location="Swansea%2C+Swansea"
jobtype="electrician+mate"
URL="https://uk.indeed.com/jobs?q="+jobtype+"&l="+location
URL'https://uk.indeed.com/jobs?q=electrician+mate&l=Swansea%2C+Swansea'Web scraping
Using web scraping to get data from websites
Overview
Photo by Ilya Pavlov on Unsplash
“Web scraping, web harvesting, or web data extraction is data scraping used for extracting data from websites.” from https://en.wikipedia.org/wiki/Web_scraping
There are legal issues around web scraping, so be careful “The legality of web scraping varies across the world. In general, web scraping may be against the terms of use of some websites, but the enforceability of these terms is unclear.”
The first step is to go to a website and add /robots.txt onto the end of the web address to see what they allow. Most will disallow most areas.
I am only doing this for research and learning purposes and the information is all available freely.
Indeed, BeautifulSoup and Pandas
Photo by Clem Onojeghuo on Unsplash
Indeed has a wealth of job information across the UK and beyond for virtually every job. So whether you are looking for work or examining economic activity, it is a good resource. But how do you get the data from the website into a form you can work with?
By web scraping Indeed Examine the website
The first step in web scraping is to examine the website. Here I’ll use Google Chrome, but the same capabilities are in most browsers. Let’s open indeed and do a search for jobs in an area. The output is below
When searching for “electrician mate” in the location Swansea we get the url https://uk.indeed.com/jobs?q=electrician+mate&l=Swansea%2C+Swansea.
Hence, in Python we can specify the url as follows, this allows us to change for job type and location later if we want:
Next open developer tools on Chrome (Ctrl+Shift+I or More Tools-> developer tools)
Then click on the icon circled in the image below to examine the website. Placing the cursor over the website reveals the html structure. When this is done on one of the job blocks we can see that it is identified as:
<div class="job_seen_beacon">
OR
<a id="..........>Examining other blocks shows this is repeated for them all. So we can get the job blocks!
We’ll return to this later…
BeautifulSoup
Beautiful soup is a Python library for pulling data out of HTML and XML files. Something similar can be done with pandas, but for this situation I’ll use the soup.
#import the libraries
import requests
import bs4
from bs4 import BeautifulSoupTo use: the libraries are loaded, then get get the page, then pass to Beautiful soup.
Soup can be viewed. But it is still a mess so we’ll now use what we learned about the job tabs and extract these.
#collapse-output
#Using beautiful soup-get page
page = requests.get(URL)
#get soup
soup = BeautifulSoup(page.text, "html.parser")
soup<!DOCTYPE html>
<html><head><meta content="website" property="og:type"/><meta content="Matmatch" name="apple-mobile-web-app-title"/><meta content="Matmatch" name="application-name"/><link href="/static/images/favicon/favicon-16x16.png" rel="icon" sizes="16x16" type="image/png"/><link href="/static/images/favicon/favicon-32x32.png" rel="icon" sizes="32x32" type="image/png"/><link href="/static/images/favicon/apple-touch-icon.png" rel="apple-touch-icon" sizes="180x180"/><link href="/static/images/favicon/manifest.json" rel="manifest"/><link color="#526294}" href="/static/images/favicon/safari-pinned-tab.svg" rel="mask-icon"/><link href="/static/images/favicon/favicon.ico?v2=pgrv6keokB" rel="shortcut icon"/><script src="https://ajax.googleapis.com/ajax/libs/webfont/1.6.26/webfont.js"></script><script>WebFont.load({custom: {families: ["Open Sans"],urls: ["/static/fonts/fonts.css"]}});</script><script type="application/ld+json">{
"@context": "http://schema.org",
"@type": "Corporation",
"name": "Matmatch",
"url": "https://matmatch.com",
"logo": "https://matmatch.com/blog/wp-content/uploads/2019/01/matmatch_logo_stacked_large.png",
"contactPoint": {
"@type": "ContactPoint",
"telephone": "+49089262075200",
"contactType": "customer service",
"availableLanguage": ["English","Spanish","German"]
},
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"https://www.facebook.com/MatmatchGmbH/",
"https://twitter.com/matmatchgmbh",
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]
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class="mobile-header-dynamic-navigation__CategoriesBlockWrapper-sc-h9xaov-1 hHsZTR"><div class="wrappers__Wrapper-sc-14fw43j-0 cJNByu"><a class="mobile-header-dropdown-link__MobileHeaderDropdownLinkStyles-sc-1ifsvtl-0 hKoOWf" href="/supplier">List Your Materials</a></div></div><div class="mobile-header-dynamic-navigation__CategoriesBlockWrapper-sc-h9xaov-1 hHsZTR"><div class="wrappers__Wrapper-sc-14fw43j-0 cJNByu"><a class="mobile-header-dropdown-link__MobileHeaderDropdownLinkStyles-sc-1ifsvtl-0 hKoOWf" href="/partners">Matmatch Partners</a></div></div><div class="mobile-header-dynamic-navigation__CategoriesBlockWrapper-sc-h9xaov-1 hHsZTR"><div class="wrappers__Wrapper-sc-14fw43j-0 cJNByu"><a class="mobile-header-dropdown-link__MobileHeaderDropdownLinkStyles-sc-1ifsvtl-0 hKoOWf" href="/supplier-resources">Resources</a></div></div><div class="mobile-header-dynamic-navigation__CategoriesBlockWrapper-sc-h9xaov-1 hHsZTR"><div class="wrappers__Wrapper-sc-14fw43j-0 cJNByu"><a 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class="mobile-header-dynamic-menu__MobileHeaderDropdownItemsWrapper-sc-ssinjx-4 ghkwNZ"><div class="wrappers__Wrapper-sc-14fw43j-0 mobile-header-dynamic-navigation__MobileHeaderDropdownSecondLevelLinksWrapper-sc-h9xaov-0 cJNByu eSAgkB"><div class="mobile-header-dynamic-navigation__CategoriesBlockWrapper-sc-h9xaov-1 hHsZTR"><div class="wrappers__Wrapper-sc-14fw43j-0 cJNByu"><a class="mobile-header-dropdown-link__MobileHeaderDropdownLinkStyles-sc-1ifsvtl-0 hKoOWf" href="https://go.matmatch.com/case-study/ampco-metal">AMPCO METAL</a></div></div><div class="mobile-header-dynamic-navigation__CategoriesBlockWrapper-sc-h9xaov-1 hHsZTR"><div class="wrappers__Wrapper-sc-14fw43j-0 cJNByu"><a class="mobile-header-dropdown-link__MobileHeaderDropdownLinkStyles-sc-1ifsvtl-0 hKoOWf" href="https://go.matmatch.com/case-study/dew">Deutsche Edelstahlwerke</a></div></div><div class="mobile-header-dynamic-navigation__CategoriesBlockWrapper-sc-h9xaov-1 hHsZTR"><div class="wrappers__Wrapper-sc-14fw43j-0 cJNByu"><a class="mobile-header-dropdown-link__MobileHeaderDropdownLinkStyles-sc-1ifsvtl-0 hKoOWf" href="https://go.matmatch.com/case-study/phon-tech">Phon Tech</a><span class="badge__LinkBadge-sc-1kc0y45-0 ejKxFX">new</span></div></div><div class="mobile-header-dynamic-navigation__CategoriesBlockWrapper-sc-h9xaov-1 hHsZTR"><div class="wrappers__Wrapper-sc-14fw43j-0 cJNByu"><a class="mobile-header-dropdown-link__MobileHeaderDropdownLinkStyles-sc-1ifsvtl-0 hKoOWf" href="https://go.matmatch.com/case-study/ceratizit">CERATIZIT</a><span class="badge__LinkBadge-sc-1kc0y45-0 ejKxFX">new</span></div></div></div></div></div><div class="mobile-header-dynamic-menu__MobileHeaderNavigationLinksBarItemstyledButton-sc-ssinjx-5 lgzuuz"><p class="text__Text-sc-f4nboj-0 mobile-header-dynamic-menu__MobileHeaderDropdownFirstLevelCategoryText-sc-ssinjx-2 dzDHxo bjzJUu">Tools</p><span class="icon__Icon-sc-1230ehg-0 kbRKml" color="2.0/primary" size="14" type="ios-arrow-down"></span></div><div class="wrappers__Wrapper-sc-14fw43j-0 mobile-header-dynamic-menu__MobileHeaderDropdownWrapper-sc-ssinjx-1 cJNByu bxYrpi"><div class="mobile-header-dynamic-menu__MobileHeaderDropdownItemsWrapper-sc-ssinjx-4 ghkwNZ"><div class="wrappers__Wrapper-sc-14fw43j-0 mobile-header-dynamic-navigation__MobileHeaderDropdownSecondLevelLinksWrapper-sc-h9xaov-0 cJNByu eSAgkB"><div class="mobile-header-dynamic-navigation__CategoriesBlockWrapper-sc-h9xaov-1 hHsZTR"><div class="wrappers__Wrapper-sc-14fw43j-0 cJNByu"><a class="mobile-header-dropdown-link__MobileHeaderDropdownLinkStyles-sc-1ifsvtl-0 hKoOWf" href="/tools/unit-converter">Unit Converter</a></div></div><div class="mobile-header-dynamic-navigation__CategoriesBlockWrapper-sc-h9xaov-1 hHsZTR"><div class="wrappers__Wrapper-sc-14fw43j-0 cJNByu"><a class="mobile-header-dropdown-link__MobileHeaderDropdownLinkStyles-sc-1ifsvtl-0 hKoOWf" href="/tools/hardness-converter">Hardness Converter</a></div></div><div class="mobile-header-dynamic-navigation__CategoriesBlockWrapper-sc-h9xaov-1 hHsZTR"><div class="wrappers__Wrapper-sc-14fw43j-0 cJNByu"><a class="mobile-header-dropdown-link__MobileHeaderDropdownLinkStyles-sc-1ifsvtl-0 hKoOWf" href="/advanced-search">Advanced Search</a></div></div><div class="mobile-header-dynamic-navigation__CategoriesBlockWrapper-sc-h9xaov-1 hHsZTR"><div class="wrappers__Wrapper-sc-14fw43j-0 cJNByu"><a class="mobile-header-dropdown-link__MobileHeaderDropdownLinkStyles-sc-1ifsvtl-0 hKoOWf" href="/application">Application Search</a></div></div><div class="mobile-header-dynamic-navigation__CategoriesBlockWrapper-sc-h9xaov-1 hHsZTR"><div class="wrappers__Wrapper-sc-14fw43j-0 cJNByu"><a class="mobile-header-dropdown-link__MobileHeaderDropdownLinkStyles-sc-1ifsvtl-0 hKoOWf" href="https://go.matmatch.com/sncurves">Fatigue