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    2,000 format addresses csv file outlook jobs fundet, i prisklassen EUR

    Unfortunately, I'm facing a difficult issue with a corrupted PowerPoint 2019 file. I need a tech-savvy freelancer to help me recover all elements, including text, images, as well as video and audio content. - Access: I fully own and have access to the corrupted file. - PowerPoint Version: The presentation was originally created with PowerPoint 2019. - Content Recovery: The PowerPoint contains a combination of text and images, video and audio elements, and charts and tables which all needs to be fully restored. Ideal Skills and Experience: Familiarity and expertise with PowerPoint 2019 is absolutely necessary, as well as a background in troubleshooting and file recovery. Knowledge of video and audio formats would also be beneficial. If you're skilled at ...

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    I am in need of an expert to create a comprehensive case study that focuses on the role of a professional community manager within non-profit organizations. The platform of focus is open to your discretion, though proven expertise in Facebook, Instagram, or LinkedIn is preferred. Key project objectives have not been specified therefore the case study should have a balanced outlook on the following areas: - Increasing brand awareness - Improving engagement with the target audience - Generating leads and conversions This project requires: - Proven experience property and/or community management - Strong research and case study development skills - An understanding of non-profit organizations and their specific challenges and opportunities in community management. It's a plus ...

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    I'm seeking a proficient Python developer to augment my existing SMTP sending script. Ideal skills would include advanced Python, SMTP protocol knowledge, and error handling capabilities. The enhancements should include: - Error handling to increase stability and reliability - Attachment support, allowing files to be sent as email attachments - HTML email support, enabling email content in HTML format The script should also be adaptable to SMTP servers that require authentication and support SSL/TLS encryption. While there aren't specific constraints regarding the SMTP server, compatibility with different servers is a significant benefit. Lastly, the script should run smoothly on a Windows operating system.

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    I'm looking for an expert who can summarize and visually represent my data using bar charts. The data is currently in an Excel spreadsheet format. Your tasks: * Derive insightful summaries from the given data to help me understand it better. * Create engaging and understandable data visualization using bar charts. Skills & Experience: * Proficient in Excel and data analysis. * Excellent command of statistical analysis. * Should have a good eye for design as well. * Proficient in creating bar charts and data visualization using other appropriate tools. *Identify and explain why statistical method(s) was/were chosen *Summarized data provide relevancy for research paper publication- identifying P factor etc * Color correct chart/data to maximize presentation Study detai...

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    I am seeking an expert in Oracle BICC and AWS S3 for a new project. The primary task is to assist in the extraction of data from Oracle BICC and transition it to an S3 bucket on AWS. Essential skills and knowledge include: - ...task is to assist in the extraction of data from Oracle BICC and transition it to an S3 bucket on AWS. Essential skills and knowledge include: - Proficiency with Oracle BICC, focusing mainly on data extraction. - Proficient knowledge in AWS, specifically with S3 service. - An understanding of the relationships between PVOs. - The ability to recommend the most suitable data format, since I haven't chosen a specific data format requirement yet. If you have these skills and are interested, I welcome your bid. Please share your previous experience ...

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    More details: What specific changes would you like to make to the logo? Adjust color balance, Enhance details What is the current format of the logo? JPEG What style of design would you like for the updated logo? How it already is

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    I'm in need of an experienced Excel professional who can help me write some basic excel reports. These reports will consolidate information from several sources into one cohesive view, bringing an understanding of non complex data sets at a glance. The required Excel operations include: - Averaging data - Merging information from multiple reports into one Types of inform...include: - Averaging data - Merging information from multiple reports into one Types of information to be processed: - Dates - Names - Current month's dues The reports should be formatted as tables. Ideal candidates should have extensive experience with advanced Excel functions and calculations, and a keen eye for detail in data consolidation. Strong understanding of data layout in Excel table form...

