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I am urgently seeking a Python guru to fix a function issue in my linear regression code within 3-5 hours. This code is built using Python libraries - NumPy, scikit-learn, and pandas. Please only get in touch if you can confidently resolve this within the specified timeline. Your strong experience in dealing with Python's syntax, particularly in the context of these libraries, will be highly valued.

Premise - Data for Every Decision TM Companies all over the world trust Premise to help them make data-driven business decisions. Our clients include Coca-Cola, Pepsico, Mondelez, Nestlé, Diageo, Unilever, Deloitte, Shell, and L’Oreal. Our Contributors report on products placed on supermarket shelves and help us know where public opinion is sitting on an important issue through the tasks in the Premise app. Our blend of technology and global community is uniquely positioned to discover anything, anywhere, on time. For this project, we are looking for a freelancer that: - Resides in Wayne, PA - Owns a mobile phone with Android 7.0 or iOS 13.0, or higher version - Available to visit a retail location at 171 Swedesford Rd, Wayne 19087 and collect the data requested Yo...

...accurately synchronized with our WordPress database. Experience: Provide a seamless and efficient booking experience for customers using voice commands. : The system should be scalable to handle a high volume of calls and bookings without performance issues. Requirements: -Proven experience with Twilio API and WordPress. -Strong knowledge of PHP, JavaScript, and possibly Python if needed for backend scripting. -Experience in setting up IVR (Interactive Voice Response) systems. -Ability to integrate complex systems with WordPress using REST API. -Experience with WordPress booking plugins is a plus. -Good problem-solving skills and attention to detail. Deliverables: A fully functional voice-driven booking system integrated with our WordPress site. Documentation on the

...with my mathematical programming model. The model is an integer linear programming model written using Python and Gurobi. Currently, the code is not able to work, particularly when it is trying to output results. I am facing some error messages, the code actually has 2 excel files to retrieve the data from, the first one is data file (Demand, Capacity, etc), the other file is the distance matrix.. Key Details: - Issue: The code freezes during result output stage - Error messages: yes - If the Result doesn't come in (Optimum travel time and the Decision Variable results) I wouldn't accept it!!!! I am looking for a freelancer with the following skills and abilities: - Experienced in Python programming, specifically, debugging complex code - Knowledge on mathema...

As a client seeking to enhance my blogging platform, I'm looking for a seasoned Python developer with deep expertise in machine learning to create an automated content generation system. The main focus will be on generating product descriptions seamlessly, ensuring high quality and relevance. Key Requirements: - Proficiency in Python programming language - Proven experience in developing machine learning models - Strong knowledge of natural language processing (NLP) and text generation - Prior experience with content generation and blogging platforms is highly desirable The ideal candidate should have a solid understanding of the blogging environment and the ability to implement and optimize complex machine learning algorithms. It's important that the generated p...

I'm looking for a skilled professional to help me create a graphical user interface for data visualization using the Tkinter Python library. This is an urgent project with a strict deadline - the job needs to be completed within the next 8 hours. Key Requirements: - Development of a GUI for data visualization - Ability to create a user-friendly interface with Tkinter - Implementing data visualization features (e.g., uploading photos for visualisation) Ideal Skills: - Proficiency in working with Tkinter and developing GUIs - Strong experience in data visualization techniques - Ability to create interactive and user-friendly interfaces - Prior experience with real-time data updates and photo uploads in GUIs Please note that due to the urgency of this project, only candidates ...

I am seeking a Python programmer who can develop a program for me. This program will be responsible for certain data manipulation tasks, following specific rules and functionalities. This is quite an interesting and challenging project which may involve the following: - Writing a Python program that will filter or block specific tags. - Implementing a tag hierarchy, ensuring correct relationships and positions. - Applying formatting rules based on the tags. The ideal candidate for this project should have a strong expertise in Python, as well as a good grasp of data manipulation and structuring. It would be favorable if you have experience with similar projects involving tag-based data handling. Your efficiency in coding, attention to detail, and problem-solving skil...

I'm in need of a talented software developer, proficient in Java and Python, to develop a robust web application. This project necessitates understanding of AI and web development concepts. Key Features: - AI Integration - Responsive Web Design Ideal Skills and Experience: - Proficiency in Java and Python - Experience in AI-enabled web app development - Strong understanding of responsive web designs Project Description: Develop a comprehensive meal planning application that generates weekly menus with recipes based on user-specific data including age, weight, height, fitness goals, and calories burned per day. The app would utilize AI to suggest meals that meet nutritional needs and fitness goals, automatically generate shopping lists, and estimate costs. Key Featur...

