Web scraper aggregatorKazi

I need a VRBO scraper to extract property details, pricing, and availability. - The scraper should be built with Python and the output should be in CSV format. - The data points I need include property title, description, amenities, pricing, and availability. - The scraper should be able to handle multiple URLs at once. - The code should be well-structured and commented for easy maintenance. Ideal skills: - Proficiency in Python - Experience in web scraping - Understanding of VRBO website structure - Ability to handle and store data in CSV format

I'm seeking a Python developer experienced with web scraping. This job involves setting up a Python script that can scrape a popular review site. Key details to extract: - Review text - Star rating - Date of review - Reviewer name - Star-ratings for sub-categories - Review ID - Reviewed person - Reviewed product name The site does not use captchas, so it should be reasonably straightforward. All reviews for a given provider should be scraped. It would be good to have an option to start with the newest and stop at a certain date. The specific review site can be seen in the sample URL in the attached PDF. I can send further details in a private message including screenshots. Preferred frameworks would be Beautifoulsoup 4 / Scrapy if sufficient and Selenium otherwise. Please...

I need a Python Selenium application that can scrape blog posts from Site A and post them on Site B. Key Requirements: - The Python app should be built using Selenium for web scraping and automation. - It should be able to extract blog posts from Site A, specifically. - The extracted data must be posted on an existing blog section of Site B. Ideal Skills & Experience: - Proficient in Python, with experience in building web scrapers. - Strong knowledge of Selenium for web automation. - Previous experience with data extraction and manipulation. - Understanding of web protocols and site structures. - Familiarity with blog post formatting and publishing is a plus.

I need assi...Desired skills are knowledge of screen-scraper software, sql, Someone with Python knowledge will be better. Willing to follow instructions. Not cramped up with other jobs or other side hustles. Need to have solid internet connection. Expected work takes 5-10 hours per week, once fully trained. Must be responsible. Able to accept PayPal. - The source of the data is a website. This means the freelancer needs to have experience in web scraping. - The data should be delivered in an Excel file. Proficiency in handling and formatting data into Excel is a must. Ideal Skills and Experience: - Proficient in web scraping, particularly with data from websites. - Experience in delivering data in Excel format. - Familiarity with handling login authentication for...

I'm seeking an expert in web scraping to specifically help extract data (price, stock availability, description, review content,..) from e-commerce platforms. Your specific task will entail: - Identifying and implementing the most efficient and effective way to scrape data. - extracting all data related to a product (picture, price, description, reviews, rating,...). Your method should maintain adherence to all legal and ethical guidelines - I'll need details on this as your bid. This project will require: - Proficiency in web scraping tools and techniques. - Sound knowledge of data extraction and storing processes. - Ability to work with undisclosed e-commerce platforms. - Familiarity with review structures on e-commerce sites.

I am looking to develop a web-based job extractor that's capable of aggregating job listing from various platforms across multiple countries with the following features: # Source Selection : The ability to select multiple sources for job scraping, including Google jobs. # Comprehensive Job Details: Extraction of all details included in the job listing, such as job title, company name, location, job description, requirements, etc. # Web Interface: A user-friendly web interface where users can enter the URL of the job listings page and initiate the scraping process. # Downloadable in .csv Format: The scraped job data should be downloadable in .csv format for easy analysis and storage. # Filtering Options: Ability to filter job listings based on old vs. new job...

...given land. Additionally, the app should be able to propose interior designs with the available room input. The ideal freelancer for this project will have: - Extensive experience in AI and machine learning - Strong background in mobile and application development - Exceptional design skills Due to the lack of platform preference mentioned initially, the aggregator should be built to support all major platforms: iOS, Android, and Web. Though the specifics for building design and interior design were not provided, the app should at a minimum, generate: For Building Design Based on Land Input: - Floor plans - Exterior design concepts - Considerations for any structural changes For Interior Design Based on Room Input: - Color schemes - Furniture arrangement - Suggesti...

