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    2,000 extract data pdf python робіт знайдено, ціни вказані в USD
    Python Django Web Development 6 дні(-в) left
    ПІДТВЕРДЖЕНО

    I'm seeking a talented Python Django developer to work on my project. Skills and Experience: - Proficiency in Python and Django framework

    $515 (Avg Bid)
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    Trophy icon Scalp Micropigmentation Billboard Design 21 годин(-и) left

    ...Scalp Micropigmentation business. The design should include: - Incorporation of our specific business colours, reflecting our unique brand. - Grey #282828 - Gold #c59460 - White #ffffff - Header Font - DM Serif Display (Google font) - Body Font - Quicksand (Google font) - Dimensions of 400cm X 300cm with a 10cm bleed on all sides (at 300 dpi) - Raw files included. Must also have a PDF version. - Inclusion of: - Company Name: Scalpology (logo attached) - Company Slogan: Is hair loss your biggest headache? (emphasis on the word hair loss) - Contact information - Must also include: UK's leading Scalp Micropigmentation Centre & Academy now in Cyprus - Scalp Micropigmentation details: - Male or Female Pattern Baldness - Surgical or Hair Tra...

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    I'm in need of a full stack developer with proficiency in JavaScript, Python, and PHP. The ideal candidate should be experienced in building web applications and software, and must be adept at working with both front and back-end technologies. I have want to deploy my website to live then we start customization

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    Need exactly the same design with the attachment please provide the design in high quality pdf format. Also need the project files as well. Gonna use this design on wedding invitation card

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    Full Stack E-commerce Maintenance Project 6 дні(-в) left
    ПІДТВЕРДЖЕНО

    ...e-commerce website. The ecommerce is up and running and fully operational and we need a FULL STACK developer that can code in ALL AREAS of the webapp. - Frontend: React (JavaScript) - Backend: Node.js - Services: Python - Database: MySQL RESPONSIBILITIES: - Integration of new B2B APIs - New payment gateway integration - - Implementation of bug fixes and performance improvements. - Regular software updates and security patches. - Feature additions and enhancements. Skills and Experience: - Proven experience in maintaining e-commerce solutions. - Proficiency in React, Node.js, Python, and MySQL. - Strong problem-solving skills. - Excellent understanding of software best practices and design patterns. - Ability to work independently and meet deadlines. - .NET and are a p...

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    KeyStroke Solutions 6 дні(-в) left

    La saisie de données est un aspect crucial de nombreuses opérations commerciales et administratives, impliquant la conversion d'informations analogiques en données numériques. Ce processus peut inclure la transcription de textes à partir de documents scannés, de formulaires manuscrits ou de fichiers PDF, ainsi que l'entrée de données numériques telles que des chiffres, des montants financiers ou des codes dans des feuilles de calcul ou des bases de données. La nature de la tâche nécessite des compétences telles que la rapidité, la précision, une connaissance de base de l'informatique et une grande attention aux détails. La saisie de données trouve des...

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    The software has online payment function 6 дні(-в) left
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    Need to find a programmer who understands computer networks and knows c# or python programming

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    Please develop a Python script to retrieve restaurant data from Google Maps using the Maps/Places API. The script should specifically target restaurants that have a phone number but *without* a website. The inputs I need to enter are: - Location (latitude and longitude) - Search Radius (meters) - Restaurant Type (including catch all types in the "Food and Drink" category) Key Data to Retrieve, output in a .CSV: - Name - Address - Phone Number - Google Maps URL Ideal skillset: - Proficient in Python - Strong experience with Google Maps/Places API - Ability to deliver results promptly and efficiently - Attention to detail to ensure accurate data retrieval

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    I am looking for a skilled freelancer to help me compile personalized information from a list of 400 LinkedIn prospects. The list includes their LinkedIn profile URL, email, phone, name, current employer, current title, industry, location, and company size. Project Requirements: 1) Review each LinkedIn profile. 2) Extract three pieces of personal information about the prospect that a friend might know. This could include: - Interests or hobbies - Recent achievements or career milestones - Personal anecdotes or notable mentions in bio or recommendation Deliverables: - A completed spreadsheet with the extracted information for all 400 prospects. - The information should be concise, relevant, and suitable for use in a personalized outreach message. *Opportunity for ongoing work. ...

