Data scraper's toolbox

Jun 1, 2016Download as PPTX, PDF0 likes142 views

Presentation for Transparency Camp EU How to open up data when it's not open? A quick overview of basic and advanced tools & technologies for scraping data.

A
Data Scraper’s
Toolbox
Alice Corona
Data Journalist &
Researcher
@alice_corona
alice-corona.nl
data-journalism-tools.silk.co

Despite its fame, scraping is
a highly creative process.
It requires…
? Problem solving
? Lateral thinking
? Planning for efficiency
? Prediction and planning for possible outcomes
and uses
? Methodological choices affect the whole outcome
Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

annot be a course on web scraping teaching you ‘so
We can dive into the fine art of scraping by learning tools
and techniques. Then each individual personality can
adapt, mix and mash this knowledge according to each
individual problem
Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

“process of automatically
collecting information
from the Web”
~ Wikipedia on “Web Scraping”
Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

?
Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

? Manual copy-paste
? Text grepping / RegEx
? HTML parsing (CSS,
XPATH…)
? Web Scraping Software
Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

Copy-Paste
Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

Data Import in Google
Sheets
Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

Chrome’s Scrape-
Similar
Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

X-Path Parsing in
Google Sheets
Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

SearchLink
“SearchLink is a System Service for OS X which
handles searching multiple sources and automatically
generating Markdown links for text”
http://brettterpstra.com/projects/searchlink/
Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

APIs
Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

Scripts
Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

Scraping Software
Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

“Hidden Secrets”
Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

is scraping legal?
Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

is scraping ethical?
Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

Consider…
? Brute force attacks and DoS (prefer APIs,
when available)
? Your use of the data (copyright, privacy…)
Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

This document outlines various tools and techniques for web scraping, including both manual and automated methods. It notes that scraping requires creativity, problem solving, and adapting techniques to individual problems. Various scraping methods are presented, such as copy-paste, regular expressions, HTML parsing, and scraping software. It also addresses ethical and legal considerations around scraping and recommends using APIs when possible to avoid brute force attacks. The goal is to explore the "fine art of scraping" rather than provide set solutions.

Digital Publishing Made Easy with the OSCI ToolkitKyle Jaebker

Developing digital publications can often be a challenging process with uncertain outcomes. The OSCI Toolkit was developed to ease the publishing process by creating both an authoring environment for content creators and a flexible reading experience for users. This session will show how the OSCI Toolkit can be leveraged to generate online publications and ePub documents. With lots of out-of-the-box functionality, main features will be discussed, as well as customizing for your institution.

Betabit - syrwag 2018-03-28Dani?l te Winkel

This document provides an introduction and overview of graph databases. It discusses key concepts like vertices, edges, and paths. It also covers different graph database tools and languages, including Neo4j, Cosmos DB, Gremlin, and Cypher. Example use cases are presented like social networks, recommendations, and knowledge graphs. Common operations like CRUD and querying are also addressed. The document aims to demonstrate how graph databases are well-suited for connected data and relationship-based queries.

Design for scaleDoug Lampe

Architecture - why so serious?Barbara Fusinska

This document discusses architecture patterns for ASP.Net MVC web applications. It covers topics like software components, domain design, infrastructure, ORM strategies including micro ORMs and full-fledged ORMs. It also discusses repositories, database schema, separating read models from the domain, using commands to isolate business logic in the domain, and managing transactions per request. The presentation demonstrates an app called "Let's Go Out" and summarizes key points like using IoC containers, ORMs, separating read and domain models, implementing commands, and handling transactions.

TOYOTA-CBA AUTO PARTS INDUSTRY CO., LIMITED-TOYOTAQueensa Hu

Manualscenturionshopper01

The document contains a list of various vehicle service manuals, repair manuals, and technical manuals for automobiles, motorcycles, tractors, snowblowers, and other vehicles from manufacturers such as John Deere, Chevrolet, Ferrari, Nissan, Subaru, Suzuki, Yamaha, and others. The manuals cover a range of vehicle models from the 1940s through the 2000s and include shop manuals, repair manuals, technical manuals, and more.

Managing and Using Assets in Rich Flash ExperiencesDavid Ortinau

Reaktive Programmierung mit den Reactive Extensions (Rx)NETUserGroupBern

This document provides an overview of a presentation on reactive programming. The presentation introduces reactive programming concepts and the Reactive Extensions (RX) framework in .NET. It discusses how RX treats events as observable collections and uses LINQ-like query operators to compose and combine event streams. The presentation includes demos showing how to create observables from events and asynchronous data sources and use RX operators to query and transform the resulting observable sequences.

ChrisSchilling_SideProjectsChris Schilling

This document lists several side projects and coursework that Chris Schilling has worked on to gain programming experience outside of university coursework. It describes projects like a to-do list app called Timen' that used Cordova and Ionic, a personal website that is a work in progress using technologies like JQuery, SCSS, and Pug, and an Android meme generator app. It also details a larger senior design project called SoundNStein that used C# and machine learning to generate music from uploaded sound clips. For each project, the skills and technologies learned are outlined.

