Using excel spreadsheet data miningроботи

...considering you are an expert and develop results in less than 2 hours. I'm seeking the expertise of an AI specialist specifically skilled in Topic Modeling and Machine Learning. I have a database of 7500 questions stored in an Excel/CSV format. The primary aim of this project is to analyze these queries for specific trends and patterns. Your mission will be to identify the most popular topics being asked about. Each question is labeled to a category/theme/topic. Ideal method is Word-Text-Topic Extraction approach. A strong level of experience in interpreting complex data sets is expected for optimal identification of these key patterns. The perfect candidate will have a proven track record in similar AI analysis tasks and will be able to demonstrate their ability ...

More details: What are the main functionalities that you want the online judge to have? User registration and authentication, Ability to create and solve coding problems, Automated code testing and evaluation What programming languages should the online judge support for code testing and evaluation? Python, Java, C++, js, c Do you have any specific design requirements or preferences for the user interface of the online judge? Modern and clean design

I'm seeking a freelancer experienced in Excel for data input and analysis tasks. You'll work with between 1 to 10 Excel sheets, so you must be proficient in managing and understanding diverse datasets. Furthermore, your skills in PowerPoint will be put to use as the analyzed data should be presented in clear, engaging visualizations - including bar charts, pie charts, and data tables. Please bid if you have: - Proven experience in data input and data analysis using Excel - Mastery in creating insightful PowerPoint presentations - Skilled in graphically representing data via bar charts, pie charts, and data tables. This project requires a professional capable of transforming data gathered throug...

I am looking for a savvy data expert who is proficient in Excel dashboard creation. The dashboard will focus on visualizing financial and project data. Key Qualities: - Expert in Excel - Previous experience working with financial and project data visualization - Able to deliver insights that guide strategy and decisions Scope: - Display financial data including utilization, drivers and a multi-view perspective - Present project data focused on budget variance and resource allocation Your ability to transform complex data into digestible and insightful visuals will be critical for this project. Get in touch if you have relevant experience and can create a nuanced and comprehensive dashboard.

I'd like to turn 11 of my current .xls Excel sheets into a polished, printable A4 catalogue. This catalogue needs to be formatted properly to ensure product pictures are properly aligned. Because it needs to be emailed to clients, the file size must be under 5MB. For this, we will need: - Proficiency in Excel and perhaps a graphic design program - Experience in creating digital catalogues that can also print - Understanding of file and image optimization for emails. The product images should be of low quality to achieve the desired file size. Lastly, the catalogue should be organized by product name. So, experience with managing a large amount of data and thorough organizational skills would come in handy. Pages should be separated from each of the 11 suppl...

I need a diligent and efficient worker to help with data entry into an Excel sheet. The scope of work will be entering simple text entries. Requirements: * Reliable and fast typing skills * Prior experience in data entry * Ability to pay attention to details * Deliver on-time and with accuracy Application: In your application, kindly include your past work related to Excel data entry. I am interested to review your related experiences and proficiency. This assignment could lead to an ongoing partnership if your work is of high quality. Thank you in advance for your interest in this project.

I'm looking to develop a web application, preferably using FlutterFlow. The app is intended to be a B2B commission calculation tool tailored for recruitment agencies. It will operate as a multi-tenant SaaS platform. I'm scouting for potential developer partners to collaborate on this project. Please share your Flutter Flow portfolio.

I am seeking a proficient data analyst to conduct a thorough descriptive analysis on mixed data (numbers and text). Your role will be to: - Analyze the mixed data using Microsoft Excel - Efficiently interpret the data, understanding patterns and trends - Produce comprehensive reports detailing your findings Ideal candidates will have: - Needs to have experience in SQL, PowerBI, DAX (must)and Python (optional) - Demonstrable experience in data analysis, particularly descriptive analysis - Adept at working with mixed data of both numerical and textual nature - Proficiency in Microsoft Excel, including advanced functions Your ability to interpret and translate data into understandable, actionable insights will be crucial...

I require a freelancer well-versed with Joomla to install and configure a component on two of my sites - specific sites will be further discussed upon selection. The functions that n...with Joomla to install and configure a component on two of my sites - specific sites will be further discussed upon selection. The functions that need to be operational are importing spread sheets and a fully functional CRM system. Essential elements that will factor into the freelancer selection include: - Past experience with similar tasks - Proven ability to ensure complex functions like spreadsheet imports and CRM are operational - A demonstrated understanding of Joomla components and their installations. Looking forward to receiving your applications with evidence of past work. Let's make ...