Data</a></div></div></div></div></div><div class="mobile-header-dynamic-menu__MobileHeaderNavigationLinksBarItemstyledButton-sc-ssinjx-5 lgzuuz"><p class="text__Text-sc-f4nboj-0 mobile-header-dynamic-menu__MobileHeaderDropdownFirstLevelCategoryText-sc-ssinjx-2 dzDHxo bjzJUu">Guides</p><span class="icon__Icon-sc-1230ehg-0 kbRKml" color="2.0/primary" size="14" type="ios-arrow-down"></span></div><div class="wrappers__Wrapper-sc-14fw43j-0 mobile-header-dynamic-menu__MobileHeaderDropdownWrapper-sc-ssinjx-1 cJNByu bxYrpi"><div class="mobile-header-dynamic-menu__MobileHeaderDropdownItemsWrapper-sc-ssinjx-4 ghkwNZ"><div class="wrappers__Wrapper-sc-14fw43j-0 mobile-header-dynamic-navigation__MobileHeaderDropdownSecondLevelLinksWrapper-sc-h9xaov-0 cJNByu eSAgkB"><div class="mobile-header-dynamic-navigation__CategoriesBlockWrapper-sc-h9xaov-1 hHsZTR"><div class="wrappers__Wrapper-sc-14fw43j-0 cJNByu"><a class="mobile-header-dropdown-link__MobileHeaderDropdownLinkStyles-sc-1ifsvtl-0 hKoOWf" href="/guide/sustainable-materials-selection">Sustainable Materials Selection</a></div></div></div></div></div><div class="wrappers__Wrapper-sc-14fw43j-0 mobile-header-dynamic-menu__MobileHeaderNavigationLinksBarWrapper-sc-ssinjx-3 cJNByu"><div class="mobile-header-dynamic-menu__MobileHeaderNavigationLinksBarItemstyledButton-sc-ssinjx-5 lgzuuz"><p class="text__Text-sc-f4nboj-0 dSdjdP" color="#526193">Resources</p></div></div><div class="wrappers__Wrapper-sc-14fw43j-0 mobile-header-dynamic-menu__MobileHeaderNavigationLinksBarWrapper-sc-ssinjx-3 cJNByu"><div class="mobile-header-dynamic-menu__MobileHeaderNavigationLinksBarItemstyledButton-sc-ssinjx-5 lgzuuz"><p class="text__Text-sc-f4nboj-0 dSdjdP" color="#526193">About us</p></div></div><div class="wrappers__Wrapper-sc-14fw43j-0 mobile-header-dynamic-menu__MobileHeaderNavigationLinksBarWrapper-sc-ssinjx-3 cJNByu"><div class="mobile-header-dynamic-menu__MobileHeaderNavigationLinksBarItemstyledButton-sc-ssinjx-5 lgzuuz"><p class="text__Text-sc-f4nboj-0 dSdjdP" color="#526193">Get Connected</p></div></div></li></ul></div></div></div></div></div></div><div class="main-content-spacer__MainContentSpacer-sc-1g5s1bz-0 hWwxLn"></div><div class="wrappers__Wrapper-sc-14fw43j-0 wrappers__WrapperStaticContentNoFlex-sc-14fw43j-5 cJNByu flfCwz" style="padding-bottom:0"><div class="contextual-tags__ContextualTagsWrapper-sc-dg6jub-0 jnuTJQ"><div class="contextual-tags__ContextualTagsItemsWrapper-sc-dg6jub-2 cSROfV"><div class="contextual-tags__ContextualTagWrapper-sc-dg6jub-1 fsqjse"><p class="text__Text-sc-f4nboj-0 ehJUxb" color="#4f4f4f" size="16">Bar</p><svg class="icon__Svg-sc-1230ehg-1 caVxgD" cursor="pointer" fill="#3880E5" height="20" viewbox="0 0 30 30" width="20" xmlns="http://www.w3.org/2000/svg"><use href="#close-71610fd5--sprite"></use></svg></div></div></div></div><div class="wrappers__Wrapper-sc-14fw43j-0 wrappers__WrapperFlex-sc-14fw43j-3 wrappers__WrapperStaticContent-sc-14fw43j-4 advanced-search__AdvancedSearchMainSectionWrapper-sc-1eqc1e8-1 cJNByu hFcCJB hzZiwD ixACSA"><div class="wrappers__Wrapper-sc-14fw43j-0 wrappers__WrapperSidebar-sc-14fw43j-10 sidebar__AdvancedSearchSidebarWrapper-sc-1v590t3-0 kqTmue fUzxei gyajYF" width="438"><div class="collapse-toggle__CollapseToggleWrapper-sc-vxcac6-0 gdlobs"><svg class="icon__Svg-sc-1230ehg-1 jWARuS collapse-toggle__CollapseToggleOptionsIcon-sc-vxcac6-1 gFfIFF" fill="#526193" height="20" viewbox="0 0 30 30" width="20" xmlns="http://www.w3.org/2000/svg"><use href="#options-4de2f7a5--sprite"></use></svg><div class="collapse-toggle__CollapseToggleTitle-sc-vxcac6-2 iTeGNl">FILTERS</div><div class="collapse-toggle__CollapseToggleArrowCircle-sc-vxcac6-3 cgzKyT"><svg class="icon__Svg-sc-1230ehg-1 fXOOJz" fill="#3880e5" height="32" viewbox="0 0 30 30" width="32" xmlns="http://www.w3.org/2000/svg"><use href="#arrow-dropright-circle-d7d58289--sprite"></use></svg></div></div><div class="wrappers__Wrapper-sc-14fw43j-0 wrappers__WrapperFlex-sc-14fw43j-3 cJNByu gFqwTB"><div class="wrappers__Wrapper-sc-14fw43j-0 cJNByu"><p class="text__Text-sc-f4nboj-0 jLqxex" color="#526193">Categories </p></div><div class="wrappers__Wrapper-sc-14fw43j-0 wrappers__WrapperFlex-sc-14fw43j-3 cJNByu dMXLyl"><svg class="icon__Svg-sc-1230ehg-1 haqEoE" cursor="pointer" fill="#333333" height="14" viewbox="0 0 30 30" width="14" xmlns="http://www.w3.org/2000/svg"><use href="#ios-arrow-down-cc61b5f7--sprite"></use></svg></div></div><div class="advanced-search-sidebar-collapsible-filters-wrapper__ASSidebarCollapsibleFiltersWrapper-sc-1m5vrop-0 XbfDr categories-tree-wrapper"><div class="wrappers__Wrapper-sc-14fw43j-0 wrappers__WrapperFlex-sc-14fw43j-3 UxvCa dMXLyl"><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 OhGlj"></div><p class="text__Text-sc-f4nboj-0 cgTHVD" color="#333333" size="13">All</p></div><ul class="tree-renderer__TreeWrapper-sc-wdfwzn-0 djLvdn"><li class="tree-item__TreeItem-sc-1ndoqn1-0 bhkHlB de-collapsed-tree-item"><svg class="icon__Svg-sc-1230ehg-1 hrGMmp" cursor="pointer" fill="#4496ec" height="12" viewbox="0 0 30 30" width="12" xmlns="http://www.w3.org/2000/svg"><use href="#plus-open-47001aa9--sprite"></use></svg><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 bBVMlc"></div><svg class="icon__Svg-sc-1230ehg-1 enTUov" cursor="pointer" fill="#4496ec" height="22" viewbox="0 0 30 30" width="28" xmlns="http://www.w3.org/2000/svg"><use href="#folder-344ee9af--sprite"></use></svg><p class="text__Text-sc-f4nboj-0 hjLFxX" size="13">Biological Material</p></li><div class="wrappers__CollapseContentWrapper-sc-14fw43j-12 ftzCdl"></div><li class="tree-item__TreeItem-sc-1ndoqn1-0 bhkHlB de-collapsed-tree-item"><svg class="icon__Svg-sc-1230ehg-1 hrGMmp" cursor="pointer" fill="#4496ec" height="12" viewbox="0 0 30 30" width="12" xmlns="http://www.w3.org/2000/svg"><use href="#plus-open-47001aa9--sprite"></use></svg><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 bBVMlc"></div><svg class="icon__Svg-sc-1230ehg-1 enTUov" cursor="pointer" fill="#4496ec" height="22" viewbox="0 0 30 30" width="28" xmlns="http://www.w3.org/2000/svg"><use href="#folder-344ee9af--sprite"></use></svg><p class="text__Text-sc-f4nboj-0 hjLFxX" size="13">Ceramic</p></li><div class="wrappers__CollapseContentWrapper-sc-14fw43j-12 ftzCdl"></div><li class="tree-item__TreeItem-sc-1ndoqn1-0 bhkHlB de-collapsed-tree-item"><svg class="icon__Svg-sc-1230ehg-1 hrGMmp" cursor="pointer" fill="#4496ec" height="12" viewbox="0 0 30 30" width="12" xmlns="http://www.w3.org/2000/svg"><use href="#plus-open-47001aa9--sprite"></use></svg><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 bBVMlc"></div><svg class="icon__Svg-sc-1230ehg-1 enTUov" cursor="pointer" fill="#4496ec" height="22" viewbox="0 0 30 30" width="28" xmlns="http://www.w3.org/2000/svg"><use href="#folder-344ee9af--sprite"></use></svg><p class="text__Text-sc-f4nboj-0 hjLFxX" size="13">Composite</p></li><div class="wrappers__CollapseContentWrapper-sc-14fw43j-12 ftzCdl"></div><li class="tree-item__TreeItem-sc-1ndoqn1-0 bhkHlB de-collapsed-tree-item"><svg class="icon__Svg-sc-1230ehg-1 hrGMmp" cursor="pointer" fill="#4496ec" height="12" viewbox="0 0 30 30" width="12" xmlns="http://www.w3.org/2000/svg"><use href="#plus-open-47001aa9--sprite"></use></svg><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 bBVMlc"></div><svg class="icon__Svg-sc-1230ehg-1 enTUov" cursor="pointer" fill="#4496ec" height="22" viewbox="0 0 30 30" width="28" xmlns="http://www.w3.org/2000/svg"><use href="#folder-344ee9af--sprite"></use></svg><p class="text__Text-sc-f4nboj-0 hjLFxX" size="13">Glass</p></li><div class="wrappers__CollapseContentWrapper-sc-14fw43j-12 ftzCdl"></div><li class="tree-item__TreeItem-sc-1ndoqn1-0 bhkHlB collapsed-tree-item"><svg class="icon__Svg-sc-1230ehg-1 hrGMmp" cursor="pointer" fill="#4496ec" height="12" viewbox="0 0 30 30" width="12" xmlns="http://www.w3.org/2000/svg"><use href="#plus-open-47001aa9--sprite"></use></svg><div checked="" class="check-box__MinusCheckboxDesign-sc-1ptpc08-1 dsaEue"></div><svg class="icon__Svg-sc-1230ehg-1 enTUov" cursor="pointer" fill="#4496ec" height="22" viewbox="0 0 30 30" width="28" xmlns="http://www.w3.org/2000/svg"><use href="#folder-344ee9af--sprite"></use></svg><p class="text__Text-sc-f4nboj-0 hjLFxX" size="13">Metal</p><span class="advanced-search-count-number__CountNumber-sc-8hlubs-0 eajQMm">2214</span></li><div class="wrappers__CollapseContentWrapper-sc-14fw43j-12 ftzCdl"></div><li class="tree-item__TreeItem-sc-1ndoqn1-0 bhkHlB de-collapsed-tree-item"><svg class="icon__Svg-sc-1230ehg-1 hrGMmp" cursor="pointer" fill="#4496ec" height="12" viewbox="0 0 30 30" width="12" xmlns="http://www.w3.org/2000/svg"><use href="#plus-open-47001aa9--sprite"></use></svg><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 bBVMlc"></div><svg class="icon__Svg-sc-1230ehg-1 enTUov" cursor="pointer" fill="#4496ec" height="22" viewbox="0 0 30 30" width="28" xmlns="http://www.w3.org/2000/svg"><use href="#folder-344ee9af--sprite"></use></svg><p class="text__Text-sc-f4nboj-0 hjLFxX" size="13">Polymer</p></li><div class="wrappers__CollapseContentWrapper-sc-14fw43j-12 ftzCdl"></div></ul></div><hr