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    2,000 perl data scraping iş bulundu, ücretlendirmeleri EUR

    I'm in need of an expert with robust website scraping skills, capable of extracting text content from different online platforms, mainly music-related sites. This project not only requires knowledge of these particular platforms but also the skill set to correctly interpret and manage the obtained information. Ideally, you'll have a successful track record in relevant data extraction tasks. Results should be precise and generated in a timely manner. Key attributes needed: - Exceptional web scraping skills. - Profound knowledge of music websites. - Proven experience in data interpretation and management. - Consistent and punctual in job completion. Please, only bid if you're confident in handling these requirements properly.

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    ...Processing (NLP) and Machine Learning (ML) to join us in developing a sophisticated content analysis tool. This project aims to leverage AI technologies to classify and analyze text data efficiently. The tool will be able to categorize a news outlet's political orientation (Left, Center, Right) based on articles published in the past year. Technical Expertise: - Demonstrated proficiency in Python and experience with AI-driven development projects. - Solid experience in implementing NLP and ML algorithms, capable of managing the full data processing lifecycle from collection to analysis. - Expertise in web scraping and data extraction techniques, specifically related to extracting content from online sources. - Previous experience with technologies such...

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    I require an expert in web scraping who can automate the process of scraping public profiles of professors from a list of 4000 universities. - The information that needs to be scraped includes: Name, Email address, Research areas, Bio, contact details, department, designation, and text/titles of their scientific publications. - The scraped data should be effectively stored in both a spreadsheet and a database, catering to my needs of structured and easy-to-navigate information management. - The expertise that will be ideal for this task includes: proficiency in web scraping techniques and tools, data management skills encompassing both spreadsheet and database handling, a meticulous eye for detail to ensure all the required fields are captured accura...

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    Looking for proficient web scrapers that are...extracting text content and emails from Rocket Reach. I'm expecting robust and accurate deliverables from your end. Necessary Skills: - Experienced in Data Mining and Web Scraping - Familiarity with Rocket Reach, its structure, and content - Ability to extract large amounts of data accurately and quickly Expectations: - extraction of text content and emails - no repeat or empty data - accurate information without any inconsistencies - protection of data privacy principles When applying, please share a detailed project proposal outlining your strategies for scraping Rocket Reach and how you will ensure the quality of the extracted data. Note that only freelancers with detailed proposals...

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    I'm seeking a capable freelancer who can create a Python script that efficiently automates the checking of ticket availability for Real Madrid games. Specific tasks for the script will be: - Regularly fetching the following data from the Real Madrid website: - Ticket prices - Available seating sections - Script must run checks every hour. Ideal skills for this project include Python, web scraping, and automation. Prior experience in ticketing systems or soccer related projects would be appreciated. High efficiency and accuracy in collected data is essential. Please ensure that your bid reflects your understanding of these requirements.

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    I am seeking a skilled web scraper/developer to create a tool that will specifically extract data from Zillow. As a trusted online real estate marketplace, Zillow holds a wealth of property data that I need to acquire for my project. Key Deliverables: I need you to extract the address, price of the property and the contact information for all the houses on Zillow listed as for sale by owner that are listed for at least $10,000 less than their estimated market value. Afterwards, I need the information in a csv file formatted address, price, phone number. I want you to scrape every house listed for sale by owner on the entire website. You will have to write the script to scrape the website and then deliver the csv file to me. Afterwards, I want you to run the script once...

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    ...experienced virtual assistant with strong capabilities in web scraping. Key project responsibilities include: - Scraping text content and images from a test website. - Ensuring the data is accurate and comprehensive. - Organizing scrapped data in an Excel spreadsheet or a csv file. Keen attention to detail is critical. Applicants with prior experience in web scraping, data extraction, and data management, who are comfortable with Excel functions, will be ideal for this project. Please bid on an hourly basis for your time and explain who you will charge by the hour. I'm assuming that you will need to set up the scraping tool, which might take some time, then do the scraping itself from about 2,500 website pages, and t...