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    I'm looking for a skilled software developer to create a unique application, using Python and C++ as the primary programming languages. Key Requirements: - Advanced proficiency in Python, C++, and HTML - Experience in software development - Ability to implement user login and registration functionalities Additional Skills: - Understanding of web development - Knowledge of user interface design The project primarily involves developing a software application, so a strong background in software development and proficient programming skills are highly desirable. The ability to seamlessly integrate user login and registration into the application is essential.

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    I'm seeking a Python expert to develop a solution for a resource allocation problem that involves both the Knapsack Problem and linear programming (LP) models. Key Requirements: - This project is focused on resource allocation, so the main goal is to craft an algorithm that can efficiently solve the classic Knapsack Problem. - You will also be required to incorporate LP models in the solution to enhance the resource allocation process. Skills & Experience: - Proficient in Python for algorithmic problem-solving and have a solid understanding of optimization techniques. - Experience in working with LP models and understanding of how to apply them in real-world resource allocation problems. - Previous experience in developing command-line interfaces for solutions - a...

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    Create 10 spreads (20 pages) Porsche Magazine InDesign 6 дні(-в) left
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    create 10 spreads (20 pages), an A5 book or magazine for Porsche Develop full research about the topic and writing the content to design an interactive digital artwork. Tasks to be covered: Task 1: Research your selection and analyze all needed aspects. Also, Mood Board (your visual research) + Layout pla... Task 1: Research your selection and analyze all needed aspects. Also, Mood Board (your visual research) + Layout plan (Dividers and interactive buttons) as we discussed in the class. Task 2: Design a suitable layout for your selected topic. Use Table, margins, columns, master pages, and paragraph/character style. Task 3: Submit InDesign file (Packaged) and export an interactive digital file (PDF). Task 4: A Presentation on screen, that discusses the project’s concep...

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    Porsche Collector's A5 Book Creation 6 дні(-в) left
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    create 10 spreads (20 pages), an A5 book or magazine for Porsche Develop full research about the topic and writing the content to design an interactive digital artwork. Tasks to be covered: Task 1: Research your selection and analyze all needed aspects. Also, Mood Board (your visual research) + Layout pla... Task 1: Research your selection and analyze all needed aspects. Also, Mood Board (your visual research) + Layout plan (Dividers and interactive buttons) as we discussed in the class. Task 2: Design a suitable layout for your selected topic. Use Table, margins, columns, master pages, and paragraph/character style. Task 3: Submit InDesign file (Packaged) and export an interactive digital file (PDF). Task 4: A Presentation on screen, that discusses the project’s concep...

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    Custom Python API for Quotex Broker 6 дні(-в) left
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    I'm looking for an experienced developer to create a custom API for the Quotex trading broker using Python. Specifically, I am looking for someone who has expertise in API development. The API should have the following features: - Real-time market data streaming - Trade execution - Account balance retrieval - Comprehensive error handling with detailed error messages - High-performance optimization for fast execution - API calls should be fast Ideal skills for this project include: - Deep understanding of Python - Experience in designing and developing APIs - Background in trading platforms or financial services - Strong problem-solving skills - Ability to optimize for high performance Your primary goal will be to produce a reliable, error-free, and fast API t...

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    The software has payment function 6 дні(-в) left
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    I need c#, c++ or python programmer The software has online payment function for customers Please bid and we will discuss more details

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    Beginner level freealancer to create ...you don't need to know a lot about the topics. If you are wondering, It is nursing mcq (multiple choice questions). I have the questions and answers ready in a pdf. The first 428 questions are ready. Once the Question and Answer pdf is given, In the format mentioned above, just add another 3 options in Google sheet, and write the answer in Aiken formatting. Note: The question should be in one line (cell). After Each "ANSWER: X" is marked, the next line/row will be blank. Can you do a sample for the first 3 mcq? Can you do this for a 5-star review and lowest price? Do the sample in the attached Excel file by referring to the PDF attached. For sample, do the 3rd, 4th and 5th question as example in google sheet ...