class="advanced-search-sidebar-separator__AdvancedSearchSidebarSeparator-sc-1rstb9s-0 dDcZzF"/><div class="wrappers__Wrapper-sc-14fw43j-0 wrappers__WrapperFlex-sc-14fw43j-3 cJNByu gFqwTB"><div class="wrappers__Wrapper-sc-14fw43j-0 cJNByu"><p class="text__Text-sc-f4nboj-0 jLqxex" color="#526193">Material properties </p></div><div class="wrappers__Wrapper-sc-14fw43j-0 wrappers__WrapperFlex-sc-14fw43j-3 cJNByu dMXLyl"><svg class="icon__Svg-sc-1230ehg-1 haqEoE" cursor="pointer" fill="#333333" height="14" viewbox="0 0 30 30" width="14" xmlns="http://www.w3.org/2000/svg"><use href="#ios-arrow-down-cc61b5f7--sprite"></use></svg></div></div><div class="advanced-search-sidebar-collapsible-filters-wrapper__ASSidebarCollapsibleFiltersWrapper-sc-1m5vrop-0 XbfDr categories-tree-wrapper"><div></div></div><div class="advanced-search-sidebar-actions__ActionsWrapper-sc-qhfbni-0 cwhWGZ"><button class="advanced-search-sidebar-action-button__ActionButton-sc-15cfzym-0 hXYfhe">Add a material property<span class="icon__Icon-sc-1230ehg-0 eiXgPa" color="2.0/white" size="10" type="plus"></span></button><p class="text__Text-sc-f4nboj-0 advanced-search-sidebar-actions__ActionsText-sc-qhfbni-1 ldWNpx hVhMIm" color="#3880E5" cursor="pointer" disabled="" size="13">Clear all</p></div><hr class="advanced-search-sidebar-separator__AdvancedSearchSidebarSeparator-sc-1rstb9s-0 dDcZzF"/><div class="wrappers__Wrapper-sc-14fw43j-0 wrappers__WrapperFlex-sc-14fw43j-3 cJNByu gFqwTB"><div class="wrappers__Wrapper-sc-14fw43j-0 cJNByu"><p class="text__Text-sc-f4nboj-0 jLqxex" color="#526193">Metal Filters</p></div><div class="wrappers__Wrapper-sc-14fw43j-0 wrappers__WrapperFlex-sc-14fw43j-3 cJNByu dMXLyl"><svg class="icon__Svg-sc-1230ehg-1 haqEoE" cursor="pointer" fill="#333333" height="14" viewbox="0 0 30 30" width="14" xmlns="http://www.w3.org/2000/svg"><use href="#ios-arrow-down-cc61b5f7--sprite"></use></svg></div></div><div class="advanced-search-sidebar-collapsible-filters-wrapper__ASSidebarCollapsibleFiltersWrapper-sc-1m5vrop-0 XbfDr categories-tree-wrapper"><div class="guided-tour-step-category-specific-settings"><p class="text__Text-sc-f4nboj-0 LLywI" color="#333333" size="13">Shape / Form</p><div class="wrappers__Wrapper-sc-14fw43j-0 cJNByu"><div class="advanced-search-category-specific-settings-dropdown__FieldWrapper-sc-113hj4-1 epQYxF"><p class="text__Text-sc-f4nboj-0 advanced-search-category-specific-settings-dropdown__FieldText-sc-113hj4-0 hjtwVq gNwTRO" color="#333333" size="16">Bar</p><span><span style="cursor:help;display:block;flex-direction:column;z-index:100"><span class="icon__Icon-sc-1230ehg-0 kXkjMs" color="2.0/default" size="12" type="close"></span></span></span><span><span style="cursor:help;display:block;flex-direction:column;z-index:100"><div class="advanced-search-category-specific-settings-dropdown__PlusIconContainer-sc-113hj4-7 zzdEX"><div class="plus-icon__PlusIcon-sc-13w6ro8-0 fdCHWk" size="16"></div></div></span></span></div><div class="advanced-search-category-specific-settings-dropdown__DropDownContainer-sc-113hj4-2 kRDCWz"><div class="advanced-search-category-specific-settings-dropdown__DropDownItemsWrapper-sc-113hj4-3 huFKrQ"></div></div></div></div></div><hr class="advanced-search-sidebar-separator__AdvancedSearchSidebarSeparator-sc-1rstb9s-0 dDcZzF"/><p class="text__Text-sc-f4nboj-0 hLVIHw" color="#526193">SYSTEM MEASUREMENTS</p><div class="wrappers__Wrapper-sc-14fw43j-0 wrappers__WrapperFlex-sc-14fw43j-3 bcLXBB dMXLyl"><div class="radio-button__RadioButtonOuter-sc-mwb92w-0 hucmjH"><div class="radio-button__RadioButtonInner-sc-mwb92w-1 jXbQYq"></div></div><p class="text__Text-sc-f4nboj-0 KmEHA" color="#333333" size="13">Metric</p></div><div class="wrappers__Wrapper-sc-14fw43j-0 wrappers__WrapperFlex-sc-14fw43j-3 bRaHnE dMXLyl"><div class="radio-button__RadioButtonOuter-sc-mwb92w-0 hucmjH"></div><p class="text__Text-sc-f4nboj-0 KmEHA" color="#333333" size="13">Imperial</p></div><hr class="advanced-search-sidebar-separator__AdvancedSearchSidebarSeparator-sc-1rstb9s-0 dDcZzF"/><div class="wrappers__Wrapper-sc-14fw43j-0 wrappers__WrapperFlex-sc-14fw43j-3 cJNByu gFqwTB"><div class="wrappers__Wrapper-sc-14fw43j-0 cJNByu"><p class="text__Text-sc-f4nboj-0 jLqxex" color="#526193">Suppliers </p></div><div class="wrappers__Wrapper-sc-14fw43j-0 wrappers__WrapperFlex-sc-14fw43j-3 cJNByu dMXLyl"><svg class="icon__Svg-sc-1230ehg-1 haqEoE" cursor="pointer" fill="#333333" height="14" viewbox="0 0 30 30" width="14" xmlns="http://www.w3.org/2000/svg"><use href="#ios-arrow-down-cc61b5f7--sprite"></use></svg></div></div><div class="advanced-search-sidebar-collapsible-filters-wrapper__ASSidebarCollapsibleFiltersWrapper-sc-1m5vrop-0 XbfDr categories-tree-wrapper"><div class="wrappers__Wrapper-sc-14fw43j-0 wrappers__WrapperFlex-sc-14fw43j-3 zDQjJ cwHZQB"><div class="advanced-search-sidebar-suppliers__ItemHeaderWrapper-sc-12new5k-0 cFpniu"><p class="text__Text-sc-f4nboj-0 fWynpt" color="#333333" size="13">Include materials without suppliers</p><div class="wrappers__Wrapper-sc-14fw43j-0 wrappers__WrapperFlex-sc-14fw43j-3 dTGKOg hFcCJB"><div checked="" class="toggle__ToggleWrapper-sc-th0yzv-0 gslBUi"><div checked="" class="toggle__ToggleCheckmark-sc-th0yzv-1 hbpQfU"></div><div checked="" class="toggle__ToggleToggle-sc-th0yzv-2 fArqYf"></div></div></div></div></div><div class="wrappers__Wrapper-sc-14fw43j-0 wrappers__WrapperFlex-sc-14fw43j-3 bRaHnE cwHZQB"><div class="advanced-search-sidebar-item-header__ItemHeaderWrapper-sc-1n7d7as-0 iPlPmm"><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 OhGlj"></div><p class="text__Text-sc-f4nboj-0 fWynpt" color="#333333" size="13">Deutsche Edelstahlwerke (DEW)</p><span class="advanced-search-count-number__CountNumber-sc-8hlubs-0 eajQMm">93</span></div></div><div class="wrappers__Wrapper-sc-14fw43j-0 wrappers__WrapperFlex-sc-14fw43j-3 bRaHnE cwHZQB"><div class="advanced-search-sidebar-item-header__ItemHeaderWrapper-sc-1n7d7as-0 iPlPmm"><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 OhGlj"></div><p class="text__Text-sc-f4nboj-0 fWynpt" color="#333333" size="13">Ugitech</p><span class="advanced-search-count-number__CountNumber-sc-8hlubs-0 eajQMm">50</span></div></div><div class="wrappers__Wrapper-sc-14fw43j-0 wrappers__WrapperFlex-sc-14fw43j-3 bRaHnE cwHZQB"><div class="advanced-search-sidebar-item-header__ItemHeaderWrapper-sc-1n7d7as-0 iPlPmm"><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 OhGlj"></div><p class="text__Text-sc-f4nboj-0 fWynpt" color="#333333" size="13">Sverdrup Steel AS</p><span class="advanced-search-count-number__CountNumber-sc-8hlubs-0 eajQMm">20</span></div></div><div class="wrappers__Wrapper-sc-14fw43j-0 wrappers__WrapperFlex-sc-14fw43j-3 bRaHnE cwHZQB"><div class="advanced-search-sidebar-item-header__ItemHeaderWrapper-sc-1n7d7as-0 iPlPmm"><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 OhGlj"></div><p class="text__Text-sc-f4nboj-0 fWynpt" color="#333333" size="13">Salomon's Metalen</p><span class="advanced-search-count-number__CountNumber-sc-8hlubs-0 eajQMm">16</span></div></div><div class="wrappers__Wrapper-sc-14fw43j-0 wrappers__WrapperFlex-sc-14fw43j-3 bRaHnE cwHZQB"><div class="advanced-search-sidebar-item-header__ItemHeaderWrapper-sc-1n7d7as-0 iPlPmm"><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 OhGlj"></div><p class="text__Text-sc-f4nboj-0 fWynpt" color="#333333" size="13">Hempel Special Metals</p><span class="advanced-search-count-number__CountNumber-sc-8hlubs-0 eajQMm">4</span></div></div><div class="wrappers__Wrapper-sc-14fw43j-0 wrappers__WrapperFlex-sc-14fw43j-3 bRaHnE cwHZQB"><div class="advanced-search-sidebar-item-header__ItemHeaderWrapper-sc-1n7d7as-0 iPlPmm"><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 OhGlj"></div><p class="text__Text-sc-f4nboj-0 fWynpt" color="#333333" size="13">VDM Metals</p><span class="advanced-search-count-number__CountNumber-sc-8hlubs-0 eajQMm">1</span></div></div><div class="wrappers__Wrapper-sc-14fw43j-0 wrappers__WrapperFlex-sc-14fw43j-3 bRaHnE cwHZQB"><div class="advanced-search-sidebar-item-header__ItemHeaderWrapper-sc-1n7d7as-0 iPlPmm"><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 OhGlj"></div><p class="text__Text-sc-f4nboj-0 fWynpt" color="#333333" size="13">Dongguan songshun mould steel Co., Ltd.