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    Scraping psychiatrists data from a website discussed in chat, approx. 10k-20k records, as per previous sample and some new fields. all the ones from the old + description, Top_Specialties Expertise, insurance, availability

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    I have built out an Alteryx web scraping model that mostly works, however, there are some issues, i think it's due to something related to the latitude and longitude requirements of the API perhaps, some cities work and others don't. I am looking to query by city to see which dental services are available in that city. Within the attached model i have provided the list of cities, the website to query, some additional customizations required and some details on the issues. I mostly just want the Download tool configured to pull from all cities, i can cleanup the JSON outputs myself, though feel free to do that :) I would like to scrape the Sunlife Lumino Website.

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    I'm seeking someone who can help me with real estate data scrapping for my website. page should show stats of active listings, max price, minimum price, price per sq feet, and graph for each page on the site and if I create new pages, it should auto-populate there. the site was built in square space.

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    We need a Python developer to write a script to extract the following data from Raydium pools on Solana blockchain: - initial volumes of pool liquidity (SOL, created token) - historical transactions (price/volume) for a specific pool - description in words, if available, website, social networks, if added to the created pool And we need this both for historical pools (from January/December) and simply for actual pools. All these variables should be collected in tables. Please describe your experience, preferably with relevant examples. Please start your proposal with word SOLANA

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    I...integration but currently, it isn't purchasing or selling as expected via the Latoken API. Specifically, I'd require someone who could: - Identify and fix the issues that prevent it from purchasing and selling the scraped coins. - Make sure the bot interacts properly with the Latoken cryptocurrency exchange. This task would suit someone with a strong background in bot programming, API operations, web scraping, and experience dealing with cryptocurrency exchanges, particularly Latoken. Knowledge of crypto trading bots' operational peculiarities would be a major plus. Your task would be to get it back to working condition, ensuring all functions operate as they should. This job will evolve into continuous maintenance and development of bot's features. Thanks...

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    I'm loo...group via API integration but currently, it isn't purchasing or selling as expected. Specifically, I'd require someone who could: - Identify and fix the issues that prevent it from purchasing and selling the scraped coins. - Make sure the bot interacts properly with the Latoken cryptocurrency exchange. This task would suit someone with a strong background in bot programming, API operations, web scraping, and experience dealing with cryptocurrency exchanges, particularly Latoken. Knowledge of crypto trading bots' operational peculiarities would be a major plus. Your task would be to get it back to working condition, ensuring all functions operate as they should. This job will evolve into continuous maintenance and development of bot's features. T...

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    as discussed C# code for scraping the data from the carjet

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    ...automatic data transfer from a specified source to my WhatsApp group. This extension will adhere to the following parameters: - Compatibility: The extension must be specifically designed for smooth operation on Google Chrome. - Source: The source where the extension should transfer data from is my WhatsApp group. - Transfer Method: It's critical that the data is transferred automatically as a message to my WhatsApp group, removing the need for manual intervention. Ideal Candidate: I'm seeking a freelancer with a strong background in Google Chrome extension development who can deliver this project. A deep understanding of WhatsApp API and experience in automation will put you at an advantage. Your expertise must also lie in coding, software development...

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    I'm urgently in search of a well-rounded and outstanding programmer fluent in numerous programming languages. It's essential for you to excel in Python, Java, C++, C#, Scala, Ruby, Python, Perl, Javascript, Go, SQL, Rust, Swift, Kotlin, HTML/CSS, and be experienced with NoSQL and LaTeX. Ideal technical expertise includes: - Data Visualization: Proficiency in matplotlib, D3.js, bokeh, or comparable tools - Machine Learning: Familiarity with TensorFlow, scikit-learn, PyTorch, or equivalent - Unit & Functional Tests: Experience using Selenium, Cypress, Mocha, or similar - Cloud Computing: AWS, Azure, Google Cloud Platform, or equivalent knowledge - Containerization: Docker The central task is to perform insightful programming assessments and coding within my en...

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    I need a skilled programmer to scrape content replies from a particular tweet on Twitter and return the data in a CSV file. Here are the specific requirements for the project: - The target platform is Twitter. - Only the content of the replies needs to be scraped, not the user's profile information or timestamps. - The CSV file should be formatted with one reply per line for clarity. - The CSV file should should contain two columns: Username and Reply The ideal freelancer for this job would be someone with experience in Python, as well as extensive knowledge of Twitter's API and CSV file manipulation. Experience with web scraping would also be highly beneficial. Please ensure your proposal specifies your experience with these requirements.

