I need a programmer in python仕事

I am looking for a proficient python developer to help in enhancing a Telegram PHP bot. With your skills and experience in bot programming, I am confident we can have this bot become even better. As part of this project, you need to: 1. Customize Bot Commands: - Add new commands as per the specific requirements I will share. 2. Change Chatbot Responses: - Modify existing responses in a way that improves the user engagement. - Delete some responses that are no longer relevant. 3. Integrate Third-Party APIs: - This integration will help the bot offer more utilities and functionalities. The ideal candidate for this project should have extensive knowledge in Telegram bot development, PHP, ...

I'm in need of a Python expert, specifically one with proficiency in Data Analysis. The task primarily involves working with simple data sets. While the source of data was not specified, the expert is expected to exhibit substantial versatility. Ideal Skills: - Strong Python programming - Proven track-record in data analysis - Experience handling various data sources - Problem-solving abilities Note: Freelancers with a robust understanding of accessing and manipulating different data sources have an edge. Show me what you've got!

I need a highly skilled Shogun developer to integrate a new payment system functionality into our existing platform. Even though no specific programming language was highlighted, a deep understanding of Python, Java and C++ would be advantageous to navigate our existing structure. The end goal is to implement a secure and user-friendly payment environment. Features should include: - Multi-currency support - Integration with popular payment gateways - Fraud detection mechanisms - Easy to use interface for both backend and frontend users Candidates should have prior experience with payment system integration and a keen eye for detail in terms of security and efficiency, as well as a proven track record of successful proj...

...build a SLAM system, leveraging Raspberry Pi 5, 2D Lidar and Arduino Uno/MKR 1010 WiFi as part of my college project. Key responsibilities will be to aid in motor control and visualizing real-time Lidar data. Specific requirements include: 1. Implement FastSLAM algorithm – You will need to have a thorough understanding and experience in implementing this particular SLAM algorithm. 2. Utilizing Python – All coding tasks should be performed using Python. 3. Deliver Real-time Lidar Data Visualization with: - Map Display: A real-time map should be drafted using the Lidar-scanned data. - Moving Trajectory: Display the accurate position and movement trajectory of the SLAM system. Having a background in...

I have a project that requires an experienced developer to assist in the building of an open-source B2B e-commerce platform. Given the open-ended nature of the project, any developer considering this job should ideally bring a wide array of programming skills to the table, including but not limited to Python, Java, and JavaScript. Key Functionalities Needed: - User authentication system - Product listing and search abilities - Shopping cart functionality The platform also requires different integrations to optimize the user experience: - Payment gateway integration - Integration with various shipping carriers - CRM integration I want a professional with previous experience in e-commerce platforms and a deep understanding of ...

I'm in need of a competent Python programmer with experience in working with real-time market data streaming to assist me in the development of a Zerodha Kite Live Websocket project. Key Features: - Real-time market data streaming: It should provide real-time updates on market data. - Order placement functionality: Enable easy and prompt order placement. - Trade execution notifications: Immediate notifications should be sent out once a trade is successfully executed. Design: The interface should be customizable and user-friendly, to simplify data analysis for end users. Ideally, the chosen freelancer should have prior experience working on similar financial projects and a solid understanding of market data st...

I need an experienced C++ programmer to debug, improve, and develop new features for my existing system related to hardware interface programming specifically for a Camera SDK technexion. I require assistance with: 1. Debugging Current Code: Thorough inspection of our current system to identify and rectify any existing issues in the code. 2. New Feature Development: Bringing creativity and C++ expertise to the table to develop fresh, efficient features for hardware interface programming. 3. Performance Boost: Optimizing the system to raise overall performance, response times and operational efficiency. Your ability to understand the complex layers of an embedded system is very important. You'll be interfacing with a Camera SDK techne...

I need to convert live video with SCTE 35 markers that's being output via UDP link. The source video is played by a playout software called Playdeck that outputs it over UDP using IP and Port. This stream needs to be converted to HLS, and it has to include the SCTE tags for ad insertion. Key Requirements: - Convert live video with SCTE 35 markers from UDP to HLS - Ensure the SCTE markers are maintained in the HLS stream for ad insertion The HLS stream will be delivered to both web browsers and Smart TVs. As for the programming language or framework for the HLS conversion, I'm open to suggestions. You can use any language or framework that you're comfortable with. Ideal Skills: - Experience with video streaming technologies - Proficiency in...

