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    2,000 web crawling extracting data jobs found, pricing in SGD

    ...sophisticated utility tool. This tool will need to analyze data from varying PDF reports, and present compact, informative comparisons in an Excel format. Key requirements: -Application of AI techniques to process descriptive text data into singularized words. -Talent for working with varying data formats and locations within PDF files, extracting and examining text data. Please refer to the sample input and output documents. - Sample Demonstration: Please provide a sample demonstration showcasing your ability to develop a solution for this project. The demonstration can be a limited-scale prototype or a simulation that highlights your approach to the following key functionalities: Data Extraction: Simulate or demonstrate how you would ext...

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    I'm seeking an experienced freelancer to develop a script capable of accurately extracting vehicle tax data from 'a website'. The program should be adaptable, allowing for export in various formats per requirements. **Core Task:** - Create a script to scrape 'a website' for specific data. **Data Points:** - Vehicle registration number - Vehicle make and model - Vehicle tax amount,etc **Output Requirements:** - Script must allow data export to be configurable (CSV, Excel, JSON). - The script should allow proxy configurations - The script shoud be able to update each record once in every 3 days. ( to be scheduled in cron ) *** VERY IMPORTANT *** - You will deploy the script in a given VPS - We'll need to see the script work...

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    I'm looking for a proficient Python developer who can integrate the Twitter API for the purpose of data analysis. The primary task will revolve around extracting tweet content and subsequently conducting sentiment analysis on it. The ideal candidate should exhibit the following skills and experiences: - Proficiency in Python programming and Twitter API integration - Familiar with data analysis tools and methods - Experience with sentiment analysis frameworks Your responsibility will be: - Setting up an efficient Python environment linked to Twitter's API - Retrieving specific tweet content, with a focus on maximum data accuracy - Applying sentiment analysis on the gathered content to reveal impactful insights.

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    I require a professional with experience in extracting data from Google Maps. I would like to collect and populate approximately 1300 entries into a CSV file with the following information: address phone number website URL email Google map URL. Successful freelancers should include examples of past work in their application. Accuracy and precision are key in this task. The freelancer who can deliver quality work in the shortest possible time will be preferred.

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    I need an experienced Excel and VBA specialist to assist with a project that involves data cleaning and generating reports from a CSV file. This file contains dates and times against power usage for apartments and needs to be processed in Microsoft Excel. The job tasks include: - Fixing inconsistent data entries in the CSV file - Extracting time of usage for each apartment - Creating a repeatable VBA script for future use Ideal freelancers will have strong experience in: - Microsoft Excel for managing and manipulating CSV files - VBA for creating automated tasks related to data cleaning and report generation Your help will save me time and effort in terms of managing this CSV file and creating valuable reports in the future. Successful completion of this pro...

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    I'm seeking a Python expert capable of parsing an RDF document. The purpose of this task is to extract specific data related to "curriculum alignment". PLEASE NOTE: I did post this job earlier, but I didnt focus on PYTHON, which I should have done. Key Tasks: • Parse through the RDF document to identify curriculum objectives and instructional materials. Aspects of achievement standard --> Content Descriptions --> General Capabilities (Set 1) --> Elaborations --> General Capabilities (set 2) - develop a python script that then can be used for other Learning Areas. For this one, it is attached. • Extract these elements and clearly present them, demonstrating their interconnectedness, in an Excel format. Ideal Skills: • Proficiency ...

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    I need an experienced and proficient website crawler who can help me extract Text content from Database Tables on my website. Key requirements: • Acing in finding, fetching, and structuring data. • Proficient in delivering the retrieved data in Plain text format. • Emphasis on fetching Text content from the Database Table, thus understanding of database structures is a must. Ideal skills include web scraping, data mining, and database understanding. It would be best if you had an eye for detail as accuracy is key in this project. With your expertise, you should be able to navigate through complex website layers to get to the desired content.

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    I require a specialized web scraping professional with experience in extracting text and images from multiple websites. Your task will involve the following: - Scrape data from Sephora, Cult Beauty, Space nk - Extract specifically the Text, Images, Titles, Descriptions, and Prices A strong background in web scraping, data extraction, and working proficiently across different websites is critical for this project. Knowledge in web parsing methods and ability to bypass potential anti-scraping tools or blocks set up on these websites will be highly advantageous. Your goal is to accurately scrape the necessary information without causing disruption to the target websites, and ensure the data is comprehensible and ready for further use. I w...