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    HI, I wanted to read vcf files from folder and scrap data fields into csv file 1 file will be add as new row in csv file wanted to scrap fields mentioned in screenshot attached in chat. approx. 19 important fields: as follow 1-Title,2-First name,3-Middel Name,4-last name,5-Suffix,6-company,7-job title,8-file as,9-email,10-website link,11-business phone,12-home phone,13-business fax,14-mobile, for business address 15-street,16-city,17-state,18-zip,19-country

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    Seeking a meticulous data miner for a detailed task. As an Accountant-focused organization, we're looking to expand our database. Here's what I need: 1. Collect contact information, specifically: - Indvidual accountant names - Email addresses - Phone numbers - Mailing addresses 2. Target Accountants as primary industry 3. Only include data from specified postcodes and regions of Queensland, Australia. Ideal freelancers should be: - Experienced in internet research and data extraction - Familiarity with Australian directories/specific websites would be beneficial - Accurate in data entry. As the accuracy of this information is crucial for our outreach, we need your work to be spot-on. If you're detail-oriented, savvy in hunting down elusive on...

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    HVAC/Solar CRM System Development 5 dage left
    VERIFICERET

    We are in need of a skilled software developer to construct a customer relationship software that addresses our essential needs within the HVAC and solar sector. Key functionalities we require include: - Contact management: For a seamless and organized handling of our customer details and relationships. - Sales tracking: To enhance our sales processing, allowing us to measure and improve our performance. - Customer communication: A streamlined and efficient interaction interface with our customers is a must. Experience in developing CRM systems for companies with a user base ranging from 10-50 would be highly beneficial, as would understanding and proficiency in working with similar industries. This insight would ensure the software aligns with our company's needs and proces...

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    I recently acquired a MOV video file comprising an alpha channel which dispenses a relatively undesirable black background. I'm in need of a proficient video editor familiar with either Adobe Premiere Pro, Final Cut Pro, or DaVinci Resolve that can eliminate this nuisance, as I lack any availability of these software tools. You'll be charged with presenting the final output in MOV format, and the entire video—from start to finish—should reveal zero background insecurities. Please test that no areas of the video character have been removed along with the background. Final result will need to show above a background. Key skills and experience required: - Advanced proficiency in Adobe Premiere Pro, Final Cut Pro, or DaVinci Resolve - Background remova...

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    I am seeking a proficient programmer to develop a Google Sheets script or function capable of automating the process of comparing data from one column with information extracted from a PDF file. Specifically, I require assistance with the following tasks: Data Extraction: Extracting relevant data from a PDF file. Data Comparison: Comparing the extracted PDF data with information stored in a specific column within Google Sheets. Automated Data Entry: Automating the process of inputting specific values into designated cells within Google Sheets based on matches between the PDF data and Google Sheets data. Serial Number Assignment: Implementing a counter to assign serial numbers based on the order of products listed in the PDF. For instance, the first product listed in the PDF ...

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    Need photo editor with experience in background removal: - Removing background from 90 images - Retain photo quality - Convert from JPG to PNG format Ideal candidates will have a demonstrable track record with photo editing and specifically background removal. Subsequent work (which includes another 120 images) will be sole-sourced to you. IMPORTANT: WHEN APPLYING FOR THIS PROJECT, PLEASE REMOVE THE THE BACKGROUND FROM THE PROVIDED IMAGE AND PROVIDE THIS AS YOUR WORK EXAMPLE.

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    We need someone to take the attached letterhead and format it so that the graphics are positioned permanently on the letter. The way it is now is that a text box is made with the graphics to position around the page, which becomes problematic if you need more than 1 page. We need the graphics positioned and the bottom to be placed in the footer to show up on each page like on proper letterhead.

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    Creating Open File 5 dage left
    VERIFICERET

    I do have the Pdf file but I lost the open source so I need someone to recreate the file for me thats it

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    I'm in need of an experienced 3D artist for creating highly detailed, realistic 3D renderings of 8 styles of work boots. The primary use of these renderings will be for marketing and advertising. Therefore, the level of detail needs to be high enough for close-ups and keen viewings. Ideal Expe...detail needs to be high enough for close-ups and keen viewings. Ideal Experience - Extensive experience in 3D rendering, specifically for detailed items like shoes. - A strong portfolio of realistic 3D renders. Expectations - Utilising the provided boot style designs to create ultra-realistic 3D models. - Ensuring high resolution for clear close-up shots. - Delivering the final 3D renders in a format suitable for marketing and advertising uses. See the attached example of the shoes ...

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    Create an editable 2-sided game card template size 89x127 mm (89mm + 6mm bleed) X (127mm + 6mm bleed). It needs to be in a CMYK printing color format. The card has a logo on the front, a title, and a section to include text information. The back will have a title, logo, and two editable text boxes, as the attached formatted card depicts. The attached template is just that. I am open to cutting-edge ideas. The colors are maroon, black and white. The black should have a marbleized look. I am setting the contest for two weeks but will close it down as soon as I get something I really like.