I need a talented and experienced developer based in Latin America who is proficient in JavaScript and Python. The project will involve creating and integrating user authentication and databases. Key Requirements: - Proficiency in JavaScript and Python. - Experience in developing secure and efficient user authentication systems. - Strong grasp of integrating databases effectively for seamless data management. - Familiarity with common security protocols and best practices. Desirable Skills: - Knowledge of Angular, React, or Django would be a plus, but not a strict requirement. - Experience in payment gateway integration would also be beneficial, but not necessary for this particular project. Please submi...

Hello. We are looking for a Sr. Full Stack developer to manage our existing project for a long term. The candidate will check the existing code structure(Frontend and Backend) and update the bugs and add new features. Main tech stack: Backend - Python Frontend - React.JS Server - AWS DB - Postgresql The right candidate should have at least 5 years of experience in Python and React.JS. In the first phase, we should launch this project in 7 days, and once launch, we can go ahead maintainous mode for a long term. - Be responsible for adding new features and update bugs to our existing project - Have demonstrated experience in Python(Django) and React.JS framework - Be capable of understanding complex existing code and syst...

I have a CSV file that I need to be analyzed through visual data analysis in Python. The CSV file has a wide range of data, but the specifics of what data I'm interested in have been left open-ended. I need you to help me identify trends and patterns from this data and provide me with clear, insightful, and informative visualizations. Ideal skills: - Strong background in data analysis. - Proficiency in Python and data visualization libraries. - Experience with analyzing CSV files. - Ability to generate insights from data.

I am seeking a knowledgeable Python developer to develop wado-rs capable of handling OHIF requests. The project entails specific functionalities: - Image retrieval from OHIF requests. - DICOM metadata extraction. The ideal candidate should have experience in working with Python and be familiar with the Python framework, Flask. Previous experience with DICOM and Image retrieval would be beneficial.

Project Description: We are looking for a skilled mobile application developer to create a proof of concept for an innovative AI-interviewer application. This app will use state-of-the-art speech processing and natural language processing technologies to enable natural, conversational voice interactions that mimic real-life interviews. The project will also include a functionality to summarize the interviews and validate these summaries with the user, demonstrating the core value of the application. Functional Prototype Deliverable: Objective: Develop a functional prototype that demonstrates natural voice interactions and the ability to summarize and validate key points from an AI-conducted interview. Key Features: - Dynamic Interaction: Implement a v...

I require proficient help for an image processing project. The main objective is to detect conditions like diabetic retinopathy and cataracts in images. Development needs: * Recognise the mentioned conditions using Python, MATLAB, or LabView. * Implement and optimize neural networks, machine learning principles and image segmentation techniques. * Enhance images to increase detection accuracy. Skills & Experience Required: * Proficiency in Python, MATLAB, and LabView. * Sound understanding of neural networks and machine learning principles. * Solid skills in image segmentation. * Previous work in medical image processing, especially in ophthalmology, is a plus.

As the owner of a Python-based app, I'm in need of a freelancer who can help revamp its current user interface. Key Task: - You'll primarily be rearranging the buttons and menus, as well as resizing the UI components. Design Philosophy: - While undertaking these adjustments, I want the redesigned UI to remain minimal and clean. Priority: - Among the various elements of the interface, navigation buttons should be accorded the most prominence. Ideal Skills: - Candidates with a solid grounding in Python and a keen eye for detail to ensure optimal functionality after the remodel will be highly considered. Experience: - Previous work on projects involving Python app UI modifications will be a ...

I require a dedicated Django developer to create a web application featuring user authentication and efficient database management. Your tasks will include: - Developing a robust user authentication system - Setting up a reliable database management system I don't have a specific web layout in mind; I'm entrusting the design aspect to you, the chosen freelancer. I'm looking for a sleek, user-friendly interface that aligns well with the application's functionality. Your skillset should include: - Proficiency in Django and Python - Knowledge and application of JavaScript and HTML/CSS - Strong background in user interface design - Experience in designing from scratch - A s...