</p><span class="advanced-search-count-number__CountNumber-sc-8hlubs-0 eajQMm">13</span></div></div><div class="wrappers__Wrapper-sc-14fw43j-0 wrappers__WrapperFlex-sc-14fw43j-3 bRaHnE cwHZQB"><div class="advanced-search-sidebar-item-header__ItemHeaderWrapper-sc-1n7d7as-0 iPlPmm"><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 OhGlj"></div><p class="text__Text-sc-f4nboj-0 fWynpt" color="#333333" size="13">Ambica Steels Limited</p><span class="advanced-search-count-number__CountNumber-sc-8hlubs-0 eajQMm">10</span></div></div></div><div class="advanced-search-sidebar-actions__ActionsWrapper-sc-qhfbni-0 cwhWGZ"><button class="advanced-search-sidebar-action-button__ActionButton-sc-15cfzym-0 hXYfhe">See all suppliers</button><p class="text__Text-sc-f4nboj-0 advanced-search-sidebar-actions__ActionsText-sc-qhfbni-1 ldWNpx hVhMIm" color="#3880E5" cursor="pointer" disabled="" size="13">Clear all</p></div><hr class="advanced-search-sidebar-separator__AdvancedSearchSidebarSeparator-sc-1rstb9s-0 dDcZzF"/><div class="wrappers__Wrapper-sc-14fw43j-0 wrappers__WrapperFlex-sc-14fw43j-3 cJNByu gFqwTB"><div class="wrappers__Wrapper-sc-14fw43j-0 cJNByu"><p class="text__Text-sc-f4nboj-0 jLqxex" color="#526193">Applications </p></div><div class="wrappers__Wrapper-sc-14fw43j-0 wrappers__WrapperFlex-sc-14fw43j-3 cJNByu dMXLyl"><svg class="icon__Svg-sc-1230ehg-1 haqEoE" cursor="pointer" fill="#333333" height="14" viewbox="0 0 30 30" width="14" xmlns="http://www.w3.org/2000/svg"><use href="#ios-arrow-down-cc61b5f7--sprite"></use></svg></div></div><div class="advanced-search-sidebar-collapsible-filters-wrapper__ASSidebarCollapsibleFiltersWrapper-sc-1m5vrop-0 XbfDr categories-tree-wrapper"></div><div class="advanced-search-sidebar-actions__ActionsWrapper-sc-qhfbni-0 cwhWGZ"><button class="advanced-search-sidebar-action-button__ActionButton-sc-15cfzym-0 hXYfhe">Add an application<span class="icon__Icon-sc-1230ehg-0 eiXgPa" color="2.0/white" size="10" type="plus"></span></button><p class="text__Text-sc-f4nboj-0 advanced-search-sidebar-actions__ActionsText-sc-qhfbni-1 ldWNpx hVhMIm" color="#3880E5" cursor="pointer" disabled="" size="13">Clear all</p></div></div><div class="wrappers__Wrapper-sc-14fw43j-0 wrappers__WrapperMainContent-sc-14fw43j-9 results-list-view__AdvancedSearchMainContentWrapper-sc-d70l4k-1 cJNByu prlvG ifaaZC"><div class="results-list-view__TopPositionBannerWrapper-sc-d70l4k-0 jleRfd"><div class="campaigns__CampaignBannerWrapper-sc-a2pwr6-0 ewHqQp" height="90"></div></div><div class="results-list-view__AdvancedSearchAllertsWrapper-sc-d70l4k-2 dgFZRr"></div><div class="navigation-component__AdvancedSearchNavigationComponentWrapper-sc-1j05mwq-0 fHnuKk"><div class="navigation-component__AdvancedSearchNavigationItemWrapper-sc-1j05mwq-1 fmDqYN"><div class="navigation-component__NavigationItemNumber-sc-1j05mwq-2 bwwYIA">1</div><p class="text__Text-sc-f4nboj-0 eUTBqM" color="#ff8200" size="16">RESULT LIST</p></div><div class="navigation-component__AdvancedSearchNavigationItemWrapper-sc-1j05mwq-1 hmFsem"><div class="navigation-component__NavigationItemNumber-sc-1j05mwq-2 fgAGgQ">2</div><p class="text__Text-sc-f4nboj-0 hMWWGw" color="#828282" size="16">VISUALISE IN ASHBY</p></div></div><div class="header-properties-dropdown__PropertiesDropdownWrapper-sc-jye0ar-0 emgOuh"><div style="width:32%">Material</div><div style="flex:1"><div class="custom-dropdown__CustomDropdownWrapper-sc-1r4pk0f-0 fLuqrw"><div class="custom-dropdown__CustomDropdown-sc-1r4pk0f-1 hxQNhN"><div class="custom-dropdown__CustomDropdownTrigger-sc-1r4pk0f-2 grBuVO"><span class="custom-dropdown__CustomDropdownOption-sc-1r4pk0f-4 custom-dropdown__CustomDropdownOptionCurrent-sc-1r4pk0f-6 custom-dropdown__CustomDropdownOptionPlaceholder-sc-1r4pk0f-7 hwiCoG dUfhYU cwaUxH">- Property</span><div class="custom-dropdown__CustomDropdownArrow-sc-1r4pk0f-8 kOKDxB"></div></div><div class="custom-dropdown__CustomDropdownOptions-sc-1r4pk0f-3 cqRtVo"><span class="custom-dropdown__CustomDropdownInfo-sc-1r4pk0f-5 kaSqTa">No items</span></div></div><span class="icon__Icon-sc-1230ehg-0 custom-dropdown__SortingIcon-sc-1r4pk0f-9 kTando" color="2.0/multicolor" cursor="unset" size="20" type="default"></span></div></div><div style="flex:1"><div class="custom-dropdown__CustomDropdownWrapper-sc-1r4pk0f-0 fLuqrw"><div class="custom-dropdown__CustomDropdown-sc-1r4pk0f-1 hxQNhN"><div class="custom-dropdown__CustomDropdownTrigger-sc-1r4pk0f-2 grBuVO"><span class="custom-dropdown__CustomDropdownOption-sc-1r4pk0f-4 custom-dropdown__CustomDropdownOptionCurrent-sc-1r4pk0f-6 custom-dropdown__CustomDropdownOptionPlaceholder-sc-1r4pk0f-7 hwiCoG dUfhYU cwaUxH">- Property</span><div class="custom-dropdown__CustomDropdownArrow-sc-1r4pk0f-8 kOKDxB"></div></div><div class="custom-dropdown__CustomDropdownOptions-sc-1r4pk0f-3 cqRtVo"><span class="custom-dropdown__CustomDropdownInfo-sc-1r4pk0f-5 kaSqTa">No items</span></div></div><span class="icon__Icon-sc-1230ehg-0 custom-dropdown__SortingIcon-sc-1r4pk0f-9 kTando" color="2.0/multicolor" cursor="unset" size="20" type="default"></span></div></div><div style="flex:1"><div class="custom-dropdown__CustomDropdownWrapper-sc-1r4pk0f-0 fLuqrw"><div class="custom-dropdown__CustomDropdown-sc-1r4pk0f-1 hxQNhN"><div class="custom-dropdown__CustomDropdownTrigger-sc-1r4pk0f-2 grBuVO"><span class="custom-dropdown__CustomDropdownOption-sc-1r4pk0f-4 custom-dropdown__CustomDropdownOptionCurrent-sc-1r4pk0f-6 custom-dropdown__CustomDropdownOptionPlaceholder-sc-1r4pk0f-7 hwiCoG dUfhYU cwaUxH">- Property</span><div class="custom-dropdown__CustomDropdownArrow-sc-1r4pk0f-8 kOKDxB"></div></div><div class="custom-dropdown__CustomDropdownOptions-sc-1r4pk0f-3 cqRtVo"><span class="custom-dropdown__CustomDropdownInfo-sc-1r4pk0f-5 kaSqTa">No items</span></div></div><span class="icon__Icon-sc-1230ehg-0 custom-dropdown__SortingIcon-sc-1r4pk0f-9 kTando" color="2.0/multicolor" cursor="unset" size="20" type="default"></span></div></div></div><div class="materials-list__MaterialsListItem-sc-1ickte1-0 cVjyqt"><div class="materials-list__MaterialDataWrapper-sc-1ickte1-1 dtZnEZ"><p class="text__Text-sc-f4nboj-0 iidREl" color="#828282" size="13">Superaustenitic Stainless Steel</p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 QbWNQ" color="#3880E5" href="/materials/destb19-acidur-4529" target="_blank">Acidur 4529</a><p class="text__Text-sc-f4nboj-0 lolWkU" size="13">Supplied by: </p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 dhcylR" color="#333333" href="/suppliers/dest-deutsche-edelstahlwerke-dew-" size="13" target="_blank">Deutsche Edelstahlwerke (DEW)</a></div><div class="materials-list__MaterialPropsWrapper-sc-1ickte1-2 hTQFno"></div><div class="materials-list__MaterialCompareWrapper-sc-1ickte1-3 bDcoHI"><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 kurrkX"></div></div></div><div class="materials-list__MaterialsListItem-sc-1ickte1-0 cVjyqt"><div class="materials-list__MaterialDataWrapper-sc-1ickte1-1 dtZnEZ"><p class="text__Text-sc-f4nboj-0 iidREl" color="#828282" size="13">Austenitic Stainless Steel</p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 QbWNQ" color="#3880E5" href="/materials/dests11-acidur-4401-at-" target="_blank">Acidur 4401 +AT </a><p class="text__Text-sc-f4nboj-0 lolWkU" size="13">Supplied by: </p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 dhcylR" color="#333333" href="/suppliers/dest-deutsche-edelstahlwerke-dew-" size="13" target="_blank">Deutsche Edelstahlwerke (DEW)</a></div><div class="materials-list__MaterialPropsWrapper-sc-1ickte1-2 hTQFno"></div><div class="materials-list__MaterialCompareWrapper-sc-1ickte1-3 bDcoHI"><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 kurrkX"></div></div></div><div class="materials-list__MaterialsListItem-sc-1ickte1-0 cVjyqt"><div class="materials-list__MaterialDataWrapper-sc-1ickte1-1 dtZnEZ"><p class="text__Text-sc-f4nboj-0 iidREl" color="#828282" size="13">Austenitic Stainless Steel</p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 QbWNQ" color="#3880E5" href="/materials/dests12-acidur-4435-at-" target="_blank">Acidur 4435 +AT </a><p class="text__Text-sc-f4nboj-0 lolWkU" size="13">Supplied by: </p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 dhcylR" color="#333333" href="/suppliers/dest-deutsche-edelstahlwerke-dew-" size="13" target="_blank">Deutsche Edelstahlwerke (DEW)</a></div><div class="materials-list__MaterialPropsWrapper-sc-1ickte1-2 hTQFno"></div><div class="materials-list__MaterialCompareWrapper-sc-1ickte1-3 bDcoHI"><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 kurrkX"></div></div></div><div class="materials-list__MaterialsListItem-sc-1ickte1-0 cVjyqt"><div class="materials-list__MaterialDataWrapper-sc-1ickte1-1 dtZnEZ"><p class="text__Text-sc-f4nboj-0 iidREl" color="#828282" size="13">Austenitic Stainless Steel</p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 QbWNQ" color="#3880E5" href="/materials/dests13-acidur-4541-at-" target="_blank">Acidur 4541 +AT </a><p class="text__Text-sc-f4nboj-0 lolWkU" size="13">Supplied by: </p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 dhcylR" color="#333333" href="/suppliers/dest-deutsche-edelstahlwerke-dew-" size="13" target="_blank">Deutsche Edelstahlwerke (DEW)</a></div><div class="materials-list__MaterialPropsWrapper-sc-1ickte1-2 hTQFno"></div><div class="materials-list__MaterialCompareWrapper-sc-1ickte1-3 bDcoHI"><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 kurrkX"></div></div></div><div class="materials-list__MaterialsListItem-sc-1ickte1-0 cVjyqt"><div class="materials-list__MaterialDataWrapper-sc-1ickte1-1 dtZnEZ"><p class="text__Text-sc-f4nboj-0 iidREl" color="#828282" size="13">Austenitic Stainless Steel</p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 QbWNQ" color="#3880E5" href="/materials/dests14-acidur-4571-at-" target="_blank">Acidur 4571 +AT </a><p class="text__Text-sc-f4nboj-0 lolWkU" size="13">Supplied by: </p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 dhcylR" color="#333333" href="/suppliers/dest-deutsche-edelstahlwerke-dew-" size="13" target="_blank">Deutsche Edelstahlwerke (DEW)</a></div><div