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    ...for a data scraper who can help me with my project. The ideal candidate should have experience in web scraping and be familiar with SQL databases. Specifics: - The project involves scraping website URLs. - The scraped data should be stored in an MS SQL format. - The data needs to be scraped continuously (Every second), on an ongoing basis. Nature of Work: - Retrieve data continuously (every second) from below url's - Add option to change MSSQL login & pwd details - Attached Screenshots for Reference data Tables ,69,1081628,160,1,49776&curr-name-color=%230059B0&fields=1h Gold & Silver Ratios Data from Kitco url (attached screenshot) : Skills and Experience: - Proficient in web scraping techniques

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    I require an expert in data mining and scraping with the objective of extracting specific data from the car dekho website. Key Aspects of the Project: - The focus is on the city of Bongaigaon, Assam. - The key data required is mobile numbers of users visiting the car dekho website. - The need for this project completion is ASAP. Ideal Freelancer: - Proficient in data mining and scraping. - Familiarity with the car dekho website would be advantageous. - Demonstrated experience in projects with urgent deadlines.

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    I'm in need of an expert who possesses exceptional skills in Xpath web scraping techniques for a market research project. The primary task involves extracting meaningful data from a diversity of news websites. Skills & Experience: - Proven Xpath web scraping abilities - Familiarity with navigating news websites and recognizing valuable data - Experience with market research-oriented projects When applying, kindly highlight your experience in this field. Details of prior projects where similar skills were utilized will be greatly valued. Please note that this task requires precision and accuracy. Only those with a sound understanding of Xpath web scraping should apply.

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    Google Jobs Scraper project requiring skills in .NET, Python, Selenium and SQL. The task is to create a crawler to extract job listings based on predefined queries, manage the data in a structured manner, and provide an interface for controlling and monitoring the scraping process. The solution requires adept handling of rate limits and the use of rotating proxies for efficient data scraping. Data To Be Scraped: - Scrape all specified job listing data points. - Store and manage the scraped data in a SQL database for effective access and organization.

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    I'm seeking a proficient web scraper to extract specific text content from Website 1 and deliver it in CSV file format. Skills and experience in data mining and web scraping are crucial for this project. Key Requirements: - Ability to accurately scrape text content from the website URL provided, including all requested fields. - Proven experience working with large data sets - Proficiency in transforming scraped data into CSV format - Attention to detail, ensuring no essential content is missed. By delivering this project successfully, it opens up opportunities for similar, future projects.

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    ...existing Excel spreadsheet to automatically generate instant service quotes for our clients, based on their specific needs. Our services cater to various room categories, with each category requiring a defined amount of time to service, as detailed in our Excel spreadsheet. Core Requirements: Wix Compatibility & Excel Integration: Seamlessly integrate the online form with our Wix website, pulling data from an Excel spreadsheet to calculate service quotes. The spreadsheet includes details like the number of minutes required for different room types (e.g., 30 classrooms, 10 bathrooms, 4 offices). Instant Quote Generation with Email Confirmation: Before revealing the generated quote to the user, prompt them to confirm their email address. This step ensures that we capture leg...

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    I'm looking for an expert to bu... The API should be smart enough to comb through vast sets of online data to find specific product listings quickly and efficiently. I need a complete developer who is capable of handling Java, Python, API, html, For the consumption of api and endpoint. More details to the correct developer Key Requirements: - Proficiency in Python and understanding of APIs - Expertise in web scraping and data extraction from web content - Knowledge in dealing with product listings from various sources - Implementing JavaScript functionality as needed - Quality assurance to ensure accurate and reliable search results This project demands a skilled developer with a knack for algorithm design and data structure. Familiarity with big da...

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    I'm currently facing issues with my web crawler code. Specifically, it's not managing to scrape all the required data and it's throwing errors inconsistently. This code has been built to scrape information from certain e-commerce platforms. The ideal freelancer for this task should show: - Proficiency in Node.js - Extensive experience with Puppeteer and web crawling, especially focusing on e-commerce platforms - Exceptional debugging skills Your challenge will be to inspect the code, identify the underlying issues and then fix them to ensure a comprehensive and seamless data scraping process. I look forward to collaborating with someone who can effectively resolve the issues and optimize the performance of this web crawler.