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    Smart Tennis Program with AI 6 дні(-в) left
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    I am seeking a highly skilled developer with expertise in AI neural networks, particularly in Python, for a challenging project. Key Tasks: - Develop a sophisticated AI neural network - Create an intelligent program using open-source AI - Analyze tennis data for the program The primary goal of the program is to enhance player performance analysis through the use of AI. Ideal candidate: - Proficient in Python - Experienced in developing AI neural networks - Skilled in analyzing and interpreting data - Knowledgeable about tennis and sports analytics would be a plus

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    We need the following features: 1. Login/ registration 2. Stripe integration 3. Place and order 4. After placing order, user can upload files to start project 5. Admin receives files from order. 6. Email notification about order progress to user and admin 7. Admin uploads final report pdf to order and marks complete 8. User can download report from order page. End of flow. More details: What specific features would you like to include in the SaaS dashboard? User management, Payment processing, Upload and download files How do you envision the user interface of the SaaS dashboard? Modern and intuitive design What level of user access control do you need? Basic (e.g., admin and user roles only)

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    Description: I have a collection of sofa images taken in a factory setting that need to be placed in new backgrounds such as houses, and compiled into a PDF catalogue for virtual display. Tasks: Replace the factory background of each sofa image with a house background. Ensure proper lighting and perspective adjustments for realistic integration. Create a visually appealing PDF catalogue showcasing the sofas in different house settings. Provide high-quality images for virtual display. Deliverables: Edited sofa images in new house backgrounds. PDF catalogue file with all the sofa designs. High-resolution images optimized for virtual display. Criteria for Selection: Experience with background replacement and catalogue design. Portfolio showcasing similar work. Propo...

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    I need a skilled Web Scraping specialist to write code in Python (preferably) that scrapes a specific table from a website for me (Website: ). The table contains WNBA player statistics, The goal is to extract all columns of this table, which is approximately 7 columns and write it to a CSV file (in the same column format). I'm a beginner level coder, and noticed that the table was created with that looks like a Shiny App in R. (I'm not even sure if extracting the table is possible). If it was only possible to use R, then I could potentially work with that. Website: I would like the data to go from the year 2020 to current. Regular Season data. Key Requirements: - Scraping Tables on websites If you're

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    I am looking for someone that can design homes using SoftPlan software. I have already started the design & can email the SoftPlan files & digital PDF copy of the plan we need drawn.

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    MySQL Monitoring & PDF Generation Application 6 дні(-в) left
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    ...These templates would be used to generate dynamic PDFs based on the new records in the database. - **PDF Generation**: Upon detecting a new record, the application should automatically generate a PDF based on a selected WYSIWYG template. Naming convention based on filed in processing record. Option Password added to pdf. I would like the application to be user-friendly and easy to navigate for non-technical users. It is essential that this application runs efficiently on a Windows platform. Ideal Skills & Experience: - Proficiency in Desktop Application Development - Strong MySQL and Database Monitoring Skills - Experience with WYSIWYG Template Management - Previous experience in PDF generation applications - Knowledge of Windows Application Develo...

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    ...business for more than a decade. Our services: • Admin Support • Business Support • Marketing Support • Technical Support Industries we serve: • Construction • eCommerce • Finance • Healthcare • Hospitality • Insurance • Legal • Podcasting • Real Estate • And More! Some copy we’ve used before: • Virtual Assistant Services - Admin Tasks - Sales Calling - Customer Support - Lead Gen - Data Entry • Success Begins with the Right Team • Reduce Costs up to 70% Branding Guidelines: Brand Colors: Blue (#2092E1) and Orange (#F66E0A) Font: Roboto family Target Audience: • MSME: The design should appeal to micro-, small-, and medium-sized enterprise (MSME) business owners, ex...

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    Trophy icon Design a Fillable Educational PDF Workbook 2 дні(-в) left

    A weight loss workbook that is appealing to look at and easy to use. Key Components: - The workbook will have textual content that is structured and visually appealing. - It should have graphics and images that are relevant to the content and help in understanding. - The interactive elements should include text input fields, checkboxes, and dropdown menus. These should be designed to be user-friendly and intuitive. The ideal freelancer for this project should have: - A strong understanding of design principles. - Proficiency in creating fillable PDFs with interactive elements. - An understanding of educational content design would be an advantage. - Good communication skills to ensure that the design aligns with the educational goals. Content should contain Weekly weight Daily checkboxe...

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    As a client, I am looking for a skilled Python developer who is proficient in using Flask for web development. My project requires: - The creation of a test cases for existing website crucial requirement is expertise in writing unit test cases for Flask applications. The developer should know how to write effective test cases to ensure that all components of the website work individually as expected. This is important for seamless user interaction and overall functionality. The ideal candidate would of course have proven experience with back-end development, particularly with Python, and preferably with Flask. Knowledge and application of best practices in web security, particularly with user authentication, is highly valuable for this project. The chosen freelancer is an...

