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    2,000 extract data feed website jobs found, pricing in NZD

    The task? To extract and clean the PyPortfolioOpt library. You've got to remove classes and distill the features in question to simple, functions – using only Python and numpy. However, cvxpy can remain throughout the process. What to deliver: A colab notebook prooving how you code (as short as possible) results in the same answer as the following code: ef = EfficientFrontier(Means, Cov_Matrix, weight_bounds=(0, 0.1)) weights = ef.max_sharpe() source codes:

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    ...that masters interactive data visualization. My project primarily involves an exciting exploration into the world of gene expression levels. Here's what I need accomplished: 1. Integration of the CanvasXpress-Vue package with my existing Vue.js project. 2. Creation of interactive, custom charts capable of effectively visualizing complex scientific data. 3. The data to be visualized involves gene expression levels, thus experience and understanding of scientific data visualizations would be hugely beneficial. The ideal freelancer for this project would have a strong background in Vue.js and CanvasXpress, as well as demonstrable experience in creating data visualizations for scientific data, particularly in biology or genetics. Familiar...

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    Description: We are seeking an experienced Python/Django Developer with a strong background in API integrations and OCR data processing for an ambitious project within our healthcare technology domain. This project aims to automate patient intake processes by integrating e-fax and Gmail APIs, extracting data from communications, and processing PDF intake forms into our database. Key Responsibilities: Integrate e-fax and Gmail APIs to automate the extraction of patient information. Process OCR data from scanned PDF documents to extract patient intake data. Import extracted data into our Django-based database efficiently. Develop these functionalities as either a separate microservice or an asynchronous Django task/job, ensuring seamless integrati...

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    ...Experience with Next JS is a necessity. - Familiarity with AWS S3, , and WebSockets is highly desirable. We have a web application that requires screen recording functionality, we use websockets, to do meetings. One of the features on our website is the ability to draw over the live video feed. What we have tried is doing screen recording on our student side so we can capture both audio/video streams of video calls as well the drawing we can do over the video feed [we overlay a transparent canvas over the video feed that one can draw shapes and freehand draw] but we are facing issues where the audio of the incoming stream was not being captured properly, also we want to record only part of the screen, not the tools and navbars and other general stuff. We a...

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    I need someone to scrap and extract data from a website

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    I'm in urgent need of a skilled professional to extract company leadership information off of company websites in addition to pulling leader info from LinkedIn. Please review attached documentation before responding to project. Your team will need access to LinkedIn Sales Navigator and something similar to ZoomInfo for contact data. - **Skills and Experience**: - Proficiency in web scraping tools and techniques. - Experience with data extraction from a variety of sources, including but not limited to social media platforms, business directories, and online marketplaces. - Ability to clean and organize data effectively. - Knowledge of data privacy laws and ethical scraping practices. - **Project Timeline**: - This is an urgent project...

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    ...seeking an experienced freelancer to meticulously extract or derive their email addresses. Total relevant names around 560 in the list that will be provided. Sample list provided in attached screenshot. **What I Require:** - The conversion of the list from a Word document into a more manageable format for email extraction tasks, whether that be a CSV, Excel, or another suggested by the contractor. - For each person, I have provided their full name, the company name (in this context, an educational institution), and their country. The task is to find the corresponding email address. - The focus is exclusively on those affiliated with educational entities, filtering out any other organizations. **Ideal Skills and Experience:** - Proficiency in data management and manipul...

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    ...web scraping to collect text-based data from specified websites. This project involves a one-time extraction of text data from multiple different websites, which needs to be meticulously organized and delivered in a spreadsheet format. ### Ideal Skills and Experience: - Proficient in data scraping techniques and tools. - Strong experience in handling and organizing large datasets. - Expertise in spreadsheet software, preferably Excel or Google Sheets. - Ability to identify and extract relevant text data efficiently. - Keen attention to detail to ensure accuracy of the collected data. ### Project Requirements: - Scrape text data from specified websites. - Organize the scraped text data clearly in a spreadsheet. - Ensure accuracy a...

