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I'm looking for an experienced Python developer with a strong knowledge of Scrappy to create a scraper for a specific website (). Key Requirements: - The scraper should extract the following data: Case numbers, Date, Topic, Articles, Value, Full text - The extracted data should be provided to me in the form of source code (.py file) Ideal Skills and Experience: - Proficient in Python programming and Scrappy library - Prior experience in web scraping project - Ability to deliver precise and clean code in a timely manner Understanding of website structures and data extraction techniques will be a significant advantage for this task. Looking forward to your bids.

As a client in urgent need of a proficient Python programmer, my main focus is on resolving bugs present in specific functionalities of my pre-built Telegram bot system. The issue lies within: - User command handling - Message processing - Bot responsiveness It is crucial for the python programmer to understand these functionalities' integration and eliminate any bugs hindering their optimal functioning. Ideally, you should have an advanced understanding of Python programming and prior experience in working specifically with Telegram bot systems. The project demands prompt resolution and I'd appreciate if you could start ASAP. Availability, swiftness, and attention to details will be key attributes for this task.

I am seeking an expert in Python to develop a function that could efficiently extract certain information from a business card image. Here's what I need: Specific Requirements: - The function should extract the following information: Name, Email, and Phone number. - The business card information will be provided via scanned images. Some exemples of phone can include phone number from usa, eur and brazil (62) 99999-9999 Accuracy & Performance Standards: - The function should achieve a high level of accuracy, specifically over 80%. Ideal Skills & Experience: - Proficient in Python - Experience or familiarity with Optical Character Recognition (OCR) - Strong comprehension of image processing techniques - A keen eye for details to ensure high accuracy in da...

I need a Python script that can verify email addresses. The script will be used as part of a cloud-based service, so it needs to be lightweight and able to handle a high volume of requests. It should verify email addresses in real-time to ensure our users are entering valid contact information. Key Features: - Email Verification: The script should verify the validity of the email addresses. Ideally, I'm looking for a freelancer who has experience with: - Python programming - Cloud-based services - Email verification and validation - Working with high volumes of data Please provide examples of similar projects you have worked on and any relevant experience you have in this area.

I'm looking for a proficient Flutter developer with broad experience in mobile app development. Key requirements for this project include: We are making to make Dating app. App UI will provide. To stand out as the best candidate, kindly provide the following: * Showcase your past work related to diverse types of mobile apps. * Describe your experience in Flutter mo...the following: * Showcase your past work related to diverse types of mobile apps. * Describe your experience in Flutter mobile app development. We require the app to have these features on the Dating App. * User Authentication(Google, FaceBook,) * In-app purchases * Google payment * Push notifications *multi language support(es-en) If you have your own source and code, that;s great. It will be save our time and...

...adding two levels of difficulty to the game. Key Requirements: - Implement Tensorylov for AI: I need the freelancer to integrate the Tensorylov platform into my existing backgammon game to improve the AI's performance. - Two Levels of Difficulty: The game should offer two distinct levels of difficulty for the player to choose from. Skills and Experience: - Proficient in Python: The current backgammon game is written in Python, so a strong command of this programming language is essential. - Tensorylov Experience: Prior experience working with Tensorylov or similar AI platforms is highly desirable. - Game Development Expertise: A background in game development or AI implementation in games would be advantageous. Timeframe: I'm looking to have this project compl...

I am looking for someone to build me a Ninja Trader Script to my specifications.

I require a script that leverages Selenium to automate text and image postings across different segments of Facebook: personal account, a business page or Facebook groups I'm not the admin of. The script, to be written in Python, should be deployable on Heroku to avoid local machine usage and needs to be accessible as an API. It should be available as an API which I can sent the following parameters to: - facebook email address - facebook password - text (for the post) - image as a file (for the post, this should be an optional field) - url for the personal account to post on (optional field) - url for the business account to post on (optional field) - url(s) for the groups to post in (can be one or multiple - optional field) The API should return a succ...

