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    ...am seeking an experienced developer for a long-term project aimed at enhancing and maintaining an existing Twitter scraping bot. This bot currently operates without using an API and requires several improvements. Project Background: Currently, the setup includes: - A Python script that scrapes Twitter timelines, refreshing every 5 minutes. - The Twitter account and script are hosted on a VPS. - Data is stored in a self-hosted MongoDB. - The script can identify and expand long posts but cannot detect threads effectively. What I Need: Current Functionality: The script can identify and expand "long posts," which are individual posts that exceed the usual length and need to be expanded to show the full content. Current Limitation: The script cannot recognize if a post i...

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    I'm looking for a freelancer proficient in dealing with PowerPoint and Excel tasks. The specific requirements are: - Ability to extract tables from a PowerPoint file and accurately transfer the data into an Excel document. - The data in the Excel file should be organized neatly by slide number. - After the data transfer, simple calculations such as averages and sums should be performed. The ideal candidate is someone familiar with both PowerPoint and Excel and comfortable performing basic data manipulations. Prior experience in similar projects will be considered an advantage. Project completion timeline is flexible, however, quality and attention to detail are paramount.

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    I’m looking for a professional API developer to create a RESTful API that extracts text data from company filings on the SEC website. This specialist task involves structuring the data in a way that's congruent and easy to use. Key Responsibilities: - Set up a RESTful API - Extract text data from company filings - Structure and organize the extracted data for ease of use Ideal Skills: - Strong experience in API development (preferably RESTful) - Familiarity with the SEC website and its data - Ability to organize large sets of data in a user-friendly way. I am trying to count specific words from companies’ 10K available in SEC EDGER through python coding. I need data from 2001 to 2023. But I get the word counts from 2014...

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    I'm in need of an expert in data extraction. Key Points: - Extensive experience in data extraction is important. - Familiarity with data file extraction - make a script that can decrypt a file

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    Data Extraction 6 days left

    Data Extraction from a particular website

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    I have a name for my water ozone machine, but I feel it ...should encapsulate the essence of the product - it's modern, environmental-friendly, and tech-savvy. For the client presentation letters, you should focus on: - Clearly and concisely articulating the purpose and benefits of the machine. - Demonstrating how it can be easily incorporated into daily household activities, such as connecting to a washing machine and a separate faucet for ozone water extraction. Ideal skills and experience for this job include: - Proven experience in creating modern, eco-friendly and tech-oriented logos. - Strong capabilities in crafting persuasive, informative customer presentation materials. - A genuine understanding of the potential appeal and benefits of eco-friendly products in the ...

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    ...Content Review and Extraction: • Review existing company profiles. • Extract key information and relevant details from each profile. • Ensure the extracted content is concise, relevant, and highlights the unique strengths of each company. 2. Design Concept: • Develop a unified theme that represents the consortium. • Create a design that is professional, visually appealing, and easy to navigate. • Use consistent branding elements (colors, fonts, logos) across the profile. 3. Profile Structure: • Introduction to the consortium: Brief overview and mission statement. • Attribute core competencies, unique strengths, and notable achievements to SBC whilst removing all the individual company names. 4. Design Elements: • Infogra...

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    We're on the lookout for a top-quality AI expert who can create an advanced Document AI system to revolutionize our book processing operations. This will involve a focus on automating tasks to speed up the process, including: - Text Extraction: Extracting the content from our books accurately, - Page Layout Analysis: Understanding the structure and layout of the pages. Your background should involve significant experience in developing Document AI systems and handling book processing tasks. A strong understanding of both text extraction and page layout analysis technologies is vital. We value precision and efficiency, so we're looking for a highly reliable and fast system. Your ability to implement a system that can improve our document search and retrieval is hig...

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    Tasks: (for a Gamified Question Practice FLUTER FIREBASE app) 1. Design a robust Content Management System with a format to store JEE questions in firebase collections. Each question document in firebase should have the appropriate metadata: question text, images if any, options, correct option, exam and year(mains or advance), images contained within the options if any, etc. 2. Extract 1 lakh questions from provided pdf documents and upload to firebase using the Content Management System. 3. Write robust flutter code to fetch questions from user selected chapter (corresponding to firebase collection) and display them in proper format with latex/mathjax. Caveats: image storage in question or options, latex, latex linebreaking, etc. This functionality is to be integrated by me on top of...