I am seeking a highly skilled Python developer to add Recall, Precision, and F1 graph functionalities to the existing YOLOv4 Tiny on Colab implementation.

I am searching for a Fast API Python expert, with considerable experience in handling long-running tasks that need to tackle over 10,000 requests for processing and report generation tasks. This role involves time-series (FLUX) work which many developers might find challenging. Key Information: - Focus on real-time data analysis: Your primary aim will be to analyze data in real-time and manipulate it in useful ways. - InfluxDB experience preferred: For this project, you will need to familiarize yourself with or have prior expertise in InfluxDB as this is our specific time series (FLUX) database for storing and querying data. - Predictive analysis reports: From the processed data, the expectation is you will be able to generate predictive analysis reports. Ideal candidates would ...

I need a veteran Python programmer who excels in mathematical analysis within Python. This project will be undertaken on the Jupyter Notebook platform. You will be tasked with a critical project focusing on arc diagrams, namely: - Analysis, debugging, and explanation of code related to these diagrams. - Performing both theoretical and mathematical algorithmic analysis on arc diagrams - Writing and implementing code that's capable of counting specific types of arc diagrams - Modification of arc diagrams which are tied down by specific constraints My project requires a seasoned expert with: - Experience and fluency in Python programming. - Strong background in mathematical analysis, and able to demonstrate this in the Python language - Proven track record ...

I have a code ready and I need a skilled Python API developer to help me create a desktop application. The project involves: - Utilizing the existing code and creating a Python API. - Implementing the API with the desktop application. - The desktop application should be compatible with Windows. The ideal candidate should have: - Proficiency in Python and API development. - Experience in developing desktop applications. - Familiarity with creating software that is HWid based. If you believe you have the necessary skills, I welcome you to make a bid.

I am looking for a skilled Python engineer to create an engine which is capable of finding pre-defined Data Points (DP’s) within the PDF file. Objectives for the system: 1. It has to be completely offline (no online solutions will be accepted); 2. System has to be integrated with LLM (Llama or similar); 3. LLM must be capable on answering questions (via chatbot interface on GUI) on: a. DP’s; and b. Text it read while it was scanning the PDF and looking for DP’s; c. Previously read documents related to the same client. 4. DP’s are to be saved to SQL table; 5. We need a dashboard, to train the engine on finding DP’s in the document. Current problems: A. Large part of documents are scanned, but regardless if the document is scanned or not, it’s all...

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...ability to analyze real-time data, just as the TradingView strategy does. - **Automated Trading Execution:** The cTrader bot should be able to automatically execute trades based on the parameters of the strategy. - **Backtesting Capabilities:** The coder will need to implement backtesting features, allowing me to test the strategy's performance historically. Ideal Freelancer: - Proficient in Python and cTrader's language - Experienced in developing trading bots - Understands real-time data analysis - Has an understanding of backtesting capabilities and automated trade execution - Strong communication skills to ensure my needs are met throughout the project - Previous experience in converting strategies from TradingView to cTrader would be a plus.

I'm in need of a full stack web developer who is proficient in html,css,JavaScript,nodejs,mongodb and Python. You should have a solid understanding of user authentication, database integration, and API integration. Key Requirements: - JavaScript and Python proficiency - User authentication, database and API integration experience - Understanding of social media platform development Your primary goal will be to work with us in developing a user-friendly social media platform. A strong foundation in back-end and front-end development is a must. Experience in developing similar platforms in the past will be highly valued.

I am in need of a proficient Python coder who can develop a script to furnish an important function, data processing. More specifically, this task involves dealing with video data. In essence, the Python script's core function is to process numerous multimedia data in the form of videos. Desired skills and experience: - Thorough understanding and experience in Python scripting. - Proven experience in working with multimedia data, especially videos. - Familiarity with Google Cloud Platform (GCP). - Knowledge and experience in data processing algorithms and techniques. The final deliverable will be a Python script able to run in an HTML page, which we can then deploy to GCP. The successful candidate should be comfortable in different stages of development,...

