Accuracy of k means clustering in python jobs

I have a list of URLs stored in Mongodb. The link connects to specific web pages and I need the underlying data from: 1. Line charts 2. Bar charts All the data that is required to be captured is in the webpage code. There are specific rules on data capture that have been specified and a prior scrap project has this already setup and the code (Python) could be re used. The data scraped needs to be stored in Collections on MongoDb. The scrap program needs to run on an Amazon Light sail Linux instance. Please only apply for the role if you have experience with this work and have successfully completed such project before. An advanced knowledge of scrapping and Mongdb is essential. A detailed specification has been developed and will be shared wi...

I'm looking for a skilled...plan for a small cliffside 2-bedroom, 2-story Mediterranean style villa. Key Requirements: - Design should reflect a Mediterranean style of architecture. - The floor plan should include an open plan living area. - The villa should be oriented in such a way that the whole property faces the sunset (west). This means you will need to maximize the natural light in all rooms. Ideal Skills: - Proficiency in architectural design software. - Previous experience in designing Mediterranean style buildings. - Ability to create realistic and aesthetically pleasing renderings. - Understanding of spatial planning and natural light optimization. If you're confident in your ability to bring this cliffside M...

I am seeking a proficient programmer to build a program that helps identify profitable product leads. The application should do the following: - Scrape product UPCs from gowh...is available on the platform. - Generate a profit prediction report based on eBay's item purchase history. The ideal freelancer for this job would have great scraping skills, experience with eBay's API, and be able to develop a friendly user interface. A background in eCommerce profitability analysis would also be advantageous. Key programming languages for this job include Python and JavaScript. Previous experience with web scraping libraries (BeautifulSoup, Selenium, etc.) is vital. End goal is to create a system that aids in making profitable product sourcing decisions, based o...

I am looking for a detail-oriented professional to assist me with transl...date, transaction description, transaction amount, resulting account balance, and transaction category The ideal candidate needs: • Strong attention to detail • Proven experience working with both PDF and Excel files • Fluent in English for effective communication Expectations: • Maintain rigorous data accuracy • Finished product will closely replicate the information found in the original bank statements using a sortable spreadsheet format. In your proposal, please provide a brief forecast of your work plan, plus examples of similar projects you've completed in the past. No bank transactions have been downloaded into a spreadsh...

...features - Ensuring that the final version is as SEO friendly as the source site and fully functional. I have changes in mind, so I want the copied website to be fully editable by me replacing everything from the original WP website. This means that you will need to ensure the site is user-friendly and that I can comfortably make the changes I want to make. The project would involve transferring the website without any downtime, ensuring it's fully functional and allowing me to make the necessary changes to both text and visual content. Ideal skills and experiences for the job include: - Proficiency in WordPress website development and migration - Strong understanding of SEO practices - Ability to create a user-friendly backend for easy content man...

...appealing and user-friendly LuckyDraw app for both iOS and Android platforms. Key Requirements: - Design the interface for both iOS and Android: The app should be designed in a way that it's visually appealing and easy to navigate on both platforms. - Ensure customers can easily use the app: The design should be user-friendly in order to increase user engagement and retention. Ideal Skills: - Experience in mobile U/I U/X design: A proven track record in designing mobile apps with a focus on user interface and user experience. - Understanding of iOS and Android design guidelines: Familiarity with the design principles and guidelines of both platforms. screens landing Page will prompt user to select language Arabic - English after selecti...

I'm looking to improve the geolocation accuracy in the Mbole app and web browser. Precisely, I want to achieve a level of accuracy that falls within a 10-meter range. This application will serve both platforms, the mobile app and web browser, to enhance location-based services. Key Responsibilities: - Enhance geolocation accuracy within 10 meters. - Ensure the improvements are reflected on both the Mbole app and web browser. - Test the accuracy of the geolocation services. The ideal freelancer for this project should have: - Proficiency in geolocation services and technology. - Experience working with mobile applications and web browsers. - A track record of improving geolocation accuracy in past projects. ...

Name to incorporate in the logo - Dusty Slate Consulting Slogan to incorporate in the logo - Let us help you clear your slate. Description of the organization and its target audience: Dusty Slate Consulting is a consulting firm that specializes in, Prototype Development, Secure software concepts. Business process optimizations, Security Analysis, penetration testing, and custom application development. We also specialize in systems integration and robotic process automation. If you have an idea that you cannot get made, we can make it happen. My target audience are companies that have ideas but lack the inventive resources to make the ideas happen, as well as small time inventors that need a leg up in getting a prototype built, or help gettin...