Feature driven agile oriented web applicationsRam G Athreya

The document provides an overview of feature driven agile oriented web applications. It discusses why web development is important as more businesses move online. It also covers challenges in web development and provides an agenda for covering the full spectrum of web app development, including current technologies. The document proposes developing a stock market app as an example project to demonstrate concepts. It includes wireframes and diagrams of the backend and frontend architecture for web apps.

Ruby On Rails PresentationPaul Pajo

Citizen Developer Tools are not just for Citizen Developers (session at Share...Antti Koskela

So, the citizen developers have all the cool tools, and those that actually code for a living are left with legacy stuff? Not so fast! The same tools that Microsoft is targeting for citizen developers make development easier, faster and cheaper for everyone! This session combines tools such as Flow, Azure Cognitive Services and Azure Functions with some actual simple development work to provide highly customized, Machine Learning powered analysis workflow for the newly baked Modern Team Sites in SharePoint Online. This demo-heavy session will look at real business scenarios, and how we can solve them using citizen developer tools and some code (Because we’re developers after all, right?) After this session, you'll know how to create rich and customized business automation processes that use the latest tools offered to us by Microsoft.

Design Patterns for Developers - Technical 201Amazon Web Services

This document discusses design patterns for cloud architecture. It begins with an introduction to software design patterns and their history. It then covers the evolution of cloud architecture from physical infrastructure to virtual machines to containers and serverless computing. Various common design patterns are presented for each layer including three-tier apps, singleton, sidecar, ambassador and event-driven patterns. The document emphasizes that infrastructure can be treated as code with reusable patterns and provides resources for further learning.

Design Patterns for Developers - Technical 201Amazon Web Services

Doug McCune - Using Open Source Flex and ActionScript ProjectsDoug McCune

The document summarizes Doug McCune's presentation on riding coattails to the top using open source Flex/ActionScript projects. It discusses finding popular open source projects on sites like Google Code and RIAForge, highlights some hot projects in areas like computer vision, sound, and mapping, and provides demos of projects like Adobe's Open Source Media Framework and the Axiis data visualization framework. It also addresses challenges of staying up to date in this rapidly evolving space.

PLAT-20 Building Alfresco Prototypes in a Few HoursAlfresco Software

SIDE provides a set of tools that enable the developers to customize Alfresco very easily. From a single data model, we will show you forms, views and complex objects (automatically generated) that can be combined in a matter of minutes to build a fully functional prototype. We will show you direct dashboard customization by the user through the use of views and charts generated by SIDE from a single data model. SIDE is available in open source.

Xamarin toolsKym Phillpotts

This document provides a summary of tools and resources for mobile development across the design, development, testing, and deployment lifecycle with a focus on Xamarin. It includes links to design guidelines, prototyping tools, IDE extensions, data libraries, debugging tools, UI testing libraries, and deployment libraries. It also lists community resources like blogs, podcasts, and chat channels for staying up to date with Xamarin development.

Building a Big Data PipelineJesus Rodriguez

Building intranet applications with ASP.NET AJAX and jQueryAlek Davis

Citizen Developer Tools - session at SPS New England 10/20/2018Antti Koskela

Building APIs in an easy way using API PlatformAntonio Peric-Mazar

The web has changed! Users spend more time on mobile than on desktops and expect to have an amazing user experience on both. APIs are the heart of the new web as the central point of access data, encapsulating logic and providing the same data and same features for desktops and mobiles. In this workshop, Antonio will show you how to create complex APIs in an easy and quick way using API Platform built on Symfony.

Scalable Search Analyticsenterprisesearchmeetup

Analytics in Search Many companies including Lucidworks have embraced the Kibana open source code to add visualization and analytics to enhance search management. Ravi Krishnamurthy , VP of Professional Services at Lucidworks, will show Silk, Lucid's implementation of Kibana, which provides all the capabilities of the open source code but adds enterprise-critical capabilities like authentication and security to protect restricted content.

Building intranet applications with ASP.NET AJAX and jQueryAlek Davis

This document provides an overview of building intranet applications using ASP.NET AJAX and jQuery. It discusses the technologies used, including ASP.NET AJAX, jQuery, and rich internet applications. It also covers development topics such as common patterns, tools for debugging, and references for further learning. The presentation aims to provide an understanding of jQuery and ASP.NET AJAX and how to build applications using them.

Sharpen your "Architectural Documentation" SawKevin Hakanson

All solutions implicitly have an architecture, ideally one which is both intentional and documented. The Architectural Decision Records (ADR) process distributes architectural decision-making across team members. Accelerate the time-consuming process of hand drawing diagrams by rendering from a text-based source. Communicate effectively by committing both your markdown-based ADRs and text-based diagrams into your source code repository. This talk will review these techniques, provide actionable steps to adoption, and even live-code some examples.

The Art of Web Design, 101kellyhousholder

A design talk geared towards designers who are new to the world of web design. I’ll cover items such as: how web design is unique from other kinds of design (such as print), how to leverage research and analytics to create data informed designs, steps to become a proficient web designer and how to choose and work with developers. If there are folks in the room using Illustrator or PSD, I'll show you how to set up Illustrator files for web design and prep files for a developer.