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    I need some help with the following data which shows the population weighted centroid of each residential area in England: I need the Latitude and Longitude for each area, in the following format: e.g. 54.503214 , -1.183447 The x and y appear at first that they are latitude and longitude but they do not make sense at all in relation to corresponding areas, therefore they may be something else

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    I am seeking a digital forensic expert with a specialized focus on conducting a forensic analysis of emails. This detailed investigation requires a professional who is adept at examining and scrutinizing email data within a forensic context to uncover, analyze, and document findings that are of critical importance. Scope of Work: • Conduct a focused forensic analysis on email data to identify any signs of compromise, unauthorized access, or other security concerns. • Utilize advanced forensic techniques to extract, preserve, and analyze email contents and metadata. • Prepare a comprehensive report detailing the findings, including any potential security breaches or vulnerabilities discovered during the analysis. Ideal Skills and Experience: &bull...

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    I am looking to create a streamlined database, allowing enhanced accessibility by centralizing operational data from various external websites. Key requirements: - Setup a system to extract data from multiple external websites - Consolidate and map them to one structured database The ideal freelancer for this project should: - Have proficiency in data extraction from various websites - Experience in database management and data consolidation - Demonstrated success in improving data accessibility in previous projects This process aims to increase efficiency of data accessibility and ensure greater coherence in data management and usage.

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    The point cloud data of building contours has been obtained, but due to various gross errors in the data extraction process, the contours are need to use algorithms to extract regular polygon boundaries. You can refer to open-source algorithms:

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    We were designing an AI IOT device with STM32 which works similar to H.U.M.A.N.E AI pin and R1 rabbit. it records the user audio upon detecting a wakework like Voice assistant and process the Audio and camera feed and get the result from CHATGPT and read out the response using a speaker. we had our first version of hardware designed but we suspect some design issue and components were missing to support this functionality. So we are looking for a developer with Experience in STM32 and TensorFLow Lite and knowledge on supporting hardware they need like Audio codec and SDRAM. this can be a long term project if you are proven exceptional. complete details will be given on chat.

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    ...project involving comprehensive data entry and text copying tasks. This project entails transferring data from text files to a well-organized spreadsheet format. The primary focus will be on accuracy, organization, and timeliness, even though there is no specific deadline. **Key Tasks Involved:** - Transfer data from text files to spreadsheet format. - Ensure accurate copying and pasting of text into designated fields. - Organize information in a logical and accessible manner. **Ideal Skills and Experience:** - Proficient in data entry with a keen eye for detail to avoid errors. - Experience with spreadsheet applications, preferably Microsoft Excel. - Ability to organize and format data efficiently. - Strong understanding of how to handle text files...

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    ...but display various RSS feeds using the iPhone's Live Activity feature and the Dynamic Island display, providing a seamless integration of information directly on the user's screen. **Core Features Required:** - **Live Activity Feed:** Real-time updates must be showcased through the Live Activity, ensuring users are always up-to-date. - **Dynamic Island Display:** Utilize the Dynamic Island to present notifications or highlights from the RSS feeds, creating an engaging user experience. - **RSS Feed Integration:** The app should be able to pull from various RSS feed sources, offering users a broad spectrum of information. - **Interaction with Feeds:** Users should have the ability to click on a link to open and read the full article, thus requiring a user-...

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    I am seeking the assistance of a...the assistance of an adept developer to collect specific information from the Mturk platform. * We Majorly need to extract worker ratings and qualifications. * The collected data should be formatted and organized in a text file, where each line represents a worker's rating and qualification. Your expertise in web scraping is fundamental in this project. Experience in platforms similar to Mturk is an added advantage. Although I didn't specify the programming language, your recommendation and expertise in the most effective and efficient language/software will be highly considered. Please make sure your proposed language/tool is highly efficient in handling such type of data extraction and formatting. I am looking forw...

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    We are currently facing challenges in scraping specific components from our Magento website. Our existing setup utilizes BeautifulSoup and Selenium, but we're encountering difficulties in accurately identifying the target components, such as image cards, tables, etc., based on predefined criteria. The main issue stems from the complexity of the website's structure, where the code primarily consists of divs, and the JavaScript and CSS are heavily compressed. This complexity has led to a situation where adjustments made to the scraping logic work on some pages but fail or scrape incorrect data on others. With a vast website encompassing thousands of pages, manual adjustments are not feasible and often lead to a breakdown in other parts of the site. We are loo...