I am seeking a proficient programmer to take an existing spreadsheet calculator and turn it into an online program. Here's what you'll be responsible for: - Creating an online tool which performs calculations similar to the existing spreadsheet. This tool does not need to include input data or generate reports. Its main function will be based on computation, producing the same results as the current spreadsheet. - In terms of language preference, I am flexible. Whether you choose Python, PHP, JavaScript or any other language is up to you. As long as the final product exudes the core functionality and is user-friendly, then we're good to go. Ideal freelancer for this job would have strong experience in web-based applications and software develop...

...Attention to Detail: You will possess exceptional attention to detail, ensuring accuracy in all your work. College Degree: A college degree is required for this position. Email Access: You must have reliable access to email to communicate with clients and team members. Device Knowledge: You should be proficient in using a computer or phone, as you will primarily work through these devices. Basic Software Tools: You should have knowledge of using Microsoft Office (Word and Excel) as basic software tools. Fast and Accurate: We require fast and accurate work, with a strong ability to meet deadlines. Specialized Skills: You should have specialized skills relevant to customer support and account management. Short Trial Test: You will be required to pass a short tr...

...o FUNCIONES: ▪ Añadir usuarios ▪ Generar Usuario y contraseña ▪ Activar o desactivar usuario ▪ Eliminar Usuario ▪ Añadir jornadas de los trabajadores no como horario sino, por ejemplo. Trabaja lunes, martes jueves y sábado para que en caso de no fichar su jornada diaria el adminitrador sea informado vía email. ▪ Visualizar y editar registros de los trabajadores Individual y Grupal. ▪ Descargar Excel y PDF con datos de registro individual o grupal, por día, mes, año o periodo indicado. ▪ Añadir información de Festivos, IT ́S, Vacaciones, Ausencias a cada trabajador. ▪ Poder ver calendario individual y grupal con información antes mencionada. • USUARIOS / EMPLEADOS: o FUNCIONES: ▪ Acceder con usuario y contr...

I am seeking a freelancer to help with basic data analysis utilizing Excel. This task revolves around inputting and interpreting a basic set of data. The successful applicant will need to have: - Proven experience in data entry and analysis - Proficient in Excel - Understanding of formula-based data analysis Please note, graphical representation of the analyzed data is not required for this task, we are only looking for formula-based analysis.

... footwear, toys & games, trending products, home decor, home essentials, sports goods and baby products. Key Project Requirements: 1. Thorough Research: Apply expert-level online search and data mining skills to uncover firms in these key sectors. 2. Detailed Listings: Each entry should include company name, product type, product specialisation, contact information like phone number, email ID, and website. 3. Fast Delivery: Please take note that I require the list as soon as possible due to the urgent nature of the project. Ideal Skills and Experience: - Excellent research and data mining skills - Experience in creating similar databases - A keen understanding of the Indian manufacturing and supplier sector - Ability to deliver high-quality ...

I am in need of a comprehensive list of fundraisers. These are people whose job is to raise charitable donations for their institution. - The focus, for this project, is primarily on fundraisers for Jewish institutions in Israel or Jewish institutions in the USA....of the institution, ---its telephone number, ---its website address, ---the amount they raise each year, ---the name of the fundraiser ---and their personal email address. ---Where possible their direct line would also be useful. - All records should be delivered on Excel, one row per institution - Ideally, you will have experience and specialization in research for names, with a keen eye for detail to ensure all crucial info is included. Skills Needed: - Research - Attention to Detail - Time Management - D...

...assistant will largely focus on dispensing medical advice to patients, making use of advanced voice chat capabilities to foster a realistic, interactive experience. - Specific Tasks: The primary task of the AI Nurse would be the dispensing of precise medical advice. This would be based on the patient's medical history and current health status. Secondary to this, the AI should be developed to excel in engaging, realistic voice chat, supporting the needs of the users effectively. - chatbot coaching - summary and confidence-level report - scenario - AI Avatar: The AI nurse should utilize a human-like avatar. It would ideally give an experience as close to real-life medical consultation as possible. Thus, modelling the AI avatar to mimic a human nurse visually would be key...

