Easy scrape data python jobs
I am seeking a talented Python developer to create a recommendation model. The scope involves mining unspecified data types for the model training. It should be noted that while the purpose of the model is to be determined, the data for the model training is in CSV format. Ideal Skills: - Expertise in Python. - Familiarity with recommendation algorithms. - Experience manipulating CSV data. Responsibilities: - Developing a flexible, adaptable recommendation model. - Importing and managing data from CSV files. - Advising on and utilizing appropriate algorithms depending on the eventual decision for the purpose of the model. DELIVERABLES Output Data Frame: Attribute Name | Ad 1 | Ad 2 | Ad 3 | Ad 4 | Ad 5 | Ad 6 | Ad 7 | Ad 8 | Ad 9 | Ad 10...
...attendance records from ZkTeco ZkTime 5.0 to MSSQL on my local server. This is a daily batch update process. Key Points: - You will need to understand how to fetch the attendance data and ensure its accuracy during the synchronization process. - The data should be structured in MSSQL in a way that allows for easy querying and reporting. - The process should be efficient and reliable, with error handling mechanisms in place. Skills needed: - Proficiency in ZkTeco ZkTime 5.0 - Strong experience in working with MSSQL databases - Excellent understanding of data synchronization processes - Ability to work with structured data and maintain normalized relations in a table-based format. Ideally, I'm looking for someone who can implement a robust and a...
...and represents data in real-time using Python and Salesforce. This task will require: - Tracking and visualizing loan applications, sales revenue (interest income), and franchise performance among other metrics. - Representation of fintech franchise lender-related metrics such as concentration by brand, average loan amount across our portfolio, target brands, US state-wise brand distribution in our franchise portfolio. - Highlighting lead conversion rates and time intervals from application to funding and status updates on total applications, approvals, declines, and those pending. - Displaying data in the form of bar charts, line graphs, and pie charts for a comprehensive understanding and clean aesthetic, or as suggested. The perfect candidate will have experie...
...measures. The ideal candidate should be adept at refining the user interface, enhancing product search functionality, and implementing measures for fraud prevention. For the UI enhancements, I am looking for: - A modern and clean layout that reflects my brand's aesthetics and values - A responsive design that ensures seamless user experience across all devices - User-friendly navigation that makes it easy for visitors to find and purchase products Regarding the product search functionality, the new website should offer: - Autocomplete search suggestions to help users find what they need faster - Advanced filters and sorting options for a more refined search experience - Improved search accuracy to ensure that users are directed to the right products Lastly, the integratio...
I am a php developer building api project on python , I need someone to assist me on project
We need to produce a captivating, easy-to-understand, 1-minute long, 2D animated video to promote our product to the general public. Our goal is to convey our the process of getting a quote on our website to appeal in a clear and enticing way, driving consumer interest and sales. Ideal candidates would: - Have extensive experience in 2D animation, ideally in marketing or advertising. - Understand how to convey complex information in a simple, digestible manner. - Have a strong sense of storytelling and how it applies to marketing. - Be able to develop engaging, appealing visual content that resonates with a general audience. - Provide a portfolio of prior work for review, showcasing a variety of styles and tones. Your responsibility will include: - Translating existing storyboar...
I'm seeking a proficient freelancer with expertise in pest control, particularly focusing on insects, within the agricultural sector. Key Tasks: - Developing insightful content on pest... Key Tasks: - Developing insightful content on pest management strategies - Offering comprehensive knowledge on insect control - Outlining sustainable pest control methods relevant to crop cultivation Ideally, the chosen freelancer would have: - A strong background in agriculture and entomology - Experience with pest control strategies - Great communication skills to deliver the material in an easy-to-understand format The target deadline for this project is within a month from the date of hire. I'm looking forward to working with someone passionate about agriculture and effective pest...
I need a Python developer with a strong skill set in web scraping, database management, and video manipulation to create a code which can easily download videos from personal websites, save them to local web storage, and subsequently update values in an sqlite database. Detailed requirements are as follows: - Download videos specifically from personal websites. - Save videos internally for archiving purposes. - Saved videos should be in AVI format to maintain consistency. - Program should have a functionality of updating an sqlite database with relevant video details upon successful download. Ideal candidate should have a deep understanding of AVI video format handling as well as extensive experience interacting with an sqlite database using python. Familiarity with va...
