├── .gitignore ├── LICENSE ├── Linkedin Basic Profile Fields.xlsx ├── Linkedin search input.xlsx ├── Linkedin search output.xlsx ├── Linkedin.py ├── README.md └── Readme.txt /.gitignore: -------------------------------------------------------------------------------- 1 | # Byte-compiled / optimized / DLL files 2 | __pycache__/ 3 | *.py[cod] 4 | *$py.class 5 | 6 | # C extensions 7 | *.so 8 | 9 | # Distribution / packaging 10 | .Python 11 | env/ 12 | build/ 13 | develop-eggs/ 14 | dist/ 15 | downloads/ 16 | eggs/ 17 | .eggs/ 18 | lib/ 19 | lib64/ 20 | parts/ 21 | sdist/ 22 | var/ 23 | *.egg-info/ 24 | .installed.cfg 25 | *.egg 26 | 27 | # PyInstaller 28 | # Usually these files are written by a python script from a template 29 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 30 | *.manifest 31 | *.spec 32 | 33 | # Installer logs 34 | pip-log.txt 35 | pip-delete-this-directory.txt 36 | 37 | # Unit test / coverage reports 38 | htmlcov/ 39 | .tox/ 40 | .coverage 41 | .coverage.* 42 | .cache 43 | nosetests.xml 44 | coverage.xml 45 | *,cover 46 | .hypothesis/ 47 | 48 | # Translations 49 | *.mo 50 | *.pot 51 | 52 | # Django stuff: 53 | *.log 54 | local_settings.py 55 | 56 | # Flask stuff: 57 | instance/ 58 | .webassets-cache 59 | 60 | # Scrapy stuff: 61 | .scrapy 62 | 63 | # Sphinx documentation 64 | docs/_build/ 65 | 66 | # PyBuilder 67 | target/ 68 | 69 | # IPython Notebook 70 | .ipynb_checkpoints 71 | 72 | # pyenv 73 | .python-version 74 | 75 | # celery beat schedule file 76 | celerybeat-schedule 77 | 78 | # dotenv 79 | .env 80 | 81 | # virtualenv 82 | venv/ 83 | ENV/ 84 | 85 | # Spyder project settings 86 | .spyderproject 87 | 88 | # Rope project settings 89 | .ropeproject 90 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | GNU GENERAL PUBLIC LICENSE 2 | Version 3, 29 June 2007 3 | 4 | Copyright (C) 2007 Free Software Foundation, Inc. 5 | Everyone is permitted to copy and distribute verbatim copies 6 | of this license document, but changing it is not allowed. 7 | 8 | Preamble 9 | 10 | The GNU General Public License is a free, copyleft license for 11 | software and other kinds of works. 12 | 13 | The licenses for most software and other practical works are designed 14 | to take away your freedom to share and change the works. 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Interpretation of Sections 15 and 16. 613 | 614 | If the disclaimer of warranty and limitation of liability provided 615 | above cannot be given local legal effect according to their terms, 616 | reviewing courts shall apply local law that most closely approximates 617 | an absolute waiver of all civil liability in connection with the 618 | Program, unless a warranty or assumption of liability accompanies a 619 | copy of the Program in return for a fee. 620 | 621 | END OF TERMS AND CONDITIONS 622 | 623 | How to Apply These Terms to Your New Programs 624 | 625 | If you develop a new program, and you want it to be of the greatest 626 | possible use to the public, the best way to achieve this is to make it 627 | free software which everyone can redistribute and change under these terms. 628 | 629 | To do so, attach the following notices to the program. It is safest 630 | to attach them to the start of each source file to most effectively 631 | state the exclusion of warranty; and each file should have at least 632 | the "copyright" line and a pointer to where the full notice is found. 633 | 634 | {one line to give the program's name and a brief idea of what it does.