diff --git a/JobSpy_Demo.ipynb b/JobSpy_Demo.ipynb
index 3d9355f..caf02b1 100644
--- a/JobSpy_Demo.ipynb
+++ b/JobSpy_Demo.ipynb
@@ -26,7 +26,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 7,
    "id": "1253c1f8-9437-492e-9dd3-e7fe51099420",
    "metadata": {},
    "outputs": [
@@ -81,272 +81,20 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>linkedin</td>\n",
-       "      <td>Manufacturing Engineer / Grand Prairie, TX</td>\n",
-       "      <td>Lockheed Martin</td>\n",
-       "      <td>Grand Prairie, TX</td>\n",
+       "      <td>indeed</td>\n",
+       "      <td>Senior Electrical Engineer</td>\n",
+       "      <td>Overhead Door Corporation</td>\n",
+       "      <td>Dallas, TX, USA</td>\n",
        "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
        "      <td>None</td>\n",
        "      <td>None</td>\n",
        "      <td>None</td>\n",
-       "      <td>https://www.linkedin.com/jobs/view/3641099818</td>\n",
-       "      <td>Duties IncludeThis position requires a self-mo...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>https://www.indeed.com/viewjob?jk=6189a6116567...</td>\n",
+       "      <td>The Genie Company has been trusted for Generat...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>linkedin</td>\n",
-       "      <td>Procurement Engineer</td>\n",
-       "      <td>Lockheed Martin</td>\n",
-       "      <td>Grand Prairie, TX</td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://www.linkedin.com/jobs/view/3707147989</td>\n",
-       "      <td>Seeking a Procurement Engineer to join the Pre...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>linkedin</td>\n",
-       "      <td>Manufacturing Engineer / Grand Prairie, TX</td>\n",
-       "      <td>Lockheed Martin</td>\n",
-       "      <td>Grand Prairie, TX</td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://www.linkedin.com/jobs/view/3704142926</td>\n",
-       "      <td>Lockheed Martin is seeking a Manufacturing Eng...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>linkedin</td>\n",
-       "      <td>Materials &amp; Process Engineer</td>\n",
-       "      <td>Lockheed Martin</td>\n",
-       "      <td>Grand Prairie, TX</td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://www.linkedin.com/jobs/view/3706406945</td>\n",
-       "      <td>Take your career to a new level and work at an...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>linkedin</td>\n",
-       "      <td>Manufacturing Engineering SME/Orlando, FL or D...</td>\n",
-       "      <td>Lockheed Martin</td>\n",
-       "      <td>Grand Prairie, TX</td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://www.linkedin.com/jobs/view/3674491182</td>\n",
-       "      <td>**WORK LOCATIONS: ORLANDO, FL OR DALLAS, TX**L...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>linkedin</td>\n",
-       "      <td>Manufacturing Engineer Staff / Grand Prairie, TX</td>\n",
-       "      <td>Lockheed Martin</td>\n",
-       "      <td>Grand Prairie, TX</td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://www.linkedin.com/jobs/view/3700345185</td>\n",
-       "      <td>Lockheed Martin Missiles and Fire Control is s...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>linkedin</td>\n",
-       "      <td>Manufacturing Engineer Staff / Grand Prairie, TX</td>\n",
-       "      <td>Lockheed Martin</td>\n",
-       "      <td>Grand Prairie, TX</td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://www.linkedin.com/jobs/view/3693554508</td>\n",
-       "      <td>Description:Lockheed Martin Missiles and Fire ...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>linkedin</td>\n",
-       "      <td>Life Scientist/Environmental Engineer/Physical...</td>\n",
-       "      <td>US Environmental Protection Agency (EPA)</td>\n",
-       "      <td>Dallas, TX</td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://www.linkedin.com/jobs/view/3691767133</td>\n",
-       "      <td>Help Help Requirements Conditions of Employmen...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>linkedin</td>\n",
-       "      <td>Mechanical Design Engineer - Early Career - Da...</td>\n",
-       "      <td>Lockheed Martin</td>\n",
-       "      <td>Grand Prairie, TX</td>\n",
-       "      <td>parttime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://www.linkedin.com/jobs/view/3665731446</td>\n",
-       "      <td>Description:Lockheed Martin MFC in is seeking ...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>indeed</td>\n",
-       "      <td>Senior Geotechnical Engineer</td>\n",
-       "      <td>TSIT Engineering</td>\n",
-       "      <td>Dallas-Fort Worth, TX, USA</td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>160000</td>\n",
-       "      <td>150000</td>\n",
-       "      <td>USD</td>\n",
-       "      <td>https://www.indeed.com/viewjob?jk=7e9ac4cadd48...</td>\n",
-       "      <td>Sr. Geotechnical Engineer, PE (Generous Sign-o...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>indeed</td>\n",
-       "      <td>Field Engineer</td>\n",
-       "      <td>Pipeline Conditioning</td>\n",
-       "      <td>TX, USA</td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>112000</td>\n",
-       "      <td>90000</td>\n",
-       "      <td>USD</td>\n",
-       "      <td>https://www.indeed.com/viewjob?jk=634d6fc182df...</td>\n",
-       "      <td>Have you been looking for a job that promotes ...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>indeed</td>\n",
-       "      <td>Project Manager</td>\n",
-       "      <td>Patriot Erectors, Inc.</td>\n",
-       "      <td>Dallas-Fort Worth, TX, USA</td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>80000</td>\n",
-       "      <td>USD</td>\n",
-       "      <td>https://www.indeed.com/viewjob?jk=6e40c70c7854...</td>\n",
-       "      <td>*Patriot Erectors, Inc; an AISC certified stru...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>indeed</td>\n",
-       "      <td>Senior Reliability Engineer</td>\n",
-       "      <td>Crescent Systems, Inc.</td>\n",
-       "      <td>Richardson, TX, USA</td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>150000</td>\n",
