diff --git a/.gitignore b/.gitignore
index 9391c0a..b845ce8 100644
--- a/.gitignore
+++ b/.gitignore
@@ -5,5 +5,5 @@
 **/__pycache__/
 *.pyc
 .env
-client_secret.json
-dist
\ No newline at end of file
+dist
+/.ipynb_checkpoints/
\ No newline at end of file
diff --git a/Dockerfile b/Dockerfile
deleted file mode 100644
index fcd66a6..0000000
--- a/Dockerfile
+++ /dev/null
@@ -1,15 +0,0 @@
-FROM python:3.10-slim
-
-WORKDIR /app
-
-COPY . /app
-
-RUN apt-get update && \
-    apt-get install -y jq && \
-    pip install --no-cache-dir -r requirements.txt
-
-EXPOSE 8000
-
-ENV PORT=8000
-
-CMD sh -c "uvicorn main:app --host 0.0.0.0 --port $PORT"
\ No newline at end of file
diff --git a/JobSpy_Demo.ipynb b/JobSpy_Demo.ipynb
new file mode 100644
index 0000000..c58b85c
--- /dev/null
+++ b/JobSpy_Demo.ipynb
@@ -0,0 +1,702 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "c3f21577-477d-451e-9914-5d67e8a89075",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>site</th>\n",
+       "      <th>title</th>\n",
+       "      <th>company_name</th>\n",
+       "      <th>city</th>\n",
+       "      <th>state</th>\n",
+       "      <th>job_type</th>\n",
+       "      <th>interval</th>\n",
+       "      <th>min_amount</th>\n",
+       "      <th>max_amount</th>\n",
+       "      <th>job_url</th>\n",
+       "      <th>description</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <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>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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</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=5a1da623ee75...</td>\n",
+       "      <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>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",
+       "    </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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>linkedin</td>\n",
+       "      <td>Software Engineer</td>\n",
+       "      <td>Fieldguide</td>\n",
+       "      <td>San Francisco</td>\n",
+       "      <td>CA</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/3696158160</td>\n",
+       "      <td>About us:Fieldguide is establishing a new stat...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>linkedin</td>\n",
+       "      <td>Software Engineer - Early Career</td>\n",
+       "      <td>Lockheed Martin</td>\n",
+       "      <td>Sunnyvale</td>\n",
+       "      <td>CA</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/3693012711</td>\n",
+       "      <td>Description:By bringing together people that u...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>linkedin</td>\n",
+       "      <td>Software Engineer - Early Career</td>\n",
+       "      <td>Lockheed Martin</td>\n",
+       "      <td>Edwards</td>\n",
+       "      <td>CA</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/3700669785</td>\n",
+       "      <td>Description:By bringing together people that u...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</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>14</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/3701772329</td>\n",
+       "      <td>Description:By bringing together people that u...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</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/3701769637</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</td>\n",
+       "      <td>SpiderOak</td>\n",
+       "      <td>Austin</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/3707174719</td>\n",
+       "      <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",
+       "      <td>Rain</td>\n",
+       "      <td>New York</td>\n",
+       "      <td>NY</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/3696158877</td>\n",
+       "      <td>Rain’s mission is to create the fastest and ea...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>linkedin</td>\n",
+       "      <td>Software Engineer</td>\n",
+       "      <td>Nike</td>\n",
+       "      <td>Portland</td>\n",
+       "      <td>OR</td>\n",
+       "      <td>contract</td>\n",
+       "      <td>yearly</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>https://www.linkedin.com/jobs/view/3693340247</td>\n",
+       "      <td>Work options: FlexibleWe consider remote, on-p...</td>\n",
+       "    </tr>\n",
+       "    <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",
+       "      <td>CA</td>\n",
+       "      <td>fulltime</td>\n",
+       "      <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",
+       "    </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",
+       "      <td>zip_recruiter</td>\n",
+       "      <td>Full Stack Software Engineer</td>\n",
+       "      <td>ZipRecruiter</td>\n",
+       "      <td>Phoenix</td>\n",
+       "      <td>AZ</td>\n",
+       "      <td>fulltime</td>\n",
+       "      <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",
+       "    </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",
+       "      <td>zip_recruiter</td>\n",
+       "      <td>Software Developer | Onsite | Omaha, NE - Omaha</td>\n",
+       "      <td>OneStaff Medical</td>\n",
+       "      <td>Omaha</td>\n",
+       "      <td>NE</td>\n",
+       "      <td>fulltime</td>\n",
+       "      <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",
+       "    </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>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",
+       "    </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>Dallas</td>\n",
+       "      <td>TX</td>\n",
+       "      <td>fulltime</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",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "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",
+       "5          indeed                               Full Stack Developer   \n",
+       "6          indeed                                  Software Engineer   \n",
+       "7          indeed                           Senior Software Engineer   \n",
+       "8          indeed                                  Software Engineer   \n",
+       "9          indeed                                  Software 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",
+       "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",
+       "\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",
+       "\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",
+       "\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",
+       "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",
+       "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",
+       "\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",
+       "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",
+       "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...  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from jobscrape import scrape_jobs\n",
+    "import pandas as pd\n",
+    "\n",
+    "jobs: pd.DataFrame = 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",
+    "\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",
+   "language": "python",
+   "name": "my-poetry-env"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.11"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/README.md b/README.md
index 4373b8d..35ba1bc 100644
--- a/README.md
+++ b/README.md
@@ -1,240 +1,100 @@
-# JobSpy AIO Scraper
+# JobSpy
 
+**JobSpy** is a simple, yet comprehensive, job scraping library.
 ## Features
 
 - Scrapes job postings from **LinkedIn**, **Indeed** & **ZipRecruiter** simultaneously
-- Returns jobs as JSON or CSV with title, location, company, description & other data
-- Imports directly into **Google Sheets**
-- Optional JWT authorization
+- Aggregates the job postings in a Pandas DataFrame
 
-![jobspy_gsheet](https://github.com/cullenwatson/JobSpy/assets/78247585/9f0a997c-4e33-4167-b04e-31ab1f606edb)
+### Installation
+`pip install jobscrape`  
+  
+  _Python version >= [3.10](https://www.python.org/downloads/release/python-3100/) required_ 
+
+### Usage
+
+```python
+from jobscrape import scrape_jobs
+import pandas as pd
+
+jobs: pd.DataFrame = scrape_jobs(
+    site_name=["indeed", "linkedin", "zip_recruiter"],
+    search_term="software engineer",
+    results_wanted=10
+)
+
+if jobs.empty:
+    print("No jobs found.")
+else:
+
+    #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)
+    
+    #3 output to csv
+    jobs.to_csv('jobs.csv', index=False)
+```
+
+### Output
+```
+             site                                              title                    company_name                 city state   job_type interval min_amount max_amount                                            job_url                                        description
+           indeed                                  Software Engineer                AMERICAN SYSTEMS            Arlington    VA       None   yearly     200000     150000  https://www.indeed.com/viewjob?jk=5e409e577046...  THIS POSITION COMES WITH A 10K SIGNING BONUS! ...
+           indeed                           Senior Software Engineer                TherapyNotes.com         Philadelphia    PA   fulltime   yearly     135000     110000  https://www.indeed.com/viewjob?jk=da39574a40cb...  About Us TherapyNotes is the national leader i...
+         linkedin                   Software Engineer - Early Career                 Lockheed Martin            Sunnyvale    CA   fulltime   yearly       None       None      https://www.linkedin.com/jobs/view/3693012711  Description:By bringing together people that u...
+         linkedin                       Full-Stack Software Engineer                            Rain             New York    NY   fulltime   yearly       None       None      https://www.linkedin.com/jobs/view/3696158877  Rain’s mission is to create the fastest and ea...
+    zip_recruiter                       Software Engineer - New Grad                    ZipRecruiter         Santa Monica    CA   fulltime   yearly     130000     150000  https://www.ziprecruiter.com/jobs/ziprecruiter...  We offer a hybrid work environment. Most US-ba...
+    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()`
 