I'm bringing together an exciting project that involves coding, database development, and in-depth photo processing. - **Coding & Software Development:** I require a skilled full-stack developer. Although I haven't specified a preferred language or framework, expertise in Python, Java, PHP, or similar would be beneficial. - **Database Development:** I need assistance in the database development part of the project. Your experience in this area will be crucial for the success of this project. - **Photo Processing:** The photo processing aspect involves: - **Resize & Crop Images:** You should be skilled in resizing and cropping images. - **Image Decoding:** It's essential that you're able to decode images via CAD or similar softwa...

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Hi guys, we have an excel contact list....their contact details. We coded an script wich monitors an gmail inbox. When emails are sent from specific mails to this inbox the python script should read the body and depending on the request in mail syript should send requested Excel back. There are 8 different excel saved locally wich the script can take and send back. So depending on the contect of the mail script should choose the right excel file and send this with an text like "here your requested Contact List Periskop in attachment. kind regards" If its help. in attachmend an little python script we wrote to send back an mail with attachend. In that case it was an PDF.

Looking for an experienced Python developer who can create a script to be embedded within an HTML page and deployed on Google Cloud Platform (GCP). The script should: - Be capable of real-time data processing. - Fetch data directly from a webpage. Ideal skills and experience needed for this role: - Extensive Python programming background. - Experience working with real-time data. - Familiarity with extracting data from webpages. - A solid understanding of Google Cloud Platform for deployment. - HTML integration knowledge. This task requires a developer who is savvy with Python's data processing abilities and adaptability in real-world, real-time scenarios. Ready to take the challenge? We're willing to offer a good budget for the right skills.

I need to have a python script prepare for Zerodha's Kite API platform to broadcast same orders from one account to mutiple accounts. The final work would looks like this See the video and let me know if you can create this ? I have python codes for login, Orders and etc. Products Requirement. – Copy Trade (decoded) Overview : Copy trades from one account to another account in Zerodha. Functionality – 1) Login: Take credentials from excel like username, password ,API key , secret code, totp key and totp from authenticator for all accounts (master and child both) (basically after generating token) - all these on a single click on starting python file. 2) Order Punch: Copy all orders including NRML (SL-M , SL – limit) and MIS (SL-M , SL –

This should be a 10 min job for someone who knows what he/she...generated using Grad-CAM but alternatives are also ok. Having experience with Grad-CAM will be ideal. - The final output should be in PNG format. Therefore, the ability to generate clear, high-quality images in this format is essential. Demonstrable experience in similar projects dealing with Language Model Visualization will be a significant advantage. Knowledge of Python/Pytorch is key as most ML libraries are often in Python. Efficiency, Accuracy, and attention to detail will be greatly valued. I look forward to seeing your applications. Note I have a fine-tuned Vision Transformer that can classify images. Now I want to see the attention maps when I give the model a new image. I want to see why the model is ...

I am seeking an experienced IT support specialist with a strong background in the installation and configuration of various types of software. Key Responsibilities: - Configure and install Operating Systems including Windows and Linux. - Assisting with business productivity software setup. - Custom software installation. This project requires someone with in-depth knowledge of software handling, ideally equipped to troubleshoot potential issues during the installation process. If you have worked comprehensively with Windows and Linux platforms, you're most likely the candidate I'm looking for.

I'm in need of a skilled programmer who can work with Amazon Lambda and (probably) Python, to parse a single webURL (example further in this introduction of the job), parse its HTML/DOM and calculate statistics. The final output should be valid JSON. Key Tasks: - Parse the given webURL ( example ) - Calculate various statistics from the parsed data. - Perform data manipulation as required. *** MUST HAVE SKILLS - Very good understanding of HTML and CSS, to determine which images are used. - Strong experience with Amazon Lambda, and Python. The lambda uses a single webURL AND a minimum browser width to parse. *** What has to be done: the lambda must detemine which images are loaded and it must calculate the difference in pixels. So -> if an image

I'm looking for an extensive study on the CSR contributions of leading gas companies worldwide. Key Aspects & Initiatives: - I'm particularly focused on two major elements: the environmental impact and social initiatives of companies such as EWEC, SHELL, Qatar Energy, DEWA, and Total Energies. - The study should encompass their efforts in renewable energy projects, community engagement programs, and waste management initiatives. Desired Scope: - The study should be comprehensive, providing a global and regional analysis of the companies mentioned above. The ideal freelancer for this job should have experience in ESG reports and sustainability analysis, with a deep understanding of the gas and energy sector. A skilled researcher is crucial to curate the necessary dat...