...looking to drive traffic to my website, , from guest posts and news aggregators. The main goal behind this initiative is to boost the overall revenue and web traffic of the website. Website URL: Key requirements: - The focus of this project is on increasing website traffic and ultimately improving its revenue. - Experience with guest posting and utilizing news aggregators such as Alltop and others is highly beneficial. - An understanding of SEO, both in the context of guest posting and news aggregators, would be an added advantage. - A proven track record of driving revenue through web traffic is a major plus. - Weekly and monthly work report is mandatory. It's important that the freelancer applying for this project has a strategic approach towards

I'm in need of an experienced API developer(s) to assist with integrating our platform with multiple external systems in USA. Plaid API aggregates with multiple finance systems (banks mainly) and their investment aggregation didn't work for me. Since Plaid API didn't work for me I am thinking we will have our own APIs to integrate to any investment banks/ brokers like E*Trade, TD Ameritrade (now part of Schwab(, Vanguard, Fidelity, Robinhood and many more. See Following APIs are needed at high level: - Minimum 1) Get Holdings/ Positions (stocks, bonds, mutual funds, options, ETFs, etc.). We will pass institute name, account # or login/password, 2) Get Transactions (Dividend Paid, Bough, Interest Charged, Fees, Sold, Bought positions etc.) for a given account/ institu...

...preferences. The dashboard will feature an AI-driven recommendation system that not only presents news articles but also provides analytical insights into trending topics and sentiment analysis of news content. Objectives: Main Goal: Develop a web application that personalizes news content for users based on their reading habits and preferences. Secondary Goals: Implement data visualization features to display trends and sentiment analysis of news articles. Minimum Requirements: Content Aggregator: Develop a system that pulls news data from various APIs or web scraping. User Profile Management: Create functionality for users to register, login, and specify their interests and preferences. Recommendation Engine: Implement a machine learning model to analyze user be...

I require a proficient web scraper to extract varied data types including text content, images, and metadata from specific websites. The primary function will be to gather, organize and present data in a structured and usable format. - Skills and Experience Required: - Strong knowledge in web scraping tools and techniques - Familiarity with data extraction, mining, and storage - Proven track record in delivering similar projects Due to a time-sensitive nature, I will need this project to be completed within a month. The quick turnaround shouldn't compromise the quality or functionality of the web-scraper. Do bear in mind that reliability, efficiency, and accuracy of the data extraction process should be prioritized in the scope of th...

...proficient in web scraping with Scrapy to extract product data from This project involves scraping the Category page to retrieve product details including name, price, SKU, URL, breadcrumb, currency, and brand. Targeted webpage: Category page of Required data: Product name, price, SKU, URL, breadcrumb, currency, and brand Experience: Prior experience in scraping product-related information from e-commerce sites is essential, with proficiency in Scrapy being crucial for accurate and efficient data extraction. Data Handling: Ability to ensure accuracy and consistency of extracted data. Familiarity with different data formats is advantageous. Dynamic Scraping: Navigation logic for all categories must be contained within the scraper and be automatic

I'm in need of a professional who can build a tool that scrapes product data from Walmart and exports it into an Excel spreadsheet. Key Requirements: - Develop a web scraping tool specifically for Walmart website - Extract essentials (price, upc, title) Skills and Experience: - Proficiency in web scraping using Python, Scrapy, or similar tools Please let me know your availability and estimated time for completion. This is an urgent project, so a quick turnaround would be highly appreciated.

Looking for scraping expert to write scraper script to download from a website that has captcha. The scraper script must be Windows executable .exe file that is very easy for non-technical user to just open and run.

I urgently require a proficient programmer who can create a program for me. This program should be capable of copying numbers from an updated in real-time website and then paste those numbers into a text file format. Key ta...of copying numbers from an updated in real-time website and then paste those numbers into a text file format. Key tasks include: - Scrape numbers from a certain site that updates in real time. - Paste and save these numbers strictly in a text file. - Ensure the application is user-friendly and effective. Since I didn't specify the operating system, all OS platforms are welcome. Familiarity with web scraping tools and an understanding of different file formats will ensure task success. Time efficiency is crucial; hence, I need this project completed as so...

I'm urgently in need of a skilled web scraper who can collect links from a company's website. Here is what you need to know: - The focus of this project is on the headlines of a website. You'll need to scrape these headlines as links. - The website has several sections, but you just need to scrape the headlines from the homepage. I need this done as soon as possible. If you have previous experience with web scraping and can start on this task immediately, I'd love to hear from you. Please share your experience in scraping data from websites and your availability to take on this task.