I'm currently in need of an experienced Python developer who can revise two of my existing scripts. The project will involve making changes to the code so it uses the docx library instead of the current setup. The number of Word documents to be processed is less than 10. Although the specifics of the modifications were not explicitly provided, it is safe to assume that the job may also involve implementing any necessary tweaks to ensure the accurate and efficient extraction and processing of data from the Word files. Ideal Skills and Experience: - Extensive experience with Python and a proven track record of previous script modifications - Demonstrable proficiency with both the and docx Python libraries - Solid understanding of data ext...

I need a skilled Python developer to assist in extracting specific text data from a series of PDFs. The extracted data should be organized in a nested JSON format. Key project requirements: - **Data Extraction:** The task involves extracting text from the PDFs. - **Data Structuring:** The extracted data should be organized as nested objects in JSON. Ideal skills and experience: - **Python Proficiency:** A strong command over Python is crucial for this job. - **PDF Processing:** Experience with PDF processing libraries in Python is a big plus. - **JSON Formatting:** Ability to structure data into nested objects in JSON format. Deliverable: -Someone interested with AI also ...

I'm in need of an expert in Go programming language with a strong background in DevOps. You'll be tasked with optimizing my code and setting up automated testing. Key tasks include: - **Code Optimization**: I'm looking to significantly improve the performance and memory usage of my application. You should be able to identify performance bottlenecks and develop optimized solutions. - **Automated Testing**: I need you to set up a comprehensive testing framework that ensures high test coverage. Your role will also involve ensuring the application is scalable and efficiently utilizes resources. Your expertise should help in balancing fast response times with resource conservation. Ideal candidates should: - Ha...

I am currently creating an intricate poultry farming system. I require a skilled freelancer to develop a realistic simulation demonstrating a robot's interaction within a poultry farm. Highlights of the tasks that need to be implemented include: - The main objective: simulate a robotic unit that identifies infected chickens and marks them with paint for easy identification. - Implementing inverse kinematics for controlling and manipulating the robotic arm. This aspect is significant as it will be used to simulate painting on the target - the identified infected chicken. - Validation of this simulation will require demonstration of effective use of inverse kinematics in creating realistic, smooth movements for the robotic...

I'm seeking an experienced Azure Data Engineer to step in and effectively collaborate with my remote team. Given the lack of a specific task or main goal, your expertise, adaptiveness, and versatility will come in handy. Key responsibilities may likely include: - • Ideal candidates should have strong experience with Azure Databricks and Data factory. • Conducting data analysis - Data integration - Data processing - Possibly executing ETL processes - Maybe venturing into data modelling, optimization, and pipeline development. • Efficient communication and collaboration capabilities are needed for this remote role. • I look forward to working with an adaptable professional who can confidently handle diverse tasks in Azure dat...

...seeking an expert in machine learning integration for a timely project. More specifically, I'm currently using PyCharm and a variety of ML frameworks or libraries to test a range of custom signals. The ideal candidate for this project should possess the following skills and experience: - Proficiency in PyCharm IDE for Python - Familiarity with various machine learning frameworks or libraries, including but not limited to TensorFlow, PyTorch, Scikit-learn, Keras, MXNet, and Caffe - Experience in integrating different ML stacks The top priority is to have this project completed as soon as possible. Be prepared to share your approach and timeline for project completion during our discussions. Your adaptability and ability to handle ...

Proposal for GCC Tax Laws GPT Development Introduction We aim to revolutionize how businesses handle compliance with GCC tax laws—introducing GCC TAX LAWS GPT, a groundbreaking AI-powered tool designed to streamline GCC Tax Laws processes and save you time and money. We are looking for an eligible and experienced programmer to develop and implement the AI and GPT platforms. The developer must understand AI requirements and develop AI functionalities in GCC tax laws. The Challenge GCC Tax Laws and regulations can be complex and ever-changing. Manually navigating these complexities can be time-consuming, prone to errors, and lead to costly penalties. The term GCC stands for Gulf Country Council, which brings six Gulf nations together, i.e., Bahrain, Kuwait, Oman, ...

I'm in need of ongoing technical support, specifically for troubleshooting, debugging, performance optimization and code reviews for my Mongo and Python projects. The ideal candidate should have a beginner to intermediate level of expertise in these areas. Key Responsibilities: - Troubleshooting and debugging: Diagnosing and fixing any issues that may arise during the project development process. - Performance optimization: Enhancing the performance of the project through various optimization techniques. - Code reviews: Providing feedback on the codebase to ensure adherence to best practices and standards. Ideal Skills and Experience: - Proficiency in Python and Mongo. - Experience in troubleshooting and debugging. - Basic unde...