...looking for a skilled developer to create an AI interview tool. The main features of this tool would include: - Questions appearing in front of candidates - A microphone icon for answering - Real-time speech-to-text conversion, using Whisper or Google TTS API. - AI to verify the answers using AI . The primary focus of this tool's development is ensuring the accuracy of the AI in verifying answers. Skills and experiences that would be ideal for this project include: - Proficiency in Python - Front end - ReactJS - Experience in creating AI-powered applications - Familiarity with speech-to-text conversion processes - Knowledge of developing user-friendly interfaces. Please reach out if you're confi...

...detailed examination of discrete random variables, probability density functions, exponential processes, normal distribution analysis, and sensitivity and specificity calculations. The ideal candidate will help in solving intricate problems related to electronic device lifetimes, network flow sizes, and evaluation of lie detector test effectiveness using statistical models. Responsibilities: Analyze and compute probabilities related to medium access control protocols and network flow sizes. Develop and validate mathematical expressions for cumulative distribution functions. Perform statistical analysis to evaluate the performance and reliability of electronic devices. Calculate and interpret Z-scores for normal distribution data. Assess the sensitivity and s...

I need an example of how to set up React with a Python backend executing locally inside of an Electron environment. We will be using it to parse local files from the file system and perform analysis. The method of interacting with Python should be the most simple, but is up to you. We will provide a Github repository for work upon selection. This should take 10 hours or less, it is a simple prototype.

I'm in need of a talented individual who can effectively trace a given SVG font to produce a simple centreline, and then convert the outcome into SVG format. Key Requirements: - **Centreline Tracing:** The task primarily involves tracing the centreline of the specified SVG font. - **Level of Detail:** The level of detail I'm seeking is basic. This means the traced outline should be simple and not include any intricate design elements BUT match the font centerline well. - **File Conversion:** After the tracing is complete, the final outcome needs to be converted into SVG format. Application Requirement: - **Past Work:** I'm particularly interested in seeing examples of your past work that showcase your ability to wo...

Currently, I handle my employee payroll manually, tallying the numbers of pieces completed by each worker. I am looking for an expert who can help me transition to a piecework payroll management software, resulting in a more efficient and less time-consuming approach. Your role will include: - Implementing and setting up the software - Teaching me how to use it effectively Ideal skills and experience needed: - Experience and knowledge in payroll management particularly based on piecework - Proficient with piecework payroll software - Exceptional communication skills for effective teaching End goal: To lessen the time needed for processing payroll and enhance accuracy.

I am looking for a someone to design a logo / app icon for my dating app. The app is called BokBok (Bok means Hi in Croatian) and its a dating app that uses videos as the main way of communication. From Video profiles to video chat, everything is done with videos. Currenty we have some logo in place and you can see it at https://bokbok.io. We are looking for a new one thats more polished, professional looking and representative of our brand Here are some of the requirements: - Use only existing colors (#A80051,#FFFFFF,#fbf2f6) - If possible do not include any text (just latter 'B' or 'b' is ok if it looks good) - Logo should be simple and modern - Logo should be in vector format - Idealy make a few different versions - ...

I am in need of a detail-oriented professional who can assist with text data entry for document digitization. The source data will be provided in digital form. This is a task that involves accuracy, speed, and great attention to detail. Key Responsibilities: - Perform text data entry from digital documents - Ensure accurate and efficient digitization of documents - Maintain confidentiality and security of data The ideal candidate should have: - Proven experience in text data entry - Excellent attention to detail - Proficiency in relevant software for data entry - Understanding of data confidentiality principles - Good time-management skills - Excellent written and verbal communication skills If you have experience in...

I'm in need of a skilled animator, preferably one who has a background or understanding of marine engineering. This project specifically requires: - Expertise in 2D animation techniques. - Ability to accurately depict marine structures and design in animation - Create a technical demonstration utilizing 2D animation. Ideal candidates would have a combination of animation skill and experience in marine engineering. This combination will help create a visually accurate representation of marine design structures for an informed audience. Your animation will be an essential part of our technical presentation, so attention to detail and accuracy in representing marine structures is crucial.

