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    2,000 excel spreadsheet test data jobs found, pricing in USD

    I'm seeking a candidate experienced in financial analysis capable of dissecting budget forecasts. Specific tasks involve primarily budget modeling built from the forecasts provided. To accomplish this, you should be; - Detail-oriented with strong excel proficiency - Have expertise in budget analysis and modeling - Be familiar with various financial analysis tools Previous experience in similar projects is a must. We're keen on accuracy, effectiveness, and promptness. Sharp analytical skills, in advance, would be highly valued.

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    I'm seeking an analyst proficient in harnessing the Amazon Seller API to extract comprehensive data and metrics essential for reporting purposes. Your primary responsibility will involve pulling detailed information from Sales, Orders, Products, Customers, and other relevant sources via the API. Your expertise in navigating the intricacies of the Amazon Seller API to extract pertinent data for reporting is crucial. This data needs to get into Microsoft Excel seamlessly and effortlessly. This will enable easy access and manipulation of the data for reporting purposes. I'm seeking a freelancer with experience in the Amazon Seller API to pull back data and metrics - all columns of data related to Sales, Orders, Products, Customers...

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    I am looking for a seasoned programmer who can create a Linux-compatible automobile dashboard system for me. Key Features: - This dashboard system should primarily function as a complete drive system. - The programmer should have extensive knowledge in developing user-friendly interfaces for automobile dashboards. Desired Skills and Experience: - It is advantageous if the p...is advantageous if the programmer has a comprehensive understanding of Linux operating systems. - Previous experience with automobile dashboard programming, particularly with complete drive systems, is highly desired. - An ability to produce quality work in a timely fashion is mandatory. With the right skill set and experience, someone with a passion for innovative automobile technology should excel in thi...

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    I need assistance with my Excel data. Unfortunately, I haven't specified the exact issue I'm facing. However, I'm looking for a freelancer with advanced Excel skills. Ideal Freelancer: - Should be proficient in Excel - Ability to handle a variety of data-related tasks - Strong problem-solving skills - Experience in working with large datasets Please include a detailed project proposal in your application. This will help me understand how you plan to address my data-related challenges.

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    ...over a 3-year period, which includes existing and proposed housing projects. The main tasks include: - Analyzing the spreadsheet data to identify existing and proposed housing projects. - Conducting a geographic analysis to understand the landscape of these projects. - Identifying trends in the Jamaican real estate market over the 3-year period. Specifics: - I require an in-depth analysis with a focus on population density, and whether the projects are situated in rural, urban, or peri-urban areas. - The report should also include a comparative analysis between current and proposed projects, highlighting any emerging trends. Ideal skills and experience: - Expertise in data analysis and interpretation - Proficiency in geographic information systems and mapping too...

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    I'm looking for a software that can be designed within Excel to track daily sales and present a detailed profit calculation per liter of petrol. Key Features: - Daily Sales Tracking: The software should enable manual entry of daily sales figures for accuracy. - Profit Calculation: The software should generate a detailed report on profit per liter of petrol sold. - Remining fuel in tank also show - calculate auto profit in the tank Ideal Skills: - Proficiency with Excel including advanced formula writing, data organization, and report generation. - Understanding of petrol pump operations and metrics. Note: While the project is to be developed in Excel, suggestions for potential future software integration are welcome.

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    I am looking for Excel experts who can assist me with creating formulas and functions within a week. I have wholesale mobile shop. I want excel works for example desboard in one sheets and custumer sheets which contain debit credit ,describtion and total amount one more important all costumer name on desboard and if debit or credit amount also show on desboard please also look for attect excel file

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    ...classes accordingly. About the work from home job Selected intern's day-to-day responsibilities include: 1. Interacting with the parents and students and pitching them about course 2. Generating Leads from marketing 3. Strategizing and creating plans to reach out to our prospects 4. Reporting about the progress daily Skill(s) required: English Proficiency (Spoken) English Proficiency (Written) MS-Excel Who can apply: Only those candidates can apply who: 1. are available for the work from home job 2. can start the work from home job between 27th Apr'24 and 1st Jun'24 3. are available for duration of 1 month 4. have relevant skills and interests * Women wanting to start/restart their career can also apply. Language known: English & Hindi Other requirements...

