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I require a professional with a high level of expertise in web scraping and API integration to assist with a critical project. Here are the specifics of the project: - I need you to scrape data from , a website where we dropship our designer clothing products. - Specifically, I need the following details scraped: Product names, Product Colour, Product Sizes In Stock & Not in Stock, Product Prices (Only Black & Grey Pricing, not red sale price), and Search Key. - The scraped data should be automatically updated on a daily basis. - The scrapped data should be integrated into our Shopify store through an API bot. The ideal candidate should have a proven track record of working with similar projects and should be able to tailor the solution to our specific needs. Ple...

...infographics animations that are news worthy, informational. You should be skilled in generating and joining 3-second clips such as scenes of accidents or spills into a coherent, engaging video. To align with my project's focus, the videos should majorly revolve around the following themes: - Visitors' experiences in New Zealand - New Zealand landscapes, images, news in the cities put together - Scrapped content from other pages into fun engaging content that people click on, comment and share, pr tgat we get them to jump to a web landing page. Local news and stories Experience in 2D and 3D animations, as well as motion graphics, is highly desirable. A background in short-form social media content creation will set you apart. Creativity, attentiveness, and a high lev...

Hello, I need someone to go to and Then go to the states of: Mississippi Alabama Louisiana Connecticut Mississippi Rhode Island Maryland Missouri Kentucky Delaware Minnesota Ohio In these states youll find a bunch of businesses, I need all of them scrapped, Name, Phone Number and Email address.

Hello, I need someone to go to and Then go to the states of: Mississippi Alabama Louisiana Connecticut Mississippi Rhode Island Maryland Missouri Kentucky Delaware Minnesota Ohio In these states youll find a bunch of businesses, I need all of them scrapped, Name, Phone Number and Email address.

I need an Excel expert for creating an inclusive internal database. You'll work with a variety of data formats including text, numbers, and dates. Your tasks will include: - Importing data manually, from files, and th...database. You'll work with a variety of data formats including text, numbers, and dates. Your tasks will include: - Importing data manually, from files, and through web scraping. - Ensuring that the Excel database houses all the necessary data we collect. It's important that you're skilled in data entry, file importation, and web scraping, because we're working with data from files and possibly scrapped data. Knowing your way around Excel and managing a large amount of data is a must for this job. Your expertise in database management can ...

I am on a lookout for a profici...Though I've skipped the questions concerning the exact project type and data sources, it's crucial for the potential candidate to be flexible and adaptable to cater to various needs that might arise during the project phase. Preferred Skills and Experience: - Proficient in Python with a focus on data analysis - Can handle diverse data sources seamlessly (such as databases, CSV/Excel files, or web scrapped data) - Excellent problem-solving abilities - Solid understanding of data structures and algorithms - Prior experience with automated data analysis projects will be advantageous, but not mandatory. This role requires not just technical expertise but also keen empirical abilities. Please ensure you fulfill these requirements before biddi...

I am on a lookout for a profici...Though I've skipped the questions concerning the exact project type and data sources, it's crucial for the potential candidate to be flexible and adaptable to cater to various needs that might arise during the project phase. Preferred Skills and Experience: - Proficient in Python with a focus on data analysis - Can handle diverse data sources seamlessly (such as databases, CSV/Excel files, or web scrapped data) - Excellent problem-solving abilities - Solid understanding of data structures and algorithms - Prior experience with automated data analysis projects will be advantageous, but not mandatory. This role requires not just technical expertise but also keen empirical abilities. Please ensure you fulfill these requirements before biddi...

...include: - Displaying current showtimes on the website - Automatically updating these showtimes This project is needed ASAP, and thus requires a freelancer able to swiftly yet accurately complete the task. Proficiency in Python, PHP and JavaScript would highly benefit the project execution. ----- I require a freelancer with expertise in web scraping to update my existing scraper tools which gather show time information from a multitude of television channel websites. You will use selenium, scrappy or bueatiful soup 4 for scrapping. I got 83 tv channels on my web site @ You will scrape 83 URLs per tv channel and then take the info that you scraped and update all show listings on my web site with the info u scrapped. The scrappers update daily automatically.

