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    2,000 magento import csv associated products jobs found, pricing in NZD

    I'm looking for a Python expert who can help me preprocess and normalize a CSV dataset for a machine learning project. Key Responsibilities: - Loading the CSV dataset - Adjusting timestamps - Merging data from a single file - Normalizing the data using Min-Max scaling Ideal Skills and Experience: - Proficient in Python programming - Solid understanding of data preprocessing techniques - Experience with handling and merging large datasets - Familiarity with statistical analysis and machine learning modeling This project is crucial for setting a solid foundation for the subsequent machine learning analysis. The freelancer who takes on this role should be able to execute these tasks accurately and efficiently, with a strong eye for detail.

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    I'm on a pursuit for a skilled freelancer who can methodically add physical products to my Shopify store. All necessary details and images for each product will be provided by me. Ideally, you have a handle on working with products that offer more than three variants. An understanding of this niche can be significantly advantageous. Skills and experience ideal for this job: • Proficiency in Shopify inventory management • Eye for detail • Experience working with products with more than 3 variations Given your expertise and my guidance, this could swiftly surmount to a successful project. If you have any queries, feel free to ask. Let's launch an irresistible product range together!

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    I'm looking for a skilled Python developer to help me with a scraping project. I need to extract specific product data from a website's table. Skillset: - Proficiency in Python and Scrapy - Experience in web scraping - Familiarity with handling web popups The website ( web popups The website () contains a table with important product information. For each product, I need the following details scrapped: Certificate Type Certificate Number Product Type Organization Name Country Issue Date Expiry Date in addition to Product Details Brand Model Description Barcode The data should be saved in a CSV file. There are no specific rules or requirements to be followed during the scraping process.

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    ...Spanel dll, maintenance website, mempercepat loading speed website, debug sistem, revamp website, membuat company profile, blog, ecommerce, news portal, forum, salespage, landing page. Convert PSD to HTML (Slicing + Responsive Layout All Device), menguasai CMS wordpress (13th), Woocommerce (pengalaman 11th), plugin wordpress, blog Wordpress, CMS online shop opencart (pengalaman 11th), CMS Ecommerce Magento (pengalaman 6 tahun ), framework CI, php native. Selain develop website, Saya juga bisa membantu website dengan mengoptimalkan SEO User Friendly. Menguasai DIgital Marketing, Google Analytics, Google Map Business, Google Ads, Google Adsense, Facebok Ads, Instaram Ads, Menguasai Search Engine Marketing (SEM), Mengusai Social Media Marketing (SMM) Menguasai Social Media Optimizat...

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    ...Extracting information like player statistics, team standings, draft results, transactions (trades and adds/drops), weekly schedules (head-to-head matchups by week), weekly lineups, scoring settings, and league settings The Yahoo API Endpoints you'll need to use as inputs to derive the above data extracts for a particular league are: - the associated League ID (each league created by Yahoo is given it's own unique ID that a league member can provide) - the associated Game Key (there is a unique Game Key provided by Yahoo by fantasy sport and by year) - I have an online resource that outlines the baseline setup for what is required to leverage the Yahoo API, so can provide that I'm looking for a programmer who has experience in web scraping and working with...

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    I need to ensure that the last login data is associated with the correct user ID in my Node.js website. This issue is causing a concern for user privacy and data security. The problem is not related to the session management as the user IDs remain the same. It seems to be an error in the data assignment logic. - Fix the last login data assignment issue - Ensure data is assigned to the correct user ID - Confirm the privacy and security of user data are maintained - Implement the solution within 24 hours Ideal Skills: - Proficient in Node.js - Experience with session management in web applications - Strong understanding of data assignment logic - Knowledge of best practices in user privacy and data security This is an urgent task, and I need a reliable and experienced professional ...

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    I'm seeking an experienced data extraction specialist to scrape both HTML and text files for specific data. Particulars to look for will involve the text content within thes...specific data. Particulars to look for will involve the text content within these files that follows a mixed format structure so would require vast knowledge and understanding of both table format data and paragraph-style data. Key Skills and Experience Required: - Strong abilities in web scraping - Adept with HTML, text parsing - Knowledge of data formats and how to transform data - Proficient in CSV file generation. We need a comprehensive extraction that maintains the integrity and accuracy of the data. As these files do come in multiple formats, versatility and attention to detail are paramount o...

