diff --git a/.gitignore b/.gitignore
index b845ce8..e038225 100644
--- a/.gitignore
+++ b/.gitignore
@@ -3,6 +3,7 @@
 /venv/
 /ven/
 **/__pycache__/
+**/.pytest_cache/
 *.pyc
 .env
 dist
diff --git a/JobSpy_Demo.ipynb b/JobSpy_Demo.ipynb
index 348259c..98b74ad 100644
--- a/JobSpy_Demo.ipynb
+++ b/JobSpy_Demo.ipynb
@@ -1,12 +1,34 @@
 {
  "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "00a94b47-f47b-420f-ba7e-714ef219c006",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from jobspy import scrape_jobs\n",
+    "import pandas as pd"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "c3f21577-477d-451e-9914-5d67e8a89075",
-   "metadata": {
-    "scrolled": true
-   },
+   "id": "9f773e6c-d9fc-42cc-b0ef-63b739e78435",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pd.set_option('display.max_columns', None)\n",
+    "pd.set_option('display.max_rows', None)\n",
+    "pd.set_option('display.width', None)\n",
+    "pd.set_option('display.max_colwidth', 50)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "1253c1f8-9437-492e-9dd3-e7fe51099420",
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -46,20 +68,104 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>indeed</td>\n",
-       "      <td>Firmware Engineer</td>\n",
-       "      <td>Advanced Motion Controls</td>\n",
-       "      <td>Camarillo</td>\n",
-       "      <td>CA</td>\n",
+       "      <td>Mental Health Therapist</td>\n",
+       "      <td>Sandstone Care</td>\n",
+       "      <td>Broomfield</td>\n",
+       "      <td>CO</td>\n",
        "      <td>fulltime</td>\n",
        "      <td>yearly</td>\n",
-       "      <td>145000</td>\n",
-       "      <td>110000</td>\n",
-       "      <td>https://www.indeed.com/viewjob?jk=a2e7077fdd3c...</td>\n",
-       "      <td>We are looking for an experienced Firmware Eng...</td>\n",
+       "      <td>68000</td>\n",
+       "      <td>57500</td>\n",
+       "      <td>https://www.indeed.com/viewjob?jk=f5f33d72e030...</td>\n",
+       "      <td>Mental Health Therapist- Broomfield, CO Locati...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>indeed</td>\n",
+       "      <td>.NET Developer</td>\n",
+       "      <td>Noir Consulting</td>\n",
+       "      <td>Irving</td>\n",
+       "      <td>TX</td>\n",
+       "      <td>None</td>\n",
+       "      <td>yearly</td>\n",
+       "      <td>200000</td>\n",
+       "      <td>200000</td>\n",
+       "      <td>https://www.indeed.com/viewjob?jk=1b22ba65296c...</td>\n",
+       "      <td>.NET Software Engineer, C#, WPF - Irving (Tech...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>indeed</td>\n",
+       "      <td>Senior Software Engineer</td>\n",
+       "      <td>Johns Hopkins Applied Physics Laboratory (APL)</td>\n",
+       "      <td>Laurel</td>\n",
+       "      <td>MD</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=309eed270a88...</td>\n",
+       "      <td>Description Are you a communications systems d...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>indeed</td>\n",
+       "      <td>Front End Developer</td>\n",
+       "      <td>Verkada</td>\n",
+       "      <td>San Mateo</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>fulltime</td>\n",
+       "      <td>yearly</td>\n",
+       "      <td>285000</td>\n",
+       "      <td>120000</td>\n",
+       "      <td>https://www.indeed.com/viewjob?jk=a3ea45daca75...</td>\n",
+       "      <td>Who We Are Verkada is the largest cloud-based ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>indeed</td>\n",
+       "      <td>Software Engineer</td>\n",
+       "      <td>Adobe</td>\n",
+       "      <td>San Jose</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>fulltime</td>\n",
+       "      <td>yearly</td>\n",
+       "      <td>142700</td>\n",
+       "      <td>73200</td>\n",
+       "      <td>https://www.indeed.com/viewjob?jk=0f2dc9901fc7...</td>\n",
+       "      <td>Our Company Changing the world through digital...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>indeed</td>\n",
+       "      <td>Full Stack Developer</td>\n",
+       "      <td>Comcast</td>\n",
+       "      <td>Philadelphia</td>\n",
+       "      <td>PA</td>\n",
+       "      <td>fulltime</td>\n",
+       "      <td>yearly</td>\n",
+       "      <td>184663</td>\n",
+       "      <td>78789</td>\n",
+       "      <td>https://www.indeed.com/viewjob?jk=eb5c927221eb...</td>\n",
+       "      <td>Make your mark at Comcast - a Fortune 30 globa...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>indeed</td>\n",
+       "      <td>Senior Software Engineer</td>\n",
+       "      <td>Smart City Solutions</td>\n",
+       "      <td></td>\n",
+       "      <td>FL</td>\n",
+       "      <td>fulltime</td>\n",
+       "      <td>yearly</td>\n",
+       "      <td>100000</td>\n",
+       "      <td>85000</td>\n",
+       "      <td>https://www.indeed.com/viewjob?jk=ba1945f143a1...</td>\n",
+       "      <td>Smart City hiring a full stack software develo...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>indeed</td>\n",
        "      <td>Computer Engineer</td>\n",
        "      <td>Honeywell</td>\n",
        "      <td></td>\n",
@@ -72,116 +178,32 @@
        "      <td>Join a team recognized for leadership, innovat...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>indeed</td>\n",
-       "      <td>Software Engineer</td>\n",
-       "      <td>Splunk</td>\n",
-       "      <td>Remote</td>\n",
-       "      <td>None</td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>159500</td>\n",
-       "      <td>116000</td>\n",
-       "      <td>https://www.indeed.com/viewjob?jk=155495ca3f46...</td>\n",
-       "      <td>A little about us. Splunk is the key to enterp...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>indeed</td>\n",
-       "      <td>Development Operations Engineer</td>\n",
-       "      <td>Stratacache</td>\n",
-       "      <td>Dayton</td>\n",
-       "      <td>OH</td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>90000</td>\n",
-       "      <td>83573</td>\n",
-       "      <td>https://www.indeed.com/viewjob?jk=77cf3540c06e...</td>\n",
-       "      <td>Stratacache, Inc. delivers in-store retail exp...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>indeed</td>\n",
-       "      <td>Computer Engineer</td>\n",
-       "      <td>Honeywell</td>\n",
-       "      <td></td>\n",
-       "      <td>None</td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://www.indeed.com/viewjob?jk=7fadbb7c936f...</td>\n",
-       "      <td>Join a team recognized for leadership, innovat...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>indeed</td>\n",
-       "      <td>Full Stack Developer</td>\n",
-       "      <td>Reinventing Geospatial, Inc. (RGi)</td>\n",
-       "      <td>Herndon</td>\n",
-       "      <td>VA</td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://www.indeed.com/viewjob?jk=11b2b5b0dd44...</td>\n",
-       "      <td>Job Highlights As a Full Stack Software Engine...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>indeed</td>\n",
-       "      <td>Software Engineer</td>\n",
-       "      <td>Workiva</td>\n",
-       "      <td>Remote</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>134000</td>\n",
-       "      <td>79000</td>\n",
-       "      <td>https://www.indeed.com/viewjob?jk=ec3ab6eb9253...</td>\n",
-       "      <td>Are you ready to embark on an exciting journey...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>indeed</td>\n",
-       "      <td>Senior Software Engineer</td>\n",
-       "      <td>SciTec</td>\n",
-       "      <td>Boulder</td>\n",
-       "      <td>CO</td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>164000</td>\n",
-       "      <td>93000</td>\n",
-       "      <td>https://www.indeed.com/viewjob?jk=781e4cf0cf6d...</td>\n",
-       "      <td>SciTec has been awarded multiple government co...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
        "      <th>8</th>\n",
        "      <td>indeed</td>\n",
        "      <td>Software Engineer</td>\n",
-       "      <td>Microsoft</td>\n",
-       "      <td></td>\n",
+       "      <td>Fidelity Investments</td>\n",
+       "      <td>Westlake</td>\n",
+       "      <td>TX</td>\n",
        "      <td>None</td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>182600</td>\n",
-       "      <td>94300</td>\n",
-       "      <td>https://www.indeed.com/viewjob?jk=21e05b9e9d96...</td>\n",
-       "      <td>At Microsoft we are seeking people who have a ...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>https://www.indeed.com/viewjob?jk=b600392166bb...</td>\n",
+       "      <td>Job Description: Software Engineer in Test The...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
        "      <td>indeed</td>\n",
-       "      <td>Software Engineer</td>\n",
-       "      <td>Avalon Healthcare Solutions</td>\n",
-       "      <td>Remote</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=da35b9bb74a0...</td>\n",
-       "      <td>Avalon Healthcare Solutions, headquartered in ...</td>\n",
+       "      <td>Fpga Engineer</td>\n",
+       "      <td>R-DEX Systems, Inc.</td>\n",
+       "      <td>Atlanta</td>\n",
+       "      <td>GA</td>\n",
+       "      <td>fulltime</td>\n",
+       "      <td>yearly</td>\n",
+       "      <td>160000</td>\n",
+       "      <td>120000</td>\n",
+       "      <td>https://www.indeed.com/viewjob?jk=a7e9d356c333...</td>\n",
+       "      <td>Title: Senior DSP/FPGA Firmware Engineer Descr...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
@@ -236,7 +258,7 @@
        "      <td>yearly</td>\n",
        "      <td>None</td>\n",
        "      <td>None</td>\n",
-       "      <td>https://www.linkedin.com/jobs/view/3701775201</td>\n",
+       "      <td>https://www.linkedin.com/jobs/view/3701770659</td>\n",
        "      <td>Description:By bringing together people that u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -250,7 +272,7 @@
        "      <td>yearly</td>\n",
        "      <td>None</td>\n",
        "      <td>None</td>\n",
-       "      <td>https://www.linkedin.com/jobs/view/3701772329</td>\n",
+       "      <td>https://www.linkedin.com/jobs/view/3701769637</td>\n",
        "      <td>Description:By bringing together people that u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -264,12 +286,26 @@
        "      <td>yearly</td>\n",
        "      <td>None</td>\n",
        "      <td>None</td>\n",
-       "      <td>https://www.linkedin.com/jobs/view/3701769637</td>\n",
+       "      <td>https://www.linkedin.com/jobs/view/3701772329</td>\n",
        "      <td>Description:By bringing together people that u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>linkedin</td>\n",
+       "      <td>Software Engineer - Early Career</td>\n",
+       "      <td>Lockheed Martin</td>\n",
+       "      <td>Fort Worth</td>\n",
+       "      <td>TX</td>\n",