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    ...panels are to go on the back wall of a booth at the conference. We are a wine broker and design is to be related to that. screenshot attached is a rough design of what we would like in terms of what needs to be written on the panels and flags used. but please let your creativity run free to design something eye catching Here are the specifications and requirements: Design Specifications: - File Format: Adobe AI, in CMYK mode with all text outlined. - Resolution: Set to 300dpi. - Specific Panel sizes: - Panel 1: 990mm W x 2440mm H. - Panel 2 & 3: 970mm W x 2440mm H each. Design Elements: - Include our logo and branding as stated in our materials. - Incorporate wine images and descriptions from screen shot - use any design layout you like as long as they match ...

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    I'm seeking a proficient 3D modeler to create a medium-resolution human skeleton hand model, which will be posed to tightly grip a lamp fixture that I've designed. Key details include: - The final 3D model should be delivered in .STL format. - The skeleton hand must be of a medium resolution, suitable for general use. - The hand has to be articulated in a way that it's tightly gripping the lamp fixture. Ideally, I'm looking for someone with experience in anatomical 3D modeling and a solid understanding of posing. Your portfolio with previous relevant works will greatly support your application. I designed a cap that goes on top of a crystal skull bottle like the picture. It is 2 parts with a tube for the wires that I might make shorter. I need the hand to g...

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    As the owner of a WordPress-based platform,...use of a license key. -Need C# Demo Application To Test The Server Functionality. -We Already Have WordPress Site With User Login and Payment Integration so this need to work with that - Reporting & Analytics: Observing user habits and drawing insights from user behavior is a core requirement. The system should be able to gather data from licenses and present them in a simple, understandable format. Ideal Skills and Experience: - Proficiency in WordPress systems and software licensing. - Strong understanding of both license management systems and analytics. - Aptitude for creating intuitive, user-friendly interfaces. - Solid experience in system security to ensure user data is well protected. - Proven track record with similar ...

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    The import from an URL is automated in WordPress with cron and custom plugin. It is not working anymore and it needs to be updated.

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    Application should optimize cost of transportation for the company employees. Based on demand for a specific date which departments of company are working, it should provide th...a specific date which departments of company are working, it should provide the list of people who are most cost-effective to transport to destination. There are predefined bus routes with addresses of employees. Based on this information application should provide list of names, which employees should be working on that day and provide, which lanes should be active, keeping in mind the cost effectiveness. Cost-effectiveness can be calculated based on mileage on the route and the number of routes (buses). At the moment all that is present in excel, but it can be modified and delivered in whatever format...

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    As a team in need of a skilled TailwindCss & AlpineJs developer, our project requires a comprehensive touch in three key areas: • Styling and Layout: We believe the overall outlook of our site would play a significant role in retaining our visitors. Therefore, we are looking for someone who can create visually captivating designs with elegant and modern aesthetics. Your primary task is to develop a striking frontend design with TailwindCss. • Interactive Components: Our project demands an interactive platform for better visitor engagement. You will be required to create dynamic elements using the alpineJs framework - navbars, pop-ups, slide-ins, among others. • Responsive Design: With mobile users constituting a significant portion of internet users, we need ou...

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    I am in need of a graphic designer who can create an appealing brand identity targeting business professionals. The goal is t...professionals. The goal is to set a unique, professional, and captivating image that resonates with this demographic. Key Responsibilities: + Designing a consistent and impactful brand identity that communicates our values. Required Skills & Experience: + Proficient in major design software + Demonstrable experience in brand identity design + Ability to present brand design in a professional format + Understanding of what appeals to business professionals. Preference will be given to those with a portfolio featuring related projects. We need a blend of creativity and professionalism, making our brand stand out. If you believe you are a good fit,...

