Find duplicates in sql jobs
I'm looking for a skilled Excel professional to clean a text-based dataset for me. T... The data cleaning task is relatively straightforward and basic. You'll have to perform operations such as removing duplicates and adjusting formats. Ideal Skills and Experience: - Proficiency in Excel: You should be comfortable working with large datasets in Excel, including applying formulas and functions. - Data Cleaning Expertise: Prior experience in cleaning text data is a major plus. - Attention to Detail: The devil is in the details; I need someone who won't overlook small nuances in the data set. Once the data is cleaned, I'll need you to carry out some basic analysis on it. This will involve running some simple statistical functi...
PLEASE READ THE ATTACHED DESIGN BRIEF! I'm seeking a talented logo designer to create a classic and elegant logo. I am using a competition so that I can find a talented designer to compelete the logo design. The aim is to have a logo that is not only visually appealing but also timeless and suitable for both online and print applications. I shall work with the best designers to make small changes before selecting the winning design. The winning designer will need to complete the design in web and print formats in pdf (vector), jpeg and ai. before receiving the prize money. Key Responsibilities: - Craft a classic and elegant logo that embodies our brand's essence as per the design brief attached - Ensure the logo is versatile and works well across both on...
I was trying to log into my Laravel application when I encountered the error 419. I need a skilled Laravel developer to help me review and fix session and token issues causing this error. When i loggin then succses th...- Reviewing Laravel's default authentication and session management to identify the issue. - Fixing the session and token issues causing the error 419 specifically during the login process. Ideal candidates should: - Have extensive experience and understanding of Laravel's authentication and session management. - Be proficient in troubleshooting and resolving Laravel errors. - Be familiar with handling session and token issues in Laravel. Your goal will be to find and fix the root cause of the error and ensure that the login process works ...
I am in need of a skilled architect experienced in maximizing space utilization for a renovation project. I have two key areas in my residential property that require attention: - Living Room: I'm seeking creative solutions to better utilize the current space. - Bedroom: I need innovative designs to optimize the available space. - Bathrooms - I need ideas on how to make the bathrooms stylish I also need to find space to have a desk for home office. Finally I would need somone able to provide a light design Ideal skills for this job would include: - Proficiency in renovation architecture - Experience with residential projects - Strong understanding of space optimization techniques - Expertise in spatial planning and organization. Overall...
...installing python, setting SQL for our applications and Google Sheet. For each country may need API for such as : 1. Historical Data 2. Financial Scrapped Source 3. Financial Summary Scrapped Source 4. Interest rate 5. Some More Required Skill & Experience : 1. Php & SQL 2. Familiar with python installing & setting up environments 3. Experienced in Linux Debian & LNMP server by SSH 4. You need to know on how to run python scripts on debian by ssh, and setup cron task on debian, and debugging etc Personality's Criteria : 1. No toxic working environment 2. Agile, Responsive, and Fast Delivery 3. Collaborative as a team 4. Responsible, Credible, Reliable and Integrity person 5. No agency, only direct hiring ------ I'm looking for a skille...
I require the expertise of a statistician, data analyst or scientist to cle...analyst or scientist to clean and analyze community health data for my project. The primary objective: - Perform statistical analysis specifically descriptive statistics. Skills and experience that would be beneficial include: - Proficiency in statistical software, specifically for descriptive statistics - Experience and knowledge in health data analysis - Ability to identify data quality issues and rectify them - Proficiency in data cleaning, notably in removing duplicates - Deep understanding of community health data. Your role will be crucial in ensuring that the data is reliable and significant for intended projects. I look forward to working with a skilled and e...
I am looking for a proficient web development expert to help build a modern, minimalist websi...expert to help build a modern, minimalist website focused on home purchasing. Key Features: - Advanced search filters based on location, size, and price to help potential buyers find exactly what they require. - A registration module for both real estate agencies and potential buyers. - A chat system to facilitate immediate communication between all parties involved. Ideal Skills and Experience: - Experience in web development and UI/UX design - Familiarity with real estate platforms or marketplaces would be beneficial. - Ability to develop website in Spanish. In a nutshell, I need a user-friendly website that excels in function and form while catering to t...