+       "      <td>fulltime</td>\n",
+       "      <td>yearly</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>https://www.linkedin.com/jobs/view/3701775201</td>\n",
+       "      <td>Description:By bringing together people that u...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>linkedin</td>\n",
        "      <td>Software Engineer</td>\n",
        "      <td>SpiderOak</td>\n",
        "      <td>Austin</td>\n",
@@ -282,20 +318,6 @@
        "      <td>We're only as strong as our weakest link.In th...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>linkedin</td>\n",
-       "      <td>Software Engineer - Early Career</td>\n",
-       "      <td>Lockheed Martin</td>\n",
-       "      <td>Fort Worth</td>\n",
-       "      <td>TX</td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://www.linkedin.com/jobs/view/3701770659</td>\n",
-       "      <td>Description:By bringing together people that u...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
        "      <th>18</th>\n",
        "      <td>linkedin</td>\n",
        "      <td>Full-Stack Software Engineer</td>\n",
@@ -326,20 +348,6 @@
        "    <tr>\n",
        "      <th>20</th>\n",
        "      <td>zip_recruiter</td>\n",
-       "      <td>(USA) Software Engineer III - Prototype Engine...</td>\n",
-       "      <td>Walmart</td>\n",
-       "      <td>Dallas</td>\n",
-       "      <td>TX</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>https://click.appcast.io/track/hcgsw4k?cs=ngp&amp;...</td>\n",
-       "      <td>We are currently seeking a highly skilled and ...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>zip_recruiter</td>\n",
        "      <td>Software Engineer - New Grad</td>\n",
        "      <td>ZipRecruiter</td>\n",
        "      <td>Santa Monica</td>\n",
@@ -348,53 +356,11 @@
        "      <td>yearly</td>\n",
        "      <td>130000</td>\n",
        "      <td>150000</td>\n",
-       "      <td>https://www.ziprecruiter.com/jobs/ziprecruiter...</td>\n",
-       "      <td>We offer a hybrid work environment. Most US-ba...</td>\n",
+       "      <td>https://www.ziprecruiter.com/c/ZipRecruiter/Jo...</td>\n",
+       "      <td>Demonstrated foundation in software engineerin...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>zip_recruiter</td>\n",
-       "      <td>Software Developer</td>\n",
-       "      <td>Robert Half</td>\n",
-       "      <td>Corpus Christi</td>\n",
-       "      <td>TX</td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>105000</td>\n",
-       "      <td>115000</td>\n",
-       "      <td>https://www.ziprecruiter.com/jobs/robert-half-...</td>\n",
-       "      <td>Robert Half has an opening for a Software Deve...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>zip_recruiter</td>\n",
-       "      <td>Software Engineer</td>\n",
-       "      <td>Advantage Technical</td>\n",
-       "      <td>Ontario</td>\n",
-       "      <td>CA</td>\n",
-       "      <td>fulltime</td>\n",
-       "      <td>yearly</td>\n",
-       "      <td>100000</td>\n",
-       "      <td>150000</td>\n",
-       "      <td>https://www.ziprecruiter.com/jobs/advantage-te...</td>\n",
-       "      <td>New career opportunity available with major Ma...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>zip_recruiter</td>\n",
-       "      <td>Software Developer</td>\n",
-       "      <td>Robert Half</td>\n",
-       "      <td>Tucson</td>\n",
-       "      <td>AZ</td>\n",
-       "      <td>temporary</td>\n",
-       "      <td>hourly</td>\n",
-       "      <td>47</td>\n",
-       "      <td>55</td>\n",
-       "      <td>https://www.ziprecruiter.com/jobs/robert-half-...</td>\n",
-       "      <td>Robert Half is accepting inquiries for a SQL S...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25</th>\n",
+       "      <th>21</th>\n",
        "      <td>zip_recruiter</td>\n",
        "      <td>Full Stack Software Engineer</td>\n",
        "      <td>ZipRecruiter</td>\n",
@@ -404,25 +370,11 @@
        "      <td>yearly</td>\n",
        "      <td>105000</td>\n",
        "      <td>145000</td>\n",
-       "      <td>https://www.ziprecruiter.com/jobs/ziprecruiter...</td>\n",
-       "      <td>We offer a hybrid work environment. Most US-ba...</td>\n",
+       "      <td>https://www.ziprecruiter.com/c/ZipRecruiter/Jo...</td>\n",
+       "      <td>Experience in client side development using Re...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>zip_recruiter</td>\n",
-       "      <td>Software Developer IV</td>\n",
-       "      <td>Kforce Inc.</td>\n",
-       "      <td>Mountain View</td>\n",
-       "      <td>CA</td>\n",
-       "      <td>contract</td>\n",
-       "      <td>hourly</td>\n",
-       "      <td>55</td>\n",
-       "      <td>75</td>\n",
-       "      <td>https://www.kforce.com/Jobs/job.aspx?job=1696~...</td>\n",
-       "      <td>Kforce has a client that is seeking a Software...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27</th>\n",
+       "      <th>22</th>\n",
        "      <td>zip_recruiter</td>\n",
        "      <td>Software Developer | Onsite | Omaha, NE - Omaha</td>\n",
        "      <td>OneStaff Medical</td>\n",
@@ -432,36 +384,106 @@
        "      <td>yearly</td>\n",
        "      <td>60000</td>\n",
        "      <td>110000</td>\n",
-       "      <td>https://www.ziprecruiter.com/jobs/onestaff-med...</td>\n",
-       "      <td>Company Description: We are looking for a well...</td>\n",
+       "      <td>https://www.ziprecruiter.com/c/OneStaff-Medica...</td>\n",
+       "      <td>We are looking for a well-rounded Software Dev...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>zip_recruiter</td>\n",
+       "      <td>Senior Software Engineer, Onsite [Real-time]</td>\n",
+       "      <td>Raytheon</td>\n",
+       "      <td>McKinney</td>\n",
+       "      <td>TX</td>\n",
+       "      <td>fulltime</td>\n",
+       "      <td>yearly</td>\n",
+       "      <td>116000</td>\n",
+       "      <td>153000</td>\n",
+       "      <td>https://jsv3.recruitics.com/redirect?rx_cid=34...</td>\n",
+       "      <td>By joining the Silent Knight team as a Senior ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>zip_recruiter</td>\n",
+       "      <td>Senior Software Engineer - TS/SCI **Minimum $2...</td>\n",
+       "      <td>Raytheon</td>\n",
+       "      <td>Dallas</td>\n",
+       "      <td>TX</td>\n",
+       "      <td>fulltime</td>\n",
+       "      <td>yearly</td>\n",
+       "      <td>122000</td>\n",
+       "      <td>162000</td>\n",
+       "      <td>https://jsv3.recruitics.com/redirect?rx_cid=34...</td>\n",
+       "      <td>Object Oriented Programming using C++ with Lin...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>zip_recruiter</td>\n",
+       "      <td>Software Engineer III (full stack, AI/ML, Djan...</td>\n",
+       "      <td>Ayahealthcare</td>\n",
+       "      <td>Remote</td>\n",
+       "      <td>OR</td>\n",
+       "      <td>None</td>\n",
+       "      <td>yearly</td>\n",
+       "      <td>156000</td>\n",
+       "      <td>165000</td>\n",
+       "      <td>https://click.appcast.io/track/hcbh0qq?cs=ngp&amp;...</td>\n",
+       "      <td>The Software Engineer III will be an integral ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>zip_recruiter</td>\n",
+       "      <td>Software Engineer Full Stack</td>\n",
+       "      <td>Generac Power Systems</td>\n",
+       "      <td>Denver</td>\n",
+       "      <td>CO</td>\n",
+       "      <td>fulltime</td>\n",
+       "      <td>yearly</td>\n",
+       "      <td>90000</td>\n",
+       "      <td>115000</td>\n",
+       "      <td>https://www.ziprecruiter.com/c/Generac-Power-S...</td>\n",
+       "      <td>As a Software Engineer on the Energy Technolog...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>zip_recruiter</td>\n",
+       "      <td>Embedded Software Engineer (Fort Worth, TX or ...</td>\n",
+       "      <td>Kubota</td>\n",
+       "      <td>Fort Worth</td>\n",
+       "      <td>TX</td>\n",
+       "      <td>fulltime</td>\n",
+       "      <td>yearly</td>\n",
+       "      <td>122000</td>\n",
+       "      <td>167000</td>\n",
+       "      <td>https://us62e2.dayforcehcm.com/CandidatePortal...</td>\n",
+       "      <td>Work with a cross-functional team to design, t...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
        "      <td>zip_recruiter</td>\n",
-       "      <td>Senior Software Engineer</td>\n",
-       "      <td>RightStaff, Inc.</td>\n",
-       "      <td>Dallas</td>\n",
+       "      <td>Senior Software Engineer (FT)</td>\n",
+       "      <td>National Indoor RV Center</td>\n",
+       "      <td>Lewisville</td>\n",
        "      <td>TX</td>\n",
        "      <td>fulltime</td>\n",
        "      <td>yearly</td>\n",
-       "      <td>120000</td>\n",
-       "      <td>180000</td>\n",
-       "      <td>https://www.ziprecruiter.com/jobs/rightstaff-i...</td>\n",
-       "      <td>Job Description:We are seeking a talented and ...</td>\n",
+       "      <td>125000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>https://www.ziprecruiter.com/c/National-Indoor...</td>\n",
+       "      <td>As a Senior Software Engineer, you will: * Des...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
        "      <td>zip_recruiter</td>\n",
-       "      <td>Software Developer - .Net Core - 12886</td>\n",
-       "      <td>Walker Elliott</td>\n",
+       "      <td>2024 Next Gen IT Program | Software Engineerin...</td>\n",
+       "      <td>Southern Glazer's Wine &amp; Spirits</td>\n",
        "      <td>Dallas</td>\n",
        "      <td>TX</td>\n",
-       "      <td>fulltime</td>\n",
+       "      <td>None</td>\n",
        "      <td>yearly</td>\n",
-       "      <td>105000</td>\n",
-       "      <td>130000</td>\n",
-       "      <td>https://www.ziprecruiter.com/jobs/walker-ellio...</td>\n",
-       "      <td>Our highly successful DFW based client has bee...</td>\n",
+       "      <td>70000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>https://click.appcast.io/track/hdsbnae?cs=b4&amp;j...</td>\n",
+       "      <td>Finally, through the work assigned, the analys...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -469,219 +491,185 @@
       ],
       "text/plain": [
        "             site                                              title  \\\n",
-       "0          indeed                                  Firmware Engineer   \n",
-       "1          indeed                                  Computer Engineer   \n",
-       "2          indeed                                  Software Engineer   \n",
-       "3          indeed                    Development Operations Engineer   \n",
-       "4          indeed                                  Computer Engineer   \n",
+       "0          indeed                            Mental Health Therapist   \n",