-       "      <td>USD</td>\n",
-       "      <td>https://www.indeed.com/viewjob?jk=cfda7cdd5f9b...</td>\n",
-       "      <td>ABOUT CSI: For the past 27 years, Crescent Sys...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>indeed</td>\n",
-       "      <td>Geotechnical Engineer</td>\n",
-       "      <td>Midwest Engineering and Testing Corporation</td>\n",
-       "      <td>Dallas-Fort Worth, TX, USA</td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://www.indeed.com/viewjob?jk=3913ad000636...</td>\n",
-       "      <td>This is a full time in person job located in O...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>indeed</td>\n",
-       "      <td>Campus Recruiter</td>\n",
-       "      <td>Turner Construction Company</td>\n",
-       "      <td>Dallas, TX, USA</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://www.indeed.com/viewjob?jk=b3e88b422df5...</td>\n",
-       "      <td>Assigned to a field operations team to assist ...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>indeed</td>\n",
-       "      <td>Field Engineer</td>\n",
-       "      <td>Flatiron Construction Corp</td>\n",
-       "      <td>Dallas, TX, USA</td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>70000</td>\n",
-       "      <td>USD</td>\n",
-       "      <td>https://www.indeed.com/viewjob?jk=27a8a65d19d7...</td>\n",
-       "      <td>Overview: Come join our Dallas-Fort Worth team...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>indeed</td>\n",
-       "      <td>Audio Visual Engineer</td>\n",
-       "      <td>Integrated Media Technologies, Inc.</td>\n",
-       "      <td>Dallas, TX, USA</td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>90000</td>\n",
-       "      <td>70000</td>\n",
-       "      <td>USD</td>\n",
-       "      <td>https://www.indeed.com/viewjob?jk=004fa9a63978...</td>\n",
-       "      <td>Position Overview The preferred candidate will...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>indeed</td>\n",
-       "      <td>Junior System Engineer</td>\n",
-       "      <td>Crescent Systems, Inc.</td>\n",
-       "      <td>Richardson, TX, USA</td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>80000</td>\n",
-       "      <td>USD</td>\n",
-       "      <td>https://www.indeed.com/viewjob?jk=ee00fc9dec32...</td>\n",
-       "      <td>Company Overview: Crescent Systems, Inc. (CSI)...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>indeed</td>\n",
-       "      <td>Process Engineer</td>\n",
-       "      <td>Andersen Windows &amp; Doors</td>\n",
-       "      <td>Garland, TX, USA</td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://www.indeed.com/viewjob?jk=e25c4602dacb...</td>\n",
-       "      <td>ANDERSEN CORPORATION SUMMARY: We’re focused on...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>20</th>\n",
        "      <td>zip_recruiter</td>\n",
        "      <td>Consultant Engineer II- Boiler and Machinery</td>\n",
        "      <td>FM Global</td>\n",
@@ -359,296 +107,30 @@
        "      <td>https://dsp.prng.co/Y98LJ5b?clickid=[click_id]</td>\n",
        "      <td>FM Global is currently seeking a boiler &amp; mach...</td>\n",
        "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>zip_recruiter</td>\n",
-       "      <td>Experienced AV Project Engineer - Dallas, TX</td>\n",
-       "      <td>Ford Audio-Video Systems</td>\n",
-       "      <td>Dallas, TX</td>\n",
-       "      <td>None</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>80000</td>\n",
-       "      <td>120000</td>\n",
-       "      <td>USD/CAD</td>\n",
-       "      <td>https://www.ziprecruiter.com/c/Ford-Audio-Vide...</td>\n",
-       "      <td>The Experienced Project Engineer is an integra...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>zip_recruiter</td>\n",
-       "      <td>Electrical Engineer, EIT - MEP</td>\n",
-       "      <td>Advantage Technical</td>\n",
-       "      <td>Plano, TX</td>\n",
-       "      <td>None</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>85000</td>\n",
-       "      <td>120000</td>\n",
-       "      <td>USD/CAD</td>\n",
-       "      <td>https://www.ziprecruiter.com/c/Advantage-Techn...</td>\n",
-       "      <td>Electrical Engineer, EIT - MEP Position Locati...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>zip_recruiter</td>\n",
-       "      <td>Sr Mechanical Engineer</td>\n",
-       "      <td>Staffmark</td>\n",
-       "      <td>Allen, TX</td>\n",
-       "      <td>None</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>120000</td>\n",
-       "      <td>140000</td>\n",
-       "      <td>USD/CAD</td>\n",
-       "      <td>https://www.ziprecruiter.com/c/Staffmark/Job/S...</td>\n",
-       "      <td>We are seeking a versatile and agile Sr. Desig...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>zip_recruiter</td>\n",
-       "      <td>Electrical Engineer, PE - MEP</td>\n",
-       "      <td>Advantage Technical</td>\n",
-       "      <td>Plano, TX</td>\n",
-       "      <td>None</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>115000</td>\n",
-       "      <td>150000</td>\n",
-       "      <td>USD/CAD</td>\n",
-       "      <td>https://www.ziprecruiter.com/c/Advantage-Techn...</td>\n",
-       "      <td>Electrical Engineer, PE - MEP Position Type: D...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>zip_recruiter</td>\n",
-       "      <td>Distributed Tracing Engineer (Hybrid)</td>\n",
-       "      <td>Citi</td>\n",
-       "      <td>Irving, TX</td>\n",
-       "      <td>None</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>122000</td>\n",
-       "      <td>182000</td>\n",
-       "      <td>USD/CAD</td>\n",
-       "      <td>https://dsp.prng.co/_59bQ8b?clickid=[click_id]</td>\n",
-       "      <td>... Engineer to perform software engineering a...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>zip_recruiter</td>\n",
-       "      <td>Mechanical Engineer - Aerospace Power Systems/...</td>\n",
-       "      <td>Systematic Business Consulting</td>\n",
-       "      <td>Dallas, TX</td>\n",