} 635 | Copyright (C) {year} {name of author} 636 | 637 | This program is free software: you can redistribute it and/or modify 638 | it under the terms of the GNU General Public License as published by 639 | the Free Software Foundation, either version 3 of the License, or 640 | (at your option) any later version. 641 | 642 | This program is distributed in the hope that it will be useful, 643 | but WITHOUT ANY WARRANTY; without even the implied warranty of 644 | MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the 645 | GNU General Public License for more details. 646 | 647 | You should have received a copy of the GNU General Public License 648 | along with this program. If not, see . 649 | 650 | Also add information on how to contact you by electronic and paper mail. 651 | 652 | If the program does terminal interaction, make it output a short 653 | notice like this when it starts in an interactive mode: 654 | 655 | {project} Copyright (C) {year} {fullname} 656 | This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'. 657 | This is free software, and you are welcome to redistribute it 658 | under certain conditions; type `show c' for details. 659 | 660 | The hypothetical commands `show w' and `show c' should show the appropriate 661 | parts of the General Public License. Of course, your program's commands 662 | might be different; for a GUI interface, you would use an "about box". 663 | 664 | You should also get your employer (if you work as a programmer) or school, 665 | if any, to sign a "copyright disclaimer" for the program, if necessary. 666 | For more information on this, and how to apply and follow the GNU GPL, see 667 | . 668 | 669 | The GNU General Public License does not permit incorporating your program 670 | into proprietary programs. If your program is a subroutine library, you 671 | may consider it more useful to permit linking proprietary applications with 672 | the library. If this is what you want to do, use the GNU Lesser General 673 | Public License instead of this License. But first, please read 674 | . 675 | -------------------------------------------------------------------------------- /Linkedin Basic Profile Fields.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/4iji/Linkedin-Scraper/cc3de25ed332bd6873243e82cf1aa2c4cc0d0895/Linkedin Basic Profile Fields.xlsx -------------------------------------------------------------------------------- /Linkedin search input.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/4iji/Linkedin-Scraper/cc3de25ed332bd6873243e82cf1aa2c4cc0d0895/Linkedin search input.xlsx -------------------------------------------------------------------------------- /Linkedin search output.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/4iji/Linkedin-Scraper/cc3de25ed332bd6873243e82cf1aa2c4cc0d0895/Linkedin search output.xlsx -------------------------------------------------------------------------------- /Linkedin.py: -------------------------------------------------------------------------------- 1 | import pandas 2 | from bs4 import BeautifulSoup 3 | import re 4 | import requests 5 | from sys import * 6 | from googleapiclient.discovery import build 7 | from openpyxl import load_workbook #VERSION 1.8.5 ONLY 8 | import xlsxwriter 9 | import fuzzy 10 | 11 | 12 | 13 | Start_Index=0 14 | Last_Index=201 15 | 16 | 17 | username=raw_input('Login:') 18 | password=raw_input('Password:') 19 | 20 | 21 | writer=pandas.ExcelWriter("Linkedin search output.xlsx",engine='openpyxl') 22 | book=load_workbook("Linkedin search output.xlsx") 23 | writer.book=book 24 | writer.sheets = dict((ws.title, ws) for ws in book.worksheets) 25 | 26 | input_file=pandas.ExcelFile("Linkedin search input.xlsx") 27 | sheet=input_file.parse(0) 28 | 29 | def