I'm looking for a coder savvy in Python to help me scrape contact information from a specif...contact information from a specific business directory. The task involves enumerating a set of links on the site and scraping the following data: - Email addresses - Phone numbers - Physical addresses - Names Ideal Skills: - Proficiency in Python - Experience with web scraping - Familiarity with business directories The main goal is to have a comprehensive list of contact information, which I will use for a marketing campaign. The scraper should be able to handle a large volume of links and data. Your expertise in Python programming and web scraping is crucial for the success of this project. Your attention to detail and ability to deliver accurate and complete contact ...

We are seeking a skilled freelance developer to create a robust website scraper specifically for a small selection of real estate platforms. The primary objective is to systematically capture all active listings, relevant agent information, and image links, deploying a strategy that integrates a large (scalable) number of proxies to mitigate the risk of IP blocking. The ideal solution will be able to be ran daily for up-to-date data, but we can be slightly flexible on this. *** PLEASE READ THE ATTACHED DOCUMENT FOR FURTHER DETAILS ** We are flexible in the implementation language and systems used to accomplish this goal. We anticipate that this project will take around a month. Successful candidates will message us outlining their specific thoughts on the project.

I am looking for a freelancer who can help me with Web Scraping. We have a list of websites that we would like to scrape specific data from, and have them put into a set of MySQL Databases (or maybe something else). The website that we would like to scrape data from each contain thousands of articles, and we would also want other metadata, such as Author name, article date, number of views, or any other metadata that we can take from the pages. Please bid, and we can discuss the first website, you can tell us how long you think it'll take to write the scraper. There are maybe 50 websites to begin with that we would like to do this for, in this one project, and we also have another couple of similar projects. Ideally, the scraper will run form a program, so that...

...someone to continue an existing data scraping project, coupled with Artificial Intelligence for one of Brazil's largest legal platforms, "JusBrasil." The primary task is to effectively scrape and identify case descriptions that deal with our specialty: immigration cases, specifically focusing on citizenship and international law cases. Project Scope and Expectations: - Enhance the existing data scraper to efficiently extract case descriptions from JusBrasil - Implement AI algorithms to accurately determine the relevancy of these cases to our requirements - Leverage keywords such as 'citizenship' and 'international law' to highlight the cases we focus on Skills and Experience Required: - Proficient in data scraping techniques - Experience in...

I'm looking for a professional who can develop a standalone web scraper for Envato Requirements as provided here - Looking for someone who can begin immediately and finish this within 24 hours. Please only bid, if you're able to finish this in 24 hours

I'm in need of an experienced data scraper that can help me in extracting data from Yellowpages of Malaysia, Thailand, Japan, and Indonesia. Key Details: - I require a full listing of all businesses from various sectors within the mentioned countries. This includes but not limited to Restaurants, Hotels, Clinics, and Retail Stores. - The extracted data should be well-organized, including data such as business names, contact information, and addresses. Skills/Experience: - Proven track record in web scraping with a focus on Yellowpages. - Familiarity with the Yellowpages platforms of Malaysia, Thailand, Japan, and Indonesia. - Capability to handle large data sets and deliver the information in an easily usable format. - A high level of accuracy in data extraction to ens...

I'm looking for a professional who can develop a standalone web scraper for Envato Requirements as provided here - Looking for someone who can begin immediately and finish this within 24 hours. Please only bid, if you're able to finish this in 24 hours

I am in need of a professional web scraper with Python expertise, who can scrape data from a website(with filter Options) and convert it into Excel format. Key Requirements: - Expertise in web scraping with Python, including dealing with website search filters. - Proficiency in data extraction and manipulation. - Experience in converting extracted data into Excel format. Please note that the specific website and the type of data to be extracted has not been provided as it was skipped by me. The project can be detailed further with the selected freelancer. If you have the skills and experience in this area, please do apply.