I'm in need of a talented graphic designer who can create a modern and minimalist logo for my brand "Valentius Kryptix". The primary use of this logo will be for brand recognition, hence it needs to be unique, memorable and easily identifiable. It should represent my brand and its values in a sleek and contemporary way. It MUST include/highlight the letters V & K. Key Requirements: - Modern and minimalist design style - Ability to craft a sleek and unique logo - Understanding of brand recognition principles - All file formats including CDR file The logo will be used across multiple channels like my website, social media, business cards, flyers and even merchandise such as apparel and mugs. Therefore, the design should be versatile and able to maintain its...
...`11_bkntc_services` table in the database. (I use the Booknetic Plugin for Game Bookings) The table looks like this image, so you will have to use case insensitive SQL to find the `11_bkntc_services` WHERE name is PARTIALLY equal to the "Projects name" (2nd Image) as I have multiple actual games per "Project" The WP page in question is Https:// The "Book Now" button uses the code in the image below found in this file: wp-content/themes/gamico/template-parts/project/ to show the Booknetic category based on the game. ----------------------------------------------------------------------------------------------------------------------------------------------------------------- Ideal skills for this project: - Strong ...
...Java Spring Boot developer to refine and extend existing code with MQTT integration. Key requirements: - Fixing issues with code execution, incomplete functionality, and performance. - Incorporating Influx library into the codebase. - Enable automatic messaging to multiple MQTT topics, following specific logic. - Tracking and managing duplicates based on both time and counters, and taking action accordingly. Ideal skills for this project: - Proficiency in Java, Spring Boot, and MQTT. - Knowledge of working with libraries, specifically Influx. - Experience with time series data and counter management. - Previous projects involving MQTT topic management. - Strong understanding of code optimization. I'm open to having a web service conversation for further clarificat...
...Implementation: - Set up a CI/CD pipeline using GitHub Actions for automated testing, building, and deployment of both frontend and backend applications. - Integrate the pipeline with our GCP infrastructure, including Compute Engine, Cloud SQL, and Cloud Storage. 2. Logging Setup: - Configure logging for all services: -- Frontend (Nginx, ): Log HTTP requests, errors, and application logs. -- Backend (Gunicorn, Django): Log application errors, access logs, and system logs. -- Celery and Beat: Log task execution and periodic tasks. -- Database (Cloud SQL): Log database queries and errors. -- Redis (Cloud Memorystore): Log Redis operations. - Collect and store logs centrally using GCP's Stackdriver Logging. - Set up log rotation and retention policies. 3. HTTPS Domain...
...(the main text in home page): - Transform Your Study Experience: Engage with your study materials like never before. Simplify content, create custom presentations, generate tests, and get expert writing support—all in one place. ===The other 4 designs represent the following 4 services: 1 - Interact with your study materials: Engage in interactive conversations with your study materials. Ask question, get simplified summaries and find relevant points with ease. 2- Simplify and Present Content: Simplify content for easy understanding and create customized presentations to suit your learning needs. 3 - Test & Quiz Creation: Generate tests and quizzes from your study materials for easy self-assessment and interactive learning. 4- Writing Assistan...
use Oracle PL SQL teach me how to install free Oracle DB on my local windows 11 acceptance: I can run your code on my computer ; all code work on my computer when I run it by myself You have 2 days you provide code to simulate input data (both code versions: python and sql)-> transactions data *****you provide SQL code to calculate per day summary for each day for each product for each store for 3 years SIMULATION data for 3 years 100 products 20 stores 5 USA states random dates and prices promotion for 30 promotions per year , each promotion happen for 7 to 15 products, for example promotion at may 10, 2023 happen for product ids: 34, 65, 12, 78, 5, 23, 41. When 34 for 20%; 65 for 30%; 12 for 40%; 78 for 10%; 5 for 15%; 23 for 70%; 41 for 30% randoml...
I'm seeking a seasoned professional who can help me sell my productivity app on platforms like Flippa. My primary goal is to find a passionate buyer who can truly appreciate the value of my product. Key Requirements: - Proven track record in selling apps or digital products - Familiarity with Flippa and other similar platforms - Experience in targeting and attracting the right audience for a digital product - Knowledge of the productivity app market Your responsibilities will include but not limited to: - Developing a solid sales strategy - Crafting compelling product descriptions - Managing communications and negotiations with potential buyers - Ensuring a smooth and secure transaction The ideal candidate should be a strategic thinker, a great communicator, a...