+       "1          indeed                                     .NET Developer   \n",
+       "2          indeed                           Senior Software Engineer   \n",
+       "3          indeed                                Front End Developer   \n",
+       "4          indeed                                  Software Engineer   \n",
        "5          indeed                               Full Stack Developer   \n",
-       "6          indeed                                  Software Engineer   \n",
-       "7          indeed                           Senior Software Engineer   \n",
+       "6          indeed                           Senior Software Engineer   \n",
+       "7          indeed                                  Computer Engineer   \n",
        "8          indeed                                  Software Engineer   \n",
-       "9          indeed                                  Software Engineer   \n",
+       "9          indeed                                      Fpga Engineer   \n",
        "10       linkedin                                  Software Engineer   \n",
        "11       linkedin                   Software Engineer - Early Career   \n",
        "12       linkedin                   Software Engineer - Early Career   \n",
        "13       linkedin                   Software Engineer - Early Career   \n",
        "14       linkedin                   Software Engineer - Early Career   \n",
        "15       linkedin                   Software Engineer - Early Career   \n",
-       "16       linkedin                                  Software Engineer   \n",
-       "17       linkedin                   Software Engineer - Early Career   \n",
+       "16       linkedin                   Software Engineer - Early Career   \n",
+       "17       linkedin                                  Software Engineer   \n",
        "18       linkedin                       Full-Stack Software Engineer   \n",
        "19       linkedin                                  Software Engineer   \n",
-       "20  zip_recruiter  (USA) Software Engineer III - Prototype Engine...   \n",
-       "21  zip_recruiter                       Software Engineer - New Grad   \n",
-       "22  zip_recruiter                                 Software Developer   \n",
-       "23  zip_recruiter                                  Software Engineer   \n",
-       "24  zip_recruiter                                 Software Developer   \n",
-       "25  zip_recruiter                       Full Stack Software Engineer   \n",
-       "26  zip_recruiter                              Software Developer IV   \n",
-       "27  zip_recruiter    Software Developer | Onsite | Omaha, NE - Omaha   \n",
-       "28  zip_recruiter                           Senior Software Engineer   \n",
-       "29  zip_recruiter             Software Developer - .Net Core - 12886   \n",
+       "20  zip_recruiter                       Software Engineer - New Grad   \n",
+       "21  zip_recruiter                       Full Stack Software Engineer   \n",
+       "22  zip_recruiter    Software Developer | Onsite | Omaha, NE - Omaha   \n",
+       "23  zip_recruiter       Senior Software Engineer, Onsite [Real-time]   \n",
+       "24  zip_recruiter  Senior Software Engineer - TS/SCI **Minimum $2...   \n",
+       "25  zip_recruiter  Software Engineer III (full stack, AI/ML, Djan...   \n",
+       "26  zip_recruiter                       Software Engineer Full Stack   \n",
+       "27  zip_recruiter  Embedded Software Engineer (Fort Worth, TX or ...   \n",
+       "28  zip_recruiter                      Senior Software Engineer (FT)   \n",
+       "29  zip_recruiter  2024 Next Gen IT Program | Software Engineerin...   \n",
        "\n",
-       "                          company_name            city state   job_type  \\\n",
-       "0             Advanced Motion Controls       Camarillo    CA   fulltime   \n",
-       "1                            Honeywell                  None   fulltime   \n",
-       "2                               Splunk          Remote  None   fulltime   \n",
-       "3                          Stratacache          Dayton    OH   fulltime   \n",
-       "4                            Honeywell                  None   fulltime   \n",
-       "5   Reinventing Geospatial, Inc. (RGi)         Herndon    VA   fulltime   \n",
-       "6                              Workiva          Remote  None       None   \n",
-       "7                               SciTec         Boulder    CO   fulltime   \n",
-       "8                            Microsoft                  None   fulltime   \n",
-       "9          Avalon Healthcare Solutions          Remote  None       None   \n",
-       "10                          Fieldguide   San Francisco    CA   fulltime   \n",
-       "11                     Lockheed Martin       Sunnyvale    CA   fulltime   \n",
-       "12                     Lockheed Martin         Edwards    CA   fulltime   \n",
-       "13                     Lockheed Martin      Fort Worth    TX   fulltime   \n",
-       "14                     Lockheed Martin      Fort Worth    TX   fulltime   \n",
-       "15                     Lockheed Martin      Fort Worth    TX   fulltime   \n",
-       "16                           SpiderOak          Austin    TX   fulltime   \n",
-       "17                     Lockheed Martin      Fort Worth    TX   fulltime   \n",
-       "18                                Rain        New York    NY   fulltime   \n",
-       "19                                Nike        Portland    OR   contract   \n",
-       "20                             Walmart          Dallas    TX       None   \n",
-       "21                        ZipRecruiter    Santa Monica    CA   fulltime   \n",
-       "22                         Robert Half  Corpus Christi    TX   fulltime   \n",
-       "23                 Advantage Technical         Ontario    CA   fulltime   \n",
-       "24                         Robert Half          Tucson    AZ  temporary   \n",
-       "25                        ZipRecruiter         Phoenix    AZ   fulltime   \n",
-       "26                         Kforce Inc.   Mountain View    CA   contract   \n",
-       "27                    OneStaff Medical           Omaha    NE   fulltime   \n",
-       "28                    RightStaff, Inc.          Dallas    TX   fulltime   \n",
-       "29                      Walker Elliott          Dallas    TX   fulltime   \n",
+       "                                      company_name           city state  \\\n",
+       "0                                   Sandstone Care     Broomfield    CO   \n",
+       "1                                  Noir Consulting         Irving    TX   \n",
+       "2   Johns Hopkins Applied Physics Laboratory (APL)         Laurel    MD   \n",
+       "3                                          Verkada      San Mateo    CA   \n",
+       "4                                            Adobe       San Jose    CA   \n",
+       "5                                          Comcast   Philadelphia    PA   \n",
+       "6                             Smart City Solutions                   FL   \n",
+       "7                                        Honeywell                 None   \n",
+       "8                             Fidelity Investments       Westlake    TX   \n",
+       "9                              R-DEX Systems, Inc.        Atlanta    GA   \n",
+       "10                                      Fieldguide  San Francisco    CA   \n",
+       "11                                 Lockheed Martin      Sunnyvale    CA   \n",
+       "12                                 Lockheed Martin        Edwards    CA   \n",
+       "13                                 Lockheed Martin     Fort Worth    TX   \n",
+       "14                                 Lockheed Martin     Fort Worth    TX   \n",
+       "15                                 Lockheed Martin     Fort Worth    TX   \n",
+       "16                                 Lockheed Martin     Fort Worth    TX   \n",
+       "17                                       SpiderOak         Austin    TX   \n",
+       "18                                            Rain       New York    NY   \n",
+       "19                                            Nike       Portland    OR   \n",
+       "20                                    ZipRecruiter   Santa Monica    CA   \n",
+       "21                                    ZipRecruiter        Phoenix    AZ   \n",
+       "22                                OneStaff Medical          Omaha    NE   \n",
+       "23                                        Raytheon       McKinney    TX   \n",
+       "24                                        Raytheon         Dallas    TX   \n",
+       "25                                   Ayahealthcare         Remote    OR   \n",
+       "26                           Generac Power Systems         Denver    CO   \n",
+       "27                                          Kubota     Fort Worth    TX   \n",
+       "28                       National Indoor RV Center     Lewisville    TX   \n",
+       "29                Southern Glazer's Wine & Spirits         Dallas    TX   \n",
        "\n",
-       "   interval min_amount max_amount  \\\n",
-       "0    yearly     145000     110000   \n",
-       "1      None       None       None   \n",
-       "2    yearly     159500     116000   \n",
-       "3    yearly      90000      83573   \n",
-       "4      None       None       None   \n",
-       "5      None       None       None   \n",
-       "6    yearly     134000      79000   \n",
-       "7    yearly     164000      93000   \n",
-       "8    yearly     182600      94300   \n",
-       "9      None       None       None   \n",
-       "10   yearly       None       None   \n",
-       "11   yearly       None       None   \n",
-       "12   yearly       None       None   \n",
-       "13   yearly       None       None   \n",
-       "14   yearly       None       None   \n",
-       "15   yearly       None       None   \n",
-       "16   yearly       None       None   \n",
-       "17   yearly       None       None   \n",
-       "18   yearly       None       None   \n",
-       "19   yearly       None       None   \n",
-       "20     None       None       None   \n",
-       "21   yearly     130000     150000   \n",
-       "22   yearly     105000     115000   \n",
-       "23   yearly     100000     150000   \n",
-       "24   hourly         47         55   \n",
-       "25   yearly     105000     145000   \n",
-       "26   hourly         55         75   \n",
-       "27   yearly      60000     110000   \n",
-       "28   yearly     120000     180000   \n",
-       "29   yearly     105000     130000   \n",
+       "    job_type interval min_amount max_amount  \\\n",
+       "0   fulltime   yearly      68000      57500   \n",
+       "1       None   yearly     200000     200000   \n",
