Backend api testing with python download jobs
I need a Python expert who can create a trading bot for me. This bot will not be tied to any specific trading platform, only related to Indian Stocks but rather designed to be adaptable and functional across various platforms. The bot will need to be able to perform the following tasks: - Data analysis: The bot should be equipped with moving averages, MACD, and RSI indicators for effective analysis and decision-making. - Web scraping: The ability to gather data from various sources is crucial for the bot's functionality. - Automation: The trading bot should be capable of executing trades autonomously based on predefined trading strategies and indicators. Ideal candidates for this project would have: - Profound knowledge and experience in Python programming - Pr...
I am looking for a developer with a focus on backend operations and experience with C#, MSSQL, and WordPress eCommerce integrations. The primary task is deduct stock in azure ms sql stock table when order placed in wordpress e commerce create comand for performa invoice when order placed in e commerce Key Skills Required: - Strong experience with MSSQL and WordPress - Expertise in inventory management system integrations - Understands the intricacies of WordPress eCommerce platforms budget $70
Join Us: At Trustopay, we're on a mission to revolutionize B2C transactions with our secure digital escrow platform. We're seeking a Flutter Developer with a passion for building seamless mobile experiences and a drive to combat payment fraud. What You'll Do: Develop and maintain our mobile app using Flutter. Collaborate with cross-functional teams to implement Ul/UX designs. Integrate backend APls and ensure app security and performance.
I am in need of an expert on the Google Ads API. The project is urgent and involves both setting up and managing the API. Key Tasks: - Setting up the Google Ads API: You will be responsible for the initial setup and configuration of the Google Ads API. - Managing Ad Groups and Keywords: I need assistance in creating, editing, and managing ad groups and keywords effectively. Ideal Skills & Experience: - Proven expertise in working with the Google Ads API. - Previous experience in setting up and configuring the API. - Strong background in managing ad groups and keywords. - Ability to understand and effectively implement API calls. I need this project completed as soon as possible. If you believe you have the necessary skills and...
I'm looking for an Android app developer who can create a finance loan application with an integrated web backend. The app should be designed using the latest technologies and should have top-notch security features. Key Features of the Mobile App: - User registration and login system - Loan application form - Loan calculator - Loans being issued based on the value of pledged properties - A separate login for property/stock verification agents - Third-party agents should be able to apply for loans on behalf of users - A dedicated admin backend for user management and admin-related actions Key Features of the Web Backend: - Management of user processes including registration, login, and profile updates - Loan application management - Property/Stock verific...
I'm in need of a skilled Opencart developer to handle a range of tasks related to my Opencart website. Here's what I need: We need an experienced professional with a background knowledge of OpenCart 3.0. Full time project , we require exclusive focus. we want fixes in opencart store, can you please help? Detail will give in chat. Ideal candidates for this project should have: - Proven experience working with Opencart - A strong portfolio demonstrating previous theme customization, module creation, and API integration - Excellent troubleshooting skills - A keen eye for modern and minimalistic design - Good communication skills and a collaborative approach to problem-solving
As a business, we need a skilled Python Developer to help us with data analysis. Your responsibilities will include: - Analyzing unspecified sets of data to help us make informed decisions about our strategy and operations - Presenting your findings in an easy-to-understand format, with clear implications for our business The ideal freelancer for this project has proven experience with data analysis using Python, knowledge of statistical analysis, and strong problem-solving skills. While not a must, prior experience with business or economic data analysis would strengthen your bid. Don't hesitate if you're up for the task. We are looking to get started soon, preferably finishing within a month.
...flawless and user-friendly as the target audience for this project includes both individual consumers and small businesses. While technical proficiency is essential, understanding user experience would be a significant plus. Ideal qualifications for the job include: - Previous PayPal API integration experience, particularly with subscription services. - Strong proficiency in and JavaScript. - Understanding of UX design principles and feedback incorporation. - Demonstrable experience working with similar eCommerce or payment oriented projects. To summarize, the main goal is an efficient integration process that will facilitate seamless transactions for different user tiers. Your valuable expertise will contribute significantly to the overall usability and funct...