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    VRBO Scraper Development 6 дні(-в) left
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    I need a VRBO scraper to extract property details, pricing, and availability. - The scraper should be built with Python and the output should be in CSV format. - The data points I need include property title, description, amenities, pricing, and availability. - The scraper should be able to handle multiple URLs at once. - The code should be well-structured and commented for easy maintenance. Ideal skills: - Proficiency in Python - Experience in web scraping - Understanding of VRBO website structure - Ability to handle and store data in CSV format

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    I need a web scraping professional to create a script to extract specific data from , a popular online marketplace for trading cards, please check attachement to get the idea. Key Requirements: - Scrapping: The primary task is to scrape the following information from the platform: - Card properties 1. Hero score for last 7 days 2. Hero rank for last 7 days 3. Stars 4. Rarity 5. Name 6. Quantity listed to purchase 7. Inflation data 8. Minted count - Buy prices List Price Last Price Order book (price and quantity see picture attached) - Bidding details bids book (bid and quantity see picture attached) - Twitter activity per card View Views+ Likes Likes+ Retweets Retweets+ Replies Replies+ Quotes Quotes+ Bookmarks Bookmarks+

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    ...am looking for a freelancer with a strong skillset in both Python programming and data science, specifically with a focus on finance who can help complete a project within the next 7 days. Here are the key skills and qualifications I think might be required to successfully complete this project, although I am not experienced in Python so you might find this easier and possible to do well without using as much. > Python Proficiency, as it is the primary tool for this project. > Familiarity with essential Python libraries such as pandas, NumPy, (Matplotlib, Seaborn?), Scikit-learn > Data Science and Analysis: - Data Manipulation: Ability to clean, preprocess, and manipulate large datasets. Skills in visualizing and understanding ...

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    ...have the capacity to engage in meaningful conversations with users, along with the ability to learn and adapt over time. - Question and Answers: The chatbot should be able to provide answers to frequently asked questions and find relevant answers from PDF files content. Experience and Skills: - Strong understanding of natural language processing - Previous experience with developing chatbots - Familiarity with sentiment analysis - Ability to create personalized recommendations for users - Skilled in extracting and understanding content from PDF files - Strong problem-solving skills and attention to detail Details - Upload Excel file containing Expediente Codes - Use automation and OpenCV to solve Captcha and download files - Upload files to s3 bucket - Integration...

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    Review Scraper in Python 6 дні(-в) left

    I'm seeking a Python developer experienced with web scraping. This job involves setting up a Python script that can scrape a popular review site. Key details to extract: - Review text - Star rating - Date of review - Reviewer name - Star-ratings for sub-categories - Review ID - Reviewed person - Reviewed product name The site does not use captchas, so it should be reasonably straightforward. All reviews for a given provider should be scraped. It would be good to have an option to start with the newest and stop at a certain date. The specific review site can be seen in the sample URL in the attached PDF. I can send further details in a private message including screenshots. Preferred frameworks would be Beautifoulsoup 4 / Scrapy if sufficient and Selen...

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    Jasper Reports Troubleshooting for Oracle Apex 6 дні(-в) left
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    I'm currently using Oracle Apex 2...professional who can troubleshoot and fix this issue. Your main tasks will include: - Analyzing the current setup and identifying what's causing the problem with PDF output. - Implementing the necessary changes to ensure Jasper Reports are correctly executed from Oracle Apex The ideal freelancer for this project would have: - Proficiency in Oracle Apex. - Strong experience with Jasper Reports - Past experience in troubleshooting and fixing similar issues, including server side issues. - Familiarity with integrating Jasper Reports via Javascript Functions from APEX Your job is to ensure that Jasper Reports are executed properly from Oracle Apex in PDF format. Please only apply if you have the skills and experience necessary to ha...

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    I have a PDF membership directory that was emailed to me. I need someone skilled in data extraction to help convert it into an easily readable CSV file. The ideal candidate should possess: - Proficiency in working with both PDF and CSV file formats. - Strong data extraction skills. - Attention to detail for data accuracy. Each member listed per row with the perinate contact information separated into its own cells ie: entity/last name/first name/address/ste#/city/state/zip/office ph/email/cell ph The task should be completed by 5/23/24.

