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    2,000 web scraping vs data mining punët e gjetura, me çmimin EUR

    I'm seeking an experienced Python developer to scrape a specific website and extract text data for the purpose of analysis. Your role will be the following: - Scrapping the text data from the specified website. - Cleaning the data to prepare it for analysis. High data quality is crucial so attention to detail is necessary. Ideal candidate would have proven experience in Python, data extraction, and data cleaning. Familiarity with data analysis will be beneficial.

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    I'm in need of a Python script that can crawl through a list ...export all the webpages it finds into a new Excel file. This task is aimed at scraping the entire content of the websites, not just a specific piece of information. Key Requirements: - The script must be able to read a list of websites from an Excel file. - The script should use natural crawling mechanisms, not sitemap, to find all the webpages on each website. - All the webpages found on the websites should be exported into a new Excel file. The purpose of this script is to aid in analyzing the content of these websites, so it's crucial that all pages are scraped. Ideal Skills: - Proficiency in Python programming, particularly web scraping. - Knowledge of Excel file handling in Python. - Exp...

    €2776 (Avg Bid)
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    Business Lead Generation 6 ditë left
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    I am in need of a freelancer exp...a freelancer experienced with lead generation within the business sector. The chosen freelancer should have prior experience in identifying business leads through various channels. Strong research and analytical abilities are required for this task. Key Responsibilities: - Using data-driven research strategies to identify potential business leads - Acquiring accurate and up-to-date contact information, with a preference for email Ideal Skill Set: - Experience in B2B Lead Generation - Proficiency in data mining and online research - Strong knowledge of lead generation tools and strategies - Expertise in email marketing and communication strategies Please submit any past experiences in this particular area and be ready to provide re...

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    Website Image Extraction Service 6 ditë left
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    I need a professional who can help me extract photos from various websites for data analysis purpose. Key Requirements: - Image Extraction: The main task is to extract photos from a multitude of websites. The photos will be used for data analysis, so accuracy and completeness in this task is vital. Ideal Freelancer: - Data Extraction Expert: The ideal candidate would have experience in extracting data from websites. - Web Scraping Proficiency: Knowledge of web scraping tools and techniques would be highly beneficial. - Attention to Detail: The successful candidate will be diligent in ensuring all relevant photos are extracted. If you are confident in your ability to deliver a high-quality image extraction service, please submit ...

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    I'm looking for an expert in data extraction and parsing, capable of developing a robust system for scanning resumes and extracting a multitude of details. The requirements will include pulling: - Personal Information: Name, Address, Date of Birth - Previous Client Information - Family Details - Educational Background - Language Proficiency (both native and acquired) - Marital status - Data on children After the extraction is completed, you'll also be responsible for parsing this data onto our website. It should be presented in a neat, tabular format that's easy for users to discern and understand. This job is perfect for freelancers with a knack for data mining, extraction and web page formatting. Familiarity with multiple progra...

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    I'm looking for a skilled Python developer to help with web scraping and data analysis tasks. Key Tasks: - Web Scraping: Proficiency in using Beautiful Soup or Scrapy is essential. The person should be able to extract specific data sets from websites and present them in a structured format. - Data Analysis: Experience with Pandas and NumPy is crucial for this role. The ideal candidate should be able to manipulate and analyze large data sets efficiently. - Automation: Familiarity with Selenium for automating tasks is a plus. What I'm Looking For: - Experience: Please include details of your past projects and your experience with Python in your application. - Specific Libraries/Frameworks: A strong grasp of Pandas, NumP...

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    I'm looking for a proficient Chrome Extension...the extension malfunction. - Modify the extension code accordingly to adapt to these changes and ensure compatibility with the latest Google Images layout. Please note that I've already attempted to reinstall the extension in Google Chrome, but this hasn't resolved the issues. Ideal skills & experience: - Proficient in Chrome Extension Development - Familiarity with Google Images API and web scraping techniques. - Strong experience with debugging & enhancing extensions - Previous experience with image downloading tools/extensions would be an advantage Your work will help me enhance the functionality of the extension for myself and other users, so a focus on delivering robust and reliable solutions is k...