...skills & experience: - Proficiency in machine learning algorithms and principles - Extensive experience with handwriting recognition software - Demonstrate capabilities in Python, TensorFlow or similar platforms - Have a deep understanding of Optical Character Recognition (OCR) - Familiarity with mathematical problems and their structures The end goal is to develop a practical, efficient, and accurate automaton that simplifies the process of converting handwritten mathematical problems into digital numbers. I am looking for someone who can attentively listen to my specifications and implement them accurately. I value open communication and regular updates. you need to develop the first part (phase initiale) and the project number 18 - but the problem is to find...
We are looking for 5-10 years of .Net experienced developer who can also have experienced in React and .Net based web development. Long terms multiple projects development. Using Mainly Azure SQL server database with Visual Studio .Net Core API. Graph QL and EF. Worked on Azure Key Vault, Azure Logic app, Azure function is bonus.
use Oracle PL SQL teach me how to install free Oracle DB on my local windows 11 acceptance: I can run your code on my computer ; all code work on my computer when I run it by myself You have 2 days *****you provide code to simulate input data -> transactions data *****you provide SQL code to calculate per day summary for each day for each product for each store for 3 years SIMULATION data for 3 years 100 products 20 stores 5 USA states randomly 30 to 170 transactions per day for given product for usual price randomly 200 to 600 transactions per day for given product for promotion random dates and prices promotion for 30 promotions per year , each promotion happen for 7 to 15 products, for example promotion at may 10, 2023 happen for product ids: 34, 65, 12, 78,...
...ready, and the SQL tables have been set up. The main features of this project include: - **Dashboard:** This should display data from the other 3 pages in a list format as well as in a bar chart. - **Page 1 - Callback List:** A simple list of data from the 'callback' table. - **Page 2 - Token List:** A simple list of data from the 'token' table. - **Page 3 - Name List:** A simple list of data from the 'name' table. For the dashboard, I'm looking for a clean, professional design and prefer the use of bar charts for the graphical representation of the data. User authentication should be straightforward, requiring only an email and password for access. Ideal Skills and Experience: - Proficient in Laravel - Experience ...
I'm looking to revamp my portfolio website. I have some initi...is clean, professional, and easy to navigate. - **WordPress Implementation**: I'd like the new website to be built on WordPress, for its user-friendly interface and ease of future updates. - **Product Search and Filtering**: I need the site to have a search functionality, allowing users to easily navigate and find specific projects or categories. The ideal freelancer for this project should have: - Proven experience in web design, particularly in portfolio websites. - Proficient in WordPress and familiar with its best practices. - A strong portfolio showcasing previous works of high quality and professionalism. If you're creative, experienced and can bring my portfolio to life o...
We have a project developed with VS2022, c#, datatables, SQL database, javascript and similar.... The user experience is not good. We need a professional and nice interface and user experience, but, mantain our actual code and funcionality.
Hi, I am looking for a developer to maintain, make upgrades and fix bugs on my current website and booking system. The system has been done in SQL written in C# by my old developer. He has had a change of career and can no longer work on things but is happy to do a handover to make things easier. This will be an ongoing business relationship and not a one off thing so will need someone with good communication and accurate times of completion. Thanks, Luke.
...all features and functionalities remain intact. Optimize SQL Queries: Review and optimize all SQL queries to handle heavy loads efficiently. The current system experiences performance issues during peak times, and the new version should resolve these. Fix Bugs and Security Issues: Identify and fix any existing bugs and security vulnerabilities in the current project. Ensure the new version adheres to the latest security standards. API Integration: Connect the backend with the frontend using APIs. The APIs should be well-documented, secure, and efficient, allowing seamless communication between the backend and frontend. Requirements: Proven experience with CodeIgniter 3 and 4. Strong knowledge of SQL query optimization. Expertise in identifying and...
I am in need of a skilled freelancer to develop a cloud-based document management system. This system will be used within my small team, which consists of less than 10 users. Key Features: - File Storage and Organization: The system needs to allow us to securely store and categorize our text documents. - Document Indexing and Search: It should have an efficient indexing system with a powerful search capability, so we can quickly find and access the necessary files. Ideal Skills and Experience: - Proficiency in cloud-based technologies - Experience in developing document management software - Familiarity with creating systems optimized for small teams Please let me know your relevant experience and how you plan to approach this project.
