Raspberry pi c programming jobber

...urgently in search of a well-rounded and outstanding programmer fluent in numerous programming languages. It's essential for you to excel in Python, Java, C++, C#, Scala, Ruby, Python, Perl, Javascript, Go, SQL, Rust, Swift, Kotlin, HTML/CSS, and be experienced with NoSQL and LaTeX. Ideal technical expertise includes: - Data Visualization: Proficiency in matplotlib, D3.js, bokeh, or comparable tools - Machine Learning: Familiarity with TensorFlow, scikit-learn, PyTorch, or equivalent - Unit & Functional Tests: Experience using Selenium, Cypress, Mocha, or similar - Cloud Computing: AWS, Azure, Google Cloud Platform, or equivalent knowledge - Containerization: Docker The central task is to perform insightful programming assessments and coding with...

i want to make a headless synthesizer with my ARM board (similar to raspberry pi) the synthesizer will receive commands from usb midi keyboard and play some sounds i want to use soundfonts (fluidsynth) for the instruments for the effects i want to use LV2 plugins the effects are controlled by knobs on the midi controller i want to run only from commandline (no xwindows).. . everything should be controlled by python. can you help me with - the setup - the choice of the right components - making the python program pls tell me about your experience with linux synthesizers in the offer

Connecting chip timing results from our Orbiter4 software to RunSignUp's API so as runners pass our detector at the finish the results are passed from our computer to Run Sign UP so they can be shown on the runners mobile phone. The programming on both sides are complete as we have RESTful Interface and Run Sign up has the API and complete mobile application. More can be found here... For the purpose of my project, I am looking to integrate transaction data through an API connection. The primary goal is to enhance functionality and streamline operations. Here’s what the successful freelancer will need to address: - The API will be integrated with a proprietary platform handling race results. - The primary task would be to enable the reliable transfer

...attached file "TIG Requirements". Please see all the logo requirements below as well: A. The Logo will Metallic (or a White/Black 3-D blend) - For finishing options, please See Samples in the "TIG REQUIREMENTS" file. B. The Logo must have a bold yet professional font. - It is for a trading company so it must convey trust and confidence in branding. - Please decide on a font that you see fit! C. The TIG Logo must have: - A Swiss Flag dot as the tittle of the “i” - The head/Mane of a HORSE above the TIG Logo lettering - TIG as the main lettering D. The Logo MUST have a hidden Panda Face - One of the requirements is that within the ear of the Horse, we want a quite small face of a panda, which is a small easter egg that is requested. ...

I need CNC cutting files to construct a steel mailbox that replicates the exterior of a 1985 Chevrolet C-10 pickup truck. Freelancers with experience in CNC cutting files, 3D modeling and automotive design are preferred. Key project requirements include. - Comprehensive 3D model of the truck's complete exterior to serve as a blueprint. - Detailed CNC cutting files that can be used to shape metal for the replica truck mailbox. This is an exciting project that blends industrial design with a touch of vintage automobile nostalgia. Your previous examples of detailed, practical, and creative CNC cutting designs will be highly valued.

I am in need of an experienced Python developer who is skilful in utilizing the Robot Framework for automation. The specialist will primarily focus on: - User Interface Testing on Windows-based Desktop Applications. Ideal skills and experience required for the job are as follows: - Proficiency in Python programming language. - Extensive experience in User Interface Testing for Desktop Applications. - In-depth knowledge of the Robot Framework. - Previous experience in testing Windows-based applications. Your responsibility will include but not be limited to the development and implementation of automated testing programs specifically optimized for Windows operating systems. Please bid with relevant experience and portfolio.

As the clie...as well as what characteristics are required for successful completion. Therefore, I need you to be highly adaptable and well-rounded in your C# skills. The only specific feature I anticipate needing is user authentication. Any additional capabilities, such as data processing, integration with external APIs etc. can be discussed as we progress. Skills and Experience: - Comprehensive knowledge of C# - Experience developing varied C# projects - Proficiency in creating user authentication systems - Capacity to work with minimal guidance - Strong problem-solving abilities - Excellent communication skills. Please include in your applications: - Your C# experience - Any relevant past work - An estimate of how you might approach this project given t...

Hi, I want to build a small villa this summer and integrate the elements of a smart home based on HOME ASSISTANT. I'm an electrician but I don't have enough knowledge in programming. I would like the integration in HOME ASSISTANT of 2 air conditioners, 2 video cameras, sensors (temperature, humidity, presence and others), gate automation, lighting, remote access, voice control and others. I want to develop the project on Raspberry PI 5 but I am also open to other options. I would prefer to work with a person fluent in Russian from Ukraine.