I'm in need of an experienced Python developer to assist with the development of critical web security tools. While specific tools aren't outlined below - Subdomain Enumeration: Subdomains to be listed and categorized. - Directory Enumeration - Sensitive Parameter Detection - XSS Testing - SQL Testing

I'm in need of an experienced Python developer to assist with the development of critical web security tools. While specific tools aren't outlined below - Subdomain Enumeration: Subdomains to be listed and categorized. - Directory Enumeration - Sensitive Parameter Detection - XSS Testing - SQL Testing

I'm looking for a skilled programmer familiar with Amibroker and proficient in developing AFL scripts. The goal is to create a script that can perform technical analysis, generate trading signals, and back-test various strategies based on key indicators, and to be backtested in Indonesia market (IDX index). Key Requirements: - Development of an Amibroker Formula Language (AFL) script - Inclusion of specific technical indicators such as Moving averages, ADX, Supertrend, PSAR, and OBV - Use of 20 years of historical data for back-testing - Proficiency in technical analysis and understanding of trading signals The final script should allow for back-testing of various strategies over a 20-year historical data period, using the specified i...

I am searching for a proficient Python developer who can help troubleshoot and improve my machine learning model. My model, which utilizes CNN and BiLSTM, yields inconsistent results across different datasets and experiences issues with overfitting. Here are some more details about the project: - I have around 1,500 samples to use. - The data in unbalanced dataset. - The project could involve revising the model structure, tweaking parameters, or introducing regularization or dropout methods. The freelancers applying should possess the following skills: - Extensive Python knowledge - Experience working with machine learning, deep learning algorithms, and data science particularly CNN and BiLSTM - Understanding of overfitting and the methods to p...

Example link: I require the capture/extraction of 84x numerical values (table comprises of twelve events, seven results per event) from PDF file as quoted above. There will be 1,000s of unique PDF's, so my guess is I'd copy/paste relevant addresses into an Excel file and a Python script would run from there (?). To my knowledge, PDF file is always four pages in length, relevant table to scrape is always located on page2. Required data is always located in the same position/same column in PDF files. (Possible) example output in CSV/Excel could look like: date | 1H | 21,114,900 | 291,000 | 719,400 | 119,200 | 71,000 | 17,900 | 12,600 That output line (above) would have twelve lines of data per daily PDF file (1H

I am seeking a competent freelancer with exceptional skills in Python, data science, AI and image processing, to undertake a pixel prediction project. Key Task: - Implement a transformer-based pixel prediction using Python with a focus on image data. Key Deliverables: - Leverage your expertise in Python to develop a high-performance pixel prediction algorithm. - Utilize image data efficiently for the prediction process. - Present the outcome of the prediction in the form of insightful visual graphs. Desirable Experience: - Extensive knowledge in Python programming - Familiarity with image data processing and analysis - Previous experience in AI and predictive modelling - Proven tra...

...platform for our milk collection and animal food sales business. Your primary responsibilities will be front-end and back-end development for both the web platform and the Android application. Key Responsibilities: Web Platform Development: Develop a user-friendly and visually appealing e-commerce website tailored to our business needs. Focus on efficient milk collection management, advance payment tracking, inventory management for animal food products, and seamless integration between the web and mobile platforms. Android App Development: Create a complementary Android application that enhances user experience and facilitates easy access to our services. Ensure intuitive UI design, smooth navigation, and seamless synchronization with the web platform. Security Implemen...

Hello All, I have a variour resource with different skills and technologies who are working in my company. I will provide them either resource base or project base. We have a all kind of resource like Web, Mobile, Database, Python etc. Kindly Let me know if any you need requirement Thank You

Looking for a pre-built API that can enhance image resolution. This will be an integral part of my workflow. Key Requirements: - The API should be compatible with Python, as this is the language I work with. - It should have a primary function of enhancing image resolution. Additional Information: - The expected input image size range is not defined, but the API should be able to handle images of varying sizes. - While not a must-have, I'd appreciate it if the API is lightweight and easy to integrate. Ideal Skills: - Proficiency in Python and experience with Python-based APIs. - Prior experience with AI image enhancer APIs. - Ability to understand and work with varying image sizes. Please provide details of the API you can of...