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    I'm in need of a software that can handle all my accounting needs, as well as the management of employee-related tasks. Here are the specifics: - **Expense Tracking:** - Automatically import expenses from bank statements - Generate detailed expense reports - **Payroll Management:** - Calculate salary, deductions, and taxes for each employee - **HR Functionality:** - Manage employee profiles and contact information - Store and retrieve employee-related documents The ideal candidate should have extensive experience in developing accounting software, payroll systems, and HR management tools. The software should be comprehensive, yet user-friendly, with a focus on efficiency and accuracy. Prior experience in handling Arabic language requirements is a plus.

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    I'm seeking a talented animator to build a 3D cartoonish animation for my agricultural products, specifically crops. Great comprehension and execution of cartoonish style is required, along with a good understanding of how to portray the unique characteristics of various crops in a 3D environment. The successful candidate will have: - Strong experience in 3D animation. - A portfolio showcasing cartoonish animation style. - Knowledge in agriculture, especially crops. This project offers an opportunity to apply your creative skills to breathe life into illustrations of our products. This is your chance to provide a unique perspective on presenting agricultural products, more specifically, crops.

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    ...specifically tailored to secure financing and government approval for a real estate project. Key Aspects: - Market Analysis and Trends: The document should provide a thorough examination of the target market's demographics, a comprehensive competitor analysis and an in-depth look at supply and demand dynamics. - Risk Assessment and Mitigation Strategies: I need someone who can analyze potential risks associated with the project and suggest effective mitigation strategies to counteract them. - Projected Financial Performance: The document should include detailed financial projections for the project, outlining expected returns and potential challenges. Ideal Skills and Experience: - Extensive experience in financial analysis, particularly in the real estate sector. - Stro...

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    I need a Photoshop expert who can create highly detailed product label mockups for my food and beverage website. Key Requirements: - Create highly detailed, customizable product label mockups for food and beverage items. Ideal Skills and Experience: - Proficient in Photoshop with a demonstrable portfolio of similar work. - Strong background in designing product labels. - Experience in creating mockups for eCommerce websites is a plus. - Knowledge of food and beverage industry is a bonus.

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    Product sourcing 5 days left

    ...contact details for the selected suppliers, including email addresses, phone numbers, and any other relevant contact information. 4. Lead Time Assessment: Obtain information on lead times for production and delivery from each supplier to assess their ability to meet our project timelines. 5. DDP Pricing: Request and gather DDP pricing from each supplier, including all costs associated with production, shipping, and import duties, to ensure transparency and cost-effectiveness. Deliverables: - A detailed report listing three verified suppliers for the specified product category, including their contact information, lead times, and DDP pricing. - Documentation of the supplier verification process, highlighting key criteria used to assess supplier reliability. - Any additiona...

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    I am launching an e-commerce business and need a website built specifically to sell less than 10 categories of physical products. I'll provide high-quality images for each product but I'll need assistance with crafting compelling and persuasive product descriptions. Your creative writing skills will be in high demand for this project. If you have experience with SEO product descriptions for e-commerce sites, it would be ideal. Understanding of e-commerce website design and development, user-friendly layout, and easy navigation is also crucial. I'm looking forward to collaborating with someone who can; - Design a clean and modern e-commerce website - Write engaging and SEO-friendly product descriptions - Manage website functionality to smoothly handle transactions.

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    I'm seeking an experienced Excel professional to assist with a small data entry project. Key Responsibilities: - Data entry with formulas: You should be proficient in Excel and comfortable working with spreadsheets that require formulas. - Handling digital data: You will be provided with data in a digital format, likely an Excel or CSV file. Ideal Skills: - Advanced Excel skills: You should be well-versed in Excel, particularly in data entry and formulas. - Attention to detail: Precise data entry is crucial for this project. - Efficient and organized: I'm looking for a freelancer who can manage their time and workload effectively. Please note that this is a straightforward project with no requirement for data analysis or visualization. A high level of accuracy and ef...

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    This is my website link I have used "Classima – Classified Ads WordPress Theme" theme. I want to upload date from xls sheet. Excel attached for your reference. Raduus Theme is not providing support and they only provides category and location import options. Can you help me to import data

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    I need a bash script that can import and export data from my database to CSV files. Ideal candidate should be able to: - Create a bash script that can effectively import and export data - Have experience working with database management systems such as MySQL, PostgreSQL, or MongoDB - Ensure that the script securely creates user accounts and manages their access to the database. The script will be used for daily database management tasks, so it needs to be reliable, secure, and efficient.