-### API
 
-POST `/api/v1/jobs/`
-### Request Schema
 ```plaintext
 Required
 ├── site_type (List[enum]): linkedin, zip_recruiter, indeed
 └── search_term (str)
 Optional
 ├── location (int)
-├── distance (int)
+├── distance (int): in miles
 ├── job_type (enum): fulltime, parttime, internship, contract
 ├── is_remote (bool)
-├── results_wanted (int): per site_type
-├── easy_apply (bool): only for linkedin
-└── output_format (enum): json, csv, gsheet
-```
-### Request Example
-```json
-"site_type": ["indeed", "linkedin"],
-"search_term": "software engineer",
-"location": "austin, tx",
-"distance": 10,
-"job_type": "fulltime",
-"results_wanted": 15
-"output_format": "gsheet"
+├── results_wanted (int): number of job results to retrieve for each site specified in 'site_type'
+├── easy_apply (bool): filters for jobs on LinkedIn that have the 'Easy Apply' option
 ```
+
 ### Response Schema
 ```plaintext
-site_type (enum): 
-JobResponse
-├── success (bool)
-├── error (str)
-├── jobs (List[JobPost])
-│   └── JobPost
-│       ├── title (str)
-│       ├── company_name (str)
-│       ├── job_url (str)
-│       ├── location (object)
-│       │   ├── country (str)
-│       │   ├── city (str)
-│       │   ├── state (str)
-│       ├── description (str)
-│       ├── job_type (enum)
-│       ├── compensation (object)
-│       │   ├── interval (CompensationInterval): yearly, monthly, weekly, daily, hourly
-│       │   ├── min_amount (float)
-│       │   ├── max_amount (float)
-│       │   └── currency (str)
-│       └── date_posted (datetime)
-│
-├── total_results (int)
-└── returned_results (int) 
-```
-### Response Example (GOOGLE SHEETS)
-```json
-{
-    "status": "Successfully uploaded to Google Sheets",
-    "error": null,
-    "linkedin": null,
-    "indeed": null,
-    "zip_recruiter": null
-}
-```
-### Response Example (JSON)
-```json
-{
-    "indeed": {
-        "success": true,
-        "error": null,
-        "jobs": [
-            {
-                "title": "Software Engineer",
-                "company_name": "INTEL",
-                "job_url": "https://www.indeed.com/jobs/viewjob?jk=a2cfbb98d2002228",
-                "location": {
-                    "country": "USA",
-                    "city": "Austin",
-                    "state": "TX",
-                },
-                "description": "Job Description Designs, develops, tests, and debugs..."
-                "job_type": "fulltime",
-                "compensation": {
-                    "interval": "yearly",
-                    "min_amount": 209760.0,
-                    "max_amount": 139480.0,
-                    "currency": "USD"
-                },
-                "date_posted": "2023-08-18T00:00:00"
-            }, ...
-        ],
-        "total_results": 845,
-        "returned_results": 15
-    },
-    "linkedin": {
-        "success": true,
-        "error": null,
-        "jobs": [
-            {
-                "title": "Software Engineer 1",
-                "company_name": "Public Partnerships | PPL",
-                "job_url": "https://www.linkedin.com/jobs/view/3690013792",
-                "location": {
-                    "country": "USA",
-                    "city": "Austin",
-                    "state": "TX",
-                },
-                "description": "Public Partnerships LLC supports individuals with disabilities..."
-                "job_type": null,
-                "compensation": null,
-                "date_posted": "2023-07-31T00:00:00"
-            }, ...
-        ],
-        "total_results": 2000,
-        "returned_results": 15
-    }
-}
-```
-### Response Example (CSV)
-```
-Site, Title, Company Name, Job URL, Country, City, State, Job Type, Compensation Interval, Min Amount, Max Amount, Currency, Date Posted, Description
-indeed, Software Engineer, INTEL, https://www.indeed.com/jobs/viewjob?jk=a2cfbb98d2002228, USA, Austin, TX, fulltime, yearly, 209760.0, 139480.0, USD, 2023-08-18T00:00:00, Job Description Designs...
-linkedin, Software Engineer 1, Public Partnerships | PPL, https://www.linkedin.com/jobs/view/3690013792, USA, Austin, TX, , , , , , 2023-07-31T00:00:00, Public Partnerships LLC supports...
+JobPost
+├── title (str)
+├── company_name (str)
+├── job_url (str)
+├── location (object)
+│   ├── country (str)
+│   ├── city (str)
+│   ├── state (str)
+├── description (str)
+├── job_type (enum)
+├── compensation (object)
+│   ├── interval (CompensationInterval): yearly, monthly, weekly, daily, hourly
+│   ├── min_amount (float)
+│   ├── max_amount (float)
+│   └── currency (str)
+└── date_posted (datetime)
+
 ```
 
-## Installation
-### Docker Setup
-_Requires [Docker Desktop](https://www.docker.com/products/docker-desktop/)_
 
-[JobSpy API Image](https://ghcr.io/cullenwatson/jobspy:latest) is continuously updated and available on GitHub Container Registry.
+### FAQ
   
-To pull the Docker image:
-
-```bash
-docker pull ghcr.io/cullenwatson/jobspy:latest
-```
+#### Encountering issues with your queries?
   
-#### Params
+Try reducing the number of `results_wanted` and/or broadening the filters. If problems persist, please submit an issue.
   
-By default:
-* Port: `8000`
-* Google sheet name: `JobSpy`
-* Relative path of `client_secret.json` (for Google Sheets, see below to obtain)
-
+#### Received a response code 429?
+This means you've been blocked by the job board site for sending too many requests. Consider waiting a few seconds, or try using a VPN. Proxy support coming soon.
   