Wix Machine Learning - Ran RomanoWix Engineering

Ran Romano leads Wix's ML engineering team. The presentation discusses Wix's ML platform, which allows data scientists to build, deploy, maintain and monitor ML models. The platform includes an offline and online feature store to prepare and serve features for models. It aims to get new models into production within 3 weeks. Various models in use at Wix are discussed, including for churn prediction, semantic search, and image analysis. Future plans include improved model CI/CD and auto feature discovery.

Darin Briskman_Amazon_June_9_2017_PresentationTriNimbus

2025-03-03-Philly-AAAI-GoodData-Build Secure RAG Apps With Open LLMTimothy Spann

Updated Willow 2025 Media Deck_Updated010325.pdftangramcommunication

More Related Content

Similar to Data scraper's toolbox (20)

Reaktive Programmierung mit den Reactive Extensions (Rx)NETUserGroupBern

ChrisSchilling_SideProjectsChris Schilling

Feature driven agile oriented web applicationsRam G Athreya

Ruby On Rails PresentationPaul Pajo

Citizen Developer Tools are not just for Citizen Developers (session at Share...Antti Koskela

Design Patterns for Developers - Technical 201Amazon Web Services

Doug McCune - Using Open Source Flex and ActionScript ProjectsDoug McCune

PLAT-20 Building Alfresco Prototypes in a Few HoursAlfresco Software

Xamarin toolsKym Phillpotts

Building a Big Data PipelineJesus Rodriguez

Building intranet applications with ASP.NET AJAX and jQueryAlek Davis

Citizen Developer Tools - session at SPS New England 10/20/2018Antti Koskela

Building APIs in an easy way using API PlatformAntonio Peric-Mazar

Scalable Search Analyticsenterprisesearchmeetup

Building intranet applications with ASP.NET AJAX and jQueryAlek Davis

Sharpen your "Architectural Documentation" SawKevin Hakanson

The Art of Web Design, 101kellyhousholder

Wix Machine Learning - Ran RomanoWix Engineering

Darin Briskman_Amazon_June_9_2017_PresentationTriNimbus

Reaktive Programmierung mit den Reactive Extensions (Rx)NETUserGroupBern

ChrisSchilling_SideProjectsChris Schilling

Feature driven agile oriented web applicationsRam G Athreya

Ruby On Rails PresentationPaul Pajo

Citizen Developer Tools are not just for Citizen Developers (session at Share...Antti Koskela

Design Patterns for Developers - Technical 201Amazon Web Services

Doug McCune - Using Open Source Flex and ActionScript ProjectsDoug McCune

PLAT-20 Building Alfresco Prototypes in a Few HoursAlfresco Software

Xamarin toolsKym Phillpotts

Building a Big Data PipelineJesus Rodriguez

Building intranet applications with ASP.NET AJAX and jQueryAlek Davis

Citizen Developer Tools - session at SPS New England 10/20/2018Antti Koskela

Building APIs in an easy way using API PlatformAntonio Peric-Mazar

Scalable Search Analyticsenterprisesearchmeetup

Building intranet applications with ASP.NET AJAX and jQueryAlek Davis

Sharpen your "Architectural Documentation" SawKevin Hakanson

The Art of Web Design, 101kellyhousholder

Wix Machine Learning - Ran RomanoWix Engineering

Darin Briskman_Amazon_June_9_2017_PresentationTriNimbus

Recently uploaded (20)