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    I'm looking for an experienced data miner or online researcher who can compile a comprehensive contact list consisting of both industrial business owners and industrial property owners in the Charlotte market. The data points that you need to scrape are the following: For Business/tenant contacts: * Property address * Property city * Property size (square footage) * Business/tenant name * Business owner/executive contact name * Business owner/executive contact phone number * Business owner/executive contact email address * Business website (if any) For Property owners: * Property address * Property city * Property size (square footage) * Owner business name (unless individual owner) * Owner name * Owner phone number * Owner email address * Owner website (if any) T...

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    ...services as an Aboriginal liaison officer and possess the ability to design and execute corporate training packages. - In addition, the website will showcase my company’s mission and vision, reinforcing the importance of cultural understanding and diversity. Target Audience: - My target audience is broad, ranging from the general public interested in cultural awareness, corporate clients such as mining and energy companies seeking cultural training, to educational institutions in need of cultural resources. The website should be able to cater to these different audience needs with simple navigation and clear communication of the services offered. Ideal Skillset: - An ideal candidate would be well-versed in creating professional, clear, and engaging websites. Proficiency i...

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    I have a web application build in Angular. In this application i also want to gather real-time score data from football games, providing dynamic updates to users. And send notifications when goals are made. Key Features Required: - Robust scraping solution to ensure constant, consistent live score updates - User-friendly interface showcasing live scores in a digestible manner Ideal Skills and Experience: - Proficient in Angular-related development - Previous experience with web scraping technologies - Familiarity with designing user-friendly web interfaces - Excellent problem-solving skills to ensure the smooth delivery of live data updates and notifications.

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    ...writer to extract specific business data from an online directory, specifically Myagedcare.gov.au. This project will need a freelancer that possesses: • Significant knowledge and experience in data scraping technology • An understanding of the structure and functioning of online directories • Keen attention to detail The successful freelancer will carry out: 1. Extraction of business data: I require accurate extraction of contact details and business names from businesses listed on the directory. 2. Specific Directory Focus: The targeted directory for this exercise is Myagedcare.gov.au. The end goal is to create a clean and organized database of businesses in the aged care sector. Prior experience with online directories and specificall...

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    ...flexible data scraper tools. These tools will be deployed to capture data and screenshots from a variety of popularly visited websites such as e-commerce platforms, directories, social media and news sites which includes but not limited to eBay and clinicaltrials.gov. Key functionalities should include: - Capturing various data types such as product details, pricing information, ratings, reviews, and any other elements visible in a full-page screenshot. - Organizing the captured data and screenshots in a clear, easy-to-navigate folder structure. - Being adaptive enough to scrape data from a widely diverse set of websites. To be successful in this role, you should have a solid knowledge of Python and possess considerable experience with the Playwri...

    €153 (Avg Bid)
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    Website Data Extraction to CSV 6 ditë left
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    I need a professional to scrape data from the URL provided and deliver the extracted details in a CSV format. - The specific data elements required are the agent name and phone number. The scraping process does not require any filters or search criteria as it's a one-time extraction. The data should be organised and easily readable in a CSV document for further analysis. Ideal skills for this project would include: - Proficient in web scraping with experience in extracting data from similar websites - Strong expertise in delivering data in structured formats (CSV, Excel) - Attention to detail to ensure accuracy in the extracted data

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    I am seeking a data aggregator to formulate inclusive and accurate contact lists for my upcoming marketing campaigns. The information required in each list is a blend of phone numbers, email addresses, and the names of company owners. I'll be providing SIC codes as an accurate reference channel for the industries we'll be focusing on. Any freelancer applying for this project should exhibit a well-versed understanding of data aggregation, web scraping, and should be detail-oriented. A knowledge or background in marketing would also be beneficial. Please note information accuracy is paramount, as these lists will directly impact the effectiveness of our campaigns. Your tasks will include: - Gathering the aforementioned contact details - Aligning d...

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    I need comprehensive details extracted from the Parivahan vehicle RC database. Data output must be within range upto 1k range at once. Specific requirements include the: - Owner's name - Registration number - Vehicle model and make - Insurance expiration date - Owner contact number The need is urgent, so a quick turnaround is vital. An adept hand at data mining, especially relative to the Parivahan database, would be an asset. Familiarity with Indian vehicle registration systems or similar projects will also be advantageous. The project should prioritize accuracy of data above all, and a proven record in precise information extraction is essential.