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    ...involves: - Database Design: A strategic setup on how to manage, store and organize data in our system. - Data Analysis: A well-structured system that allows for analyzing data and generating reports. - User access and security: A method to manage user access, ensuring privacy and security of data. Skills and experience: - Proficiency in SQL queries: Needed for extracting information from the database in a workable format. - Understanding of Data Normalization: To eliminate redundancy and dependency. - Knowledge of Relational Algebra: Will benefit while designing the database. - Experience in indexing and performance tuning: For better database response. - Familiarity with Data security: For ensuring user data privacy. Your fina...

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    I have a need for a proficient programmer who can help scrape images from specific websites. - The ideal freelancer should have a solid background in webscraping, and specifically, in extracting images from websites. Prior experience in dealing with different image formats is a plus. - The images scraped will have to be in JPEG format. the pixels must be divisible by 4 - There's also a need to ensure the images are resized and/or kept in their original proportions as needed. Knowledge in image processing and manipulation is therefore key for this project. Ultimately, I'm looking for someone who can deliver quality and timely results. Interest and ability to interpret task requirements effectively will make you a strong fit for this role.

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    I am in need of a JavaScript expert to help roll out an API that extracts specific data from LinkedIn in a similar manner to projects found at and Key functionalities include: - Extracting search results data - Extracting profile data Essential data points I require from the extraction process include: - User profile details - Extraction of search results for people The ideal candidate for this project will be well-versed in JavaScript and API development, with specific experience in data extraction a huge bonus. I am planning to use this API in , so it is crucial it works with that platform.

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    I need an experienced Excel and VBA specialist to assist with a project that involves data cleaning and generating reports from a CSV file. This file contains dates and times against power usage for apartments and needs to be processed in Microsoft Excel. The job tasks include: - Fixing inconsistent data entries in the CSV file - Extracting time of usage for each apartment - Creating a repeatable VBA script for future use Ideal freelancers will have strong experience in: - Microsoft Excel for managing and manipulating CSV files - VBA for creating automated tasks related to data cleaning and report generation Your help will save me time and effort in terms of managing this CSV file and creating valuable reports in the future. Successful completion of this pro...

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    Looking for a skilled developer who can automate the process of extracting text content from RTF code and organizing it in a categorized structure in an excel spreadsheet. On github, I see someone has tried to some success. The file is located: To begin with I am interested in the English file Years Foundation to Year 10. English MRAC/2023/07/LA/ENG HTML RDF/XML JSON LD SPARQL You goal is to extract the hierarchy and structure as a usable document to teachers. Learning Area (English) --> Year Level --> Aspect of the Achievement Standard (A sentence) : it may then have General Capabilities

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    I'm seeking a skilled freelancer to scrape specific product data from Amazon. This project involves extracting product names, prices, descriptions, images, and categories. It's important for this project that you have: - Proficiency in data scraping with a focus on e-commerce sites - Understanding of structured data and ability to deliver in a usable format - Demonstrated experience with Amazon product data A critical part of this task involves filtering the extracted data to ensure only items from specific categories are included in the final collection. Your proposal should highlight your ability to fulfill these specifications.

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    This project involves using web searching and social media analysis to identify an author's genre. The main task is to examine authors' information and conduct online searches to accurately tag an author's genre. The ultimate goal of this project is to improve the accuracy of author genre identification. -The ideal candidate for this job should have: 1. High-level web research skills 2. Expert understanding of social media analysis, especially Twitter 3. Profound knowledge about different writing genres 4. High accuracy in data tagging This project does not involve extracting any extra information. The focus is completely on identifying the genre of the author.

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    I'm seeking a skilled Python developer to parse text from text-based PDF documents. Your role will involve extracting undefined data types possibly including text, numerical or tabular data. This project requires a keen attention to detail and strong understanding of data extraction concepts using Python. Ideal Skills and Experience: - Proficiency in Python - Experience with text-based PDF parsing - Understanding of different data types - Knowledge of data extraction - Timely delivery, as the completion timeline is within a month.