+       "2       None     None       None       None   \n",
+       "3   fulltime   yearly     285000     120000   \n",
+       "4   fulltime   yearly     142700      73200   \n",
+       "5   fulltime   yearly     184663      78789   \n",
+       "6   fulltime   yearly     100000      85000   \n",
+       "7   fulltime     None       None       None   \n",
+       "8       None     None       None       None   \n",
+       "9   fulltime   yearly     160000     120000   \n",
+       "10  fulltime   yearly       None       None   \n",
+       "11  fulltime   yearly       None       None   \n",
+       "12  fulltime   yearly       None       None   \n",
+       "13  fulltime   yearly       None       None   \n",
+       "14  fulltime   yearly       None       None   \n",
+       "15  fulltime   yearly       None       None   \n",
+       "16  fulltime   yearly       None       None   \n",
+       "17  fulltime   yearly       None       None   \n",
+       "18  fulltime   yearly       None       None   \n",
+       "19  contract   yearly       None       None   \n",
+       "20  fulltime   yearly     130000     150000   \n",
+       "21  fulltime   yearly     105000     145000   \n",
+       "22  fulltime   yearly      60000     110000   \n",
+       "23  fulltime   yearly     116000     153000   \n",
+       "24  fulltime   yearly     122000     162000   \n",
+       "25      None   yearly     156000     165000   \n",
+       "26  fulltime   yearly      90000     115000   \n",
+       "27  fulltime   yearly     122000     167000   \n",
+       "28  fulltime   yearly     125000          0   \n",
+       "29      None   yearly      70000          0   \n",
        "\n",
        "                                              job_url  \\\n",
-       "0   https://www.indeed.com/viewjob?jk=a2e7077fdd3c...   \n",
-       "1   https://www.indeed.com/viewjob?jk=5a1da623ee75...   \n",
-       "2   https://www.indeed.com/viewjob?jk=155495ca3f46...   \n",
-       "3   https://www.indeed.com/viewjob?jk=77cf3540c06e...   \n",
-       "4   https://www.indeed.com/viewjob?jk=7fadbb7c936f...   \n",
-       "5   https://www.indeed.com/viewjob?jk=11b2b5b0dd44...   \n",
-       "6   https://www.indeed.com/viewjob?jk=ec3ab6eb9253...   \n",
-       "7   https://www.indeed.com/viewjob?jk=781e4cf0cf6d...   \n",
-       "8   https://www.indeed.com/viewjob?jk=21e05b9e9d96...   \n",
-       "9   https://www.indeed.com/viewjob?jk=da35b9bb74a0...   \n",
+       "0   https://www.indeed.com/viewjob?jk=f5f33d72e030...   \n",
+       "1   https://www.indeed.com/viewjob?jk=1b22ba65296c...   \n",
+       "2   https://www.indeed.com/viewjob?jk=309eed270a88...   \n",
+       "3   https://www.indeed.com/viewjob?jk=a3ea45daca75...   \n",
+       "4   https://www.indeed.com/viewjob?jk=0f2dc9901fc7...   \n",
+       "5   https://www.indeed.com/viewjob?jk=eb5c927221eb...   \n",
+       "6   https://www.indeed.com/viewjob?jk=ba1945f143a1...   \n",
+       "7   https://www.indeed.com/viewjob?jk=5a1da623ee75...   \n",
+       "8   https://www.indeed.com/viewjob?jk=b600392166bb...   \n",
+       "9   https://www.indeed.com/viewjob?jk=a7e9d356c333...   \n",
        "10      https://www.linkedin.com/jobs/view/3696158160   \n",
        "11      https://www.linkedin.com/jobs/view/3693012711   \n",
        "12      https://www.linkedin.com/jobs/view/3700669785   \n",
-       "13      https://www.linkedin.com/jobs/view/3701775201   \n",
-       "14      https://www.linkedin.com/jobs/view/3701772329   \n",
-       "15      https://www.linkedin.com/jobs/view/3701769637   \n",
-       "16      https://www.linkedin.com/jobs/view/3707174719   \n",
-       "17      https://www.linkedin.com/jobs/view/3701770659   \n",
+       "13      https://www.linkedin.com/jobs/view/3701770659   \n",
+       "14      https://www.linkedin.com/jobs/view/3701769637   \n",
+       "15      https://www.linkedin.com/jobs/view/3701772329   \n",
+       "16      https://www.linkedin.com/jobs/view/3701775201   \n",
+       "17      https://www.linkedin.com/jobs/view/3707174719   \n",
        "18      https://www.linkedin.com/jobs/view/3696158877   \n",
        "19      https://www.linkedin.com/jobs/view/3693340247   \n",
-       "20  https://click.appcast.io/track/hcgsw4k?cs=ngp&...   \n",
-       "21  https://www.ziprecruiter.com/jobs/ziprecruiter...   \n",
-       "22  https://www.ziprecruiter.com/jobs/robert-half-...   \n",
-       "23  https://www.ziprecruiter.com/jobs/advantage-te...   \n",
-       "24  https://www.ziprecruiter.com/jobs/robert-half-...   \n",
-       "25  https://www.ziprecruiter.com/jobs/ziprecruiter...   \n",
-       "26  https://www.kforce.com/Jobs/job.aspx?job=1696~...   \n",
-       "27  https://www.ziprecruiter.com/jobs/onestaff-med...   \n",
-       "28  https://www.ziprecruiter.com/jobs/rightstaff-i...   \n",
-       "29  https://www.ziprecruiter.com/jobs/walker-ellio...   \n",
+       "20  https://www.ziprecruiter.com/c/ZipRecruiter/Jo...   \n",
+       "21  https://www.ziprecruiter.com/c/ZipRecruiter/Jo...   \n",
+       "22  https://www.ziprecruiter.com/c/OneStaff-Medica...   \n",
+       "23  https://jsv3.recruitics.com/redirect?rx_cid=34...   \n",
+       "24  https://jsv3.recruitics.com/redirect?rx_cid=34...   \n",
+       "25  https://click.appcast.io/track/hcbh0qq?cs=ngp&...   \n",
+       "26  https://www.ziprecruiter.com/c/Generac-Power-S...   \n",
+       "27  https://us62e2.dayforcehcm.com/CandidatePortal...   \n",
+       "28  https://www.ziprecruiter.com/c/National-Indoor...   \n",
+       "29  https://click.appcast.io/track/hdsbnae?cs=b4&j...   \n",
        "\n",
        "                                          description  \n",
-       "0   We are looking for an experienced Firmware Eng...  \n",
-       "1   Join a team recognized for leadership, innovat...  \n",
-       "2   A little about us. Splunk is the key to enterp...  \n",
-       "3   Stratacache, Inc. delivers in-store retail exp...  \n",
-       "4   Join a team recognized for leadership, innovat...  \n",
-       "5   Job Highlights As a Full Stack Software Engine...  \n",
-       "6   Are you ready to embark on an exciting journey...  \n",
-       "7   SciTec has been awarded multiple government co...  \n",
-       "8   At Microsoft we are seeking people who have a ...  \n",
-       "9   Avalon Healthcare Solutions, headquartered in ...  \n",
+       "0   Mental Health Therapist- Broomfield, CO Locati...  \n",
+       "1   .NET Software Engineer, C#, WPF - Irving (Tech...  \n",
+       "2   Description Are you a communications systems d...  \n",
+       "3   Who We Are Verkada is the largest cloud-based ...  \n",
+       "4   Our Company Changing the world through digital...  \n",
+       "5   Make your mark at Comcast - a Fortune 30 globa...  \n",
+       "6   Smart City hiring a full stack software develo...  \n",
+       "7   Join a team recognized for leadership, innovat...  \n",
+       "8   Job Description: Software Engineer in Test The...  \n",
+       "9   Title: Senior DSP/FPGA Firmware Engineer Descr...  \n",
        "10  About us:Fieldguide is establishing a new stat...  \n",
        "11  Description:By bringing together people that u...  \n",
        "12  Description:By bringing together people that u...  \n",
        "13  Description:By bringing together people that u...  \n",
        "14  Description:By bringing together people that u...  \n",
        "15  Description:By bringing together people that u...  \n",
-       "16  We're only as strong as our weakest link.In th...  \n",
-       "17  Description:By bringing together people that u...  \n",
+       "16  Description:By bringing together people that u...  \n",
+       "17  We're only as strong as our weakest link.In th...  \n",
        "18  Rain’s mission is to create the fastest and ea...  \n",
        "19  Work options: FlexibleWe consider remote, on-p...  \n",
-       "20  We are currently seeking a highly skilled and ...  \n",
-       "21  We offer a hybrid work environment. Most US-ba...  \n",
-       "22  Robert Half has an opening for a Software Deve...  \n",
-       "23  New career opportunity available with major Ma...  \n",
-       "24  Robert Half is accepting inquiries for a SQL S...  \n",
-       "25  We offer a hybrid work environment. Most US-ba...  \n",
-       "26  Kforce has a client that is seeking a Software...  \n",
-       "27  Company Description: We are looking for a well...  \n",
-       "28  Job Description:We are seeking a talented and ...  \n",
-       "29  Our highly successful DFW based client has bee...  "
+       "20  Demonstrated foundation in software engineerin...  \n",
+       "21  Experience in client side development using Re...  \n",
+       "22  We are looking for a well-rounded Software Dev...  \n",
+       "23  By joining the Silent Knight team as a Senior ...  \n",
+       "24  Object Oriented Programming using C++ with Lin...  \n",
+       "25  The Software Engineer III will be an integral ...  \n",
+       "26  As a Software Engineer on the Energy Technolog...  \n",
+       "27  Work with a cross-functional team to design, t...  \n",
+       "28  As a Senior Software Engineer, you will: * Des...  \n",
+       "29  Finally, through the work assigned, the analys...  "
       ]
      },
+     "execution_count": 5,
      "metadata": {},
-     "output_type": "display_data"
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "from jobspy import scrape_jobs\n",
-    "import pandas as pd\n",
-    "\n",
-    "jobs: pd.DataFrame = scrape_jobs(\n",
+    "scrape_jobs(\n",
     "    site_name=[\"indeed\", \"linkedin\", \"zip_recruiter\"],\n",
     "    search_term=\"software engineer\",\n",
     "    results_wanted=10\n",
-    ")\n",
-    "\n",
-    "if jobs.empty:\n",
-    "    print(\"No jobs found.\")\n",
-    "else:\n",
-    "    # 1 print\n",
-    "    pd.set_option('display.max_columns', None)\n",
-    "    pd.set_option('display.max_rows', None)\n",
-    "    pd.set_option('display.width', None)\n",
-    "    pd.set_option('display.max_colwidth', 50)  # set to 0 to see full job url / desc\n",
-    "    print(jobs)\n",
-    "\n",
-    "    # 2 display in Jupyter Notebook\n",
-    "    display(jobs)\n",
-    "\n",
-    "    # 3 output to csv\n",
-    "    jobs.to_csv('jobs.csv', index=False)"
+    ")"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "efd667ef-fdf0-452a-b5e5-ce6825755be7",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "1574dc17-0a42-4655-964f-5c03a6d3deb0",
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "my-poetry-env",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
-   "name": "my-poetry-env"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -693,7 +681,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.11"
+   "version": "3.11.4"
   }
  },
  "nbformat": 4,
diff --git a/README.md b/README.md
index 0ef7f16..146dd8c 100644
--- a/README.md
+++ b/README.md
@@ -5,7 +5,9 @@
 