-       "      <td>None</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>70000</td>\n",
-       "      <td>85000</td>\n",
-       "      <td>USD/CAD</td>\n",
-       "      <td>https://www.ziprecruiter.com/c/Systematic-Busi...</td>\n",
-       "      <td>Position Summary The Mechanical Engineer as pa...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>zip_recruiter</td>\n",
-       "      <td>Optical Engineer (Road Warrior)</td>\n",
-       "      <td>Glotel Inc</td>\n",
-       "      <td>Dallas, TX</td>\n",
-       "      <td>contract</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>30</td>\n",
-       "      <td>36</td>\n",
-       "      <td>USD/CAD</td>\n",
-       "      <td>https://www.ziprecruiter.com/c/Glotel-Inc/Job/...</td>\n",
-       "      <td>Exciting contract/contract to hire role for a ...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>zip_recruiter</td>\n",
-       "      <td>Mechanical Engineer</td>\n",
-       "      <td>Core Personnel</td>\n",
-       "      <td>Dallas, TX</td>\n",
-       "      <td>None</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>70000</td>\n",
-       "      <td>85000</td>\n",
-       "      <td>USD/CAD</td>\n",
-       "      <td>https://www.ziprecruiter.com/c/Core-Personnel/...</td>\n",
-       "      <td>Mechanical Engineer The Mechanical Engineer as...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>zip_recruiter</td>\n",
-       "      <td>Sr. SailPoint Engineer</td>\n",
-       "      <td>Capital One</td>\n",
-       "      <td>Plano, TX</td>\n",
-       "      <td>None</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>USD/CAD</td>\n",
-       "      <td>https://dsp.prng.co/_h2Vr5b?clickid=[click_id]</td>\n",
-       "      <td>Sr. SailPoint Engineer Do you want to work for...</td>\n",
-       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "             site                                              title  \\\n",
-       "0        linkedin         Manufacturing Engineer / Grand Prairie, TX   \n",
-       "1        linkedin         Manufacturing Engineer / Grand Prairie, TX   \n",
-       "2        linkedin                               Procurement Engineer   \n",
-       "3        linkedin         Manufacturing Engineer / Grand Prairie, TX   \n",
-       "4        linkedin                       Materials & Process Engineer   \n",
-       "5        linkedin  Manufacturing Engineering SME/Orlando, FL or D...   \n",
-       "6        linkedin   Manufacturing Engineer Staff / Grand Prairie, TX   \n",
-       "7        linkedin   Manufacturing Engineer Staff / Grand Prairie, TX   \n",
-       "8        linkedin  Life Scientist/Environmental Engineer/Physical...   \n",
-       "9        linkedin  Mechanical Design Engineer - Early Career - Da...   \n",
-       "10         indeed                       Senior Geotechnical Engineer   \n",
-       "11         indeed                                     Field Engineer   \n",
-       "12         indeed                                    Project Manager   \n",
-       "13         indeed                        Senior Reliability Engineer   \n",
-       "14         indeed                              Geotechnical Engineer   \n",
-       "15         indeed                                   Campus Recruiter   \n",
-       "16         indeed                                     Field Engineer   \n",
-       "17         indeed                              Audio Visual Engineer   \n",
-       "18         indeed                             Junior System Engineer   \n",
-       "19         indeed                                   Process Engineer   \n",
-       "20  zip_recruiter       Consultant Engineer II- Boiler and Machinery   \n",
-       "21  zip_recruiter       Experienced AV Project Engineer - Dallas, TX   \n",
-       "22  zip_recruiter                     Electrical Engineer, EIT - MEP   \n",
-       "23  zip_recruiter                             Sr Mechanical Engineer   \n",
-       "24  zip_recruiter                      Electrical Engineer, PE - MEP   \n",
-       "25  zip_recruiter              Distributed Tracing Engineer (Hybrid)   \n",
-       "26  zip_recruiter  Mechanical Engineer - Aerospace Power Systems/...   \n",
-       "27  zip_recruiter                    Optical Engineer (Road Warrior)   \n",
-       "28  zip_recruiter                                Mechanical Engineer   \n",
-       "29  zip_recruiter                             Sr. SailPoint Engineer   \n",
+       "            site                                         title  \\\n",
+       "0       linkedin    Manufacturing Engineer / Grand Prairie, TX   \n",
+       "1         indeed                    Senior Electrical Engineer   \n",
+       "2  zip_recruiter  Consultant Engineer II- Boiler and Machinery   \n",
        "\n",
-       "                                        company                    location  \\\n",
-       "0                               Lockheed Martin           Grand Prairie, TX   \n",
-       "1                               Lockheed Martin           Grand Prairie, TX   \n",
-       "2                               Lockheed Martin           Grand Prairie, TX   \n",
-       "3                               Lockheed Martin           Grand Prairie, TX   \n",
-       "4                               Lockheed Martin           Grand Prairie, TX   \n",
-       "5                               Lockheed Martin           Grand Prairie, TX   \n",
-       "6                               Lockheed Martin           Grand Prairie, TX   \n",
-       "7                               Lockheed Martin           Grand Prairie, TX   \n",
-       "8      US Environmental Protection Agency (EPA)                  Dallas, TX   \n",
-       "9                               Lockheed Martin           Grand Prairie, TX   \n",
-       "10                             TSIT Engineering  Dallas-Fort Worth, TX, USA   \n",
-       "11                        Pipeline Conditioning                     TX, USA   \n",
-       "12                       Patriot Erectors, Inc.  Dallas-Fort Worth, TX, USA   \n",