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    I'm looking for a seasoned Python developer who can assist in two main areas: - Creation of PowerPoint presentation using a CSV data file - Automate the process via a public URL to upload the CSM file Creation of Powerpoint Presentation The CSV file will feature data-points in columns. A powerpoint presentation template will be provided for reference. The graphs and tables should be present as per the data-points present in CSV file. Automating the Process This is the secondary part of the job. Once we have are successfully able to convert a CSV data in PPT format, we should create a public secured link to upload the file. It should be auto-converted and file should be ready for download. The ideal candidate should be a proficient Python Developer wit...

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    I have an protected password .mpz format that I need to have the program can unlocked and converted into a readable format, preferably Excel or CSV. - The file contains both textual and numerical data, so I need the converted file to maintain this integrity. - I intend to use the data primarily for reporting purposes, so it is essential that the conversion is accurate and all data is preserved. I'm seeking a skilled professional with experience in file format conversion and data handling. The ideal freelancer should be proficient in Excel and adept at handling mixed data formats. This project is crucial and I'm looking for someone who can deliver a high-quality and precise conversion.

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    IT Services KPI Survey Design 5 days left
    VERIFIED

    I'm in need of a skilled survey designer to help me create a structured questionnaire that'll measure the success and efficiency of our IT services. Key Requirements: - Create a comprehensive survey that includes various KPIs relat...areas like response time, uptime/downtime, and customer satisfaction. - Ensure the survey is structured in a way that it can be deployed on a monthly basis - The survey should be easily understandable by the respondents and generate actionable insights for our IT team. Ideal Skills and Experience: - Proficiency in designing surveys with a focus on KPIs - Knowledge of IT services and various KPIs associated with them - Experience in designing reports for IT service performance - Ability to create clear and concise questions that will yield m...

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    I am seeking an adept web developer who could design and create an e-commerce platform. This website is aimed at the general public, specifically for the selling of physical products. As the ideal candidate, you should: - Have a strong understanding and experience in e-commerce website design and functionality - Know how to make a site appealing to the general public - Have a successful history of creating platforms for selling physical products online Your grasp of how to optimize seller and buyer interaction will be crucial. Portfolio showcasing previous e-commerce projects you have successfully completed will be highly regarded. Your creativity, initiative and technical expertise will turn this project into a success. I look forward to working with you.

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    I need a talented social media influencer to create compelling content and promote my new cushion range on Instagram and Facebook. Key Details: - Ideal influencers would have a following made up of parents, home decor enthusiasts, and home owners. - The ultimate goals are to increase brand awareness, drive sales, and encourage user-generated content. Required Skills: - Experience as a social media influencer particularly in the home decor sector. - Proven track record of successful promotions and sales generation. - Strong content creation and audience engagement skills. - Familiarity with Instagram and Facebook platforms.

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    I need a Blender expert to import the Textures I downloaded from my Turbo Squid account for the product (please see what i currently have vs what It should look like). I've had a play around myself with nodes etc, but I'm relatively new to the software and haven't had much success bar the buttons in the middle. I have all the textures as a .tif, I just need them importing and correctly set up so they look the same when rendered.

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    I need a tool that extracts specific content (text and images) from PDF files and adds this data into a CSV file under designated headers. Key Requirements: - The tool should be designed specifically for Windows OS. PDF Data Extraction: - Need the tool to extract both text and images from the PDFs. CSV Insertion: - The extracted data should be sorted correctly under their respective column headers in a CSV file. Consistent PDF Structure: - It is important that the tool can handle data extraction from PDFs with a consistent structure. Ideal Skills and Experience: - Proficiency in developing Windows-based tools. - Experience with PDF data extraction. - Familiarity with CSV file manipulation in Python or related languages.

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    I'm looking for a skilled software developer to create a Windows-compatible software application. This software should be specifically tailored to help my sales team improve their performance a...with Windows. - Integration: There's no need for the software to be integrated with any existing systems, so you can focus solely on creating the best software for our sales team. - Data Input: The software should have the capability to import data from Excel/CSV files. This method will facilitate the input of sales data and make the software more user-friendly for our team. Ideal Skills and Experience: - Proficient in Windows software development. - Experience in creating software for sales teams or incentive calculation. - Familiarity with Excel/CSV data import...