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    I need a professional web scraping expert to scrape information from medical service providers directories that are publically available from the providers' websites. Requirements: - Extract data including name, address, phone, and location from the directories - Ensure the information is accurate and up-to-date I'm looking for a freelancer who: - Has extensive experience in web scraping - Can deliver high-quality results quickly - Has excellent attention to detail The project is urgent so I require someone who can work on it immediately and complete it as soon as possible.

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    I'm in need of an expert to carry an advanced data scraping task on Github. Key project specifics: - The kind of data to be harvested includes not only text content and links, but also user IDs, emails and names. Therefore, this project requires someone with a skill set that allows for scraping beyond the surface level. Ideal Freelancer: - Ability to implement advanced scraping techniques to ensure quality and completeness of obtained data. - Experience in harvesting sensitive information like User IDs, emails and names. - Respectful of privacy laws and legal restrictions regarding data scraping. - Self-motivated, detail-oriented, and reliable. Please be ready to provide examples of similar projects you have completed. Th...

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    I am looking for someone who whill help me to create Firefox Add-On for basic scraping on a website. Looking for fast delivery. Ready to award today.

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    ...collectively validate and record transactions on a public ledger known as the blockchain. The Mechanics of Bitcoin At its core, Bitcoin is a digital asset that can be exchanged and transferred electronically. Each Bitcoin is represented by a unique cryptographic code stored on the blockchain, which ensures the integrity and security of the network. Transactions are verified through a process called mining, where miners compete to solve complex mathematical puzzles in order to add new blocks to the blockchain and receive rewards in the form of newly created Bitcoins. The Advantages of Bitcoin Bitcoin offers several advantages over traditional forms of currency and payment systems. One of the most notable benefits is its decentralized nature, which eliminates the need for interme...

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    I need a skilled web developer to create a website that will fetch and display HTML pages from another website. Here's what the project involves: - Users should be able to view these pages online on our website. - Users should also be able to download these pages as PDF files. - The site should be programmed to automatically update the HTML pages from the other site each time a user accesses a page. - We haven't yet decided how to handle multiple users accessing the same content simultaneously, so flexibility in your approach is key here. Ideal candidates would have experience with HTML5, CSS3, PHP, and knowledge of automated web tasks and conversion of various file formats. Previous experience with handling high traffic is a plus. Please provide examples of your ...

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    I am in need of a seasoned data analyst who can effectively work on a data visualization project for me. The main purpose of this project is: - Utilizing numerical data, categorical data, and time series data - Creating clear visual representations to aid in identifying trends and patterns - Spotting anomalies and outliers - Comparing various datasets An ideal candidate for this project would have a strong background in data analytics, preferably with previous experience in data mining and predictive modeling. Mastery in utilizing data visualization tools and software is also crucial. You should be able to understand and interpret complex data, and not only represent it visually but also spot anomalies, outliers and pe...

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    Tanti modi 6 ditë left

    ...collectively validate and record transactions on a public ledger known as the blockchain. The Mechanics of Bitcoin At its core, Bitcoin is a digital asset that can be exchanged and transferred electronically. Each Bitcoin is represented by a unique cryptographic code stored on the blockchain, which ensures the integrity and security of the network. Transactions are verified through a process called mining, where miners compete to solve complex mathematical puzzles in order to add new blocks to the blockchain and receive rewards in the form of newly created Bitcoins. The Advantages of Bitcoin Bitcoin offers several advantages over traditional forms of currency and payment systems. One of the most notable benefits is its decentralized nature, which eliminates the need for interme...

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    I am seeking a skilled Python developer with expertise in troubleshooting to resolve an issue with an application. The main purpose of the application is data analysis, web scraping and automation. Currently, the application has been crashing or freezing right at the startup. The ideal candidate for this job should have: - Extensive experience in Python programming - A background in data analysis, automation and web scraping domains - Proven track records troubleshooting application start-up crashes or freezing - Good problem-solving skills, ability to diagnose and fix bugs efficiently. Your main task will be to identify and fix the issue causing the application to crash during the startup. This is a critical project, so a timely resolution i...