-To run the image with these default settings, use:
-    
-Example (Cmd Prompt - Windows):
-```bash
-docker run -v %cd%/client_secret.json:/app/client_secret.json -p 8000:8000 ghcr.io/cullenwatson/jobspy
-```
-  
-Example (Unix):
-```bash
-docker run -v $(pwd)/client_secret.json:/app/client_secret.json -p 8000:8000 ghcr.io/cullenwatson/jobspy
-```
-  
-#### Using custom params
-
-  Example: 
-   * Port: `8030`
-   * Google sheet name: `CustomName`
-   * Absolute path of `client_secret.json`: `C:\config\client_secret.json`
-
-  To pass these custom params:
-```bash
-docker run -v C:\config\client_secret.json:/app/client_secret.json -e GSHEET_NAME=CustomName -e PORT=8030 -p 8030:8030 ghcr.io/cullenwatson/jobspy
-```
-  
-### Python installation (alternative to Docker)
-_Python version >= [3.10](https://www.python.org/downloads/release/python-3100/) required_  
-1. Clone this repository `git clone https://github.com/cullenwatson/jobspy`
-2. Install the dependencies with `pip install -r requirements.txt`
-4. Run the server with `uvicorn main:app --reload`
-  
-### Google Sheets Setup
-  
-#### Obtaining an Access Key: [Video Guide](https://youtu.be/w533wJuilao?si=5u3m50pRtdhqkg9Z&t=43)
-  * Enable the [Google Sheets & Google Drive API](https://console.cloud.google.com/)
-  * Create credentials -> service account -> create & continue
-  * Select role -> basic: editor -> done
-  * Click on the email you just created in the service account list
-  * Go to the Keys tab -> add key -> create new key -> JSON -> Create
-  
-#### Using the key in the repo
-  * Copy the key file into the JobSpy repo as `client_secret.json`
-  * Go to [my template sheet](https://docs.google.com/spreadsheets/d/1mOgb-ZGZy_YIhnW9OCqIVvkFwiKFvhMBjNcbakW7BLo/edit?usp=sharing): File -> Make a Copy -> Rename to JobSpy
-  * Share the Google sheet with the email located in the field `client_email` in the `client_secret.json` above with editor rights
-  * If you changed the name of the sheet:
-    - Python install: add `.env` in the repo and add `GSHEET_NAME` param with the sheet name as the value, e.g. `GSHEET_NAME=CustomName`
-    - Docker install: use custom param `-e GSHEET_NAME=CustomName` in `docker run` (see above)
-  
-### How to call the API
-  
-#### [Postman](https://www.postman.com/downloads/) (preferred):
-To use Postman:
-1. Locate the files in the `/postman/` directory.
-2. Import the Postman collection and environment JSON files.
-  
-#### Swagger UI:
-Or you can call the API with the interactive documentation at [localhost:8000/docs](http://localhost:8000/docs).
-  
-## FAQ
-  
-### I'm having issues with my queries. What should I do?
-  
-Try reducing the number of `results_wanted` and/or broadening the filters. If issues still persist, feel free to submit an issue. 
-  
-### I'm getting response code 429. What should I do?
-You have been blocked by the job board site for sending too many requests. Wait a couple seconds or use a VPN.
-  
-### How to enable auth?
-  
-Change `AUTH_REQUIRED` in `/settings.py` to `True`
-  
-The auth uses [supabase](https://supabase.com). Create a project with a `users` table and disable RLS.  
-  
-<img src="https://github.com/cullenwatson/jobspy/assets/78247585/03af18e1-5386-49ad-a2cf-d34232d9d747" width="500">
-  
-Add these three environment variables:
-  
-- `SUPABASE_URL`: go to project settings -> API -> Project URL  
-- `SUPABASE_KEY`: go to project settings -> API -> service_role secret
-- `JWT_SECRET_KEY` - type `openssl rand -hex 32` in terminal to create a 32 byte secret key
-  
-Use these endpoints to register and get an access token: 
-  
-![image](https://github.com/cullenwatson/jobspy/assets/78247585/c84c33ec-1fe8-4152-9c8c-6c4334aecfc3)
-
diff --git a/jobscrape/__init__.py b/jobscrape/__init__.py
new file mode 100644
index 0000000..b88ec93
--- /dev/null
+++ b/jobscrape/__init__.py
@@ -0,0 +1,121 @@
+import pandas as pd
+from typing import List, Dict, Tuple, Union
+
+from concurrent.futures import ThreadPoolExecutor
+
+from .core.jobs import JobType
+from .core.scrapers.indeed import IndeedScraper
+from .core.scrapers.ziprecruiter import ZipRecruiterScraper
+from .core.scrapers.linkedin import LinkedInScraper
+from .core.scrapers import (
+    ScraperInput,
+    Site,
+    JobResponse,
+    CommonResponse,
+)
+
+
+SCRAPER_MAPPING = {
+    Site.LINKEDIN: LinkedInScraper,
+    Site.INDEED: IndeedScraper,
+    Site.ZIP_RECRUITER: ZipRecruiterScraper,
+}
+
+
+def _map_str_to_site(site_name: str) -> Site:
+    return Site[site_name.upper()]
+
+
+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
+) -> pd.DataFrame:
+    """
+    Asynchronously scrapes job data from multiple job sites.
+    :return: results_wanted: pandas dataframe containing job data
+    """
+
+    if type(site_name) == str:
+        site_name = _map_str_to_site(site_name)
+
+    site_type = [site_name] if type(site_name) == Site else site_name
+    scraper_input = ScraperInput(
+        site_type=site_type,
+        search_term=search_term,
+        location=location,
+        distance=distance,
+        is_remote=is_remote,
+        job_type=job_type,
+        easy_apply=easy_apply,
+        results_wanted=results_wanted,
+    )
+
+    def scrape_site(site: Site) -> Tuple[str, JobResponse]:
+        scraper_class = SCRAPER_MAPPING[site]
+        scraper = scraper_class()
+        scraped_data: JobResponse = scraper.scrape(scraper_input)
+
+        return site.value, scraped_data
+
+    results = {}
+    for site in scraper_input.site_type:
+        site_value, scraped_data = scrape_site(site)
+        results[site_value] = scraped_data
+
+    dfs = []
+
+    for site, job_response in results.items():
+        for job in job_response.jobs:
+            data = job.dict()
+            data['site'] = site
+
+            # Formatting JobType
+            data['job_type'] = data['job_type'].value if data['job_type'] else None
+
+            # Formatting 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')
+            else:
+                data['city'] = None
+                data['state'] = None
+                data['country'] = None
+
+            # Formatting 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')
+            else:
+                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',]
+        df = df[desired_order]
+    else:
+        df = pd.DataFrame()
+
+    return df
+
+
+
+
diff --git a/src/jobspy/core/__init__.py b/jobscrape/core/__init__.py
similarity index 100%
rename from src/jobspy/core/__init__.py
rename to jobscrape/core/__init__.py
diff --git a/src/jobspy/core/jobs/__init__.py b/jobscrape/core/jobs/__init__.py
similarity index 68%
rename from src/jobspy/core/jobs/__init__.py
rename to jobscrape/core/jobs/__init__.py
index cba8323..771e847 100644
--- a/src/jobspy/core/jobs/__init__.py
+++ b/jobscrape/core/jobs/__init__.py
@@ -1,4 +1,4 @@
-from typing import Union
+from typing import Union, Optional
 from datetime import date
 from enum import Enum
 
@@ -19,10 +19,11 @@ class JobType(Enum):
     VOLUNTEER = "volunteer"
 