-       "13                       Crescent Systems, Inc.         Richardson, TX, USA   \n",
-       "14  Midwest Engineering and Testing Corporation  Dallas-Fort Worth, TX, USA   \n",
-       "15                  Turner Construction Company             Dallas, TX, USA   \n",
-       "16                   Flatiron Construction Corp             Dallas, TX, USA   \n",
-       "17          Integrated Media Technologies, Inc.             Dallas, TX, USA   \n",
-       "18                       Crescent Systems, Inc.         Richardson, TX, USA   \n",
-       "19                     Andersen Windows & Doors            Garland, TX, USA   \n",
-       "20                                    FM Global                 Addison, TX   \n",
-       "21                     Ford Audio-Video Systems                  Dallas, TX   \n",
-       "22                          Advantage Technical                   Plano, TX   \n",
-       "23                                    Staffmark                   Allen, TX   \n",
-       "24                          Advantage Technical                   Plano, TX   \n",
-       "25                                         Citi                  Irving, TX   \n",
-       "26               Systematic Business Consulting                  Dallas, TX   \n",
-       "27                                   Glotel Inc                  Dallas, TX   \n",
-       "28                               Core Personnel                  Dallas, TX   \n",
-       "29                                  Capital One                   Plano, TX   \n",
+       "                     company           location  job_type interval min_amount  \\\n",
+       "0            Lockheed Martin  Grand Prairie, TX  fulltime   yearly       None   \n",
+       "1  Overhead Door Corporation    Dallas, TX, USA  fulltime     None       None   \n",
+       "2                  FM Global        Addison, TX      None   yearly      76000   \n",
        "\n",
-       "    job_type interval min_amount max_amount currency  \\\n",
-       "0   fulltime   yearly       None       None     None   \n",
-       "1   fulltime   yearly       None       None     None   \n",
-       "2   fulltime   yearly       None       None     None   \n",
-       "3   fulltime   yearly       None       None     None   \n",
-       "4   fulltime   yearly       None       None     None   \n",
-       "5   fulltime   yearly       None       None     None   \n",
-       "6   fulltime   yearly       None       None     None   \n",
-       "7   fulltime   yearly       None       None     None   \n",
-       "8   fulltime   yearly       None       None     None   \n",
-       "9   parttime   yearly       None       None     None   \n",
-       "10  fulltime   yearly     160000     150000      USD   \n",
-       "11  fulltime   yearly     112000      90000      USD   \n",
-       "12  fulltime   yearly         -1      80000      USD   \n",
-       "13  fulltime   yearly         -1     150000      USD   \n",
-       "14  fulltime     None       None       None     None   \n",
-       "15      None     None       None       None     None   \n",
-       "16  fulltime   yearly         -1      70000      USD   \n",
-       "17  fulltime   yearly      90000      70000      USD   \n",
-       "18  fulltime   yearly         -1      80000      USD   \n",
-       "19  fulltime     None       None       None     None   \n",
-       "20      None   yearly      76000     129000  USD/CAD   \n",
-       "21      None   yearly      80000     120000  USD/CAD   \n",
-       "22      None   yearly      85000     120000  USD/CAD   \n",
-       "23      None   yearly     120000     140000  USD/CAD   \n",
-       "24      None   yearly     115000     150000  USD/CAD   \n",
-       "25      None   yearly     122000     182000  USD/CAD   \n",
-       "26      None   yearly      70000      85000  USD/CAD   \n",
-       "27  contract   yearly         30         36  USD/CAD   \n",
-       "28      None   yearly      70000      85000  USD/CAD   \n",
-       "29      None   yearly          0          0  USD/CAD   \n",
+       "  max_amount currency                                            job_url  \\\n",
+       "0       None     None      https://www.linkedin.com/jobs/view/3681196520   \n",
+       "1       None     None  https://www.indeed.com/viewjob?jk=6189a6116567...   \n",
+       "2     129000  USD/CAD     https://dsp.prng.co/Y98LJ5b?clickid=[click_id]   \n",
        "\n",
-       "                                              job_url  \\\n",
-       "0       https://www.linkedin.com/jobs/view/3681196520   \n",
-       "1       https://www.linkedin.com/jobs/view/3641099818   \n",
-       "2       https://www.linkedin.com/jobs/view/3707147989   \n",
-       "3       https://www.linkedin.com/jobs/view/3704142926   \n",
-       "4       https://www.linkedin.com/jobs/view/3706406945   \n",
-       "5       https://www.linkedin.com/jobs/view/3674491182   \n",
-       "6       https://www.linkedin.com/jobs/view/3700345185   \n",
-       "7       https://www.linkedin.com/jobs/view/3693554508   \n",
-       "8       https://www.linkedin.com/jobs/view/3691767133   \n",
-       "9       https://www.linkedin.com/jobs/view/3665731446   \n",
-       "10  https://www.indeed.com/viewjob?jk=7e9ac4cadd48...   \n",
-       "11  https://www.indeed.com/viewjob?jk=634d6fc182df...   \n",
-       "12  https://www.indeed.com/viewjob?jk=6e40c70c7854...   \n",
-       "13  https://www.indeed.com/viewjob?jk=cfda7cdd5f9b...   \n",
-       "14  https://www.indeed.com/viewjob?jk=3913ad000636...   \n",
-       "15  https://www.indeed.com/viewjob?jk=b3e88b422df5...   \n",
-       "16  https://www.indeed.com/viewjob?jk=27a8a65d19d7...   \n",
-       "17  https://www.indeed.com/viewjob?jk=004fa9a63978...   \n",
-       "18  https://www.indeed.com/viewjob?jk=ee00fc9dec32...   \n",
-       "19  https://www.indeed.com/viewjob?jk=e25c4602dacb...   \n",
-       "20     https://dsp.prng.co/Y98LJ5b?clickid=[click_id]   \n",
-       "21  https://www.ziprecruiter.com/c/Ford-Audio-Vide...   \n",
-       "22  https://www.ziprecruiter.com/c/Advantage-Techn...   \n",