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    I am looking for a skilled and experienced data scraper who can extract targeted information for a data analysis project. Key responsibilities include: - Extracting specific data from a designated website - The data includes product details such as price, product description, and pack size Ideally, you should have: - A firm grounding in web scraping or similar data extraction techniques - Experience in data analysis - A keen eye for detail to ensure accurate data extraction Your main task is to aid in competitive research through your data extraction efforts. An understanding of e-commerce and product data will be beneficial. Your efforts will contribute directly to our overall data analysis strategy.

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    I'm looking to set up an automated Python bot, clever enough to navigate and fetch ticket details for specific ...enough to navigate and fetch ticket details for specific Real Madrid matches. Crucial information required includes the seat location within specified sections. Hence, I'm seeking someone with vast expertise in Python, web scraping, and bot creation. - The bot should retrieve: - Seat locations of purchased tickets within specified sections. - Capability: - The bot should be programmed to focus on certain Real Madrid matches, not every single one of them. Ideal Skills: - Python proficiency. - Experience with ticket purchasing bots. - Previous work with web scraping projects. - Good understanding of e-commerce platforms. - Detail oriented and pre...

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    ...ticketing platform. Key Features/Requirements: * It should automate the purchase of tickets for all Real Madrid matches including La Liga, UEFA Champions League, and Copa del Rey games. * Additionally, the bot must be configured to search for tickets within specified seating sections. Ideal Skills and Experience: * Proficiency in programming languages fit for bot development (Python, Javascript, Perl or similar) * Previous work in developing bots or automation tools, specifically ticket purchase bots, will be quite beneficial. * Awareness of ticketing platforms or a ready understanding of the Real Madrid ticketing process is a strong advantage. I look forward to hiring a dedicated and skilled developer who thoroughly understands requirements and can bring this project to fruit...

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    I Have python scprit to scrap a website, where i send post requests using requests, I input reg numbers into post form, it works fine however after 30-40 records it expire cookies so i manually update cookies and re-run, i want to modify scprit so it will do something with cookies that it will not expire or update cookies so scprit should keep running after 30-40 records I can provide you my scprit in chat wanted to do it right now

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    I urgently need a proficient freelancer to scrape data from a website. Unfortunately, the exact type of data and the particular website to be scraped haven't been mentioned. Although doesn't mean that this task lacks clarity. Skills and Experience: • Proven experience in web scraping. • Proficiency with programming languages (Python or JavaScript preferred) is a must. • Knowledge of HTML, CSS, DOM, and XPath. To Bid: • Include examples of past data scraping work. • Highlight your relevant experience. • Submit a detailed proposal outlining your approach towards this project. Due to the generic nature of this task, freelancers with flexibility and adaptability will be preferred. Strong problem-solving skills and ...

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    ...would be able to: -Design and develop solutions within the realm of machine learning to enhance the functionality of circuit designs. -Preprocess and analyze data using Python in conjunction with machine learning methods for improved circuit analysis. Owing to the nature of this project, experience in the following areas would be beneficial: -Electrical Engineering: Specifically circuit design; knowledge in power distribution and control systems would be a plus. -Machine Learning: Experience in data preprocessing, model training, and model evaluation. -Python: Skilled in scripting and data analysis; understanding of web scraping would be advantageous. If you fulfill these requirements and are ready for an exciting project fusing Electrical Engineering wi...

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    ...experienced virtual assistant with strong capabilities in web scraping. Key project responsibilities include: - Scraping text content and images from a test website. - Ensuring the data is accurate and comprehensive. - Organizing scrapped data in an Excel spreadsheet or a csv file. Keen attention to detail is critical. Applicants with prior experience in web scraping, data extraction, and data management, who are comfortable with Excel functions, will be ideal for this project. Please bid on an hourly basis for your time and explain who you will charge by the hour. I'm assuming that you will need to set up the scraping tool, which might take some time, then do the scraping itself from about 1,000 website pages, and t...

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

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    I need to extract a list of 500+ stores from an online directory. The structure of the directory is: ...see the name of each store. If you click on a store, you will be taken to that store's page. - Each store has its own page in the directory. This page contains lots of data about the company. This is what needs scraping. Key Deliverables: - Excel or CSV file containing contact data for each store Data required to be extracted (if found on the page): - store name (this is the store's name, separate from company name) - store company name - store website URL - store Facebook page - store telephone number - store email - store Introduction paragraph - google maps link - opening hours IMPORTANT: You must ensure accuracy of the data. The direc...