I've got a small Python script that runs on my desktop and I need it to be translated into C# for better integration with the rest of my software. I need a skilled programmer with experience in both Python and C#. Unfortunately, I have not been able to make the script run successfully on Windows, but it works on Linux (WSL). For: Python script (I will provide full script): import grpc from chirpstack_api import api server = "" api_token = "eyJ0eXAiOiJKV1QiLCJ......................87k2i66CulW7Y" channel = grpc.insecure_channel(server) client = (channel) auth_token = [("authorization", "Bearer %s" % api_token)] req = (dev_eui="00000000aabbccdd") resp = (req

--- Do not bid Template--- I'm seeking a Python engineer with expertise in Django and Flask to assist in building a web application. Key Requirements: - Expertise in Python, Django and Flask - Proven experience in web application development - Strong understanding of web technologies - More then 2 years experience in Web Development Your role will be to: - Develop new features and functionalities - Improve and scale the web application - Ensure the web application is secure, stable, and performant This is an exciting project, and 2 members working now. Explain about your experience and attach the links that have done.

...16 years old and live in Latin America or Eastern Europe. ✻ NO EXPERIENCE REQUIRED ✻ You do not need any experience whatsoever, but you must be clever and eager to learn. No. I am *not* being charitable. I am being practical. ✻ PAYING YOU TO LEARN ✻ No. You aren't dreaming. I value intelligence and problem-solving ability over experience. I'd prefer to work with someone who is clever and learns quickly rather than someone experienced but is not very intelligent and/or does not solve problems scientifically. Would I hire an Isaac Newton or an Albert Einstein even if he had no programming experience? Of course I would. ✻ TESTS ✻ You must pass several difficult logic tests to work with me. The first logic test you complete for me will be an unpaid logic test...

I'm looking for a skilled photographer specialized in capturing stunning portraits of songbirds and water birds. Key Responsibilities: - Deliver high-quality bird portraiture images. - Use knowledge of bird habits to capture these species in their natural environment. Desired Skills and Experience: - Outstanding photography skills particularly in wildlife photography. - Exceptional knowledge of songbirds and water birds. - Proven ability to handle technical aspects such as focusing, exposure and accuracy in challenging outdoor settings. - Ability to use different types of equipment and tools to capture creative shots. In summary, I am searching for someone capable of immortalizing the beauty and allur...

I'm in need of someone who undrestands Windows Certificate Authorities. I am trying to setup Windows Hello For Business but am getting a KDC error: The client has failed to validate the domain controller certificate for SERVER.DOMAIN.local. The following error was returned from the certificate validation process: The revocation function was unable to check revocation because the revocation server was offline. Key Requirements: - [Removed by Freelancer.com Admin for offsiting - please see Section 13 of our Terms and Conditions] - This environment requires me to control the input. This means I can only give you view only of the server.

...objective is to develop a system capable of accurately extracting text from natural scene images. Accuracy is essential, with the expected range standing between 88% and 95%. Key Requirements: - Understand the principles of text recognition, and possess the skills in developing a feasible and efficient solution. - Must be capable of programming in Python or similar languages – necessary for integrating the algorithm with Raspberry Pi 4B. - Familiarity with image processing and Raspberry Pi is highly beneficial, though not strictly compulsory. - The algorithm should be versatile enough to function accurately in varying lighting conditions, both indoors and outdoors. Hence, a deep understanding of image manipulation and...

...Setup: Ensure seamless connection of all domains to the current website. Introduce new domains as necessary. General Updates: 1. Update the scrolling images on the website using images from the designated folder, maintaining their labeled order. 2. Implement navigation arrows for improved user experience. 3. Enhance the speed of picture cycling slightly. 4. Integrate additional logos into the website banner. Ensure these logos are linked to their respective websites and appear consistently across all pages. About Us: Replace specific text with relevant branding elements or logos as required. Gallery: Augment the gallery with additional images as specified. Rearrange the order of existing pictures. Reviews: Optimize user experience by refining the display of...

This project focuses on the creation of an interactive and modern dashboard using React. The dashboard should be responsive, user-friendly, and equipped with advanced features for data visualization and analysis. Specifically, it will function as a viewer for analytics and statistics. The project should also include a login page, profile management, and preferences settings. Only graphic mockups are needed at this stage.