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    I require an expert in web scraping to assist in the extraction of text content, images, and product information from a specific website. Your task will not only include extracting this data but also organizing it in a useful way. I'm in need of someone who can start as soon as possible with the project completion. Ideal candidates should have: - Proficiency in web scraping tools and techniques, - Ability to handle image extraction, - Experience with information classification and organization, - Ability to deliver the project ASAP. Please include evidence of past work or experiences related to this field in your application. A relevant project proposal would be nice to see, though not required. Time is of the essence, so please only apply if you're ...

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    Being a dedicated excavator of modern website data, I'm seeking for a prowess freelancer to scrape text content from a specified website, specifically focusing on news articles. The unique identifier/info to be pursued from each news article is the identification number. The successful candidate should have experience with JavaScript and must be able to perform the task without headers. Key skills and Experience: - Advanced proficiency in JavaScript - Proven experience in Web scraping - Adept at extracting specific data (Identification numbers) - Ability to scrape text without using headers

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    I'm seeking a skilled designer to create a professional, sleek landing page aimed at extracting key contact information from professionals aged 26-50. Key responsibilities: • The main purpose of the landing page is to collect user information. • The data fields to be collected are: Name, Email, Phone, and Website. Ideal candidate: • Creates user-friendly designs that encourage user interaction. • Has experience designing landing pages for a professional demographic. • Understands how to drive user interaction and lead capture. • Responsive design ability for optimal viewing across devices is a plus. Your design will enable our business to build a base of professional contacts with ease. Looking forward to viewing your portfolio.

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    Hello, I have some target Telegram groups that I need you to collect the usernames of their members so I could DM them. I do not need you to give a bot or a tool, I would simply give you the links of the groups and you would give me a sheet with the details.

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    I need a thorough data collection process to collect Ceramic & Porcelain Tiles Importers within Vietnam. This project requires: - Collection of contact information and company details. - The data needs to be organized in an Excel spreadsheet. - Include data for all importers, regardless of volume or frequency of importing. Ideal skills and experience for the job: - Strong data scraping and crawling capabilities. - Proven experience with swift and accurate data entry. - Proficiency in Excel.

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    I need an experienced Excel and VBA specialist to assist with a project that involves data cleaning and generating reports from a CSV file. This file contains dates and times against power usage for apartments and needs to be processed in Microsoft Excel. The job tasks include: - Fixing inconsistent data entries in the CSV file - Extracting time of usage for each apartment - Creating a repeatable VBA script for future use Ideal freelancers will have strong experience in: - Microsoft Excel for managing and manipulating CSV files - VBA for creating automated tasks related to data cleaning and report generation Your help will save me time and effort in terms of managing this CSV file and creating valuable reports in the future. Successful completion of this pro...

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    ...project, I have a requirement for a software program capable of extracting specific data from PDF files and importing it into a .csv format. Here's a list of capabilities I would like the designed software to have: - Upload PDF Files: The software should accept PDF files as input. - Extract Text Content: Identify and extract particular text content from the uploaded PDF. - Text Around Specific Keywords: The capability to pinpoint and extract data surrounding specific keywords is crucial. - Recognize Keywords: The program should utilize regular expression pattern methods to identify these specific keywords. Freelancers applying for this project should have substantial experience in Regular Expression Pattern matching, data extraction, and software dev...

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    ...fully Set-up 2. Schema Markup: Implement structured data using appropriate schema markup to enhance search engine understanding of your content. This can include schemas for articles, videos, FAQs, etc. 3. Page Indexing: Ensure that all important pages are indexed by search engines. Use the "site:" operator in search engines to check which pages are already indexed. 4. Alt Tags for content: Enable dynamic Alt Tags in the admin panel. Implement automation based on trending titles on Google to keep image alt attributes relevant. : Review and optimize your file to guide search engine crawlers efficiently and avoid indexing unnecessary content. 7. Crawling: Optimize our website's structure for efficient crawling. Ensure that important pages ar...

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    I am seeking a seasoned freelancer with exceptional data extraction abilities, particularly from Word documents. I need help extracting purely text data. The extracted data should be organized, accurate, and timely provided. Ideal Skills: • Proficiency with Word documents • Strong ability in text data extraction • Attention to detail and accuracy • Excellent time management skills Your previous experience in similar tasks will be instrumental in getting this job done efficiently. Please be prepared to provide examples of your past related jobs for my review. Looking forward to your bids.