I'm in need of a website and customer portal. The website is an informational site, but the customer portal is the heart of the project. It should be designed to handle our Software as a Service (SaaS) licensing. The main functionalities required are: - **Payment Processing:** The portal needs to process payments from our clients. - **License Management:** The portal should manage our SaaS licenses. Ideal candidates for this project should be well-versed in web development, particularly in creating user-friendly and efficient customer portals. Experience with integrating Square and Zoho Books is a plus. It's crucial that the website and portal are secure and scalable. A good understanding of SaaS models would also be benef...

I need a proficient Python artificial intelligence expert to fine-tune an already trained lipsync model. There seems to be an undefined glitch that is negatively impacting the overall performance of my model. Key Responsibilities: - Make two models using the code I'll give Ideal Skills and Experience: - Extensive experience in Python - Knowledge and background in AI - A track record of training, troubleshooting, and fine-tuning lipsync models - Focused skills in enhancing the robustness and speed of a model are desirable, but not essential. I am looking for a skilled individual who can swiftly address and rectify this subpar performance issue. A quick resolution will allow me to continue ut...

I need a programmer to develop an AdSense loading CPM software that primarily features real-time statistics. Specific capabilities required include: - Enables me to view real-time data; - Supports customizable ad formats; - Features ad optimization. The level of user interaction hasn't been specified, so developers have the discretion to design a system that's highly interactive or virtually automated. That said, I do expect this system to be user-friendly and efficient. Although I didn't state a preference for the programming language, I'm expecting a robust, secure, and efficient system that could stand the test of time. Overall, I'm looking for experienced developers who prefer using innovative ...

I need a meticulous Pinescript programmer to create custom alerts and visually mark specific zones on TradingView charts based on my detailed specifications. Ideal candidates will be proactive in clarifying any ambiguous instructions and possess a strong focus on accuracy. Key duties of this project include: Based on 15min Chart: a. Mark out Asia High and Low b. Mark out Cumulative Order Zones (COZ), also known as Fair Value Gap based on my definition c. Mark out Order Block (OB) based on my definition d. Mark out Liquidity Gap Zone (LGZ) based on my definition e. Alarms/alert whenever these occur: ei. Moment when price action sweeps Asia High or Low, and then enters COZ or OB zones, with an inefficient price movemen...

I need an expert with proficiency in Wix to develop a high-performing website for my software technology development and services company. Key Features: Homepage: Use technology-themed visuals, such as code snippets, or futuristic designs, as part of your website's background or banners. Include a section titled "Join Our Team" or "Careers" prominently on the homepage to indicate that you're actively seeking tech-savvy individuals. About Us: Emphasize your company's commitment to innovation and technology in the "About Us" section. Highlight key technological achievements, projects, or patents to showcase your company's expertise and contributions to the tech industry. Careers: Create a de...

I'm seeking a proficient ArcGIS Python specialist to help me with a project that involves data analysis and geoprocessing. Key tasks: - **Data Analysis:** You will be responsible for analyzing medium-sized data (1 GB to 10 GB), using ArcGIS Python. Your ability to extract meaningful insights from this data is crucial. - **Geoprocessing:** I need assistance with efficiently processing this spatial data. Your geoprocessing tasks should be meticulous and well-documented. I'm specifically looking for an expert who can create custom GIS tools that can streamline these processes. Ideal Skills and Experience: - Strong proficiency in ArcGIS Python - Extensive experience in data analysis, particularly with medium...

Project Description: We are seeking a highly experienced individual to lead the development and deployment of a decentralized AI and GPU-sharing platform. This long-term project requires a candidate with extensive expertise in AI, blockchain technology, and systems infrastructure to drive the implementation and scalability of the platform. More than 5 years of experience. Responsibilities: Design and develop a Layer 1 blockchain infrastructure optimized for task distribution in decentralized environments. Implement and maintain AI services using frameworks such as TensorFlow, PyTorch, Caffe2, and MXNet. Develop blockchain components, focusing on smart contracts and decentralized applications (DApps) integration. Manage cloud-based and on-premise ...