 
+
 class Location(BaseModel):
     country: str = "USA"
-    city: str = ""
-    state: str = ""
+    city: str = None
+    state: Optional[str] = None
 
 
 class CompensationInterval(Enum):
@@ -35,8 +36,8 @@ class CompensationInterval(Enum):
 
 class Compensation(BaseModel):
     interval: CompensationInterval
-    min_amount: int
-    max_amount: int
+    min_amount: int = None
+    max_amount: int = None
     currency: str = "USD"
 
 
@@ -44,11 +45,11 @@ class JobPost(BaseModel):
     title: str
     company_name: str
     job_url: str
-    location: Location
+    location: Optional[Location]
 
     description: str = None
-    job_type: JobType = None
-    compensation: Compensation = None
+    job_type: Optional[JobType] = None
+    compensation: Optional[Compensation] = None
     date_posted: date = None
 
 
@@ -56,7 +57,7 @@ class JobResponse(BaseModel):
     success: bool
     error: str = None
 
-    total_results: int = None
+    total_results: Optional[int] = None
 
     jobs: list[JobPost] = []
 
@@ -64,6 +65,11 @@ class JobResponse(BaseModel):
 
     @validator("returned_results", pre=True, always=True)
     def set_returned_results(cls, v, values):
-        if v is None and values.get("jobs"):
-            return len(values["jobs"])
+        jobs_list = values.get("jobs")
+
+        if v is None:
+            if jobs_list is not None:
+                return len(jobs_list)
+            else:
+                return 0
         return v
diff --git a/src/jobspy/core/scrapers/__init__.py b/jobscrape/core/scrapers/__init__.py
similarity index 92%
rename from src/jobspy/core/scrapers/__init__.py
rename to jobscrape/core/scrapers/__init__.py
index f1e6d2a..4df004b 100644
--- a/src/jobspy/core/scrapers/__init__.py
+++ b/jobscrape/core/scrapers/__init__.py
@@ -18,9 +18,9 @@ class ScraperInput(BaseModel):
     search_term: str
 
     location: str = None
-    distance: int = None
+    distance: Optional[int] = None
     is_remote: bool = False
-    job_type: JobType = None
+    job_type: Optional[JobType] = None
     easy_apply: bool = None  # linkedin
 
     results_wanted: int = 15
diff --git a/src/jobspy/core/scrapers/indeed/__init__.py b/jobscrape/core/scrapers/indeed/__init__.py
similarity index 95%
rename from src/jobspy/core/scrapers/indeed/__init__.py
rename to jobscrape/core/scrapers/indeed/__init__.py
index 126a13d..846f4f7 100644
--- a/src/jobspy/core/scrapers/indeed/__init__.py
+++ b/jobscrape/core/scrapers/indeed/__init__.py
@@ -1,21 +1,19 @@
 import re
+import sys
+import math
 import json
-from typing import Optional, Tuple, List
 from datetime import datetime
+from typing import Optional, Tuple, List
 
 import tls_client
 import urllib.parse
 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 .. import Scraper, ScraperInput, Site, StatusException
 
-from concurrent.futures import ThreadPoolExecutor, Future
-import math
-import traceback
-import sys
-
 
 class ParsingException(Exception):
     pass
@@ -127,25 +125,21 @@ class IndeedScraper(Scraper):
                 description=description,
                 company_name=job["company"],
                 location=Location(
-                    city=job.get("jobLocationCity", ""),
-                    state=job.get("jobLocationState", ""),
-                    postal_code=job.get("jobLocationPostal", ""),
+                    city=job.get("jobLocationCity"),
+                    state=job.get("jobLocationState"),
                 ),
+                job_type=job_type,
+                compensation=compensation,
                 date_posted=date_posted,
                 job_url=job_url_client,
             )
-
-            if compensation:
-                job_post.compensation = compensation
-
-            if job_type:
-                job_post.job_type = job_type
-
             return job_post
 
-        for job in jobs["metaData"]["mosaicProviderJobCardsModel"]["results"]:
-            job_post = process_job(job)
-            job_list.append(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_list = [result.result() for result in job_results if result.result()]
 
         return job_list, total_num_jobs
 
diff --git a/src/jobspy/core/scrapers/linkedin/__init__.py b/jobscrape/core/scrapers/linkedin/__init__.py
similarity index 97%
rename from src/jobspy/core/scrapers/linkedin/__init__.py
rename to jobscrape/core/scrapers/linkedin/__init__.py
index 055c92c..b3718ae 100644
--- a/src/jobspy/core/scrapers/linkedin/__init__.py
+++ b/jobscrape/core/scrapers/linkedin/__init__.py
@@ -6,7 +6,7 @@ from bs4 import BeautifulSoup
 from bs4.element import Tag
 
 from .. import Scraper, ScraperInput, Site
-from ...jobs import JobPost, Location, JobResponse, JobType
+from ...jobs import JobPost, Location, JobResponse, JobType, Compensation, CompensationInterval
 
 
 class LinkedInScraper(Scraper):
@@ -117,6 +117,7 @@ class LinkedInScraper(Scraper):
                         date_posted=date_posted,
                         job_url=job_url,
                         job_type=job_type,
+                        compensation=Compensation(interval=CompensationInterval.YEARLY, currency="USD")
                     )
                     job_list.append(job_post)
                     if (
@@ -184,7 +185,6 @@ class LinkedInScraper(Scraper):
                     employment_type = employment_type_span.get_text(strip=True)
                     employment_type = employment_type.lower()
                     employment_type = employment_type.replace("-", "")
-                    print(employment_type)
 
             return JobType(employment_type)
 
diff --git a/src/jobspy/core/scrapers/ziprecruiter/__init__.py b/jobscrape/core/scrapers/ziprecruiter/__init__.py
similarity index 61%
rename from src/jobspy/core/scrapers/ziprecruiter/__init__.py
rename to jobscrape/core/scrapers/ziprecruiter/__init__.py
index e39ae09..ad11d6f 100644
--- a/src/jobspy/core/scrapers/ziprecruiter/__init__.py
+++ b/jobscrape/core/scrapers/ziprecruiter/__init__.py
@@ -1,5 +1,6 @@
 import math
 import json
+import re
 from datetime import datetime
 from typing import Optional, Tuple, List
 from urllib.parse import urlparse, parse_qs
@@ -9,7 +10,7 @@ from bs4 import BeautifulSoup
 from bs4.element import Tag
 from concurrent.futures import ThreadPoolExecutor, Future
 
-from ...scrapers import Scraper, ScraperInput, Site, StatusException
+from .. import Scraper, ScraperInput, Site, StatusException
 from ...jobs import JobPost, Compensation, CompensationInterval, Location, JobResponse, JobType
 