...fundamental concepts in this domain. The audience for this paper will be graduate students, so the content should be engaging and informative for individuals familiar with the field. Key requirements: - Create an overview of key corporate finance concepts: I'm looking for a paper that covers the primary theories and principles that underlie corporate finance, but in a way that's accessible and easy to understand for graduate students. - Target the graduate level: While the paper should provide a comprehensive understanding of the subject, it should avoid delving into unnecessary complexity. The ideal writer will be able to strike a balance between thoroughness and readability. - Engagement: The paper should be engaging and able to maintain the audience's interest ...
...of a skilled graphic designer who can help me transform my JPEG logo into a vectored PSD file, ensuring it is delivered at 300 DPI in CMYK. Key Requirements: - Conversion to Vectored PSD: The logo must be converted to high-quality, scalable vector format while retaining its original design and aesthetic. - Detailed Layers: Organize layers in a meticulous and well-structured manner to facilitate easy editing and customization. - 300 DPI in CMYK: The final deliverable should be optimized for both print and online use, ensuring professional quality and color accuracy. Ideal Candidate: - Proficiency in Adobe Illustrator and Photoshop: The freelancer should have extensive experience working with both programs. - Strong Attention to Detail: A meticulous eye for detail is crucial to ...
I need a robust StarCloud print feature integrated to my website through PHP. I require an expert in PHP who understands how to efficiently generate receipts directly from a website. Key Features Required: - Personalized receipt printing: Upon a successful order, a receipt should be generated for that specific transaction. - Simplified design: The receipt should be simple, uncluttered and easy to read. Please note, only the code is needed, no additional information like payment or customer details should be included. Ideal skills and experience: - PHP proficiency to ensure seamless integration - Familiarity with StarCloud system - Understanding of efficient coding practices for smooth running.
Project Objective: Develop an easy-to-use online platform that offers essential PDF management tools similar to established services like Smallpdf and iLovePDF. Target Audience: Individuals and businesses of all technical backgrounds who need to manipulate and manage PDF documents. Key Requirements: 1. Accessibility: Ensure the website is accessible on all major devices (desktops, tablets, smartphones) and mobile browsers. 2. User Interface (UI): Design a clean, intuitive, and visually appealing UI that prioritizes ease of use. Users should be able to find and utilize desired features quickly. 3. SEO Optimization: Implement best practices for search engine optimization (SEO) to ensure the website ranks well in relevant search engine results pages (SERPs) for keywords related to P...
Hello We need to create the simple web application integrated chatgpt api There are 3 screens only (login/signup, choose model, result pages) We will provide the figma design. Frontend: react Backend: node & python Database: postgre db it will be complete in 2 days, We will hire only freelancers, not agency. If you are good fit for this task, please bid with 'not agency' word. Thanks
...video will incorporate both pictures and videos that I will provide. You should have experience in transitioning smoothly between different forms of media to create a cohesive whole. - While I’m open to animation use in the video, it's not a main requirement. Your ability to weave a captivating story with given materials is key. - As the video is promotional, it’s crucial that it’s engaging and easy to understand. Experience in creating promotional videos or marketing is definitely advantageous. I will need a second video but this one will be simple The perfect freelancer for this task is skilled at videography, has a creative mind, and is adept at understanding and targeting a general audience. If you are available please reply with examples of your ...
I am in need of a Telegram bot that can provide user registration and efficiently store and retrieve data from a Firebase database. Key Responsibilities: - Implement a user registration system directly on the Telegram bot interface itself. - Develop a clear and efficient data storage and retrieval process from the Firebase database. - Ensure that the bot can handle user profiles, user activity logs, and applications in the database. Ideal Skills and Experience: - Proficient in Python, especially for developing Telegram bots. - Extensive experience working with Firebase databases. - Prior projects that involve implementing user registration systems. - Strong understanding of data storage and retrieval systems. - Good communication skills to ensure the system i...
I require a highly functional app primarily for managing service logistics and requests in real-time. The key func...management of this will be crucial. - Service Logistics Management: This involves scheduling services meticulously, optimizing routes for efficient service delivery, and continuous tracking of services. Knowledge and proficiency in Laravel 10, PostgrestSQL 16, Ionic 7, and Angular 17 would be vital for this project. Notifications should update in real time to reflect status changes. I'm keen on an easy to navigate administrative panel for the web application. The mobile application should offer a user-friendly interface with intuitive design aesthetics. Only those with proven experience in similar projects should apply, as time efficiency and quality delivery...