I'm looking for a skilled Python programmer to assist in building a General Regression Neural Network (GRNN)-GA hybrid specifically for prediction modeling. The model will be 15 inputs variables with 5 outputs variables. The ideal candidate should have experience with: - Python: A strong grasp of Python is essential. - Machine Learning & Neural Networks: Experience with machine learning concepts and neural networks, particularly GRNNs, is a huge plus. - Data Analysis: A background in data analysis is highly desirable, as the project involves translating data into predictive models. - Database Integration: Experience in integrating Python applications with existing databases is crucial as the project will entail integrating the GRNN-GA hybrid model with...

I'm seeking a skilled IT developer, specifically one with an exemplary track-record in database development. Programming language skills aren't my primary concern, so I'm open to experts proficient in Python, Java, C#, or any other suitable language. Here's what I'm looking for: - Proven Experience: Highlight your background in database development, outlining projects you've undertaken and their outcomes. - Competent Advice: As an expert, I'm expecting you to guide me on the best practices and platforms to use in this project. - Adaptability: Since a specific programming language wasn't picked, you should be versatile and comfortable working in different environments. If this sounds like it aligns with your skill set, I look forward to see...

I'm seeking a skilled developer to create a responsive HTML email template that promotes our product. Key Requirements: - The email to be responsive to different devices and, to have text and image elements as they are in the design files - It should also include clickable call-to-action buttons to direct customers to our website for purchases. Skills and Experience: - Proficient in HTML and CSS, with a strong understanding of responsive design for emails. - Experience with creating email templates for product promotion. - Ability to follow specific branding guidelines, including color schemes and logo usage. Please provide examples of previous work, particularly any similar email templates you've designed. A quick turnaround time wou...

I need help downloading the "Longitudinal Behavior Modeling Dataset" from for conducting research analysis. Key Requirements: - Download the "Longitudinal Behavior Modeling Dataset" in CSV format from the provided URL. - No specific preprocessing or analysis tools are required for this project. Ideal Freelancer: - Experience in ...conducting research analysis. Key Requirements: - Download the "Longitudinal Behavior Modeling Dataset" in CSV format from the provided URL. - No specific preprocessing or analysis tools are required for this project. Ideal Freelancer: - Experience in data downloading and handling. - Proficiency in accessing and managing data from online repositories. - Knowledge of how to effectively convert and save data in CSV format.

...need of a python programmer proficient in object detection and tracking for my ongoing ADAS project, specifically centered around the KITTI dataset. Primary Responsibilities: - Execute object detection and tracking tasks - Calculate evaluation metrics such as Precision-Recall Curve, Intersection Over Union (IoU), Improved Intersection Over Union (iIoU), and Mean Average Precision (mAP) Skills and Experience: - Advanced proficiency in Python - Extensive experience in computer vision - Expertise in object detection and tracking - Solid understanding of Precision-Recall Curve, IoU, iIoU, and mAP metrics - Knowledge and previous work with the KITTI dataset is highly desirable - Experience in ADAS technology would be a bonus The perfect candidate would be an individual wi...

I'm searching for a skilled content writer with expertise in creating engaging, and informative educational content for my YouTube channel. The material should cater to an intermediate audience, looking to learn a subject. Each script should exceed 1000 words which will be translated into video lengthen between 10-15 minutes. Skills and Experience: - Exceptional writing skills and understanding of academic or tutorial style writing - Experience producing content for YouTube or similar platforms is a plus - Familiarity with educational content creation to ensure the videos are informative and engaging - Capable of catering to an intermediate level audience, simplifying complex concepts if necessary. The right candidate for this role would ideally be comfortable with educati...

Hello, Greetings from Verbolabs!! We have a potential project requirement for Technical Content Writers. Here are the project requirements: Ability to understand and accurately translate technical information for a general audience in different industry sectors. Knowledge of coding and scripting languages, such as C++, Python, HTML, CSS, and JavaScript. Ability to research and write SEO-friendly and AI-based content with basic editing knowledge in infographic design. 2 years of technical writing experience with computer science/software knowledge and communication/journalism background. Certification of technical documentation / AI prompt courses. English - mandatory (professional and fluent) We will provide guidelines and instructions, so you can understand what to expect and ...

