Scraping amazon reviews python jobs

...-creates buy orders based on certain criteria (fdv, volume, transactions etc) and sends order from solana wallet please tell me in general how you would go about this so i know you are suitable for the task? I'm seeking a proficient coder, experienced with Python or Java, to create a system that integrates with Solscan API to provide real-time updates and send Telegram message and second part of project a buy order ideally based on certain criteria. ideally stage 1 completed in two weeks. Key Requirements: - Proficiency in Python or Java programming - Prior experience with API integration, notably Solscan - Ability to deliver the project in two weeks The selected freelancer will demonstrate a solid understanding of creating real-time updates using APIs. Knowl...

For my school project, I've chosen to delve into the fascinating subject of artificial intelligence, honing in pa...understanding and employing NLTK (Natural Language Toolkit), I need a simple but good chat bot with program, Minimum 20 different statements & conversation, it's for internet banking, Important it should be done with nltk, it should have good UX designs too, Skills and Experience: • Proficiency in artificial intelligence concepts • Specific expertise in Natural Language Processing • Experience in Python programming with a solid understanding of the NLTK library • Ability to develop a working, straightforward program using NLTK for demonstration purposes • Good communication skills to explain the program workings, making it easi...

I require a specialist in running code that is based on AI/ML, specifically ResNet MobileNet, and other nature-inspired algorithms on my Windows laptop. The expertise required: - Extensive experience with Python, the programming language the code is written in. - Robust knowledge in machine learning and AI. - Familiarity and experience with Windows OS and optimization thereof for machine learning code execution. - Understanding of Predictive modelling, the primary outcome goal of the code. The goal of this project is to have the code successfully run and produce the expected Predictive modeling results. Be prepared for minor troubleshooting and optimization to make that happen within the Windows OS environment.

Hello! I need you to write 1 article for my Amazon client and post them on relevant news platforms. IMPORTANT**Please provide me with "the estimated duration of the project", and "examples of your past work",and "how many platforms will you post" for reference** Requirements: 1 article for product placement marketing about my Amazon clients' products.(and put the link to the product in your articles) [A new way to clean your pet's teeth] we can discuss and adjust the article if need these articles to at least 10 related news platforms/blogs in the US only. For example, post pet care articles to multiple USA pet care platforms. we can discuss and adjust the platform if need a report detailing which news platforms you posted to and...

Hello! I need you to write 1 article for my Amazon client and post them on relevant news platforms. IMPORTANT**Please provide me with "the estimated duration of the project", and "examples of your past work",and "how many platforms will you post" for reference** Requirements: 1 article for product placement marketing about my Amazon clients' products.(and put the link to the product in your articles) we can discuss and adjust the article if needed these articles to at least 10 related news platforms/blogs in the US only. For example, post pet care articles to multiple USA pet care platforms. we can discuss and adjust the platform if needed a report detailing which news platforms you posted to and which performed the best. us to quot...

I'm looking for a skilled Python developer to write a code for an Explainable AI project. I need the code to focus on making the AI understandable by humans, rather than just predicting outcomes. Key Responsibilities: - Create a Python script that implements Explainable AI techniques like Lime - Ensure the code is clean, well-commented, and efficient Your role will be crucial in enabling the AI to present its decisions and reasoning in a way that can be easily understood by non-experts. Notably, the model should be able to show its decision rationale, thus improving trust and interpretability to end-users or stakeholders. Ideal Skills and Experience: - Proficiency in Python - Experience in AI/ML particularly in Explainable AI domain would be a plus - Strong und...

I'm looking for a multi-skilled full stack developer who is proficient in JavaScript, Python, and PHP for a project with a wide range of tasks. Key Requirements: - Proficient in JavaScript, Python, and PHP. - Proven experience in full stack application development. - Strong understanding of software engineering principles. - Ability to work independently and as part of a team. - Good problem-solving skills. - Strong communication skills. It would be a plus if you have: - Experience with React, Angular, or Django. - Prior experience in user authentication, data visualization, and social media integration. This project will involve a variety of tasks, so I need someone who is versatile and able to adapt to different challenges. Your ability to work with minimal supervis...