-       "23  https://www.ziprecruiter.com/c/Staffmark/Job/S...   \n",
-       "24  https://www.ziprecruiter.com/c/Advantage-Techn...   \n",
-       "25     https://dsp.prng.co/_59bQ8b?clickid=[click_id]   \n",
-       "26  https://www.ziprecruiter.com/c/Systematic-Busi...   \n",
-       "27  https://www.ziprecruiter.com/c/Glotel-Inc/Job/...   \n",
-       "28  https://www.ziprecruiter.com/c/Core-Personnel/...   \n",
-       "29     https://dsp.prng.co/_h2Vr5b?clickid=[click_id]   \n",
-       "\n",
-       "                                          description  \n",
-       "0   Duties IncludeThis position requires a self-mo...  \n",
-       "1   Duties IncludeThis position requires a self-mo...  \n",
-       "2   Seeking a Procurement Engineer to join the Pre...  \n",
-       "3   Lockheed Martin is seeking a Manufacturing Eng...  \n",
-       "4   Take your career to a new level and work at an...  \n",
-       "5   **WORK LOCATIONS: ORLANDO, FL OR DALLAS, TX**L...  \n",
-       "6   Lockheed Martin Missiles and Fire Control is s...  \n",
-       "7   Description:Lockheed Martin Missiles and Fire ...  \n",
-       "8   Help Help Requirements Conditions of Employmen...  \n",
-       "9   Description:Lockheed Martin MFC in is seeking ...  \n",
-       "10  Sr. Geotechnical Engineer, PE (Generous Sign-o...  \n",
-       "11  Have you been looking for a job that promotes ...  \n",
-       "12  *Patriot Erectors, Inc; an AISC certified stru...  \n",
-       "13  ABOUT CSI: For the past 27 years, Crescent Sys...  \n",
-       "14  This is a full time in person job located in O...  \n",
-       "15  Assigned to a field operations team to assist ...  \n",
-       "16  Overview: Come join our Dallas-Fort Worth team...  \n",
-       "17  Position Overview The preferred candidate will...  \n",
-       "18  Company Overview: Crescent Systems, Inc. (CSI)...  \n",
-       "19  ANDERSEN CORPORATION SUMMARY: We’re focused on...  \n",
-       "20  FM Global is currently seeking a boiler & mach...  \n",
-       "21  The Experienced Project Engineer is an integra...  \n",
-       "22  Electrical Engineer, EIT - MEP Position Locati...  \n",
-       "23  We are seeking a versatile and agile Sr. Desig...  \n",
-       "24  Electrical Engineer, PE - MEP Position Type: D...  \n",
-       "25  ... Engineer to perform software engineering a...  \n",
-       "26  Position Summary The Mechanical Engineer as pa...  \n",
-       "27  Exciting contract/contract to hire role for a ...  \n",
-       "28  Mechanical Engineer The Mechanical Engineer as...  \n",
-       "29  Sr. SailPoint Engineer Do you want to work for...  "
+       "                                         description  \n",
+       "0  Duties IncludeThis position requires a self-mo...  \n",
+       "1  The Genie Company has been trusted for Generat...  \n",
+       "2  FM Global is currently seeking a boiler & mach...  "
       ]
      },
      "metadata": {},
@@ -660,14 +142,14 @@
     "    site_name=[\"linkedin\", 'indeed', 'zip_recruiter'],\n",
     "    location='Dallas, TX',\n",
     "    search_term=\"engineer\",\n",
-    "    results_wanted=10\n",
+    "    results_wanted=1 # searching 1 to keep it clean..\n",
     ")\n",
     "display(jobs)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 8,
    "id": "369048f8-8786-4c00-bf45-f3c3d67863f5",
    "metadata": {},
    "outputs": [
@@ -722,132 +204,6 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>linkedin</td>\n",
-       "      <td>Manufacturing Engineer - Electronics/PCBA Asse...</td>\n",
-       "      <td>Michael Page</td>\n",
-       "      <td></td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://www.linkedin.com/jobs/view/3648093202</td>\n",
-       "      <td>Global leader in Aerospace electronics PCBA te...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>linkedin</td>\n",
-       "      <td>Maintenance Inspection Engineer</td>\n",
-       "      <td>PERSOLKELLY Vietnam</td>\n",
-       "      <td></td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://www.linkedin.com/jobs/view/3697261989</td>\n",
-       "      <td>To support the Maintenance Manager undertake t...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>linkedin</td>\n",
-       "      <td>Service Engineer (Beverage Processing Equipment)</td>\n",
-       "      <td>Robert Walters</td>\n",
-       "      <td></td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://www.linkedin.com/jobs/view/3706342013</td>\n",
-       "      <td>Our client a global manufacturer providing equ...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>linkedin</td>\n",
-       "      <td>Production Engineer</td>\n",
-       "      <td>Robert Walters</td>\n",
-       "      <td></td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://www.linkedin.com/jobs/view/3690665746</td>\n",
-       "      <td>An exciting Production Engineer job has arisen...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>linkedin</td>\n",
-       "      <td>Finishing Engineer (Raw Materials Development)</td>\n",
-       "      <td>Article</td>\n",
-       "      <td></td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://www.linkedin.com/jobs/view/3670081257</td>\n",
-       "      <td>Department: Product (Furniture)Employment Type...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>linkedin</td>\n",
-       "      <td>Quality Control Engineer</td>\n",
-       "      <td>Kyanon Digital</td>\n",
-       "      <td></td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://www.linkedin.com/jobs/view/3581798119</td>\n",
-       "      <td>Mô tả công việcYou Will Live on the cutting ed...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>linkedin</td>\n",
-       "      <td>Supplier Quality &amp; Process Development Enginee...</td>\n",
-       "      <td>Michael Page</td>\n",
-       "      <td></td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://www.linkedin.com/jobs/view/3673535848</td>\n",
-       "      <td>Top leading company in sport cycling/e-bike in...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>linkedin</td>\n",
-       "      <td>Piping Engineer</td>\n",