...software programmer who is proficient in Python, Java, and C++ to develop a small-scale software program primarily aimed at automating a specific task. The task itself is relatively simple, but the automation of it is critical to increase efficiency. Key aspects of the project: - The software program must be designed to automate a specific task. It's crucial that the programmer fully understands the task at hand to ensure a seamless integration of automation. - The scope of the project is small-scale, so the focus is on developing a functional, efficient automation solution. - Proficiency in Python, Java, and C++ is non-negotiable. The software is expected to be developed using these languages. Ideal skills and experience: - Proficiency in Python, Java, and...
I am urgently seeking an expert to create a highly functional and streamlined tracking spreadsheet for multiple facets of a construction project. Ideal candidates should be well-versed in project tracking/reporting, with a profound understanding of construction processes, including: - Timeline: The ability to articulate project deadlines and various stages of the construction in a clean, easy-to-understand calendar view. - Material Inventory: Significant experience creating systems for tracking material usage, including real-time updates, order monitoring, and being able to predict future needs. - Work Progress: Demonstrate a robust understanding of work progress tracking across multiple work fronts, and be able to visualize the progress in a tangible way for stakeholders to unders...
I'm looking for an expert programmer proficient in Node, The bot was created to scrape coins from my Telegram group via API integration but currently, it isn't purchasing as expected. Specifically, I'd require someone who could: - Identify and fix the issues that prevent it from purchasing and selling the scraped coins. - Make sure the bot interacts properly with the Latoken cryptocurrency exchange. This task would suit someone with a strong background in bot programming, API operations, web scraping, and experience dealing with cryptocurrency exchanges, particularly Latoken. Knowledge of crypto trading bots' operational peculiarities would be a major plus. Your task would be to get it back to working condition, ensuring all functions operate as they should. T...
...someone who can work quickly and efficiently. Key Features: - Discussion Forums: The site must have an integrated forum for engaging discussions related to science fiction. - Movie and TV Show Reviews: Users should be able to rate, review and discuss science fiction movies and TV shows. Design Preferences: - I envision a minimalistic and modern design for the portal. The site should be clean, easy to navigate and visually appealing. Ideal Skills and Experience: - Proficiency in HTML, CSS, Javascript, PHP and MongoDB - Previous experience in developing forums and review systems - Ability to work under tight deadlines and deliver high-quality work - A passion for science fiction would be a plus. Please let me know if you have any questions or if you need more information. I�...
I'm looking for an expert programmer proficient in Node, The bot was created to scrape coins from my Telegram group via API integration but currently, it isn't purchasing as expected. Specifically, I'd require someone who could: - Identify and fix the issues that prevent it from purchasing and selling the scraped coins. - Make sure the bot interacts properly with the Latoken cryptocurrency exchange. This task would suit someone with a strong background in bot programming, API operations, web scraping, and experience dealing with cryptocurrency exchanges, particularly Latoken. Knowledge of crypto trading bots' operational peculiarities would be a major plus. Your task would be to get it back to working condition, ensuring all functions operate as they should. T...
I'm looking for a professional who can make a .jar file in Java 17 for me. It is intended to be a software product which I want to package and distribute. Here are the specifics: - Purpose: The main goal of this project is to create a .jar file that is user-friendly and easy to use for anyone who downloads it. - Platform: The .jar file should be compatible specifically with Windows operating systems. It should be tested and guaranteed to run smoothly on those systems. You should have: - Proficient in Java 17 and Eclipse. - Prior experience in creating .jar files for software products. - A good understanding of user experience and interface design to ensure the .jar file's usability. I'm open to suggestions on how to improve this project. Your creativity and expert...
...someone who can work quickly and efficiently. Key Features: - Discussion Forums: The site must have an integrated forum for engaging discussions related to science fiction. - Movie and TV Show Reviews: Users should be able to rate, review and discuss science fiction movies and TV shows. Design Preferences: - I envision a minimalistic and modern design for the portal. The site should be clean, easy to navigate and visually appealing. Ideal Skills and Experience: - Proficiency in HTML, CSS, Javascript, PHP and MongoDB - Previous experience in developing forums and review systems - Ability to work under tight deadlines and deliver high-quality work - A passion for science fiction would be a plus. Please let me know if you have any questions or if you need more information. I�...