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    I'm seeking an experienced individual to complete a text data entry project on Excel. You will receive all necessary data in a digital format, so proficiency in managing and manipulating digital data is critical. You should have the following: - Strong experience with text data entry - Expert familiarity with Excel - High attention to detail - Ability to work accurately and efficiently Your core responsibility will be to accurately input provided text data into an Excel spreadsheet. Prior experience in similar roles will be highly favored. I look forward to your bid.

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    Basic Project Overview: This project aims to create an online shop where university students can purchase study aids. These include physically distributed c...picked up at specific locations at the university. Security and Privacy: • Robust security measures will protect students’ personal and payment information within the online shop. Management and Distribution: • Administrators will manage payments and track which students from specific universities and academic programs have paid. This organization will be facilitated ideally through an Excel spreadsheet, enabling efficient organization of the distribution of physical materials. This project is for a French audience, so it would be better to create it in French (you can use AI), and ensure it is e...

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    I'm looking for an excel expert to help build and format an advanced product database for the services industry. I already have an existing excel spreadsheet with many items already programmed so this will just be added on. This will revolve around three main components: -Product database containing items -Drop down menu to insert products from database -Custom Graph A strong working knowledge of Excel features, particularly Pivot tables, VLOOKUP function and conditional formatting is a necessity. It would be ideal if you also have experience in data management for the services industry. Your expertise will enable the creation of an effectively organized and easy-to-manage database.

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    I'm in need of an expert data entry professional who can help me with my data entry task. - I have a significant amount of data in an Excel spreadsheet that needs to be entered into a new system accurately and efficiently. - The work involves transferring the information from the spreadsheet into the new system, and maintaining the integrity of the data throughout the process. - Attention to detail is a key requirement, as any inaccuracies in data entry could have serious implications. - Experience working with Excel spreadsheets and handling large volumes of data is essential for this project. If you are a diligent and experienced data entry operator who can ensure the accuracy and completeness of the ...

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    I require an expert in Excel financial calculations to design a spreadsheet to calculate commission on sales. The main purpose is to drive commission payments based on a tiered structure. It will be used to manage commission payments linked to sales figures above a specified target. Ideal Skills: - Extensive experience in Excel spreadsheet design, particularly with financial calculations - Experience in tiered commission structure calculations - Strong understanding of financial data management. Responsibilities: - Design and implement Excel spreadsheet for commission calculations - Ensure accuracy of calculations based on the tiered commission structure.

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    Create a windows powershell script. This must run under Windows ...beginning of the script to cleanup from the last run.) I am not a powershell developer - I tried ChatGPT and Claude to write this and their stuff was buggy. If you know Powershell well, you can maybe save time by using their code as a starting point. You should give me code that you have confirmed to work and you can test on a mailbox which contains a few emails. i.e. Sometimes the matching email will be the first one and sometimes it will be a subsequent one. You should test both of these scenarios. Note that the Email date in the header will contain the timezone i.e. Date: 27 Apr 2024 08:46:54 -0600 and that this timezone may be different than the computer timezone. This is important in calculating the ag...

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    I am in need of a part-time bookkeeper/data entry specialist to help with monthly financial tasks. - Software: We use Excel for our bookkeeping and data entry tasks. - Frequency: The assistance will be required monthly, making it a recurring project that's ideal for someone seeking a consistent workload. - Tasks: The primary duty will be logging daily financial data for the monthly income. This includes categorizing, reconciling, and ensuring the accuracy of the data. Batches will be sent monthly and need to be processes within 72 hours of receiving . Ideal candidates should have: - Proficiency in Excel is a must. - Experience in bookkeeping or data entry, preferably for small businesses. - Excellent attention to detail and accuracy...

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    I am looking for a certified Excel and VBA expert to help me refine an existing financial model. I am looking for a two-days online working engagement where the person will sit with me online and solve for things one at a time. For Faridabad, Haryana based freelancers, we can do it in physical mode too. Key areas of focus will be: - Refining Formulas and Calculations. - Improving Data Organization and Management - Managing , improving the existing VBAs

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    I'm looking for an Excel expert to assist me with data cleaning tasks and applying conditional formatting in my Excel spreadsheet. Key Tasks: - Remove blank rows and columns: The spreadsheet has some unnecessary empty rows and columns that I need to be removed to make it more concise and easy to manage. Ideal Skills and Experience: - Proficiency in Excel: Expertise in Excel 2010, 2013, 2016 or later versions is a must. - Data Cleaning: Experience in data cleaning tasks, particularly removing blank rows and columns, is highly desired. - Conditional Formatting: Ability to set up conditional formatting to help me visually identify and manage data more effectively.