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    ...REST API will returns a json doc and have a field for 'total' and the value needs to be extract 1. formula name: jql-count input : 1. JQL: project = foo and resolution = closed and createdate=2023-1039 In this example, you would encode the JQL and make the corresponding JIRA REST API call extract json result value of : maxResults 2. formula name: jfilter-count input : 1. filter Id: In this example, you would call the filter API to extra the total number of issues in the response extract json result value of : max-results

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    ...a Python-based program capable of handling documents in docx, txt, and pdf formats. The tool’s primary function is to convert these files into plain text for easy information retrieval while preserving the original file. Additionally, it must identify and extract details such as the individual's current job title, role, and contact information. **Core Functionality Requirements:** - Accept uploads in docx, txt, and pdf formats. - Convert these files into plain text, maintaining the original document. - Parse the plain text file to extract: - Current job title - Role of the individual - Contact information **Ideal Skills and Experience:** - Proficiency in Python programming - Experience with file conversion and text processing - Familiarity with rege...

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    I'm looking for a skilled freelancer who can help me extract a clear and legible plate number from a specific video I will provide. This task might involve deblurring or enhancing the video to ensure the plate number is readable. The end product should be a photo showcasing the plate number in a legible manner. Ideal skills and experience for this job include: - Proficiency in video editing and image processing software. - Experience with deblurring or enhancing video footage for clarity. - Ability to work with different video formats and export high-quality images. Project Details: - The specific video from which the plate number needs to be extracted will be provided by me. - The extracted plate number should be presented in a photo format, ensuring the number is clear and...

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    I am in need of an experienced data specialist who can either employ Python or use the Robinhood API to scrape specific data from a website. Key Tasks: - Retrieve stock prices and screener data. - Extract Buy information from the stock market data. Please note that the detailed information required from this scraping has not been specified. Therefore, the ability to adapt to changes and a keen sense of detail will be a significant advantage in effectively completing this project. The ideal freelancer for this job should be proficient in either Python or API usage, with particular experience in data scraping. Knowledge or experience in dealing with the stock market will also be beneficial. While the scope might seem broad, I anticipate t...

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    ...operational efficiency and opportunities. Member and Stakeholder Surveys: Develop and execute surveys to gather insights from members and stakeholders. Analyze survey results to understand expectations, needs, and areas for improvement. Focus Groups: Conduct focus group sessions with diverse stakeholder groups, including members, residents, and partners. Facilitate discussions to extract qualitative insights and perspectives. Strategic Planning Workshops: Design and facilitate strategic planning workshops with the Board, staff, to review our vision mission and values Develop interactive sessions to encourage collaboration and idea generation to develop strategic goals. Hold a session with the leadership and staff of the MCFP to carve our a dashboard or...

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    ...Like with conparitive sizes to Earth and other planets. - Botanically enhanced - New Villager Primary, Secondary, & Political Job with Job blocks. - New mobs hybreeds, clones & secrets to unlock - Additional biomes, time travel, & dementions of different speeds. As in if you go to a slower time demention other dementions plants & afk farms will grow faster rather than need bonemeal or foods to feed them. -new culinary tools and options, equipment blocks, villager chefs and restaurants. Watch the chef's work... like making hot roll dough & doing the fermentation, proofing, forming, pan proofing and so on. - winery and brewery -canning foods to preserve perishables, smoking, dehydration. -Ships and vehicle's even Submarines for water & lava or ...

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    I am looking to extract text data from online websites and compile it into a CSV format. This task refers to a considerable amount of data, so an understanding of efficient data extraction and manipulation methods is required. Ideal Skills: - Data mining - Webscraping - Knowledge of CSV formats Experience: - Previous experience with large scale data extraction from websites - Proven track record in data arrangement and manipulation The freelancer should deliver accurate data, organized optimally in a CSV format. A high level of attention to detail is required.

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    ...information from these files, transforming their data formats, and merging multiple files into one. The ideal candidate will have extensive experience in writing PowerShell scripts tailored to data handling and should be comfortable working with text files for data extraction and manipulation. **Skills and Experience Required:** - Proficient in PowerShell scripting - Experience with text file manipulation - Ability to extract specific data from text files - Skilled in converting data into different formats - Capable of merging multiple text files seamlessly **My Requirements:** - Develop PowerShell scripts to extract vital data from various text files. - Transform the format of extracted data to meet our project specificat...