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    ...commands. The first part of the document would be the content of this page : , acting like a kind of menu. The second part of the book would be for each command the details you get when clicking to "voir la fiche complète". Attention points : - keep color code for text, but background should be white as it is intended to be printed - Other format should be kept as well : italic, usage of tables, ... - I just want the text of the commands, other content from the page should be excluded (publicity, menu on the left, ...) - images should be kept as well - create a page break for a new detailed command - keep the alphabetical order of the commands Skills required for this task include: - Pro-efficiency in Microsoft Word, particularly with

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    ...syntax, and ensure the narrative is clear, flows smoothly, and engaging. • Full APA Formatting: I require comprehensive adjustments to the APA format. Therefore, a solid understanding of APA formatting principles is ideal. Knowledge in science field and a strong proficiency in English are essential. Prior experience in academic editing and proofreading is desirable. My instructor said it is not written in APA format. This is what she wrote: The paper was not in APA format. I recommend that you review the APA Formatting Tutorial also. The link is here: Your paper is not written in APA format?????....

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    I have a project requiring the expertise of a forensic audio specialist. The crucial tasks include: - Enhancing the quality of the sound, - Identifying voices in the audio, - Reducing the noise to extract criti...have a project requiring the expertise of a forensic audio specialist. The crucial tasks include: - Enhancing the quality of the sound, - Identifying voices in the audio, - Reducing the noise to extract critical information from the recording. The original format of the audio files is WAV, which should be preserved during the processing phase. Also, please provide a written transcript of only the key conversations extracted from the enhanced audio. For this task, proficiency in audio forensic software, experience with the WAV format, and excellent transcription ...

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    Corporate PPT Overhaul 5 dage left
    VERIFICERET

    I have a basic PowerPoint presentation, which requires a complete redesign with a fresh corporate outlook. Ideally, the project's purpose: - Transitioning the PowerPoint from a basic to a corporate style - Ensuring it communicates effectively with potential clients Experience in corporate presentation and understanding the nuances of B2B communication will be highly beneficial. Proficiency in various tools and features of PowerPoint is necessary for delivering the desired output.

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    I'm looking for a skilled designer who can convert two of my menus into PSD format rapidly. This project is crucial as it revolves around transforming the menus to unveil a more visually appealing appearance. Ideal Skills and Experience: - Proficient in Photoshop - Previous experience in converting files to PSD - An eye for design and good aesthetic sense - Able to work quickly without compromising on quality Additional Information: - Dimensions and resolution requirements were not provided, freelancer's professional judgment on this matter would be appreciated. - The project needs to be completed ASAP. - Please provide a timeframe for project completion in your bid. Looking forward to working with an efficient and creative professional!

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    Amazon Ebook Format 5 dage left
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    I need an amazon ebook expert to convert my book which is in a word file and I want to upload in Amazon as an ebook. I need cover for the ebook as well. The book has 2 pages only

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    Objective: Enhance a series of six pre-edited photos by adding a "hood" to the certifier depicted in each, ensuring the attire aligns with cleanroom standards. The focus is on integrating the hood into the certifier's appearance in all photos, which have been previously modified for background and foreground variations. The final edited images are required in PNG format to maintain quality and transparency standards. Background: These images are vital for our marketing efforts, aiming to showcase our adherence to cleanroom protocols and attention to detail. The addition of the hood is essential for both authenticity in depicting the cleanroom environment and for privacy considerations. Requirements: Hood Addition: Use the provided reference photo to accurately rep...

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    ...at least 3 primary research articles and provide a critical review on each one, the research design used, and how the study findings answer the above question. The aspects of cognitive function to focus on include: - Memory improvement - Attention enhancement - Language improvement This task should be completed within 2 weeks. The word count is 2500 words and should be referenced in Harvard format. Ideal applicant should have: - Expertise in medical research / medical literature review - Knowledge of paediatric brain injuries and effect of music therapy - Skills in academic writing and citation styles. Your role involves careful and systematic search, selection, evaluation and interpretation of high-quality research articles. If you possess these skills and expertise, ...

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    I need a savvy designer to create a modern and appealing logo for my business, Paraliya Import&Export&Tobacco. We operate in the Import, Export and General trades industry. Important aspects to feature: - The primary products we offer: Regular cigarettes, electronic cigarettes and hookah honey. - Logo needs to be modern and professional, evoking a sense of trust,...reliability and quality. Ideal freelancer will have: - Strong graphic design skills - Experience in logo creation - Knowledge of current design trends - Understanding of import/export industry would be ideal, but not necessary. Once the initial designs are submitted, I will provide concise feedback and potentially request revisions. The finalized logo would need to be in a high-definition format with trans...