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    Quick Fix: Create vector data based on *pdf 6 дні(-в) left
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    We have print data for packaging but in the wrong format. It's a PDF and all single elements needed to create the new print data are delivered. We need someone who can build this 1:1 If there are questions - just let us know.

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    ...converted into an easily searchable and readable format. Key points: - Data formats: Both digital and paper - Required output: PDF document - Analysis: I need you to analyze the number patterns for this data, specifically looking at numbers used once versus those repeated over multiple years. This analysis should be done thoroughly and presented in a clear, easy-to-understand manner. Ideal freelancer skills and experience: - Proficient in data conversion and organization - Skilled in creating and working with PDF documents - Experience in data analysis, especially patterns and number analysis - Ability to create visual representations, such as charts and graphs - Strong attention to detail and accuracy. 1. Google takeout data convers...

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    ...platform should have the capability to provide real-time captions. - Language translation: Incorporating language translation services is imperative. - Caption customization: The platform should allow users to customize captions as needed. - Workspaces for teams/agencies: The system should support collaborative workspaces, ideal for both individuals and enterprises. Ideal Skills: - Proficiency in Python, Java, and C# is a must. - Experience in developing similar platforms. - Strong understanding of back-end development. - Familiarity with real-time captioning and language translation algorithms. - Ability to implement user-friendly and customizable interfaces. - Experience in creating collaboration tools is a plus. The target audience for the platform is diverse, catering to bo...

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    MLA Document Editing 6 дні(-в) left

    I need assistance with editing and formatting a document into MLA style. - The ideal candidate should have strong editing and formatting skills, especially in MLA style. - Proficiency in working with Google Docs is a must. - Experience with academic writing or editing is a plus. The task involves transforming the existing document into MLA ...MLA style. - The ideal candidate should have strong editing and formatting skills, especially in MLA style. - Proficiency in working with Google Docs is a must. - Experience with academic writing or editing is a plus. The task involves transforming the existing document into MLA format, ensuring all citations, quotations, and formatting adhere to MLA guidelines. The document is currently in PDF format and needs to be converted to Go...

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    Multi-Site Text Scraping & Update 6 дні(-в) left
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    I require a one-time data scraping project completed on multiple websites. - TASK: The task involves scraping text content from: Google searches: Commercial Real estate agency Saudi Arabia Commercial Real estate agency UAE Commercial Real estate agency Qatar Commercial Real estate agency Kuwait Commercial Real estate agency Bahrain I have made a start to the spreadsheet with a template for each of the regions which can be continued to be filled in. In the Google searches, just take the first 3 pages with the main agent listings and see what agent names/ email addresses you can find. - DATA REQUIRED: The primary data needed is text content. - TIMELINE: This is a one-time task, with no ongoing scraping requirements. Skills/Experience: - Proficiency

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    I'm currently in need of an AI Engineer, specifically experienced with Python, to resolve some issues related to our RAG architecture and vector similarity search. Here's a general overview of the project: - Troubleshoot and resolve issues in the RAG architecture - Enhance the efficiency of the existing vector similarity search - Implement suitable solutions for seamless integration with other systems Ideal candidates should have: - Strong background in AI and experience with Python - Prior experience with RAG architecture and vector similarity search - Excellent problem-solving and troubleshooting skills - Good communication and ability to work in a team Your contribution will be crucial to the overall performance and functionality of our system. I look forward t...

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    Python Client-Server for Bus & Train Routes 6 дні(-в) left
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    I'm in need of a skilled Python developer to assist in creating a client-server application. This application will be responsible for handling data transfer and supporting information about bus and train routes. Key Requirements: - Expertise in Python and Socket Programming - Experience in creating client-server applications - Ability to work with and manipulate data Your responsibilities will mainly revolve around setting up a robust client-server architecture to support bus and train route data. I already possess the data, so the primary task will be focused on the actual programming and integration of the application. Experience in working with transport data or similar datasets would be advantageous. I'm looking for a profe...