I'm in need of a marketing specialist to help with a B2B product marketing project. The main objectives for this campaign are: - Increasing brand awareness - Generating leads - Boosting sales Your focus should be on creating an strategy with clear execution steps and compelling content to update the website and also for email and content marketing channels. Experience and skills needed: - Refine the messaging for our company website - Proven track record in B2B product marketing - Expertise in email and content marketing strategies - Strong understanding of optimization for these marketing channels - Ability to create relevant, impactful content that resonates with business clients Your task will be to help me reach businesses effectively and...
Hi there! I'm seeking an expert in Python and VBA who can develop a real-time data statistical analysis tool for use on Windows. The tool must be able to process financial data. Though the format of my data wasn't specified, please be ready to handle a diverse range of formats, including but not limited to CSV files, SQL databases, and Excel files. Skills and Experience: - Mastery of Python and VBA - Experience with statistical data analysis - Familiarity with financial data - Proficiency in handling diverse data formats. - Skill in working on Windows OS. Ultimately, I require a reliable system for my ongoing financial data analysis needs. Your track record of similar successful tasks will be a plus.
I'm seeking an expert in Python and VBA who can develop a real-time data statistical analysis tool for use on Windows. The tool must be able to process financial data. Though the format of my data wasn't specified, please be ready to handle a diverse range of formats, including but not limited to CSV files, SQL databases, and Excel files. Skills and Experience: - Mastery of Python and VBA - Experience with statistical data analysis - Familiarity with financial data - Proficiency in handling diverse data formats. - Skill in working on Windows OS. Ultimately, I require a reliable system for my ongoing financial data analysis needs. Your track record of similar successful tasks will be a plus.
...cricket teams find and schedule matches with each other. Teams can mark their availability for matches, view other available teams, and communicate directly to arrange matches. Core Features: User Registration and Profiles: Teams and individual players can create profiles. Profile information includes team name, location, contact details, skill level, and availability. Match Availability: Teams can post their availability for matches, specifying date, time, and location preferences. A calendar view for teams to manage their availability. Search and Matchmaking: Teams can search for other available teams based on location, skill level, and preferred match dates. Automated matchmaking suggestions based on compatibility (e.g., location, skill level). Communication Tools: In...
...their profiles. Skilled in form design and data management would make for a perfect fit. 2. Messaging system: An integrated messaging system will permit players to converse, coordinate, and plan games. Experience in developing seamless communication tools is beneficial. 3. Game scheduling/calendar: A calendar feature for easy game scheduling is crucial. I expect your prowess in creating intuitive date-time functionalities to shine through here. 4. Field locator/map: Leveraging mapping APIs to find nearby playing fields will be a valuable element. The ideal candidate will have experience using mapping technologies. Finally, users should be able to sign up with their email and password. Therefore, experience in user authentication techniques is highl...
A project is to find a better script or an idea to overcome ozforensics. Facial LivenessDetection Biometric verification without the presence of the person concerned
...prospecting. The ideal candidate will have experience in: • Identifying relevant data sources for lead generation based on an Ideal Customer Profile (ICP). • Sourcing high-quality contact information (emails, phone numbers) for 100-200 potential customers. • Data cleansing and validation to ensure accuracy. • Uploading the cleaned data into HubSpot CRM. Project Goals The goal of this project is to establish a foundation for targeted email marketing campaigns. This will be achieved by: • Creating a targeted lead list based on my ICP. • Uploading the lead list into HubSpot for easy campaign management. Your Responsibilities • Collaborate with me to define my Ideal Customer Profile (ICP). • Identify and utilise appropriate data sources to f...
I have a database containing over 600 serial numbers. Email serial number has an associated email address. Instead of listing the same email address multiple times, I would like a script to place all serial numbers by one email address. This will enable me to email the customer once with ALL of their serial numbers in one email. Example: Hannah Walker appears in the database 5 times, the script should remove the four duplicates of Hannah Walker and put all 5 serial numbers by her name.
Hi, I am looking for expert to connect SQL database togoogle looker studio so we can analise data and creat reports, it is a long term coopartion. Please provide implementation cost and hourly charge. Best.