I need to link the gamma data with the Telegram bot to display it directly netgex volume + netgex open intrest I'm in need of an experienced Python developer who is adept at creating Telegram bots. The primary functionality of this bot will be user interaction. At this time, I don't require any specific data to be withdrawn from the API. The successful candidate should be able to: - Design and Develop a bot with interaction-heavy features in Python. - Ensure seamless integration with Telegram's API. - Implement effective user interaction strategies. - Conduct comprehensive troubleshooting and testing. Candidates with previous proven experience building Telegram bots will be given preference. Please, include examples of the bots you've designed and dev...

I'm seeking an experienced Python developer to scrape a specific website and extract text data for the purpose of analysis. Your role will be the following: - Scrapping the text data from the specified website. - Cleaning the data to prepare it for analysis. High data quality is crucial so attention to detail is necessary. Ideal candidate would have proven experience in Python, data extraction, and data cleaning. Familiarity with data analysis will be beneficial.

...need of a Python script that can crawl through a list of websites provided in an Excel file and export all the webpages it finds into a new Excel file. This task is aimed at scraping the entire content of the websites, not just a specific piece of information. Key Requirements: - The script must be able to read a list of websites from an Excel file. - The script should use natural crawling mechanisms, not sitemap, to find all the webpages on each website. - All the webpages found on the websites should be exported into a new Excel file. The purpose of this script is to aid in analyzing the content of these websites, so it's crucial that all pages are scraped. Ideal Skills: - Proficiency in Python programming, particularly web scraping. - Knowledge of...

Hello, freelancers! I'm looking for a skilled designer to create a modern and sleek online store for my motorcycle parts and accessories b...aesthetic of the store should be modern and sleek. It should reflect the high-quality and innovative nature of the products we sell. - The store should include functionalities such as user reviews and ratings, live chat support and product customization options. Ideal Skills and Experience: - Proven experience in designing and developing e-commerce websites. Experience with online stores selling automotive parts or accessories would be a plus. - Proficiency in UI/UX design, ensuring a seamless and intuitive user experience. - Familiarity with implementing and customizing e-commerce functionalities like user reviews, live chat, and ...

I have a script written in AHK for Windows. I would like this script to be rewritten for MacOS using Python. In order to ensure that the MacOS script is as close as possible to the original Windows script, the sound functionalities need to be replicated exactly. doesnt have to be python if u know something easier and simpler to maintain i dont care Key Skills Needed: - Proficiency in Python - Experience with MacOS scripting - Understanding of AHK (previous experience with this language would be beneficial) - Proficient in sound control within scripting The ideal candidate for this role would be someone who has a good understanding of AHK and Python, and is able to adapt the sound functionality of the AHK script to MacOS, while keeping the original features a...

...quantity, price, and order type. 4) Testing and Optimization: Conduct thorough testing to validate the functionality of the automated trading system and fine-tune parameters for optimal performance. Requirements: 1) Proficiency in algorithmic trading and API integration. 2) Experience working with trading platforms and their APIs. 3) Strong programming skills, particularly in languages such as Python, JavaScript, or similar. 4) Familiarity with order execution protocols and trading strategies. 5) Ability to work independently and adhere to project timelines. 6) Excellent communication skills and a proactive approach to problem-solving. If you possess the expertise and capabilities to undertake this project, we invite you to submit your proposal outlining your relevant experien...

I'm looking for an experienced website developer to create an online store for an unspecified range of products. Key functionalities required include: - A reliable payment gateway to facilitate customer purchases. The professional handling this project should be proficient in integrating proven and sec...customer purchases. The professional handling this project should be proficient in integrating proven and secure payment systems for smooth transactions. Considering the client might not have disclosed what products will be sold, skills in setting up versatile eCommerce platforms will be beneficial. Also, the developer should be flexible to incorporate additional functionalities such as customer reviews, product recommendations or inventory management if required later. QR C...