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    TWS Excel Integration 9 дні(-в) left

    As discussed, this includes the following - 1. Automated trading functionality in excel using the TWS API 2. Customization of entry and any other rules post discussion 3. Python codes 4. Deployment support and 2-weeks support for smooth operation

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    Trophy icon Design for Amazon product listing 6 дні(-в) left

    Create a design for a product listing on Amazon. The product is a cover for a towbar. You can find the full description in the assignment in PDF format. Deadline - 7 days

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    I'm looking for a Python expert who can automate the process of creating and managing multiple Android emulator instances on Windows. The automation should also include installing an app on these emulators and executing specific actions within the app without any manual intervention. Key requirements: - A program in Python that can create and handle multiple Android emulator instances - Installation of an app on these emulators - Full automation, including the execution of specific actions in the installed app without manual intervention - Compatibility with Windows operating system Please note that the app to be installed will be provided via file upload from the computer. Ideal skills for this project: - Proficiency in Python programming - Experience in wo...

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    DESARROLLO FRONT SOFTWARE FACTURACION INVENTARIOS 6 дні(-в) left
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    ...la apariencia visual y la usabilidad general de estas pantallas. 1. Diseño de Login 2. Diseño de Inscripción de usuarios 3 pasos 3. Diseño o elección del Dashboard para su implementación (plantilla). 4. Implementación de grillas, paginación, ordenamiento y filtrado en las tablas de datos (Importante). 5. Permitir compartir pdf desde el aplicativo a WhastApp y correo electrónico. 6. Creación de plantillas de documentos como facturas de venta en archivo pdf. 7. Que el desarrollo se responsive y con énfasis en movies. Requisitos: • Experiencia comprobada como Desarrollador Front-end, con énfasis en diseño de interfaces de usuario. • Conocimientos sólidos en te...

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    I need an expert in Optical Character Recognition (OCR) technology to convert text from high-resolution, clear photographs to editable text. Key Project Details: - **Purpose**: The primary objective of this task is to extract data from various documents. - **Image Type**: The text extraction will specifically be from photographs of text. - **Image Quality**: All photographs are high resolution and clear. Ideal Skills and Experience: - Proficient in Optical Character Recognition (OCR) technology - Prior experience in extracting data from images - Excellent attention to detail to ensure accurate transcription - Ability to work efficiently with high-resolution images

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    UK Law Expert for Disclosure Review Document, Practice Direction PD57AD 14 годин(-и) left
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    Seeking guidance over the phone or video call on how to fulfil requirements for a Disclosure Review Document relating to a High Court Lawsuit I am a litigant in person for, I have a direct access barrister. I just need guidance, I can do the work myself. I know I need to search my emails related to each issue and number them, I don't know if I can put it all in pdf or provide attachments of the emails. I will need to prepare a disclosure certificate and an extended disclosure list of documents. You must be familiar with this and English law, thank you.

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    Ein bestehendes XML File das dem Isybau XML Austauschformat entsprechen muss soll mit einem einfachen Python Script überarbeitet werden. Das Austauschformat gibt vor das im Block <Inspektionsdaten> nach jeden <KZustand> mit dem Untererlement <InspektionsKode>DCA</InspektionsKode> ein dazugehöriger <KZustand> mit dem Untererlement <InspektionsKode>DCG</InspektionsKode> folgen muss. Die <KZustand> Blöcke sind vorhanden aber die Reihenfolge stimmt aktuell nicht immer <Inspektionsdaten>. Das Skript soll die richtige Reihenfolge herstellen. Nach jedem DCA muss der dazugehörige DCG kommen. Dabei müssen die Unterelemente <VertikaleLage>, <Frame>,<PositionVon> und <PositionBis> über...

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    AWS DataEngineer required -- 3 6 дні(-в) left
    ПІДТВЕРДЖЕНО

    ...business-centric, data-oriented, and analytical mindset. Comprehensive knowledge of data science concepts and disciplines. Knowledge of enterprise information management processes and methodologies. Skills in database design, data security, and data lifecycle management (i.e., gathering, cleansing, publishing, archiving, back-up and recovery, and purging) for large enterprise systems. Familiarity with master data, metadata, reference data, data warehousing, database structure, business intelligence principles and processes, and technical architecture. Knowledge of database management systems, metadata management tools, cloud storage, and associated security considerations. . Combinations of experience and education will be considered on a...

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    I'm looking to test database scraping on a website to extract names and potentially contact emails (if available). The data doesn't necessarily need to be organized or cleaned post-extraction. Ideal Skills: - Proficiency in web scraping tools - Understanding of database structures - Familiarity with handling contact information The data should be organized in an excel and csv based on the desired layout.

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