I'm in need of an experienced C# desktop programmer who is well-versed in SQL Server 2019. The primary task is to ensure that new columns added to the database are correctly displayed in the Excel report generated by the application also fix some minor areas that will discuss in detail Key Responsibilities: - Troubleshoot and fix the issue of new columns not being displayed in the Excel report - Ensure that all relevant data is correctly fetched from the SQL Server 2019 database - Implement a seamless solution that does not affect the overall functionality of the application Ideal Skills and Experience: - Strong proficiency in C# programming language - Expert knowledge of SQL Server 2019, including stored procedures and ...
I'm in need of an individual from Vietnam who can assist with translating a personal letter from English to Vietnamese within a week. Following the translation, the task involves sending the letter to a Vietnam address via standard postal service. Key Tasks: - Translation: The personal letter is to be accurately translated from English to Vietnamese. The translation should maintain the tone and intent of the original text. - Mailing: Upon completion of the translation, the translated letter should be sent to a specified Vietnam address using standard postal service. Ideal Candidate: - Native Vietnamese speaker/ - I DO NOT KNOW THE ADDRESS OF THE PERSON WHO I WANT TO SEND THE LETTER. THE PERSON WHOM THE LETTER IS ADDRESSED IS A POPULAR PERSONALITY IN VIETNAM, AND THIS ...
v2 - user can find merchant and register in their user account. after admin approve, Merchant can create shop and promotion. User will get 0.1% of their total sales, check v3. - shop field (brand name, address, website, whtasapp, facebook, description, category, City, how many brands, open for agency?(radio button)) - promotion field (title, normal price, now selling price, description, expire date, point weight - V4 user can follow shop to see their promotion in feed, also can apply to be their agent. - agent can share the promotion with uniqic referral link which will earn 2% v3 - point system- user purpose any thing will get point same as the price, usd 23.12, will get 23.12 points. if point weight is 2, then he will get 46.24 point. - when userB purchase, user A ...
We are seeking an experienced freelance developer to design and develop an online service booking platform targeted at legal professionals. The project includes creating both a web application and a mobile application for service providers. R...locksmiths), and administrators. Integrate a real-time booking system with calendar and availability management. Implement secure payment systems and automatic notification features. Ensure compatibility between the web and mobile to best practices for security and data protection. Required Skills:Proven experience in web and mobile in front-end and back-end technologies (e.g., React, Node.js).Experience with SQL or NoSQL understanding of UX/UI design to meet deadlines.
...features. - Focus on application performance and user experience. - Maintain high standards of code quality and push for continuous improvement. **What You Need:** - BS/MS in Computer Science, Engineering, or related field. - 2-3 years of full-stack development experience, with significant focus on mobile apps. - Strong proficiency in Flutter or similar, front-end technologies (HTML5, CSS3, JavaScript), and backend development (Node.js, Django). - Experience with databases (SQL & NoSQL), cloud services (AWS, Google Cloud, Azure), and versioning tools like Git. **Why Join Us?** - Flexible working hours and a chance to work in a dynamic, fast-paced environment. - Continuous learning and professional development opportunities. ? **Apply Now!** Send your...
I need a skilled Android app developer with expertise in integrating key functionalities such as user login/signup, in-app messaging, push notifications, photo and file upload. Advanced features should also include GEO Fencing, QRCODE/Barcode scanning and face recognition. The app should be supported by SQL and allow user details to be saved and retrieved from a database. Furthermore, the app needs to integrate with Google services like Maps and Calendar. The design of the app should be minimalistic but seamless for easy user interface. Therefore, a developer with design skills would be perfect for this task. - ESSENTIAL SKILLS: - Android app development - Knowledge of SQL - Minimalistic app design - Experience in GEO Fencing, QRCODE/Barcode ...
...should ideally have: - Proven expertise in creating compelling live-action video content suitable for social media - Excellent storytelling skills and the ability to differentiate between the general and specific content provided for each branch - A high degree of adaptability to utilize the provided assets and similar video samples The video should be approximately 8 to 9 frames long; assets, including sample videos, will be provided to aid your creativity. Please note the goal is not to simply recreate the sample videos. You will need to flex your creative muscles to ensure our video campaign stands out. Frame 1: Text: Summer School Adventures Begin! Registration Open Now! Footage: Energetic montage of children laughing, playing, and learning in various settings (cl...