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    I'm seeking a skilled Dynamo BIM expert to revolutionize how we handle projects by automating mundane tasks, extracting crucial data, and refining specific workflows. This project aims to enhance efficiency and accuracy in our constructions designs using Revit 2023. **Key Tasks:** - Automate repetitive actions within Revit to save time and reduce errors. - Extract data effectively for detailed reporting that informs decision-making. - Optimize model coordination and quantity takeoff processes for smoother project execution. **Key Requirements:** - Proficient with Revit 2023 and Dynamo scripting. - Experienced in automating tasks and data extraction in a BIM environment. - Ability to improve model coordination and perform accurate quantity takeoffs. - Stro...

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    ...honor our history. - I have photos of the old logos to serve as a reference. Although most are of high quality, one is not. However, I believe it’s workable with the right expertise. Ideal Skills and Experience: - Strong background in graphic design, particularly in logo creation and brand identity. - Proficiency in photo-enhancement software, capable of working with less-than-ideal images to extract necessary elements. - Creative mindset to balance historical elements with a modern design touch. - Excellent communication skills to understand the essence of our past logos and the vision for the anniversary logo. - Attention to detail, ensuring all elements are harmoniously integrated into the new design. This project requires someone who can skillfully blend tradition wit...

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    ...been chosen yet, and I am open to suggestions, but it should support interactive, cartoon-style representations. **Ideal Skills and Experience:** - Proficiency in metaverse platforms like Decentraland, Axie Infinity, Roblox, or others with substantial user bases. - Strong experience in 3D animation and character design, particularly in creating cartoonish avatars. - Ability to integrate live video feed into the metaverse, translating real movements into animated actions seamlessly. - Creative thinking in how to best represent a lively event atmosphere in a cartoonish metaverse style. **Requirements:** - Develop a concept that translates live stage events into a cartoonish metaverse setting. - Ensure the avatars can replicate real human movements captured on camera, adopting a p...

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    My website () needs two key modifications - I want an expert with in-depth WordPress experience who can competently address these issues. 1. RSS Feed: - It's not displaying properly. I need someone to fix this issue so the feed is correctly displayed. (This error could be because of advertisement placements) 2. Advertisement Placements: - I prefer my advertisements to be seamlessly integrated within the page content, specifically at the top, middle, and bottom of the articles, without interrupting the user experience. Skills and Experience: - Deep understanding of WordPress - Knowledge in implementing and handling of RSS feeds - Proficiency in strategic ad placements

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    We need a specialist to help us to capture screen images from our application and feed them into Yolov5/v8 model to help us to detect special zones on all images so we can tune external joystick to select those zones automatically. This is 4 stage project: 1. Go through existing training data, clean up and remove fuzzy/unclear data 2. Gather more data from our application, identify special zones and feed into the training dataset 3. Gather real time data and make sure the resulting model can be generalized good enough for most of the screens our application produce 4. Optimize the model for our CPU and memory footprint

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    I'm seeking a professional who can efficiently extract data from a number of PDF documents that contain a mixture of tabular and paragraphed text. Key tasks include: - Extracting data from a variety of PDF files - Working with different data presentations, including tables and full text paragraphs The ideal candidate should have: - Proven experience in data extraction from PDF files - High level of attention to detail to accurately process mixed-format data - Strong skills in data analysis and interpretation - Ability to deliver accurate results promptly. This project will require a specialist skill set, with a focus on understanding the diverse data structures within PDFs. Efficient time management and consistency in resul...

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    ...need of some excel expertise & data analysis expertise to help better format some data on my spreadsheet. Each day I will extract data from my system (which gives a break down of each completed order transaction ID along with which client it belongs to) and I will add it to the raw data tab in my spreadsheet. From that point, there are a couple key data points Id like to track over time. 1. Orders per client (daily) 2. Total orders (daily) 3. Total employees (daily) 4. Orders pers employee (daily) 5. Employees per client (daily) I have been able to capture the 5 data points listed above for each day of this year from a pool of raw data. However, I need some assistance to know if there is a better way to do it, or a better w...

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    I am in need of an expert in Excel to help me...that I was hoping to complete this task within the next week -- note as well that I was hoping to complete this work for about $200 if possible. Ideal skills and experience for the job: - Mastery of Excel formulas and calculations; - Proven experience in sales forecasting and proforma creation using Excel; - Understanding the mechanics of various data sources that feed into sales forecasting. Please note, I will be providing the specifics of the data source. The selected candidate should be able to adapt and work flexibly with the provided details. The selected candidate must also speak fluent English, so will communicate well moving forward. I look forward to your bids. Let’s develop some efficient forecasting t...