Python Tutor Needed for Beginner Level Skills and Experience: - Expertise in Python programming language - Strong understanding of syntax and basics of Python - Ability to explain complex concepts in a simple and understandable manner - Experience in teaching or tutoring Python to beginners Project Requirements: - Seeking a Python tutor to assist with improving my understanding of syntax and basics of Python - Looking for someone who can provide 1-2 hours of tutoring per week - The tutor should have the ability to break down complex concepts and explain them in a clear and concise manner - The focus will be on improving my understanding and ability to write Python code correctly If you have experience in teaching Python to beginner...

I have a typing speed tester project developed in Python and I am looking for a skilled developer to make some improvements. Specifically, I'm looking for two main sets of enhancements: - Database Functionality: I want to add a database to the project to enhance its functionality. The database should support: - User Registration and Login: The project should allow users to register and log in to the platform. - Storing User Typing Speed Records: The database should be capable of storing user typing speed records for future reference and analysis. - Leaderboard for Top Typists: It should also support the creation of a leaderboard displaying the top typists based on their performance. - Graphical User Interface (GUI) Improvements: I want the developer to enhance the GU...

I'm in need of an experienced full-stack developer proficient in both Python and Java. As a dedicated developer on this project, you would: - Develop the frontend using Python - Design and build back-end services with Java Skills & Experience Needed: - Proven experience as a full-stack developer - Proficiency in Python for frontend development - Proficiency in Java for backend development This job requires the ability to quickly learn and adapt in a fast-paced development environment. If you have the skills and experience detailed above and are excited about joining the team, I encourage you to bid on this project.

...application development. Unfortunately, I skipped a question on the required operating system, so ideally, you should be able to work on multiple platforms. Key responsibilities: - Analysis of complex data sets to influence mobile application development. - Conceptualize, design, program, test, and improve a mobile application based on data findings. Important Skills: - Expertise in data analysis (Python, R, SAS, or related tools). - Proficiency in mobile application development, with experience in both iOS and Android a plus. - Strong problem-solving capabilities and attention to detail. In addition to your technical skills, having a keen eye for user-centric design based on data results would be beneficial. Your ability to communicate complex data findings in a way that inf...

Need someone to help me find an open source python large language model to summarize statistics in a JSON payload

Companies all over the world trust Premise to help them make data-driven business decisions. Our clients include Coca-Cola, Pepsico, Mondelez, Nestlé, Diageo, Unilever, Deloitte, Shell, and L’Oreal. Our Contributors report on products placed on supermarket shelves and help us know where public opinion is sitting on an important issue through the tasks in the Premise app. Our blend of technology and global community is uniquely positioned to discover anything, anywhere, on time. For this project, we are looking for a freelancer that: - Resides in Walnut Creek, CA - Owns a mobile phone with Android 7.0 or iOS 13.0, or higher version - Available to visit a retail location at 1372 S California Blvd, Walnut Creek 94596 and collect the data requested You can earn up to US...

Premise - Data for Every Decision TM Companies all over the world trust Premise to help them make data-driven business decisions. Our clients include Coca-Cola, Pepsico, Mondelez, Nestlé, Diageo, Unilever, Deloitte, Shell, and L’Oreal. Our Contributors report on products placed on supermarket shelves and help us know where public opinion is sitting on an important issue through the tasks in the Premise app. Our blend of technology and global community is uniquely positioned to discover anything, anywhere, on time. For this project, we are looking for a freelancer that: - Resides in Stockton, CA - Owns a mobile phone with Android 7.0 or iOS 13.0, or higher version - Available to visit a retail location at 6535 Pacific Ave, Stockton 95207 and collect the data requeste...

Hi, just need quick support. Have a PHP Script running on linux console. There i want to send using email with phpmailer. Its not sending, but i made a app password. Need support

I'm looking for an experienced Python developer to assist me with a coding challenge that heavily focuses on data structure implementation. Your main responsibility will be implementing data structures, hence a strong understanding of the following is crucial: - Arrays and Linked Lists - Trees and Graphs - Stacks and Queues Your expertise in Python, especially in handling and manipulating these data structures, is highly desired. The ideal candidate should have experience with similar challenges or projects that required the implementation of complex data structures. You should be able to write clean, efficient, and well-documented code.