...web developer who can design and build a modern, trendy podcast website for me. The site should have a backend that allows me to easily manage and update podcasts. I have an rss script / plugin that was created for me in the past. You can either take my existing script and build me a new site in JavaScript, rails or a modern language and add my script to that site. Or from scratch make me a new script. You will make me a new backend or add my existing script to an existing backend. Deadline is flexible. Our max budget is $200. You must work with our budget because we are a family friendly community based company and a non profit and a statt up and dont much profit. Key Features: - Backend Management: I need to be able to add podcasts via RSS feed...
Deliverables - Full fledged and mobile app (ios&android) with admin backend pannell. - Nearby Store locator - User can place a order with the combination of 3 (ex. Customer will chose part 1 of order from the multiple options, after selecting part 1, user will choose part 2, then part 3 from multiple available options and each item from each part will include individual cost and after choosing all 3 combinations it will be redirected to checkout page which includes all the details of selected items including cost breakdown, afterwards to payment page. - Web and app includes trending section, offers sections, trending designer collection section. - Blogs. - Gift cards. - influencer affiliate program. - Basic pages such as, contact us, about us, customer s...
I am looking for apple developer who can download TUNIC Unisono() app file as ipa. I think the candidate need to have a apple account to do this. In any case, candidates must obtain the IPA file using the link above.
...tasks in machine learning and Android app development. Project name: Image Captioning(preferably using Tramsformer encoder decoder and self attention with coco/flickr dataset). A model to caption any image and develop a very simple android app which captures an image and then speaks out the generated captions loud. - Machine Learning Tasks: The ML engineer will be responsible for data preprocessing, model training, and model evaluation. - Android App Development: You'll be tasked with creating a simple Android app that can capture images and then use the trained ML model to convert any text in the image to speech. - Also perform unit testing and relevant metrics like(bleu scores etc) Ideal candidates should have: - Proven experience in machine learning, par...
I'm seeking a highly knowledgeable specialist in mobile robotics simulation using th...highly knowledgeable specialist in mobile robotics simulation using the ROS2 Noetic operating system, turtlebot3 and gazebo. The ideal candidate should possess a thorough understanding of Python as it's crucial for this role as well as deep reinforcement learning knowledge. Key requirements include: - Proven experience in robotics simulation, specifically with a focus on mobile robotics. - Exceptional proficiency with ROS Noetic is essential. - In-depth knowledge of Python. - Ability to work independently and troubleshoot challenging simulation scenarios. The task involves implementing and testing RL algorithms in a short time, so only talk to me if you...
I am in need of a quick development of a user interface created from terminal-run code which i wrote (i will provide the code on contact) for my bank management system using Python and Tkinter. The current code will be provided for reference once selected for the project. (AS A GROUP OF STUDENTS WE CAN ONLY GIVE AT MAX 2000 RS WE JUST NEED A BASIC UI NO FANCY UI) Due to the immediate nature of the project within a week, I require the project to be completed as soon as possible. Ideal skills for this job would include: - Proficiency in Python. - Extensive experience with Tkinter. - Strong understanding of UI design. - Ability to deliver under tight deadlines. - Experience in banking software will be a plus. Please ensure your portfolio or similar past work experience...
Here is a list of zip files on a US Govt website. You must write a Python program that uses a network library to download each zip file on this site, then find each .csv file in the zip archive, and copy each .csv file in each zip archive to a hard drive directory on the local windows machine. The directory will be "C:/MedicareDownloadFiles". The files cover the years 2017 to 2024. You may not hardcode file names ... you must extract the filenames from the above https URL. The fee for this will be $30. You must have it done within 60 minutes. Thanks for participating!
I'm in need of a skilled backend developer who can integrate data from a custom API into my WordPress site. The job involves retrieving product information from the API (we will give you the API key and visualising it through interactive charts on our WordPress website Please find the details in the attached file below. *****You can propose for partial scope of the project as well.***** Key Requirements: - Backend Development: Proficiency in integrating APIs and working with WordPress is a must. - Data Handling: Experience with handling and processing product data is an added advantage. - Data Visualization: Ability to visualize data through interactive charts - Communication: Regular updates and clear communication on the progress
Task 1.1: Download Data from the SEC-EDGAR The first part of the task is to download some SEC 10-K filings of public firms. These documents will be analyzed in the next part of the task. • First, select 2-3 companies or tickers of your choice. • Second, for a given company ticker from a user, you need to download a 10-K filing for each year from the SEC website for the period 1995 through 2023 (resulting in approximately 29 10-K documents, it can be less depending on when the company IPOed). • Note that the task is to write a script or program to do this automatically, and not to download all files manually. • You can use the sec-edgar-downloader (https://sec-edgar-downloader.readthedocs. io/en/latest/) package in Python for ease or o...