...strong capabilities in web scraping. Key project responsibilities include: - Scraping text content and images from a test website. - Ensuring the data is accurate and comprehensive. - Organizing scrapped data in an Excel spreadsheet or a csv file. Keen attention to detail is critical. Applicants with prior experience in web scraping, data extraction, and data management, who are comfortable with Excel functions, will be ideal for this project. Please bid on an hourly basis for your time and explain who you will charge by the hour. I'm assuming that you will need to set up the scraping tool, which might take some time, then do the scraping itself from about 2,500 website pages, and then make sure the data is correct in the excel spreadsheet (or csv). Please s...

...general public, instilling premium brand integrity and visibility. Email marketing querry: I want to send 1mil emails a day on filtered and clean data. Now this data is not cleaned manually it has gone through a certain software which control hard bounces but it's not 100% accurate however it's 85% accurate as it removes honey traps and hard bounces. Please Note this data has been collected and scrapped from data leaks and open source platforms. I have a filtered data of 50million across the globe which is verified using two verifiers. Now the challenge: How many vps we need+ How many domains we need? How many ips we need to send email in this mass quantity? If anyone wants to respond back to my email how is that going to work? Warm up process? Inboxing guarantee?...

...strong capabilities in web scraping. Key project responsibilities include: - Scraping text content and images from a test website. - Ensuring the data is accurate and comprehensive. - Organizing scrapped data in an Excel spreadsheet or a csv file. Keen attention to detail is critical. Applicants with prior experience in web scraping, data extraction, and data management, who are comfortable with Excel functions, will be ideal for this project. Please bid on an hourly basis for your time and explain who you will charge by the hour. I'm assuming that you will need to set up the scraping tool, which might take some time, then do the scraping itself from about 1,000 website pages, and then make sure the data is correct in the excel spreadsheet (or csv). Please s...

I'm looking for a proficient developer to create a scrapping tool that can extract all types of data from Websites. This includes not just user data, product data, and post or article data, but also comprehensive product information ...website's social links, mobile numbers, addresses, and countries. Ideal Skills & Experience: • Proficient in web scraping • Knowledgeable in data extraction and processing • Able to accurately extract product information • Familiarity with Website A would be a plus This project requires an attention to detail and the ability to handle extensive data. I look forward to receiving your bids. I am looking with the data to be aligned to proper excel format and no junks and the tool should not be visible to the websit...

Make APIs independent to avoid to noteclimber; Data that will required from noteclimber DB is Users' informatin only and create another table for the storage of mapped data; APIs will be created a. '/auth': for authentication b. '/store-map': will use to store mapped data i.e audio book name, Array of objects contian timestamps and corresponding notes scrapped from ebook c. '/get-map': to get mapped outputs d. '/search-map': to search from mapped data using given data like auido book name

I'm requiring someone proficient in data scraping to get product information from Website A. This project entails: - Scraping product information from Website A, which includes item names, descriptions, prices, images, and other related information. - Formatting the scrapped data in a clearly laid-out CSV file. Ideal candidate would have: - Experience working with data scraping. - Strong knowledge of using advanced scrapers. - Proven track record of delivering similar projects. - Excellent communication skills and attention to detail. - Ability to deliver the project within the stipulated timeline. I look forward to seeing your proposal. Only those who can demonstrate relevant experience will be considered.

...this, you should also have a strong understanding of Google Maps API , Telegram API, and WhatsApp API. Your main function would be to systematically scrape data from Google Maps as well as various eCommerce platforms. While the exact data to be scrapped and the main purposes of doing so haven't been defined yet, I believe someone with the correct skills set would easily navigate through the process once those details are clarified. Additionally, you might be provided with a list of specific websites or regions or be asked to scrape from any website or region, details of which are currently undefined. Hence, adaptability will be a key trait for succeeding in this project. Ideal Skills: - Proficiency in Python - Experience using Scrapy, Beautiful Soup, and Seleni...

...page with logos or pictures that takes you to every object that is pinned on the map. The relevant data (name, address, region, phone, web page, description, etc) is found on this page. 4. The click on the link on top of the page, press the text that says "ver mapa" 5. Finally, based on your location settings on your computer, you might have to scroll the map to Chile to view all the pins to be scrapped. All this pins should be the same data in html form from the previous page....