I am seeking an UK based experienced Golang Developer to build a robust and secure Go program that manages updates for another Go executable. This project requires creating a system that monitors GitHub to automate the process of updating, running, and, if necessary, rolling back an executable in a restricted Linux environment. Responsibilities: Develop a program that checks for new versions of an executable stored on GitHub and updates the running executable accordingly. Implement functionality to run the updated executable and perform startup tests to ensure its stability. Design a rollback mechanism to revert to the previous stable version if the new version fails at startup. Incorporate signature verification for each new executable to maintain security and authenti...

...know how to forward pass through 200 already trained PyTorch neural networks, and obtain their outputs, in <20ms, on a provided Linux server. This task is only for the ML inference step, and not for the training stage. Key Requirements: - Expertise in Python and Machine Learning: You should be well-versed in Python and have a strong understanding of machine learning principles. - Previous Experience in Speed Optimization: Experience in optimizing machine learning inference for high-speed applications is crucial. - Proficiency in PyTorch: Experience working with PyTorch specifically is highly preferred, as this is the library we are currently using. - Expertise in Linux - Knowledgeable about how to parallelize computations. Your responsibilities will incl...

I need a veteran Python programmer who excels in mathematical analysis within Python. This project will be undertaken on the Jupyter Notebook platform. You will be tasked with a critical project focusing on arc diagrams, namely: - Analysis, debugging, and explanation of code related to these diagrams. - Performing both theoretical and mathematical algorithmic analysis on arc diagrams - Writing and implementing code that's capable of counting specific types of arc diagrams - Modification of arc diagrams which are tied down by specific constraints My project requires a seasoned expert with: - Experience and fluency in Python programming. - Strong background in mathematical analysis, and able to demonstrate this in the Python language - Proven track record ...

As a cryptocurrency trader, I am seeking a highly competent softwar...released after 1 weeks of real time trading only Price of project: $75 Deadline: 1 day Please do not bid if you do not agree with price or deadline or milestone condition. Skills and Experience: - Solid understanding and experience with Binance API and bot creation. - Expertise in algorithmic trading, particularly as it applies to cryptocurrencies. - Proficiency in programming languages such as Python or Java. - Knowledge of Chandelier Exit and Zero Lag LSMA indicators is mandatory. Please ensure to provide proof of past experience in bot creation and cryptocurrency trading systems. The success of this project is hinged on your ability to create a fully functional bot that trades efficiently using my chosen i...

I am seeking an experienced Python developer to assist with backend development for my project. While I don't have specific functionalities or frameworks in mind, your expertise and recommendations based on the project's requirements would be highly appreciated. Key Responsibilties: - Develop a scalable Python backend - Suggest and integrate efficient databases - Ensure proper user authentication Ideal Skills: - Extensive Python knowledge - Proven experience in backend development - Familiarity with different Python frameworks and libraries - Understanding of diverse databases - Experience with API integration Remember, the focus is on creating a robust backend that can comfortably handle our demands. Your recommendations and insights will be inva...

I am in need of an AI expert with exceptional skills in machine learning algorithms. Additionally, I require assistance with web scraping, primarily to help advise other team members. Ideal Skills: - Proficiency in Java or Python - Strong understanding of AI implementation - Extensive experience with machine learning algorithms - Knowledge of web scraping techniques - Ability to work collaboratively and independently Key Responsibilities: - Implementing machine learning algorithms for the project - Software development - Advising other team members on the web scraping component If you have a knack for AI, are well-versed in web scraping, experienced in software developement and can work effectively both as part of a team and independently, I'd be keen to hear from you.

I need a Python GUI expert to create a cross-compatible GUI based on a design in Figma. It should be identical in appearance and fully functional on both Windows and MacOS. Key Requirements: - Design: Implement the Figma design accurately, ensuring that all elements (layout, colors, fonts, etc.) are replicated faithfully. - Functionality: Start button can only be pressed if all entries have been filled. Once you press the start button, an account is added to the managed accounts section. The account has a stroke below it indicating status, GREEN for running, YELLOW for paused and RED for failed. On clicking these account buttons a simple looking modal pops up, it has to look similar to the design. The modal will show account status and button to change the status and 3 buttons to...