I am seeking an experienced email marketing specialist who thrives on commission-based roles for my online-shop in the Activewear/Fashion industry targeting women. Your audience will be individual consumers, a segment that often requires a unique and personalised approach for effective engagement. Key Responsibilities: - Develop dynamic email marketing strategies - Create a variety of content, ranging from promotional offers to educational material Desired Skills and Experience: - Expertise in creating persuasive and engaging emails - Background in consumer-focused email marketing - Ability to continually innovate and adapt strategies Though there is no specific time limit for this project, a consistent, ongoing effort will be expected to drive engagement and conver...

We are looking for a freelancer to scrape product information from Website and organize it in an Excel spreadsheet. Key Requirements: - The script should extract all text content and images displayed on the homepage need be add to excel file

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 API), ca...

Hello, I'm looking for an experienced PHP developer who can help me to download files after login from 3 different websites. Simple tasks requested - Enter Download URL link! - Login to the website - The script should download files and save it to local drive. Simple clean php class and 3 forms code required. Please provide an estimation of when you would be able to complete the task in your bid. Thanks!

I urgently need an experienced freelancer to help with green screen removal and masking on a particular shot - Shot 1. The work needs to be completed within 24 hours, involving the following requirements: - Complete green screen removal and masking on Shot 1. - The final output must be of 4K Ultra HD resolution you can change the resolution according to background footage. - Please save your work in the .AEP (After Effects Project) format and provide me export file also. Ideal candidates should have proven experience in green screen removal and should be proficient with Adobe After Effects. Providing a portfolio showcasing similar projects would be beneficial. Please note the tight turnaround for this project, thus your ability to work fast without compromising quality is vital.

I am seeking an experienced email marketing specialist who thrives on commission-based roles for my online-shop in the Activewear/Fashion industry targeting women. Your audience will be individual consumers, a segment that often requires a unique and personalised approach for effective engagement. Key Responsibilities: - Develop dynamic email marketing strategies - Create a variety of content, ranging from promotional offers to educational material Desired Skills and Experience: - Expertise in creating persuasive and engaging emails - Background in consumer-focused email marketing - Ability to continually innovate and adapt strategies Though there is no specific time limit for this project, a consistent, ongoing effort will be expected to drive engagement and conver...

As part of our effort to streamline production processes, I'm looking for an experienced Odoo developer to help develop a manufacturing module or modify the existing one. For the beginning we need a expert who knows the developing in python in Odoo and knows the manufacturing module in odoo and can consult us, which options are available. Key Features required: - Advanced Inventory Management: We need a robust inventory management system that will help in tracking raw materials, work-in-progress items, and finished goods in real-time. - Bill of Materials Creation: To establish a detailed, accurate, and comprehensive bill of materials for our products. - Production Scheduling: The module should offer tools for scheduling production activities based on the bill of materials. - ...

I require a skilled individual to help me extract potential customer emails from company websites. The aim is to build a database for targeted email marketing. Key Responsibilities: - Scouring company websites for email addresses - Organizing the emails based on their geographic location The ideal candidate should have experience in data mining and email harvesting. Proficiency in web scraping tools and techniques is a plus. Accuracy and attention to detail are crucial, as the success of our email marketing campaign depends on the authenticity and relevance of the compiled list. A basic understanding of marketing principles and customer segmentation would also be beneficial.

I need a proficient Python developer to assist in automating a data gathering and analysis process. The selected individual will use APIs as the data source. Desired Skills: - Extensive understanding of Python - Experience in data automation projects - Proficiency in using APIs for data collection - Strong understanding of data analysis techniques Responsibilities: - Set up processes for routinely gathering data from specific APIs - Automate the analysis of collected data - Optimize current coding to streamline data gathering and analysis. Please provide examples of similar automation projects you've worked on using Python and APIs.

Read a JML/JSON (see the example) file created by Selenium IDE and save it into an Access Database (.mdb) Requirements: 1) The application is a Windows desktop application 2) Development language: C# .NET latest version 3) The application will be called ImportBotJob 4) The application must include all of the components to run on a PC without Office installed.

I need an expert in iMacros scripting who can scrape data from a specific website for me, Website 1. Here's what I'm after: - Data-specific scraping: I'm not after user profiles or product listings, I'm particularly interested in data scraping from this website. - CSV output: I'd like the scraped data to be formatted and delivered in a CSV file for easy use and analysis. The ideal candidate for this project would have: - Significant experience with iMacros scripting - Proven track record in web data scraping - Expertise in CSV data formatting and delivery I look forward to seeing your bids and discussing the project further.