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    I am seeking an experienced Excel professional to set up a comprehensive spreadsheet for tracking various scooter specifications. Given data must include the following: - Brand - Model - Engine Displacement - Maximum Speed - Weight Capacity - Availability in Different Colors: This will need to be formatted such that each color has its own individual column. - Price: The price listed should reflect the Manufacturer's Suggested Retail Price (MSRP). - Additional Features: This may include factors like ABS, Bluetooth connectivity, etc. - Fuel Efficiency: Recorded in km/l or mpg. The ideal candidate will have proficient skills in data organization, Excel formatting, and data entry. Experience in automotive or scooter industry will be beneficial.

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    I have a step-by-step procedure, currently in PDF format extracted from Excel, that needs to be transcribed into a Word document and then formatted into a professional presentation. Detailed Requirements: - The content to be transcribed is text only. - The final formatted document should be in PDF format. - The presentation should be designed with a flexible layout, featuring one or multiple procedures per page, depending on the length of each procedure. Ideal Candidate: - Proficient in Microsoft Word and PDF formatting - Experienced in creating professional, clear, and concise presentations - Strong attention to detail - Capable of judicious layout design.

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    ...am looking for an Excel expert to help me create a custom ELO ranking system for our pool and other sports. The system should integrate seamlessly with Excel for easy data input and allow us to rank players based on their performances in these sports. We need an Excel system that will integrate with our app. We need the Excel to stand alone as a backup to our app and test the ranking system before integrating it completely into the app. The players will use a paper scorecard to record the match, and then we will enter the game information into the Excel template to track and update players' score and rankings. Ideal Skills: - Proficiency in Excel to develop complex ranking formulas - Previous experience in creating ELO ...

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    I'm looking to engage with a skillful Excel whiz who excels (pun intended) in a variety of Excel formulas. In particular, I need someone who has proficiency in: - Average and standard deviation for each part - Average and standard deviation parts total by invoice - Average and standard deviation trip charge - Average and standard deviation Material markup % - Average and standard deviation Hours - Average and standard deviation Installation labor - Average and standard deviation Non-installation expenses - Average and standard deviation Other fees - Average and standard deviation Freight

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    For this project, we need an expert in data analysis who can help us make major strategic decisions by identifying trends, patterns, and evaluating performance. We are yet to finalize the specifics of the data being analyzed, but you should be prepared to handle diverse data sets. Key Responsibilities: • Data interpretation and analysis • Report generation and presentation Required skills and experiences: • Proficient in Microsoft Excel and Python • Demonstrated experience in data analysis • Strong ability to identify patterns and trends • Excellent problem-solving skills Further information regarding the data to be analyzed and the purpose of the analysis will be provided as we proceed.

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    ...of a freelancer who is proficient in Microsoft Excel to create 3 comprehensive pro forma sheets and 4 sensitivity analysis sheets. The purpose of these sheets will be for financial forecasting, specifically in a year-by-year breakdown. Ideal Skills: - Advanced Microsoft Excel proficiency - Previous experience in financial forecasting - Attention to detail - Excellent analytical skills Please note, the project entails: - Creating 3 pro forma sheets - Developing 4 sensitivity analysis sheets - Ensuring a year-by-year breakdown for the financial forecasting - Providing a high level of accuracy and attention to detail - Adhering to deadlines with commitment If you have a solid background in financial analysis and are proficient in Microsoft Excel, please feel free to...

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    I have a large number of scanned images that I need to be translated into an Excel spreadsheet. The data in these images need to be sorted and inputted in a clear, organized manner. Specifically: - You will be given scanned images of textual data that need to be translated into Excel. - It will be vital that you have a great attention to detail, ensuring that all data is accurately entered. - The data will need to be sorted in a logical manner within the spreadsheet. If you have experience in data entry, especially into Excel, and if you can show a portfolio of similar work, I would be interested in hearing from you.