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    ...skilled professional who can help me scrape text data from e-commerce sites for data analysis. Key Requirements: - Data Scraping: The primary task is to extract text data from various e-commerce websites. This includes product descriptions, reviews, and any other relevant textual information. - Data Cleaning: Ensure the scraped data is accurate, clean and ready for analysis. - Data Analysis: This project is focused on data analysis, so experience in this area is a must. The ability to extract meaningful insights and trends from the scraped text data is crucial. Ideal Skills and Experience: - Proficiency in Web Scraping: A strong background in web scraping and working with text data...

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    Web Scraping for Text & Images 6 ditë left
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    I require an experienced professional to obtain text and images from a blog and store them in a CSV file. The ideal candidate should: - Have experience in scraping content from websites - Be adept at data management, specifically CSV files - Be proficient in handling both texts and images and store in easy way to manage and retrieve A strong track record of similar projects will be a plus. This job requires accuracy and attention to detail. I look forward to seeing your bids.

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    I am seeking a proficient programmer to develop a scraping application for the purpose of extracting text data from NETFLIX. 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 i ne...

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    I'm looking for a proficient Python developer to create a script that can efficiently scrape active IPs from a text file I will provide. The following specifics are required in this project: - The Skill-set: Strong Python programming skills, experience in IP scraping and working with text files would be an advantage. - Task Details: You need to extract the 'Activity Data' from these IPs. Profound knowledge in network protocols is a must-have. - Output Handling: The activity data extracted should directly be written to a text file. A clear understanding of FileIO operations in Python would be crucial. A successful completion of this project might lead to more future collaborations. I'm looking forward to seeing your proposals.

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    ...utilizes product sales data sourced from a Restaurant Point of Sale (POS) system. The ideal candidate will have a robust understanding of sales data models and experience in creating insightful, interactive dashboards on Qlik Sense. Objectives: Redevelop and enhance the existing Qlik Sense application to provide a more intuitive and interactive user experience. Incorporate advanced analytical features to uncover deeper insights into sales data, with a focus on comparative temporal sales analysis. Key Features Required: Interactive Dashboards: Develop dashboards that allow real-time interaction with data. Ensure the dashboards are user-friendly and provide clear, actionable insights. Advanced Filtering and Drill-Down Functionality: Enable detailed examinat...

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    I'm currently looking for an expert who can design a data scraping script for me. However, I haven't decided on which particular website and kind of data (text content, images, links etc) should be scraped yet. Furthermore, the frequency for data collection hasn't been specified. Ideal Skills and Experience: - Commercial experience with Python or JavaScript - Proficiency in web scraping using tools such as BeautifulSoup, Scrapy, or Selenium - Ability to add flexibility for target URLs, data type, and collection frequency Please note: the project details will be finalized upon discussion. Your recommendations are welcome and appreciated. Only apply if you're comfortable proceeding considering these conditions.

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    Python Web Scraping Fix 6 ditë left
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    My aim is to effectively scrape forum posts from community.st.com. Currently, I have a Python-based web scraping code that requires debugging and optimization as the current JSON output presents inconsistencies. I am in need of a developer with: - Strong Python experience - Proven web scraping skills to optimize and debug data scraping code - Proficiency in handling and troubleshooting JSON data - Familiarity with structure will be a plus As a result, the corrected script should deliver complete and well-structured JSON data of forum posts within community.st.com.

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    My aim is to effectively scrape forum posts from community.st.com. Currently, I have a Python-based web scraping code that requires debugging and optimization as the current JSON output presents inconsistencies. I am in need of a developer with: - Strong Python experience - Proven web scraping skills to optimize and debug data scraping code - Proficiency in handling and troubleshooting JSON data - Familiarity with structure will be a plus As a result, the corrected script should deliver complete and well-structured JSON data of forum posts within community.st.com.

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    Text Data Scraping for Analysis 6 ditë left
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    I'm looking for an experienced data scraper who can extract text data from marketing websites for subsequent data analysis.

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    I need a professional to scrape specific details from a ...scrape specific details from a website directory for a one-time project. - Specifics: The data of interest includes the company names, their URLs, and their expertise. This information is laid out in rows on the website. - I wish for the freelancer to carefully extract this data, ensuring no errors or omissions are made. - The final output is essential to be in a CSV file format. I require this scraping to be done just once, and I do not foresee a need for ongoing scraping after this initial task. As the data is crucial for my business development, I am seeking someone who can deliver accurate and complete results in a timely fashion. Prior experience with web scraping and ...