2025-03-03-Philly-AAAI-GoodData-Build Secure RAG Apps With Open LLMTimothy Spann

Updated Willow 2025 Media Deck_Updated010325.pdftangramcommunication

办理魁北克大学成绩单触购买加拿大鲍蚕础惭成绩单文凭定制taqyed

真实可查毕业证加拿大文凭购买，加拿大文凭定制，加拿大魁北克大学文凭补办【q薇1954292140】专业在线定制加拿大大学文凭成绩单用纸，定做加拿大本科文凭，【q薇1954292140】复制加拿大Université du Québec à Montréal completion letter。在线快速补办加拿大本科毕业证、硕士文凭证书，购买加拿大学位证、魁北克大学Offer，加拿大大学文凭在线购买。高仿真还原加拿大文凭证书和外壳，定制加拿大魁北克大学成绩单和信封。毕业证网上可查学历信息UQAM毕业证【q薇1954292140】办理加拿大魁北克大学毕业证(UQAM毕业证书)【q薇1954292140】毕业证外壳魁北克大学offer/学位证办学位证、留信官方学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作。帮你解决魁北克大学学历学位认证难题。特殊原因导致无法毕业，也可以联系我们帮您办理相关材料：１：在魁北克大学挂科了，不想读了，成绩不理想怎么办？？？ 2：打算回国了，找工作的时候，需要提供认证《UQAM成绩单购买办理魁北克大学毕业证书范本》【Q/WeChat：1954292140】Buy Université du Québec à Montréal Diploma《正式成绩单论文没过》有文凭却得不到认证。又该怎么办？？？加拿大毕业证购买，加拿大文凭购买， 3：回国了找工作没有魁北克大学文凭怎么办？有本科却要求硕士又怎么办？帮您解决在加拿大魁北克大学未毕业难题（Université du Québec à Montréal）文凭购买、毕业证购买、大学文凭购买、大学毕业证购买、买文凭、日韩文凭、英国大学文凭、美国大学文凭、澳洲大学文凭、加拿大大学文凭（q薇1954292140）新加坡大学文凭、新西兰大学文凭、爱尔兰文凭、西班牙文凭、德国文凭、教育部认证，买毕业证，毕业证购买，买大学文凭，购买日韩毕业证、英国大学毕业证、美国大学毕业证、澳洲大学毕业证、加拿大大学毕业证（q薇1954292140）新加坡大学毕业证、新西兰大学毕业证、爱尔兰毕业证、西班牙毕业证、德国毕业证，回国证明，留信网认证，留信认证办理，学历认证。从而完成就业。如果您在英、加、美、澳、欧洲等留学过程中或回国后： 1、在校期间因各种原因未能顺利毕业《UQAM成绩单工艺详解》【Q/WeChat：1954292140】《Buy Université du Québec à Montréal Transcript快速办理魁北克大学教育部学历认证书毕业文凭证书》，拿不到官方毕业证； 2、面对父母的压力，希望尽快拿到； 3、不清楚认证流程以及材料该如何准备； 4、回国时间很长，忘记办理； 5、回国马上就要找工作《正式成绩单魁北克大学学历认证失败怎么办》【q薇1954292140】《成绩单水印UQAM成绩单如何办理》办给用人单位看；　　 6、企事业单位必须要求办理的； 7、需要报考公务员、购买免税车、落转户口、申请留学生创业基金。加拿大文凭魁北克大学成绩单，UQAM毕业证【q薇1954292140】办理加拿大魁北克大学毕业证(UQAM毕业证书)【q薇1954292140】学历认证失败怎么办魁北克大学offer/学位证成绩单制作案例、留信官方学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作。帮你解决魁北克大学学历学位认证难题。【q薇1954292140】办理魁北克大学毕业证(UQAM毕业证书)毕业证范本【q薇1954292140】魁北克大学offer/学位证、留信官方学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作加拿大魁北克大学毕业证(UQAM毕业证书)学历学位证制作主营项目： 1、真实教育部国外学历学位认证《加拿大毕业文凭证书快速办理魁北克大学在线制作假学位证》【q薇1954292140】《论文没过魁北克大学正式成绩单》，教育部存档，教育部留服网站100%可查. 2、办理UQAM毕业证，改成绩单《UQAM毕业证明办理魁北克大学毕业证书购买》【Q/WeChat：1954292140】Buy Université du Québec à Montréal Certificates《正式成绩单论文没过》，魁北克大学Offer、在读证明、学生卡、信封、证明信等全套材料，从防伪到印刷，从水印到钢印烫金，高精仿度跟学校原版100%相同. 3、真实使馆认证（即留学人员回国证明），使馆存档可通过大使馆查询确认. 4、留信网认证，国家专业人才认证中心颁发入库证书，留信网存档可查. 《魁北克大学学位证书制作代办流程加拿大毕业证书办理UQAM学位证学生卡录取书》【q薇1954292140】学位证1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。成绩单购买最佳渠道加拿大文凭魁北克大学成绩单【q薇1954292140】复刻成绩单加拿大魁北克大学毕业证(UQAM毕业证书)研究生学历文凭魁北克大学毕业证办理，修改成绩单GPA加拿大魁北克大学文凭办理，加拿大魁北克大学成绩单办理和真实留信认证、留服认证、魁北克大学学历认证。学院文凭定制，魁北克大学原版文凭补办，扫描件文凭定做，100%文凭复刻。【q薇1954292140】Buy Université du Québec à Montréal Diploma购买美国毕业证，购买英国毕业证，购买澳洲毕业证，购买加拿大毕业证，以及德国毕业证，购买法国毕业证（q薇1954292140）购买荷兰毕业证、购买瑞士毕业证、购买日本毕业证、购买韩国毕业证、购买新西兰毕业证、购买新加坡毕业证、购买西班牙毕业证、购买马来西亚毕业证等。包括了本科毕业证，硕士毕业证。留信认证的作用： 1. 身份认证：留信认证可以证明你的留学经历是真实的，且你获得的学历或学位是正规且经过认证的。这对于一些用人单位来说，尤其是对留学经历有高度要求的公司（如跨国公司或国内高端公司），这是非常重要的一个凭证。专业评定：留信认证不仅认证你的学位证书，还会对你的所学专业进行评定。这有助于展示你的学术背景，特别是对于国内公司而言，能够清楚了解你所学专业的水平和价值。国家人才库入库：认证后，你的信息将被纳入国家人才库，并且可以在国家人才网等平台上展示，供包括500强公司等大型公司挑选和聘用人才。这对于回国找工作特别是进入大公司，具有非常积极的作用。 2. 留信认证对就业的好处提高竞争力：通过留信认证，尤其是对你所学专业的认证，可以大大提高你在国内求职时的竞争力。许多公司对留学生背景和所学专业有很高的要求，认证后的信息能够帮助公司快速识别符合条件的候选人。增强信任度：公司往往会对没有认证的学历背景产生疑虑，而留信认证为你的学历背景提供了第三方权威机构的背书，增强了雇主的信任。