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    I'm in need of a skilled professional to scrape specific text information from a target website using Python. The extracted data should be compiled neatly into an Excel file. Ideal Skills and Experience: - Proficient in web scraping techniques using Python - Previous experience with text extraction - Proficient in data organization and spreadsheet management - Attention to detail and accuracy in data extraction Please note that the project is a one-time extraction. However, if the job is well done, there could be opportunities for future work. I'm looking for someone who can get this done accurately and efficiently.

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    I'm in need of a skilled data entry professional to assist with web data mining and extraction. The extracted data should be provided in an Excel spreadsheet format. Key Requirements: - Data Mining and Extraction: The primary task will involve extracting specific data from various websites. This requires someone who is patient, detail-oriented, and proficient with web research. - Excel Proficiency: The extracted data should be delivered in an Excel spreadsheet. The ideal candidate should be comfortable working with Excel and capable of organizing and presenting data in a clear and concise manner. Please bid with relevant experience and the approach you would take to ensure accuracy and quality in the data extr...

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    I'm on the hunt for a talanted engineer who can assist with extracting the firmware from a PCB board, and subsequently revise the layout. This dual-faceted project will involve: - Extracting the existing PCB firmware. Experience with similar projects is very much preferred. - Revising the current PCB layout. This revision will not include any new component additions, but will call for redesigned circuit paths and repositioning of existing components. Ideal candidates for this job should have a solid background in electrical engineering and firmware development, with extensive prior experience in PCB design and layout revision. If that sounds like you, I'd love to hear from you.

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    Scrap this website in next 24hs The website has two ways to be queried, one is by ESTADO and MUNICIPIO (left side of the homepage). The second one is by SECCION (right side of the home page). Both need to be scrapped comprehensively into two date bases: First for the ESTADO and MUNICIPIO (left side of the homepage), the data base should have the following fields: A. ESTADO B. MUNICIPIO C. POSICION D. NOMBRE E. PARTIDO F. DISTRITO Follow the next steps: 1. Select each of the 32 options for the drop down menu ESTADO 2. Each ESTADO will have from 3 to several thousand alternatives for MUNICIPIO, need to scrap all options for all MUNICIPIO possibilities of each ESTADO 3. Once the two options above are selected press BUSCAR and go to page 2 4. On the drop down menu

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    I have public videos of children playing games at home with parents, which you can use to follow the project. We need to extract the following features to find the severity/confidence scores (0-9, where 0 is non-autism and 1-9 represents increasing severity) by using computer vision (CV) techniques or models (pre-trained / ML / DL) so that we...a confidence score. I expect you will find a better CV-based technique. Feature sets include but are not limited to facial expression analysis, gaze analysis, body movement analysis, speech and language processing, social interaction metrics, activity recognition, contextual information integration, and temporal dynamics analysis, all aimed at extracting comprehensive features from human video data to identify autism spectrum disorder (ASD) ...

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    I have a list of 4,400 authors and their institutions in an Excel file. I need their business emails Please Note: - I have a set budget in mind, so please bid accordingly. - I promise to provide a good review once the task is completed. Ideal Freelancer: - Proficient in email extraction and validation - Experienced in handling large datasets - Attention to detail - Ability to deliver quality work within the specified budget.

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    ...commonly used libraries will be tested. Your understanding of Python's application in data analysis tasks is equally important. 2. Data Engineering: Your in-depth knowledge and proficiency in different data engineering techniques would be of significant importance. Candidate should be equipped with creating and managing large dataset processes, extracting data from different sources, and transforming it into a more useful structure. The ideal candidate should possess solid experience in these specific fields. If you're a Python Programmer and Data engineer who loves turning raw data into meaningful insights, I'd love to work with you. The crux of the job would include writing Python scripts, data extraction, transf...

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    I'm looking for a Python developer with a strong background in Linux for a project involving scripting and automation tasks. Key Requirements: - Strong scripting experience: You should be proficient ...simplification. - Comfortable with Linux: Knowledge of Linux systems is crucial for this project, as you will be working within this environment. - File Manipulation: You will be required to create scripts that can manipulate files efficiently. - Data Extraction: Experience with data extraction is desirable. You should be able to create scripts that can extract and process data from various sources. Ideal candidates should have a solid understanding of Python 3.12 and be familiar with the Linux environment. Experience with automation projects and ...