-       "      <td>Danieli Group</td>\n",
-       "      <td></td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://www.linkedin.com/jobs/view/3667258241</td>\n",
-       "      <td>Area of Responsibilities: To develop piping ba...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>linkedin</td>\n",
-       "      <td>Chief Engineer</td>\n",
-       "      <td>Colliers</td>\n",
-       "      <td></td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://www.linkedin.com/jobs/view/3679214061</td>\n",
-       "      <td>Company DescriptionColliers International (NAS...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
        "      <td>indeed</td>\n",
        "      <td>Back End Developer</td>\n",
        "      <td>BStar Solutions</td>\n",
@@ -860,246 +216,26 @@
        "      <td>https://vn.indeed.com/viewjob?jk=6add2f6133d9f9b1</td>\n",
        "      <td>Research, Design, and Develop highly reliable,...</td>\n",
        "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>indeed</td>\n",
-       "      <td>Engineer</td>\n",
-       "      <td>FedEx Express APAC</td>\n",
-       "      <td>Thành phố Hồ Chí Minh, SG, Vietnam</td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://vn.indeed.com/viewjob?jk=7603355cdb64978b</td>\n",
-       "      <td>Air Network Design; Air Network Planning &amp; Imp...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>indeed</td>\n",
-       "      <td>Junior Software Engineer</td>\n",
-       "      <td>Baker Hughes</td>\n",
-       "      <td>Thành phố Hồ Chí Minh, SG, Vietnam</td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://vn.indeed.com/viewjob?jk=efe63ad2198a8696</td>\n",
-       "      <td>Are you passionate about being part of a succe...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>indeed</td>\n",
-       "      <td>Technical Engineer</td>\n",
-       "      <td>Việc Làm Công Ty Nhật</td>\n",
-       "      <td>Thành phố Hồ Chí Minh, SG, Vietnam</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://vn.indeed.com/viewjob?jk=60b9009eb85c96f3</td>\n",
-       "      <td>Mô tả công việc Hướng dẫn, đào tạo cho các bạn...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>indeed</td>\n",
-       "      <td>Full Stack Developer</td>\n",
-       "      <td>Logix Technology</td>\n",
-       "      <td>Thành phố Hồ Chí Minh, SG, Vietnam</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://vn.indeed.com/viewjob?jk=f2a4c4d9fefff4a2</td>\n",
-       "      <td>JOB DESCRIPTION Assessing and understanding us...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>indeed</td>\n",
-       "      <td>Front End Developer</td>\n",
-       "      <td>EXE CORP</td>\n",
-       "      <td>Thành phố Hồ Chí Minh, SG, Vietnam</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://vn.indeed.com/viewjob?jk=d62240dfef8e707d</td>\n",
-       "      <td>Mô tả công việc We are seeking a talented Fron...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>indeed</td>\n",
-       "      <td>Automation Engineer</td>\n",
-       "      <td>Jabil Circuit</td>\n",
-       "      <td>Thành phố Hồ Chí Minh, SG, Vietnam</td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://vn.indeed.com/viewjob?jk=4a6693f5609e2a37</td>\n",
-       "      <td>At Jabil we strive to make ANYTHING POSSIBLE a...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>indeed</td>\n",
-       "      <td>Data Science Intern</td>\n",
-       "      <td>AhaMove</td>\n",
-       "      <td>Thành phố Hồ Chí Minh, SG, Vietnam</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://vn.indeed.com/viewjob?jk=e0f1da9b429cf4f9</td>\n",
-       "      <td>Job Description Collaborate with product, cust...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>indeed</td>\n",
-       "      <td>Front End Developer</td>\n",
-       "      <td>Trusting Social</td>\n",
-       "      <td>Thành phố Hồ Chí Minh, SG, Vietnam</td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://vn.indeed.com/viewjob?jk=45b95875f50491f8</td>\n",
-       "      <td>Mô tả công việc: (Mức lương: Thỏa thuận) Desig...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>indeed</td>\n",
-       "      <td>Software Engineer</td>\n",
-       "      <td>Công ty Cổ phần Bóng đèn Điện Quang</td>\n",
-       "      <td>Thành phố Hồ Chí Minh, SG, Vietnam</td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://vn.indeed.com/viewjob?jk=836160680fda7520</td>\n",
-       "      <td>Mô tả công việc: (Mức lương: Thỏa thuận) C, Py...</td>\n",
-       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "        site                                              title  \\\n",
-       "0   linkedin                         Junior Mechanical Engineer   \n",
-       "1   linkedin  Manufacturing Engineer - Electronics/PCBA Asse...   \n",
-       "2   linkedin                    Maintenance Inspection Engineer   \n",
-       "3   linkedin   Service Engineer (Beverage Processing Equipment)   \n",
-       "4   linkedin                                Production Engineer   \n",
-       "5   linkedin     Finishing Engineer (Raw Materials Development)   \n",
-       "6   linkedin                           Quality Control Engineer   \n",
-       "7   linkedin  Supplier Quality & Process Development Enginee...   \n",
-       "8   linkedin                                    Piping Engineer   \n",
-       "9   linkedin                                     Chief Engineer   \n",
-       "10    indeed                                 Back End Developer   \n",
-       "11    indeed                                           Engineer   \n",
-       "12    indeed                           Junior Software Engineer   \n",
-       "13    indeed                                 Technical Engineer   \n",
-       "14    indeed                               Full Stack Developer   \n",
-       "15    indeed                                Front End Developer   \n",
-       "16    indeed                                Automation Engineer   \n",
-       "17    indeed                                Data Science Intern   \n",
-       "18    indeed                                Front End Developer   \n",