...and project, a page will be designed to list all transactions in a draft format. Each transaction line will allow for the assignment of a product and project. - Addition of a dropdown menu to select existing projects, with the option to directly add a new project if it does not exist. - Similar functionality for products and transaction categories. - Inclusion of a data validation CTA button to save changes. - Implementation of multiple assignment functionality to ease processing, enabling the assignment of the same project and/or product to a set of transactions to avoid repetitive actions. Back-End: - Database update to handle draft data. - API integration for data retrieval from banks. - Development of a systemic data adaptation process for optimal processing on Amana Pilot....

I have undertaken the exciting task of establishing an e-commerce platform to sell physical products and I've chosen Python Django as the preferred platform. I need a skillful developer or team to bring this vision to life. Key Aspects of the Project: - Crafting a Django e-commerce website to sell physical products. - Implementing a design and theme that I've already prepared. Ideal Skills & Experience: - Proficient in Python Django with a keen understanding of its core principles. - Demonstrable experience in e-commerce website development. - A great eye for detail to transfer designed themes into lines of code. - Proven ability to deliver on time and according to design specifications. - Previous work with physical product e-commerce sites is a great plus. ...

I need an expert to integrate fsspec into my existing Python script, specifically for file reading, writing and cloud storage integration. Key tasks: - Enable my script to perform file reading and writing operations seamlessly. - Establish a working connection between fsspec and Amazon S3 cloud storage solution. Ideal Skills: - Advanced Python coding skills. - Proven experience with cloud storage integration, particularly Amazon S3. - Familiarity with fsspec library in Python. Note: This task may be subject to a thorough identification process before granting access to the necessary resources. Qualified candidates should be prepared to go through this protocol.

I'm seeking a skilled Python developer to create a custom barcode reader software for desktop, compatible with Linux. The project will involve implementing a specific algorithm, outlined in a provided patent. Key responsibilities include: - Developing the software from scratch using Python - Utilizing Python libraries for image reading - Ensuring compatibility with Linux Attributes that would make you an ideal candidate include: - Proficiency in Python - Experience in developing software from scratch - Knowledge of barcode algorithms - Familiarity with working on Linux platform Given the complexity of the algorithm, it's crucial that the freelancer not only has experience with Python and image processing, but also the ability to understand ...

I'm looking for a skilled professional who can set up CUDA and cuDNN on my Windows system with Anaconda, along with a demonstration of how to use the GPU in Jupyter Notebook. Key Requirements: - Installation of the latest versi...Requirements: - Installation of the latest versions of CUDA and cuDNN - Configuration within the Anaconda environment - Successful demonstration of GPU utilization in Jupyter Notebook Ideal Skills: - Proficiency in working with Windows operating system - Strong experience with Anaconda and Jupyter Notebook - Prior knowledge of CUDA and cuDNN installations - Ability to demonstrate GPU utilization in Python Note: Your bid should reflect both the installation setup and the demonstration process. Please provide an estimated timeline for the completion o...

...best approach to get control back to be able building the rom / firmware ms1: recreate the firmware from source to be able to deploy on the devices ms2: upgrade to latest possible android version for MT6580A msX (later): if you managed to get this far, you will be the preferred candidate to assign you all the customization work for our wished features. E.g. to implement based on user behavior to save energy with specific energy hungry periphery From this milestone on, we will require mandatory NDA Deliveries? - in our on premise git (access will be granted to you) - full sources - compiling & packaging preferably via docker - maven or gradle - preferably JDK 11 or 17 Requirements: - fully documented process to package, create, complile and build - clean code - code chec...

...Past experience with short video editing and working with the desired song or similar musical piece would be advantageous. p.s. Please let me know if about 50 sec of the song is acceptable to use. The video length of time may need slight extension to incorporate or add the song New (sec) Budget: Pref. $25 (Nothing to do to design, it is how would like to send it out via mobile to individuals to Save the Date. Can you complete this in less than 5 hours? (on EST time zone). Thank you....