writeDataFrame(index,conm,namedes,midname,id,firstname,lastname,profile_link,maidenname='NA',formattedname='NA',phoneticfirstname='NA',phoneticlastname='NA', 30 | fphoneticname='NA',headline='NA',location='NA',industry='NA',currentshare='NA',numconnection='NA',summary='NA',specialities='NA',positions='NA', 31 | picurl='NA'): 32 | global writer 33 | df = pandas.DataFrame({'A_ID':[index+1],'B_Company':[conm],'C_name':[namedes],'D_firstname':[firstname],'E_midName':[midname],'F_lastName':[lastname], 34 | 'G_Linkedin Profile Link':[profile_link],'H_Linkedin-Id':[id],'I_maidenname':[maidenname],'J_formatted-name':[formattedname], 35 | 'K_phonetic-firstname':[phoneticfirstname],'L_phonetic-lastname':[phoneticlastname],'M_formatted-phonetic-name':[fphoneticname], 36 | 'N_Headline':[headline],'O_Location':[location],'P_Industry':[industry],'Q_CurrentShare':[currentshare],'R_Connections':[numconnection], 37 | 'S_Summary':[summary],'T_Specialities':[specialities],'U_Positions':[positions],'V_Picture-Url':[picurl]}) 38 | if index==0: 39 | df.to_excel(writer,sheet_name="Sheet1",startrow=index,index=False) 40 | else: 41 | df.to_excel(writer,sheet_name="Sheet1",index=False,startrow=index+1,header=False) 42 | writer.save() 43 | return 44 | 45 | def readExcel(index): 46 | global sheet 47 | row=sheet.irow(index).real 48 | if str(row[4])=='nan': 49 | row[4]="" 50 | return row[3]+" "+row[4]+" "+row[5],row[1],row[4],row[3]+" "+row[5],row[2],row[1] 51 | 52 | session = requests.Session() 53 | LINKEDIN_URL = 'https://www.linkedin.com' 54 | LOGIN_URL = 'https://www.linkedin.com/uas/login-submit' 55 | html = session.get(LINKEDIN_URL).content 56 | soup = BeautifulSoup(html,'html5lib') 57 | csrf = soup.find(id="loginCsrfParam-login")['value'] 58 | 59 | login_information = { 60 | 'session_key':username, 61 | 'session_password':password, 62 | 'loginCsrfParam': csrf, 63 | } 64 | 65 | headers = {'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10.8; rv:31.0) Gecko/20100101 Firefox/31.0'} 66 | session.post(LOGIN_URL, headers=headers, data=login_information) 67 | device= build("customsearch","v1",developerKey="AIzaSyCVlwAUM9QvlrClxQXOl51WcfOFKxITsh8") #API Keys: AIzaSyCz56VeNPTb7BNbAwUXJvrLcBNssHa0WDU , AIzaSyDY37hOk_lEmIUg_T-goXFYzL1qYm7zIaA 68 | 69 | for j in range(Start_Index,Last_Index): 70 | print j 71 | r,c,m,o,nd,com=readExcel(j) 72 | 73 | try: 74 | results=device.cse().list(q=r+" "+c,num=1,cx='009259153963367271982:fkxfnawlcn4').execute() # cx: 018365894794576624310:ubawqf09zme , 005187750176123224094:h3ylihk-rmi 75 | #print results 76 | link=results['items'][0]['formattedUrl'] 77 | #print link 78 | if j==37: 79 | link="http://"+link 80 | html=session.get(link).content 81 | except Exception as e: 82 | print 'Error:', 83 | print e 84 | writeDataFrame(j,com,nd,m,"NA","NA","NA","NA") 85 | continue 86 | 87 | soup=BeautifulSoup(html,'html5lib') 88 | 89 | 90 | names=soup.find_all('span') 91 | fullnames='' 92 | for i in names: 93 | #print i 94 | s=re.findall('.*class="full-name".*>(.*)',str(i)) 95 | if s!=[]: 96 | if re.match('.*',s[0]): 97 | fullnames=(s[0]) 98 | if len(fullnames)==0: 99 | writeDataFrame(j,com,nd,m,"NA","NA","NA","NA") 100 | continue 101 | fullnames=fullnames.split() 102 | 103 | con1=soup.find_all('div') 104 | connections="NA" 105 | for i in con1: 106 | #print i 107 | s=[] 108 | s=re.findall('class="member-connections">(.*)',str(i)) 109 | if s!=[]: 110 | connections=s[0] 111 | break 112 | 113 | 114 | summary="NA" 115 | sum1=soup.find_all('p') 116 | for i in sum1: 117 | s=[] 118 | #print i 119 | s=re.findall('

(.*)
',str(i)) 120 | #print s 121 | if s!=[]: 122 | summary=s[0] 123 | break 124 | 125 | 126 | headline="" 127 | for i in sum1: 128 | s=[] 129 | s=re.findall('class="title" dir="ltr">(.*)