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    An experienced developer is needed to efficiently scrape both Facebook and Twitter for key data points to build an effective sentiment analysis tool. The output would also contain a relationship graph. The Twitter data should include user tweets, user profiles, retweets, likes, and geolocations. From Facebook, we need user posts, user profiles, and geolocation. As such, the freelancer must be proficient in social media API utilization and should have relevant experience in data scraping, specifically from Twitter and Facebook. Key skills: - Data scraping - API utilization - Knowledge in Python or similar language - Experience with data processing and visualization - Background in sentiment analysis or related field The ultimate aim is t...

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    I'm searching for a capable developer, specifically someone who has experience with Telegram's bot interface and web scraping. The primary purpose of the bot should be to retrieve 'out of stock' product updates from a specified website and then alert my Telegram group on a daily basis. Key Responsibilities: * Building a Telegram bot * Implementing web scraping to retrieve 'out of stock' notifications from a particular site * Programming the bot to automatically disseminate these updates to my Telegram group every day Ideal Skills: * Excellent knowledge of Telegram Bot API * Proficient in web scraping techniques * Experience with automatic message/post scheduling The answer to how the 'out of stock' notifications should be form...

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    ...programmer who can build effective scraping scripts for the list of websites and LinkedIn profiles. Your task will include: - Using Python with Scrapy to collect desired information. - Developing scripts that can identify and retrieve the services provided by the mentioned sites, along with their relevant contact details. - Ensuring that the scripts can also gather a comprehensive list of requirements from LinkedIn profiles. - Lastly, providing the compiled data in an Excel file format. Experience with Python and Scrapy is vital, and a firm understanding of web scraping and data manipulation is necessary. A proven track record in similar tasks would be advantageous. The freelancer must also be aware of and adhere to the legal boundaries around web scrapi...

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    I am seeking an expert to scrape specific data from Website This includes retrieving details such as company names, contact names, addresses, phone numbers, website address and email addresses. Key tasks include: - Scrape all necessary information - Format scraped data into an excel file - Rigorously remove any duplicate entries The ideal freelancer for this project would have a vast amount of experience in web scraping and data mining, as well as a deep understanding of data cleansing to ensure we are only left with unique data points. Highly proficient in Excel and familiarity with Website A's structure would also be advantageous. ----- note there are two parts for each record: Scrape : date: / name of show/ and location on this page:

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    ...and fill in the event data in the sample Excel sheet provided to Win ## What I require: - A lesson on how to efficiently and effectively scrape websites for event data - A rundown on the usage of third-party software in web scraping - I have a list of Urls on a google-sheet and I need to scrape event data Your application should provide evidence of your knowledge of third-party web scraping software. This should be very easy for you.. Please bid with the image of the tool you'll be using. I have attached the sample data.. Scrape for all events Columns and the Event Url in Column Q. To confirm that you used a scrapping tool I may give you 500 additional data for you to scrape in

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    ...generation and I'm not strictly adamant about timelines. Although the specific data fields are undetermined, I will rely on your expertise to guide me on what's most crucial for effective lead generation. Others have indicated that things like the company's name and email, address and contact number, or company size and industry can be extremely valuable. I am open to these suggestions, and perhaps a few others. Ideal Skills include: - Web data extraction: Ability to utilise scraping tools to efficiently gather information. - Lead Generation: Experience in generating business leads from extracted data. - Data Analysis: Ability to filter and organize the data for ease of understanding. Feel free to share your data field ...

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    I'm seeking a proficient and result-oriented professional to scrape data from doctolib.fr. This task primarily involves extracting specific doctor-related data. Key Responsibilities: - Extract doctor's names and their contact information, specifically email addresses and phone numbers. - Focus your extraction based on specific filters like specialization and location. Ideal skills and experience: - You should have exceptional web scraping skills and the ability to navigate through complex websites. - Experience working with healthcare websites, specifically , is highly desirable. - You should possess a sound understanding of data extraction standards and privacy regulations related to health data. - Knowledge of healthcare specializations an...