 - Scrapes job postings from **LinkedIn**, **Indeed** & **ZipRecruiter** simultaneously
 - Aggregates the job postings in a Pandas DataFrame
-
+  
+![jobspy](https://github.com/cullenwatson/JobSpy/assets/78247585/ec7ef355-05f6-4fd3-8161-a817e31c5c57)
+  
 ### Installation
 `pip install python-jobspy`  
   
@@ -26,18 +28,18 @@ jobs: pd.DataFrame = scrape_jobs(
 if jobs.empty:
     print("No jobs found.")
 else:
-    # 1 print
+    #1 print
     pd.set_option('display.max_columns', None)
     pd.set_option('display.max_rows', None)
     pd.set_option('display.width', None)
     pd.set_option('display.max_colwidth', 50)  # set to 0 to see full job url / desc
     print(jobs)
 
-    # 2 display in Jupyter Notebook
-    # display(jobs)
+    #2 display in Jupyter Notebook
+    #display(jobs)
 
-    # 3 output to csv
-    # jobs.to_csv('jobs.csv', index=False)
+    #3 output to .csv
+    #jobs.to_csv('jobs.csv', index=False)
 ```
 
 ### Output
@@ -51,8 +53,6 @@ zip_recruiter Software Engineer - New Grad       ZipRecruiter      Santa Monica
 zip_recruiter Software Developer                 TEKsystems        Phoenix       AZ     fulltime  hourly    65          75          https://www.ziprecruiter.com/jobs/teksystems-0...  Top Skills' Details• 6 years of Java developme...
 ```
 ### Parameters for `scrape_jobs()`
-
-
 ```plaintext
 Required
 ├── site_type (List[enum]): linkedin, zip_recruiter, indeed
@@ -87,12 +87,23 @@ JobPost
 ```
 