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    I'm in need of a seasoned software developer to work on a Laboratory Information System (LIS). Your task will encompass extracting lab test data from different lab/pathology machines. The developer should know how to write code in RS 232 and TCP/IP protocols etc . I am listing some companies here from where we have to pull data Agappe, Erba Ideal Candidate Should: - Have extensive software development experience - Ability to navigate and extract data from different lab/pathology machines Please include your applicable experience. Your familiarity with specific programming languages or any additional skills relevant to this project would be beneficial. This project demands someone with a keen attention to detail, so your proposal should reflect this.

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    I require deep forensic analysis of PDF metadata, which will entail extracting crucial details including the creation date, modification date, and author. This analysis should also point out the specific text that was changed or altered. In addition, a thorough content analysis of the PDF document is needed. This involves both title & headings and body text. Beyond these primary requirements, an additional extraction of 'Creator' metadata from the PDF document is also essential. It is crucial that freelancers interested in this project have strong skills in data analysis, forensic software tools, and text analytics, along with a solid understanding of PDF metadata structure.

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    ...The main task involves Ethereum network crawling. We already have a running code to crawling the Ethereum network. However, we still need to do some changes on GoLang code (designing crawler), such as partition the ID_space into sections, and crawl using multiple crawlers in Ethereum not only single crawler as what we have. In addition, there might be more few changes on the code. The ideal candidate will: - Understand DHT-based network and Kademlia - Knows a little about Ethereum (blockchain) - Have experience in GoLang - Possess a deep understanding of DHT network crawling (p2p) - Have previous experience with crawling networks Your responsibility will be building on top of running code and do some changes, also to ensure that the network crawling ...

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    I need assist...task. Through effective and accurate Google searches, I require a freelancer to compile a spreadsheet detailing specific information found on tech-related websites: - I'm interested in extracting the URLs of these websites. Furthermore, I want to include the titles and descriptions associated with these URLs. - My aim is to accumulate the email addresses found on these sites. Please ensure these details are precisely captured and recorded in the provided spreadsheet. A successful freelancer for this project would have a keen eye for detail, possess exceptional Google searching skills, and be proficient in data entry and extraction. Experience with tech-related websites is desirable, yet not mandatory. I look forward to seeing your bids and addressing an...

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    I'm in need of a dedicated data entry specialist, who is adept in Data entry of commercial invoices. Key Responsibilities Include: * Accurately entering invoice data into Microsoft Excel spreadsheets. * Ensuring adherence to specific formatting requirements, details of which will be provided upon project commencement. A deep understanding of Microsoft Excel and precision in data entry is crucial for this role. Experience with processing invoices is highly desirable. Attention to detail and maintaining the integrity of confidential information are also essential for this project. Project Description: We have a pressing requirement for a meticulous and detail-oriented freelancer to assist us with data entry tasks. We possess over 150 Invoice Docu...

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    I need a knowledgeable freelancer comfortable with data entry involving image data. The key aspect of this project is the extraction of text within these images. Key Responsibilities: - Concentrate on identifying and extracting specific content like product names or places within image data. - Ensure precise capture of requisite information, maintaining data integrity. Ideal Employee Skills: - Proficient in data entry tasks, particularly with image data. - Excellent attention to detail for identification of specific content within images. - Familiarity with various product names and/or places is advantageous. - Prior relevant experience in data entry work. Please furnish your detailed experience and samples of previous similar ...

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    I'm seeking a skilled individual who can scrape text content from a PDF. A high level of attention to detail is needed as the data must be accurate. Key Project Requirements: - Excellent web scraping skills specifically around extracting text data from PDF files. - Ability to deliver scraped data in Excel format. - Efficient and accurate data extraction is a priority. Ideal Skills and Experience - Proven experience in web scraping, especially from PDFs. - Knowledge of saving data into Excel. - Capable of maintaining data accuracy. - Familiarity with captcha handling. I'm looking forward to your bid and answering any questions you might have about this project.

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    ...uploads on our Shopify website. What we look for in you is: Key Responsibilities: - Sourcing high-quality stock images of the products (1024x-4096x) - Extracting product information (as required) from supplied websites - Uploading products and their associated information effectively into the Shopify platform (if applicable and as required; incl. attributes, product category, product attributes, etc.) # of products to be uploaded: up to 1,000 Ideal Skills: - Proficiency in eCommerce platforms, specifically Shopify - Keen eye for detail, particularly image selection and uploading of product information - Proficient in data entry and/or data management Experience in the cellphone accessory industry or a similar product type will be a significant advantage. If sat...