-       "19    indeed                                  Software Engineer   \n",
+       "       site                       title          company  \\\n",
+       "0  linkedin  Junior Mechanical Engineer    Danieli Group   \n",
+       "1    indeed          Back End Developer  BStar Solutions   \n",
        "\n",
-       "                                company                            location  \\\n",
-       "0                         Danieli Group                                       \n",
-       "1                          Michael Page                                       \n",
-       "2                   PERSOLKELLY Vietnam                                       \n",
-       "3                        Robert Walters                                       \n",
-       "4                        Robert Walters                                       \n",
-       "5                               Article                                       \n",
-       "6                        Kyanon Digital                                       \n",
-       "7                          Michael Page                                       \n",
-       "8                         Danieli Group                                       \n",
-       "9                              Colliers                                       \n",
-       "10                      BStar Solutions  Thành phố Hồ Chí Minh, SG, Vietnam   \n",
-       "11                   FedEx Express APAC  Thành phố Hồ Chí Minh, SG, Vietnam   \n",
-       "12                         Baker Hughes  Thành phố Hồ Chí Minh, SG, Vietnam   \n",
-       "13                Việc Làm Công Ty Nhật  Thành phố Hồ Chí Minh, SG, Vietnam   \n",
-       "14                     Logix Technology  Thành phố Hồ Chí Minh, SG, Vietnam   \n",
-       "15                             EXE CORP  Thành phố Hồ Chí Minh, SG, Vietnam   \n",
-       "16                        Jabil Circuit  Thành phố Hồ Chí Minh, SG, Vietnam   \n",
-       "17                              AhaMove  Thành phố Hồ Chí Minh, SG, Vietnam   \n",
-       "18                      Trusting Social  Thành phố Hồ Chí Minh, SG, Vietnam   \n",
-       "19  Công ty Cổ phần Bóng đèn Điện Quang  Thành phố Hồ Chí Minh, SG, Vietnam   \n",
+       "                             location  job_type interval min_amount  \\\n",
+       "0                                      fulltime   yearly       None   \n",
+       "1  Thành phố Hồ Chí Minh, SG, Vietnam      None     None       None   \n",
        "\n",
-       "    job_type interval min_amount max_amount currency  \\\n",
-       "0   fulltime   yearly       None       None     None   \n",
-       "1   fulltime   yearly       None       None     None   \n",
-       "2   fulltime   yearly       None       None     None   \n",
-       "3   fulltime   yearly       None       None     None   \n",
-       "4   fulltime   yearly       None       None     None   \n",
-       "5   fulltime   yearly       None       None     None   \n",
-       "6   fulltime   yearly       None       None     None   \n",
-       "7   fulltime   yearly       None       None     None   \n",
-       "8   fulltime   yearly       None       None     None   \n",
-       "9   fulltime   yearly       None       None     None   \n",
-       "10      None     None       None       None     None   \n",
-       "11  fulltime     None       None       None     None   \n",
-       "12  fulltime     None       None       None     None   \n",
-       "13      None     None       None       None     None   \n",
-       "14      None     None       None       None     None   \n",
-       "15      None     None       None       None     None   \n",
-       "16  fulltime     None       None       None     None   \n",
-       "17      None     None       None       None     None   \n",
-       "18  fulltime     None       None       None     None   \n",
-       "19  fulltime     None       None       None     None   \n",
+       "  max_amount currency                                            job_url  \\\n",
+       "0       None     None      https://www.linkedin.com/jobs/view/3611053535   \n",
+       "1       None     None  https://vn.indeed.com/viewjob?jk=6add2f6133d9f9b1   \n",
        "\n",
-       "                                              job_url  \\\n",
-       "0       https://www.linkedin.com/jobs/view/3611053535   \n",
-       "1       https://www.linkedin.com/jobs/view/3648093202   \n",
-       "2       https://www.linkedin.com/jobs/view/3697261989   \n",
-       "3       https://www.linkedin.com/jobs/view/3706342013   \n",
-       "4       https://www.linkedin.com/jobs/view/3690665746   \n",
-       "5       https://www.linkedin.com/jobs/view/3670081257   \n",
-       "6       https://www.linkedin.com/jobs/view/3581798119   \n",
-       "7       https://www.linkedin.com/jobs/view/3673535848   \n",
-       "8       https://www.linkedin.com/jobs/view/3667258241   \n",
-       "9       https://www.linkedin.com/jobs/view/3679214061   \n",
-       "10  https://vn.indeed.com/viewjob?jk=6add2f6133d9f9b1   \n",
-       "11  https://vn.indeed.com/viewjob?jk=7603355cdb64978b   \n",
-       "12  https://vn.indeed.com/viewjob?jk=efe63ad2198a8696   \n",
-       "13  https://vn.indeed.com/viewjob?jk=60b9009eb85c96f3   \n",
-       "14  https://vn.indeed.com/viewjob?jk=f2a4c4d9fefff4a2   \n",
-       "15  https://vn.indeed.com/viewjob?jk=d62240dfef8e707d   \n",
-       "16  https://vn.indeed.com/viewjob?jk=4a6693f5609e2a37   \n",
-       "17  https://vn.indeed.com/viewjob?jk=e0f1da9b429cf4f9   \n",
-       "18  https://vn.indeed.com/viewjob?jk=45b95875f50491f8   \n",
-       "19  https://vn.indeed.com/viewjob?jk=836160680fda7520   \n",
-       "\n",
-       "                                          description  \n",
-       "0   Area of Responsibilities:Individual/or group i...  \n",
-       "1   Global leader in Aerospace electronics PCBA te...  \n",
-       "2   To support the Maintenance Manager undertake t...  \n",
-       "3   Our client a global manufacturer providing equ...  \n",
-       "4   An exciting Production Engineer job has arisen...  \n",
