",
       "131  IT/Software Development,Quality,Analyst/Resear...   \n",
       "\n",
       "                                                salary  experience_needed  \\\n",
       "0                         20000 To 30000 EGP Per Month  More Than 4 Years   \n",
       "1                                         Confidential   More Than 1 Year   \n",
       "2                                                 Paid      Not Specified   \n",
       "3                                         Confidential       2 To 4 Years   \n",
       "4                                         Confidential       3 To 5 Years   \n",
       "..                                                 ...                ...   \n",
       "127                                       Confidential       5 To 7 Years   \n",
       "128                       25000 To 50000 EGP Per Month      7 To 20 Years   \n",
       "129  32000 To 35000 EGP Per Month, Medical Insuranc...  More Than 5 Years   \n",
       "130                                       Confidential       3 To 4 Years   \n",
       "131                         6000 To 8000 EGP Per Month       2 To 4 Years   \n",
       "\n",
       "       education_level                                     job_categories  \\\n",
       "0    Bachelor'S Degree  IT/Software Development,Engineering - Telecom/...   \n",
       "1    Bachelor'S Degree  IT/Software Development,Engineering - Telecom/...   \n",
       "2    Bachelor'S Degree  IT/Software Development,Engineering - Telecom/...   \n",
       "3    Bachelor'S Degree  IT/Software Development,Analyst/Research,Engin...   \n",
       "4    Bachelor'S Degree  IT/Software Development,Analyst/Research,Engin...   \n",
       "..                 ...                                                ...   \n",
       "127  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "128    Master'S Degree                            IT/Software Development   \n",
       "129  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "130  Bachelor'S Degree  IT/Software Development,Quality,Engineering - ...   \n",
       "131      Not Specified   IT/Software Development,Quality,Analyst/Research   \n",
       "\n",
       "                                career_level  \\\n",
       "0                  Experienced (Non-Manager)   \n",
       "1    Entry Level (Junior Level / Fresh Grad)   \n",
       "2    Entry Level (Junior Level / Fresh Grad)   \n",
       "3                  Experienced (Non-Manager)   \n",
       "4                  Experienced (Non-Manager)   \n",
       "..                                       ...   \n",
       "127                Experienced (Non-Manager)   \n",
       "128                Experienced (Non-Manager)   \n",
       "129                Experienced (Non-Manager)   \n",
       "130                Experienced (Non-Manager)   \n",
       "131                Experienced (Non-Manager)   \n",
       "\n",
       "                                       job_description  \\\n",
       "0    [Reviewing, replicating, and mapping research ...   \n",
       "1    [TensorGraph is looking for an “ML Engineer - ...   \n",
       "2    [Think insurance is boring? Think again. , Tru...   \n",
       "3    [Selecting features, building, and optimizing ...   \n",
       "4    [Identify valuable data sources and automate c...   \n",
       "..                                                 ...   \n",
       "127  [Leading and collaborating with software teste...   \n",
       "128  [About you, You are a passionate senior softwa...   \n",
       "129  [Quality Assurance, Develops automated testing...   \n",
       "130  [Create detailed, comprehensive, and well-stru...   \n",
       "131  [Responsible for system analysis and system te...   \n",
       "\n",
       "                                      job_requirements  \\\n",
       "0    [Completed Master’s degree or higher in Artifi...   \n",
       "1    [BA in Computer Science and similar fields, ha...   \n",
       "2                                                  NaN   \n",
       "3    [Strong applied mathematical and statistical s...   \n",
       "4    [BSc/BA in Computer Science, Engineering or re...   \n",
       "..                                                 ...   \n",
       "127  [+5 years of experience in Software Quality Co...   \n",
       "128  [Qualifications, On your first day, we’ll expe...   \n",
       "129  [BSc/BA in Computer Science, Engineering or a ...   \n",
       "130  [+3 years of experience in the same role., Bac...   \n",
       "131  [Requirements:, Bachelor’s degree (or equivale...   \n",
       "\n",
       "                                              job_link  \\\n",
       "0    https://wuzzuf.net/jobs/p/5NFxSMKMH5K0-SeniorM...   \n",
       "1    https://wuzzuf.net/jobs/p/bevYQMKRLEmI-ML-Engi...   \n",
       "2    https://wuzzuf.net/internship/zF1Yie2Xk7e0-Int...   \n",
       "3    https://wuzzuf.net/jobs/p/OjuPwsoJjnOC-Data-Sc...   \n",
       "4    https://wuzzuf.net/jobs/p/jX5wf4UC6hGY-Senior-...   \n",
       "..                                                 ...   \n",
       "127  https://wuzzuf.net/jobs/p/SyUIjILYnA0b-Senior-...   \n",
       "128  https://wuzzuf.net/jobs/p/33Rk7IjKq5U1-Senior-...   \n",
       "129  https://wuzzuf.net/jobs/p/UpR1I2cuiQQz-Senior-...   \n",
       "130  https://wuzzuf.net/jobs/p/RGydm1PudXnV-Softwar...   \n",
       "131  https://wuzzuf.net/jobs/p/U6zKqdrtK71i-Softwar...   \n",
       "\n",
       "                                                  Logo  \n",
       "0    data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...  \n",
       "1    https://images.wuzzuf-data.net/files/company_l...  \n",
       "2    https://images.wuzzuf-data.net/files/company_l...  \n",
       "3    data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...  \n",
       "4    https://images.wuzzuf-data.net/files/company_l...  \n",
       "..                                                 ...  \n",
       "127  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...  \n",
       "128  https://images.wuzzuf-data.net/files/company_l...  \n",
       "129  https://images.wuzzuf-data.net/files/company_l...  \n",
       "130  https://images.wuzzuf-data.net/files/company_l...  \n",
       "131  https://images.wuzzuf-data.net/files/company_l...  \n",
       "\n",
       "[132 rows x 19 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "b5b5312d",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_data.to_csv('All_Collected_data.csv')"
   ]
  },
  {
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