class="materials-list__MaterialPropsWrapper-sc-1ickte1-2 hTQFno"></div><div class="materials-list__MaterialCompareWrapper-sc-1ickte1-3 bDcoHI"><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 kurrkX"></div></div></div><div class="materials-list__MaterialsListItem-sc-1ickte1-0 dSEUZx"><div class="adbutler__CampaignBannerWrapper-sc-1snm6gk-0 dcaIxI"><div class="adbutler__CampaignBannerInnerWrapper-sc-1snm6gk-1 fgLnFQ" height="90" id="advanced_search_slot"><a href="https://go.matmatch.com/advertise"><img src="/static/images/lorem-ipsum.png"/></a></div></div></div><div class="materials-list__MaterialsListItem-sc-1ickte1-0 cVjyqt"><div class="materials-list__MaterialDataWrapper-sc-1ickte1-1 dtZnEZ"><p class="text__Text-sc-f4nboj-0 iidREl" color="#828282" size="13">Austenitic Stainless Steel</p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 QbWNQ" color="#3880E5" href="/materials/dests11a-acidur-4404-at-" target="_blank">Acidur 4404 +AT </a><p class="text__Text-sc-f4nboj-0 lolWkU" size="13">Supplied by: </p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 dhcylR" color="#333333" href="/suppliers/dest-deutsche-edelstahlwerke-dew-" size="13" target="_blank">Deutsche Edelstahlwerke (DEW)</a></div><div class="materials-list__MaterialPropsWrapper-sc-1ickte1-2 hTQFno"></div><div class="materials-list__MaterialCompareWrapper-sc-1ickte1-3 bDcoHI"><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 kurrkX"></div></div></div><div class="materials-list__MaterialsListItem-sc-1ickte1-0 cVjyqt"><div class="materials-list__MaterialDataWrapper-sc-1ickte1-1 dtZnEZ"><p class="text__Text-sc-f4nboj-0 iidREl" color="#828282" size="13">Austenitic Stainless Steel</p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 QbWNQ" color="#3880E5" href="/materials/dests9-acidur-4301-at-" target="_blank">Acidur 4301 +AT </a><p class="text__Text-sc-f4nboj-0 lolWkU" size="13">Supplied by: </p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 dhcylR" color="#333333" href="/suppliers/dest-deutsche-edelstahlwerke-dew-" size="13" target="_blank">Deutsche Edelstahlwerke (DEW)</a></div><div class="materials-list__MaterialPropsWrapper-sc-1ickte1-2 hTQFno"></div><div class="materials-list__MaterialCompareWrapper-sc-1ickte1-3 bDcoHI"><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 kurrkX"></div></div></div><div class="materials-list__MaterialsListItem-sc-1ickte1-0 cVjyqt"><div class="materials-list__MaterialDataWrapper-sc-1ickte1-1 dtZnEZ"><p class="text__Text-sc-f4nboj-0 iidREl" color="#828282" size="13">Austenitic Stainless Steel</p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 QbWNQ" color="#3880E5" href="/materials/dests9a-acidur-4307-at-" target="_blank">Acidur 4307 +AT </a><p class="text__Text-sc-f4nboj-0 lolWkU" size="13">Supplied by: </p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 dhcylR" color="#333333" href="/suppliers/dest-deutsche-edelstahlwerke-dew-" size="13" target="_blank">Deutsche Edelstahlwerke (DEW)</a></div><div class="materials-list__MaterialPropsWrapper-sc-1ickte1-2 hTQFno"></div><div class="materials-list__MaterialCompareWrapper-sc-1ickte1-3 bDcoHI"><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 kurrkX"></div></div></div><div class="materials-list__MaterialsListItem-sc-1ickte1-0 cVjyqt"><div class="materials-list__MaterialDataWrapper-sc-1ickte1-1 dtZnEZ"><p class="text__Text-sc-f4nboj-0 iidREl" color="#828282" size="13">Austenitic Stainless Steel</p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 QbWNQ" color="#3880E5" href="/materials/dests10-acidur-4305-at-" target="_blank">Acidur 4305 +AT </a><p class="text__Text-sc-f4nboj-0 lolWkU" size="13">Supplied by: </p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 dhcylR" color="#333333" href="/suppliers/dest-deutsche-edelstahlwerke-dew-" size="13" target="_blank">Deutsche Edelstahlwerke (DEW)</a></div><div class="materials-list__MaterialPropsWrapper-sc-1ickte1-2 hTQFno"></div><div class="materials-list__MaterialCompareWrapper-sc-1ickte1-3 bDcoHI"><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 kurrkX"></div></div></div><div class="materials-list__MaterialsListItem-sc-1ickte1-0 cVjyqt"><div class="materials-list__MaterialDataWrapper-sc-1ickte1-1 dtZnEZ"><p class="text__Text-sc-f4nboj-0 iidREl" color="#828282" size="13">Superaustenitic Stainless Steel</p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 QbWNQ" color="#3880E5" href="/materials/vdmm023-vdm-alloy-926" target="_blank">VDM® Alloy 926</a><p class="text__Text-sc-f4nboj-0 lolWkU" size="13">Supplied by: </p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 dhcylR" color="#333333" href="/suppliers/vdmm-vdm-metals" size="13" target="_blank">VDM Metals</a></div><div class="materials-list__MaterialPropsWrapper-sc-1ickte1-2 hTQFno"></div><div class="materials-list__MaterialCompareWrapper-sc-1ickte1-3 bDcoHI"><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 kurrkX"></div></div></div><div class="materials-list__MaterialsListItem-sc-1ickte1-0 cVjyqt"><div class="materials-list__MaterialDataWrapper-sc-1ickte1-1 dtZnEZ"><p class="text__Text-sc-f4nboj-0 iidREl" color="#828282" size="13">Martensitic Stainless Steel</p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 QbWNQ" color="#3880E5" href="/materials/dests7-acidur-4418-qt900-" target="_blank">Acidur 4418 QT900 </a><p class="text__Text-sc-f4nboj-0 lolWkU" size="13">Supplied by: </p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 dhcylR" color="#333333" href="/suppliers/dest-deutsche-edelstahlwerke-dew-" size="13" target="_blank">Deutsche Edelstahlwerke (DEW)</a></div><div class="materials-list__MaterialPropsWrapper-sc-1ickte1-2 hTQFno"></div><div class="materials-list__MaterialCompareWrapper-sc-1ickte1-3 bDcoHI"><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 kurrkX"></div></div></div><div class="materials-list__MaterialsListItem-sc-1ickte1-0 cVjyqt"><div class="materials-list__MaterialDataWrapper-sc-1ickte1-1 dtZnEZ"><p class="text__Text-sc-f4nboj-0 iidREl" color="#828282" size="13">Duplex Stainless Steel</p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 QbWNQ" color="#3880E5" href="/materials/dests15-acidur-4462-at-" target="_blank">Acidur 4462 +AT </a><p class="text__Text-sc-f4nboj-0 lolWkU" size="13">Supplied by: </p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 dhcylR" color="#333333" href="/suppliers/dest-deutsche-edelstahlwerke-dew-" size="13" target="_blank">Deutsche Edelstahlwerke (DEW)</a></div><div class="materials-list__MaterialPropsWrapper-sc-1ickte1-2 hTQFno"></div><div class="materials-list__MaterialCompareWrapper-sc-1ickte1-3 bDcoHI"><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 kurrkX"></div></div></div><div class="materials-list__MaterialsListItem-sc-1ickte1-0 cVjyqt"><div class="materials-list__MaterialDataWrapper-sc-1ickte1-1 dtZnEZ"><p class="text__Text-sc-f4nboj-0 iidREl" color="#828282" size="13">Martensitic Stainless Steel</p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 QbWNQ" color="#3880E5" href="/materials/dests7a-acidur-4418-qt760-" target="_blank">Acidur 4418 QT760 </a><p class="text__Text-sc-f4nboj-0 lolWkU" size="13">Supplied by: </p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 dhcylR" color="#333333" href="/suppliers/dest-deutsche-edelstahlwerke-dew-" size="13" target="_blank">Deutsche Edelstahlwerke (DEW)</a></div><div class="materials-list__MaterialPropsWrapper-sc-1ickte1-2 hTQFno"></div><div class="materials-list__MaterialCompareWrapper-sc-1ickte1-3 bDcoHI"><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 kurrkX"></div></div></div><div class="materials-list__MaterialsListItem-sc-1ickte1-0 cVjyqt"><div class="materials-list__MaterialDataWrapper-sc-1ickte1-1 dtZnEZ"><p class="text__Text-sc-f4nboj-0 iidREl" color="#828282" size="13">Duplex Stainless Steel</p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 QbWNQ" color="#3880E5" href="/materials/ugit0076-ugima-4460-cold-finished" target="_blank">UGIMA® 4460 Cold Finished</a><p class="text__Text-sc-f4nboj-0 lolWkU" size="13">Supplied by: </p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 dhcylR" color="#333333" href="/suppliers/ugit-ugitech" size="13" target="_blank">Ugitech</a></div><div class="materials-list__MaterialPropsWrapper-sc-1ickte1-2 hTQFno"></div><div class="materials-list__MaterialCompareWrapper-sc-1ickte1-3 bDcoHI"><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 kurrkX"></div></div></div><div class="materials-list__MaterialsListItem-sc-1ickte1-0 cVjyqt"><div class="materials-list__MaterialDataWrapper-sc-1ickte1-1 dtZnEZ"><p class="text__Text-sc-f4nboj-0 iidREl" color="#828282" size="13">Duplex Stainless Steel</p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 QbWNQ" color="#3880E5" href="/materials/ugit0077-ugima-4460-cold-finished-and-drawn" target="_blank">UGIMA® 4460 Cold Finished and Drawn</a><p class="text__Text-sc-f4nboj-0 lolWkU" size="13">Supplied by: </p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 dhcylR" color="#333333" href="/suppliers/ugit-ugitech" size="13" target="_blank">Ugitech</a></div><div class="materials-list__MaterialPropsWrapper-sc-1ickte1-2 hTQFno"></div><div class="materials-list__MaterialCompareWrapper-sc-1ickte1-3 