I'm in need of a WordPress expert who can help me extract all the email lists that have ever subscribed to my website's newsletter. Here's a brief overview of what I'm looking for: - **Data Extraction**: I'm looking for a full database extraction - including names, email addresses, subscription dates and any engagement metrics, if available. - **Data Compilation**: I would prefer to receive the compiled list in a Google Sheets document. **Ideal Skills and Experience:** - Proficiency in WordPress and email list management. - Previous experience in data extraction and compilation. - Strong attention to detail and ability to ensure data accuracy. - Excellent communication skills to keep me updated on the progress. ...

For my project, I need a talented blockchain developer versed in: - Smart contract development - Token creation The potential freelancer should have solid experience in programming languages such as Solidity, JavaScript, and Python. This is crucial as these are our preferred languages for blockchain development. The project would require a deft handling of: - Wallet integration - Exchange integration - Payment gateway integration Therefore, prior experience and success in these aspects would be beneficial. This project demands someone with a deep understanding of ERC20 token fundamentals and the ability to deliver flawlessly on the incorporation of these elements.

I am in need of a talented 3D modeler proficient in detailed miniature designs for a project of mine. - This task revolves around creating a high quality, richly detailed 3D model of a specific ancient statue. - For clarity, the model should be under 1 foot tall (small-sized), so finesse and attention to intricate detailing is important. - The preferable candidate should have solid knowledge and experience in 3D modeling, especially in creating 3D representations of small historical artifacts. - Submitting proof of previous similar projects would increase your chances of getting selected. - Time efficiency and accuracy are crucial and will be considered in the selection process. Looking forward to seei...

The project involves adding new features to an existing app. The main requirements are as follows: Wallet Customization: The app needs to include a wallet functionality that allows users to ...link their Snapchat accounts and share their achievements or rewards with friends. AI-driven Soccer Game Prediction: The app is linked to an AI system that predicts soccer game outcomes. Users who achieve high accuracy in predictions are eligible for a drawing, with prizes awarded to 10 winners. Adherence to Google Play Store policies is crucial. Targeted Marketing: In the future, the app will be used for targeted marketing. Paid subscribers will provide demographic information for precise targeting, while ensuring the app remains primarily recreational and minimizes the collect...

I am in need of an experienced Structural Engineer with proficiency in STAAD PRO for an ongoing project. The tasks at hand include: - Optimizing current thickness of the underwater tank and chilled water pipes - Conducting a detailed analysis on the structure - Implementing bolt connections of plates, plate to plate and plate pipes Ideal candidates for this project should possess: - Proven experience in structural design, particularly in underwater bolted structures - Expertise in using STAAD PRO & Ansys SpaceClaim for detailed analysis - Ability to optimize design elements for cost-effectiveness without compromising safety - Experience with bolt connection design in similar projects As the project is already in ...

I need a skilled Python developer to assist in setting up API functionality on my server. Key Responsibilities: - Discuss and understand API requirements. - Write efficient, secure, and scalable Python code. - Implement API functionality on the server. - Ensure API is well-documented and easy to understand for future maintenance. The project is particularly well-suited to someone with: - Strong experience in Python development and API integration. - Good understanding of server-side programming and data handling. - Ability to write clean, maintainable code that meets industry standards. I'm looking for a developer who can work efficiently, communicate effectively, and deliver the project in a timely manner.

I am in need of a label design for my new line of seasoning and rubs. The label needs to be round and have a modern and minimalist style. I have a design I have already came up with, but would like a professional to review it and enhance it! I need a base design that can work as the base across different seasonings/rubs. I have attached my current label for my all purpose seasoning. Requirements: - The label should suit a round shape and be effective for a seasoning and rubs product. - The design should be modern and minimalist in style, which means clean lines, simple shapes, and limited color palette. - The label must be professional, eye-catching and well-suited for a food product. Ideal Skills: - Graphic design skills with experience in lab...

I am in need of an employment history verification service. The ideal candidate will provide a basic report on a candidate's employment history, which should include job titles and dates only. Key requirements: - Verification of a candidate's employment history - Provide a basic report on job titles and dates only - The report should be delivered in a digital format The freelancer should be detail-oriented and experienced in conducting employment verification processes. Accuracy and timeliness in delivery are highly valued.