I'm looking for a skilled developer to create a bot for QuantConnect (QC). This bot is meant to perform multiple functions: - Backtesting Strategies: The bot needs to be intellig...Monitoring Live Data: The bot should be capable of keeping track of and analyzing live data in real time to aid in timely decision making. The developer should be familiar with QC, have a good understanding of bot programming for trading platforms, and possess excellent knowledge in data analysis. Experience in creating efficient bots for trading-related tasks is highly preferred. Proficiency in python or C# could be an advantage, as QC supports both. Get in touch if you think you are the right fit for this project. I look forward to working with a professional who will help the project meet its ...

I'm looking for a skilled Python developer to create a web application designed primarily for web scraping. The main functionalities of this app should be: - Scrape E-commerce Data: The application needs to scrape data from various e-commerce platforms. A specialist with experience in working with different web sources is preferred. - Database Integration: The scraped data will need to be integrated into a database. Therefore, experience with database design and management is crucial. The ideal candidate should have a solid understanding of both web scraping and database management. Practical experience with Python web scraping libraries and familiarity with various database systems will be of great advantage for this project.

** DONT BID, IF YOU CANT WORK WITH OUR SMALL BUDGET. WE ARE PAYING $130 TO $200 MAX. READ ON IF YOU WILL WORK WITH OUR SMALLER BUDGET. WE ARE ...operation and functionality. 7. Maintenance and Support Documentation: Provide comprehensive documentation covering platform usage, maintenance procedures, and troubleshooting guidelines. Ongoing Support: Offer ongoing support and maintenance services to address any future updates, enhancements, or issues encountered by Jeremiah F. Notes: We have a web site with a backend admin. This site uses python and contains 81 tv channels. With this project you can use our existing site and backend to do this project or create front / back from scratch. As long as we can embed created web tv channels on other site. You will tie front logic ...

I am in need of a Python expert who can perform a deep dive into the performance of various Learning Management Systems (LLMs) under different conditions. The main focus of this task is to benchmark different LLMs and evaluate their performance against each other. Key responsibilities: - Conducting performance tests on LLMs. - Analysing the results and comparing them to identify the best performing system. - Providing recommendations on how to optimize the performance of the chosen LLM. - Set up a local testing environment (chatbot, playground dashboard, Jmeter 5.5) - Set up a cloud server (API server) - Google Colab, Jupyter Notebook - All configuration, test scripts in python, bash and exe) - Dockerized images for future implementation - Our Korean dataset of 20,000 publ...

I require a professional with expert knowledge in email delivery and Cpanel management. The task involves changing MX records, SPF record, DKIM Record, Autodiscover Record, and Autoconfiguration Record for specific email addresses under my domain name. The ideal candidate should: - Have in-depth knowledge and experience with Cpanel. - Understand and can proficiently manipulate MX, SPF, DKIM, Autodiscover, and Autoconfiguration Records. - Be capable of directing emails for specific addresses without affecting the entire domain. Yes, I have access to my Cpanel account, thus no additional password recovery or unauthorized access actions are needed. The aim is to enhance email delivery and reception for the specified addresses while keeping the functionality of other ...

I'm seeking an expert to enlighten me on the intricacies of training and fine-tuning pretrained LLM models. My goal is to leverage these ...classification, and question-and-answer applications. To that end, the key areas of focus during our Q&A session will be: - Strategies to choose the right dataset for these applications. - Techniques to optimize hyperparameters to realize optimal performance. - Ways to counter overfitting issues to guarantee model generality. For this project, Python will be our preferred programming language. Ideal bidders should have solid experience in Python and a deep understanding of LLM models. Your proficiency in handling overfitting, optimizing hyperparameters, and selecting appropriate datasets will be invaluable. Let's decode ...

...mobile viewing. This will be used for an email, and should be completed as quickly as possible - ideally today, at the latest tomorrow. The layout will feature 3-4 clickable link attachments at the bottom, that should lead to various documents and open them. I'm may also seeking guidance on how to implement this layout into Mailchimp properly depending on the added cost. I have not attached the documents that are to be linked.. only what would be the buttons to those documents.. I am not sure if those are required right now.. no design work is needed on them just links to them. Buttons are at the bottom of the design. Key responsibilities and skills needed for this job include: • Adobe Illustrator proficiency • Strong understanding of Mailchimp's ...