I'm looking for a seasoned Python developer with a proven track record. This project demands expertise in advanced algorithms and special Python libraries. While I don't need user registration, login, search functionality, or a contact form, I still expect a high standard of coding. The ideal freelancer: - Has years of credible experience coding in Python; - Has displayed ability to employ advanced algorithms and certain Python libraries to build robust websites; - Can share samples of their past work in order to provide a visual representation of what they are capable of. Please ensure to attach a comprehensive portfolio of past Python projects when bidding. Showing me your subject matter expertise and past accomplishments will put you one st...
Good evening, I need help with a Python assignment and I also need programming tutorials in java, Python, mvc, php, Javascript, mysql, jQuery, html, css, asp.net, c#. The tutorials would be in Spanish. I need them as soon as possible.
...RAM. If I were to free up 12 GB of RAM, then I could open [takes out pencil and paper, calculates furiously for a few minutes] 120 websites. That limitation would not bother me because I plan to scrape not more than a hundred pages each day. In other words, I do not plan to scrape hundreds of thousands, nor tens of thousands, nor even thousands of websites each day. I plan to use your scripts on a relatively small scale of not more than one hundred websites each day. ******* TESTING ******* You must test your script on Linux Mint 21.3 Cinnamon Edition to ensure that it runs properly on Python 3.10.12, on the current stable version of Google Chrome, on Linux Mint 21.3 Cinnamon Edition. I do not care if your script runs on any other operating systems or any other...
...fundamental concepts in this domain. The audience for this paper will be graduate students, so the content should be engaging and informative for individuals familiar with the field. Key requirements: - Create an overview of key corporate finance concepts: I'm looking for a paper that covers the primary theories and principles that underlie corporate finance, but in a way that's accessible and easy to understand for graduate students. - Target the graduate level: While the paper should provide a comprehensive understanding of the subject, it should avoid delving into unnecessary complexity. The ideal writer will be able to strike a balance between thoroughness and readability. - Engagement: The paper should be engaging and able to maintain the audience's interest ...
I need an Android IPTV development along with a user-friendly panel. - The application should have a user-friendly interface that is easy to navigate. - It should support live streaming capabilities in high quality. - A Video-on-demand library should be integrated to provide a variety of content for viewers. The panel should come with the following functionalities for user management: - User subscriptions management: allowing the administration of user accounts and subscriptions. - Multi-user access control: enabling different levels of access for various users. - User activity tracking: to monitor and analyze user engagement with the platform. Ideal candidates for this project should have experience in: - Developing Android applications, particularly in the field of IPTV. - Buil...
Hi I have a python matplotlib script that allows user to scroll through a 3D image, in nifti file format. It has a slider that allows you to scroll through the z axis of the image. I would like for the image to have a text box that updates chosen coordinates that are selected by clicking on the image at a given slice. I would like for the chosen coordinates to only update if the user clicks on the canvas where the image is. I would also like for the text box to be outside the canvas and slider. If you have previous experience with Matplotlib, this should be no problem. Thank you!
I'm seek...Management: The CRM should have a task management feature to help me organize and prioritize my daily activities. Additional details: - The system will be used by a small team of 1-10 users, so it needs to be user-friendly and easy to navigate. - No integration with other software or platforms is needed at this time, so the focus will be solely on creating a robust, efficient Excel-based CRM. Ideal skills and experience for this job would include: - Proficiency in Excel, with a clear understanding of how to create complex formulas and visual representations of data. - Previous experience in developing CRM systems, particularly with a focus on sales tracking and task management. - Strong communication skills and an ability to understand and interpret the need...
I'm looking for a skilled Python developer with experience in GPU programming using CUDA to assist in a project that involves image processing and data analysis. - I have a python code and I need to modify it to work with GPU the code takes an image changes its pixels one by one and each pixel change calculates new image hashes if images hash satisfies some specs it save image and code ends. this is whole python code is doing now. it is a 40 lines code. very simple for someone who knows how to code on cuda.