I'm in... as well as the background changed to white. The edited images will then serve as the backbone for a product catalog that I'm endeavoring to produce. The duties include: - Enhancing the quality of each image - Changing each image's background color to white - Creating a product catalog with the edited images. All the necessary details and descriptions for each product will be provided in an excel file. In terms of the final product, I require the catalog to be delivered in a PDF format. Ideal freelancers would have extensive experience in photo editing, particularly with enhancing image quality and altering background colors. Additionally, experience in graphic design or a similar field would be beneficial for creating the catalog. Strong proficiency wi...

Based on the spreadsheet below, I need someone to to web research - no technical skills required, just patience, and a web browser. For the 210 countries listed, you need to find a car insurance website that deals with that country. The local term for "Car Insurance" is listed in the document, and you can also use the TLD to limit your Google search results to websites from that country only - for example, ireland is IE, so if you add "site:.ie" to your Google search, you will only get sites from Ireland. In most cases, a name of a car insurance company is provided, and this may help you find the website. After finding the website, note it in the spreadsheet, and try to follow the procedure to purchase car insurance online via this website. If there is...

I'm in need of an experienced Excel expert who can help me design company-specific templates for invoices, financial reports, inventory management, and offer letters. Your role will involve: - Crafting templates and formatting in Excel that align with our requirements. - Incorporating essential details into each template. These include our company logo and contact information, product or service details, pricing and payment terms, and our terms and conditions. The ideal candidate should be proficient in Excel, particularly in designing complex templates. Experience in creating business documents is a plus. Your ability to take specific details into account while designing these templates will be crucial to succeeding in this project. Excellent attention to detai...

I'm looking for a talented freelancer who can design a unique, attention-grabbing logo for my new business, SimplyPopDrop. Here's what I have in mind: - Color Scheme: I'm interested in colors th...business, SimplyPopDrop. Here's what I have in mind: - Color Scheme: I'm interested in colors that emanate power and structure. Your creativity in selecting these colors will be appreciated. - Imagery: I want a symbol or image that's eye-catching and memorable. Feel free to pitch your ideas. - Type: The style or font should be bold and modern, reflecting the innovative nature of my business. To excel in this task, you should have a keen eye for detail and a strong portfolio in logo design. Your experience with modern and powerful designs will be a plus. I...

...skilled in Microsoft Excel, particularly with creating automated systems using formulas and macros, to design an editable daily production log for my team. This individual should have experience working with an array of Microsoft Excel functions and formulas and compiling that data to create extensive, detailed reports. Key requirements include: - Designing an Excel sheet that is editable by all team members - Using formulas and macros, creating a system that generates a daily master team summary report - The master report should calculate and include total team output, individual team member's output, counts of specific tasks, hours worked, and necessary statistics such as charts completed and pages completed - An automated system that up...

The vital purpose of this machine learning project is to classify numerical data correctly. I am looking for professionals proficient in Machine Learning and MCDM who are able to apply sophisticated algorithms and techniques for optimal classification. Although the method of measuring the accuracy of the classification results was not specified, I would be open to your expert recommendations. An understanding of various performance metrics like confusion matrix, precision-recall, or area under curve could come in handy.

I need a skilled data miner to extract text data from two websites, Website A and Website B. These extracted data require categorization based on their subject matter, and must be presented in a user friendly format to enable easy comparison and sorting. Tasks involved include: - Pulling all relevant text data from both websites - Categorizing this data by subject matter - Ensuring this categorized data can be easily compared and sorted - Update data from both websites automatically in real time The ideal freelancer for this project would have excellent data mining abilities, along with experience in converting raw data into user-friendly formats. Knowledge of categorization by subject matter would also be beneficial...

I'm in immediate need for a Power BI guru to: - Craft vivid data visualizations - Develop comprehensive reports My core aim is to crystallize data insights, transforming them into compelling narratives for decision-makers. I'll need you to be adept at harnessing 8 Excel spreadsheet data, turning numbers into business intelligence. Key Skills and Experience: - Proven Power BI proficiency - Solid experience with Excel data - Strong understanding of data modeling - Ability to convey complex information clearly - Keen eye for detail and design

I need a skilled data miner to extract text data from two websites, Website A and Website B. These extracted data require categorization based on their subject matter, and must be presented in a user friendly format to enable easy comparison and sorting. Tasks involved include: - Pulling all relevant text data from both websites - Categorizing this data by subject matter - Ensuring this categorized data can be easily compared and sorted - Update data from both websites automatically in real time The ideal freelancer for this project would have excellent data mining abilities, along with experience in converting raw data into user-friendly formats. Knowledge of categorization by subject matter would also be beneficial...