I'm seeking to commission a comprehensive list of Indian stock brokers which includes their names and detailed contact information. The deliverables should include: - The broker's name - Their phone number - Their email address I need Stock Brokers List From All over the India. I only need mobile numbers to be scrapped. You just need to give me Stock Brokers from All over the India. Only name and numbers are required. this is pretty urgent job. I need data like, 1 million to 10 million of records. You have find the source yourself, i don't have source.

...and efficient API that can scrape data across all accounts listed on the aforementioned webpage. The extracted data should then be meticulously organized and saved in JSON format. **Key Requirements:** - **Languages**: Proficiency in both Python and Node.js is mandatory. The developer should be adaptable, capable of choosing the most efficient language for the task. - **Data Format**: The scrapped data must be stored as JSON. An understanding of how to structure JSON files for ease of use and accessibility is crucial. - **Scope of Work**: The project involves extracting data from all available accounts. The ideal candidate will ensure comprehensive coverage without compromising on data integrity or accuracy. **Ideal Skills and Experience:** - Extensive experience in web s...

I M LOOKING FOR A SKILLED WEBSCAPER TO GET DATA FROM MOSTY YELLOWPAGES AUSTRALIA AND SOCIAL MEDIA (FB, LINKEDIN, INSTAGRAM ETC). REQUISITES: 1) DATA NEEDS TO BE PRESENTED ON A SPREADSHEET NICE AND TIDY AND FILTERED BY CATEGORY 2) I WILL MOSTLY NEED PHONE NUMBERS, EMAIL ADDRESSES, WEBSITE AND SOCIAL MEDIA ACCOUNTS 3) I PAY BETWEEN 25$ AND 40$ (SOMETIMES 50$ ) AUD FOR EACH LIST MADE 4) I NEED BETWEEN MINIMUM 250 TO UP TO 5000 RECORDS TO BE SCRAPPED (DEPENDING ON THE TASK) 5) TASK MUST BE COMPLETED WITHIN 1DAY TO MAX 3 DAYS (DEPENDING ON COMPLEXITY), FAILING TO MEET YOUR DEADLINE MIGHT INCURR PENALTIES $$$ I HAVE LOTS AND LOTS OF WORK HERE....IF YOU ARE KEEN TO WORK FOR ME PLS SEND ME A PERSONALISED MSG

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...an entire forum for me. The essence of this project involves collecting post titles, authors, dates, and the actual content from both the main forum and all of its subforums. **Scope of Work:** - Scrape post titles - Extract post authors’ names - Collect post dates - Retrieve the main content of each post - Cover all areas of the forum including main and subforums **Delivery Format:** - The scrapped data should be delivered in a JSON file. **Skills and Experience Needed:** - Proficiency in web scraping tools and techniques - Familiarity with JSON format - Ability to work efficiently without affecting the forum's functionality - Past experience with similar projects would be beneficial The ideal candidate would not only have technical proficiency but also a sharp...

I'm on the lookout for a detail-oriented TEAM to undertake a comprehensive data scraping project paired with manual data entry. **Core Objectives:** - Scrape text content, links, and contact information from multiple websites. - Locate more websites based on some websites provided - Manage, organize, and input a large volume (10,000+) of contact information records. - Augment and validate scrapped contact information using LinkedIn and email verification services (e.g., ). **Scope of Work:** - Data Extraction: Efficient and accurate scraping of specified data from a multitude of web sources. - Data Entry: Manual input of complex contact data provided in various formats. - Data Augmentation: Enhancing contact details by cross-referencing with LinkedIn and validating email add...

...simple Python script to login to a specific website () and scrap order data from our print-on-demand store there. Here's what you need to know: - **Project Workflow**: -Step 1: head over to Printful's login system and ensure successful automated login (you will need to create your own account there to test the script on your OS. We will not provide our credentrials) -Step 2: when the login is complete, headover to order dashboard (this is done via a button) -Step 3: for every order visible on the page, scrap the store info (where did we get this order from? Shopify? Etsy? etc. This is displayed in the form of the store's icon but we just need the store's name scrapped based on thei...

Google app script expert needed for stock price and data for world wide countries. Basically we have done for few countries we need you to replicate for more different countries, each country will consists about 8 google sheet types and some types may have dozen or up to few hundreds google sheets. Then some of the data needs be transferred and stored to SQL and taken from SQL by ...environment. We will pay $20-50/countries (negotiable) but we may fund more milestones for some few extra works. Possibly to double or tripple payments as bonus for urgent works. Each country is the same, you just need to replicate the codes which are already done but modifying some things like extensive stock according to set trigger for every country and also, check symbols are different in scrapped...