',str(i)) 130 | if s!=[]: 131 | headline=s[0] 132 | break 133 | 134 | loc1=soup.find_all('a') 135 | location="NA" 136 | industry="NA" 137 | for i in loc1: 138 | s=[] 139 | s=re.findall('name="location".*>(.*)',str(i)) 140 | if s!=[]: 141 | location=s[0] 142 | break 143 | for i in loc1: 144 | s=[] 145 | s=re.findall('name="industry".*>(.*)',str(i)) 146 | if s!=[]: 147 | industry=s[0] 148 | break 149 | 150 | 151 | img1=soup.find_all('img') 152 | pic_url="NA" 153 | for i in img1: 154 | #print i 155 | s=[] 156 | s=re.findall('.*height="200".*src="(https://media.licdn.com.*.jpg)"',str(i)) 157 | if s!=[]: 158 | pic_url=s[0] 159 | break 160 | 161 | positions="NA" 162 | for i in loc1: 163 | s=[] 164 | s=re.findall('(.*)',str(i)) 165 | if s!=[]: 166 | positions=s[0] 167 | break 168 | 169 | skills="NA" 170 | for i in loc1: 171 | #print i 172 | s=[] 173 | s=re.findall('(.*)',str(i)) 174 | if s!=[]: 175 | skills=s[0] 176 | break 177 | 178 | id1="NA" 179 | #print soup 180 | nom=soup.find_all('div') 181 | for i in nom: 182 | #print i 183 | s=[] 184 | s=re.findall('
',str(i)) 185 | if s!=[]: 186 | id1=s[0] 187 | break 188 | 189 | 190 | #print id1 191 | phonetic_first_name=fuzzy.DMetaphone()(fullnames[0])[0] 192 | phonetic_last_name=fuzzy.nysiis(fullnames[1]) 193 | formatted_phonetic=fuzzy.nysiis(r) 194 | writeDataFrame(j,com,nd,m,id1,fullnames[0],fullnames[1],link,formattedname=o,phoneticfirstname=phonetic_first_name, 195 | phoneticlastname=phonetic_last_name,fphoneticname=formatted_phonetic,numconnection=connections,summary=summary,headline=headline, 196 | location=location,industry=industry,positions=positions,specialities=skills,picurl=pic_url) 197 | 198 | 199 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Linkedin-Scraper 2 | This is a python program which scrapes linkedin information upto 98% accuracy using the google custom search API. It also uses pandas to read the search parameters from Excel Sheets and then scrape and write them back into another Excel Sheet. 3 | 4 | The Packages needed are 5 | 1.Pandas 6 | 2.RE 7 | 3.Beautiful Soup 4 8 | 4.Requests 9 | 5.googleapiclient 10 | 6.openpyxl 11 | 7.fuzzy 12 | 8.Read the Readme.txt file on instructions. 13 | -------------------------------------------------------------------------------- /Readme.txt: -------------------------------------------------------------------------------- 1 | The Program can be executed by running Linkedin.py 2 | 3 | 4 | The Program runs on Python 2.7 (64-bit) 5 | 6 | The required Packages are: 7 | 1. requests 8 | 2. bs4 9 | 3. re (Regular Expressions) 10 | 4. Pandas 11 | 5. GoogleApiClient 12 | 6. openpyxl ( Version 1.8.5) 13 | 7. fuzzy , Link: https://pypi.python.org/pypi/Fuzzy 14 | 15 | 16 | ->The program can be run on any IDE or from CommandLine 17 | 18 | ->In the program the Start_Index and the Last_index can be given, 19 | based on the index, the input will be read from the excel file and the output will 20 | written into the output file. 21 | 22 | ->The Program needs a Linkedin user-id and password. For testing purposes 23 | 24 | username : jamesmurray7702213959@gmail.com 25 | password : james123 26 | 27 | -> The Program uses google Api client, with custom search . An API key is needed 28 | to use it, which is already provided. 29 | ->A cx value for the google custom search is needed, this custom search searches 30 | the linkedin.com domain for the query 31 | 32 | Execute the program and wait for it to finish . 33 | 34 | Warning: The Free version of the google API only allows 100 requests per day. --------------------------------------------------------------------------------