HELLO. PLZ READ THE TASK DESCRIPTION CAREFULLY. IF YOU DON'T UNDERSTAND WHAT IS ABOUT PLZ DON'T BID...com/feed,soompi,kpop ,boo,kpop2 ,kmap,kpop3 (**2)We need to extract from ALL today's news a set dedicated to our subjects of interest (lets say Band1, Band2 & Artist1) in a form of short review with a link to the full source OR in a form of a full news text Choose which is easier to implement. (***2)It could be excellent to experiment with Native Korean web sources (full site or rss scraping) but i doubt any good local LLM can do it in Korean language giving out results in English (cloud LLMs maybe?). (*3) 8/16 CPU, 16Gb Nvidia VRAM, 48GB RAM (or if you will do API based cloud solution it can be a hosted VM) MAX BID (without bonus) IS 100 USD

I'm looking for a talented individual who can help me scrape 500 - 1000 quality leads. I need the below criteria to be met The must be located in Melbourne Australia The must have a Google My Business Profile They must only have a few reviews if at all They must have an Australian mobile phone number 0407 464 674 Ideally a first name is provided Ideal candidates should: - Have prior experience in lead generation and scraping and have access to the right tools - Be able to deliver high-quality, accurate leads - Be proficient in data mining and have the necessary tools for the task

I need a Python script that can scrape ALL images uploaded on Stackexchange posts related to LaTeX, especially those tagged with tikz/pgfplot. The primary goal for collecting these images is to create a personal databa...of the best illustrations asked and made by users. Key Requirements: - Ability to scrape Stackexchange posts specifically related to LaTeX - Must be able to identify and download all images in the posts - Organize the images with their corresponding posts Ideal Skills and Experience: - Proficiency in Python - Experience with web scraping and data extraction - Familiarity with Stackexchange's layout and data structure - Ability to handle and download images from web sources Please submit detailed project proposals outlining your approach to achieving t...

I am seeking for a skilled web scraper who can effectively extract product information from online catalogs on a website. The aim here is quite straightforward; we need to gather and download catalogs to enrich our store's database. To further specify, the data in question include: - Product Images - Product Descriptions - Pricing Information - Category Details You will be tasked to focus on all categories available on the website. As such, proficiency in navigating various website blockades is a must. Your ability to deliver comprehensive, detailed, and accurate information in a well-structured format is crucial to this job. Prior experience in similar e-commerce web scraping projects would be a great advantage. Look forward to your bids. Thanks in advance!

I want to enlist the ...to enlist the assistance of an experienced web scraping developer, specifically in scraping data from Redfin. I'm primarily interested in the following data points: - Property address - Price - The number of bedrooms - The number of bathrooms This data will be used for personal reasons therefore respectful dealings with the website and its terms of service are obligatory. Here's the kicker, I don't just need you once. I'm wanting the data to be updated on a monthly basis, so I require a solution that's reliable in the long term. Ideal skills for this job are expertise in web scraping, familiarity with real estate websites particularly Redfin, and proficiency in language like Python, BeautifulSoup, Scrapy or similar. Unders...

I'm in need of a researcher/data scraper to help me source information for a project, the data will consist of surface level details about all of the current modular flight training schools in Europe and the UK. Here’s an example of some of the types of information about each school that will need to be obtained: - cost of training - duration of training - training facilities within the school - success rates - etc The main goal of this project is to obtain some relevant info about all of the modular pilot training facilities in Europe and the UK. Key Tasks: - Data scraping: you will be responsible for scraping data about flight schools - Data researching Ideal Skills and Experience: - Proven experience in data scraping and research. - Familiarity with qualitative dat...

I'm searching for a professional with experience in data scraping to extract availability details from a list of Airbnb properties. Interestingly, you will: - Collect availability information from the Airbnb calendar for each URL provided. - The data to be extracted pertains to the 'status of availability'(whether a property is booked or available). No further details are required. - Upon completion of scraping, the availability data should be compiled into an Excel file. Skills and Experience: - Proficient in data scraping specifically from websites like Airbnb - Familiarity with Excel formats - Exceptional attention to detail - Strong adherence to timeline and deadlines.

I'm in need of a seasoned Python developer to create a program to scrape information from Telegram channels. The main purpose of this project is to: - Develop a Python program that can successfully extract all usernames from diverse Te...The main purpose of this project is to: - Develop a Python program that can successfully extract all usernames from diverse Telegram channels. Given the nature of this project, it would be ideal if you possess extensive experience in Python programming. Understanding the operations and functionalities of the Telegram API is a prerequisite as well. This project requires a comprehensive grasp of web scraping principles and a consistent track record in data extraction tasks. Please bid if you are confident that you can deliver this Python progr...