Here is a list of zip files on a US Govt website. You must write a Python program that uses a network library to download each zip file on this site, then find each .csv file in the zip archive, and copy each .csv file in each zip archive to a hard drive directory on the local windows machine. The directory will be "C:/MedicareDownloadFiles". The files cover the years 2017 to 2024. The fee for this will be $30. You must have it done within 60 minutes. Thanks for participating!
I'm in need of an experienced apps hacker who can perform a comprehensive security assessment on my Android application. Key Tasks: - Applicat...who can perform a comprehensive security assessment on my Android application. Key Tasks: - Application security assessment - Application vulnerability testing - Application penetration testing Requirements: - Must have a solid background in Android app security - Prior experience with both source code access and network-level security assessments preferred - Proficient in identifying and addressing application vulnerabilities and weaknesses - Ability to provide an in-depth and detailed report of the security assessment, including recommended fixes Please note that you will have access to the source code of the appl...
I'm currently in need of assistance configuring the email sending events on Amazon SES. I aim to send emails from multiple domains. Key Tasks Involved: - Configuring email sending events like (opens,clicks) on campaigns, domains, configurations sets levels. Either directly from Amazon ses api or cloud-watch. Ideal skills and experience: - Previous experience with Amazon SES and cloudwatch. - Strong knowledge in AWS, specifically the SES service - Excellent problem-solving abilities,.
...a MySQL database component. - Developing a Python-based web interface for users to change settings. The ideal candidate should have: - Proficiency in Java, Python, and MySQL. - Prior experience with cloud hosting, particularly on AWS. - Knowledge of user access control systems, particularly Discretionary Access Control. - A good understanding of desktop-to-cloud migration. - Strong communication skills and attention to detail. We need a developer who can take a Java based desktop application and host it on a cloud instant of AWS. - must have multi user access - must have a database component - must have a web interface that can allow users to configure settings -knowledge of google sheets will be helpful This desktop app uses ZYTE api and We c...
URGENT NEED HIRE NOW I am in need of a proficient Laravel developer. Unfortunately, there are no precise elements to implement as of yet, and I don't have a clear-cut desired outcome to share. Similarly, there are no explicit design preferences or branding guidelines to adhere to for ...don't have a clear-cut desired outcome to share. Similarly, there are no explicit design preferences or branding guidelines to adhere to for this project. Ideally, you should be someone who can comfortably navigate this vague scope at the moment until more concrete details emerge. Patience, flexibility, and open communication would be invaluable skills for this position. Experience with user authentication, API integration, payment gateway integration, and improving website performan...
...be passionate about creating high-quality Responsibilities: Collaborate with us to design and develop the platform . Write clean, efficient, and maintainable code. Test and debug software to ensure functionality and performance. Work on constructive feedback. Stay up-to-date with emerging technologies and best practices. Requirements: Proficient in Java, J2EE, Spring MVC, Spring Core, Spring boot and JavaScript. Excellent knowledge of Relational Databases, SQL and ORM technologies (JPA, Hibernate) 5+ years of hands-on experience in designing, developing, testing and maintaining RESTful APIs and Microservices 4+ years of experience in API layer security (e.g., JWT, OATH2), API logging, API testing, creating REST API documentation ...
I need a talented writer with a knack for making complex subjects accessible to a lay audience. This individual will pen a report about my biometric car engine key project, translating the intricate details of this technological venture into a digestible format. Key report sections will include: - An overview of the circuit diagram and components - Explanation of the operational principles and functionality - Description of design challenges faced along with the solutions implemented - Details about prototype construction and testing process - Specifics related to the software used and its purpose - A comprehensive full system test Ideal candidates will have: - A sound understanding of technical subjects - Exceptional writing abilities - Proven experience in presenti...
I'm looking for a skilled developer who can create an automation system for Instagram. The system should target specific hashtags and leave customize...hashtags and leave customized comments on posts that use them. Key Requirements: - The system should target specific hashtags and trigger the comments automatically - The comments should be customized, not generic - Additionally, the system should be able to send direct messages to users Your expertise in automation software development will be essential for this project. Past experience with Instagram's API and understanding of their policies is a huge plus. A good handle on the language and tone of Instagram comments will also be beneficial. Please outline your relevant experience in your proposal. Let me know...