I'm developing a heart disease prediction system with the frontend part already complete. I now require a Machine Learning expert to integrate a predictive model into the backend. Since the programming languages for frontend and backend were not specified, please be familiar with popular ones such as Python, JavaScript, and PHP. Key responsibilities will include: - Developing a Machine learning model to predict heart disease using symptoms and risk factors - Integrating the model with the existing backend Ideal applicants should: - Have experience in Machine Learning and backend development - Be familiar with healthcare datasets - Be comfortable working with symptoms and risk factors to predict heart diseases Please include your past experiences and detailed project propos...

I am in need of a Python programmer who is proficient in mathematical analysis and can write codes specifically for arcs. The project will be carried out on Jupyter Notebook platform. Key Requirements: - Proficiency in Python programming - Strong background in mathematical analysis - Experience writing codes for arcs Ideal Skills: - Python - Jupyter Notebook - Mathematical analysis - Arc coding Your role will be to analyze data in the context of arcs, and write corresponding Python codes, making sure that all work is done accurately and efficiently. The successful completion of this project will require not only a high level of technical skill, but also attention to detail, and the ability to communicate effectively about your process. A background in data a...

I require a python code developer who can create an automation program for my trading activities. The primary objective of this project is to automate the trade execution process. Key requirements: - Simply copy the provided code from the broker website and execute the trades(Code already available) - Integration with brokers: The automation tool should directly interface with my broker, Angel one. - Financial instruments: The system should be able to trade stocks, options, and futures. Ideal skills and experience: - Proficient in Python: The candidate should have a strong background in writing automation scripts in Python. - Knowledge of trading APIs: Experience in working with broker APIs, particularly with Angel one, is highly desirable. - Understanding

Hi Sir Khalid. I can make you desktop tool to scrape off data from your targeted website. I have experience in this field. I can automate the scrapping process with Python

...as well as insights into developing ERP software. We are currently in need of motivated freshers and interns to assist in developing ERP services. This focuses on Inventory management, Financial accounting and Human resources management and many more modules. Ideal candidates should have the tenacity to learn, innovate, and work well in a team setting. Key Responsibilities: Familiarity with Python programming language is advantageous. • Basic understanding of web development technologies such as HTML, CSS, and JavaScript. • Strong knowledge on postgreSQL DBMS • Strong analytical and problem-solving skills. • Excellent communication and teamwork abilities. Those who can demonstrate past work involving similar experiences will rank favorably. Please make s...

A real estate owner in California, Lida, inherits a piece of land. The land is modeled as a rectangular patch of variable size. The patch of land is represented with an image (list of lists). To make some money out of it, she can decide to lease the land to other people. To do that, she may decide to divide the land into four other patches. In case she decides to not lease the land, no further sub-patches are created. On the contrary, in case the land is divided into four sub-patches, some colored marks (straight lines) on the land are drawn with a thickness of one pixel to mark the private properties that are created. There is no prior knowledge of how and where the lines will be drawn, nor which colors will be used (there is no regular pattern). The only knowledge is that the lines ar...

I need a Python programmer to design Django APIs using any REST framework. Consider the following scenario where we have 3 entities in our system. 1. User 2. Client 3. Project We have the number of users registered in our system. You can use Django’s default admin template to create/register users but no other entities or you can make REST APIs for users as well if you want. You have to perform the following tasks: 1. Register a client 2. Fetch client's info 3. Edit/Delete client info 4. Add new projects for a client and assign users to those projects. 5. Retrieve assigned projects to logged-in users. Things to consider: 1. The system has many users. 2. The system has many clients. 3. A client can have many projects 4. A single project can be assigned to many users. ...

I'm looking for a freelancer who's great at web scraping to help with a project involving a specific website initially, with potential for more. I'll give you the specific data fields to extract. It'd be great if you: Are really good at web scraping and or Python. Know your way around MS SQL Server databases, not essential but definately an advantage. Understand how to extract data effectively. Understand the need for security and captcha integration if needed. Can work quickly since this project is a priority and needs to be done ASAP. Ultimately, I want to be able to manage the code with your ongoing help, so this could lead to a long-term partnership. I'll share the full details when needed. You will provide source code, documentation and deployment info...