bDcoHI"><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 kurrkX"></div></div></div><div class="materials-list__MaterialsListItem-sc-1ickte1-0 cVjyqt"><div class="materials-list__MaterialDataWrapper-sc-1ickte1-1 dtZnEZ"><p class="text__Text-sc-f4nboj-0 iidREl" color="#828282" size="13">Precipitation Hardening Stainless Steel</p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 QbWNQ" color="#3880E5" href="/materials/ugit0129-ugi-4545-air-h1025" target="_blank">UGI® 4545 AIR H1025</a><p class="text__Text-sc-f4nboj-0 lolWkU" size="13">Supplied by: </p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 dhcylR" color="#333333" href="/suppliers/ugit-ugitech" size="13" target="_blank">Ugitech</a></div><div class="materials-list__MaterialPropsWrapper-sc-1ickte1-2 hTQFno"></div><div class="materials-list__MaterialCompareWrapper-sc-1ickte1-3 bDcoHI"><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 kurrkX"></div></div></div><div class="materials-list__MaterialsListItem-sc-1ickte1-0 cVjyqt"><div class="materials-list__MaterialDataWrapper-sc-1ickte1-1 dtZnEZ"><p class="text__Text-sc-f4nboj-0 iidREl" color="#828282" size="13">Martensitic Stainless Steel</p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 QbWNQ" color="#3880E5" href="/materials/dests1-corrodur-4021-qt800-" target="_blank">Corrodur 4021 QT800 </a><p class="text__Text-sc-f4nboj-0 lolWkU" size="13">Supplied by: </p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 dhcylR" color="#333333" href="/suppliers/dest-deutsche-edelstahlwerke-dew-" size="13" target="_blank">Deutsche Edelstahlwerke (DEW)</a></div><div class="materials-list__MaterialPropsWrapper-sc-1ickte1-2 hTQFno"></div><div class="materials-list__MaterialCompareWrapper-sc-1ickte1-3 bDcoHI"><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 kurrkX"></div></div></div><div class="materials-list__MaterialsListItem-sc-1ickte1-0 cVjyqt"><div class="materials-list__MaterialDataWrapper-sc-1ickte1-1 dtZnEZ"><p class="text__Text-sc-f4nboj-0 iidREl" color="#828282" size="13">Martensitic Stainless Steel</p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 QbWNQ" color="#3880E5" href="/materials/dests3-corrodur-4034-annealed-" target="_blank">Corrodur 4034 Annealed </a><p class="text__Text-sc-f4nboj-0 lolWkU" size="13">Supplied by: </p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 dhcylR" color="#333333" href="/suppliers/dest-deutsche-edelstahlwerke-dew-" size="13" target="_blank">Deutsche Edelstahlwerke (DEW)</a></div><div class="materials-list__MaterialPropsWrapper-sc-1ickte1-2 hTQFno"></div><div class="materials-list__MaterialCompareWrapper-sc-1ickte1-3 bDcoHI"><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 kurrkX"></div></div></div><div class="materials-list__MaterialsListItem-sc-1ickte1-0 cVjyqt"><div class="materials-list__MaterialDataWrapper-sc-1ickte1-1 dtZnEZ"><p class="text__Text-sc-f4nboj-0 iidREl" color="#828282" size="13">Martensitic Stainless Steel</p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 QbWNQ" color="#3880E5" href="/materials/dests4-acidur-4057-qt800-" target="_blank">Acidur 4057 QT800 </a><p class="text__Text-sc-f4nboj-0 lolWkU" size="13">Supplied by: </p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 dhcylR" color="#333333" href="/suppliers/dest-deutsche-edelstahlwerke-dew-" size="13" target="_blank">Deutsche Edelstahlwerke (DEW)</a></div><div class="materials-list__MaterialPropsWrapper-sc-1ickte1-2 hTQFno"></div><div class="materials-list__MaterialCompareWrapper-sc-1ickte1-3 bDcoHI"><div class="check-box__CheckBoxDesign-sc-1ptpc08-0 kurrkX"></div></div></div><div class="materials-list__MaterialsListItem-sc-1ickte1-0 cVjyqt"><div class="materials-list__MaterialDataWrapper-sc-1ickte1-1 dtZnEZ"><p class="text__Text-sc-f4nboj-0 iidREl" color="#828282" size="13">Precipitation Hardening Stainless Steel</p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 QbWNQ" color="#3880E5" href="/materials/dests8-acidur-4542-p800-" target="_blank">Acidur 4542 P800 </a><p class="text__Text-sc-f4nboj-0 lolWkU" size="13">Supplied by: </p><a class="styled-link-styles__StyledLinkStyles-sc-l1ctuc-0 dhcylR" color="#333333" href="/suppliers/dest-deutsche-edelstahlwerke-dew-" size="13" target="_blank">Deutsche Edelstahlwerke (DEW)</a></div><div class="materials-list__MaterialPropsWrapper-sc-1ickte1-2 hTQFno"></div><div class="materials-list__MaterialCompareWrapper-sc-1ickte1-3 bDcoHI"><div 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Limited","materialsCount":10}]},"collapsed":{"categories":[]},"specification":{"queryParams":"categories=steel\u0026tags=form:bar","clauses":[{"type":"tags","id":"form","value":"bar","label":"Bar"}]},"tags":[{"id":"form","value":"bar","label":"Bar"}],"view":"result-list","sidebarCollapsed":false,"unitsSystem":"metric","polymerFilter":{"disabled":true}},"supplierSearch":{"specification":{"grade":{"value":"","touched":false},"form":{"value":"","touched":false},"country":{"value":[]},"certification":{"value":[]}},"grades":[],"forms":[],"countries":[],"certifications":[],"results":{"companies":{"data":[],"companiesCount":20,"equivalentsCount":20,"page":1}},"view":"result-list","map":{"selectedLocation":{"id":"Location 1","companyCode":"Supplier A"},"locations":[{"companyCode":"Supplier A","id":"Location 1","position":{"lat":41.3954,"lng":20.162}},{"companyCode":"Supplier A","id":"Location 2","position":{"lat":41.3917,"lng":25.1649}},{"companyCode":"Supplier A","id":"Location 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5","isEquivalent":true,"position":{"lat":38.3773,"lng":37.1915}}]}},"categoriesTree":{"list":[],"selected":{},"recommended":{}},"messages":{"conversationsList":[],"currentConversation":null,"selectedConversationId":""},"messagesAdmin":{"adminConversationsList":[],"adminCurrentConversation":"","adminCurrentRecommendedSuppliers":[],"adminCurrentLinkedSuppliers":[],"selectedAdminConversationId":"","filterType":"code","filterValue":"","resolution":"","sort":"desc","sortingField":"createdDate","size":10,"page":0,"conversationsCount":0,"pagesCount":0,"suppliers":[]},"suppliersFilter":{"suppliersTree":null,"selectedSuppliers":null},"undo":{},"propertiesTree":{"list":[],"selected":{}},"retargeting":{"title":"","data":[],"selectedUsersIds":[],"singleUserId":""},"formData":{"materialId":"","companyCodes":[],"categories":[],"formName":"","verifiedDistributors":[]},"supplierDashboard":{"currentDashboardView":"","currentDashboardMenuSubItem":null,"dashboardInfo":{}},"applicationsFilter":{"applications":[],"selectedApplications":[]},"unseen":{"unseenConversationsCount":0},"ashbyChart":{"data":{},"zoomedViewData":{"supplierMaterials":[],"context":{}},"clickedClusters":[],"suppliers":[]},"campaigns":{"categoryCampaigns":[],"defaultCampaigns":[{"name":"Default Ad","category":"matmatch","supplierId":"Default","slots":["Top"],"targetUrl":"https://go.matmatch.com/advertise","targetWindow":"_blank","banners":[{"size":"728x90","imageId":"d792d789-c5c3-4a70-808b-3ec5ff2d9d33"}]}]},"searchBar":{"show":true},"advancedSearchPlotMaterials":{"ashbyChartSettings":{"propertyX":"density","propertyY":"elastic-modulus"}}}},"page":"/advanced-search","query":{"categories":"steel","tags":"form:bar"},"buildId":"d4287122","runtimeConfig":{"NODE_ENV":"production","MATMATCH_CONFIG_ENV":"production","SENTRY_DSN":"https://adb8811c666c47d48ea65639f264583b@sentry.io/189857","RECAPTCHA_KEY":"6LcKSOAUAAAAALB76MApsk-XoTTzEBY2-oqMwwLm","GA_ENABLED":true,"GA_ENABLE_LOG_TO_CONSOLE":false,"LEADFEEDER_ENABLED":true,"LEADFEEDER_TRACKING_ID":"Yn8J1xYRVZwgW0Rk","HUBSPOT_ENABLED":true,"HUBSPOT_TRACKING_ID":"4597184","HUBSPOT_SUBSCRIPTION_ID":"7207954","HUBSPOT_NEWSLETTER_FORM_ID":"406d64d3-90e0-4174-902c-5fb4e72743ee","HUBSPOT_CONTACT_FORM_ID":"1d836df6-1a29-42af-b067-822ad3021c1f","HUBSPOT_SUSTAINABILITY_FORM_ID":"ac183d3d-8966-4086-b781-2d843b345377","HUBSPOT_REQUEST_BOARD_FORM_ID":"0726b812-0d7c-4b9a-848b-ee6797c92db0","HUBSPOT_CONTACT_FORM_ID_FIELD_NAMES":{"supplyMaterialsFieldName":"is_materials_supplier__c"},"HUBSPOT_REQUEST_MATERIAL_DATA_FORM_ID":"bce2daac-e6e7-41cb-ba4c-b4e27c7fec37","HUBSPOT_REQUEST_BOOK_A_DEMO":"ed5d8d19-d961-48cf-b58c-f192500e6eb7","HUBSPOT_REQUEST_BOOK_A_DEMO_FORM_LINK":"https://share.hsforms.com/17V2NGdlhSM-1jPGSUA5utw2qj7k","HUBSPOT_REQUEST_BOOK_A_DEMO_FIELD_NAMES":{"supplierTypesFieldName":"plsuppliertype__c"},"HUBSPOT_REQUEST_BOOK_A_MEETING":"b4b7750c-75f8-4741-8fe6-daec03c1454b","HUBSPOT_GET_IT_NOW":"818cf677-3f93-4f86-83dc-43996c9c8b2d","ADBUTLER_ENABLED":true,"ADBUTLER_ACCOUNT_ID":181075,"ADBUTLER_ADVANCED_SEARCH_ZONE_ID":470439,"ADBUTLER_MATERIAL_PAGE_ZONE_ID":470587,"ADBUTLER_CONTENT_HUB_ZONE_ID":473203,"GA_TRACKING_ID":"UA-85033665-5","GA_OPTIMIZE_ID":"GTM-KQK3NFF","GTM_ID":"GTM-PV6RPFJ"},"isFallback":false,"customServer":true,"gip":true,"appGip":true,"scriptLoader":[]}</script></body></html>Using the ‘find_all’ function of soup we can find all these blocks by specifying the details of the block, i.e. <div class=”job_seen_beacon>
The length of jobs_soup should be the number of job panels on the page, and each should be for a specific job. The output for the first is shown below (different search criteria).