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    Google Maps Business Data Scraper 6 ditë left
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    I need a data scraping tool to pull business names and addresses from Google and Google Maps. - The tool should be able to extract this information in an organized and comprehensive manner, enabling me to create a database for further analysis. Ideal skills and experience for this job include: - Proficiency in web scraping tools and techniques. - Experience working with Google and Google Maps APIs. - Ability to organize and structure data effectively. - Data to be compiled in an excel spreadsheet - Prior knowledge of extracting business information from online sources is a plus. Looking forward to your proposals.

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    Title: Expert Web Scraper Needed for Advanced Sales Lead Generation Description: We're in search of an expert web scraper proficient in niche database search techniques and advanced web scraping beyond Google and mainstream platforms. The ideal candidate will specialize in extracting company information from platforms like LinkedIn, focusing on contact details for sales lead generation. Key Details: Target Data: Company Information on LinkedIn Purpose: Sales Lead Generation Responsibilities: Utilize advanced web scraping tools and niche database search techniques to extract company information, emphasizing contact details. Ensure accuracy and reliability in gathering and organizing contact information from various sources. Collabor...

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    ...we mutually agree to effort - we agree to delivery dates - we assign you the task after mutually agreed - you implement, test and deliver - you provide also unit /integration tests to ensure code is always working - you document each required step to make interaction of systems to work - we test on our premise (you maybe help to fix issues) - we pay (basically the rules of freelancer) Closed book vs open book? We work only on open book. Closed book means you are unwilling to define a WBS for the work and you add only a price tag to the task. We are sorry we will not hire you in such a case! coding requirements: - clean code in terms of clean code book - best practices for development (code level documentation, common patterns, OOP as possible) - best practices for agreed and ...

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    ...able to perform the following tasks: - Data analysis: The bot should be equipped with moving averages, MACD, and RSI indicators for effective analysis and decision-making. - Web scraping: The ability to gather data from various sources is crucial for the bot's functionality. - Automation: The trading bot should be capable of executing trades autonomously based on predefined trading strategies and indicators. Ideal candidates for this project would have: - Profound knowledge and experience in Python programming - Prior experience in developing trading bots or similar automation projects - Familiarity with moving averages, MACD, RSI and other trading indicators - Strong understanding of data analysis and interpretation - Demonstrated expertise in ...

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    As a passionate economics enthusiast, I'm excited to create a product that ponders upon, 'Australian Economy Vs Canadian Economy- Which is better?' For this, I require a skilled video editor with experience in creating long-form, documentary-style videos. The final video should span over 10 minutes. Key Responsibilities: - Source and incorporate relevant footage/materials as I will not be providing these. - Brainstorm and execute innovative ideas to make the documentary engaging and insightful. - Adhere to the documentary-style video editing. Ideal Skills: - Proven experience in documentary-style video editing. - Capability to source relevant footage/materials. - Strong creativity and storytelling skills. - Good understanding of economic subjects would be a plus...

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    As a detailed-minded individual who needs precise data for my endeavors, I am currently in need of enthusiastic freelancers with a specialty in data mining. - Required Skills: You should be able to comfortably scrape both text and numeric information off a webpage, particularly from Website 1. Your expertise should shine in extracting specific types of data, ensuring highly accurate data acquisitions. - Project Requirements: I don't need all information from the entire site. I am targeting very specific sections for data mining. Therefore, your ability to scrutinize site details and pinpoint the highest quality information will be essential for this project. I am looking to data scrap the real estate agents of 20 suburbs but w...

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    My project requires the assistance of an experienced data analyst or data miner. I'm working on a market research project, which requires the extraction of text data from a specified website. Here are the specific details: - Task: Extracting text data from a website for data analysis - Output: All extracted text data should be provided in a CSV file Given the nature of this project, prior experience in web scraping, data extraction, or data mining is highly desirable. The ability to accurately extract data and transfer it into a CSV file is essential.