...The app should provide users with fast scanning capabilities, allowing them to quickly capture serial numbers. Intuitive interface: The design should be user-friendly and easy to navigate, ensuring a seamless user experience. Action button: Users should be able to easily move from one page to another with the help of an action button. Requirements: Proven experience in designing mobile applications. Expertise in UX/UI design principles and best practices. Proficiency in Figma or similar applications. Ability to create a cohesive design across all pages of the app. Strong communication skills and attention to detail. Responsibilities: Create wireframes, mockups, and prototypes to visualize design concepts. Iterate on designs based on feedback and user testing. Deli...
I need assistance in extracting...channel - Providing a comprehensive list of the extracted subscribers - Ensuring the subscriber data is ready for easy import into my channel for invitation Ideal Skills & Experience: - Proficiency in web scraping tools and techniques - Experience with Telegram API or similar platforms - A proven track record of handling and managing large volumes of data - Strong communication skills to provide detailed project proposals Please ensure that your application contains a detailed project proposal. Note. I am not the admin, I am just a subscriber with no access to see group subscribers, So How anyone can be able to scrape from the channel Successfully and add them to My own Channel? Budge $100 , if over this amount, please DO NOT...
I am in need of a skilled API developer to extend functionalities of my Android app. Without any specific requirement for API functionalities or programming language, I welcome freelancers with any and every kind of expertise in API development. Ideal candidates will have a firm understanding of API integrations, both standard and third-party, with the ability to implement real-time updates, push notifications, and seamless data synchronization. Interested bidders should showcase their knowledge of various programming languages, and illustrate their past experience with mobile app development, particularly in Android. Your input on the project will be highly valued as the specific functionalities needed are yet to be determined.
...skilled professional to help with integrating our Clover sales data into Snowflake. The main goal of this integration is to facilitate the data for daily analysis in Snowflake. I already had the program developed, i need someone to run it on my machine Here's an overview of the project requirements: - **Data Integration**: The primary focus will be on integrating sales transactions data from Clover to Snowflake. This has to be done on a daily basis. The ideal candidate for this project should have: - **Strong Clover API Knowledge**: As this project involves integrating Clover data, a deep understanding of Clover's API is crucial. - **Snowflake Expertise**: Proficiency in Snowflake is necessary, especially in setting up and managing data for analysis. - ...
I need to publish on the Android and iOS platforms. It's an already developed application; however, I'm uncertain if it completely adheres to the guidelines and policies of both platforms. I have completed internal testing in google play! The beta is up. I need to be sure that the muted components (stripe and geolocation) will be working in the final publishing, then publish. Ideal Skills & Experience: - Strong understanding of Android and iOS platform's policy guidelines - Experience in app publishing on multiple platforms - Proficiency in troubleshooting potential compliance issues - Good command in mobile app development for potential adjustments Key Responsibilities: - Review the app for Android and iOS compliance - Make the necessary adjustments if the a...
...interface is essential for the program. This will enable easy navigation and interaction for users as they conduct transactions. - The program should be compatible with the Windows operating system. It should run seamlessly and efficiently on this platform. Ideal Skillset: - Proficiency in blockchain technology and understanding of P2P transactions is crucial. - Experience in developing GUI interfaces is a must. - A solid background in software development for the Windows OS. - Previous experience with Binance Merchant or similar platforms would be a big plus. If you have the skills and experience to develop this program, please bid with details on your relevant experience and approach to this project. Quisiera desarrollar un programa automatico que me permita co...
I am in need of a developer skilled in Python for a project concerning the creation of a tablet finder application compatible with Windows. The primary feature of this application must be search filters, specifically, those able to find tablets based on their MAC addresses. Ideal candidate would posses: - Proficient in Python - Experience in creating search filters - Familiar with MAC addresses - Working knowledge of Windows compatibility - Detail-oriented and able to work autonomously. The focus of this project is the development of a reliable application that can perform complex searches based on a tablet's MAC address. This is a specialized task requiring detailed and specific skill sets.