We are looking for several motivated freelancers interested in creating simple and user-friendly websites on Odoo (1-4p). Proficiency in Python and experience with Odoo are required. We have a large number of Odoo projects to be completed per week, and if you are serious, we will offer you multiple projects per week. Please contact us. Thank you.

I am seeking a savvy and experienced freelancer wh...accounting ledger and accurately track any pending payments. Here's a snapshot of what I need: - Accounting reconciliation: Thoroughly reconcile my entire accounting ledger, identifying and correcting any discrepancies. - Payment Tracking: Identify any outstanding payments and create a simple, effective system for future tracking. Although I did not specify an accounting software, familiarity with common systems like QuickBooks, Xero, and Zoho Books will be advantageous. You should excel in number-crunching, have a keen eye for detail, and a track record in similar projects. Advanced knowledge of accounting principles is also expected. Applying freelancers should bear in mind that precisio...

YOUR BID PRICE IS FINAL. NO LATER CHANGE IS ALLOWED. I need an expert in CWP panel and in VPS who can install Python, NodeJS websites in my server as docker container. You don't need to do any coding. My VPS server is with Hetzner and it is more than one year old. Please see the screenshot. My VPS has 4GB RAM, 80 GB Harddisk, and CentOS 7 with Root access. it is long term project. I need to install 2 Python apps as of now. My budget is INR 600 per successful installation. I will prefer AnyDesk or TeamViewer. Might need to work with my developer during installation and after installation need to clean up junk files, depreacted, not used files to save space of my harddisk. Lowest Bidder will win.

I'm currently looking for a skilled and experienced developer for backend CMS development. Key responsibilities: - Develop a Content Management System using PHP, Laravel, MySQL, and Python. - Design, implement and maintain python-based backend application. Essential Skills: - Proficient in PHP, Laravel, MySQL, Python. - Extensive experience in backend development. - Knowledge in CMS development and implementation. - Strong understanding of data structures and algorithms. Your analysis skills will also be put to good use to solve complex problems in this role. As an experienced backend CMS developer, you can expect to work closely with me to deliver a robust, performant, and scalable system.

We are from De Risc Backgrounding screening company based in UAE. We want to verify the certificate from a institute in Bujumbura, Burundi. I am in need of Health Liscense verification services for my employment vetting process. Skills and Experience Required: - Experience in conducting employment verification checks - Familiarity with the employment system and institutions in Ministère de La Santé Publique Additional Information: - Attention to detail and accuracy are crucial in ensuring the accuracy of the verification process. Candidate Volume: - The project involves vetting 1-5 candidates. Please note that this project does not require additional verification services.

...**"I WILL SHARE 2D FLOOR PLAN OF MY CLIENT"**: This means that the client will provide a two-dimensional floor plan of the space that needs to be designed. A 2D floor plan typically includes measurements and layout details of the room, including walls, doors, windows, and other architectural features. 2. **"THEN YOU NEED TO DESIGN IT"**: After receiving the 2D floor plan, the designer (in this case, you) will be responsible for designing the space. This involves arranging furniture, selecting wall materials, deciding on color schemes, and any other design elements necessary to create a cohesive and functional interior. 3. **"WITH AVAILABLE RESOURCES THAT I HAVE IN MY FURNITURE SHOP"**: The design should incor...

I need a developer versed in Flask Celery to help integrate background task processing into my ongoing project. Key requirements for this job include: - Significant experience with Flask Celery, Apache2, Python and understanding of its nuances - Ability to introduce background task processing in an existing project - Capability to be flexible regarding the nature of tasks being processed Regarding timeline, I am hoping for a swift turnaround due to the urgent nature of this project. Your understanding is appreciated.

I require assistance in creating two comprehensive 1000-word law essays, addressing different types of questions. Here are the specifics: 1. Problem Question (Land Law) - Dissect intricate situations and plot applicable legal guidelines or principles. "Carmel runs a bakery business in Northern Ireland from premises that she has leased from Gunther since 2018. The lease provides, inter alia, that: I. The premises shall not be used for any immoral or illegal purpose. II. The tenant shall not suffer any animal to be on the premises. III. The landlord reserves the right to re-enter the premises/forfeit the lease from a period of 21 days following any breach of covenants I and/or II. In 2022, with the written permission of Gunther, C...