Data-Models-in-DBMS-An-Overview.pptx.pptxhfebxtveyjxavhx

IFRS Finance Powerpoint ppt Finance D.pptxamantiwari2091

Class 3-Workforce profile updated P.pptxangelananalucky

Deep-QPP: A Pairwise Interaction-based Deep Learning Model for Supervised Que...suchanadatta3

Motivated by the recent success of end-to-end deep neural models for ranking tasks, we present here a supervised end-to-end neural approach for query performance prediction (QPP). In contrast to unsupervised approaches that rely on various statistics of document score distributions, our approach is entirely data-driven. Further, in contrast to weakly supervised approaches, our method also does not rely on the outputs from different QPP estimators. In particular, our model leverages information from the semantic interactions between the terms of a query and those in the top-documents retrieved with it. The architecture of the model comprises multiple layers of 2D convolution filters followed by a feed-forward layer of parameters. Experiments on standard test collections demonstrate that our proposed supervised approach outperforms other state-of-the-art supervised and unsupervised approaches.

加拿大成绩单购买原版(顿补濒毕业证书)戴尔豪斯大学毕业证文凭taqyed

专业定制国外文凭学历证书加拿大文凭戴尔豪斯大学成绩单？【q薇1954292140】复刻成绩单加拿大戴尔豪斯大学毕业证(Dal毕业证书)《国外学历学位认证书》戴尔豪斯大学毕业证办理，办学历认证加拿大戴尔豪斯大学文凭办理，加拿大戴尔豪斯大学成绩单办理和真实留信认证、留服认证、戴尔豪斯大学学历认证。学院文凭定制，戴尔豪斯大学原版文凭补办，扫描件文凭定做，100%文凭复刻。【q薇1954292140】Buy Dalhousie University Diploma购买美国毕业证，购买英国毕业证，购买澳洲毕业证，购买加拿大毕业证，以及德国毕业证，购买法国毕业证（q薇1954292140）购买荷兰毕业证、购买瑞士毕业证、购买日本毕业证、购买韩国毕业证、购买新西兰毕业证、购买新加坡毕业证、购买西班牙毕业证、购买马来西亚毕业证等。包括了本科毕业证，硕士毕业证。如果您在英、加、美、澳、欧洲等留学过程中或回国后： 1、在校期间因各种原因未能顺利毕业《Dal成绩单工艺详解》【Q/WeChat：1954292140】《Buy Dalhousie University Transcript快速办理戴尔豪斯大学教育部学历认证书毕业文凭证书》，拿不到官方毕业证； 2、面对父母的压力，希望尽快拿到； 3、不清楚认证流程以及材料该如何准备； 4、回国时间很长，忘记办理； 5、回国马上就要找工作《正式成绩单戴尔豪斯大学在线制作学位证书》【q薇1954292140】《办留学学历认证Dal专业定制国外成绩单修改GPA》办给用人单位看；　　 6、企事业单位必须要求办理的； 7、需要报考公务员、购买免税车、落转户口、申请留学生创业基金。加拿大文凭戴尔豪斯大学成绩单，Dal毕业证【q薇1954292140】办理加拿大戴尔豪斯大学毕业证(Dal毕业证书)【q薇1954292140】定制成绩单GPA戴尔豪斯大学offer/学位证毕业证详解细节、留信官方学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作。帮你解决戴尔豪斯大学学历学位认证难题。加拿大文凭购买，加拿大文凭定制，加拿大文凭补办。专业在线定制加拿大大学文凭，定做加拿大本科文凭，【q薇1954292140】复制加拿大Dalhousie University completion letter。在线快速补办加拿大本科毕业证、硕士文凭证书，购买加拿大学位证、戴尔豪斯大学Offer，加拿大大学文凭在线购买。高仿真还原加拿大文凭证书和外壳，定制加拿大戴尔豪斯大学成绩单和信封。购买学位证Dal毕业证【q薇1954292140】办理加拿大戴尔豪斯大学毕业证(Dal毕业证书)【q薇1954292140】文凭购买戴尔豪斯大学offer/学位证研究生文凭、留信官方学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作。帮你解决戴尔豪斯大学学历学位认证难题。特殊原因导致无法毕业，也可以联系我们帮您办理相关材料：１：在戴尔豪斯大学挂科了，不想读了，成绩不理想怎么办？？？ 2：打算回国了，找工作的时候，需要提供认证《Dal成绩单购买办理戴尔豪斯大学毕业证书范本》【Q/WeChat：1954292140】Buy Dalhousie University Diploma《正式成绩单论文没过》有文凭却得不到认证。又该怎么办？？？加拿大毕业证购买，加拿大文凭购买， 3：回国了找工作没有戴尔豪斯大学文凭怎么办？有本科却要求硕士又怎么办？帮您解决在加拿大戴尔豪斯大学未毕业难题（Dalhousie University）文凭购买、毕业证购买、大学文凭购买、大学毕业证购买、买文凭、日韩文凭、英国大学文凭、美国大学文凭、澳洲大学文凭、加拿大大学文凭（q薇1954292140）新加坡大学文凭、新西兰大学文凭、爱尔兰文凭、西班牙文凭、德国文凭、教育部认证，买毕业证，毕业证购买，买大学文凭，购买日韩毕业证、英国大学毕业证、美国大学毕业证、澳洲大学毕业证、加拿大大学毕业证（q薇1954292140）新加坡大学毕业证、新西兰大学毕业证、爱尔兰毕业证、西班牙毕业证、德国毕业证，回国证明，留信网认证，留信认证办理，学历认证。从而完成就业。主营项目： 1、真实教育部国外学历学位认证《加拿大毕业文凭证书快速办理戴尔豪斯大学成绩单原版仿制》【q薇1954292140】《论文没过戴尔豪斯大学正式成绩单》，教育部存档，教育部留服网站100%可查. 2、办理Dal毕业证，改成绩单《Dal毕业证明办理戴尔豪斯大学文凭皮套购买》【Q/WeChat：1954292140】Buy Dalhousie University Certificates《正式成绩单论文没过》，戴尔豪斯大学Offer、在读证明、学生卡、信封、证明信等全套材料，从防伪到印刷，从水印到钢印烫金，高精仿度跟学校原版100%相同. 3、真实使馆认证（即留学人员回国证明），使馆存档可通过大使馆查询确认. 4、留信网认证，国家专业人才认证中心颁发入库证书，留信网存档可查. 《戴尔豪斯大学学历认证报告怎么弄加拿大毕业证书办理Dal成绩单样本》【q薇1954292140】学位证1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。【q薇1954292140】办理戴尔豪斯大学毕业证(Dal毕业证书)成绩单影本【q薇1954292140】戴尔豪斯大学offer/学位证、留信官方学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作加拿大戴尔豪斯大学毕业证(Dal毕业证书)学校原版文凭补办留信认证的作用： 1. 身份认证：留信认证可以证明你的留学经历是真实的，且你获得的学历或学位是正规且经过认证的。这对于一些用人单位来说，尤其是对留学经历有高度要求的公司（如跨国公司或国内高端公司），这是非常重要的一个凭证。专业评定：留信认证不仅认证你的学位证书，还会对你的所学专业进行评定。这有助于展示你的学术背景，特别是对于国内公司而言，能够清楚了解你所学专业的水平和价值。国家人才库入库：认证后，你的信息将被纳入国家人才库，并且可以在国家人才网等平台上展示，供包括500强公司等大型公司挑选和聘用人才。这对于回国找工作特别是进入大公司，具有非常积极的作用。

