Write numerical questiondela

I need you to write some content for a website. Sem vrhunski pisec vsebin. Ker imam zelo siroko znanje iz razlicnih podrocij, lahko pisem zelo hitro in vsebinsko mocne tekste.

I'm in need of expertise in improving the speed of my R Shiny data visualization app which focuses on presenting numerical data to clients. Here's what I'm specifically looking for: - Increasing the speed and efficiency of the data loading process, which currently is our biggest bottleneck. - Familiarity with handling and tuning numerical data processing in R Shiny is a must. - Understanding of how data loading impacts the overall performance of R Shiny apps and how to effectively improve it. - Not only should your changes maintain the integrity of our current data presentation infrastructure, but they should also enhance the overall user experience by providing quicker access to insights. Ideal freelancers will have extensive experience in working with R...

I'm looking to have a Python API built to generate a multiple-choice question bank for schoolchildren in various subjects (such as Mathematics and English) using AI APIs like ChatGPT. The API should allow for different difficulty levels for the questions. Key Requirements: Development in Python. The API should possess the following functionalities: Input Parameters: a. Users will specify the number of questions needed in one set. b. Users will indicate the topic of the questions. For example, if they want a question bank on Mathematics focusing on BODMAS, they will provide keywords like "BODMAS." Users can provide multiple keywords such as "BODMAS," "Ratio," "Percentage," etc. Similarly, for English, keywords could include "...

I'm looki...you're comfortable with. To ensure the correctness of the answers, I prefer a combination of manual review by experts and automated checks. Key Responsibilities: - Convert 1000 questions from Word to Ailken format - Source answers for all questions using Chat GPT or similar tools - Verify the correctness of the answers through a combination of manual review and automated checks -Need to source question and answers from an online workbook. Ideal Skills: - Proficient in Ailken format - Experience working with natural language processing tools like Chat GPT - Strong research skills - Ability to verify correctness of information Your work will be crucial in the successful creation of a quiz that I'm planning, and I'm looking for someone who can commit t...

...are extremely pixelated and blurry, or filter out good images by mistake. I'm not sure if I should be using something like Amazon Rekognition, Google Cloud Vision, or Microsoft Azure instead? Or if I can save money and still get good results with a local option like OpenCV? I guess it depends on speed and accuracy. 2) I'd also like to be able to scan images in bulk and detect any text. Same question as far as whether or not I can save money by doing this accurately with OpenCV or something else? Or if I should be using one of the other providers. 3) Last thing is I'd like to be able to scan and analyze these images in order to create titles and tags for them all in bulk. It's important that I figure out the best option in terms of cost and accuracy. ...

...an SEO professional who can generate natural editorial backlinks to boost my search engine rankings. The specifics are: • Backlink Strategy: Build only natural editorial links. Spammed or self-created non-editorial ones are absolutely not acceptable. • Purpose of Backlink: The main objective is to improve my website's search engine rankings. • Niche Targeting: Unfortunately, I had to skip this question. However, your expertise and advice will be appreciated to determine the most suitable niche for my backlinks. Skills and Experience Required: • Proven track record in effectively building high-quality, natural editorial backlinks. • Solid understanding of SEO, specifically in relation to backlink strategies. • Capable of identifying and targeti...

I'm aiming to create an education-based web app using Flutter. The primary functionalities should encompass high-quality user authentication, and a reliable system for multiple choice question tests with an automated result generator. Ideal candidates for this project would have: - Expertise in Flutter web development - Proven experience in building secure and efficient user authentication systems - Past involvement in e-learning platforms or education-based applications - The ability to create an automated multiple choice question and result system Our primary target audience are students and professionals, thus, an understanding of relevant UI/UX design principles would be advantageous.

I'm seeking an advanced electronics manufacturer in India for my mouse jiggler project. The role in question involves sourcing raw materials from within India and facilitating the production of 100 units of the product. Key requirements include: - Sourcing local Indian materials for production. Materials needed include springs, small motors, and plastic. - Manufacturing expertise in electronics required at an advanced level. - Assembling and producing a test batch of 100 units. Ideal candidates will have an established track-record in sourcing and production work with a deep understanding of effective cost-management in India. Demonstrated experience working with springs, small motors, and plastic materials is also highly preferred. File attached.