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    I need a freelancer to efficiently collect data from a website and organize it across multiple reports. Key Responsibilities: - Extract relevant data from an unspecified type of website. - Develop a system for sorting and categorizing the data into multiple reports. Ideal Freelancer: - Proficient in data extraction and database management. - Experience in working with large datasets. - Knowledge of developing automated data collection systems would be a plus. Please note that I haven't specified the exact website or type of data as the job requires a high level of adaptability. The frequency of the task will be discussed once the project has started.

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    ...skilled developer to create a tool that automates the extraction and merging of data from multiple Excel spreadsheets on a daily basis. The purpose of this tool is to prepare the data for analysis and reporting. Key Requirements: - Automation: The tool should be able to run the extraction and merging processes daily without manual intervention. - Data Extraction: Extract specific data from provided Excel sheets. - Data Merging: Combine the extracted data into a single, usable format. - Reliability: The tool must consistently and accurately handle the data. Ideal Skills: - Strong experience in Excel and data manipulation. - Proficiency in automation tools. - Understanding of data analysis and reporting...

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    I need a tool that can extract text data from PDF documents and structure it for database entry. Key Requirements: - Text Extraction: The tool should be able to extract text data from PDF documents accurately. - Data Structuring: The extracted text data should be structured in a way that's easily loaded into a database. Ideal Skills: - Expertise in PDF text extraction. - Proficiency in database structuring. - Familiarity with data processing and formatting for databases. Please note that while the data needs to be structured for database entry, I do not require any specific database management system at this stage.

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    I'm in need of a tool that can automate the extraction of specific numeric data from PDF documents and spreadsheets. Here's a breakdown of the project requirements: - The primary data to be extracted is numeric in nature, including financial figures. - The tool should be capable of extracting this data from PDF documents and spreadsheets. The ideal freelancer for this project should have: - Proficiency in data extraction and automation tools. - Experience working with PDF documents and spreadsheets. - Familiarity with handling numeric data and financial figures.

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    I'm in need of a web researcher who can efficiently gather customer information contact details. Tasks would include: - Conducting internet searches to collect data - Focusing particularly on customer information, while omitting unnecessary details Ideal candidates should have: - Experience in web research and information extraction - Familiarity with relevant tools and strategies for efficient online data gathering. Your accuracy and attention to detail will be appreciated in this project.

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    I need a professional to run a Python script for analyzing a binary file. The script should be used to extract specific data fields from the binary file for further analysis. Key Points: - The primary goal of this project is to extract specific data fields from the binary file. - The extracted data will be used for a deeper analysis. Ideal Skills and Experience: - Proficiency in Python script execution. - Experience in data extraction from binary files. - Strong understanding of data analysis methodologies. Your role will be to execute the Python script and ensure that the data extraction is carried out accurately and efficiently. I'm looking for someone who can deliver high-quality results and is able to work within a reaso...

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    I'm in need of a skilled Azure Data Factory engineer to assist me in extracting customer address information from an Oracle database. This information needs to be extracted and output to SQL format initially, and then to multiple Excel files as the final deliverables. Key Requirements: - Extracting Address Data: The project is mainly focused on extracting customer address data from the Oracle database. - Experience with Azure Data Factory: You should have a strong background in using Azure Data Factory, as this tool will be essential in extracting the data from the Oracle database. - Data Transformation: After extracting the data to SQL, you will need to further manipulate and output the data to multiple Excel files as t...

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    API Integration: Use the Amadeus API to fetch flight data. Ensure proper authentication using the provided API key and secret. Flight Data Retrieval: Extract flights from Rotterdam, Amsterdam, Brussels, Charleroi, and Eindhoven airports to all airports in Spain that have Ryanair or Wizz Air flights to any airport in Morocco. Include flights that may involve connections in Spain. Filter and Process Data: Filter the results to include only flights operated by Ryanair or Wizz Air. Ensure flights meet the criteria for connections from Spain to Morocco. Data Presentation: Parse the flight data to extract relevant details (departure times, arrival times, airlines, prices, etc.). Present the filtered flight data in a clear and user-friendly format. Inc...