 
@@ -24,9 +25,12 @@ class ZipRecruiterScraper(Scraper):
 
         self.jobs_per_page = 20
         self.seen_urls = set()
+        self.session = tls_client.Session(
+            client_identifier="chrome112", random_tls_extension_order=True
+        )
 
     def scrape_page(
-        self, scraper_input: ScraperInput, page: int, session: tls_client.Session
+        self, scraper_input: ScraperInput, page: int
     ) -> tuple[list[JobPost], int | None]:
         """
         Scrapes a page of ZipRecruiter for jobs with scraper_input criteria
@@ -51,6 +55,7 @@ class ZipRecruiterScraper(Scraper):
             "search": scraper_input.search_term,
             "location": scraper_input.location,
             "page": page,
+            "form": "jobs-landing"
         }
 
         if scraper_input.is_remote:
@@ -62,7 +67,7 @@ class ZipRecruiterScraper(Scraper):
         if job_type_value:
             params["refine_by_employment"] = f"employment_type:employment_type:{job_type_value}"
 
-        response = session.get(
+        response = self.session.get(
             self.url + "/jobs-search",
             headers=ZipRecruiterScraper.headers(),
             params=params,
@@ -74,69 +79,22 @@ class ZipRecruiterScraper(Scraper):
         html_string = response.text
         soup = BeautifulSoup(html_string, "html.parser")
 
-        if page == 1:
-            script_tag = soup.find("script", {"id": "js_variables"})
-            data = json.loads(script_tag.string)
+        script_tag = soup.find("script", {"id": "js_variables"})
+        data = json.loads(script_tag.string)
 
+        if page == 1:
             job_count = int(data["totalJobCount"].replace(",", ""))
         else:
             job_count = None
 
-        job_posts = soup.find_all("div", {"class": "job_content"})
-
-        def process_job(job: Tag) -> Optional[JobPost]:
-            """
-            Parses a job from the job content tag
-            :param job: BeautifulSoup Tag for one job post
-            :return JobPost
-            """
-            job_url = job.find("a", {"class": "job_link"})["href"]
-            if job_url in self.seen_urls:
-                return None
-
-            title = job.find("h2", {"class": "title"}).text
-            company = job.find("a", {"class": "company_name"}).text.strip()
-
-            description, updated_job_url = ZipRecruiterScraper.get_description(
-                job_url, session
-            )
-            if updated_job_url is not None:
-                job_url = updated_job_url
-            if description is None:
-                description = job.find("p", {"class": "job_snippet"}).text.strip()
-
-            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(" ", "")
-                )
-                if job_type_text == "contractor":
-                    job_type_text = "contract"
-                job_type = JobType(job_type_text)
-            else:
-                job_type = None
-
-            date_posted = ZipRecruiterScraper.get_date_posted(job)
-
-            job_post = JobPost(
-                title=title,
-                description=description,
-                company_name=company,
-                location=ZipRecruiterScraper.get_location(job),
-                job_type=job_type,
-                compensation=ZipRecruiterScraper.get_compensation(job),
-                date_posted=date_posted,
-                job_url=job_url,
-            )
-            return job_post
-
         with ThreadPoolExecutor(max_workers=10) as executor:
-            job_results: list[Future] = [
-                executor.submit(process_job, job) for job in job_posts
-            ]
+            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]
+            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_list = [result.result() for result in job_results if result.result()]
 
@@ -148,19 +106,17 @@ class ZipRecruiterScraper(Scraper):
         :param scraper_input:
         :return: job_response
         """
-        session = tls_client.Session(
-            client_identifier="chrome112", random_tls_extension_order=True
-        )
 
-        pages_to_process = 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
-            job_list, total_results = self.scrape_page(scraper_input, 1, session)
+            job_list, total_results = self.scrape_page(scraper_input, 1)
 
             with ThreadPoolExecutor(max_workers=10) as executor:
                 futures: list[Future] = [
-                    executor.submit(self.scrape_page, scraper_input, page, session)
+                    executor.submit(self.scrape_page, scraper_input, page)
                     for page in range(2, pages_to_process + 1)
                 ]
 
@@ -169,6 +125,7 @@ class ZipRecruiterScraper(Scraper):
 
                     job_list += jobs
 
+
         except StatusException as e:
             return JobResponse(
                 success=False,
@@ -192,9 +149,129 @@ class ZipRecruiterScraper(Scraper):
         )
         return job_response
 
+    def process_job_html(self, job: Tag) -> Optional[JobPost]:
+        """
+        Parses a job from the job content tag
+        :param job: BeautifulSoup Tag for one job post
+        :return JobPost
+        """
+        job_url = job.find("a", {"class": "job_link"})["href"]
+        if job_url in self.seen_urls:
+            return None
+
+        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
+        )
+        if updated_job_url is not None:
+            job_url = updated_job_url
+        if description is None:
+            description = job.find("p", {"class": "job_snippet"}).text.strip()
+
+        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(" ", "")
+            )
+            if job_type_text == "contractor":
+                job_type_text = "contract"
+            job_type = JobType(job_type_text)
+        else:
+            job_type = None
+
+        date_posted = ZipRecruiterScraper.get_date_posted(job)
+
+        job_post = JobPost(
+            title=title,
+            description=description,
+            company_name=company,
+            location=ZipRecruiterScraper.get_location(job),
+            job_type=job_type,
+            compensation=ZipRecruiterScraper.get_compensation(job),
+            date_posted=date_posted,
+            job_url=job_url,
+        )
+        return job_post
+
+    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()
+
+        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())
+        except ValueError:
+            # print(f"Skipping job due to unrecognized job type: {job.get('EmploymentType')}")
+            return None
+
+        formatted_salary = job.get("FormattedSalaryShort", "")
+        salary_parts = formatted_salary.split(" ")
+
+        min_salary_str = salary_parts[0][1:].replace(",", "")
+        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:
+                max_amount = int(float(max_salary_str) * 1000)
+            else:
+                max_amount = int(max_salary_str.replace("K", "000"))
+        else:
+            max_amount = 0
+
+        compensation = Compensation(
+            interval=CompensationInterval.YEARLY,
+            min_amount=min_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)
+        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")
+            date_posted = date_posted_obj.date()
+        else:
+            date_posted = date.today()
+        job_url = job.get("JobURL")
+
+        return JobPost(
+            title=title,
+            description=description,
+            company_name=company,
+            location=location,
+            job_type=job_type,
+            compensation=compensation,
+            date_posted=date_posted,
+            job_url=job_url,
+        )
+        return job_post
+
     @staticmethod
+    def job_type_from_string(value: str) -> Optional[JobType]:
+        if not value:
+            return None
+
+        if value.lower() == "contractor":
+            value = "contract"
+        normalized_value = value.replace("_", "")
+        for item in JobType:
+            if item.value == normalized_value:
+                return item
+        raise ValueError(f"Invalid value for JobType: {value}")
+
     def get_description(
-        job_page_url: str, session: tls_client.Session
+            self,
+        job_page_url: str
     ) -> Tuple[Optional[str], Optional[str]]:
         """
         Retrieves job description by going to the job page url
@@ -202,7 +279,7 @@ class ZipRecruiterScraper(Scraper):
         :param session:
         :return: description or None, response url
         """
-        response = session.get(
+        response = self.session.get(
             job_page_url, headers=ZipRecruiterScraper.headers(), allow_redirects=True
         )
         if response.status_code not in range(200, 400):
diff --git a/poetry.lock b/poetry.lock
index 7aabccc..f79db31 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -11,6 +11,180 @@ files = [
     {file = "annotated_types-0.5.0.tar.gz", hash = "sha256:47cdc3490d9ac1506ce92c7aaa76c579dc3509ff11e098fc867e5130ab7be802"},
 ]
 