Dear Candidate, As described in the title, this task requires that you reasearch medical centres (also cal...Speed and efficiency in online research. 2. Attention to detail and complete accuracy in all tasks. 3. Punctuality and ability to meet deadlines. 4. Ability to read/follow instructions carefully with attention to detail. Successful candidates will be required to complete two test works before the project is awarded. 1. Watching instructional video which explains the task. 2. Completing an 11 question quiz based on the video instructions. 3. Completing a small sample test on 5 medical centres to demonstrate understanding of the task. Your accuracy and attention to detail will be checked. Successful candidates can expect consistent and enjoyable work and opportunity for ad...

I'm in search of a highly qualified Chinese tutor who can help me elevate my language skills to an advanced level. With a particular emphasis on reading, writing, and conversation, I'm aiming for a holistic understanding and improvement. The ideal freelancer for this job should: - Be experienced in teaching advanced-level Chinese - Have a strong focus on developing reading, writing, and conversational skills - Be able to commit to 3-5 hours of lessons per week If you have a track record of helping students attain high levels of proficiency, I would love to hear from you.

...skills with attention to detail. - Proficiency in CRM software and basic computer skills. - Self-motivated with a results-oriented mindset. - Availability to send at least 100 DMs per day and submit evidence of the work done. Preferred Qualifications: - Experience in appointment setting for information products related to sales and closing - Knowledge of how to qualify prospects, how to perform question-based selling, and how to track output and results - Prior success in meeting or exceeding appointment setting quotas. How to Apply: If you meet the qualifications and are excited about the opportunity to join Limelight Media's team, please submit your resume and any relevant work samples. Note: This is a remote position. Compensation will be hourly, with bonuses based ...

I would like the attached jpeg modified: 1. The bars in front of Trump are on all 4 sides and the top like he is in jail. 2. The guy next to him is on the left side of the picture outside of the jail. 3. A bubble shows him say: Can't I get out while my guilty verdict is being ap... A bubble shows him say: Can't I get out while my guilty verdict is being appealed? 4. He is a lot closer to the camera. The rest of the jpeg is the same except you might have to leave some out to make him closer and bigger. I will hire more than one person so please bid even if I have hired someone else. How long to make it and how many revisions do I get? Sorry, if you don't answer this question for your first chat message I will assume you are a spam bot and delete the bid. "H...

I am in need of a proficient app developer to create a wallet app for my blockchain project. This app should be compatible with both Apple and Android platforms. Key Features Required: - The ability to send and receive cryptocurrency - Viewing transaction history - Implementing secure password protection Cryptocurrency Support: - While we have skipped the question regarding specific cryptocurrencies we want to support, we do expect the hired professional to have versatility and openness towards working on various cryptocurrencies when necessary. Blockchain Platform: - The wallet should integrate with the bitcoin platform but also fork from litecoin. Skills and Experience: - Proven experience in app development, specifically in the fintech sector is essential. - Broad knowled...

...exposing fraud - Exceptional writing skills and the ability to craft engaging and informative articles - Familiarity with the principles of journalism ethics and fact-checking - Proficient in communicating complex ideas in a clear and engaging manner - Able to tailor content to resonate with government officials Your work will be instrumental in informing government officials about the fraud in question and exposing the associated business. This investigation includes the the use of an terminally ill father whom was used to in a attempt to avoid responsibility and legal repercussions. It's essential that the freelancer I hire for this project is capable not only of conducting thorough research, but is also able to present their findings in a way that is both persuasive and ...

...for someone who has done this before MANY MANY times. The end goal is to 1/ recommend which Milvus install plan is best (K8, simple Docker, etc...) 2/ install Milvus and 3/ write detail documentation on how it was done. Then we may want to give you the chance to support and maintain the install. FOR us to consider your submission (WITHOUT the answers to these questions your submission will be automatically deleted) Question 1: Please let us know how many times you have configured and install Milvus. Question 2: Please describe the best architecture you recommend to install and host Milvus. Question 3: Will you be able to demo at least 2 of the previous installations of Milvus you did. We are talking about full demo. IF you cannot, we will...