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    ...run, send me the Visual Studio project, and I am able to run it on my own system. Here's my end goal for the project, just to give you a better idea, however you won't have to do this, I'll describe what I need done in the next paragraph: Open excel, button in Excel add-in that you click, opens file explorer, you pick a local document on your system, it will upload it to Azure form recognizer, the returned results will be dumped into the current excel sheet. What you have to do: I'll give you the (very minimal) code I have, which essentially one excel launches, picks a pre-defined file on the system, like an invoice or something, uploads it to Azure formrecognizer, and returns the result in the debug console. The problem is that I can�...

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    ...downloaded invoice is represented by a invoice class, which properties to represent the full invoice details like (invoice date, invoice number, filename, filepath, sha512 fingerprint ) ...- the fetched data from the website to analyse is mapped into a page model class (page object model) ...- the finally fetched data of the invoices, which are locally on python side, are returned as a list of invoice class instances ...- expose operation via REST ...- can be outputted as xml or json (REST) - persist the downloaded data into database with ORM tool sqlalchemy + sqllite - use PyMS and sqlalchemy - use logging framework - cmd line only and rest api usage possible! Ideal Skillset: - Proficiency in Python - Experience with PyMS and sqlalchemy - Experiences with

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    I need an experienced professional to build a comprehensive excel model for financial analysis. Key Requirements: - The model should primarily focus on budget forecasting and commission analysis. - It should be designed for annual updates, therefore, it should be easily understandable and modifiable. Ideal Skills and Experience: - Proficiency in Excel and financial modelling. - Strong understanding of budget forecasting and commission analysis. - Experience in building user-friendly, efficient excel models. This project is suitable for someone who has a strong background in finance, as well as a proven track record in creating advanced financial models using Excel. A keen eye for detail and the ability to deliver a high-quality, user-friendly deliverable is e...

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    ...professional (I will interview in English) to do some tasks for my agency, such as: PR Outreach Social media Content editing or creating CRM management Email marketing Email scraping Researching Organizing data in spreadsheets Copywriting Basic Wordpress And others You must be a FAST learner, attentive, curious, with great writing skills. Looking for someone that pays attention and doesn’t keep making the same mistakes over and over. Attention to detail. Common sense. This job will part-time as a test period, after that it will be full-time. First there is a task I’ll give as a test. Payment for part-time during trial period: Fee: 250 USD Performance bonus: 50 USD Results bonus: 50 USD If your work complies with my quality requirements and yo...

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    I need help creating a CSV file or Excel data sheet. I need a professional who can assist with: - Creating a CSV file or Excel data sheet - Formatting the data accurately - Ensuring the file is easily accessible and understandable - Potentially, assisting with data input This project may require someone with a good eye for detail, data management skills, and experience with Excel or similar software. Please apply to discuss further.

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    fixing test javascript file

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    I'm in need of a freelancer who can create a CSV or Excel file for the ecommerce platform we're using. While we haven't decided on the specific data types yet, it's likely the file will include product, pricing, and inventory information. I highly value the skill and experience over promises. So, in your application, please provide examples of past work in this area rather than comprehensive project proposals exclusively. Although we didn't specify whether we need a test file before the start, we're flexible in this area, and are open to discussing what works best for the freelancer in correlation to their workflow. Experience with ecommerce platforms would be advantageous, as well as strong attention to detail and ability to work withi...

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    ...success rate and profitability of each trader based on their trading history. Provide a user-friendly interface to view and analyze the collected data, including visualizations and filtering options. Implement robust error handling and data validation mechanisms. Ensure the tool is scalable and can handle a large number of wallets and transactions. Desired Skills and Experience: Proficiency in blockchain development, preferably with experience in the Base Blockchain or similar networks. Strong understanding of cryptocurrency trading, wallets, and DEX protocols. Expertise in data analysis, data mining, and web scraping techniques. Familiarity with data visualization libraries and creating user-friendly interfaces. Solid problem-solving and analytical ...

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    As a developer of static information websites, I'm seeking the skills of an AI and Python specialist to develop a solution that can effectively test and validate my projects. The solution should be able to perform specific tasks including: - Identification and testing of website links - Evaluation and testing of form submissions These tasks are integral to ensuring the efficiency of my websites and I'm confident they can be adequately performed using AI technologies. I'm open to using Python or C#, if that's what you're proficient in. Preferred skills and experience include: - Python or C# programming - AI or Machine Learning - Web scraping - Knowledge in building and testing static information websites This project will require creativity and precision...