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    I have a PDF with data that i want to extract and structure in a bulletlist.

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    I’m in need of a proficient data analyst who can provide in-depth statistical analysis and data visualization for a 12 GB dataset (size when unzipped). The core objective of this project is to comprehensively analyze this dataset to extract meaningful insights and present these findings in an engaging, visually appealing static report format, specifically in WORD Document **Ideal Skills and Experience:** - Proficient in data analysis and statistical methods in python and R - Experienced in data visualization tools and techniques - Capable of handling large datasets (12 GB+) - Skilled in creating static reports in WORD with a focus on clarity and visual engagement - Ability to identify trends and patterns within the data **Project Requireme...

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    I require a solution to implement the Instagram Graph API through my new Meta business account. The prime objective here is to extract data of post mentions. Key Details: - Assistance to setup Instagram Business account and Meta app with Instagram module - The focus lies primarily in querying post mentions - Activating webhooks to receive mention data. - Renewing long-live access token using script - Optionally, make some simple scripts to querying API (preferable in PHP language) Ideal candidate: - Experience in working with Instagram Graph API and Instagram Business account

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    Dear Freelancers We need someone who can design and build a website for beauty services The particular thing is that the website needs to be personnal branded We have brochures and we know what we would like to have for the design Design needs to be white, light wood and gold You can design the website on figma or photoshop Once the design is validated you need to develop it and put it live We have no preference for the development part, Wordpress or HTML5 We need a onepage website with cool design, pictures of the owner, maps, instagram feed and contact form, CTA buttons etc.. You can use AI for texts We need it in french so french language is a plus Please write piano in your bid to show us that you've read what we need otherwise your bid w...

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    I'm looking for a skilled WordPress developer to create a unique and engaging website geared towards young professionals. Features: - A clean, mobile responsive design that showcases content in an easy to navigate format - Integration of features to make content sharing across various social networks possible Content: - The website will primarily feature travel itineraries with advice, personal development tips, and career guidance targeted towards young professionals. That individuals can buy. Skills and Experience: - Experience with WordPress website development - Strong UI/UX design skills - Knowledge of SEO best practices - Prior experience in creating blogs or websites with similar content. - Complex cart management with dates If this so...

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    I require a dedicated professional to extract crucial information from various investor presentations. The data to be collected ranges across financial, market, and performance data. The presentations are either in PDF or PowerPoint format. The specific information I need extracted includes: - Company name - Revenue figures - Key performance indicators - Shareholding details - Other relevant performance indicators Ideal candidates should have experience in data extraction, be well-versed with navigating PDFs and PowerPoint presentations, and have a strong understanding of financial and performance data. A keen eye for detail is a must-have to ensure the accuracy and reliability of the extracted data.

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    ...dos Dados website. My primary focus is on extracting names and email addresses efficiently and accurately. **Key Requirements:** - Capability to navigate and extract data from the Casa dos Dados website. - Expertise in identifying and scraping names and email addresses without missing relevant information. - Ensure the scraped data is structured appropriately for easy access and use, preferably in a CSV format. **Ideal Skills and Experience:** - Proven experience in web scraping, particularly with dynamic websites. - Proficiency in web scraping tools and software (e.g., Scrapy, BeautifulSoup, Selenium) or coding skills in Python, JavaScript, etc., to automate data collection. - Detail-oriented approach to accurately capture all requested conta...

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    ...that can be my full time editor for the next 6-12 months with the possibility of consistent pay-raises when the agency experiences growth. You will be paid 7usd for every video-edit. The process is super streamlined. All videos are tailored by me -> you get the raw footage, edit it and upload the edited videos in a separate folder. I expect a simple thumbnail that fits the ratio 1:1 on Instagram feed. All videos should be edited in 9/16 format for fullscreen experiences on IG Reels + TikTok. Please reach out to me here on “platform-name” and tell me a bit about yourself, your current situation and show me previous work. ***Important***: I expect a sample to quality check your work, if I find qualified for the position, I will provide you with the raw 60-second...