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    I need a Data Enrichment (Entry) Specialist to help me with a project. - I have text and categorical data which need to be further extracted from LinkedIn - The data has to be entered into a specific format or template which will be provided - You'll be required to extract data from LinkedIn for 200-400 leads per day Ideal candidates for this project should have: - Ability to maintain high confidentiality of the data - Proven experience with data entry and enrichment, especially text and categorical data - A keen eye for detail and high accuracy in data entry - Familiarity with LinkedIn and data extraction from the platform (Mandatory) - The ability to work with provided templates and formats - Excellent command ...

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    I'm in search of an experienced data analyst with a flair in Python programming to create an efficient database interface, aimed at extracting specific text from an Excel file. • Scope of Work: The specific task involves extracting specific text data from an excel file, specifically the name of a person and comments. Once the data extraction is complete, the freelancer will need to perform some operations on this extracted data. The operations include constructing a graphical display using the extracted data. All operations must be executed using Python. • Key Skills and Experience: The ideal candidate for this project should have: - Extensive expertise in Excel for data extraction. - In-depth knowledge of Pytho...

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    ...websites. The extracted data should be from a single extraction. Requirements: - Extract Text Content & PDF books: The data needed from the websites includes text content and pdf. The content should be delivered as structured data, such as txt or Excel files, and the pdf books should be properly stored. Ideal Skills: - Proficiency in Web Scraping: You should have a good understanding of web scraping techniques and tools to efficiently extract text and pdfs from the websites. - Data Handling: Ability to organize the scraped data into structured files for easy analysis and utilization. - Attention to Detail: To ensure all necessary text content and images are correctly extracted and stored without any errors. Please note that this task is f...

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    ...to help me with sentiment analysis, text extraction, and document classification. The project will involve over 500 documents in the dataset. The main purpose is to make the training dataset for text classification. So, it has to convert PDF files into Document and classify the specific classes. For the classes, I will let you know in contacting. Key Responsibilities: - Perform thorough text extraction on the documents - Conduct sentiment analysis on the extracted text - Classify the documents accurately Deliverables: - A comprehensive written report on the analysis results - A classified dataset of the document set Ideal Candidate: - Proven experience in document analysis - Proficient in sentiment analysis techniques - Skilled in text extraction and document cla...

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    I'm in need of assistance to convert information from historical PDFs into a comprehensive dataset. The dataset should include: - Dates and timestamps - Tables and graphs The final dataset ...in need of assistance to convert information from historical PDFs into a comprehensive dataset. The dataset should include: - Dates and timestamps - Tables and graphs The final dataset must be formatted in Excel. The primary purpose of creating this dataset is for data analysis. The data will be used to derive valuable insights and trends from the historical information. Ideal skills for this job include: - Expertise in data extraction from PDFs - Proficiency with data processing and Excel - Strong understanding of data analysis - Attention to de...

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    I need a web scraping tool that can scrape text content from Website 1 and have some interactive chart features. make one smal...interactive chart should be displayed where users can: - Draw a horizontal line on the chart. - Capture symbol info from the chart when they click on it. - Obtain the price value of the line from the chart. Ideal Skills: - Proficiency in web scraping techniques. - Experience with JavaScript for chart creation. - Familiarity with data visualization libraries. - Ability to implement user interaction on the chart. - Strong understanding of data extraction from websites. Please provide examples of your past work that demonstrate your experience in web scraping and interactive chart creation. This will help me evaluate your ability to de...

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    I'm in urgent need of a skilled data scraper who can help me extract emails from a specific website A. This a time-sensitive project and I'm looking for a reliable professional who can complete this task as soon as possible. Key Requirements: - Extraction of email data only from Website A - Ability to deliver the project within a short time frame Ideal Skills: - Proficiency in web scraping - Familiarity with the specific website - Strong attention to detail - Ability to meet urgent deadlines - Excellent communication skills

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    I have a JPEG image of a character in a specific setting that I need extracted in ultra-high resolution (600 dpi or more) and placed in various other settings. Requirements: - Extract character from image: The character needs to be removed from the original image with precision, ensuring no background elements remain. - High-resolution output: The final images should be of ultra-high resolution (600 dpi or more), to ensure they are suitable for showcase and project presentation. - Place in 4-6 different settings: I need the character to be placed in multiple settings, possibly with just a grass background, so I can showcase my project in diverse contexts. Ideal Skills and Experience: - Image editing and manipulation: Previous experience in extracting images from backgrounds and placing ...