I am seeking a proficient VBA developer who is well-experienced with Excel, particularly in graphical data representation using charts. The project entails improving a skyline chart. Key tasks include: - Modification of the existing skyline chart using specifically Visual Basic for Applications (VBA). - Ensuring the enhanced chart operates efficiently within Excel and handles statistical data accurately. - Testing the final product to confirm accuracy and functionality within various data scenarios. The ideal freelancer for this project will have: - Strong expertise in VBA programming. - Familiarity with Excel functions. - Significant experience in handling and representing statistical data in charts.

I'm looking for a talented frontend developer with experience in React.js and designing frontend systems for Google Chrome. The project task entails transforming my Figma designs into a func...efficiently translating them into React.js framework. - Have a knack for creating large, unique components. The Figma designs mostly call for such components, therefore, the freelancer should feel confident in handling them. Figma Link : This is a fantastic opportunity for those who excel in React.js and have a creative bent for turning designs into real, usable interfaces. If my project aligns with your skill set, I encourage you to place a bid. Let's create something amazing together!

The task is two-fold: extract specified data from an Excel sheet, then auto-fill fields in a PDF template with said data. I'm looking for a programmer with: - Mastery in Python as the code should be written using this language. - Solid understanding of manipulating Excel data and operating PDFs programmatically. - Skilled in mapping and translating data from spreadsheet form to custom form fields in a PDF. The code should not populate all fields, but those that correspond with the template's requirements. Only text data is to be transferred from the Excel spreadsheet. The ideal candidate will have experience with comparable tasks and show attention to detail, ensuring accurate data population a...

The task is two-fold: extract specified data from an Excel sheet, then auto-fill fields in a PDF template with said data. I'm looking for a programmer with: - Mastery in Python as the code should be written using this language. - Solid understanding of manipulating Excel data and operating PDFs programmatically. - Skilled in mapping and translating data from spreadsheet form to custom form fields in a PDF. The code should not populate all fields, but those that correspond with the template's requirements. Only text data is to be transferred from the Excel spreadsheet. The ideal candidate will have experience with comparable tasks and show attention to detail, ensuring accurate data population a...

I am looking for a highly skilled Excel guru to create a simplified ERP software. My primary goal is to have efficient inventory management at its core. - A must have feature is real-time stock level tracking, which should provide seamless oversight of my inventory at any given moment. - Another key aspect is the ability to integrate this feature with our existing warehouse management system, for a streamlined and centralized inventory control. - The successful freelancer should have significant experience in building Excel-based ERPs, specifically with real-time inventory tracking and system integration features. Your task will be to develop an ERP system that can truly take our inventory management to another level. A detailed understanding of inventory management prin...

I am seeking a skilled video editor to create a concise and eye-catching promotional montage. Key requirements: - Experience in creating promotional montages is a must. - The final video length should be between 30 seconds to 1 minute. - The video edit needs to be engaging, creative, and pe...montages is a must. - The final video length should be between 30 seconds to 1 minute. - The video edit needs to be engaging, creative, and perfectly synced with our brand voice and mission. - Strong eye for detail to highlight the important aspects of our brand. - Excellent communication to understand our vision. This project requires a quick turnaround and a knack for visual storytelling. If you excel at creating sharp, tight edits that capture the essence of a brand, then this project i...

As a client requiring comprehensive designs for an industrial project, I'm in need of a freelancer skilled in AutoCAD Electrical. The task at hand includes: - Creating schematic diagrams - Designing panel layouts Your core competency should be in industrial electrical design using AutoCAD Electrical software. This project calls for a combination of technical knowledge and creative ability, ideal for freelancers who have a proven track record handling similar tasks. A background in industrial projects will be a significant advantage. The freelancer is expected to maintain the highest level of professionalism whilst ensuring the timely delivery of top-notch designs.