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    I'm currently in need of a specialist to assist in developing an AI that can test websites i build. It should be able to visit every page of a site and decide if the pages work. It should fill out forms such as contact me, reviews, and job applications.

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    I want a formula in column D of the attached spreadsheet to convert the date in column C to DD/MM/YYY

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    I am on the hunt for a passionate Junior Developer with expertise in Qt, QML, and PySide6. My project involves developing a new desktop application from scratch. Key Responsibilities: - Collaborating with me to design and implement functional desktop applications - Translating design id...functional desktop applications - Translating design ideas into tangible code - Writing clean, efficient, and testable code Ideal Candidate: - Proven experience in Qt, QML, and PySide6. While junior level expertise is accepted, a strong foundation in these areas is a must. - Conceptual understanding of Desktop Application Design - Knowledge of code versioning tools, preferably Git. This project will test your creativity and technical skills, and also promises a huge learning curve for budding d...

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    ...custom order form in Excel. Though the specific features were not clearly defined, freelancers would potentially be working on creating dropdown menus, calculation formulas, and conditional formatting. Key Skills: - Proficiency in Excel - Previous experience in creating Excel forms Responsibilities: - Building dropdown menus - Establishing calculation formulas - Implementing conditional formatting Data Capture: The successful form should be able to capture: - Customer details - Product details Applications should include examples of past works similar to this project for review. Your understanding and experience in handling similar projects will greatly contribute to the success of this one. THIS IS AN EASY ASSIGNMENT. JUST NEED TO RE DO AN O...

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    ...for the following: - Dashboard Functionality: The system should feature an intuitive dashboard with the ability to upload and manage email lists. This is crucial as the system will be used to send emails to a large database of recipients. - Email Sending: When sending emails, I want the system to allow me to manually select and attach a file to each email. - emails list will be upload through excel sheet - Email Appearances: The emails sent through this system should mimic regular emails in appearance. This means the sender name, subject title, and general layout should be similar to a typical email, to increase the likelihood of engagement and reduce chances of being marked as spam. Ideal skills for this project include experience with integration of server provider APIs, d...

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    I'm seeking an excel expert to handle high-volume data entry and organization tasks in an excel sheet. Key Requirements: - Data Entry and Organization: The primary task is to input a large volume of data and ensure that it's correctly organized. This includes dealing with more than 10 columns or multiple sheets, hence, experience and comfort working with complex data is crucial. - Cleaning: I need the data to be cleaned and correctly formatted. Ideal Skills and Experience: - Proficient in Excel: Extensive experience working with Excel and handling complex data structures. - Attention to Detail: The ability to accurately input and organize data. - Prior Experience: Previous work on similar projects w...

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    Proofreading and editing of 7+ thousand words. I can pay up to $70 - $90 with some bonus for great work. Be available for a short test Please answer the following questions in your bid: => What is your recent academic qualification? => Have you every published your own research article in any Scopus indexed journal? This is a fixed budget project - not an hourly paid gig

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    ...do not read the requirements and conditions. I need a fully bilingual professional (I will interview in English) to do some tasks for my agency, such as: PR Outreach Content editing or creating CRM management Email marketing Email scraping Researching Organizing data in spreadsheets Copywriting Basic Wordpress And others You must be a fast learner, attentive, curious, with great writing skills. Looking for someone that pays attention and doesn’t keep making the same mistakes. This job will start part-time as a test period, after that it will be full-time. Payment for part-time during trial period: Fee: 250 USD Performance bonus: 50 USD Results bonus: 50 USD If your work complies with my quality requirements and you give more than asked, you’ll get...

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    I need a simple PHP script, using as few files as possible (preferably a single PHP file). The goal is to extract the following data from the google AD ad system: Campaign names and today's daily spend per campaign. In addition, which campaigns are running and which are paused. Finally, a simple buttons - for each campaigns: run a campaign, or pause a campaign. A test google api key is required because I can't give out my own. For the project I need a description how I can run the file and how I can replace the test api key with my real (own) key.

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    I'm seeking an experienced Excel macro specialist to take on a key role in automating my work tasks. Let's dive into specifics: I have given Start time, Interval, End time in excel When i give start time(Ex:9:15), when that time reached E col data automatically copied in into G col, Next Interval is 10 Mins, When 9:25 reached E col data automatically copied in into H col, When 9:35 reached E col data automatically copied in into I col,When 9:45 reached E col data automatically copied in into J col, When 9:55 reached E col data automatically copied in into K col, When 10:05 reached E col data automatically copied in into L col, When 10:15 reached E col data automatically copied in into M col.(H col vale > G col, ...