+[[package]]
+name = "anyio"
+version = "4.0.0"
+description = "High level compatibility layer for multiple asynchronous event loop implementations"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "anyio-4.0.0-py3-none-any.whl", hash = "sha256:cfdb2b588b9fc25ede96d8db56ed50848b0b649dca3dd1df0b11f683bb9e0b5f"},
+    {file = "anyio-4.0.0.tar.gz", hash = "sha256:f7ed51751b2c2add651e5747c891b47e26d2a21be5d32d9311dfe9692f3e5d7a"},
+]
+
+[package.dependencies]
+exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
+idna = ">=2.8"
+sniffio = ">=1.1"
+
+[package.extras]
+doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)"]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
+trio = ["trio (>=0.22)"]
+
+[[package]]
+name = "appnope"
+version = "0.1.3"
+description = "Disable App Nap on macOS >= 10.9"
+optional = false
+python-versions = "*"
+files = [
+    {file = "appnope-0.1.3-py2.py3-none-any.whl", hash = "sha256:265a455292d0bd8a72453494fa24df5a11eb18373a60c7c0430889f22548605e"},
+    {file = "appnope-0.1.3.tar.gz", hash = "sha256:02bd91c4de869fbb1e1c50aafc4098827a7a54ab2f39d9dcba6c9547ed920e24"},
+]
+
+[[package]]
+name = "argon2-cffi"
+version = "23.1.0"
+description = "Argon2 for Python"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "argon2_cffi-23.1.0-py3-none-any.whl", hash = "sha256:c670642b78ba29641818ab2e68bd4e6a78ba53b7eff7b4c3815ae16abf91c7ea"},
+    {file = "argon2_cffi-23.1.0.tar.gz", hash = "sha256:879c3e79a2729ce768ebb7d36d4609e3a78a4ca2ec3a9f12286ca057e3d0db08"},
+]
+
+[package.dependencies]
+argon2-cffi-bindings = "*"
+
+[package.extras]
+dev = ["argon2-cffi[tests,typing]", "tox (>4)"]
+docs = ["furo", "myst-parser", "sphinx", "sphinx-copybutton", "sphinx-notfound-page"]
+tests = ["hypothesis", "pytest"]
+typing = ["mypy"]
+
+[[package]]
+name = "argon2-cffi-bindings"
+version = "21.2.0"
+description = "Low-level CFFI bindings for Argon2"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "argon2-cffi-bindings-21.2.0.tar.gz", hash = "sha256:bb89ceffa6c791807d1305ceb77dbfacc5aa499891d2c55661c6459651fc39e3"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:ccb949252cb2ab3a08c02024acb77cfb179492d5701c7cbdbfd776124d4d2367"},
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+]
+
+[package.dependencies]
+cffi = ">=1.0.1"
+
+[package.extras]
+dev = ["cogapp", "pre-commit", "pytest", "wheel"]
+tests = ["pytest"]
+
+[[package]]
+name = "arrow"
+version = "1.2.3"
+description = "Better dates & times for Python"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "arrow-1.2.3-py3-none-any.whl", hash = "sha256:5a49ab92e3b7b71d96cd6bfcc4df14efefc9dfa96ea19045815914a6ab6b1fe2"},
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+]
+
+[package.dependencies]
+python-dateutil = ">=2.7.0"
+
+[[package]]
+name = "asttokens"
+version = "2.3.0"
+description = "Annotate AST trees with source code positions"
+optional = false
+python-versions = "*"
+files = [
+    {file = "asttokens-2.3.0-py2.py3-none-any.whl", hash = "sha256:bef1a51bc256d349e9f94e7e40e44b705ed1162f55294220dd561d24583d9877"},
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+]
+
+[package.dependencies]
+six = ">=1.12.0"
+
+[package.extras]
+test = ["astroid", "pytest"]
+
+[[package]]
+name = "async-lru"
+version = "2.0.4"
+description = "Simple LRU cache for asyncio"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "async-lru-2.0.4.tar.gz", hash = "sha256:b8a59a5df60805ff63220b2a0c5b5393da5521b113cd5465a44eb037d81a5627"},
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+]
+
+[package.dependencies]
+typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
+
+[[package]]
+name = "attrs"
+version = "23.1.0"
+description = "Classes Without Boilerplate"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "attrs-23.1.0-py3-none-any.whl", hash = "sha256:1f28b4522cdc2fb4256ac1a020c78acf9cba2c6b461ccd2c126f3aa8e8335d04"},
+    {file = "attrs-23.1.0.tar.gz", hash = "sha256:6279836d581513a26f1bf235f9acd333bc9115683f14f7e8fae46c98fc50e015"},
+]
+
+[package.extras]
+cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
+dev = ["attrs[docs,tests]", "pre-commit"]
+docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
+tests = ["attrs[tests-no-zope]", "zope-interface"]
+tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+
+[[package]]
+name = "babel"
+version = "2.12.1"
+description = "Internationalization utilities"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "Babel-2.12.1-py3-none-any.whl", hash = "sha256:b4246fb7677d3b98f501a39d43396d3cafdc8eadb045f4a31be01863f655c610"},
+    {file = "Babel-2.12.1.tar.gz", hash = "sha256:cc2d99999cd01d44420ae725a21c9e3711b3aadc7976d6147f622d8581963455"},
+]
+
+[[package]]
+name = "backcall"
+version = "0.2.0"
+description = "Specifications for callback functions passed in to an API"
+optional = false
+python-versions = "*"
+files = [
+    {file = "backcall-0.2.0-py2.py3-none-any.whl", hash = "sha256:fbbce6a29f263178a1f7915c1940bde0ec2b2a967566fe1c65c1dfb7422bd255"},
+    {file = "backcall-0.2.0.tar.gz", hash = "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e"},
+]
+
 [[package]]
 name = "beautifulsoup4"
 version = "4.12.2"
@@ -29,6 +203,24 @@ soupsieve = ">1.2"
 html5lib = ["html5lib"]
 lxml = ["lxml"]
 
+[[package]]
+name = "bleach"
+version = "6.0.0"
+description = "An easy safelist-based HTML-sanitizing tool."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "bleach-6.0.0-py3-none-any.whl", hash = "sha256:33c16e3353dbd13028ab4799a0f89a83f113405c766e9c122df8a06f5b85b3f4"},
+    {file = "bleach-6.0.0.tar.gz", hash = "sha256:1a1a85c1595e07d8db14c5f09f09e6433502c51c595970edc090551f0db99414"},
+]
+
+[package.dependencies]
+six = ">=1.9.0"
+webencodings = "*"
+
+[package.extras]
+css = ["tinycss2 (>=1.1.0,<1.2)"]
+
 [[package]]
 name = "certifi"
 version = "2023.7.22"
@@ -40,6 +232,82 @@ files = [
     {file = "certifi-2023.7.22.tar.gz", hash = "sha256:539cc1d13202e33ca466e88b2807e29f4c13049d6d87031a3c110744495cb082"},
 ]
 
