mirror of https://github.com/Bunsly/JobSpy
Validation error (#35)
Cullen Watson
GitHub
parent
69b47a2053
commit
7ae7ecdee8
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@ -3,6 +3,7 @@
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/venv/
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/ven/
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**/__pycache__/
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**/.pytest_cache/
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*.pyc
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.env
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dist
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@ -2,11 +2,33 @@
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "c3f21577-477d-451e-9914-5d67e8a89075",
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"metadata": {
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"scrolled": true
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"execution_count": 1,
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"id": "00a94b47-f47b-420f-ba7e-714ef219c006",
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"metadata": {},
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"outputs": [],
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"source": [
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"from jobspy import scrape_jobs\n",
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"import pandas as pd"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "9f773e6c-d9fc-42cc-b0ef-63b739e78435",
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"metadata": {},
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"outputs": [],
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"source": [
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"pd.set_option('display.max_columns', None)\n",
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"pd.set_option('display.max_rows', None)\n",
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"pd.set_option('display.width', None)\n",
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"pd.set_option('display.max_colwidth', 50)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "1253c1f8-9437-492e-9dd3-e7fe51099420",
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"metadata": {},
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"outputs": [
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{
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"data": {
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@ -46,20 +68,104 @@
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" <tr>\n",
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" <th>0</th>\n",
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" <td>indeed</td>\n",
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" <td>Firmware Engineer</td>\n",
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" <td>Advanced Motion Controls</td>\n",
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" <td>Camarillo</td>\n",
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" <td>CA</td>\n",
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" <td>Mental Health Therapist</td>\n",
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" <td>Sandstone Care</td>\n",
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" <td>Broomfield</td>\n",
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" <td>CO</td>\n",
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" <td>fulltime</td>\n",
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" <td>yearly</td>\n",
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" <td>145000</td>\n",
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" <td>110000</td>\n",
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" <td>https://www.indeed.com/viewjob?jk=a2e7077fdd3c...</td>\n",
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" <td>We are looking for an experienced Firmware Eng...</td>\n",
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" <td>68000</td>\n",
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" <td>57500</td>\n",
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" <td>https://www.indeed.com/viewjob?jk=f5f33d72e030...</td>\n",
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" <td>Mental Health Therapist- Broomfield, CO Locati...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>indeed</td>\n",
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" <td>.NET Developer</td>\n",
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" <td>Noir Consulting</td>\n",
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" <td>Irving</td>\n",
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" <td>TX</td>\n",
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" <td>None</td>\n",
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" <td>yearly</td>\n",
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" <td>200000</td>\n",
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" <td>200000</td>\n",
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" <td>https://www.indeed.com/viewjob?jk=1b22ba65296c...</td>\n",
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" <td>.NET Software Engineer, C#, WPF - Irving (Tech...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>indeed</td>\n",
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" <td>Senior Software Engineer</td>\n",
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" <td>Johns Hopkins Applied Physics Laboratory (APL)</td>\n",
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" <td>Laurel</td>\n",
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" <td>MD</td>\n",
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" <td>None</td>\n",
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" <td>None</td>\n",
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" <td>None</td>\n",
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" <td>None</td>\n",
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" <td>https://www.indeed.com/viewjob?jk=309eed270a88...</td>\n",
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" <td>Description Are you a communications systems d...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>indeed</td>\n",
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" <td>Front End Developer</td>\n",
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" <td>Verkada</td>\n",
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" <td>San Mateo</td>\n",
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" <td>CA</td>\n",
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" <td>fulltime</td>\n",
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" <td>yearly</td>\n",
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" <td>285000</td>\n",
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" <td>120000</td>\n",
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" <td>https://www.indeed.com/viewjob?jk=a3ea45daca75...</td>\n",
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" <td>Who We Are Verkada is the largest cloud-based ...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>indeed</td>\n",