I'm seeking a dynamic individual to play the leading role in a scripted tutorial video meant for social media platforms. Your role will include bringing my words to life in ...approximately 10-15 minutes. - Perfect Candidate: I'm specifically looking for someone within a particular age range and with certain physical attributes, to align with the theme and attraction of the video. Details will be disclosed during selection. Ideal skills and experience for the job include: - Experienced in acting or presenting - Comfortable in front of the camera - Ability to deliver script naturally and engagingly - Fluent in English for clear and coherent communication. Looking forward to working with eligible talents who can penetrate audience engagement and contribute to this prom...

...details into an Excel spreadsheet. Accuracy is paramount. 2. Updating Databases: You'll be responsible for ensuring that all existing data is up-to-date. If a discrepancy is noticed, you will correct it. 3. Transcribing Documents: Transcription services are required. You need to accurately transcribe information from diverse documents. In addition to the aforementioned tasks, this job involves email verification for all entries; without exception. Needless to say, your keen attention to detail would be required to spot and correct any errors. The ideal candidate would have past experience with Excel spreadsheets, database management, and transcription. Excellent typing skills, a keen attention to detail, and a proven ability to spot errors are also essential. If you'r...

I'm seeking an expert Python Developer to help with debugging logic errors in my Web Application. Key Responsibilities: - Debugging: The primary focus will be to identify and rectify logic bugs within the web application. Ideal Candidate: - Strong Python skills: You should be proficient in Python programming and be able to navigate through complex code to find and fix logic errors. - Experience in Web Development: A background in web development is desired, particularly within Python-based frameworks like Django or Flask. - Understanding of Debugging: You should be adept at identifying and resolving logic errors, ensuring the application runs smoothly and efficiently. This project has the potential for further collaboration, depending on the quality of w...

...to create a Keepa Proxy Script in PHP and NodeJS. The script should have the following functionalities: - Creation of Web Sockets proxy script - Creation of Keepa web proxy script - Keepa account will work on my domain as logged-in and its token will be hosted on my server, script will not leak any tokens otherwise users will steal token. To understand this project what I want is to run account on as web proxy if you still not able to understand please ask question. Ideal skills and experience for this job include: - Strong proficiency in NodeJS - Familiarity with the Keepa - Experience in working with proxies and handling API requests - Keepa uses sockets so you must be expert in working with web sockets The completion of the script shou...

...looking to revamp an existing piece of Python code and add more functionality to it. This project requires excellent understanding of Python, along with a knack for writing efficient and readable code. There are 5 scripts that need either improvement or enhancements There are two main aspects of the task: 1. Improving existing functionality: The existing code needs refinement to increase its performance efficiency and readability. This is where proven past experience in Python coding will come in handy. 2. Adding new functionality: Successful improvement and enhancement of the code would require addition of an input validation and ensuring that the program workflow works as intended. This again underscores the importance of being well versed in Python, in...

I'm seeking an experienced Python developer to work on an open source project. The task involves: • Bug Fixes: The open source project currently has some bugs that need to be identified and rectified. • Adding Features: There are also some valuable features to incorporate into the project. While the specifics haven't been clarified yet, these features revolve around support functions so past experience in this area would be ideal. Ideal candidates should exhibit superior problem-solving skills, a keen attention to detail, and proficiency in Python. Previous experience with open source projects is a bonus. Please include samples of past work or bid proposals detailing how you would approach this task.

I'm currently facing issues with my emails being delivered to the recipient's inbox. This has led to a significant drop in conversion rates and is affecting my business. I've tried adjusting my email content and sending frequency without success. I'm looking for an expert who can assist with the following: - Diagnosing and solving the deliverability problems in my current email service provider. - Setting up DMARC properly to ensure that my emails are delivered to the recipient's inbox in the future.

I need developer expert in JavaScript

Need a Python expert with expertise in Flask and Requests and has decent knowledge about Docker and AWS Beanstalks.

I'm in need of a Python Engineer with experience in TensorFlow to develop a Desktop application Stock Analysis System. The system is intended to perform real-time stock data analysis and would utilize an AI-driven stock selection algorithm, derived from Indexes, Sectors, ETF's, and subsections.