I am in dire need of a proficient machine learning engineer who is well-experienced in model selection, training, and data preprocessing. An ideal candidate would be one who excels in Python programming language since it is what I am most comfortable with. Additionally, you should be adept in handling a medium-sized dataset (1GB-10GB). In short, here's what I need: - Proficiency in Python programming - Robust experience with data preprocessing, model selection, and training - Ability to handle a medium-sized dataset (1GB-10GB) This project offers a great opportunity for those looking to flex their machine learning engineering muscles. I am excited to collaborate and see what your expertise can bring to the project.
I am seeking a Python C++ programmer who can assist me with the D400 Terminal. The primary task involves cloning software from a functioning D400 Terminal to a non-working one (because it ask for program). Ideal skills and experience: - Proficient in Python and C++? - Prior experience with software cloning - Familiarity with D400 Terminal (wich is a tool/machine/screen for concrete truck). Manual for D400 Terminal:
I'm seeking an IT Business Consultant with experience in virtual platforms to assess and propose a new tech stack for my virtual mediation business. Description: Entrepreneur looking for a skilled IT business consultant to recommend a cutting-edge tech stack and workflow recommendation for our new virtual mediation business. We aim to create an efficient platform that enhances client experience and automates crucial processes. Key Features: • Client Portal: Multi-client support for mediation cases and pre and post-mediation coaching. • Onboarding Automation: Streamlined forms, welcome packages, contracts, and payments. • Online Scheduler: Calendar integration for seamless appointment management. • Video Conferencing: Includes breakout rooms and a wh...
Hebrew Recording Project We have a project, that needs Native Hebrew speakers, we will give you the text, and you need to record 1284 short sentences. you just need to download our software, to read our text and record it, it's a very easy job. 1. You will need to record in a quiet place without loud background noise. and without an echo. 2. Each person Price is 25$ for 1284 short sentences record. If you are interested please let me know sure. I will contact u. A Good Opportunity For New Freelancers For taking 5 Star Review after their completion of the project. Thanks :
...app that serves as an earning platform for users. The app should be engaging and easy to use with multiple methods for users to earn points or rewards. Payment method Key Features: * Users should be able to earn through ad viewing, playing games, and completing surveys. * There should be a system in place rewarding users daily for logging in. * A lucky draw feature with enticing rewards to keep the users interested. * An efficient notification section to give users updates about their earnings or new opportunities. * Lastly, in order to expand our user base, we need to implement a referral program that rewards both the referrer and referee. Skills and Experience: * Experienced in coding and testing Android applications * Previous work on reward/earning-based appl...
...to help with various aspects of my project. Key Responsibilities: - Implementing user authentication and authorization - Setting up and integrating a database - Developing cloud functions and serverless architecture I require someone with expertise in both frontend and backend development, as my project is intended to support both web and mobile applications. Ideal Skills: - Extensive experience with Firebase and Google Cloud - Proficient in both frontend and backend development - Prior experience with user authentication and authorization - Capable of database setup and integration - Knowledge of cloud functions and serverless architecture Your contribution will be crucial in ensuring a robust, secure, and scalable application. Please ...
I am looking for an experienced individual to help me create an interactive web platform that will serve as a guide to various types of machine learning algorithms. The purpose of this guide is to cater t...-Decision tree -SVM algorithm -Naive Bayes algorithm -KNN algorithm -K-means -Random forest algorithm -Dimensionality reduction algorithms -Gradient boosting algorithm and AdaBoosting algorithm #Types of Machine Learning Algorithms# -Supervised Learning -Unsupervised Learning -Semi-supervised Learning -Reinforcement Learning I need totally 14 article. Each article must consist of 1500 words. Python should be preferred as the programming language. A minimum of two-three images should be used to support each article. Also each article should be a guide for people new to Machine ...
I'm in need of a PHP Developer for a new project. The parameters and required skills are fairly open, as I've not decla...and WordPress were the options given, these indications were not selected, thus creating an open space for any skilled PHP professional to apply. - Experience in both website and web application development. There's an opportunity to work on several PHP development projects, potentially ranging from website building, application creation, to API integrations. - An impressive design eye. I've left the space open for any design style you're confident with - be it minimalistic, bold and colourful, or clean and professional. In summary, if you're a PHP developer keen to work on a myriad of projects, this job is perfect for you. I...