I'm in need of a freelancer to perform a copy typing task for me. The work involves transferring content from printed documents to a digital format. Key Requirements: - Skilled in Copy Typing: The ideal candidate should have a background in copy typing and be able to accurately replicate the original text from printed documents. - Attention to Detail: Given that the source documents are in hard copy, it's crucial that the freelancer is meticulous in ensuring the digital version is a faithful reproduction. - Time Management: The ability to work efficiently while maintaining a high level of accuracy is essential. The task involves copying text from printed documents to a digital format. The typed documents are expected to m...

Description: We are seeking a detail-oriented and diligent Email Address Collection Specialist to assist us in compiling a comprehensive list of email addresses for approximately 1000 private investing companies. Your task will involve finding the names, surnames, and email addresses of Directors of Investment. Alternatively, the contacts could also be Investment Managers, Investment Analysts, CEOs, or similar roles at these companies. The collected data must include a backup email (for the same person or for a backup person). Responsibilities: • Research and identify the names and surnames of key contacts (Director of Investment, or similar roles) at approximately 1000 private investing companies. • Collect accurate email addresses for ...

I need a picture converted into an SVG file as soon as possible. The purpose of this conversion is to create a scalable graphic. The SVG file should contain black lines only, which means this is a simple conversion with few colors. Ideal Skills and Experience: - Proficient in SVG file creation - Have experience with simple image to SVG conversions - Able to work quickly and efficiently, meeting an ASAP deadline.

...index number from a primary data file. - Automation: I need this consolidation to be automated instead of manual intervention. - Performance Optimization: Currently using Xlookup for the merging process, but it's slow due to the file size. I'm open to suggestions for more efficient alternatives. Skills and Experience: - Advanced Excel skills: The freelancer should be proficient in Excel and have experience working with large data sets. - VBA Scripting: Ability to write and implement VBA scripts or macros for data consolidation. - Performance Optimization: Experience in optimizing Excel for better speed and performance would be a big plus. - Attention to detail: The accuracy and integrity of data are crucial, so attention to detail is a m...

I'm in need of an experienced Photoshop Expert to create a series of around 20 HD product images similar to the ones I will provide. The images should be of high quality and have a modern, sleek aesthetic. Key Project Requirements: - Creation of 20 HD product images - Following a modern, sleek style - Incorporating specific product photos I will provide Ideal Candidate: - Proven expertise in Photoshop - Strong portfolio of modern, sleek product images - Ability to replicate images with high accuracy - Strong attention to detail - Good communication skills to understand my vision and incorporate provided elements.

I'm in search of a detail-oriented and problem-solving enthusiast to assist with RFQ (Request for Quotation) research, particularly in the realm of courier and transportation services. Key Responsibilities: - Conducting thorough RFQ research primarily focused on local courier services - Assisting in the estimation of costs related to courier and transportation services - Developing projections based on varying monthly shipment volumes This project requires: - A keen eye for detail to ensure accuracy in RFQ research - Strong analytical skills to interpret data and project costs effectively - Experience in logistics or similar fields would be a great advantage - Proficiency with spreadsheets and data analysis tools - Ex...

Hi Sunita K., I noticed your profile and would like to offer you my project. We can discuss any details over chat.

Hi Manoj K., I noticed your profile and would like to offer you my project. We can discuss any details over chat.

...have a strong background in artificial intelligence development, particularly in natural language processing (NLP) and computer vision. Proficiency in Machine Learning: Skills in machine learning algorithms and techniques will be essential for developing the recommendation system based on user preferences and scanned inputs. Knowledge of Image Processing: Since the project involves scanning images of menus, wine bottle labels, and food items, expertise in image processing techniques will be necessary to extract relevant information from these images. Familiarity with Conversational AI: Experience in building conversational AI agents or chatbots will be crucial for implementing the virtual Wine Advisor's conversational inter...

I am in need of an individual to help me gather information from residential properties in a specific location on a popular property portal. The desired information includes the property description, price, number of bedrooms, bathrooms, images, videos (if available), floorplans (if available), and location. This data should be compiled and organized into a spreadsheet for easier analysis and comparison. This is not Zillow or any traditional UK or US based portal, the website is specifically a portal focusing on luxury items Key Requirements: - Extraction of specific information from residential properties only - Data to be collected from a well-known property portal - Compilation and delivery of data in a spreadsheet - Inclusion of...