...data. - Uploading to FTP: The generated files should then be uploaded into our FTP as individual files for each property. Ideal Skills and Experience: - Proficiency in API integration: Prior experience with integrating various API’s is crucial for this task. Particularly, experience with Tehama, Cereniti, and Inovonics API’s would be highly beneficial (documentation for the reading systems in question is available for reference if you are not familiar). - Data handling expertise: Strong understanding of data processing and manipulation is necessary for organizing and formatting the extracted data into CSV or Text files. - Familiarity with FTP: Experience in uploading files to an FTP server is an added advantage. We would appreciate a quick turnaround on this pr...

The objective of this project involves the implementation and modification of an open SIP protocol to enable data synchronization between mobile devices and computers. The successful freelancer should possess: - A comprehensive understanding and experience with SIP protocols - Ability to imple...comprehensive understanding and experience with SIP protocols - Ability to implement and customize existing protocols for specific needs - Proficient in facilitating cross-device connections, specifically between mobile devices and computers - Familiarity with data synchronization methods and applications By the end of this project, we aim to have seamless data synchronization between the devices in question. As such, creative problem-solving skills and a keen attention to detail will be i...

I'm looking to create an engaging education website inspired by the reference provided. The website should have a modern, user-friendly design and include the following key features: - Integration of ChatGPT API to offer interactive communication and support. - A sophisticated quiz system that supports automatic grading, provides feedback, and can handle various question types (multiple choice, true/false, short answer, etc.). To ensure the success of this project, I'm looking for someone with: - Proven experience in web development, particularly with educational platforms. - Expertise in integrating third-party APIs, with a focus on AI-driven chat services. - A portfolio showcasing previous work with interactive websites, especially those that include quiz or testing f...

As an owner of a project looking for an experienced developer who's deeply familiar with Nocodb and Editor.js. Despite the provided options during the question and answer session , my requirements aren't fully encompassed within the provided choices. Therefore, I am mainly interested in: - The creation of a new text field type in Nocodb. - The new text field type based on for enhanced user interactivity. - The ability to integrate this new text field with an existing plugin, eliminating the need for custom development or modification of a current text field type. For the right candidate, with relevant experience with Nocodb, a deep understanding of and a proven track record of successful plugin integrations, this should be a straightforward project.

I'm seeking an experienced designer to create fillable intake forms for my law practice. The main focus will be on client information forms, designed to capture key details to streamline our processes. The forms need to have these features: - Section 1: Contact Information (Considering this question was skipped, the freelancer has the liberty to propose what else can be included along with the basic contact details like Name, Phone number, Email address) - Section 2: Information on assets owned by the client. This section needs to be comprehensive and easy for the client to fill, providing us complete and straightforward information about their property, finances, and other key assets. An assistant has made an attempt, but clients are having trouble using it. Numbers are cut...

I'm in search of a talented and experienced individual who can assist in...particular focus on optimizing computational time. Key Requirements: - Proficient in Quantum Machine Learning: You should have prior experience in developing ML models using quantum computing techniques. - Python Programming: Solid understanding and experience with Python are essential as you'll be implementing the model predominantly using this language. - Numerical Data Handling: The model will be working specifically with numerical data, so prior experience in this area is a plus. The primary aim of this project is to reduce the computational time of the Quantum Machine Learning model. Your expertise in this area is crucial, as we're looking to improve the efficiency of the model wi...

I'm in need of a meticulous data entry freelancer to assist with inputting a small volume of text and numerical data. Key Responsibilities: - Input of less than 100 entries from online forms and spreadsheets. - Ensure accuracy and attention to detail throughout the process. - Maintain confidentiality and adhere to data protection policies. Ideal Skills and Experience: - Proven experience in data entry, with a track record of accuracy and efficiency. - Familiarity with online forms and spreadsheets. - Strong attention to detail and commitment to data quality. - Ability to work with a high level of confidentiality and discretion. - Proactive communication to ensure any issues are resolved promptly. This is a great opportunity for someone who is detail-oriented and looking f...

Do you understand instructions when given and can do tasks on excel? Are you a beginner? Are you free right now to work with me and read the data in pdf so I can write it on excel? If your answer if yes to all of that question bid by asking any question regarding this post to make your bid high quality. NEEDS TO BE DONE TODAY. WILL TAKE 3-4 HOURS APPROXIMATELY. (just an approximation)

Hi, I'm looking for some to help me build a educational resources website, the website will offer previous exam papers from grade 1 to grade 12, in all subjects offered in South Africa. Keep this in mind, the website won't have to require users to create account, you just download or view the papers o...grade 12, in all subjects offered in South Africa. Keep this in mind, the website won't have to require users to create account, you just download or view the papers online. No need for payment functionality or gateway. Only the admin panel needed to allow me to upload the papers. For reference purposes, Look at the following website : and stanmophysics Look at the website in question and send us your quotation, and how long will it takes to complete the project. ...