I need a professional who can help me extract photos from various websites for data analysis purpose...from various websites for data analysis purpose. Key Requirements: - Image Extraction: The main task is to extract photos from a multitude of websites. The photos will be used for data analysis, so accuracy and completeness in this task is vital. Ideal Freelancer: - Data Extraction Expert: The ideal candidate would have experience in extracting data from websites. - Web Scraping Proficiency: Knowledge of web scraping tools and techniques would be highly beneficial. - Attention to Detail: The successful candidate will be diligent in ensuring all relevant photos are extracted. If you are confident in your ability to deliver a high-quality image extraction service, please...

make reviews on website not go live automatically but ONLY after admin approval. to AVOID SPAM and false reviews (also create email alert for notice of "new review pending" status when created - to go to signsdelivered@gmail .com)

On April 16th, I received a warning on my Amazon seller account indicating potential patent infringement related to a listing that I had recently joined as a merchant for dropshipping. The listing in question was unlisted from June 2023 to 13 April 2024 and on 14th April "me too" listing offer was activated. On 16th April got a warning from Amazon for patent infringement, upon learning about the potential infringement, I immediately on 16th April deleted the listing and submitted an explanation to Amazon, stating that as a new seller, I was unaware of the violation and took prompt action to rectify the situation. Subsequently, Amazon removed the warning from my seller account, and I believed the issue had been resolved. However, on April 26th, I rece...

On April 16th, I received a warning on my Amazon seller account indicating potential patent infringement related to a listing that I had recently joined as a merchant for dropshipping. The listing in question was unlisted from June 2023 to 13 April 2024 and on 14th April "me too" listing offer was activated. On 16th April got a warning from Amazon for patent infringement, upon learning about the potential infringement, I immediately on 16th April deleted the listing and submitted an explanation to Amazon, stating that as a new seller, I was unaware of the violation and took prompt action to rectify the situation. Subsequently, Amazon removed the warning from my seller account, and I believed the issue had been resolved. However, on April 26th, I rece...

I'm seeking a proficient developer to build a comprehensive demo or starter code integrating Snowflake and Kafka using AWS cloud. The ideal candidate should have deep understanding of concepts such as: - Data ingestion - Data transformation - Data storage and retrieval The code should ensure: - Optimal performance - Scalability - Security The code can be written in Python or Java. In-depth knowledge of these languages, as well as experience with Snowflake and Kafka integration, is a necessity for a successful bid on this project.

I'm looking for a multi-skilled full stack developer who is proficient in JavaScript, Python, and PHP for a project with a wide range of tasks. Key Requirements: - Proficient in JavaScript, Python, and PHP. - Proven experience in full stack application development. - Strong understanding of software engineering principles. - Ability to work independently and as part of a team. - Good problem-solving skills. - Strong communication skills. It would be a plus if you have: - Experience with React, Angular, or Django. - Prior experience in user authentication, data visualization, and social media integration. This project will involve a variety of tasks, so I need someone who is versatile and able to adapt to different challenges. Your ability to work with minimal supervis...

I need a professional who can manage the Google reviews for my existing service business. - The task primarily involves ensuring that our Google reviews are prompt, relevant, and positive to increase customer engagement and attract more clients. - The reviews should reflect the quality of our services and should be managed in a way that supports our business reputation and growth. I need someone who can work on this efficiently and effectively, with a clear understanding of how to manage online reviews for a service-based business. The ideal candidate should have a good understanding of customer service, digital marketing, and a track record of managing online reputation. A strong knowledge of Google's review system would be a plus. The payment will be...

I'm looking for a skilled Python developer to help with web scraping and data analysis tasks. Key Tasks: - Web Scraping: Proficiency in using Beautiful Soup or Scrapy is essential. The person should be able to extract specific data sets from websites and present them in a structured format. - Data Analysis: Experience with Pandas and NumPy is crucial for this role. The ideal candidate should be able to manipulate and analyze large data sets efficiently. - Automation: Familiarity with Selenium for automating tasks is a plus. What I'm Looking For: - Experience: Please include details of your past projects and your experience with Python in your application. - Specific Libraries/Frameworks: A strong grasp of Pandas, NumPy, Beautiful Soup, Scrapy, a...

I'm currently seeking a highly experienced data scientist for applying machine learning techniques on a complex dataset. As a skilled professional, you'll be involved in: - Preprocessing and cleaning of data to remove any inconsistencies. - Conducting ...scientist for applying machine learning techniques on a complex dataset. As a skilled professional, you'll be involved in: - Preprocessing and cleaning of data to remove any inconsistencies. - Conducting exploratory data analysis to unveil hidden patterns and correlations. - Selecting the right machine learning model and evaluating its performance over time. For this project, in-depth knowledge in Python and strong statistical background are highly desirable. Familiarity with supervised machine learning models is a...