We are looking for a scrapper for a specific website, this site provides details of specific POI. e.g. it has a map which is overlaid by a marker on specific locations, once you click on it it shows further details like address, availability, amenities available etc. We would like a tool which on a given frequency (calibratable) pulls the data from the app and update in a excel file ( or similar database). The script shall be Python based. The deliverable is python script and the data scrapped once. I will share further details once we connect

I need a skilled developer to perform a scrapping task on a Telegram group I own. I have unrestrained access to the Telegram API and there are no known restrictions on scraping or bot functionality in this group. The task involves: * Scrapping all member details from the existing group * Successfully transferring all the scrapped members into a new Telegram group A proficient understanding of the Telegram API is essential and previous experience in a similar task will be highly valued. The ability to complete the task without disrupting the activity within both groups is crucial.

I require a highly skilled freelancer to scrape text content from English-based web APIs. The specific data I need extracted is text content in English. The ideal candid...to scrape text content from English-based web APIs. The specific data I need extracted is text content in English. The ideal candidate will possess the following: Skills & Experience: - Proven background in web scraping tasks - Proficiency in API usage - Fluent in English language data scraping - Experience in handling and sorting raw scraped data in specific formats About the task: The scrapped data needs to be processed and sorted in JSON format. I'd appreciate updates on the project and a final complete report upon completion. Please, provide examples of similar projects you have handled in the...

I am looking for someone with strong web scraping and data organization skills, to gather specific information about hospitality job vacancies avai...data organization skills, to gather specific information about hospitality job vacancies available in the UK. The scope of work will include: * Scraping data from all available job sites in the UK * Collecting specific information: job position, job description, job location and job requirements, company name, number and or email address for us to reach out to * Organizing and collating this scrapped information in a spreadsheet format The ideal candidate for this project would have experience with web scraping, data mining and data entry. Familiarity with job boards and the UK job market, particularly the hospitality sector, would ...

I am looking for a freelancer who can help me collect data of schools and play schools from Google Maps. Specific Information Needed: - Name - Address - Contact Number - Email Geographical Area: - Local area Data Organization: - By geographical location - By Type of School Ideal Skills and Experience: - Proficient in web scraping - Familiar with Google Maps - Attention to detail - Ability to organize data effectively - Strong communication skills This project requires meticulous data collection and organization. The freelancer should be able to scrape the required information from Google Maps and organize it based on geographical location. The data should include the name, address, contact number, and email of each school or play school. The ideal freelancer will have ...

Project Title: Data Mining 365 Site and Williamhill UK Please only apply if scrapped the two uk sites before, I am looking for a skilled freelancer who can assist me in data mining from the 365 site and Williamhill UK. The project requires the extraction of sports statistics on a regular basis. Specific Requirements: - Mine sports statistics from the 365 site and Williamhill UK - Extract data such as scores, player statistics, match results, etc. - Focus on popular sports like football, basketball, tennis, etc. Data Format: - The extracted data should be delivered in CSV format for easy analysis and manipulation. Data Mining Frequency: - The data needs to be mined every few minutes to ensure real-time updates and accurate information. Ideal Skills and Experience: - Proficienc...

I am looking for a freelancer to help me scrape product information from a reference website. The specific details I need to scrape include price, description, name, and availability of the products. Skills and Experience: - Experience in web scraping and data extraction - Proficiency in programming languages such as Python - Familiarity with tools and libraries for web scraping, such as BeautifulSoup or Scrapy - Attention to detail to ensure accurate data extraction - Ability to handle a large number of products, as I need to scrape all the products in stock/out of stock on the website.

I'm looking for a Freelancer to help me scrape a large number of auto body parts products from Website A. These products must be scraped from the reference website, and I'm interested in all products that are available online. Since I am looking to scrape a large number of product listings, I anticipate this will be an ongoing project, requiring the Freelancer to continue scraping more products over the course of future jobs.

**Project Overview:** The purpose of this mandate is to enhance the existing back-end scraping sub-process within the Master workflow. The targeted sub-process involves the reception and processing of data collected from a product page on any given merchant e-commerce website, sent by a user's browsing session from our front-end app via API call. Currently, the back-end automation script utilizes a Plugin to scrape live data from the merchant's website using the provided URL_key from data collection, employing advanced and generic parsers to create a Woo product with all necessary details. **Issue Statement:** The current process encounters occasional disruptions due to some merchant websites detecting the back-end scraping as bot activity, leading to the blocking ...