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    ...the left and right at the bottom of the case. Adjust Height: Make sure they protrude 15 mm above the case. Finalize the Design: Fine-tune the model: Use the Inset tool to create more detailed edges and shapes. Add fillets and bevels to smooth out edges. Check for Accuracy: Measure and ensure all dimensions are accurate using the MeasureIt add-on in Blender. Additional Tips: Use Reference Images: Import reference images of the AirPods Pro 2 and charging case to guide your modeling. Regularly Save Your Work: Save iterations of your model frequently to avoid data loss. Next Steps: If you're not familiar with Blender or need a skilled 3D artist to complete this task, you might consider hiring a professional. Platforms like Upwork, Freelancer, or Fiverr have many 3D artists prof...

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    I'm looking for a capable developer to help me reorganize the layout of phpMyAdmin by utilizing CSS. Key responsibilities: - Rearrange the layout of the phpMyAdmin interface to suit my preferences and needs & upload CSV file. Ideal skills and experience: - Proficiency in PHP and CSS - Experience with phpMyAdmin or similar database management systems - An eye for design and user experience - Ability to understand and implement user requirements into the interface

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    I am looking for a capable freelancer to develop a chemical reaction generation model. The goal is to do retrosynthesis, so basically predicting reactants from every SMILES product on my test data. You can use whatever you want(pre trained models or you own script)

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    It is necessary finish a web application in python + django regard the statistic of stocks. So it is necessary: some fetaures of some filter; -. make some change to mysql database and api to datafeed. -. verify the formulas and add some features; -. make better the design. - create an admin page with security login and import stocks manually. Please answer only if you can show similar experiences

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    As a business owner, I'm looking for a competent Xero data entry specialist to handle my bank transactions. Key Responsibilities: - Transferring bank transaction data from the exported CSV file into Xero - Correct categorization of all transactions as per Xero's standard chart of accounts Ideal Skills: - Proven experience with Xero and bank transaction data entry - Knowledge of Xero's standard chart of accounts - Attention to detail and accuracy in data entry - Good communication skills to clarify any uncertainties Please provide your relevant experience and availability for this task.

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    I am looking for an expert in Python programming to assist me in the creation of a multi-timeframe indicator merge. The project entails the merger of the 4hr, 1hr, 15min, and 5 min timeframes while including specific indicators, namely Moving Average, Relative Strength Index (RSI), ADX, and Webslingers. To make info... To make informed bids, it's important to note the following: Ideal Skills & Experience: - Extensive knowledge in Python programming - Proven experience in financial analytics - Expertise in working with listed indicators Project Requirements: - Code the multiple timeframes using Python - Integrate the Moving Average, RSI, ADX, and Webslingers indicators - Generate the deliverable output as a CSV file Please feel free to inquire if you need more clarificat...

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    I'm seeking a skilled graphic designer to create a modern and sleek logo for my black car limo service. With a preference for a minimalistic design, the logo should concentrate on the company initials, embodying the sophistication and luxury associated with my business. The color scheme should stick to a traditional black and white, reflecting our brand identity while maintaining a professional aesthetic. Key requirements: - Expertise in graphic design and logo creation - Proven experience in developing modern and sleek designs - Ability to effectively incorporate company initials into the design - Adherence to a traditional black and white color scheme - Strong portfolio demonstrating the above Your creativity will be pivotal in the creation of a logo that leaves a lasting ...

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    I need a modern, eye-catching and easily recognizable logo for my brand. Key Requirements: - The logo should have a modern design that aligns with current design trends. - It should be bright and bold, delivering a fresh and dynamic feel. - The main purpose of this logo is brand identification, so it needs to be memorable and easily associated with the brand. Ideal Skills and Experience: - Proven experience in designing logos for brands, with a modern and bold style. - A strong portfolio showcasing similar, successful projects. - Good understanding of branding and the ability to create a logo that conveys the essence of a brand. I am open to various creative ideas, so feel free to bring your unique perspective and expertise to the table. Looking forward to seeing the great desi...