I'm in need of a skilled developer with strong experience in NodeJS, React, and Next/NestJS. The project I have in mind is a custom web application that will require: - Search Functionality: The application will have a search feature that allows users to find specific content or items efficiently. This will require robust search algorithms and user-friendly interfaces. - Payment Gateway Integration: The application needs to support payment processing. You'll need to integrate a payment gateway to handle transactions securely and seamlessly. Your experience in SQL will also be valuable to ensure efficient data management and integration with the web application. Please provide examples of your past work that demonstrate your expertise ...
...diagram, relational schema, database dump, SQL files, and queries for a library database system. Requirements: - ER Diagram: An ER diagram is required with rationalities similar to the example provided in this link: - Relational Schema: Develop a relational schema that effectively models the database. - Database Dump: Provide a database dump for the system. - SQL Files and Queries: The project should include a set of SQL files and queries that effectively interact with the database. - Managerial Queries: Develop a minimum of 20 managerial queries that will be used to analyze and manage the library database. Deadline: This project must be completed by Monday. Ideal Skills: - Proficiency in database design and SQL - Experience with ER diagra...
As a business owner, I am seeking in-depth legal research covering the United States jurisdiction, with a particular focus on unfair business practices. I require expert investigation into the topic of discrimination by placing reserves on merchant accounts. Key Responsibilities: - Comprehensive analysis of the related laws and regulations in the U.S - Detailed report explaining the implications and potential consequences of these practices Ideal Candidate: - Expertise in U.S business law - Proven background in legal research, preferably with a focus on unfair business practices - Ability to understand complex legal issues and explain clearly in layman's terms This project is more than just a research task. It's a chance to create genuine imp...
...dataset in Microsoft Excel. Key Responsibilities: - Data Cleaning: The dataset includes multiple columns and rows that need to be checked for inconsistencies, errors, and duplicates. - Data Analysis: After cleaning, I need the freelancer to perform basic data analysis to extract meaningful insights from the dataset. Ideal Skills: - Proficiency in Microsoft Excel and experience with data cleaning and analysis. - Attention to detail to ensure the dataset is thoroughly cleaned. - Basic data analysis skills to interpret the dataset and present the findings in a clear manner. Please note that the project does not require any specific tools or methods for analysis, but any experience with Pivot Tables, Statistical Formulas, or Macros/VBA would be an added adva...
I'm looking fo...of experience to support me in handling data extraction and transformation tasks. Key Responsibilities: - Data Extraction: The engineer will be responsible for extracting structured data held in SQL databases. - Data Transformation: You will be required to transform the extracted data into a usable format for our analytics and reporting. Skills and Experience: - 8+ years of experience as an AWS Data Engineer. - Proficient in working with structured data, in particular, SQL databases. - Extensive experience in data transformation. - Expertise in AWS services, especially Amazon S3 and Glue. Your support will be essential in ensuring the smooth flow of our data processes. Please provide examples of your pa...
We have diagrams for the cars. We want someone who can create a database of where we can find the analog fuel sensor wire under the dashboard. Project is for 1000 cars and can be long term.
i have a list of 11,000 car part numbers. need to find the image from each one, if you type the part number in google you'll find the image for that part.
...adults who are looking at showcasing their faith and evangelising. All designs are to be monochrome. Please find attached some examples of existing tshirts on the market that we would like to show as an example for ours. Please find below the 9 quotes to be designed on the tshirts: 1. "I can do all things through him who strengthens me." - Philippians 4:13 2. "Love one another as I have loved you." - John 13:34 3. "The Lord is my shepherd; there is nothing I shall want." - Psalm 23:1 4. "Be still and know that I am God." - Psalm 46:10 5. "I am the way, and the truth, and the life. " - John 14:6 6. "Rejoice in hope, be patient in suffering, persevere in prayer." - Romans 12:12 7. "Tru...
...capabilities. Your main responsibilities will be: - Data Cleaning & Preparation: This includes cleansing the data from any incomplete records, duplicates or errors. - Statistical Analysis: You'll need to conduct a thorough statistical analysis of the data, utilizing regression analysis specifically. The project will involve various types of data including numerical, categorical, and textual data. Since we'll be working in a professional environment, knowledge and proficiency in MS Office is a must. This includes Excel, PowerPoint, and Word. Ideal candidates should be well-versed in data analysis and have a strong statistical background. Proficiency in using MS Office is also a key requirement. Previous experience handling numerica...