原版复刻加拿大多伦多大学成绩单(UTSG毕业证书) 文凭taqyed

毕业证书加拿大文凭多伦多大学成绩单？【q薇1954292140】复刻成绩单加拿大多伦多大学毕业证(UTSG毕业证书)成绩单定购多伦多大学毕业证办理，毕业证文凭样本加拿大多伦多大学文凭办理，加拿大多伦多大学成绩单办理和真实留信认证、留服认证、多伦多大学学历认证。学院文凭定制，多伦多大学原版文凭补办，扫描件文凭定做，100%文凭复刻。【q薇1954292140】Buy St. George campus Diploma购买美国毕业证，购买英国毕业证，购买澳洲毕业证，购买加拿大毕业证，以及德国毕业证，购买法国毕业证（q薇1954292140）购买荷兰毕业证、购买瑞士毕业证、购买日本毕业证、购买韩国毕业证、购买新西兰毕业证、购买新加坡毕业证、购买西班牙毕业证、购买马来西亚毕业证等。包括了本科毕业证，硕士毕业证。如果您在英、加、美、澳、欧洲等留学过程中或回国后： 1、在校期间因各种原因未能顺利毕业《UTSG成绩单工艺详解》【Q/WeChat：1954292140】《Buy St. George campus Transcript快速办理多伦多大学教育部学历认证书毕业文凭证书》，拿不到官方毕业证； 2、面对父母的压力，希望尽快拿到； 3、不清楚认证流程以及材料该如何准备； 4、回国时间很长，忘记办理； 5、回国马上就要找工作《正式成绩单多伦多大学毕业证书》【q薇1954292140】《购买毕业证UTSG成绩单定购》办给用人单位看；　　 6、企事业单位必须要求办理的； 7、需要报考公务员、购买免税车、落转户口、申请留学生创业基金。加拿大文凭多伦多大学成绩单，UTSG毕业证【q薇1954292140】办理加拿大多伦多大学毕业证(UTSG毕业证书)【q薇1954292140】成绩单影本多伦多大学offer/学位证研究生学历信息、留信官方学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作。帮你解决多伦多大学学历学位认证难题。加拿大文凭购买，加拿大文凭定制，加拿大文凭补办。专业在线定制加拿大大学文凭，定做加拿大本科文凭，【q薇1954292140】复制加拿大St. George campus completion letter。在线快速补办加拿大本科毕业证、硕士文凭证书，购买加拿大学位证、多伦多大学Offer，加拿大大学文凭在线购买。高仿真还原加拿大文凭证书和外壳，定制加拿大多伦多大学成绩单和信封。办硕士学位证UTSG毕业证【q薇1954292140】办理加拿大多伦多大学毕业证(UTSG毕业证书)【q薇1954292140】成绩单定制多伦多大学offer/学位证学历认证报告怎么弄、留信官方学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作。帮你解决多伦多大学学历学位认证难题。特殊原因导致无法毕业，也可以联系我们帮您办理相关材料：１：在多伦多大学挂科了，不想读了，成绩不理想怎么办？？？ 2：打算回国了，找工作的时候，需要提供认证《UTSG成绩单购买办理多伦多大学毕业证书范本》【Q/WeChat：1954292140】Buy St. George campus Diploma《正式成绩单论文没过》有文凭却得不到认证。又该怎么办？？？加拿大毕业证购买，加拿大文凭购买， 3：回国了找工作没有多伦多大学文凭怎么办？有本科却要求硕士又怎么办？帮您解决在加拿大多伦多大学未毕业难题（St. George campus）文凭购买、毕业证购买、大学文凭购买、大学毕业证购买、买文凭、日韩文凭、英国大学文凭、美国大学文凭、澳洲大学文凭、加拿大大学文凭（q薇1954292140）新加坡大学文凭、新西兰大学文凭、爱尔兰文凭、西班牙文凭、德国文凭、教育部认证，买毕业证，毕业证购买，买大学文凭，购买日韩毕业证、英国大学毕业证、美国大学毕业证、澳洲大学毕业证、加拿大大学毕业证（q薇1954292140）新加坡大学毕业证、新西兰大学毕业证、爱尔兰毕业证、西班牙毕业证、德国毕业证，回国证明，留信网认证，留信认证办理，学历认证。从而完成就业。主营项目： 1、真实教育部国外学历学位认证《加拿大毕业文凭证书快速办理多伦多大学成绩单GPA修改》【q薇1954292140】《论文没过多伦多大学正式成绩单》，教育部存档，教育部留服网站100%可查. 2、办理UTSG毕业证，改成绩单《UTSG毕业证明办理多伦多大学学校原版文凭补办》【Q/WeChat：1954292140】Buy St. George campus Certificates《正式成绩单论文没过》，多伦多大学Offer、在读证明、学生卡、信封、证明信等全套材料，从防伪到印刷，从水印到钢印烫金，高精仿度跟学校原版100%相同. 3、真实使馆认证（即留学人员回国证明），使馆存档可通过大使馆查询确认. 4、留信网认证，国家专业人才认证中心颁发入库证书，留信网存档可查. 《多伦多大学扫描件文凭定做加拿大毕业证书办理UTSG文凭定制您的学术成就》【q薇1954292140】学位证1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。【q薇1954292140】办理多伦多大学毕业证(UTSG毕业证书)仿造在线制作本科文凭【q薇1954292140】多伦多大学offer/学位证、留信官方学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作加拿大多伦多大学毕业证(UTSG毕业证书)学位证书样本留信认证的作用： 1. 身份认证：留信认证可以证明你的留学经历是真实的，且你获得的学历或学位是正规且经过认证的。这对于一些用人单位来说，尤其是对留学经历有高度要求的公司（如跨国公司或国内高端公司），这是非常重要的一个凭证。专业评定：留信认证不仅认证你的学位证书，还会对你的所学专业进行评定。这有助于展示你的学术背景，特别是对于国内公司而言，能够清楚了解你所学专业的水平和价值。国家人才库入库：认证后，你的信息将被纳入国家人才库，并且可以在国家人才网等平台上展示，供包括500强公司等大型公司挑选和聘用人才。这对于回国找工作特别是进入大公司，具有非常积极的作用。