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    Create a PowerPoint slide with the information from the video. Must listen to al...information from the video. Must listen to all that is said by the teacher and create a PowerPoint slide. However, whatever information is taught regarding the pagan holiday side of the teaching, I would like it to be at the beginning of the PowerPoint slide. You can extract the audio or listen and type. As long as everything the teacher is discussing, it must all be on a PowerPoint slide. - After extracting the audio, the focus of the content is "Explaining Resurrection Sunday". Therefore, possessing a keen ear and attentiveness to religious details will be beneficial. The project's success will be measured by how well you have highlighted the main points related to this topic. Th...

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    ...appealing graphics package that seamlessly integrates with real-time motorsport timing data. Key requirements are: - Candidates should be familiar with either or FLOWICS development. - Expertise in designing dynamic full-screen graphics that encapsulate my brand's identity. - Ability to incorporate my brand's logos, specific color themes, and text/title elements accurately into the design. - Proficiency in extracting and integrating live data from specific sources, in this case, motorsport timing data. Note: Datasource will provide data and output to JSON format. We can provide sample dataset. The ideal candidate will have a keen eye for design and a thorough understanding of realtime data integration. Experience with sports broad...

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    I am seeking a proficient programmer to develop a scraping application for the purpose of extracting text data from websites. This project is sensitive, considering that the targeted websites demand API keys for access. Accordingly, the ideal candidate should be familiar with both GET and POST methods as well as API integration and management. Experience with data extraction and web scraping from API authenticated websites is a must. Skill requirements: • Web scraping • HEADERS • CUSTOM HEADEARS • STRINGS • URLLIB • Working knowledge of GET & POST methods • Experience with API authentication • Exceptional skills in data extraction, especially text. • loliscript • SilverBullet

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    ...an innovative Automation Specialist skilled in crafting and managing sophisticated Zapier workflows for real estate listing dissemination. This role is pivotal in extracting property details and images from emails, and engaging investors through diverse channels like SMS, email, Facebook, and Instagram. A unique aspect of this position involves integrating ChatGPT to create a responsive chatbot that offers real-time interaction with our audience, answering inquiries and providing information about listings instantly. Core Responsibilities Automated Email Processing: Configure Zapier to auto-process incoming listing emails. Data and Image Extraction: Parse emails to extract property information and image links from cloud storage. Multichannel Distribution: Utilize GoHigh...

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    We have a task at hand involving the extraction of frames from a video file. Each frame from the video is converted into an image. Now, within these images, there are elements such as numbers and text. Our objective is to capture and extract these numerical and textual elements. We then organize this extracted data into CSV (Comma-Separated Values) files, making it easier to manage and analyze. Additionally, depending on specific requirements or preferences, we might need to customize or adjust the formatting of the CSV files accordingly. This process allows us to effectively utilize the information contained within the video frames for further analysis or applications. this whole thing should developed in python code and executable in google colab.

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    ...seeking a proficient data collector to help to gather information from a list of LinkedIn profiles. The task involves navigating to each individual LinkedIn link provided and extracting details as instructed. Key Responsibilities: - Navigate to the LinkedIn profile using a link like this for Aaron Dunnett Assoc CIPD. - Extract a converted profile link like this: Project Requirements: - Must be able to handle a high volume of data, as I have more than 2400 LinkedIn profiles from which a correct profile link is required. - Attention to detail is key for this task. You'll need to ensure all collected data is accurate and complete. - Experience in data mining and LinkedIn

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    I'm in need of a dedicated data entry specialist, who is adept with invoice processing in various formats; PNG, JPEG, and PDF. Key Responsibilities Include: * Accurately entering invoice data into Microsoft Excel spreadsheets. * Ensuring adherence to specific formatting requirements, details of which will be provided upon project commencement. A deep understanding of Microsoft Excel and precision in data entry is crucial for this role. Experience with processing invoices is highly desirable. Attention to detail and maintaining the integrity of confidential information are also essential for this project. Project Description: We have a pressing requirement for a meticulous and detail-oriented freelancer to assist us with data entry tasks. We possess ov...