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    ...require an expert in Excel, SQL, and Power BI to help me with a complex data analysis and reporting project. Key Tasks: - Data Manipulation and Analysis: Your primary responsibility will be to handle extensive data manipulation and analysis using Excel. This would include cleansing, transforming, and summarizing data to provide meaningful insights. - Creating Charts and Graphs: You will be required to create visually appealing and informative charts and graphs to represent the data effectively. - Automating Tasks with Macros: You will need to automate various tasks using macros to improve efficiency. SQL Work: - Database Design and Creation: You will be involved in designing and creating a database that will support our data needs. - Query Op...

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    ...item and will take no longer than 1-2 minutes each. Full instruction will be provided. Key Tasks and Requirements: - Data Entry: You will be responsible for entering the invoices into the system. - Categorization: The invoices need to be categorized by vendor and expense type. - Information Extraction: You'll also need to extract the invoice number, vendor name, invoice date, and items purchased from each invoice. - Uploading the PDF for each invoice Ideal Skills: - Proficiency with FreeAgent or other accounting software. - Strong attention to detail to ensure accuracy in data entry. - Familiarity with invoice processing and categorization. - Experience with data extraction and organization. - Familiarity with UK book-keeping I'm looking...

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    I am in need of a professional typist or language service provider to convert my scanned PDF Homeowners Association (HOA) bylaws and amendments into a Word document. This task includes: • Consistent, thorough text extraction from a scanned PDF file • Preservation of the original formatting for enhanced readability and professionalism • Ensured accuracy and keen attention to detail on all sections of the bylaws and amendments, to maintain the integrity of our legal documents The ideal candidate will demonstrate proficiency in data entry, attention to detail, and familiarity with legal or administrative documents. Experience with Optical Character Recognition software or similar would be beneficial. Your job is key to enabling us to maintain up-to-date an...

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    I have a project where I need data extracted from specific business directories for a mailing list. The data required is primarily mailing addresses. Key Responsibilities: - Extracting mailing addresses from business directories - Ensuring the data is accurate and up to date Ideal Skills: - Proficiency in web scraping tools and techniques - Experience in data extraction and database management - Attention to detail and accuracy - Ability to work with large datasets - Understanding of data privacy and compliance The extracted data will be used for a mailing list, so the accuracy and completeness of the dataset is crucial. Please ensure you have the necessary skills and tools to deliver a high-quality database.

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    In this project, I require skilled freelance data specialists to perform two key tasks. Firstly, extraction of select data from scanned forms which have been emailed to me. This data consists of: - Text: NDC codes, drug names - Numbers: Quantity, Prices from HICF forms The second task involves breaking down emailed packages of PDFs into single-page forms and performing redactions on selected information from each form. This process will require great attention to detail and a high level of precision. Finally, the extracted information must be compiled and organized in a spreadsheet format. The ideal candidate will have intensive data extraction and redaction skills, as well as proficient spreadsheet formatting abilities. Experience with pharma...

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    I have a database that I need to extract specific textual information from, in a one-time extraction. The data needs to be structured in an Excel file. Key Requirements: - Extracting Textual Data: You'll need to retrieve text from the database. - Data Structuring: The extracted data should be organized and presented in an Excel format. Ideal Skills and Experience: - Database Scraping: Experience in extracting information from various types of databases. - Data Structuring: Proficiency in organizing and presenting data in Excel. - Attention to Detail: Ensuring that all relevant text is accurately extracted and included in the final Excel sheet.

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    We need help extracting text from an image where digital highlighting obscures an address. The postal format is: COMPANY ADDRESS ZIP CODE + CITY COUNTRY Primary Objectives: Identify the company name Identify the zip code Identify the city Identify the postal address Requirements: Experience in image processing and text extraction Knowledge of German addresses and cities is a plus. QUALIFY: To qualify for bidding, please name the country in the image so we know that you are able to extract further information.

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    ...their number plates. Key Requirements: - **Vehicle Monitoring**: The system should be able to identify vehicles within a CCTV live stream. - **Image Extraction**: The identified vehicles' images should be extracted effectively for further processing. - **Number Plate Recognition**: It is crucial that the system is capable of accurately recognizing and transcribing number plates. The accuracy level required is high, meaning the system should be able to function well in various conditions, such as night-time and weather conditions. We want this system to be installed at Stone Crusher. So vehicles will be of big size (Tipper, dumper) - **Data Storage**: The extracted images and transcribed number plates should be sent to an external API. Ideal Skills: - Proficiency i...