-       "5   Department: Product (Furniture)Employment Type...  \n",
-       "6   Mô tả công việcYou Will Live on the cutting ed...  \n",
-       "7   Top leading company in sport cycling/e-bike in...  \n",
-       "8   Area of Responsibilities: To develop piping ba...  \n",
-       "9   Company DescriptionColliers International (NAS...  \n",
-       "10  Research, Design, and Develop highly reliable,...  \n",
-       "11  Air Network Design; Air Network Planning & Imp...  \n",
-       "12  Are you passionate about being part of a succe...  \n",
-       "13  Mô tả công việc Hướng dẫn, đào tạo cho các bạn...  \n",
-       "14  JOB DESCRIPTION Assessing and understanding us...  \n",
-       "15  Mô tả công việc We are seeking a talented Fron...  \n",
-       "16  At Jabil we strive to make ANYTHING POSSIBLE a...  \n",
-       "17  Job Description Collaborate with product, cust...  \n",
-       "18  Mô tả công việc: (Mức lương: Thỏa thuận) Desig...  \n",
-       "19  Mô tả công việc: (Mức lương: Thỏa thuận) C, Py...  "
+       "                                         description  \n",
+       "0  Area of Responsibilities:Individual/or group i...  \n",
+       "1  Research, Design, and Develop highly reliable,...  "
       ]
      },
      "metadata": {},
@@ -1112,17 +248,17 @@
     "    # LinkedIn searches worldwide, ZipRecruiter is US/CANADA\n",
     "    location='Ho Chi Minh', \n",
     "    search_term=\"engineer\",\n",
-    "    results_wanted=10,\n",
+    "    results_wanted=1,\n",
     "\n",
-    "    # country: only needed for Indeed\n",
-    "    country='vietnam'\n",
+    "\n",
+    "    country='vietnam' # only applicable for Indeed\n",
     ")\n",
     "display(jobs)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 13,
    "id": "15a06086-f054-47ec-bae8-0fa96ce51cf3",
    "metadata": {},
    "outputs": [
@@ -1175,94 +311,22 @@
        "      <td>https://www.linkedin.com/jobs/view/3709991002</td>\n",
        "      <td>Company DescriptionSmartDev is a leading provi...</td>\n",
        "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>linkedin</td>\n",
-       "      <td>Remote Machine Learning Developer</td>\n",
-       "      <td>Scopic Software</td>\n",
-       "      <td></td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://www.linkedin.com/jobs/view/3697781855</td>\n",
-       "      <td>Are you on the hunt for exciting new challenge...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>linkedin</td>\n",
-       "      <td>[Remote] Deep Learning Engineer [A-M]</td>\n",
-       "      <td>Aloha Consulting Group</td>\n",
-       "      <td></td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://www.linkedin.com/jobs/view/3706069538</td>\n",
-       "      <td>This is a remote position.Foster collaboration...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>linkedin</td>\n",
-       "      <td>AI Engineer</td>\n",
-       "      <td>Creative Force</td>\n",
-       "      <td></td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://www.linkedin.com/jobs/view/3705326015</td>\n",
-       "      <td>THE ROLEWe are seeking an experienced AI Engin...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>linkedin</td>\n",
-       "      <td>Application Engineer</td>\n",
-       "      <td>TechSource Systems</td>\n",
-       "      <td></td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://www.linkedin.com/jobs/view/3700637050</td>\n",
-       "      <td>Job SummaryAs an Application Engineer, you wil...</td>\n",
-       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "       site                                  title                 company  \\\n",
-       "0  linkedin                Data Scientist (Mid/Sr)                SmartDev   \n",
-       "1  linkedin      Remote Machine Learning Developer         Scopic Software   \n",
-       "2  linkedin  [Remote] Deep Learning Engineer [A-M]  Aloha Consulting Group   \n",
-       "3  linkedin                            AI Engineer          Creative Force   \n",
-       "4  linkedin                   Application Engineer      TechSource Systems   \n",
+       "       site                    title   company location  job_type interval  \\\n",
+       "0  linkedin  Data Scientist (Mid/Sr)  SmartDev           fulltime   yearly   \n",
        "\n",
-       "  location  job_type interval min_amount max_amount currency  \\\n",
-       "0           fulltime   yearly       None       None     None   \n",
-       "1           fulltime   yearly       None       None     None   \n",
-       "2           fulltime   yearly       None       None     None   \n",
-       "3           fulltime   yearly       None       None     None   \n",
-       "4           fulltime   yearly       None       None     None   \n",
+       "  min_amount max_amount currency  \\\n",
+       "0       None       None     None   \n",
        "\n",
        "                                         job_url  \\\n",
        "0  https://www.linkedin.com/jobs/view/3709991002   \n",
-       "1  https://www.linkedin.com/jobs/view/3697781855   \n",
-       "2  https://www.linkedin.com/jobs/view/3706069538   \n",
-       "3  https://www.linkedin.com/jobs/view/3705326015   \n",
-       "4  https://www.linkedin.com/jobs/view/3700637050   \n",
        "\n",
        "                                         description  \n",
-       "0  Company DescriptionSmartDev is a leading provi...  \n",
-       "1  Are you on the hunt for exciting new challenge...  \n",
-       "2  This is a remote position.Foster collaboration...  \n",
-       "3  THE ROLEWe are seeking an experienced AI Engin...  \n",
-       "4  Job SummaryAs an Application Engineer, you wil...  "
+       "0  Company DescriptionSmartDev is a leading provi...  "
       ]
      },
      "metadata": {},
@@ -1274,7 +338,9 @@
     "    site_name=[\"linkedin\"],\n",
     "    location=\"Hanoi\",\n",
     "    search_term=\"data scientist\",\n",
-    "    results_wanted=5,\n",
+    "    results_wanted=1,\n",
+    "\n",
+    "    easy_apply=True, # only applicable for LinkedIn\n",
     ")\n",
     "display(jobs)"
    ]