 
-### FAQ
-  
-#### Encountering issues with your queries?
-  
-Try reducing the number of `results_wanted` and/or broadening the filters. If problems persist, please submit an issue.
-  
-#### Received a response code 429?
-You have been blocked by the job board site for sending too many requests. ZipRecruiter seems to be the most aggressive at the moment. Consider waiting a few seconds, or try using a VPN. Proxy support coming soon.
+## Frequently Asked Questions
+
+---
+
+**Q: Encountering issues with your queries?**  
+**A:** Try reducing the number of `results_wanted` and/or broadening the filters. If problems persist, [submit an issue](#).
+
+---
+
+**Q: Received a response code 429?**  
+**A:** This indicates that you have been blocked by the job board site for sending too many requests. Currently, **ZipRecruiter** is particularly aggressive with blocking. We recommend:
+
+- Waiting a few seconds between requests.
+- Trying a VPN to change your IP address.
+
+**Note:** Proxy support is in development and coming soon!
+
+---
+
   
diff --git a/pyproject.toml b/pyproject.toml
index 1d89504..112f343 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "python-jobspy"
-version = "1.0.1"
+version = "1.0.2"
 description = "Job scraper for LinkedIn, Indeed & ZipRecruiter"
 authors = ["Zachary Hampton <zachary@zacharysproducts.com>", "Cullen Watson <cullen@cullen.ai>"]
 readme = "README.md"
diff --git a/src/jobspy/core/__init__.py b/src/__init__.py
similarity index 100%
rename from src/jobspy/core/__init__.py
rename to src/__init__.py
diff --git a/src/jobspy/__init__.py b/src/jobspy/__init__.py
index f3bb15f..9355d43 100644
--- a/src/jobspy/__init__.py
+++ b/src/jobspy/__init__.py
@@ -24,15 +24,14 @@ def _map_str_to_site(site_name: str) -> Site:
 
 
 def scrape_jobs(
-        site_name: str | Site | List[Site],
-        search_term: str,
-
-        location: str = "",
-        distance: int = None,
-        is_remote: bool = False,
-        job_type: JobType = None,
-        easy_apply: bool = False,  # linkedin
-        results_wanted: int = 15
+    site_name: str | Site | List[Site],
+    search_term: str,
+    location: str = "",
+    distance: int = None,
+    is_remote: bool = False,
+    job_type: JobType = None,
+    easy_apply: bool = False,  # linkedin
+    results_wanted: int = 15,
 ) -> pd.DataFrame:
     """
     Asynchronously scrapes job data from multiple job sites.
@@ -71,48 +70,59 @@ def scrape_jobs(
     for site, job_response in results.items():
         for job in job_response.jobs:
             data = job.dict()
-            data['site'] = site
+            data["site"] = site
 