I am seeking a Python expert to assist with debugging a single script. The script is built primarily using functional programming concepts. Key requirements: - Troubleshoot and identify issues within the codebase - Suggest and implement fixes to ensure the script is running efficiently - Experience with functional programming concepts in Python This is a small project, and the ideal candidate should have a strong understanding of Python, specifically in debugging and functional programming. The codebase is not extensive, so I anticipate this project to be completed within a short timeframe.

Looking for a Python developer to create a simple bridge between client and server for realtime communication.

This contest is just for copywriting. We are looking for an amazing Amazon Listing for our product. This contest includes: 1.) 6 Bullet points that are concise and impactful. 2.) write Text Captions for all the product images & Recommendations for the Graphic Designer. 3.) Write Text Captions for all 7 A+Plus Images and recommendations of scenes for the designer. AI copy and paste will be rejected. Please read the brief.

I'm looking for a talented developer to enhance an existing open-sou...aspect of the enhancements should focus on implementing real-time monitoring, which will allow for more effective proctoring during exams or similar activities. - **User-friendly Interface**: The revamped project should have an intuitive and engaging interface. This will help to enhance the user experience, making the proctoring tool more accessible and easier to use. Ideal Skills: - Proficient in Python and relevant libraries - Experience with AI and machine learning algorithms - UI/UX design and development skills - Familiarity with real-time systems and monitoring - Good understanding of academic proctoring systems If you have the necessary skills and experience to enhance this project, I'd love to...

...and work closely with internal and external developers (including front-end and UI/UX), project managers and Technology team members to develop modern innovative software solutions to address user needs and business goals with prioritizing overall quality and security. Able to break down work into consumable tasks and identify how much work is required to complete the tasks. Perform regular code reviews, identify improvements for readability, maintainability, security, performance and other aspects of code quality Executes work efficiently and meets agreed on deadlines Completes most development activities independently Requirements Core Requirements: Strong background in data warehousing concepts, ETL development, data modeling, metadata management and data quality Strong know...

I'm looking for a proficient Chrome Extension...the extension malfunction. - Modify the extension code accordingly to adapt to these changes and ensure compatibility with the latest Google Images layout. Please note that I've already attempted to reinstall the extension in Google Chrome, but this hasn't resolved the issues. Ideal skills & experience: - Proficient in Chrome Extension Development - Familiarity with Google Images API and web scraping techniques. - Strong experience with debugging & enhancing extensions - Previous experience with image downloading tools/extensions would be an advantage Your work will help me enhance the functionality of the extension for myself and other users, so a focus on delivering robust and reliable solutions is key. Loo...

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...initiatives. The main responsibilities will be: 1. Analyzing our existing marketing strategies, plans and identifying areas for optimization. 2. Refining the definition of our target audience through research, surveys and competitor analysis. 3. Recommending improvements in marketing tactics to connect better with our audience. 4. Optimizing website UX, content, SEO and conversion rates through reviews and testing. 5. Performing a competitive analysis to identify differentiation opportunities. 6. Proposing performance indicators and monitoring mechanisms in accordance with our goals. 7. Providing strategic marketing direction in accordance with our budget and business goals. The ideal candidate should have: - Proven experience in marketing strategy and digital marketing tactic...

i need to add my rotating proxies list to my python playwright code work by anydesk maximam 2 hours

As someone requiring expert Python knowledge, I am looking to find a coder who can aid me in creating a precise Python script that will effectively integrate a Topaz Signature Pad. The following degree of functionality should be prioritized: - Capture signatures from the Topaz T-LKB755SE-BHSB-R SignatureGem LCD 4x3. This are the available SDKs /software combaine what you need i am on a windows pc with the topaz in front. Python is main but load or do what you need. The captured signatures should be saved in a format that's optimal for database storage and for use in official forms. The preferred database management system for storing these signatures is SQLite3. The ideal freelancer for this role should have:

I am seeking a passionate technology lead generator with deep expertise in the Hong Kong market to spearhead promotion of top-tier cloud enablement technologies on any cloud platform - Amazon Web Services (AWS), Microsoft Azure, and Google Cloud Platform (GCP). Native spoken Cantonese and being fluent in written and spoken English is a must-have. Key Responsibilities: - Conducting cold calls to generate leads and appointments across diverse industries - Offering insightful strategies on adopting cloud enablement technologies Ideal Candidate: - Proficient in Cantonese and English - Proven lead generation and appointment setting experience in the technology industry Bring your communication and persuasion skills to make a significant impact on the cloud support technology adopti...