#collapse-output
jobs_soup=soup.find_all(name="div", attrs={"class":"job_seen_beacon"})
jobs_soup[0]We now need to pick out the details of the job from these blocks. To do this we go back to Chrome.
Clicking on one of the job titles displays the job title is given as:
<span title="Data Analyst">Data Analyst</span>
There are a few ways we can extract this. What we want is a “span” with a feature called “title”. One way is to scroll through all “div” and find one with a title, using the except to help if it doesn’t have a title.
div=jobs_soup[0]
for ab in div.find_all(name="span"):
try:
aJob=ab['title']
except:
pass
aJob'Electricians Mate / Electrical Improver'Each category we want to extract is slightly different so requires a slightly different approach. Although, the same procedure of using the developer tools in chrome and then modifying how the soup is searched is used.
For the company name it is within <span class=”companyName”><a>Company X…
So can be accessed from the string within the span with class= companyName .
aaa=div.find_all(name="span", attrs={"class":"companyName"})
aaa[0].string'Electrical Avenue'Function to scrape
This can be done for other details we might want from the other job details as below in a single function
def extract_title(soup):
#initialse
jobs = []
company=[]
pay=[]
descr=[]
#"job_seen_beacon" is the div for each job panel
# would be better to use <a> tag with
for div in soup.find_all(name="div", attrs={"class":"job_seen_beacon"}):
#for the company name is in span tag with class=companyName
aComp="-"
for a in div.find_all(name="span", attrs={"class":"companyName"}):
try:
aComp=a.string
except:
print('exception comp')
pass
company.append(a.string)
aJob='-'
for ab in div.find_all(name="span"):
try:
aJob=ab['title']
except: #Exception
pass
jobs.append(aJob)
aPay="0"
for abc in div.find_all(name="span", attrs={"class":"salary-snippet"}):
try:
aPay=abc.string
except:
print('exception pay')
pass
pay.append(aPay)
aDescr=''
abc = div.find_all(name='div',attrs={"class":"job-snippet"})
for abcd in abc[0].find_all(name='li'):
try:
aDescr=aDescr+abcd.getText()+'-'
except:
print('exception decr')
pass
descr.append(aDescr)
sa=soup.find_all(name='a',attrs={"target":"_blank"})
urlss=[]
strURLstart='https://www.indeed.co.uk'
for aSect in sa:
li=[]
try:
aCheck=aSect['id']
li.append(aCheck)
urlss.append(strURLstart+aSect['href'])
except:
pass
return jobs, company, pay, descr, urlssBut there may be more than the first page, so creating a function that can just take:
- Job details
- Location
- Maximum number of returned results.
We get the following:
## Cycle through pages and call inner function 'extract_title'
def extract_outer(jobtype,location,max_results):
import requests
import bs4
from bs4 import BeautifulSoup
import pandas as pd
import numpy as np
import copy as copy
import time
#Split job into two string with plus - i.e. "road sweeper"->"road + sweeper"
jobtype=jobtype.replace(' ',' + ')
#initialise values
df=pd.DataFrame(columns=['Company','Job Title','Pay','Details','URL'])
#Scroll through pages i.e. 0-9 in page1 --10-19 in page2 (in theory!)
i=0
for start in range(0, max_results, 10):#Add 10 on till a max
#initialise values
num = (len(df) + 1)
jobs_, company_, pay_, descr_, urlss_ = [], [] , [], [], []
num=str(start)
#add a pause
time.sleep(1)
#get URL
URL="https://uk.indeed.com/jobs?q="+jobtype+"&l="+location+"&start="+num#conducting a request of the stated URL above:
page = requests.get(URL)#specifying a desired format of “page” using the html parser - this allows python to read the various components of the page, rather than treating it as one long string.
soup = BeautifulSoup(page.text, "html.parser")#printing soup in a more structured tree format that makes for easier reading
#call the inner function
jobs_, company_, pay_, descr_, urlss_=extract_title(soup)
# append the lists
if i==0: ## on 1st go assign df values
df['Company']=company_
df['Job Title']=jobs_
df['Pay']=pay_
df['Details']=descr_
df['URL']=urlss_
else: ## on next ones concat df with a new df
df_=pd.DataFrame(columns=['Company','Job Title','Pay','Details','URL'])
df_['Company']=company_
df_['Job Title']=jobs_
df_['Pay']=pay_
df_['Details']=descr_
df_['URL']=urlss_
df=pd.concat(
[df,df_
]
)
del df_
i=i+1
df=df.reset_index(drop=True)#reset index- drop stops index becoming a column
return dfWhich can be called to return a pandas DataFrame with:
- Company
- Job Title
- Pay
- Job Details
- URL for more details
The function is called like this:
jobtitle='data analyst'
maxRes=50
locat="Swansea%2C+Swansea"
fname="indeed_"+jobtitle+'_'+locat+'_maxRes='+str(maxRes)+'.csv'
df=extract_outer(jobtitle,locat,maxRes)
df.head(10)| Company | Job Title | Pay | Details | URL | |
|---|---|---|---|---|---|
| 0 | CAIS | Data / BI Analyst & Developer | 0 | This role will be instrumental in developing a... | https://www.indeed.co.uk/company/CAIS/jobs/Dat... |
| 1 | Jisc | Scholarly Communications Data Analyst | 0 | The Data analyst will be responsible for colle... | https://www.indeed.co.uk/pagead/clk?mo=r&ad=-6... |
| 2 | Digital Health and Care Wales | Support and Business Analyst | 0 | Until recently this type of information was he... | https://www.indeed.co.uk/rc/clk?jk=c95fc84ef57... |
| 3 | ERS Administration Services | Senior Risk Analyst | 0 | Are you an experienced Risk Analyst looking fo... | https://www.indeed.co.uk/rc/clk?jk=c239d92f7fa... |
| 4 | IQUW | Senior Risk Analyst | 0 | Are you an experienced Risk Analyst looking fo... | https://www.indeed.co.uk/rc/clk?jk=fd313f82db9... |
| 5 | Momentum Security Recruitment | Business Analyst | 0 | Collection and analysis of data to support man... | https://www.indeed.co.uk/company/Momentum-Secu... |
| 6 | Public Health Wales NHS Trust | Principal Information Analyst / Finance Delive... | 0 | The ideal candidate will be enthusiastic about... | https://www.indeed.co.uk/rc/clk?jk=2cbca7681eb... |
| 7 | IQUW Group | Senior Risk Analyst | 0 | As a key member of the Risk Management Team, t... | https://www.indeed.co.uk/company/IQUW-Group/jo... |
| 8 | Momentum Security Recruitment | Business Test Analyst | 0 | Understanding of data creation and manipulatio... | https://www.indeed.co.uk/company/Momentum-Secu... |
| 9 | Public Health Wales NHS Trust | Senior Business Analyst - Finance Delivery Unit | 0 | You will work within the Analytics Centre of E... | https://www.indeed.co.uk/rc/clk?jk=d354ad34b6a... |
Looking inside the individual pages
So far the data frame just has details available on the main search page. The information is limited (see details tab below).
More details can be found on the individual pages
df.iloc[0].Details'This role will be instrumental in developing a new infrastructure of data development and insights.-As part of this we are introducing new tools, technology and…-'For each job the same webscraping procedure can be used to get information from the job page.