I'm looking for a skilled lead scraper with prior experience in compiling lists of law firms. The ideal candidate should have: - Proficiency in lead scraping - Prior experience in compiling lists of law firms, especially in California - Ability to gather and organize the following information from each law firm: - Law firm name - Contact person's name - Email address - Website - Physical address - Phone number of the contact person - Phone number of the law firm The project will involve the compilation of three CSV lists, each focusing on a different niche within law firms - Family law, Personal Law, and Criminal law. In total, the completed lists should contain approximately 100-500 leads each. The leads should be based in California, USA. ...

I need a web scraper for Website 2, specifically to extract product details on a daily basis. Key Requirements: - Web scraping tool to extract product details from Website 2 - Automation to carry out the process on a daily basis Ideal Freelancer: - Proficient in web scraping with experience in similar projects - Knowledge of automation tools - Able to deliver a reliable and efficient solution

I'm looking for a professional who can develop a standalone web scraper for Envato Requirements as provided here - Looking for someone who can begin immediately and finish this within 24 hours. Please only bid, if you're able to finish this in 24 hours

Bonjour, Je recherche quelqu'un pour m'aider à créer des workflows pour scraper des sites français réputés pour être difficiles en scraping. Je démarre une nouvelle entreprise et je recherche donc des tarifs compétitifs pour créer ces workflows. Je recherche également une personne sachant travailler sur Octoparse Si vous avez l'expérience et les compétences pour ce projet, n'hésitez pas à me contacter. Merci d'avance pour votre attention et votre réponse.

I need a skilled data scraper to help me collect seller information from e-commerce websites. Here's what I'm looking for: - Expertise: You should have previous experience in data scraping, particularly with e-commerce websites. - Attention to detail: It's crucial that the information collected is accurate and complete. - Communication: You should be able to provide regular updates on the progress of the project. I'm looking to automate this process, so any prior experience with web scraping tools or programming languages will be a big plus.

I'm looking for a qualified data scraper for a specific platform-oriented task. Your task includes: - Extraction of product information such as Reference, type, value, bedroom, suite, garage, land area, useful area, total area, neighborhood, city, address, description, name of the condominium, development, pickup, registration date, date update, website, owner name, owner email, owner phone, owner category. pickup owner. - Download all images related to each product and save them in a separate folder named according to the product code reference. Ideal candidates will have demonstrated experience in web scraping, data mining, and handling a substantial volume of data extraction for digital products. Proficiency in automated image collection and classification is manda...

I am in need of an experienced data scraper who can handle a variety of data types as specifics have yet to be determined. I am looking for someone flexible, who can efficiently scrape text data, image data, and numeric data. Key responsibilities: - Scrape from a variety of undisclosed websites - Handle different types data (Text, Image, Numeric) Ideal Skills: - Previous experience in Data scraping - Detail-oriented - Efficient - Adaptability and flexibility Given the nature of this project, it's essential for the freelancer to remain flexible as the specifics of data types, websites, and data elements to scrape may change throughout the project's duration. Please provide examples of your past work in data scraping, preferably showcasing variety in data types handled an...

I'm looking for a skilled data scraper who can extract specific information from Hungerstation mobile app and compile it into a spreadsheet. Key Requirements: - The data I'm interested in are the menus and prices of the restaurants listed on the app. Deliverables: - The final output should be a well-structured, easy to navigate spreadsheet containing all the menus and prices from the app. Ideal Skills: - Experience in data scraping and extraction - Knowledge of extracting data from mobile apps - Proficient in compiling data into spreadsheets Please apply if you have the skills and experience required for this task. Feel free to ask any questions for clarifications before you begin.

I require a savvy data scraping professional who can efficiently collect specified details from retail giants Amazon, eBay, and Walmart. I'm interested in: - Extracting product details (name, price, description) This activity should be performed daily. The ideal candidate would have experience in data scraping, particularly from the mentioned websites. Proficiency in appropriate tools and a keen attention to detail is expected to ensure high-quality, timely, and consistent data harvesting.

I require a professional web scraper to collect both text (data points) and images from a long list of web pages about hotels and destinations. - The project involves saving the actual images of destinations/hotels —not just their URLs—from every webpage. - As for the text content, I'm particularly interested in several points - The extracted data and saved images should be meticulously organized in an Excel sheet for easy review and reference. Ideally, I'm seeking someone with an extensive background in web scraping and data extraction. Being proficient in Excel would be a significant plus. Accuracy, attention to details, and reliability are also crucial traits for this task.