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    Russian Market Trend Analyst 3 days left
    VERIFIED

    ...food and logistics sectors in Russia. The core tasks involve: - Conducting 4 in-depth, 20-minute interviews with nominated trade organizations. - Focusing on extracting valuable information about current market trends. Ideal candidates for this role should have: - Proficiency in both Russian and English. - Proven experience in market research. - Strong interviewing and information extraction skills. - A keen eye for understanding and interpreting market trends. -Confidently reach out and make the interview appointments Your work will be pivotal to my understanding of the current market landscape, so I'm looking for someone who can deliver high quality and actionable insights. The selected candidate will be responsible for making the meeting appointments, c...

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    I'm in need of a freelancer who can help me extract LinkedIn profiles based in Singapore. The preferred format for this data is a spreadsheet. Key project details include: Role: Payment Operations Executive Singapore Citizen or Permanent Resident 2 years minimum experience Necessary experience: Cryptocurrency Payment Operations The level of detail required for each profile is basic, specifically the person's Name and Current Job Title.

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    I'm looking for a skilled professional to extract audio from a specific song fo...the extracted file. - Audio Format: I would like the final audio file in MP3 format for easy integration into my wedding video. Ideal skills and experience: - Audio Editing: You should be proficient in audio editing software and have experience extracting audio from full songs. - Sound Quality: Understanding of audio quality and experience in maintaining or even enhancing sound quality during extraction. - File Conversion: Ability to convert the extracted audio to the desired MP3 format. - Attention to Detail: A keen eye for detail to ensure the audio extracted matches the song. If you are confident in your audio editing skills and can deliver the high-quality audio I'm looking for, I'...

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    ...experienced Python Developer who specializes in Large Language Models (LLM) and Retrieval Augmented Generation (RAG) tasks. Key Tasks: -Your main responsibility will be to create a custom AI Chatbot by combining LLM (Large Language Model) with RAG (Retrieval-Augmented Generation) using custom data. General Requirements: - Demonstrable proficiency in Python and understanding of LLM and RAG is a generally necessary. - Familiarity with Chatbot modeling, data analysis, model building, web scraping, data extraction, and task automation will be regarded as additional advantages. This project provides an excellent opportunity for individuals deeply interested in language models and augmented generation. Interested and qualified bidders are advised to place their ...

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    VCF File Conversion & Parsing 2 days left
    VERIFIED

    I'm in need of a freelancer who can help me parse my VCF file and convert it to a different format. The main goal of this task is to extract the genotype information from the file. input will be VCF file (from ONT whole genome run) and csv file with col...file with columns containing rsID, chromosome number, position. output will be same as input csv file, with extra column showing genotype from VCF at the given position can run on Mac shell so either perl or python would be fine. Ideal Skills & Experience: - Proficient in parsing VCF files and understanding genotype data - Experience in converting files to various formats like CSV, TXT, and XLS - Attention to detail to ensure accurate extraction of the data - Knowledge of any data validation methods w...

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    I'm seeking a dependable freelancer for a weekly web data extraction task. The primary purpose of this extraction is for market research analysis. Key Responsibilities: - Conduct weekly web data extraction for market research purposes - Deliver the extracted data in an Excel spreadsheet format Ideal Skills and Experience: - Proficiency in web scraping and data extraction - Previous experience with market research data - Strong attention to detail and reliable turnaround time

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    I'm looking for a skilled professional to scrape and collect specific sports-related statistics from Website A. The template is made, its really jsut a copy and paste exercise. Code is already written. Key Responsibilities: - Extract sports statistics from Website A. Your Skills and Qualifications: - Proficiency in web scraping and data extraction. - Previous experience with similar projects. - Understanding of sports statistics is a plus. This is a one-time project with the potential for future work if successful. I look forward to discussing the project further with you.

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    I'm looking for an expert who can accurately retrieve data from an AWS RDS Database. The task includes: - Extracting text data, specifically all customer data - Precise collection of customers' names, emails, and membership dates - This project involves data extraction of all customers, not just active members Ideal skills and experience would include a comprehensive understanding of AWS, RDS databases specifically, and a stellar ability in data extraction and management. You should be meticulous and maintain the integrity of the data while handling extensive datasets. Familiarity with customer database management would be an added advantage.

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