MLecture 1 Introduction to AI . The basics.pptxFaizaKhan720183

Machine learning and artificial intelligence introduction. Machine learning and artificial intelligence introduction.Machine learning and artificial intelligence introduction.Machine learning and artificial intelligence introduction.Machine learning and artificial intelligence introduction.Machine learning and artificial intelligence introduction.Machine learning and artificial intelligence introduction.Machine learning and artificial intelligence introduction.

The Role of Christopher Campos Orlando in Sustainability Analyticschristophercamposus1

exampleexampleexampleexampleexampleexampleexampleexamplelembiczkat

stages-of-moral-development-lawrence-kohlberg-pdf-free.pdfesguerramark1991

Presentation.2 .reversal. reversal. pptxsiliaselim87

Valkey 101 - SCaLE 22x March 2025 Stokes.pdfDave Stokes

The Marketability of Rice Straw Yarn Among Selected Customers of Gantsilyo Gurukenyoncenteno12

Boosting MySQL with Vector Search Scale22X 2025.pdfAlkin Tezuysal

As the demand for vector databases and Generative AI continues to rise, integrating vector storage and search capabilities into traditional databases has become increasingly important. This session introduces the *MyVector Plugin*, a project that brings native vector storage and similarity search to MySQL. Unlike PostgreSQL, which offers interfaces for adding new data types and index methods, MySQL lacks such extensibility. However, by utilizing MySQL's server component plugin and UDF, the *MyVector Plugin* successfully adds a fully functional vector search feature within the existing MySQL + InnoDB infrastructure, eliminating the need for a separate vector database. The session explains the technical aspects of integrating vector support into MySQL, the challenges posed by its architecture, and real-world use cases that showcase the advantages of combining vector search with MySQL's robust features. Attendees will leave with practical insights on how to add vector search capabilities to their MySQL