...The main objective of the redesign is to create an engaging platform that's user-friendly and mostly aimed at selling products and services to the general public. Key Deliverables: - A crisp, clean, and modern website design that prioritizes user experience and streamlines the buying process. - Maintenance of essential functionalities including product catalog, payment gateway, and customer reviews. Ideal Candidate: - Experienced in designing and developing websites. - Proficient with online payment gateway integration and catalog management. - Capable of implementing customer review systems. - Proven track record in creating websites tailored to the general public. Your insight and expertise will be critical in creating a site that not only looks great but also oper...

I'm in need of a professional who can assist with my online reviews. The main goal of this project is to manage and improve the review system Key responsibilities: - Monitor and manage reviews on multiple platforms. - Consider user feedback to improve software. The ideal candidate will have: - Experience in online review management - A good understanding of software improvement methodologies - Strong attention to detail and exceptional communication skills. Please get in touch if you believe you have the skills required to manage this project.

I need a Python expert write a basic python script to integrate a Topaz Signature Pad. The pad is Topaz T-LKB755SE-BHSB-R SignatureGem LCD 4x3 Key Requirements: - The integration should allow the capture and preservation of signatures directly through the Topaz Signature pad. Just script to open a form with a picture field and a button with label write now. on the pad write a signature and after save button the picturefield should be filled with the written signature/image. Image stored in same map als the script. Desired Skills and Experience: - Proficiency in Python, particularly version 3.9. - Prior experience with integrating peripherals, such as signature pads, into applications. - Familiarity with signature capture and storage

I am looking for an experienced app developer to create an intuitive, user-friendly app for Android and Web platforms. The key features of the app should include: - User registration - Tour package search - Direct booking and payment processing - A platform for clients to leave reviews and ratings - A function allowing users to customize their own tour packages For the payment system, I require integration of credit/debit card processes, direct bank transfers, and a secure Gateway transaction method. Your expertise in the development of similar apps, payment system integration, and user experience design will be crucial for this project's success. Knowledge in the travel and tourism industry is a plus.

I need a Python expert write a basic python script to integrate a Topaz Signature Pad. The pad is Topaz T-LKB755SE-BHSB-R SignatureGem LCD 4x3 Key Requirements: - The integration should allow the capture and preservation of signatures directly through the Topaz Signature pad. Just script to open a form with a picture field and a button with label write now. on the pad write a signature and after save button the picturefield should be filled with the written signature/image. Image stored in same map als the script. Desired Skills and Experience: - Proficiency in Python, particularly version 3.9. - Prior experience with integrating peripherals, such as signature pads, into applications. - Familiarity with signature capture and storage

...Customize service display based on date, name, or cost, with admin control. Implement a commission structure for admin's revenue, configurable via the admin panel. Key Features: User Authentication and Registration Product/Service Listings with Descriptions and Pricing Search and Filter Options Shopping Cart and Secure Checkout Process Comprehensive Order Management User Reviews and Ratings Personalized User and Supplier Profiles Centralized Admin Dashboard for Platform Management Inventory Management and Integration Analytics, Reporting, and Security Measures Responsive Design for Multi-device Accessibility Internal Messaging System for Customer Support Project Requirements: Expertise in GO lang and React JS/Next ...

The task centers around leveraging Python programming and machine learning skills to perform data analysis. The data to be analyzed are contained in an Excel sheet, specifically focusing on customer data. The ideal freelancer for this task should exhibit the following: - Strong proficiency in Python programming. - Solid experience with machine learning. - Familiarity with data analysis, particularly descriptive analysis. - Ability to accurately interpret customer data. The task requires a reading of the Excel sheet and performing data analysis based on the customer data contained within. The chosen Python and machine learning expert will focus on descriptive analysis techniques to extract meaningful insights. Your insights should guide our strategies in terms of cust...

...using API and storing conversion rate in the database with date 2. Storing invoice value in base currency that is calculated based on conversion rate in the database so the total revenue is correct. 3. Invoice Custom Field Behavior changing, width of dropdown, custom field value and description 4. Invoice Total in Words in Customer Currency and Base Currency 5. Testing possibility to integrate Amazon S3 for file storage on Perfex CRM 6. Project Overview Screen, Task Details, Billing Calculations Customization. 7. Notifications Screen Customization for Mobile View 8. Notification integration with Mattermost with selection for what kind of notifications should be sent to mattermost. Webhooks are available for Mattermost. It is a company chat platform similar to Slack. Detai...