Below is how to get the full description
URL=df.URL[0]
page = requests.get(URL)#specifying a desired format of “page” using the html parser - this allows python to read the various components of the page, rather than treating it as one long string.
soup = BeautifulSoup(page.text, "html.parser")#printing soup in a more structured tree format that makes for easier reading
asoup=soup.find(name="div", attrs={"id":"jobDescriptionText"})
asoup2=asoup.text
asoup2'An opportunity has arisen for an enthusiastic and self-motivated individual to join our newly formed Data and Evaluation Department. Adferiad are embarking on a new Data, Insight and CRM Delivery Plan to maximise our data as an asset, create an insight driven culture and modernise our ways of working. As part of this we are introducing new tools, technology and processes to continually improve our data and CRM capabilities; and empower a digital-first approachThis is a new and exciting role and is based in our busy Office in Llansamlet, Swansea; however, as Adferiad provide services across all counties in Wales, some travel may be required. Working within a team of Data and IT colleagues, this role is an exciting opportunity for those interested in a career within the analytic field. This role will be instrumental in developing a new infrastructure of data development and insights.Reference ID: H69Job Type: PermanentSalary: £29,226.00 per yearBenefits:On-site parkingSchedule:Monday to Friday'Details of this could then be extracted to look for key words, salary etc. Using Natural Language Processing.
Indeed overview
At this stage one might think “I can do this in my web browser“. Which is obviously true.
But this data can now be processed further to find other things. Maybe we want to compare pay in different regions, look for where there are more jobs of a certain type, interrogate the jobs details for specific information.
Example using selenium
This uses the same methodology as above but instead uses Selenium which controls a web browser.
This means links can be clicked, or other boxes can be okayed (e.g. accept cookie box).
Since this was done it appears the website has slightly changed as the code does not work.
# Some imports
import requests
import bs4
from bs4 import BeautifulSoup
import pandas as pd
from selenium.webdriver.common.keys import Keys
from selenium import webdriver
import time
import osGet web driver for chrome from https://chromedriver.chromium.org/downloads
Then use it to open the website.
#hide
URLweb = "https://matmatch.com/advanced-search?categories=steel&tags=form:bar"
browser_loc='C:/Users/44781/pyproj/chromedriver.exe'#import chrome webdriver
URL = URLweb
browser = webdriver.Chrome(browser_loc)
browser.get(URL)Chrome is now controlled from this notebook
#get rid of cookie q
elem2=browser.find_element_by_tag_name('button')
browser.execute_script("arguments[0].click();", elem2)The functions
1. innerPage
this scrolls through each search page
and calls OneSearchPage
2. OneSearchPage
One of the search pages
For each link calls gothrough_A_Link
3. gothrough_A_Link
This looks on a materials page
This then calls getTableData function to extract table data
4. getTableData
getTableData
def innerPage(browser):
import time
f=0
ii=0
#first time through
dfAll=OneSearchPage(browser)
foutname='steel_bar_'+str(ii)
dfAll.to_csv(foutname)
print('ii ',ii)
while f==0:
if ii<200:
#find Next page button and click it
elemNext=browser.find_elements_by_xpath("//button[contains(@data-test-item,'next-page')]")
try:
elemNext[0].click()#this should fail if last page
except:
f=1
print('failed',elemNext[0].text)
break
time.sleep(1)
#next timeS through
dfAll=OneSearchPage(browser)
ii=ii+1
foutname='steel_bar_'+str(ii)
dfAll.to_csv(foutname)
print('ii ',ii)
else:
break
return dfAlldef OneSearchPage(browser,*dfnew):
#find each element with <a> and contain materials
elem2=browser.find_elements_by_xpath("//a[contains(@href,'/materials/')]")
if 'df' in locals():
del df
if 'df_' in locals():
del df_
i=0
for eel in elem2:
if i<200:
print(eel.text)
time.sleep(1)
if len(dfnew)>0:##if we give dfnew as input
df_=gothrough_A_Link(eel,browser)
if i==0:
dfOne=dfnew[0].append(df_)
else:
dfOne=dfOne.append(df_)
else:#if don't give input dfnew
if i==0:#on 1st call create dfOne
dfOne=gothrough_A_Link(eel,browser)
else:#on 2nd call append
df_=gothrough_A_Link(eel,browser)
dfOne=dfOne.append(df_)
i=i+1
time.sleep(1)
print('i ',i)
else:
break
return dfOnedef gothrough_A_Link(pageElement,browser):
import time
from selenium.webdriver.common.keys import Keys
#give like gothrough_A_Link(elem2[ii],browser)
time.sleep(.6)
# print(pageElement)
#open element- but in new tab
try:
pageElement.click()#send_keys(Keys.RETURN)
except:
time.sleep(0.9)
time.sleep(0.9)
#switch to new window
#get current window
p = browser.current_window_handle
#get windows
chwd=browser.window_handles
for w in chwd:
#switch focus to child window
if(w!=p):
browser.switch_to.window(w)
break
time.sleep(0.9)
#get current url
url_current=browser.current_url
#get table details
df=getTableData(url_current)
#close new window
time.sleep(0.9)
browser.close()
browser.switch_to.window(browser.window_handles[0])
return df
############################################################################################
############################################################################################
def getTableData(URL):
import requests
import bs4
from bs4 import BeautifulSoup
import pandas as pd
res = requests.get(URL)
soup = BeautifulSoup(res.content,'lxml')
# get alloy name
titla=soup.find('h1').text
# print(titla)
#get alloy description
descripta=soup.find('div',{'class':'common__SubSectionWrapper-sc-3st4qy-0 lbsGSv'}).getText()
descripta=descripta.replace('Description','Description: ')
descripta=descripta.split('More technical information')[0]#sometimes occurs
#get table
table = soup.find_all('table')
tdAll=[]
nomsAll=[]
accepted_strings={'Density','Elastic modulus','Elongation','Tensile strength','Yield strength'}
for ta in table:
# print('-------------------\n',ta.text[0:30])
tatr=ta.find_all('tr')
textdegC="°C"
for trr in tatr:
# print(trr.text[0:30])
tatrtd=trr.find_all('td')
try:
textaStartRow=tatrtd[0].text
if textaStartRow=="Density":
nomsAll.append(textaStartRow)
if 'g/cm' in tatrtd[1].p.text:
tdAll.append(tatrtd[1].p.text)
elif 'g/cm' in tatrtd[2].p.text:
tdAll.append(tatrtd[2].p.text)
elif textaStartRow=="Elastic modulus":
nomsAll.append(textaStartRow)
if "textdegC" in tatrtd[1].text:#if has deg C
tdAll.append(tatrtd[2].p.text)
elif not tatrtd[1].text:
tdAll.append(tatrtd[2].p.text)
else:
tdAll.append(tatrtd[1].p.text)
elif textaStartRow=="Elongation":
nomsAll.append(textaStartRow)
if "textdegC" in tatrtd[1].text:#if has deg C
tdAll.append(tatrtd[2].p.text)
elif not tatrtd[1].text:
tdAll.append(tatrtd[2].p.text)
else:
tdAll.append(tatrtd[1].p.text)
elif textaStartRow=="Charpy impact energy, V-notch":
nomsAll.append(textaStartRow)
if "textdegC" in tatrtd[1].text:#if has deg C
tdAll.append(tatrtd[2].p.text)
elif not tatrtd[1].text:
tdAll.append(tatrtd[2].p.text)
else:
tdAll.append(tatrtd[1].p.text)
elif textaStartRow=="Tensile strength":
nomsAll.append(textaStartRow)
if "textdegC" in tatrtd[1].text:#if has deg C
tdAll.append(tatrtd[2].p.text)
elif not tatrtd[1].text:
tdAll.append(tatrtd[2].p.text)
else:
tdAll.append(tatrtd[1].p.text)
elif textaStartRow=="Yield strength":
nomsAll.append(textaStartRow)
if "textdegC" in tatrtd[1].text:#if has deg C
tdAll.append(tatrtd[2].p.text)
elif not tatrtd[1].text:
tdAll.append(tatrtd[2].p.text)
else:
tdAll.append(tatrtd[1].p.text)
except:
pass
#Chemical composition
tableComp=soup.find('p',text='Chemical properties')#know it is below a paragraph with title Chemical Properties
try:
taatta=tableComp.next_sibling
trComp=taatta.find_all('tr')
compPC=[]
compID=[]
for trr in trComp:
try:
tdd=trr.find_all('td')
nomsAll.append(tdd[0].text)
tdAll.append(tdd[1].p.text)
except:
pass
except:
pass
#if we want to
dff=pd.DataFrame(tdAll).transpose()
print(nomsAll,tdAll)
dff.columns=nomsAll
dff['Description']=descripta
dff.insert(0, 'Alloy', titla)
return dffdfOUT=innerPage(browser)
#and do some cleaning of data
df = cleanDFdatFunc(dfOUT)Look at the data
#hide
df = pd.read_csv("C:/Users/44781/pyproj/JobScraping/steel_sheet_Comb_Clean")
df.drop(columns=['Unnamed: 0'],inplace=True)df.head()| Alloy | Description | Elastic modulus | Elongation | Charpy impact energy, V-notch | Tensile strength | Yield strength | Carbon | Chromium | Copper | ... | Zirconium | Cobalt | Tungsten | Antimony | Arsenic | Bismuth | Calcium | Lead | Tin | Iron | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | VDM® Alloy 926 | Description: 1.4529 (X1NiCrMoCuN25-20-7) is an... | 193.0 | 0.0 | 0 | 650.0 | 0.0 | 0.020 | 20.5 | 1.00 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 45.240 |
| 1 | 1.4507 / X2CrNiMoCuN25-6-3 | Description: The material 1.4507 is a duplex s... | 200.0 | 0.0 | 0 | 800.0 | 0.0 | 0.030 | 25.0 | 1.75 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 59.715 |
| 2 | 1.4529 / X1NiCrMoCuN25-20-7 | Description: The material 1.4529 is an austeni... | 195.0 | 0.0 | 0 | 750.0 | 0.0 | 0.020 | 20.0 | 1.00 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 45.740 |
| 3 | 1.4521 / X2CrMoTi18-2 | Description: The material 1.4521 is a ferritic... | 220.0 | 0.0 | 0 | 550.0 | 0.0 | 0.025 | 18.5 | 0.00 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 76.440 |
| 4 | DIN 17103 Grade TStE 285 normalized or normali... | Description: The fine grained steel TStE 285 i... | 217.0 | 24.0 | 0 | 420.0 | 255.0 | 0.160 | 0.3 | 0.20 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 97.485 |
5 rows × 32 columns
import matplotlib.pyplot as plt
coluse='Tensile strength'
coluse2='Elongation'
df_=df[df[coluse]>0]
df_=df_[df_[coluse2]>0]
plt.scatter(x=df_[coluse2],y=df_[coluse])
plt.xlabel(coluse2 +'%')
plt.ylabel(coluse +' MPa')
plt.grid('on')
Do some Quick Machine Learning
- X=composition to predict Y=Elongation or Yield strength or Tensile strength
- Used RandomForestRegressor from scikit learn https://scikit-learn.org/stable/
- 30% test 70% to train
- Results from test data when trained on train data
- MAE: 2.7%
- Tensile strength MAE: 74 Mpa
- Yield strength MAE: 84 MPa