Analyzing Consumer Spending Trends and Purchasing Behavioromololaokeowo1

This project explores consumer spending patterns using Kaggle-sourced data to uncover key trends in purchasing behavior. The analysis involved cleaning and preparing the data, performing exploratory data analysis (EDA), and visualizing insights using ExcelI. Key focus areas included customer demographics, product performance, seasonal trends, and pricing strategies. The project provided actionable insights into consumer preferences, helping businesses optimize sales strategies and improve decision-making.

100680-05-Eucharist_Orientation_Sessions.pdfjacobdivina9

Design Data Model Objects for Analytics, Activation, and AIaaronmwinters

Explore using industry-specific data standards to design data model objects in Data Cloud that can consolidate fragmented and multi-format data sources into a single view of the customer. Design of the data model objects is a critical first step in setting up Data Cloud and will impact aspects of the implementation, including the data harmonization and mappings, as well as downstream automations and AI processing. This session will provide concrete examples of data standards in the education space and how to design a Data Cloud data model that will hold up over the long-term as new source systems and activation targets are added to the landscape. This will help architects and business analysts accelerate adoption of Data Cloud.

2025-03-03-Philly-AAAI-GoodData-Build Secure RAG Apps With Open LLMTimothy Spann

Updated Willow 2025 Media Deck_Updated010325.pdftangramcommunication

办理魁北克大学成绩单触购买加拿大鲍蚕础惭成绩单文凭定制taqyed

Data-Models-in-DBMS-An-Overview.pptx.pptxhfebxtveyjxavhx

IFRS Finance Powerpoint ppt Finance D.pptxamantiwari2091

Class 3-Workforce profile updated P.pptxangelananalucky

Deep-QPP: A Pairwise Interaction-based Deep Learning Model for Supervised Que...suchanadatta3

加拿大成绩单购买原版(顿补濒毕业证书)戴尔豪斯大学毕业证文凭taqyed

原版复刻加拿大多伦多大学成绩单(UTSG毕业证书) 文凭taqyed

MLecture 1 Introduction to AI . The basics.pptxFaizaKhan720183

The Role of Christopher Campos Orlando in Sustainability Analyticschristophercamposus1

exampleexampleexampleexampleexampleexampleexampleexamplelembiczkat

stages-of-moral-development-lawrence-kohlberg-pdf-free.pdfesguerramark1991

Presentation.2 .reversal. reversal. pptxsiliaselim87

Valkey 101 - SCaLE 22x March 2025 Stokes.pdfDave Stokes

The Marketability of Rice Straw Yarn Among Selected Customers of Gantsilyo Gurukenyoncenteno12

Boosting MySQL with Vector Search Scale22X 2025.pdfAlkin Tezuysal

Analyzing Consumer Spending Trends and Purchasing Behavioromololaokeowo1

100680-05-Eucharist_Orientation_Sessions.pdfjacobdivina9

Design Data Model Objects for Analytics, Activation, and AIaaronmwinters

Data scraper's toolbox

1. A Data Scraper’s Toolbox Alice Corona Data Journalist & Researcher @alice_corona alice-corona.nl data-journalism-tools.silk.co

2. Despite its fame, scraping is a highly creative process. It requires… ? Problem solving ? Lateral thinking ? Planning for efficiency ? Prediction and planning for possible outcomes and uses ? Methodological choices affect the whole outcome Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

3. annot be a course on web scraping teaching you ‘so We can dive into the fine art of scraping by learning tools and techniques. Then each individual personality can adapt, mix and mash this knowledge according to each individual problem Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

4. “process of automatically collecting information from the Web” ~ Wikipedia on “Web Scraping” Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

5. ? Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

6. ? Manual copy-paste ? Text grepping / RegEx ? HTML parsing (CSS, XPATH…) ? Web Scraping Software Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

7. Copy-Paste Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

8. Data Import in Google Sheets Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

9. Chrome’s Scrape- Similar Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

10. X-Path Parsing in Google Sheets Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

11. SearchLink “SearchLink is a System Service for OS X which handles searching multiple sources and automatically generating Markdown links for text” http://brettterpstra.com/projects/searchlink/ Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

12. APIs Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

13. Scripts Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

14. Scraping Software Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

15. “Hidden Secrets” Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

16. is scraping legal? Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

17. is scraping ethical? Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

18. Consider… ? Brute force attacks and DoS (prefer APIs, when available) ? Your use of the data (copyright, privacy…) Credits: Toolbox icons created by Ralf Schmitzer from the Noun Project

19. A Data Scraper’s Toolbox Alice Corona Data Journalist & Researcher @alice_corona alice-corona.nl data-journalism-tools.silk.co

狠狠撸

Data scraper's toolbox

Recommended

More Related Content

Similar to Data scraper's toolbox (20)

Recently uploaded (20)

Data scraper's toolbox