In this project, I am looking for a seasoned data scientist and analyst who will work on my compiled inventory, customer, sales, and financial data. I aim to provide our customers with valuable market data to position themselves. Key responsibilities will include: 1. **Predictive Analytics**: Utilize machine learning algorithms to forecast future sales based on historical data, market trends, seasonality, and other relevant factors. Techniques such as regression analysis, time series forecasting, and ensemble methods can help you predict sales with greater accuracy. 2. **Customer Segmentation**: Apply clustering algorithms such as K-means clustering or hierarchical clustering to segment customers based on purchasing behavior, demographics, or other characteri...

I'm seeking a professional career coach with substantial experience in the Mechanical Engineering / powe...experience in the Mechanical Engineering / power plant /oil and gas. You'll provide guidance in three key areas: - Career Exploration: Assist me in determining the most appropriate path within the mechanical filed to suit my skills and aspirations. - Resume/CV Writing: Refine my current resume/CV to effectively highlight my relevant skills and experience. - Interview Skills: Teach me strategies to excel in interviews and improve my performance. The ultimate goal is to land a job offer within the Mechanical Engineering/power plant / Oil and gad. The ideal professional will have a proven track record in catalyzing career advancement and a keen understanding of the ...

As per our discussion, we will proceed with the development of a PowerBI dashboard. This dashboard will have the capability to read CSV, Excel, and text files seamlessly. Moreover, we will ensure that each individual dashboard is interconnected with a central dashboard for comprehensive data integration and analysis.

I am seeking a seasoned professional to undertake a hypothesis testing project, utilizing survey data that I will provide. Key Responsibilities: - Analyzing survey data received as Excel spreadsheets - Conduct statistical hypothesis testing - Providing an explanation of the results The ideal candidate for this role should encompass these skills: - Proficiency in statistics and hypothesis testing - Comprehensive experience in data analysis preferably in survey data - Expertise in Excel Ideally, I want someone who can critically evaluate the data and deliver clear results and recommendations based on the tested hypotheses.

I'm looking for a proficient Excel expert with a strong background in production planning and forecasting. The task at hand involves revising and enhancing an existing production schedule, enabling it to track more complex parameters and deliver insightful reports. In particular, the freelancer will need to: - Incorporate production milestones into the schedule, with these milestones determined by both booked work values and forecasted values. - Integrate a system for tracking production based on specific booked work values, as well as forecasted values. - Use parameters such as Steel in Tons and kg, and Pipe fabrication in Diameter inch for forecasting production. The ideal candidate will have: - Profound knowledge and experience in Excel and its more advanced featur...

I want to re-order some data on a spreadsheet. The picture attached shows you what I need doing. The excel spreadsheet is attached. I'd like the formulas in the spreadsheet left in there, so I can learn how to do it in future!

You should be having a YouTube and a Facebook account. In this project, you will be primarily focusing on entering data into spreadsheets. This job comes with an important responsibility as the data provided must be organized and prepared for analysis. Here's what I'm looking for: - Expertise in data entry work, particularly with Excel. - Strong attention to detail when transferring data. - Knowledge in data analysis; however, no specific analysis method required. - A strong candidate for this job would have prior experience with similar tasks, as well as strong analytical skills to help transfer the data accurately. Here is the task. @VegasMatt/videos Order the videos by latest it will be easier Go through

As we dive deeper into data analysis, an improved visual representation of our findings is required. Consequently, we need someone proficient in Excel and experienced in conditional formatting. Your task will be: - To apply conditional formatting within a certain range on our Excel data. - To highlight values which fall within this range, rather than color coding them. Skills required: - Proficiency in MS Excel. - Experience in conditional formatting. - Attention to detail. We look forward to having a clearer and more streamlined view of our data.

I am in need of a highly proficient developer with expertise in JavaScript, Excel, and PHP for automation tasks associated with excel sheets. Though specific tasks directly related to JavaScript and PHP scripting were not defined, the focal task is oriented towards developing excel macros specifically designed for sheet automation. Key Responsibilities: - Macro development for excel automation - May also involve JavaScript coding and PHP scripting Ideal Candidate: - A demonstrated history of successful macro development and Excel automation - Solid understanding and command of JavaScript and PHP - Ability to provide a detailed project proposal Please include in your application your relevant experience, your past work particularly relating to macro de...