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    I need assistance in extracting or scraping the subscriber data from a large Telegram channel ONLY (NOT GROUP). The ultimate goal is to invite these subscribers to my own channel. Key Deliverables: - Extracting or scraping the subscriber data from the specified Telegram channel - Providing a comprehensive list of the extracted subscribers - Ensuring the subscriber data is ready for easy import into my channel for invitation Ideal Skills & Experience: - Proficiency in web scraping tools and techniques - Experience with Telegram API or similar platforms - A proven track record of handling and managing large volumes of data - Strong communication skills to provide detailed project proposals Please ensure that your application cont...

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    Hello, I'm looking for someone who can fix an error in a custom plugin for me. ? Requirements: Need an experienced WordPress developer for making adjustments to an existing data scraping plugin. The task to perform is to skip/skip cloudflare so that the plugin can extract the data without problem I explain: I have a custom plugin in WordPress, which extracts information all right, it turns out that the website activates Cloudflare on its side and that is preventing the plugin from being able to extract the information correctly. What I need: I'm looking for someone who can modify the plugin or do what is necessary so that it skips or bypasses Cloudflare and can extract the information without problem. ? Budget: $10 - $50 - I need it no later than Monday....

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    Advise as to whether vs code or arduino ide would be more suitable Complete a project containing the various pages of code, organised and zipped, ready for unpacking and modification/use. //* comment heavily, briefly explaining the features as you go. Use caps lock for anything that requires editor attention or input. Intended for hardware devices: • Xiao Esp32-S3 Sense (I call 'sense') • a small bulb such as this: • ESP32-4848S040C_I_Y_3 (I call '484') • a small speaker, such as this: Each sense should be assigned the placeholder for 2 micro servos. So if a new sense is selected via the 484 at any time, it is assigned a light as well as 2 servos. No functionality is currently required of the servos but the coding should

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    We're looking for a programmer skilled in scraping and converting APIs into PHP or Python code (reverse engineering)! If you have the following skills, join us: 1. Proficiency in JavaScript: Ability to work with this popular programming language and fully interpret and modify codes. 2. Knowledge of Cryptography: Ability to understand and use cryptographic algorithms and methods to comprehend how data is encoded and to transform unencrypted data. 3. Familiarity with Progressive Web Apps (PWA): Deep understanding of PWA structure and methods to bypass installation on iOS. 4. Experience with network monitoring and traffic analysis software such as Fiddler: Ability to use these tools for analyzing network traffic and related information, including identifyi...

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    ...financieros para posteriormente desarrollar un algoritmo que evalúe y compare acciones o fondos de inversión basándose en criterios financieros clave para determinar cual ofrece el mejor potencial de retorno ajustado por el usuario. 1.3.2. Objetivos específicos OE1. recolección de datos: Desarrollar un web scraping, generando scripts para recopilar información de diferentes APIs y acceder a los datos necesarios para utilizarlos en la aplicación. OE2. procesamiento de datos: Crear una aplicación web que solicite unos parámetros de entrada, limpiar y normalizar los datos para asegurar consistencia a la hora de utilizarlos. OE3. cálculo de indicadores: Definir funciones para calcular indicadores...

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    I'm in need of a proficient data scraper to pull a list of specific job titles for my list of Property management companies. I already have the Company name, state, street address, and zip code for these firms, but now I need someone to mine the contacts within them. I would like to start with 150 companies but I will need thousands very soon. This will be an ongoing relationship. Specifics include, but are not limited to: - Facility Managers - Construction Managers - Building Managers - Maintenance Managers You should have experience in data mining and web scraping, showcasing a solid understanding of how to extract specific information from given sources. A background in extracting information specifically for real estate industry firms would be...

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    I need a Firefox Add-On urgently that can scrape specific text content from a website. The data doesn't need to be saved in any specific format; it's only important that it can be extracted and shown.

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    Gmail Scraper and notifier 5 ditë left
    VERIFIKUAR

    ...building a Gmail email scraper/notifier. The ideal candidate should have a strong understanding of data scraping and email handling. The aim of the project is to: - Extract and display specific emails from Gmail in a user-friendly card format within an application grid. - The information to display on each card will include part of email body, phone numbers and web links. The phone numbers should be displayed in a clickable link format so that they seamlessly work with a soft phone application like RingCentral without need to use their API. Emails containing web link will have the option to automatically open the link in new tab in default browser. Skills required: - Proficiency in data scraping - Experience with Gmail API - Excellent knowled...

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