...proficient website scraper to gather data from specific fashion retailers. You will scrape the data for a period of about 12 weeks. Starting mid June. We would target the 10 following fashion retailers: Guess, Tommy Hilfiger, Levis, GAP, Calvin Klein, Ralph Lauren, Desigual, Mango, River Island, Pepe Jeans. The data required is - Item characteristics (like audience [male/female/kids] and item type [pants/shorts/tshirt/shirt/...]) - Price points over time (and corresponding discounts) - Out-of-stock data over time (per item, not by size) The collected data should specifically focus on their clothing items (no accessories, shoes, underwear, home wear, gifts,...). The project start deadline is ASAP. A quick turnaround is essential. Ideal Skills and Experience: - Proficient i...

...experienced Python developer to create a scraper for Lazada. The ideal candidate must be skilled in web scraping and should reverse engineer API from mobile app because lazada blocks and throws captcha on web website is lazada . The script should work like i enter something in search box and it should scrape all the products from that search query Key Responsibilities: - Extract the following information: product names, prices, descriptions, stock, images, seller information, and product URLs. This list encapsulates the attributes you need to pay the most attention to. - Organizing the scraped data: The data, once scraped, must be organized in a well-structured CSV file. Ideal Skills: - Strong experience with Python. - Proficiency in web scraping tool...

...comb through several car websites (, , , , , , , Facebook Market Place) and display the results in one convenient place. Key functionalities should include: - Advanced filtering options - Price range filtering - Location-based search Ideal expertise would entail experience in advanced web scraping and designing search algorithms, along with a deep understanding of diverse automobile databases and SEO. The candidate should be capable of verifying and testing the accuracy of the collected data as well. Efficiency in coding with an ability to manage site speed and response time is crucial, especially considering the breadth of services it will be searching. The final product should

I'm looking for a skilled web scraper to handle challenging websites with advanced detection. The main data you will be required to scrape is text content. Here are the key project details: Ideal candidate should have: - Experience in web scraping, especially from challenging sites - Strong knowledge of web scraping tools and techniques - Proficiency in handling advanced automation detection - Excellent attention to detail to maintain a high level of data accuracy - Ability to deliver monthly updates in a timely manner Please include any relevant past experiences or examples of similar projects in your bid.

I'm in need of a professional who can develop a scraping tool that will track market announcements and releases on a financial website using specific keywords. - The tool should scrape this data on a daily basis. Accuracy and reliability a...tool should scrape this data on a daily basis. Accuracy and reliability are key. - the scraped data should be filtered for the current date, daily. - I need this table of data to be automatically filtered for keywords. -the filtered results to be emailed automatically to an email list. - the tool to run automatically on a website or server. I'm looking for someone who has a proven track record in web scraping with a focus on financial data. Experience in creating automated scraping tools, particularly those that operate on a daily ba...

I am in need of a sk...scraping tool for me. The purpose of this tool is to download JPEG product images from a specified URL that increments numerically. Key Requirements: - Scrape images from a continuously changing URL (i.e., www.****/asdasd/1234 then 1235, and so on). - Ability to tweak URL structure according to my needs. - Images must be saved in JPEG format. The ideal candidate for this task: - Has experience in web scraping and dealing with dynamic URLs. - Understands how to name files after the URL page number. Please note that the key goal is to download product images, not data extraction or process automation. Hence, your proposal should focus on delivering this specific requirement. Your understanding of this project and relevant skills will be evident in your det...

I am seeking a proficient Python programmer who can create a web scraper for Lazada. Key Responsibilities Include: - Develop a Python program that will enter query in search box and scrape Lazada for the following data: product name, images, price, description, seller, and URL. - The scraper should be able to handle pagination plus also bypass captcha using 2captcha api Ideal Skills and Experience: - Proficiency in Python and web scraping frameworks. - Familiarity with the Lazada's web structure and data extraction. - Experience creating scrapers for e-commerce platforms. Website lazada .

I'm seeking a data aggregator for a unique AI training project. Key Tasks: - Gathering text content from official website/source of the particular product/entity. - Focusing specifically on product descriptions, specifications, price and other attributes. Ideal Skills: - Basic searching skills - Able to follow given format of data collection - MS Excel or Google Sheets This project requires precision, and the information gathered will contribute to an AI's learning process. Accuracy in aggregation is, therefore, key.