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" <td>Software Engineer</td>\n",
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" <td>Adobe</td>\n",
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" <td>San Jose</td>\n",
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" <td>CA</td>\n",
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" <td>fulltime</td>\n",
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" <td>yearly</td>\n",
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" <td>142700</td>\n",
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" <td>73200</td>\n",
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" <td>https://www.indeed.com/viewjob?jk=0f2dc9901fc7...</td>\n",
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" <td>Our Company Changing the world through digital...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>5</th>\n",
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" <td>indeed</td>\n",
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" <td>Full Stack Developer</td>\n",
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" <td>Comcast</td>\n",
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" <td>Philadelphia</td>\n",
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" <td>PA</td>\n",
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" <td>fulltime</td>\n",
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" <td>yearly</td>\n",
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" <td>184663</td>\n",
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" <td>78789</td>\n",
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" <td>https://www.indeed.com/viewjob?jk=eb5c927221eb...</td>\n",
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" <td>Make your mark at Comcast - a Fortune 30 globa...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>6</th>\n",
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" <td>indeed</td>\n",
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" <td>Senior Software Engineer</td>\n",
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" <td>Smart City Solutions</td>\n",
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" <td></td>\n",
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" <td>FL</td>\n",
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" <td>fulltime</td>\n",
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" <td>yearly</td>\n",
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" <td>100000</td>\n",
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" <td>85000</td>\n",
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" <td>https://www.indeed.com/viewjob?jk=ba1945f143a1...</td>\n",
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" <td>Smart City hiring a full stack software develo...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>7</th>\n",
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" <td>indeed</td>\n",
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" <td>Computer Engineer</td>\n",
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" <td>Honeywell</td>\n",
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" <td></td>\n",
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@ -72,116 +178,32 @@
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" <td>Join a team recognized for leadership, innovat...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>indeed</td>\n",
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" <td>Software Engineer</td>\n",
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" <td>Splunk</td>\n",
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" <td>Remote</td>\n",
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" <td>None</td>\n",
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" <td>fulltime</td>\n",
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" <td>yearly</td>\n",
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" <td>159500</td>\n",
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" <td>116000</td>\n",
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" <td>https://www.indeed.com/viewjob?jk=155495ca3f46...</td>\n",
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" <td>A little about us. Splunk is the key to enterp...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>indeed</td>\n",
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" <td>Development Operations Engineer</td>\n",
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" <td>Stratacache</td>\n",
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" <td>Dayton</td>\n",
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" <td>OH</td>\n",
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" <td>fulltime</td>\n",
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" <td>yearly</td>\n",
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" <td>90000</td>\n",
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" <td>83573</td>\n",
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" <td>https://www.indeed.com/viewjob?jk=77cf3540c06e...</td>\n",
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" <td>Stratacache, Inc. delivers in-store retail exp...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>indeed</td>\n",
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" <td>Computer Engineer</td>\n",
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" <td>Honeywell</td>\n",
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" <td></td>\n",
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" <td>None</td>\n",
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" <td>fulltime</td>\n",
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" <td>None</td>\n",
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" <td>None</td>\n",
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" <td>None</td>\n",
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" <td>https://www.indeed.com/viewjob?jk=7fadbb7c936f...</td>\n",
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" <td>Join a team recognized for leadership, innovat...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>5</th>\n",
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" <td>indeed</td>\n",
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" <td>Full Stack Developer</td>\n",
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" <td>Reinventing Geospatial, Inc. (RGi)</td>\n",
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" <td>Herndon</td>\n",
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" <td>VA</td>\n",
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" <td>fulltime</td>\n",
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" <td>None</td>\n",
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" <td>None</td>\n",
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" <td>None</td>\n",
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" <td>https://www.indeed.com/viewjob?jk=11b2b5b0dd44...</td>\n",