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    ...contacts/company) - CEO - COO - CSO - Contact details must comprise of: - Contact Name - Company Name - Company Website - Email address It's expected the individual undertaking this task will have robust skills in web research and data entry with a high degree of accuracy. In addition, familiarity with the Biotech industry will be advantageous, as well as confidence in verifying email addresses with high accuracy. This is not just about quantity. It is fundamental every entry is highly relevant and correct. The main aim is to have a detailed, precise, and quality database at the end of this project....

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    Hi I would like a mac-compatibe Python script that will work as follows I would li...would like a mac-compatibe Python script that will work as follows I would like a python script that does the following 1- allow me to upload a csv including a long list of URLs ex: 2- visit each URL in the list, and extract all the brand names found on each URL 3- output a csv file with Column A = root url Column B = list of brands found, separated by comma NOTES: the script should work on MAC the script should show progress of how many URLs it processes while running. the output file name should be ex: inputfilename.csv-completed-YYYY-MM-DD-time

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    52055 - Web Image Scraping 5 dage left
    VERIFICERET

    is a Laravel PHP application for booking office space rentals. To provide investors and beta testers with a working version of the software, we require the current listings to be populated with images. The purpose of this is achieve a Minimum Viable Product (MVP) of this appl...The current staging url for the desktop version is: We are seeking an experienced and creative Data Research specialist to compile a catalog of images for each of the categories of listings on our website. There are currently fourteen (14) categories and we require 50 different images per category. Image Guidelines • No larger than 300kb in size • JPG or PNG format only • Must be photographs, not vector images • Landscape orientation Project Code Word: UNEXPECTED

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    Trophy icon digitalise picture in pdf format 1 dag left

    re do the drawing don't just scan it please, if its scanned I reject instantly I need the following picture to be digitalised so I can print it on garments, make the lines sharp and everything very clear because it will be printed in small, a few cm the main ideea for this picture is that those 4 items go together in a factory inside a machine (if its not clear) thank you very much and good luck to everyone

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    ...each batch in order to maintain traceability both in terms of cost and material origin Pouching Department This Department has two types of machines. 2 head and 4 head. Depending on the SKU the supervisor chooses which type to Pouch the batti in. Currently there are 8 machines 4 - four head, 4- two head. These are counting and packing machines. A sample manual report being maintained in excel format will be shared. Each Worker is paid on the pouched quantity in RB quantity ( not dipped quantity ) one worker per machine. Wage is calculated on a contractual rate decided as per SKU, if workers dont reach a minimum wage it is supervisor decision to give minimum daily wage or not. Stock of pouched batti is required. In kgs. The amount of batti pouched is deducted from dipped batti ...

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    ...**Responsibilities:** - Layout and design of 100 trading cards using Adobe InDesign. - Incorporate supplied content for each card, including text and images, ensuring alignment with the provided design specifications. - Efficiently manage and import data from a provided CSV file to streamline the content placement process. **Requirements:** - Proven expertise and proficiency in Adobe InDesign. - Ability to work swiftly and accurately under tight deadlines. - Experience with data merge or similar functionalities in InDesign to handle content from CSV files. - Strong attention to detail and ability to follow design guidelines meticulously. - Ability to communicate effectively and promptly, providing regular updates on progress. **Project Timeline:** This is an urgen...

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    I am seeking a professional graphic designer to create a captivatin... Striking a balance between these elements to represent the spirit of our community is essential. - Colors: The logo should meld shades of red and yellow. - Design: Creatively employ symbols of hills, mission bell, barn swallows, and flowers in the design. Abstraction without losing the identity of these elements is appreciated. - Formatting: The final files need to be delivered in a scalable format, such as .eps, so that they can be used in various sizes for multiple applications. A portfolio showcasing similar work, particularly with HOA or community logos, will be given priority. Better still, if you could incorporate flora and fauna in logo design. Looking forward to unique and exciting designs! Our budget ...

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    ...the user. 2. Transition to full screen view: My paramount concern is the interactivity with the user; when a photograph is selected, it should expand to fill the screen. When deselected, it should smoothly transition back to the initial layout. The transition effect is key to ensure seamless user experience. 3. Grid layout: For optimum presentation, all photographs should be laid out in a grid format. Skills and experience: - Proficiency in web development, particularly in creating interactive and aesthetically appealing designs. - Experience with transition effects and importance of user interactivity. - Strong understanding of grid layout design. The chosen candidate should be able to deliver a polished, fully-functioning webpage that does justice to my art pieces by displayi...