...creative and experienced interior designer the look of my home. The project involves 3 essential sections of my house - the living room, kitchen and bedroom. Key Responsibilities: - Create and implement a modern design plan for the involved areas. - Provide furniture, lighting, and decor suggestions appropriate to the modern theme. - Deal with color schemes creatively, the client skipped the question about the color scheme, so use your creativity to make it harmonious with the modern style. Ideal skills and experience: - Proven work experience in interior design, especially in modern themes. - Proficiency in visualizing space and 3D designing. - Strong creativity and problem-solving skills. - Familiarity with regulations and safety standards. - Experience in choosing appropria...

I'm seeking a professional proficient in R programming to carry out a detailed descriptive analysis using mixed data. Proficiency in working with numerical and categorical data, understanding trends, patterns, and summaries is a must. - Analysing patterns in mixed data using descriptive statistics - Ability to use R programming software effectively for data analysis - Interpreting results clearly and logically Experience in similar projects will be a significant advantage. Excellent communication skills are required to explain the analysis in easily understandable terms.

I am seeking a specialist to construct a website that facilitates and emphasizes user-written reviews. Like trustpilot, mouthshut, jabbarsite etc. The website's main purpose is to give visitors the opportunity to pen their evaluations freely. Key Features: - A rating system: Users should be able to provide numerical scores alongside their reviews. - Comment section: To encourage interactivity and continuous conversation, a comment section under each review is required. - Review submission form: A significant feature is a simple, user-friendly form for submitting reviews. Ideal Skills: - Previous experience in developing user review systems. - Excellent grasp of required programming languages for solid website functionality. - A portfolio containing similar websites developed...

...and respond to the following points (done already by me): is the stated mission of the organization (ANA)? Please reflect and write on this mission as it relates to health policy. specific nursing/health issues are important to this organization and why? (choose those you wish to highlight - do not need to cover all). work is the organization engaged in to address policy issues such as COVID-19? How is the organization doing this work? might nurses who are interested in policy advancement get involved with the work of this organization? (you might discuss one specific area of concern to you). least one additional point/question of your own design. B. Provide a (2-4 page, double-spaced) documentation of the "interview"/investigation with commentary that in...

...documentation and implementation of a Natural Language Processing (NLP) model specifically for Question and Answering (QnA) tasks. Key Tasks: - Documentation: Translate the NLP model's implementation into comprehensive, easy-to-understand documentation. - Code Implementation: Lend a hand in the practical implementation of the QnA model within the existing mlOps framework. Your role would be to assist me in understanding and applying the NLP model for QnA tasks. While I have a solid foundation in Python, I'm looking for someone with more experience in mlOps, especially in NLP, to help with the project. Ideal Skillset: - Proficiency in Python. - Previous experience with NLP, specifically in QnA tasks. - Ability to write clear and concise technical documentation...

I'm in need of a professional video editor for a post-production task. The video footage in question is over 5 minutes long and contains over 7 scenes or shots where my company logo needs to be removed. Key requirements include: - Logo removal: The logo in the footage needs to be seamlessly removed without any remnants, ensuring a visually clean end result. - Motion complexity: The logo in the footage exhibits moderate movement across varying scenes. It's crucial that the editor has experience dealing with such motion complexity and can handle it with precision. - We will provide 4K Mov files (Apple Pro Res color space) - We need you to deliver the final clips in same format and color space. - Ideally logos to be removed from 10 minutes of footage, but this is negotiable ...

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I need a computational fluid dynamics expert who can assist me with a few key tasks. Your role will be to building geometry and mesh in ICEM CFD and convert to SU2 format. In addition, writting config file ...compatibility with the SU2 solver. The project is time-sensitive; I am looking to have this completed as soon as possible. Ideal Skills and Experience: - Proficiency in computational fluid dynamics - Experience with ICEM CFD and SU2 - Strong understanding of geometry and mesh conversion - Ability to write Su2 conf files - Ability to simulate different flow conditions --Flow condition include: Laminar flap plate, supersonic double wedged airfoil, naca turbulent airfoil -Compare numerical solution to theory -Post processing data from simulation - Adept at working unde...