I'm looking for a well-experienced C++ programmer who can optimize edge and lines detection algorithms for a parking space detection project. Key Requirements: - Significant expertise in C++, with a main emphasis on advanced algorithms; - Experience with implementing edge and line detection algorithms; - Familiarity with Windows as the developed software should be compatible with this platform. Expected Deliverables: - An enhanced algorithm that can create an edge and lines detection of parking spaces output more effectively. Please ensure to showcase your past experiences on similar assignments in your proposal.

I'm looking for a skilled developer to lead the creation and deployment of a decentralized AI and GPU-sharing platform. Your primary goal will be to combine AI, blockchain, and systems infrastructure knowledge to create a high-performance and secure platform that's fully scalable. Responsibilities: Design and develop a Layer 1 blockchain infrastructure specifically optimized for task distribution in decentralized environments. Design, implement, and maintain AI services using popular frameworks such as TensorFlow, PyTorch, Caffe2, and MXNet. Develop blockchain components, focusing on smart contracts and decentralized applications (DApps) integration. Manage cloud-based and on-premise GPU nodes, including deployment, scaling, and monitoring. En...

I'm looking for someone who can do good work in python

I'm in need of a skilled Python programmer to assist with an intermediate level coding task. The task is a university project due tomorrow, and it involves working with data structures and file operations. Key Requirements: - Proficient in Python: You should have a strong grasp of Python programming, particularly its data structures and file handling capabilities. - Experience with Intermediate-Level Programming: The task requires someone with experience handling tasks that go beyond basic calculations. - Ability to Work Under Time Pressure: This task has a tight deadline as it's due tomorrow, so you need to be able to work efficiently without compromising quality. My task is: Create a l...

I am looking for a competent AI assistant to aid me with data analysis, research, and the implementation of pilot codes. This AI assistant should be proficient in Python DT description language and C#, and have a working knowledge of Markdown. The assistant should be: • Able to instantiate 3d model on physical entities • Capable of conducting thorough web research independently • Experienced in pilot code implementation • Comfortable working within a Windows Operating system Ideally, the successful candidate will have experience in data analysis and machine learning. Experience with the Windows operating system is a must. Understanding of other platforms is a plus. This is a g...

As an AI specialist, my primary objective is to leverage your expertise in Machine Learning and Natural Language Processing to enhance customer satisfaction through innovative AI technology. Key Responsibilities: - Designing and implementing machine learning models to predict and analyze customer behavior - Developing and integrating natural language processing algorithms for sentiment analysis and customer feedback processing - Ensuring the AI system is well-equipped to provide personalized and efficient services to our customers Ideal Candidate: - Proven experience in Machine Learning and NLP, with a strong portfolio of successful projects - Proficiency in Python (preferred) and familiarity with Java and C++ for AI development - Strong problem-solvi...

I'm currently in need of a skilled NLP expert with a good command of Python to review and potentially fix errors in my existing codebase. The project involves the following key aspects: - Data Preprocessing: The freelancer should thoroughly analyze the data preprocessing steps in the codebase for any potential inefficiencies, errors, or improvements. They should ensure that the data is being handled in the best possible way for the NLP tasks at hand. - Model Training: The NLP model training section should also be meticulously reviewed. It is imperative that the freelancer has experience in training NLP models and can identify areas for enhancement or correction. - Model Evaluation: The successful candidate should be abl...

Project Description: We are seeking an experienced Python developer and educator to create a comprehensive, self-paced online course focused on Raster Data analysis. The course will utilize Python programming within Jupyter Notebooks to teach practical and theoretical aspects of raster data handling and analysis. Scope of Work: - Course Structure: The course will consist of 7-8 lectures, each designed to be completed within a week, making the entire course duration approximately 7 weeks. - Content Creation: Each lecture will include a Jupyter Notebook containing both theoretical content and practical exercises. These notebooks should be self-explanatory to facilitate independent learning by students. - Data Use: All practical exercises will utilize open...

I require, a professional with keen knowledge of Python and ArcGIS Pro, to create a script that can convert my ArcGIS Pro lyrx documents into the Geostyler format. The script must include the conversion of colors, labels, symbols, and fonts. Any individual with substantial experience and demonstrated skills in this field is strongly encouraged to bid. We are aware there are many libraries out there that can convert into many formats but not directly. We are ok with the document being converted several times as long as the end results are correct. We need this completed as soon as possible. Ideal Skills: - Proficiency in Python programming language - ArcGIS Pro expertise - Understanding of mapping elements including colors, label...