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    Ethics Exam Content Creation 4 dage left
    VERIFICERET

    I urgently need a skilled writer to construct a practice and ethics exam in a multiple choice format. The project involves reading and fully understanding provided PDFs. The comprehension of these documents is crucial in developing the insightful and accurate questions that the exam requires. Ideal Skills and Experience: * Proven experience in educational content development * Ability to produce content urgently * Excellent comprehension skills * Knowledge or experience in ethics would be an advantage

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    Graphic Designer -- 4 4 dage left
    VERIFICERET

    Looking for a professional graphic designer for several projects starting of with a one pager A5 format clean, minimalistic design. ANyone that applies should show at least 3 minimalist modern designs from scratch that they made besides the freelance rportfolio

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    ...system that utilizes SMS, WhatsApp, and email to distribute clickable CSV links to my clients. This project involves accessing Surveymonkey's API, appending it with a system that can dispatch the links via the preferred mediums, and creating clickable CSV links for better user experience. Key features the system should include: • Integration with SMS, WhatsApp, and Email systems • Capability to send clickable CSV links to my litigation firm's clients • Enablement of feedback collection via an email notification Ideal Skills and Experience: • Significant experience in Surveymonkey API integration • Proficient in developing systems for automated SMS, WhatsApp, and email messaging • Savvy in creating and managin...

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    I am in need of a seasoned translator to transition my technical documents from English to German. The project involves: - Dealing with intermediate level industry-specific language. - Precise translation of technical terms and concepts. - Formatting the translated documents to mirror...industry-specific language. - Precise translation of technical terms and concepts. - Formatting the translated documents to mirror the original design. Ideal candidates would have the following skills and experience: - Fluency in English and German. - Experience with technical language translation. - Proficient in the use of various formatting tools. A keen eye for detail and maintaining the original format integrity are highly appreciated. To start I have 2 documents of a total of 825 words to ...

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    I'm on the lookout for an experienced typist proficient in transcribing a variety of document types into a digital format. The scope falls under these three document categories: - Word Documents - PDF Documents - Handwritten documents The document lengths are fairly short, averaging less than 10 pages each. Content is straightforward, without any advanced symbols or technical jargon, hence typing will mainly involve basic text data. Ideal Skills: - Fast and accurate typing - Proficiency in Microsoft Word and Adobe PDF - Attention to detail Experience: - Proven track record of handling similar transcription or data entry tasks - Excellent reviews from previous clients in related work areas If you think this matches your qualifications, feel free to place your bid. Let&...

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    I am in need of a skilled typist to accurately transcribe content from a PDF to a Word document. The task requires impeccable attention to detail as I require the exact format replicated. Here are my project requirements: - Conversion of text PDF document into a Word file. - Maintain exact format from original document. - No tables, diagrams or images need transcribing, only text. Ideal candidate will have: - Proven experience in copy typing. - Proficiency with Microsoft Word. - A sharp eye for detail to ensure accurate formatting.

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    I am in need of a proficient Data Analyst skilled in Data Visualization and Descriptive Statistics. An ...understanding and interpreting data from various sources. Key Project Requirements: - Proven experience in delivering data interpretation through Visualization techniques. - Proficiency with Descriptive Statistics, adept at summarizing the main features of the collected data. - Experienced in working with multiple data sources. Data in the following formats will be utilized: - Excel Spreadsheets - CSV Files - Online Databases Ideal candidate should be detailed-oriented and able to accurately interpret and present complex data sets. Your role would significantly influence important business decisions and strategies, so it’s crucial that information is accurately and clea...

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    Dear Freelancer, we are looking for somebody to export mail addresses (roughly 800) from an Intranet Webpage into excel. Kind regards,

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    I am looking for an experienced data analyst who is well-versed in PySpark to clean up a medium-sized dataset in a CSV file format. The file contains between 10k-100k rows, and your primary role will be to: - Remove duplicate data entries - Deduplicate the dataset - Handle missing values - Aggregate the resultant data Your proficiency in using PySpark to automate these processes efficiently will be critical to the success of this project. Therefore, prior experience in handling and cleaning similar large datasets would be beneficial. Please note, this project requires precision, meticulousness, and a good understanding of data aggregation principles.

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