I am looking for an experienced app developer to create a service booking app for both iOS and Android. Key Features: - Cross-platform availability. - Smooth user interface for ease of booking services. Ideal Skills and E...create a service booking app for both iOS and Android. Key Features: - Cross-platform availability. - Smooth user interface for ease of booking services. Ideal Skills and Experience: - Strong experience in creating iOS and Android apps. - Proven track record in coding frontend and backend services. - Expert in Java, Swift, and Flutter. - Strong understanding of current design trends for service booking. I anticipate that this project will require both creativity and technical know-how. Freelancers with experience in developing service apps will b...
I'm looking for a develop...enhancing the possibility of a successful match. - A robust messaging system to facilitate communication between the parties, ensuring a smooth and transparent interaction. - An Admin Dashboard that enables the management of users, powerful reporting and analytics capabilities, content management, system configuration and contract handling. Experience in developing similar platforms and a strong backend development skillset are essential for this project. The developer should also have a good understanding of user experience design principles to ensure the platform is user-friendly and intuitive. Documentation & Specs: Similar platform:
We are in a stage to develop Saas project for marketplace sellers. We are looking for senior full stack developer who has especially saas development, API integrations and so on. Project details will be shared after reference works of candidated is evaluated. Thanks,
I'm in need of a proficient Meteor JS developer who can handle both frontend and backend tasks, including database integration, for a web application I am planning to build. The aim of this project is to ensure real-time updates, fostering timely interactions and engagement on the application. KEY RESPONSIBILITIES: - Frontend and Backend development using Meteor JS - Database integration to support the web application's functionality - Implementing a system for real-time update features REQUIRED SKILLS AND EXPERIENCE: - In-depth knowledge and experience with Meteor JS - Proven track record of successful web application development using Meteor JS - Proficiency in database integration - Ability to deliver real-time updates in a web application environment
I'm in need of a Python developer with a focus on machine learning and AI. Your primary task will be to design and implement machine learning algorithms for our project. I'm looking for someone who can bring both technical skill and creative problem-solving to the table. Ideal Skills and Experience: - Strong Python programming skills - Proven experience in machine learning and AI - Previous project experience in this area I'm open to discussing the project, solving problems, and communicating progress. Looking forward to working with you.
I am looking to find someone with Sage 200 on premise knowledge to find out how to connect to the API. I have the api_status url working but cannot find what the url should be for the API calls. The documentation seems to be for the cloud connection not a on premise setup. So looking for someone who has done that before to give a hand. Need someone with knowledge on Sage 200 API setup on premise.
I'm looking for a skilled Python developer who can help me with two key areas: revamping the structure of my code for efficiency and readability, and aiding in the creation of data visualisations. Key Tasks: - Code Improvement: enhancing the structure of my Python code. - Data Visualization: We'll be working on creating a range of data visualizations, including charts and graphs as well as interactive dashboards. You should have experience in creating these in Python. Ideal Skills and Experience: - Strong Python programming skills - Proven track record in code improvement - Previous experience with data visualization, particularly in Python - Familiarity with visualization libraries such as Matplotlib, Seaborn, Plotly, etc...
We are seeking an experienced Go High Level Expert to design, develop, and optimize high-converting websites for our clients. The ideal candidate will have a proven tr...Responsibilities: * Design and develop websites within the Go High Level platform to meet business goals. * Design and create forms within Go High Level. * Implement conversion rate optimization strategies to maximize website performance. * Collaborate with marketing teams to align website design with overall marketing strategies and objectives. * Conduct thorough testing and troubleshooting to ensure optimal website functionality. * Implement and manage email automation workflows to enhance customer engagement and retention. NOTE: Please send a resume along with a portfolio which shows your pa...
...need of a Python expert who can meticulously extract text and tables from PDFs for data analysis. The requirements are as follows: - Develop a Python solution in form of a Jupyter Notebook - Preferable use of the libraries PyPDF2, Tabula, PDFMiner, PyMuPDF, and PDFPlumber for extraction Required Skills and Experience: - Proficient in Python - Familiarity with Jupyter Notebook - Experience with PyPDF2, Tabula, PDFMiner, PyMuPDF, and PDFPlumber - Data extraction and analysis expertise. Your commitments would include understanding the architecture of the PDFs, and the most effective library for extraction in each case. The ultimate goal is to create a Python script that eases the data extraction process for subsequent analysis. Whoever can ...