Need some motox data scrapped including Track Name, Street Address Line One, Street Address Line Two, City, State, Zip Code, Email Address, Website URL, Facebook URL, Phone Number, Track Types, Amenities, Other Amenities, Hours of Operation, Fee Description, Practice Allowed, Latitude, Longitude, Track Description Four sites will need to be scrapped. The data should be compiled so there are no duplicates. I should have over 1000 lines of data once this is completed if not closer to 2,000 lines of data. I must be 100% satisfied with the data compiled. Write in your bid #scrapeDataGuru so I know you read, understood, and agree to all terms. I am looking for a turn a round of one week or less.

Hi, From 2 websites, I am looking to scrap data. These are quiz questions, (all) answers + correct one and explanation (sometimes there are pictures as well, these should also be scrapped) Both websites are protected with log in and password that I can provide. Data should be delivered in Excel. Format of file can be discussed. Pictures available. Question/data website 1 = approx. 807 questions Question/data website 1 = approx. 750 questions

Google app script expert needed for stock price and data for world wide countries. Basically we have done for few countries we need you to replicate for more different countries, each country will consists about 8 google sheet types and some types may have dozen or up to few hundreds google sheets. Then some of the data needs be transferred and stored to SQL and taken from SQL by AP...environment. We will pay $50/countries (negotiable) but we may fund more milestones for some few extra works. Possibly to double or tripple payments as bonus for urgent works. Each country is the same, you just need to replicate the codes which are already done but modifying some things like extensive stock according to set trigger for every country and also, check symbols are different in scrapped...

Google app script expert needed for stock price and data for world wide countries. Basically we have done for few countries we need you to replicate for more different countries, each country will consists about 8 google sheet types and some types may have dozen or up to few hundreds google sheets. Then some of the data needs be transferred and stored to SQL and taken from SQL by AP...environment. We will pay $50/countries (negotiable) but we may fund more milestones for some few extra works. Possibly to double or tripple payments as bonus for urgent works. Each country is the same, you just need to replicate the codes which are already done but modifying some things like extensive stock according to set trigger for every country and also, check symbols are different in scrapped...

Need to scrap contents from a webpage. It has a form built on angular js. The date fields should be entered and the result table that appears must be scrapped. Just one page. Suitable for beginners. Need to be done in python.

Google app script expert needed for stock price and data for world wide countries. Basically we have done for few countries we need you to replicate for more different countries, each country will consists about 8 google sheet types and some types may have dozen or up to few hundreds google sheets. Then some of the data needs be transferred and stored to SQL and taken from SQL by AP...environment. We will pay $20/countries (negotiable) but we may fund more milestones for some few extra works. Possibly to double or tripple payments as bonus for urgent works. Each country is the same, you just need to replicate the codes which are already done but modifying some things like extensive stock according to set trigger for every country and also, check symbols are different in scrapped...

Read Following information of Vouchers opened via link received in email: * Discount offered by Voucher (e.g £2.50 off when you spend £30) * Voucher Code (e.g PJ-R5-M3-Q8) * Voucher Expiry Date Email containing link to these vouchers is will be read by scrapping Gmail. Deliverables: * A python script that will do what is described above and it will save that scrapped information into an excel file. * System will also save datetime of email in which we receive link to vouchers

I am only interested in professional bids! Good rating and similar feedback work from scrapped ! Scraping numbers and emails from Website! - I am looking for a freelancer who can scrape numbers and emails from Website! - Just scraping numbers and emails ! - The data should be delivered in a format other than TXT file or CSV ! Arranged one bellow other ! - Ideal skills and experience for this job include web scraping, data mining, and proficiency in the specified data delivery format. - After a certain number of views ads, the captcha may appear! Here, it is important to know what to do so that the application continues to scan! You must have professional knowledge. More details in chat freelancer !

I need help to scrapped data from some website. I will share more details over chat. Thanks!