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" <td>Job Highlights As a Full Stack Software Engine...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>6</th>\n",
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" <td>indeed</td>\n",
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" <td>Software Engineer</td>\n",
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" <td>Workiva</td>\n",
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" <td>Remote</td>\n",
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" <td>None</td>\n",
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" <td>None</td>\n",
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" <td>yearly</td>\n",
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" <td>134000</td>\n",
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" <td>79000</td>\n",
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" <td>https://www.indeed.com/viewjob?jk=ec3ab6eb9253...</td>\n",
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" <td>Are you ready to embark on an exciting journey...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>7</th>\n",
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" <td>indeed</td>\n",
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" <td>Senior Software Engineer</td>\n",
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" <td>SciTec</td>\n",
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" <td>Boulder</td>\n",
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" <td>CO</td>\n",
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" <td>fulltime</td>\n",
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" <td>yearly</td>\n",
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" <td>164000</td>\n",
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" <td>93000</td>\n",
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" <td>https://www.indeed.com/viewjob?jk=781e4cf0cf6d...</td>\n",
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" <td>SciTec has been awarded multiple government co...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>8</th>\n",
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" <td>indeed</td>\n",
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" <td>Software Engineer</td>\n",
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" <td>Microsoft</td>\n",
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" <td></td>\n",
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" <td>Fidelity Investments</td>\n",
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" <td>Westlake</td>\n",
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" <td>TX</td>\n",
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" <td>None</td>\n",
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" <td>fulltime</td>\n",
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" <td>yearly</td>\n",
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" <td>182600</td>\n",
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" <td>94300</td>\n",
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" <td>https://www.indeed.com/viewjob?jk=21e05b9e9d96...</td>\n",
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" <td>At Microsoft we are seeking people who have a ...</td>\n",
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" <td>None</td>\n",
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" <td>None</td>\n",
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" <td>None</td>\n",
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" <td>https://www.indeed.com/viewjob?jk=b600392166bb...</td>\n",
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" <td>Job Description: Software Engineer in Test The...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>9</th>\n",
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" <td>indeed</td>\n",
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" <td>Software Engineer</td>\n",
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" <td>Avalon Healthcare Solutions</td>\n",
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" <td>Remote</td>\n",
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" <td>None</td>\n",
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" <td>None</td>\n",
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" <td>None</td>\n",
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" <td>None</td>\n",
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" <td>None</td>\n",
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" <td>https://www.indeed.com/viewjob?jk=da35b9bb74a0...</td>\n",
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" <td>Avalon Healthcare Solutions, headquartered in ...</td>\n",
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" <td>Fpga Engineer</td>\n",
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" <td>R-DEX Systems, Inc.</td>\n",
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" <td>Atlanta</td>\n",
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" <td>GA</td>\n",
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" <td>fulltime</td>\n",
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" <td>yearly</td>\n",
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" <td>160000</td>\n",
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" <td>120000</td>\n",
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" <td>https://www.indeed.com/viewjob?jk=a7e9d356c333...</td>\n",
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" <td>Title: Senior DSP/FPGA Firmware Engineer Descr...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>10</th>\n",
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@ -236,7 +258,7 @@
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" <td>yearly</td>\n",
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" <td>None</td>\n",
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" <td>None</td>\n",
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" <td>https://www.linkedin.com/jobs/view/3701775201</td>\n",
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" <td>https://www.linkedin.com/jobs/view/3701770659</td>\n",
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" <td>Description:By bringing together people that u...</td>\n",
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" </tr>\n",
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" <tr>\n",
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@ -250,7 +272,7 @@
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" <td>yearly</td>\n",
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" <td>None</td>\n",
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" <td>None</td>\n",
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" <td>https://www.linkedin.com/jobs/view/3701772329</td>\n",
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" <td>https://www.linkedin.com/jobs/view/3701769637</td>\n",
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" <td>Description:By bringing together people that u...</td>\n",
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" </tr>\n",