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    I'm in need of a proficient developer to create a comprehensive computer (in a network) probe software compatible with Windows and Linux. The software should have the following key features: 1. find systems in a network and log details to a CSV file/db table. hostname, ip addresses , mac address etc along with hard disks ,os,version etc. 2. find applications installed in the computers Ideal Skills & Experience: - Prior experience in developing network monitoring and security auditing software. - Proficiency in programming languages suitable for cross-platform development. - Strong understanding of network protocols and security standards. - Experience with compliance monitoring tools and techniques would be an added advantage. Please include re...

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    I'm in urgent need of a detail-oriented freelancer who can assist me with enriching the data in a CSV file. This file contains information on over 6000 Fast-Moving Consumer Goods (FMCG) products, including product titles and barcodes. Key Tasks: - Go through the CSV file: Identify each product's title and barcode. - Search for the product image online: Using the product title or barcode, find a suitable image of the product. - Download the image: Save the image to your local system. - Organize the images in folders: Each image should be saved in a folder named after the product category. - Rename the image files: Each image should be renamed to match the product’s barcode with a .png/.jpg/.jpeg extension (e.g., ). Ideal Candidate: - Proficient in dat...

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    I'm looking for an experienced Python coder to tackle two key aspects of my project - data analysis and automation. Here's a breakdown of the requirements: - **Data Analysis**: The primary task involves analyzing datasets in CSV format. The selected candidate should be adept with NumPy, able to make sense of the data and derive meaningful insights. - **Automation**: The second crucial aspect is automation. I'm looking to automate certain processes in my project that involve database queries. Proficiency in Django will be necessary here. Ideal candidates for this project would have: - **Strong Python Skills**: You should be well-versed with working on data analysis and automation tasks using Python. - **Experience with NumPy & Django**: Proficiency in these fra...

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    I'm in need of a comprehensive and user-friendly online store design that will cater to the needs of both homeowners and renters. Specifically, the shop will feature a variety of home products related to water, including water filters, faucets, and shower heads. The challenge lies in ensuring the design is appealing and intuitive for a diverse audience, as well as the seamless integration of an e-commerce platform. Key Requirements: - Aesthetically pleasing and modern design - Intuitive user interface that maintains simplicity - E-commerce platform integration - Responsive design for mobile devices Ideal Skills & Experience: - Proven experience in e-commerce website design, especially in the home product niche - UI/UX design expertise, with a focus on user engagement and ...

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    Clo 3D help with an animation 4 days left
    VERIFIED

    I have import an avatar with an animation from Daz to Clo. I want dress it with a complex bikini with a belt. This is not stable in the animation. I need help.

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    ...creation and editing of digital job cards. There is also a requirement for quotes, parts / inventory, archived jobs, and customer management. Both employees and managers will need access to the system, with an admin login section for authorization of completed job cards. We would like the system to export completed jobs to CSV file for automated invoice generation in Quickbooks Online. We will also require the system to import the customer database from Quickbooks in CSV format. Key Functionalities: - Creation and Editing of Jobs - Ability to use system on-site / remotely through the use of iOS or Android web browsing. Some - Ability to select a simple job status from a drop-down combo box eg. In-progress, waiting for collection, waiting on parts, not started, c...

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    Develop macro-enabled Excel file to handle CSV

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    *About Us:* We are a dynamic and innovative social media marketing agency dedicated to helping businesses thrive in the digital landscape. Our team is passionate about crafting creative strategies and delivering measurable results for our clients. *Role Overview:* As a Lead Generation Expert, you will play a crucial role in identifying and engaging potential clients interested ...recommendation based on performance. *How to Apply:* If you're passionate about digital marketing and eager to gain valuable experience in lead generation, we'd love to hear from you! Note: This job description is intended to convey information essential to understanding the scope of the position and is not an exhaustive list of skills, efforts, duties, responsibilities, or working conditions ass...

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    I need a POC Flutter project that runs on iOS based on these 4 Flutter pub packages: Developer need to already have xcode, flutter SDK,simulator etc. up and running and know how to import pub packages and navigate in the pub example code. 1. 2. 3. 4. And the functionality is very simple, so I basically just need the 1. Main templetate would be but with an additional screen using other 3 packages. 2. I will provide Okta ClientId and details for Okta App Application rough design: 01. Clone git and work from provided

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    I am looking for a programmer with previous experience in building a Group Buy SEO Panel with the following tools, with the possibility of adding tools later. semrush freepik envato elements Motion Array pacdora with the following download limits: freepik 25 files /day envato elements 30/day Motion Array 30 /day ...envato elements 30/day Motion Array 30 /day pacdora 30/day I do not want a page specifically for payments, but in return I want a section at admin dashboard to generate activation keys for each service. I will sell these keys, and once the customer obtains an activation key for a service, he will paste it in a specific place on user dashboard and click on the word Activate, and the service associated with this key will be activated. Please send a previous project y...