I need a list of URLs stored in a Mongodb that has data in the following formats to be scrapped: 1. Tables 2. Pie Charts 3. Line chars 4. Bar charts There are specific rules on data capture that have been specified and a prior scrap project has this already setup and the code (Python) could be re used. The data that needs to be obtained needs to be stored in Collections on MongoDb. The scrap program needs to run on an Amazon Light sail Linux instance. Please only apply for the role if you have experience with this work and have successfully completed such project before. Please review the attached PDF document before bidding. An advanced knowledge of scrapping and Mongdb is essential. Thank you

...used for scraping article titles on FC2 Adult. - The current script is not scraping any article titles due to some change on their website. (Little changes need to be done). - A proxy with login/password authentication needs to be set to bypass the mandatory login in Europe (where my server is located). I've got a Vietnamese proxy ready to be set. Articles are all visible and accessible without any login in this region. - The script is basically scanning a folder for mp4 files like this example: - The seven digits are used to find the article on FC2 Adult like this example: - Title is scrapped and translated with deepl api. - Then, a txt file is created along each mp4 file with the article title in English, French and Japanese

...wide's financial market. Fixed Rate Job Paid based on success delivery per country. $10/country. Make about 5-10 API/country for installing python, setting API, SQL for our applications and Google Sheet. You may be given similar code to replicate so you can simply just change some links and few lines. For each country may need API for such as : 1. Historical Data 2. Financial Scrapped Source 3. Financial Summary Scrapped Source 4. Interest rate 5. Some More Required Skill & Experience : 1. DevOps & SQL 2. Familiar with python installing & setting up environments 3. Experienced in Linux Debian & LNMP server by SSH 4. You need to know on how to run python scripts on debian by ssh, and setup cron task on debian, and debugging etc Personality's Cr...

...then set the price due to market only if the proffit is good, if market are crazy and supplier sels high price, just take the prodcuts and disable it.) Safty price function make sure i at least earn the price satisfying me. Make sec plugin 2: Chat gpt : use chatgpt to Create description landing page, create FAQ on each prodcut, Create specs and attirbutes for prodcuts, and show also prices we scrapped or use to compare to all people so they know our price is best on market. Plugin 3 : automatize order: USE same api from supplier send the order, and get the track and trace nr and update it for customer.- Plugin 4: API adress: In cart, when user create there is only one filed they type the adress and it use API to get the autocomplete suggention: When he click on adress it w...

...used for scraping article titles on FC2 Adult. - The current script is not scraping any article titles due to some change on their website. (Little changes need to be done). - A proxy with login/password authentication needs to be set to bypass the mandatory login in Europe (where my server is located). I've got a Vietnamese proxy ready to be set. Articles are all visible and accessible without any login in this region. - The script is basically scanning a folder for mp4 files like this example: - The seven digits are used to find the article on FC2 Adult like this example: - Title is scrapped and translated with deepl api. - Then, a txt file is created along each mp4 file with the article title in English, French and Japanese

I am looking for a skilled Python developer with experience in Selenium and HTML code scrapping to fix an issue in my scrapping program. Program was working last week and suddenly it stopped to scrap the HTML code. for 1 SKU i'm getting 12 lines of blank data + 1 line with useful data but with no HTML code scrapped. (see attached files for reference). SKU file - input of items that will be searched data1 - ouput file with scrapped code Script - Python program This should be an easy fix, so I am looking for someone who can start working on it immediately. Ideal skills and experience for this job include: - Proficiency in Python - Experience with Selenium - Knowledge of HTML code scrapping - Ability to modify existing code efficiently If you have the necessary ...

...one or more pages, data on all pages will have to be extracted. I need a tool that allows me to create a single or an XXX number of searches and that carries them out independently, creating an equal number of output files. Look at the file “research example” Input data: The websites are always the same: A. B. C. links to pages that need to be scrapped Links example:

...models - The LLM will append scores based on predefined parameters to all articles and select the ones with the highest score. The final script should allow for the following flexibilities: - Selection of different sub-sets of the news sites that will be scrapped - Adjustment of the time window (e.g. every 12 hours) - Allow the selection of different LLM models - Allow for adjustment on the instructions to the LLM ### Script Workflow 1. Script runs once per 24 hours and scraps the new 2. Information scraped for each news article: URL, website name, title, text, date, time, author (if available) 3. The LLM will "read" the content (text, title) and assign a <score> based on a set of instructions: 4. The LLM will then append <tags> to each article 5. Out...