Hello, I need a developer with a lot of experience in JavaSCRIPT EXPERT, Python and Socketweb - with the ability to create and solve problems with easy understanding of codes The rest of the details will be given to the correct developer
...experienced in web scraping and data collation. The project will involve scraping blog articles in HTML format and compiling desired information into an Excel file. Key Project Requirements: * The extraction will be from specified URLs, using their individual patterns for efficient and accurate scraping. * For each blog article, I need the title, the full text, and the publish date extracted. * This scraped data must be properly arranged in an Excel file for easy analysis. * List of articles is here: Ideal Candidate Expertise: * Proven experience in web scraping is a must, preferably with full understanding of HTML structures. * Proficiency in Excel and data organization. * Attention to detail to ensure accuracy of the scraped data. * An understand...
I need a small metal shade structure built for a few horses to provide both sun and rain protection. The design should be durable, weather-resistant, and easy for the horses to access. - Materials: As indicated, the shade structure must be primarily built with metal for longevity. - Size: 40'X13' Ideal skills for this job include: - Experience with metalwork and construction - Understanding of, and experience with designing structures for animals, particularly horses - Knowledge of local weather conditions to best determine structure design. - drawing must meet Maricopa County standards
...skilled Python developer to create a security application with robust intrusion detection capabilities. Key Features: - Intrusion Detection: The application must be able to detect and alert me about any potential security breaches. - Log Gathering: I'll need the app to effectively and securely gather logs from IoT devices. - Access Control Management: It should have the ability to manage and control access to the security system. Logging Mechanism: - The application should be able to log activities from sensors and smart home devices effectively. Ideal skills and experience: - Strong Python programming skills, coupled with experience in security applications. - Proficiency in designing and implementing robust intrusion detection systems. - Prior work on IoT devi...
I'm in need of a skilled developer to build an exam portal web application. Key Features: - User Registration and Login: Implement a secure system to allow students to register, log in and access the platform. - Exam Creation and Management: Develop tools for examiners to create and manage exams. This should include the ability to set time li...Result Generation: Implement a function that will accurately calculate and display exam results to students. Additional Information: - The portal will only be supporting specific types of exams. - The ideal candidate should have experience with similar projects and be able to provide a secure, user-friendly and efficient solution. - The project requires an understanding of good UX/UI design for easy navigation and use by both examiner...
Hello, I need a developer with a lot of experience in Java, Python and Socketweb - with the ability to create and solve problems with easy understanding of codes The rest of the details will be given to the correct developer
...consolidating and analyzing data from spreadsheets. • Creating dashboards, reports and charts in Analytics tools. • Working on financial and other types of modeling projects. • Having knowledge Dashboard Creation, Mainframe automation through VBA. • Good Technical knowledge of VBAs, Macro, MS Office skills to drive automation opportunities. • Well-versed with dynamic loops, data extraction from images. • Work with users and team members at all levels for performance improvement and suggestions. • Understand and prepare Ad hoc reports. • Identify the opportunities of automating reports, snapshots and dashboards using advanced formulas, Advanced Excel, Python and other techniques • Consolidate, sort, organize and summar...
I'm in immediate need of a cloud-based stock management software wi...functions. The system should enable me to: - Generate and scan barcodes for every product in my stock - Track the quantity of each item I have in stock - Measure the weight of my stock in grams I prefer a cloud-based solution that can be accessed and updated from any internet-connected device. The software should have an easy to use interface and be able to: - Enable manual entry of stock data - Support updating stock information by scanning barcodes - Automatically update stock data from my sales records The software could be developed in Excel, as long as it's accessible online. As a freelancer, you should have experience in developing similar solutions and a deep understanding of sto...
I need an Excel sheet created with the primary purpose of data analysis. This sheet should have the following features: - Data Sorting and Filtering: This is crucial for making the analysis process efficient and easy to navigate. I need the sheet to be able to handle large amounts of data and allow for quick and convenient sorting and filtering. - Data Visualization: In addition to the data analysis, I also require the sheet to include line graphs. I believe that visualizing the data will make it much easier to understand and interpret. The ideal freelancer for this project is someone with a strong background in Excel and experience in creating data analysis tools. It is important that the final product is user-friendly and has a c...