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" <tr>\n",
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@ -264,12 +286,26 @@
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" <td>yearly</td>\n",
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" <td>None</td>\n",
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" <td>None</td>\n",
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" <td>https://www.linkedin.com/jobs/view/3701769637</td>\n",
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" <td>https://www.linkedin.com/jobs/view/3701772329</td>\n",
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" <td>Description:By bringing together people that u...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>16</th>\n",
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" <td>linkedin</td>\n",
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" <td>Software Engineer - Early Career</td>\n",
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" <td>Lockheed Martin</td>\n",
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" <td>Fort Worth</td>\n",
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" <td>TX</td>\n",
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" <td>fulltime</td>\n",
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" <td>yearly</td>\n",
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" <td>None</td>\n",
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" <td>None</td>\n",
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" <td>https://www.linkedin.com/jobs/view/3701775201</td>\n",
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" <td>Description:By bringing together people that u...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>17</th>\n",
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" <td>linkedin</td>\n",
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" <td>Software Engineer</td>\n",
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" <td>SpiderOak</td>\n",
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" <td>Austin</td>\n",
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@ -282,20 +318,6 @@
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" <td>We're only as strong as our weakest link.In th...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>17</th>\n",
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" <td>linkedin</td>\n",
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" <td>Software Engineer - Early Career</td>\n",
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" <td>Lockheed Martin</td>\n",
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" <td>Fort Worth</td>\n",
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" <td>TX</td>\n",
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" <td>fulltime</td>\n",
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" <td>yearly</td>\n",
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" <td>None</td>\n",
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" <td>None</td>\n",
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" <td>https://www.linkedin.com/jobs/view/3701770659</td>\n",
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" <td>Description:By bringing together people that u...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>18</th>\n",
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" <td>linkedin</td>\n",
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" <td>Full-Stack Software Engineer</td>\n",
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@ -326,20 +348,6 @@
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" <tr>\n",
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" <th>20</th>\n",
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" <td>zip_recruiter</td>\n",
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" <td>(USA) Software Engineer III - Prototype Engine...</td>\n",
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" <td>Walmart</td>\n",
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" <td>Dallas</td>\n",
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" <td>TX</td>\n",
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" <td>None</td>\n",
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" <td>None</td>\n",
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" <td>None</td>\n",
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" <td>None</td>\n",
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" <td>https://click.appcast.io/track/hcgsw4k?cs=ngp&...</td>\n",
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" <td>We are currently seeking a highly skilled and ...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>21</th>\n",
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" <td>zip_recruiter</td>\n",
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" <td>Software Engineer - New Grad</td>\n",
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" <td>ZipRecruiter</td>\n",
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" <td>Santa Monica</td>\n",
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@ -348,53 +356,11 @@
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" <td>yearly</td>\n",
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" <td>130000</td>\n",
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" <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&...</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 & 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&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,
|
||||
|
|
|
|||
35
README.md
35
README.md
|
|
@ -6,6 +6,8 @@
|
|||
- Scrapes job postings from **LinkedIn**, **Indeed** & **ZipRecruiter** simultaneously
|
||||
- Aggregates the job postings in a Pandas DataFrame
|
||||
|
||||
|
||||
|
||||
### 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
|
||||
## Frequently Asked Questions
|
||||
|
||||
#### Encountering issues with your queries?
|
||||
---
|
||||
|
||||
Try reducing the number of `results_wanted` and/or broadening the filters. If problems persist, please submit an issue.
|
||||
**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!
|
||||
|
||||
---
|
||||
|
||||
#### 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.
|
||||
|
||||
|
|
|
|||
|
|
@ -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"
|
||||
|
|
|
|||
|
|
@ -26,13 +26,12 @@ 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
|
||||
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
|
||||
|
||||
|
||||
|
||||
|
||||
|
|
|
|||
|
|
@ -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):
|
||||
|
|
|
|||
|
|
@ -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):
|
||||
|
|
|
|||
|
|
@ -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()]
|
||||
|
||||
|
|
|
|||
|
|
@ -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 (
|
||||
|
|
|
|||
|
|
@ -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:
|
||||
|
|
|
|||
|
|
@ -1,4 +1,4 @@
|
|||
from jobspy import scrape_jobs
|
||||
from ..jobspy import scrape_jobs
|
||||
|
||||
|
||||
def test_indeed():
|
||||
|
|
|
|||
Loading…
Reference in New Issue