...to delve into a specific task concerning the inherent risk in the coal mining industry. This task involves comparing initial audits to repeat audits in relation to their impact on inherent risk. Furthermore, the qualified professional will also need to describe the impact of estimates and judgement required for accounts on inherent risks. Key responsibilities and parameters: - Assess the impact of initial vs repeat audits on inherent risk from a company's annual audited report - Describe the impact of estimates and judgement required for accounts on inherent risk - Develop and apply specific criteria and parameters for assessing this impact in the coal mining industry Ideal Expertise: - Expert knowledge in coal mining industry audits - Experienced in risk ma...

Creating an Accounting Excel Sheet and create an automation form.

...reconcile multiple csv files of data from different time periods into a single spreadsheet. Individual csv files need to be imported to create a single worksheet or report keeping the time period data distinct. The project includes: - Understanding of multiple CSV databases. - Accurate importation of each CSV file into a worksheet report. - Ensuring the integrity of the data during the importation process. Ideally, the candidate should possess: - Strong data analysis skills. - Experience with handling large CSV files. - Proficiency in Excel or similar spreadsheet application with understanding of database structures. - Attention to detail to maintain data accuracy. - Knowledge on data reconciliation processes. Prior...

I am looking to hire someone who can expertly install the mining software for Bitcoin, my chosen cryptocurrency, onto a cloud computer provided through FluidStack. The ideal freelancer will have: - A deep understanding of cryptocurrency mining - Prior experience with cryptocurrency miner installation on cloud platforms, particularly FluidStack - Knowledge on Bitcoin and its mining architecture, as this miner will be focused on a Bitcoin fork To specifically show you're the right fit, any applications should clearly outline your relevant experience in this area, including any work you've previously done in setting up miners on similar platforms.

I'm in need of a data analyst, capable of performing descriptive statistics and correlation tables, along with two linear regressions using Excel. I aim to identify trends and patterns that will help in improving operational efficiency and bolstering data-driven decisions. • The project involves analysis of data sourced from a Spreadsheet/Excel file. • The ideal freelancer should be skilled in Excel, descriptive statistics, linear regression and data interpretation. • The purpose of the research is not just to understand the current state of affairs but to make strategic decisions for the future. • A background in market research will be beneficial for the project. Your task will be to provide ...

I'm seeking a skilled web scraper to extract valuable data from Website 1. The data to be extracted includes the company name, address, location, phone number, and email. The priority of extraction should be the phone numbers and emails first, followed by the rest. - Extract information from Website 1 - Prioritize phone number and email extraction - Populate a single Excel sheet with all fields The ideal freelancer for this job should have robust skills and experience in data extraction, web scraping, and Excel. Timeliness and accuracy are of utmost importance. If this sounds like a project that matches your skills, I'd love to hear from you! Need to Extract data from attached JPG to Attached Excel File

I am looking for a proficient professional who can create an advanced Excel Gantt chart for me that is produced from a table extracted from Salesforce. This would involve: - Incorporating elements of task scheduling and progress tracking into the Gantt chart. - Completing the project within a span of 1-2 weeks. - Breaking down each task on a weekly basis to provide a comprehensive visualization of the project timeline. Skills needed for the job would include proficiency in Microsoft Excel, experience in creating Gantt charts, a good understanding of project management principles, excellent time-management skills and attention to detail. Familiarity with task scheduling and progress tracking would be essential.

My needs involve monitoring the geographical location of cars using a Bluetooth Low Energy (BLE) tracking device. I am specifically interested in the development of a device that's efficient, reliable, and precise in tracking and updating the location of cars in real time. Ideal skills and experience: - Extensive experience with Bluetooth Low Energy (BLE) technology - Expertise in vehicle GPS systems - Strong background in real-time data streaming and handling - Proven track record in hardware device development Responsibilities: - Design and development of the BLE tracking device - Ensuring real-time and precise tracking of car locations - Testing the device for efficiency and reliability - Providing support post-development.

I need a freelancer skilled in Excel who can create a sales tracking sheet for me. My focus is on monitoring the sales revenue of my business. Here's what I'm looking for: - A sheet where sales data can be manually input - A system that can effectively track AR from the customers Ideal Skills and Experience: - Advanced Excel expertise - Experience in data entry - Your role will involve not only creating the system, but also ensuring that it's easy for a person without a technical background to use. I'm hoping that this project can be completed efficiently, with minimal revisions needed.