+[[package]]
+name = "cffi"
+version = "1.15.1"
+description = "Foreign Function Interface for Python calling C code."
+optional = false
+python-versions = "*"
+files = [
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 version = "1.1.3"
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 test = ["pytest (>=6)"]
 
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+]
+
 [[package]]
 name = "packaging"
 version = "23.1"
@@ -277,6 +1358,72 @@ sql-other = ["SQLAlchemy (>=1.4.36)"]
 test = ["hypothesis (>=6.46.1)", "pytest (>=7.3.2)", "pytest-asyncio (>=0.17.0)", "pytest-xdist (>=2.2.0)"]
 xml = ["lxml (>=4.8.0)"]
 
+[[package]]
+name = "pandocfilters"
+version = "1.5.0"
+description = "Utilities for writing pandoc filters in python"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
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+    {file = "pandocfilters-1.5.0.tar.gz", hash = "sha256:0b679503337d233b4339a817bfc8c50064e2eff681314376a47cb582305a7a38"},
+]
+
+[[package]]
+name = "parso"
+version = "0.8.3"
+description = "A Python Parser"
+optional = false
+python-versions = ">=3.6"
+files = [
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+    {file = "parso-0.8.3.tar.gz", hash = "sha256:8c07be290bb59f03588915921e29e8a50002acaf2cdc5fa0e0114f91709fafa0"},
+]
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+[package.extras]
+qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
+testing = ["docopt", "pytest (<6.0.0)"]
+
+[[package]]
+name = "pexpect"
+version = "4.8.0"
+description = "Pexpect allows easy control of interactive console applications."
+optional = false
+python-versions = "*"
+files = [
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+
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+version = "0.7.5"
+description = "Tiny 'shelve'-like database with concurrency support"
+optional = false
+python-versions = "*"
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+
+[[package]]
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+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+optional = false
+python-versions = ">=3.7"
+files = [
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+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4)", "pytest-cov (>=4.1)", "pytest-mock (>=3.11.1)"]
+
 [[package]]
 name = "pluggy"
 version = "1.3.0"
@@ -292,6 +1439,96 @@ files = [
 dev = ["pre-commit", "tox"]
 testing = ["pytest", "pytest-benchmark"]
 
+[[package]]
+name = "prometheus-client"
+version = "0.17.1"
+description = "Python client for the Prometheus monitoring system."
+optional = false
+python-versions = ">=3.6"
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+[package.extras]
+twisted = ["twisted"]
+
+[[package]]
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+version = "3.0.39"
+description = "Library for building powerful interactive command lines in Python"
+optional = false
+python-versions = ">=3.7.0"
+files = [
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+[package.dependencies]
+wcwidth = "*"
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+[[package]]
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+version = "5.9.5"
+description = "Cross-platform lib for process and system monitoring in Python."
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
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+python-versions = "*"
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+[package.extras]
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+
+[[package]]
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+description = "C parser in Python"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
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+]
+
 [[package]]
 name = "pydantic"
 version = "2.3.0"
@@ -429,6 +1666,20 @@ files = [
 [package.dependencies]
 typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 
+[[package]]
+name = "pygments"
+version = "2.16.1"
+description = "Pygments is a syntax highlighting package written in Python."
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
+[package.extras]
+plugins = ["importlib-metadata"]
+
 [[package]]
 name = "pytest"
 version = "7.4.1"
@@ -465,6 +1716,17 @@ files = [
 [package.dependencies]
 six = ">=1.5"
 
+[[package]]
+name = "python-json-logger"
+version = "2.0.7"
+description = "A python library adding a json log formatter"
+optional = false
+python-versions = ">=3.6"
+files = [
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+]
+
 [[package]]
 name = "pytz"
 version = "2023.3"
@@ -476,6 +1738,265 @@ files = [
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 ]
 
+[[package]]
+name = "pywin32"
+version = "306"
+description = "Python for Window Extensions"
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+python-versions = "*"
+files = [
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+    {file = "tornado-6.3.3-cp38-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:9dc4444c0defcd3929d5c1eb5706cbe1b116e762ff3e0deca8b715d14bf6ec17"},
+    {file = "tornado-6.3.3-cp38-abi3-win32.whl", hash = "sha256:65ceca9500383fbdf33a98c0087cb975b2ef3bfb874cb35b8de8740cf7f41bd3"},
+    {file = "tornado-6.3.3-cp38-abi3-win_amd64.whl", hash = "sha256:22d3c2fa10b5793da13c807e6fc38ff49a4f6e1e3868b0a6f4164768bb8e20f5"},
+    {file = "tornado-6.3.3.tar.gz", hash = "sha256:e7d8db41c0181c80d76c982aacc442c0783a2c54d6400fe028954201a2e032fe"},
+]
+
+[[package]]
+name = "traitlets"
+version = "5.9.0"
+description = "Traitlets Python configuration system"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "traitlets-5.9.0-py3-none-any.whl", hash = "sha256:9e6ec080259b9a5940c797d58b613b5e31441c2257b87c2e795c5228ae80d2d8"},
+    {file = "traitlets-5.9.0.tar.gz", hash = "sha256:f6cde21a9c68cf756af02035f72d5a723bf607e862e7be33ece505abf4a3bad9"},
+]
+
+[package.extras]
+docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
+test = ["argcomplete (>=2.0)", "pre-commit", "pytest", "pytest-mock"]
+
 [[package]]
 name = "typing-extensions"
 version = "4.7.1"
@@ -563,6 +2334,20 @@ files = [
     {file = "tzdata-2023.3.tar.gz", hash = "sha256:11ef1e08e54acb0d4f95bdb1be05da659673de4acbd21bf9c69e94cc5e907a3a"},
 ]
 