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    Scrapeo de los pdfs de la página web + la conversión a Embeddings

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    I'm looking for a proficient expert in email extraction to help build a contact list. The email addresses to be extracted should be from potential customers like Student Fresher working professional less than 5 yers experience I can share the Dataset of job. It is a long term project . We can fix a monthly rate and depending ...a contact list. The email addresses to be extracted should be from potential customers like Student Fresher working professional less than 5 yers experience I can share the Dataset of job. It is a long term project . We can fix a monthly rate and depending on number of email provided by you. This task requires deep understanding of data mining and web scraping. Key responsibilities: Ideally, you'll have: - Profound experience in we...

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    Hello. I need to extract the values from this website in a spreadsheet (CSV or XLSX) in an automated way and every 10 minutes: . Must be with a VBA Macro and no required nothing special, only plain text in rows and columns (see attached). You will notice that it corresponds to a website with information about sports betting. The fields to be extracted are ALL the ones you can see per game. For example: - Sport - Country - Championship - Date and time of the event - Equipment - Type of bet (Home/Away, Over/Under 2.5, Final result, etc.) - Etc. Also note that "surebets" with 2 and 3 results appear, depending on the nature of the bet. If you have any doubt, ask me. Look at next examples of 2 results, but 3 results is seemed, adding more columns at the final table (see atta...

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    ...in need of an adept web scraping expert who can extract information ranging from website content, product data, to social media posts. The data to be scraped is specifically from Facebook. This project serves the purpose of facilitating market research, competitive analysis, and content aggregation. Therefore, it is paramount that the information gathered is accurate and presents a comprehensive view of the chosen market's state. Ideal Skills and Experience: - Proficiency in data scraping techniques and tools - Outstanding knowledge in analyzing social media content, especially Facebook - Experience with market research and competitive analysis - Strong attention to detail for high accuracy of data collected Please note that the implemen...

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    We're on the lookout for skilled individuals to assist in developing web automations, and we'd like to kick things off with a straightforward, paid test to gauge your understanding of our platform. This initial task involves simple web scraping activities, such as collecting information on Instagram posts, followers, and more. Our platform, Agentify, offers functionality similar to Apify but with the added benefit of running directly on your own system. If you're up for the challenge and interested in contributing to innovative web automation solutions, we'd love to hear from you! Experience with electron is required !

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    I'm in need of a thorough data scrape from , about all of the wines from Israel. The information I'm specifically looking for includes: - Product listings: name, name of winery, grapes, subregion in Israel, type of wine, alcohol content, Allergens, Wine description, vintages produced, - Reviews and ratings This will be a one-time project. For successful completion, the scraped data should be detailed, accurate and delivered promptly in table format Ideal candidates should be proficient in web scraping tools, have a keen attention to detail, and deliver accurate results. Previous experience with data scraping from e-commerce or similar sites will be an added advantage.

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    I'm seeking an advanced Python developer tasked with various duties encapsulating web scraping, data analysis, and database management. The thrust of this venture is to automate certain manual tasks which, in turn, will optimize efficiency. The ideal candidate should have: - Expertise in Python with a concentration on automation. - Proven experience in web scraping. - Adeptness in data analysis. - Proficiency in managing databases. // Read it Carefully Now the main project Details:- I am interested for a python code which will web scrap data (like all current price and volume)from google finance site for a ticker or you can say for a share and with Top 50 market analysis equation and with market news in that day for 10 minutes it will predic...

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    My focus is acquiring VC Database Emails. It's essential for freelancers to showcase their past work, specifically if they have prior experience with VC and PE databases. Requirements: - Experience in data scraping, particularly with the extraction of business emails. - Familiarity with Venture Capital (VC) and Private Equity (PE) databases is highly desirable. - Capacity to deliver high-quality, accurate data. Key Information to Include in your Proposal: - Details of their past work, concentrating primarily on previous projects involving VC and PE databases. Let's dig deep into the dynamic world of VC and PE databases. I'm excited to see your proposals!

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    I'm seeking a highly proficient Python developer advanced in general Python. I am looking for someone to train AI Models with. Specific duties include: - Efficiently handle Python development - Craft descriptions in great detail - Fluent English (as models are trained on this language) This is a long-term project, so the ability to commit and deliver consistently over time is key. Timing is flexible. Mastery in Python is essential, and previous experience in similar tasks would be ideal.

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