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    My project revolves around the manual web scraping technique, specifically for extracting text content from chosen sections of a website. The Ideal Candidate Should: - Be proficient in manual website scraping - Have a keen eye for details as key focus will be on the extraction of product descriptions, part numbers, and filter diameters Job Scope: - Please note, Retailer website has anti-bot scraping protocols. This process will likely have to be done manually - Extract data on all 5300 of the products from specific retailer website - Use manual website scraping techniques to mine text from targeted sections of a website which includes product description sections - The text content to be scraped includes specific details such as product descriptions, filter diameter...

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    ...one 1 unique vendor on the page (ex: all 250 instances = Nike), don’t extract, skip to next URL in the list b) If there is more than 1 vendor on the page (ex: Nike, Adidas, etc), extracting brands from all pages until there are no more pages you can append the following extensions to urls to get to next pages / / / The last page will typically have less than 250 products. 4- Generate an output csv file including the following fields Column A = website URL Column B = vendor 5- remove all lines with duplicate data...

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    I require a highly s...developer capable of processing identity card images with a high level of accuracy. The AI developed must have the ability to: - Extract and identify all data fields present on the identity card - Recognize and match facial images from identity cards and selfies Ideal skills and experience for this job would include: - Deep knowledge and experience with OCR technologies - Proficiency in AI and machine learning, particularly in the field of facial recognition - Experience in handling ID card images and extracting data from various fields - A track record in developing programs with high accuracy results The final product should ensure data privacy and security. If you have the necessary skills and an interest in artificial intelligence,...

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    I'm looking for a skilled Data Scraper with strong experience in using Octoparse. As I lack a specific website, I need someone who can ably search and identify platforms to scrape data. The key information I want gathered includes: - Product Pricing - Product Descriptions - Product Images A successful freelancer for this role should have a knack for identifying valuable data sources, solid Octoparse proficiency, and thorough understanding of data crawling & scraping. An eye for detail is highly essential, as this role deals with accurately knitting relevant product data.

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    I'm on the hunt for a skilled Power Automate coder that can assist in PDF data extraction. The ideal candidate for this task must have: * Expertise in Power Automate and its various functionalities * Experience in extracting text and tables from PDF documents * The capacity to handle an undetermined volume of PDF files for data extraction. Your primary responsibility will be to set up and manage a system that automatically extracts text and tables from PDFs. Please note, the volume of files for extraction is currently undefined and can be adjusted as per necessity. Proficiency in dealing with various data volumes is preferred. With the aid of Power Automate, the goal is to turn a previously time-intensive task into a smooth and efficient process. All the...

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    Hello, I need a skilled developer who can aid me in extracting LLaMA model responses within my Flask application. I am working on integrating the LLaMA model into a Flask application for a text generation project. I've encountered an issue where I'm unable to correctly extract the generated text from the model's response. The response structure seems to be different from what I anticipated, leading to a situation where I end up with llm_output=None. Please mention if you have prior experience in performing similar tasks and share an overview of your plan for this project. I look forward to reviewing your applications soon!

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    I require an expert in web scraping to extract specific data from the International Business Brokers Association (IBBA) website. The target information includes business listings and broker contact information. Although no specific data fields were defined, having in-depth knowledge in extracting business- and contact-related details is beneficial. Skills in programming, data mining and handling web scraping tools are key.

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    ...proficient Python developer to create software capable of extracting data from two provided excel sheets, designed to generate 50 unique outputs. The ideal candidate must: - Have proficiency in Python programming. - Exhibit understanding and competency in handling Excel documents and their formatting. - Display excellent data management competency especially in text, numbers, and dates extraction. The tasks involve: - Extracting data from two existing Excel sheets that contain different data forms involving text, dates, and numbers. - Only simple extraction is needed based on the criterias given and no complex calculations will be required. - Generating 50 individual excel sheet outputs from the extracted data. Experience in data...

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    I'm in need of skillful Photoshop assistance to transport my friend into a playful world fit for a baby. Your task will be to use provided photos of my friend, artistically altering them to humorously depict him engaging with toy trucks. Key tasks will include: - Creating an assortment of images where my friend is seen playing with toy trucks, crawling alongside a toy truck, and even sitting on a toy truck. - Preserving the playful, humorous tone, while maintaining a family-friendly PG rating. Ideal candidates would have: - Proven Photoshop skills with good taste in humor. - Experience in creating theme-based photo edits, specifically fantasy-inspired ones. - Attention to detail so they look authentic and not out of place. Deliver images that will crack up the crowd, ...

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