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Hello and Thank you for being here I did minikube ip and got and is not making sense as I am on a 192.168.0.x server and expected the same subnet? Is there another IP along with this that could be discovered? Is my minikube setup wrong? We can do a 2nd Milestone if you like and we can talk about that together Will give a 5 Star Review when this is done and will write such inspiring words for you, when done. Please understand; there is hope you can give your “best” price; been unemployed, and have cancer with bills backing up, $10 possible? Please note $10 is the max total that I can handle for this (doing hourly reduces % fee). Will leave a Glowing paragraph of feedback 5 stars : - ) My funds are low but will pay quick and leave 5 stars. Please give your best ...

I'm seeking an experienced developer with expertise in both Flutter and React Native. The project in question involves the integration of location-based services with a particular emphasis on location-based notifications. Key requirements include: - Proficiency in both Flutter and React Native, with demonstrable experience of cross-platform mobile app development. - Specific experience in working with location-based services, including geolocation tracking and mapping and navigation. - Proven capabilities in integrating location-based notifications within mobile applications. Ideal candidates will have a strong track record of delivering similar projects, with a portfolio showcasing relevant work. Your ability to adapt and work with multiple technologies will be crucial for ...

...customers and transport options and looking for any trends that the company can replicate, develop and propose an action based strategy for the CEO. If the strategy is successful what would be the estimated potential financial gain? (Note: The potential financial benefit can be calculated outside Tableau). Using the Story functionality in Tableau create a presentation to the CEO to address his question above. You can have as many story points as you feel is applicable as long as you are following Dykes' Storytelling Arc. You can have as many story points you need, but your presentation cannot be longer than 12 minutes. Ideal Freelancer: - Proficient in Tableau: You must have a good grasp of Tableau, and preferably possess certification or significant experience working wit...

I'm seeking an experienced developer with expertise in both Flutter and React Native. The project in question involves the integration of location-based services with a particular emphasis on location-based notifications. Key requirements include: - Proficiency in both Flutter and React Native, with demonstrable experience of cross-platform mobile app development. - Specific experience in working with location-based services, including geolocation tracking and mapping and navigation. - Proven capabilities in integrating location-based notifications within mobile applications. Ideal candidates will have a strong track record of delivering similar projects, with a portfolio showcasing relevant work. Your ability to adapt and work with multiple technologies will be crucial for ...

I'm currently facing an issue with a specific function within my PHP project. Specifically, the function in question is not working as expected, and requires immediate troubleshooting and fixing. Key requirements: - The issue must be resolved within 24 hours. This is critical. - The PHP environment is a local server, so the troubleshooting and fixing must be done in this specific context. Ideal skills and experience: - Proficient in PHP programming with a strong understanding of functions. - Experience in troubleshooting PHP code, ideally in a local server environment. - Ability to work quickly and efficiently under time constraints.

I'm seeking an expert with a strong background in computer science, specifically in data analysis and mobile application development. Unfortunately, I skipped a question on the required operating system, so ideally, you should be able to work on multiple platforms. Key responsibilities: - Analysis of complex data sets to influence mobile application development. - Conceptualize, design, program, test, and improve a mobile application based on data findings. Important Skills: - Expertise in data analysis (Python, R, SAS, or related tools). - Proficiency in mobile application development, with experience in both iOS and Android a plus. - Strong problem-solving capabilities and attention to detail. In addition to your technical skills, having a keen eye for user-centric design...

More details: Is this project for business or personal use? This question was skipped by the user What information should successful freelancers include in their application? Past work How soon do you need your project completed? ASAP

I'm in need of a proficient developer who can create and implement a Power Automate flow. The purpose of this flow is to copy rows from Table A and migrate them over to Table B, all within our data verse. The condition for the migration is dictated by a specific va...The condition for the migration is dictated by a specific value in a column; more specifically, in the "Test Status" column. If a row in Table A possesses "Test Status" in the specified column, then it should be copied over to Table B. Required Skills: - Power Automate proficiency - Experience with data verse - Attention to detail, as accurate copying is essential Please note, the rows in question are not to be deleted from Table A after copying. They should remain intact. The ultimate goal...