I'm looking for a skilled developer to create a comprehensive, easy-to-use ERP software tailored to the gold and diamond jewellery industry. This system will be integrated with e-commerce and feature several additional modules. Key features required: - Inventory Management: The system should efficiently track our jewellery stock levels. - Sales Tracking: Real-time data on our sales performance. - Customer Management: To maintain a customer database. - Credit Management: Tracking outstanding credit and sending payment reminders. - Finance Management: Tracking income and generating financial reports. - CRM: To maintain good relationships with our customers. - E-commerce Integration: Development of a functional e-commerce website and application. - POS: A point of sale sys...
I'm looking for a sk...showcasing their work needs a dedicated profile page that reflects their unique style. - High-Resolution Image Galleries: The website should feature high-quality images of the fashion products for sale, as well as from past collections. - Upcoming Fashion Event Calendar: We will be hosting various fashion events and showcases, so an event calendar is essential. The website should be user-friendly with easy navigation, and feature a clean and modern layout. The ideal candidate for this project should have experience in e-commerce website design, particularly in the fashion industry. The ability to create visually appealing and user-friendly websites is a must. Please note that while there is no strict deadline for this project, I would appreciate a tim...
Sure, here's a revised version: Experienced WordPress Designer and Developer Needed I am seeking an experienced WordPress designer and developer...be provided by me, with no changes to the layout or page structure to expedite the design and development process. New icons will be created for Websites 2 and 3. All websites will be uploaded to our server using HostGator web hosting. Additionally, source files for each website will be sent separately for future use and backup purposes. Each website will include a WhatsApp contact plugin for easy communication. Furthermore, the websites must load quickly, and free plugins for security and SEO purposes will be installed. If you have any questions or need further clarification, please feel free to reach out. Looking forward to wo...
...indicators as part of the strategy, but I want to start basic. Ability to customize buy and sell points as well as add different cryptocurrencies. Very Important: Host the script in the cloud for convenience and to avoid personal management responsibilities. I don't want the script to run on a server like AWS that I'd have to manage and continually monitor for uptime, etc. The script should allow for easy parameter adjustments. Considerations for adding various cryptocurrencies such as Litecoin, Dogecoin, etc. Preferably, the script should be hosted on a cloud platform to alleviate personal management responsibilities. How to Apply: Please provide examples of previous cryptocurrency trading scripts you've developed, along with your approach to meeting the outli...
I am seeking a proficient Python coder who can convert my current pinescript strategy into Python code. This strategy uses supertrend and SMA on daily and weekly timeframes. Key Elements of the Project: - The conversion will enable backtesting of multiple stocks in batches. - The intended outcome is to accurately analyze the performance of the strategy across different stocks. Required Knowledge & Skills: - Deep understanding of Python coding and algorithm optimization. - Understanding of financial indicators especially the supertrend and SMA. - Experience in handling financial data for backtesting, including historical stock prices, volume data, and multi timeframe. Note that the exact rules for the long and short entries will be provided once yo...
I want to scrape daily leads from LinkedIn Jobs, Indeed Jobs, , etc. The task involves extracting data from these job sites and exporting it to Excel sheets. It would be preferable to have some kind of automation that reduces human dependency in obtaining leads every day. If someone has already set up a similar process before, I would prefer that. Preference will be given to those who have previously performed lead extraction tasks for recruitment websites.
Create an executable scraper in Python that can extract the SKU (product) list from the following Indonesian online grocery apps: - Astro - Sayurbox - Segari The scraper must be IP-block tolerant, meaning if the scraper gets blocked, execution can be continued from the point where the last row of data was successfully extracted. Scraper Functions Function: list_category_tree Input: competitor_name(astro | sayurbox | segari), existing_csv (optional - CSV file to append to for continuing execution, if the scraper stopped or got IP blocked) Output: CSV of category tree with the following columns (scrape_date, URL, category name, position index, parent_category (null if top level)) Function: extract_sku Input: competitor_name, location (autocomplete place from google maps A...
I'm looking to develop a simple interactive game that can be played during a live TikTok stream. The main idea is to engage the viewers in a fun and competit...registration for game owners so it can operate as a saas Gameplay: - The game should be designed for Multiplayer mode, so users can compete against each other while watching the live stream. - Users will both chat and take on challenges, with their performance influencing their position on the Leaderboards. This project requires a developer who is familiar with TikTok live webscraper written in python and can design a game that seamlessly integrates with the platform. It would be a plus if you have experience incorporating elements such as Leaderboards and progression systems. Ability to create a user-friendly interfac...