             # Formatting JobType
-            data['job_type'] = data['job_type'].value if data['job_type'] else None
+            data["job_type"] = data["job_type"].value if data["job_type"] else None
 
             # Formatting Location
-            location_obj = data.get('location')
+            location_obj = data.get("location")
             if location_obj and isinstance(location_obj, dict):
-                data['city'] = location_obj.get('city', '')
-                data['state'] = location_obj.get('state', '')
-                data['country'] = location_obj.get('country', 'USA')
+                data["city"] = location_obj.get("city", "")
+                data["state"] = location_obj.get("state", "")
+                data["country"] = location_obj.get("country", "USA")
             else:
-                data['city'] = None
-                data['state'] = None
-                data['country'] = None
+                data["city"] = None
+                data["state"] = None
+                data["country"] = None
 
             # Formatting Compensation
-            compensation_obj = data.get('compensation')
+            compensation_obj = data.get("compensation")
             if compensation_obj and isinstance(compensation_obj, dict):
-                data['interval'] = compensation_obj.get('interval').value if compensation_obj.get('interval') else None
-                data['min_amount'] = compensation_obj.get('min_amount')
-                data['max_amount'] = compensation_obj.get('max_amount')
-                data['currency'] = compensation_obj.get('currency', 'USD')
+                data["interval"] = (
+                    compensation_obj.get("interval").value
+                    if compensation_obj.get("interval")
+                    else None
+                )
+                data["min_amount"] = compensation_obj.get("min_amount")
+                data["max_amount"] = compensation_obj.get("max_amount")
+                data["currency"] = compensation_obj.get("currency", "USD")
             else:
-                data['interval'] = None
-                data['min_amount'] = None
-                data['max_amount'] = None
-                data['currency'] = None
+                data["interval"] = None
+                data["min_amount"] = None
+                data["max_amount"] = None
+                data["currency"] = None
 
             job_df = pd.DataFrame([data])
             dfs.append(job_df)
 
     if dfs:
         df = pd.concat(dfs, ignore_index=True)
-        desired_order = ['site', 'title', 'company_name', 'city', 'state','job_type',
-                         'interval', 'min_amount', 'max_amount',  'job_url', 'description',]
+        desired_order = [
+            "site",
+            "title",
+            "company_name",
+            "city",
+            "state",
+            "job_type",
+            "interval",
+            "min_amount",
+            "max_amount",
+            "job_url",
+            "description",
+        ]
         df = df[desired_order]
     else:
         df = pd.DataFrame()
 
     return df
-
-
-
-
diff --git a/src/jobspy/jobs/__init__.py b/src/jobspy/jobs/__init__.py
index 771e847..4c1bc65 100644
--- a/src/jobspy/jobs/__init__.py
+++ b/src/jobspy/jobs/__init__.py
@@ -19,7 +19,6 @@ class JobType(Enum):
     VOLUNTEER = "volunteer"
 
 
-
 class Location(BaseModel):
     country: str = "USA"
     city: str = None
@@ -47,10 +46,10 @@ class JobPost(BaseModel):
     job_url: str
     location: Optional[Location]
 
-    description: str = None
+    description: Optional[str] = None
     job_type: Optional[JobType] = None
     compensation: Optional[Compensation] = None
-    date_posted: date = None
+    date_posted: Optional[date] = None
 
 
 class JobResponse(BaseModel):
diff --git a/src/jobspy/scrapers/__init__.py b/src/jobspy/scrapers/__init__.py
index 4df004b..b2a8900 100644
--- a/src/jobspy/scrapers/__init__.py
+++ b/src/jobspy/scrapers/__init__.py
@@ -1,5 +1,5 @@
 from ..jobs import Enum, BaseModel, JobType, JobResponse
-from typing import List, Dict, Optional, Any
+from typing import List, Optional, Any
 
 
 class StatusException(Exception):
diff --git a/src/jobspy/scrapers/indeed/__init__.py b/src/jobspy/scrapers/indeed/__init__.py
index 846f4f7..4e20977 100644
--- a/src/jobspy/scrapers/indeed/__init__.py
+++ b/src/jobspy/scrapers/indeed/__init__.py
@@ -1,9 +1,8 @@
 import re
-import sys
 import math
 import json
 from datetime import datetime
-from typing import Optional, Tuple, List
+from typing import Optional
 
 import tls_client
 import urllib.parse
@@ -11,7 +10,14 @@ from bs4 import BeautifulSoup
 from bs4.element import Tag
 from concurrent.futures import ThreadPoolExecutor, Future
 
-from ...jobs import JobPost, Compensation, CompensationInterval, Location, JobResponse, JobType
+from ...jobs import (
+    JobPost,
+    Compensation,
+    CompensationInterval,
+    Location,
+    JobResponse,
+    JobType,
+)
 from .. import Scraper, ScraperInput, Site, StatusException
 
 
@@ -61,10 +67,7 @@ class IndeedScraper(Scraper):
             params["sc"] = "0kf:" + "".join(sc_values) + ";"
         response = session.get(self.url + "/jobs", params=params)
 
-        if (
-            response.status_code != 200
-            and response.status_code != 307
-        ):
+        if response.status_code != 200 and response.status_code != 307:
             raise StatusException(response.status_code)
 
         soup = BeautifulSoup(response.content, "html.parser")
@@ -136,8 +139,10 @@ class IndeedScraper(Scraper):
             return job_post
 
         with ThreadPoolExecutor(max_workers=10) as executor:
-            job_results: list[Future] = [executor.submit(process_job, job) for job in
-                                         jobs["metaData"]["mosaicProviderJobCardsModel"]["results"]]
+            job_results: list[Future] = [
+                executor.submit(process_job, job)
+                for job in jobs["metaData"]["mosaicProviderJobCardsModel"]["results"]
+            ]
 
         job_list = [result.result() for result in job_results if result.result()]
 
diff --git a/src/jobspy/scrapers/linkedin/__init__.py b/src/jobspy/scrapers/linkedin/__init__.py
index b3718ae..e4e8bc9 100644
--- a/src/jobspy/scrapers/linkedin/__init__.py
+++ b/src/jobspy/scrapers/linkedin/__init__.py
@@ -6,7 +6,14 @@ from bs4 import BeautifulSoup
 from bs4.element import Tag
 
 from .. import Scraper, ScraperInput, Site
-from ...jobs import JobPost, Location, JobResponse, JobType, Compensation, CompensationInterval
+from ...jobs import (
+    JobPost,
+    Location,
+    JobResponse,
+    JobType,
+    Compensation,
+    CompensationInterval,
+)
 