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    ...expertise to extract comprehensive product and pricing information from a specified building supplier's website. This one-time project aims to generate a detailed csv file encompassing all available building products, including but not limited to electrical, plumbing, and hardware supplies. ### Key Requirements: - **Extraction Scope**: All products listed on the designated website. - **Data Fields**: Product name, category (electrical, plumbing, hardware, etc.), price, and any available product specifications. - **Output Format**: Well-organized csv file. ### Ideal Skills and Experience: - **Web Scraping**: Proven experience in efficiently extracting large volumes of data from websites without violating terms of service. - **Data Organiza...

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    Just provide feed (product, sku, price) of an online store on excel...

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    I am in need of a highly efficient automated scraper specifically designed for yell.com. An ideal candidate for this project would showcase: - Expertise in web scraping and data mining - Proficiency in programming automated scripts The task at hand involves: - Scraping specific data particularly business name and website URL from - Proven ability in handling complex site structures to extract data effectively - Implementing a function that allows me to run the scraper on request We had a scraper that ran very fast as was python command line based - unfortunately we lost access as the vps it was on was deleted and we cant contact the original developer. The solution we require needs to: - Use multi threaded proxies for maximum speed - input busines...

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    ...Europe. Without specifying, I'm particularly interested in a wide range of data points including the company name, contact information, and financial data. The more information you can gather, the better. For this job, freelancers should possess: - An extensive background working on data scraping projects - The ability to scrape large amounts of data accurately - The expertise necessary to navigate and extract data from various platforms When applying, please emphasize your experience in data scraping. Although expertise related to SMEs or European markets wasn't specified, any experience in these areas could enhance your application. This project will require precise attention to detail and professionalism in handling dat...

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    I require an exceptional Python developer to accurately extract both text and numerical data from an XML file. This project will entail: - Parsing an XML file for data extraction. - Able to handle both text and numerical data proficiently. - Presenting the data in an organized table within a Database for efficient use. Knowledge and experience in XML parsing, Python, Database Management, and data extraction are vital for this task. Looking forward to seeing your innovative solutions. I have already parsed it almost. But I am stuck in the code in one place. Need your help.

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    ...need a script to synchronize the products on in the all categories category in real time with the site they are building. Problems you may encounter: 1 - allegro blocks requests (so you need a proxy) 2 - we are talking about over 10,000,000 products. 3 - APIrest by Allegro does not work to extract from their server directly ... My question is: 1 - Which solution do you choose for the script and why do you think it is the perfect one? 2 - Do you think you can extract a million products in less than an hour? 3 - will the solution you choose be able to find the products with the help of google directly on my site? 4 - which is the perfect solution to be able to update the page in real time (ie if the product is sold, to have zero stock with me) A site that would be a good

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    I'm looking for a skilled data entry operator to transfer specific data from Gmail into a Google Sheets document. This project requires attention to detail and a solid understanding of Google Sheets functionalities. **Key Requirements:** - Extract both text and numerical information from various emails. - Accurately enter the extracted data into a designated Google Sheets file. - Organize data in a clear, logical manner for easy analysis and reference. **Ideal Skills and Experience:** - Proficiency in navigating Gmail and identifying specific data as per instructions. - Advanced skills in Google Sheets, including formatting, data sorting, and the use of formulas to streamline processes. - Experience in handling online data, wit...

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    ...experience in web scraping, specifically using Beautiful Soup and Selenium. This project involves developing a sophisticated solution to extract data from a specified website and organizing this data into predefined structures. Key Responsibilities: Develop a robust and efficient web scraping solution using Python, with a primary focus on Beautiful Soup and Selenium. Analyze the structure of the target website and devise a strategy for extracting data accurately and efficiently. Ensure the scraped data is well-structured and aligns with our specified format requirements. Implement error handling and data validation measures to maintain the integrity of the scraped data. Collaborate with our team to understand the project r...

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    ...4-minute video into captivating 30-second and 1-minute clips tailored specifically for Facebook and Instagram, aiming to bolster engagement on these platforms. The core objective is to spotlight a specific aspect of the video content to engage our target audience effectively. **Key Requirements & Skills:** - Proven experience in video editing, particularly for social media content - Ability to extract and enhance key highlights to create engaging, concise clips - Creative mindset to innovatively promote a specific aspect of the content - Strong understanding of Facebook and Instagram video requirements (format, length, etc.) - Capability to integrate a clear call-to-action within the clips to guide viewer interaction **Project Scope:** - Review the provided 4-minute video ...

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