On April 16th, I received a warning on my Amazon seller account indicating potential patent infringement related to a listing that I had recently joined as a merchant for dropshipping. The listing in question was unlisted from June 2023 to 13 April 2024 and on 14th April "me too" listing offer was activated. On 16th April got a warning from Amazon for patent infringement, upon learning about the potential infringement, I immediately on 16th April deleted the listing and submitted an explanation to Amazon, stating that as a new seller, I was unaware of the violation and took prompt action to rectify the situation. Subsequently, Amazon removed the warning from my seller account, and I believed the issue had been resolved. However, on April 26th, I rece...

...carried out in the app. • Develop seamless integration for user login via credentials on both platforms. I'm not entirely certain about the status of our APIs, so the candidate should be prepared to either integrate with existing ones or possibly contribute to their development alongside the project tasks. Ideal Skills and Experience: • Experience with iOS app development. • Familiarity with Amazon Alexa and its integration. • Advanced skills in API integration or development. • Ability to interpret and execute tasks based on voice commands. • Experience in creating seamless login and user credential integration across platforms. Please include relevant experiences in your proposal. I look forward to a professional who can carry out this Alex...

I have a web application build in Angular. In this application i also want to gather real-time score data from football games, providing dynamic updates to users. And send notifications when goals are made. Key Features Required: - Robust scraping solution to ensure constant, consistent live score updates - User-friendly interface showcasing live scores in a digestible manner Ideal Skills and Experience: - Proficient in Angular-related development - Previous experience with web scraping technologies - Familiarity with designing user-friendly web interfaces - Excellent problem-solving skills to ensure the smooth delivery of live data updates and notifications.

I'm looking for a skilled developer with strong expertise in Python, JavaScript, , and Node.js. This project involves enhancing our MiningWeb platform. Key Tasks: - Implementing user authentication features - Improving data visualization capabilities - Optimizing the platform's performance This is a great opportunity for someone passionate about blockchain and crypto and looking to take on a challenging and rewarding project. The work is fully remote and offers competitive compensation. Ideal Skills Include: - Proficiency in Python, JavaScript, , and Node.js - Prior experience with user authentication, data visualization, and performance optimization - Strong understanding of blockchain and crypto technologies - Self-motivated and able to work effectively in a re...

I am seeking to enhance the traffic to my Amazon affiliate website page. The primary goal is: - Increase traffic, particularly through social media engagement. Essential skills and experience include: - Proven expertise in social media marketing, specifically on Instagram and TikTok. - Strong understanding of audience engagement and growth strategies. - Ability to create engaging and click-worthy content. - Demonstrated results in increasing website traffic via social campaigns. The strategy should be thoughtful and targeted, attracting potential visitors and encouraging them to explore the website. The successful applicant will have a clear vision on how to exploit these platforms to their fullest extent. My website:

...Myagedcare.gov.au. This project will need a freelancer that possesses: • Significant knowledge and experience in data scraping technology • An understanding of the structure and functioning of online directories • Keen attention to detail The successful freelancer will carry out: 1. Extraction of business data: I require accurate extraction of contact details and business names from businesses listed on the directory. 2. Specific Directory Focus: The targeted directory for this exercise is Myagedcare.gov.au. The end goal is to create a clean and organized database of businesses in the aged care sector. Prior experience with online directories and specifically data scraping from will be highly regarded. I simply need contact details for the 85 searc...

I am seeking a talented graphic designer to create a modern and minimalistic business card for my motel, Canyon’s Edge Route 66 Motel. The design should include the company logo, our phone number, email address, QR codes to our Google and TripAdvisor reviews and some standard verbiage as part of the design. Skills and Experience: - Proficient in graphic design software - Experience with minimalist designs - Ability to integrate QR codes into design - Strong understanding of brand consistency Final Deliverable: The final design should be delivered in a PDF format. I would also like a one page document created that will go on the front desk in a stand up plexi glass holder. I would like it to look and say almost exactly what the image says that I uploaded below. I would als...