+[[package]]
+name = "uri-template"
+version = "1.3.0"
+description = "RFC 6570 URI Template Processor"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "uri-template-1.3.0.tar.gz", hash = "sha256:0e00f8eb65e18c7de20d595a14336e9f337ead580c70934141624b6d1ffdacc7"},
+    {file = "uri_template-1.3.0-py3-none-any.whl", hash = "sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363"},
+]
+
+[package.extras]
+dev = ["flake8", "flake8-annotations", "flake8-bandit", "flake8-bugbear", "flake8-commas", "flake8-comprehensions", "flake8-continuation", "flake8-datetimez", "flake8-docstrings", "flake8-import-order", "flake8-literal", "flake8-modern-annotations", "flake8-noqa", "flake8-pyproject", "flake8-requirements", "flake8-typechecking-import", "flake8-use-fstring", "mypy", "pep8-naming", "types-PyYAML"]
+
 [[package]]
 name = "urllib3"
 version = "2.0.4"
@@ -580,7 +2365,71 @@ secure = ["certifi", "cryptography (>=1.9)", "idna (>=2.0.0)", "pyopenssl (>=17.
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
+name = "wcwidth"
+version = "0.2.6"
+description = "Measures the displayed width of unicode strings in a terminal"
+optional = false
+python-versions = "*"
+files = [
+    {file = "wcwidth-0.2.6-py2.py3-none-any.whl", hash = "sha256:795b138f6875577cd91bba52baf9e445cd5118fd32723b460e30a0af30ea230e"},
+    {file = "wcwidth-0.2.6.tar.gz", hash = "sha256:a5220780a404dbe3353789870978e472cfe477761f06ee55077256e509b156d0"},
+]
+
+[[package]]
+name = "webcolors"
+version = "1.13"
+description = "A library for working with the color formats defined by HTML and CSS."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "webcolors-1.13-py3-none-any.whl", hash = "sha256:29bc7e8752c0a1bd4a1f03c14d6e6a72e93d82193738fa860cbff59d0fcc11bf"},
+    {file = "webcolors-1.13.tar.gz", hash = "sha256:c225b674c83fa923be93d235330ce0300373d02885cef23238813b0d5668304a"},
+]
+
+[package.extras]
+docs = ["furo", "sphinx", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-notfound-page", "sphinxext-opengraph"]
+tests = ["pytest", "pytest-cov"]
+
+[[package]]
+name = "webencodings"
+version = "0.5.1"
+description = "Character encoding aliases for legacy web content"
+optional = false
+python-versions = "*"
+files = [
+    {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
+    {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
+]
+
+[[package]]
+name = "websocket-client"
+version = "1.6.2"
+description = "WebSocket client for Python with low level API options"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "websocket-client-1.6.2.tar.gz", hash = "sha256:53e95c826bf800c4c465f50093a8c4ff091c7327023b10bfaff40cf1ef170eaa"},
+    {file = "websocket_client-1.6.2-py3-none-any.whl", hash = "sha256:ce54f419dfae71f4bdba69ebe65bf7f0a93fe71bc009ad3a010aacc3eebad537"},
+]
+
+[package.extras]
+docs = ["Sphinx (>=6.0)", "sphinx-rtd-theme (>=1.1.0)"]
+optional = ["python-socks", "wsaccel"]
+test = ["websockets"]
+
+[[package]]
+name = "widgetsnbextension"
+version = "4.0.8"
+description = "Jupyter interactive widgets for Jupyter Notebook"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "widgetsnbextension-4.0.8-py3-none-any.whl", hash = "sha256:2e37f0ce9da11651056280c7efe96f2db052fe8fc269508e3724f5cbd6c93018"},
+    {file = "widgetsnbextension-4.0.8.tar.gz", hash = "sha256:9ec291ba87c2dfad42c3d5b6f68713fa18be1acd7476569516b2431682315c17"},
+]
+
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "4b5cf9651d17aabbc62306b1d04febb7163d2efe5e154af134c69bd019b21b4b"
+content-hash = "0c50057af9ebbbe5c124c81758b41f05c05636739c3d1747e1bac74e75a046cb"
diff --git a/pyproject.toml b/pyproject.toml
index f6dd604..a919a24 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,8 +1,8 @@
 [tool.poetry]
-name = "jobspy"
+name = "jobscrape"
 version = "0.1.0"
 description = "Job scraper for LinkedIn, Indeed & ZipRecruiter"
-authors = ["Zachary Hampton <69336300+ZacharyHampton@users.noreply.github.com>"]
+authors = ["Zachary Hampton <69336300+ZacharyHampton@users.noreply.github.com>", "Cullen Watson <cullen@cullen.ai>"]
 readme = "README.md"
 
 [tool.poetry.dependencies]
@@ -16,6 +16,7 @@ pydantic = "^2.3.0"
 
 [tool.poetry.group.dev.dependencies]
 pytest = "^7.4.1"
+jupyter = "^1.0.0"
 
 [build-system]
 requires = ["poetry-core"]
diff --git a/src/jobspy/__init__.py b/src/jobspy/__init__.py
deleted file mode 100644
index 44e9044..0000000
--- a/src/jobspy/__init__.py
+++ /dev/null
@@ -1,85 +0,0 @@
-from concurrent.futures import ThreadPoolExecutor
-
-from .core.scrapers.indeed import IndeedScraper
-from .core.scrapers.ziprecruiter import ZipRecruiterScraper
-from .core.scrapers.linkedin import LinkedInScraper
-from .core.scrapers import (
-    ScraperInput,
-    Site,
-    JobResponse,
-)
-
-import pandas as pd
-from .core.jobs import JobType
-from typing import List, Tuple
-
-SCRAPER_MAPPING = {
-    Site.LINKEDIN: LinkedInScraper,
-    Site.INDEED: IndeedScraper,
-    Site.ZIP_RECRUITER: ZipRecruiterScraper,
-}
-
-
-def _map_str_to_site(site_name: str) -> Site:
-    return Site[site_name.upper()]
-
-
-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
-) -> pd.DataFrame:
-    """
-    Asynchronously scrapes job data from multiple job sites.
-    :return: results_wanted: pandas dataframe containing job data
-    """
-
-    if type(site_name) == str:
-        site_name = _map_str_to_site(site_name)
-
-    site_type = [site_name] if type(site_name) == Site else site_name
-    scraper_input = ScraperInput(
-        site_type=site_type,
-        search_term=search_term,
-        location=location,
-        is_remote=is_remote,
-        easy_apply=easy_apply,
-        results_wanted=results_wanted,
-    )
-
-    if distance:
-        scraper_input.distance = distance
-
-    if job_type:
-        scraper_input.job_type = job_type
-
-    def scrape_site(site: Site) -> Tuple[str, JobResponse]:
-        scraper_class = SCRAPER_MAPPING[site]
-        scraper = scraper_class()
-        scraped_data: JobResponse = scraper.scrape(scraper_input)
-        return site.value, scraped_data
-
-    with ThreadPoolExecutor(max_workers=3) as executor:
-        results = dict(executor.map(scrape_site, scraper_input.site_type))
-
-    df = pd.DataFrame()
-
-    for site in results:
-        for job in results[site].jobs:
-            data = job.json()
-
-            data_df = pd.read_json(data, typ='series')
-            data_df['site'] = site
-
-            #: concat
-            df = pd.concat([df, data_df], axis=1)
-
-    return df
-
-
diff --git a/tests/test_indeed.py b/tests/test_indeed.py
index 6f0075a..75a930d 100644
--- a/tests/test_indeed.py
+++ b/tests/test_indeed.py
@@ -1,4 +1,4 @@
-from src.jobspy import scrape_jobs
+from jobscrape import scrape_jobs
 
 
 def test_indeed():
diff --git a/tests/test_ziprecruiter.py b/tests/test_ziprecruiter.py
index c4fbdae..d9da0b9 100644
--- a/tests/test_ziprecruiter.py
+++ b/tests/test_ziprecruiter.py
@@ -1,4 +1,4 @@
-from src.jobspy import scrape_jobs
+from jobscrape import scrape_jobs
 
 
 def test_ziprecruiter():