 
 class LinkedInScraper(Scraper):
@@ -117,7 +124,9 @@ class LinkedInScraper(Scraper):
                         date_posted=date_posted,
                         job_url=job_url,
                         job_type=job_type,
-                        compensation=Compensation(interval=CompensationInterval.YEARLY, currency="USD")
+                        compensation=Compensation(
+                            interval=CompensationInterval.YEARLY, currency="USD"
+                        ),
                     )
                     job_list.append(job_post)
                     if (
diff --git a/src/jobspy/scrapers/ziprecruiter/__init__.py b/src/jobspy/scrapers/ziprecruiter/__init__.py
index ad11d6f..eb35686 100644
--- a/src/jobspy/scrapers/ziprecruiter/__init__.py
+++ b/src/jobspy/scrapers/ziprecruiter/__init__.py
@@ -2,7 +2,7 @@ import math
 import json
 import re
 from datetime import datetime
-from typing import Optional, Tuple, List
+from typing import Optional, Tuple
 from urllib.parse import urlparse, parse_qs
 
 import tls_client
@@ -11,7 +11,14 @@ from bs4.element import Tag
 from concurrent.futures import ThreadPoolExecutor, Future
 
 from .. import Scraper, ScraperInput, Site, StatusException
-from ...jobs import JobPost, Compensation, CompensationInterval, Location, JobResponse, JobType
+from ...jobs import (
+    JobPost,
+    Compensation,
+    CompensationInterval,
+    Location,
+    JobResponse,
+    JobType,
+)
 
 
 class ZipRecruiterScraper(Scraper):
@@ -55,7 +62,7 @@ class ZipRecruiterScraper(Scraper):
             "search": scraper_input.search_term,
             "location": scraper_input.location,
             "page": page,
-            "form": "jobs-landing"
+            "form": "jobs-landing",
         }
 
         if scraper_input.is_remote:
@@ -65,7 +72,9 @@ class ZipRecruiterScraper(Scraper):
             params["radius"] = scraper_input.distance
 
         if job_type_value:
-            params["refine_by_employment"] = f"employment_type:employment_type:{job_type_value}"
+            params[
+                "refine_by_employment"
+            ] = f"employment_type:employment_type:{job_type_value}"
 
         response = self.session.get(
             self.url + "/jobs-search",
@@ -90,11 +99,14 @@ class ZipRecruiterScraper(Scraper):
         with ThreadPoolExecutor(max_workers=10) as executor:
             if "jobList" in data and data["jobList"]:
                 jobs_js = data["jobList"]
-                job_results = [executor.submit(self.process_job_js, job) for job in jobs_js]
+                job_results = [
+                    executor.submit(self.process_job_js, job) for job in jobs_js
+                ]
             else:
                 jobs_html = soup.find_all("div", {"class": "job_content"})
-                job_results = [executor.submit(self.process_job_html, job) for job in
-                               jobs_html]
+                job_results = [
+                    executor.submit(self.process_job_html, job) for job in jobs_html
+                ]
 
         job_list = [result.result() for result in job_results if result.result()]
 
@@ -107,8 +119,9 @@ class ZipRecruiterScraper(Scraper):
         :return: job_response
         """
 
-
-        pages_to_process = max(3, math.ceil(scraper_input.results_wanted / self.jobs_per_page))
+        pages_to_process = max(
+            3, math.ceil(scraper_input.results_wanted / self.jobs_per_page)
+        )
 
         try:
             #: get first page to initialize session
@@ -125,7 +138,6 @@ class ZipRecruiterScraper(Scraper):
 
                     job_list += jobs
 
-
         except StatusException as e:
             return JobResponse(
                 success=False,
@@ -162,9 +174,7 @@ class ZipRecruiterScraper(Scraper):
         title = job.find("h2", {"class": "title"}).text
         company = job.find("a", {"class": "company_name"}).text.strip()
 
-        description, updated_job_url = self.get_description(
-            job_url
-        )
+        description, updated_job_url = self.get_description(job_url)
         if updated_job_url is not None:
             job_url = updated_job_url
         if description is None:
@@ -173,10 +183,7 @@ class ZipRecruiterScraper(Scraper):
         job_type_element = job.find("li", {"class": "perk_item perk_type"})
         if job_type_element:
             job_type_text = (
-                job_type_element.text.strip()
-                .lower()
-                .replace("-", "")
-                .replace(" ", "")
+                job_type_element.text.strip().lower().replace("-", "").replace(" ", "")
             )
             if job_type_text == "contractor":
                 job_type_text = "contract"
@@ -201,12 +208,16 @@ class ZipRecruiterScraper(Scraper):
     def process_job_js(self, job: dict) -> JobPost:
         # Map the job data to the expected fields by the Pydantic model
         title = job.get("Title")
-        description = BeautifulSoup(job.get("Snippet","").strip(), "html.parser").get_text()
+        description = BeautifulSoup(
+            job.get("Snippet", "").strip(), "html.parser"
+        ).get_text()
 
         company = job.get("OrgName")
         location = Location(city=job.get("City"), state=job.get("State"))
         try:
-            job_type = ZipRecruiterScraper.job_type_from_string(job.get("EmploymentType", "").replace("-", "_").lower())
+            job_type = ZipRecruiterScraper.job_type_from_string(
+                job.get("EmploymentType", "").replace("-", "_").lower()
+            )
         except ValueError:
             # print(f"Skipping job due to unrecognized job type: {job.get('EmploymentType')}")
             return None
@@ -215,14 +226,14 @@ class ZipRecruiterScraper(Scraper):
         salary_parts = formatted_salary.split(" ")
 
         min_salary_str = salary_parts[0][1:].replace(",", "")
-        if '.' in min_salary_str:
+        if "." in min_salary_str:
             min_amount = int(float(min_salary_str) * 1000)
         else:
             min_amount = int(min_salary_str.replace("K", "000"))
 
         if len(salary_parts) >= 3 and salary_parts[2].startswith("$"):
             max_salary_str = salary_parts[2][1:].replace(",", "")
-            if '.' in max_salary_str:
+            if "." in max_salary_str:
                 max_amount = int(float(max_salary_str) * 1000)
             else:
                 max_amount = int(max_salary_str.replace("K", "000"))
@@ -232,10 +243,12 @@ class ZipRecruiterScraper(Scraper):
         compensation = Compensation(
             interval=CompensationInterval.YEARLY,
             min_amount=min_amount,
-            max_amount=max_amount
+            max_amount=max_amount,
         )
         save_job_url = job.get("SaveJobURL", "")
-        posted_time_match = re.search(r"posted_time=(\d{4}-\d{2}-\d{2}T\d{2}:\d{2}:\d{2}Z)", save_job_url)
+        posted_time_match = re.search(
+            r"posted_time=(\d{4}-\d{2}-\d{2}T\d{2}:\d{2}:\d{2}Z)", save_job_url
+        )
         if posted_time_match:
             date_time_str = posted_time_match.group(1)
             date_posted_obj = datetime.strptime(date_time_str, "%Y-%m-%dT%H:%M:%SZ")
@@ -269,10 +282,7 @@ class ZipRecruiterScraper(Scraper):
                 return item
         raise ValueError(f"Invalid value for JobType: {value}")
 
-    def get_description(
-            self,
-        job_page_url: str
-    ) -> Tuple[Optional[str], Optional[str]]:
+    def get_description(self, job_page_url: str) -> Tuple[Optional[str], Optional[str]]:
         """
         Retrieves job description by going to the job page url
         :param job_page_url:
diff --git a/src/tests/__init__.py b/src/tests/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/src/tests/test_indeed.py b/src/tests/test_indeed.py
index 1d4ad52..bd9dfd1 100644
--- a/src/tests/test_indeed.py
+++ b/src/tests/test_indeed.py
@@ -1,4 +1,4 @@
-from jobspy import scrape_jobs
+from ..jobspy import scrape_jobs
 
 
 def test_indeed():