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    My e-commercial startups is hiring an video maker for our outdoor and automobile categories products, the video length will be less than 1 minute, whole work could be from A to Z video shooting to final video. if you feel this is interesting for you, Please don't hesitate to provide some of your past work to contact me.

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    ...about the academy and its faculty. Key Features: - Home: The website should have a welcoming and informative homepage, providing an overview of our academy. - About Us: The 'About Us' section will include our mission statement, core values, and a brief history of the academy. - Classes: This page will contain information about the various dance classes we offer, the levels, timings, and any fees associated. - Events: A dedicated space to list upcoming events, workshops, and performances. - Gallery: A visual showcase of our past performances, student achievements, and the environment within the academy. - Faculty: A detailed section on the instructors at our academy, their qualifications, and perhaps a short bio. - Contact: The 'Contact' page will include our ...

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    ...freelancer to help expand my cappuccino products into the Finnish and European markets. The ideal candidate will have: - A strong network of contacts within the retail and distribution sectors in Finland and Europe. - Proven experience in negotiating and securing partnerships. - Excellent communication and presentation skills to effectively represent our brand. - The ability to work autonomously and deliver results within a set timeframe. - Knowledge of the coffee industry, particularly cappuccino products, would be highly beneficial. Your responsibilities will include: - Identifying potential retail partners and distributors in the specified regions. - Reaching out to leads and managing communications. - Arranging and conducting meetings to present our products....

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    ...ideal freelancer for this job would have a background in finance, specifically in the technology sector. Key Requirements: - Provide detailed revenue projections: I need a breakdown of how much income is expected to be generated on a yearly basis. This should include a clear analysis of potential income streams and growth rates. - Develop expense projections: It's important to outline the costs associated with running the business. The freelancer should be able to provide a thorough examination of potential expenses, including operating costs, salaries, and other expenditures. - Create profit projections: Based on the revenue and expense forecasts, the freelancer should be able to calculate the expected profit margins for the business. Ideal Skills: - Proficiency in financ...

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    I'm seeking a proficient and experienced grant writer, familiar with Canadian grants. My project entails: 1. Devising a grant proposal from scratch 2. Thoroughly researching and identifying promising grant opportunities - The grants of interest are: Government grants, Non-profit organizatio...track record in successfully obtaining such grants, particularly in the spheres of government, non-profit organizations, and research. They will also demonstrate a strong understanding of the criteria required to meet the expectations of these grant bodies. Experience in crafting compelling narratives that effectively communicate the project goals and desired outcomes is also highly desired. Associated skills in writing, editing, and research are essential, particularly within the Ca...

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    ...reactions and seasons of the year and colors and the functionality of selecting each option. The system must run on WordPress and work on it until it is 100% functional. My website is made with Wordpress + Elementor + acf STEP 2: After having the complete system in its entirety, you must import comments that are in a json, in said JSON are the perfumes + their comments and leave it linked and when you add manual comments to each entry, add them normally and add them without problem. The idea is to import all the perfumes + their comments. IT IS IN A JSON WHICH I ALREADY HAVE UPLOADED TO MY SERVER. IT WOULD JUST CREATE SOME SCRIPT TO MAKE THE INTRODUCTION OF THE DATA TO MY WEBSITE. EYE: You must tell me your prices and time, don't ask me my budget, just tell me ...

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    ...The goal is to mine this data for actionable insights to inform our advertising, promotional strategies, and competitive benchmarking. 2. Project Scope The selected vendor will be responsible for developing and implementing a solution to: • Subscribe to and navigate through multiple food delivery mobile apps. • Collect data on menu items including descriptions, pricing, customer ratings, and associated promotions or deals. • Move systematically from one restaurant to another within each app, ensuring comprehensive data collection. • Extend the data collection across all significant food delivery apps available in the specified city. • Store collected data in a structured format for easy access and analysis. • Conduct data mining to extract meaningfu...

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