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    Detailed description of services provided: RF Test Analysis: We will begin with an in-depth analysis of the RF test results provided, to understand your antenna's current performance and identify areas for improvement to meet CE-RED and FCC certification requirements. Antenna Redesign: Following our analysis, it is clear that a revision of the antenna design is required to reduce transmit power at the 7217.00 MHz frequency. We therefore propose to redesign the antenna by adjusting its dimensions to achieve the required transmit power levels. Antenna import: If you already have a simulation file, we can import it directly into HFSS to speed up the redesign process. Otherwise, please provide us with your PCB's Gerber file, from which we can extract the antenna and i...

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    ...professional specializing in Selenium testing, to write and automate 1000 functional, regression, and performance test cases in a span of 10 days. Given the scope of the work, it is expected from interested freelancers to have: - Proficient knowledge around Selenium and its diverse testing capabilities. - Experience in creating and automating functional, regression, and performance test scripts. - A strong understanding of automation frameworks and testing methodologies. - The ability to complete the project in the stipulated 10 days. Although not expressly stated, proficiency in popular programming languages (Like Java, Python, C#, etc.) and the capability to execute test cases across various browsers and operating systems would provide an added advantage. Wi...

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    ...The focus is on improving the response time and enhancing our capability to handle large volumes of data proficiently. The goal is to reduce response time to under 100 milliseconds without compromising data accuracy or integrity. WE WILL PROVIDE A PYTHON SCRIPT THAT CONTAINS MongoDB AGGREGATION PIPELINE Key Responsibilities: - Review and enhance the query performance - Optimize our large volume data handling - Analyze and understand the existing aggregation pipeline. - Identify potential bottlenecks and areas for optimization. - Implement efficient algorithms and techniques to enhance pipeline performance. - Ensure that the script returns data in less than 100 milliseconds. - Test and validate optimizations to ensure accuracy and reliabil...

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    I'm in need of a professional who is fully versed with the ins and outs of cash flow statements. This task ne...with the ins and outs of cash flow statements. This task needs a quick turnaround, with the end product being delivered ASAP. Your task will be to construct a precise cash flow statement including the following elements: - Financing - Operating expenses - Investments The statement must be presented in an Excel spreadsheet format. The ideal candidate for this job would have a solid financial background, good Excel skills, and a keen eye for details. You should be able to handle financial data accurately and be capable of interpreting them in a way that makes sense for my needs. Efficiency and speed are of the essence for this task but the quali...

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    I'm in need of an experienced Power BI expert to assist me in creating daily reports from Excel/CSV files. Key Responsibilities: - Develop daily reports using Power BI, based on data in Excel/CSV files. - Ensure that the reports are insightful, visually appealing, and easy to understand. - Provide assistance in setting up an automated process for updating the reports on a daily basis. Ideal Candidate: - Proven experience in Power BI, specifically in report creation. - Proficient in managing data from Excel/CSV files. - Capable of creating visually engaging and informative reports. - Familiarity with setting up automated daily updates is a plus.

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    ...this turns out well and we enjoy working together, would you like to continue helping with our project? How many hours per week can you put in? What are your week/weekends like? What does success mean to you and how would you make this project a success? If hired, when could you start? Final questions: Typing - please take this typing test and include a screenshot of your results with your past writing examples. What other skills do you have that could help with this project? IMPORTANT: Please include your portfolio and/or any websites you've built in the past. Please include logos you've designed as well. Include any Behance or Dribbble portfolios here: If you have any project links outside of basic wordpress websites that you've built

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    I'm looking for a skilled Excel expert who can create a sales-focused dashboard in Excel. Key Requirements: - Data Visualization: The dashboard needs to present sales figures in an engaging and easy-to-understand manner. - Regular Updates: The dashboard should be designed to be updated monthly, so it should be able to handle new data efficiently. Ideal Candidate: - Proficient in Excel: A strong understanding of Excel's charting and graphing capabilities is a must. - Data Visualization Expertise: Prior experience with creating visually appealing and informative dashboards is highly preferred. - Attention to Detail: The ability to ensure accuracy and consistency in the representation of data in the dashboard is critical.

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