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I need to scrape data from the website Transfermarkt.com. For specific football clubs and seasons, i need all arrivals and departures, including their name, age, position, transfer fee and sending/receiving club. I only need a generic code, where i can manually insert the club and year myself. I want the data to be transferred and appended in one excel file

...experience in R studio. The main tasks are statistical analysis and data visualization based on a dataset that consists of numerical, categorical, and time series data. Key Tasks: - Conducting statistical analysis to identify patterns and trends within the dataset. - Using the data for making predictions, comparing groups or categories. - Developing data visualizations (charts, graphs, etc.) to help better understand the data and its implications. Ideal Skills & Experience: - Proficiency in R studio and its data analysis tools. - Expertise in statistical analysis, predictive modeling, and data visualization. - Experience in handling various types of data including numerical, categorical, and time series data. - Good communication skills to present findings clearly. ...

I'm looking for some College level students that are writers and journalists. I need some writers that are in tune with American Spo...Hip Hop. You will be working for a Instagram page that is very much like @Complex and @WorldStarHipHop If you have an understanding and love for Business then thats even better! Your job will be to find very very interesting stories and connect them to how it impacts the topic's business. PLEASE NO AI / ChatGPT APPLICATIONS: In your application I want you to write about Sports and Hip Hop topics that have gone on this week. Write as much as you can and about whatever comes to mind. In your application I want to see what you're writing style is like and the things that you are interested in. If you can add some business kno...

I require an experienced Python programmer, know a bit stock market, with a special focus on numerical data analysis from Key Responsibilities: - using futu openapi to collect real-time data (Hong Kong market : Warrants, CBBCs, Inline Warrants, Options, Futures) to Analyze and interpret complex numerical data - visualize the data into graph example : Hang Seng Index CBBC real time Bull 16.26 Bear32.41 today real time transaction amount (million) Total Qty Bull 1711.55 Bear 2667.41 Total issuance ratio Bull39 % Bear61 % proportion of transactions is Bull 33 % Bear 67 % Worthless Bull Worthless Bear 17800 - 18028 Waiting Worthless Bull 17201 Bear 18038 Points to Worthless

...video for our app. The video needs to focus on showcasing our product features and their benefits in a clear and engaging way. The script will cover, who it is for, how does it help the farmers, its advantages above other apps in the category, etc. This would go to farmers and Vegetable/poultry traders. So it needs to be simple in language. We are looking at 2-3 characters where there will be a question answer session amongst themselves and the explanations can come in the answers. It can be done in 2D animation with characters. Not the high quality, but can be flat without much textures. It is like the news reel that govt releases. 2-3 people standing beside a vegetable farm who are talking to each other. One person is using the app and is getting the benefits, so he is explain...

I'm seeking an expert in AWS and Cloudflare to assist with the deployment of a SaaS-based software website. This role should primarily focus on facilitating an efficient hosting environment for the site with potential for scalability. Key responsibilities: - Set up of necessary AWS services; while I skipped the AWS services question, I'm open to recommendations based on your expertise. - Configuration and integration of Cloudflare CDN to ensure optimal site performance. - Ensuring secure and seamless data storage and access. Ideal freelancer should have: - Proven experience in AWS cloud deployment. - Familiarity with SaaS-based software structures. - Extensive knowledge of Cloudflare CDN frontend deployment.

I am in need of a proficient developer to create an automation tool for surveys on external platforms like SurveyMonkey and Google Forms. Key Details: - The primary aim of this tool is to save time and resources by automating the survey process. This is crucial to cut down on manual workload and streamline data collection. Survey Complexity: - The surveys in question are moderately complex, including elements such as multiple choice questions and rating scales. These are to be handled effectively by the tool to ensure a seamless automation process. Platform and Website Compatibility: - The tool needs to be specifically designed to operate on third-party survey platforms. Thus, it should be able to seamlessly integrate with sites like SurveyMonkey and Google Forms. Skills and Ex...

I'm in need of an experienced data analyst who can help me merge and clean up my Excel database. - Database Type: It is an Excel database that's in need of expert merging and clean-up. - Number of Files: The project revolves around a single Excel file with 4 sheets - Data Type: The data in question falls under the category of customer data. We have exported 4 databases from all our software. Basically we want all the duplicates to be deleted and the final file to be clean and able to be uploaded to mailchimp