Searching for a Scala developer with a strong understanding and experience with Functional Programming. The project specifics are: Functionalities: - The exact functionality of the project was not specified. However, a Scala developer with general expertise in Functional Programming would be desirable. Timeline: - Project completion timeline was not provided at the moment. A scala developer who can be somewhat flexible with timeframes would be beneficial. Skills and Experience: - Proven track record as a Scala developer - Advanced knowledge and understanding of Functional Programming in Scala - Ability to interpret client needs and provide solutions - Flexible with timeframes - Strong problem-solving skills If you meet the criteria above, please don't hesitate...

Project description: Solution needed for data acquisition and visualisation. The data has to be collected from a sensor using Modbus RTU, the data needs to be read from the register and logged into a .csv file with ...straight line. The time delay between measurements should be as little as practically possible. Available hardware for the task: - "node mcu ESP32s3", or "Panlee WT32 SC-01 plus" the latter has built in RS485. - Nvidia jetson nano - Raspberry Pi - Ordinary PC with a USB to RS485 converter. Software requirements: - the project can be completed on any platform as long as it satisfies the requirements set in the description. - suggested languages to use are Python with visualization libraries...

The objective of this project is to build a proprietary software from existing code available on the web and to modify the code as well as add more features as per our specifications. We are looking for a person or team that's experienced in embedded systems, proficiency with SPI communication. having worked with especially Raspberry Pi and ADALM-PLUTO and on the Linux and Python platform.

I'm seeking a talented Openscad developer for my project primarily focused on prototype designing. The project demands a strong capability in Scripting, Parametric Design, and the creation of Customizable Templates. I need a 3D design of a shoe as described below that can be 3d printed. The design is attached as a attachment. Key Requirements: - Proficient in Openscad programming language - Proven experience in Parametric Design, and Scripting. - Mastery in creating customizable templates. The ultimate goal is to design and develop detailed prototypes. Your work will play a pivotal role in the overall product development process. If you possess a creativity boom with Openscad, let's bring our best visions together to life. I would like you to specifically create a ...

For this project, I need an Arduino programming expert. I've created a prop airsoft bomb initially designed in Autodesk Tinkercad. All files are ready and in working order, but I would like some adjustments made to the programming. The updated code will need to work with a 16x2 LCD screen communicating through I2C. The following changes are needed: Duel button disarm function Opening screen reading clean up the progroam * Display a countdown timer that starts from 00:00:00. This timer should only start when triggered by a button press. * The LCD screen should also show user instructions. The specifics for those instructions will be provided after hiring. Expertise needed: * Proficient in Arduino programming * Experience working with 16x2 LCD screens and I2...

I am in need of a game developer to c...system for player profiles (allowing a whole new world of opportunities for the player base) As for gameplay, the game should be simple yet addictive, retaining players and encouraging return play. It should not be overly complex but likewise not too rudimentary - a finely tuned balance is key. You need to be experienced in handling both front-end and back-end of game development, including programming, gameplay design, testing, and pixel art. Collaboration is important in this project since I want the output to be a product of combined ideas to make the game more engaging. If you've worked with similar projects in the past, please provide examples of your work I have a load more ideas on this game, so let’s chat! Looking for...

I'm seeking an experienced NFT developer to create comprehensive metadata for a series of image-based NFTs. The metadata should reflect a variety of attributes including image size and potentially other parameters as agreed upon further dow...parameters. For example only 5% will have blue color. Note: images are fixed and not related to attributes. Images will be numbered 1,2,3,4,... - metadata should be standard and compatible with Solana Ideal freelancer will have: - Proven experience in NFT metadata creation and management. - Thorough understanding of diverse parameters possible in metadata. If you can create it in Visual Studio vb.net or c# or other. Feel invited to bid if you can deliver quality work on this crucial aspect of our NFT project. You can use any code from gi...

We are a registered 501(c)(3) Non-Profit Organization seeking a proficient developer with expertise in call-based technology and API integration, tailored specifically to our requirements with Ringba for call tracking. Our focus is not on answering calls in real-time but on efficiently managing voicemails by transforming them into actionable text-based entries in our WordPress database, along with other available data and recordings. Familiarity with Call Transcription through Ringba's API is highly desirable: • Integrate a robust API connection between our Ringba dashboard, where we manage voicemail tracking and recordings, and our WordPress system, ensuring seamless data flow and synchronization. • Utilize your expertise

...and performing several additional functionalities. This project will require: - Developing the AI agent using Python - Ensuring the agent primarily focus on browsing informational sites, effectively extracting and processing the needed data. - Configuring the agent to run either through cloud-based operations or manual triggers. Ideal Skills and Experience: - Profound expertise in Python programming - Significant experience in AI development, preferably with a focus on web browsing and data extraction - Familiarity with cloud-based operations and manual triggering systems - Understanding of the structure and functionalities of informational websites. This project calls for a balance of technical knowledge in Python and AI, as well as an understanding of how to navigate and i...

As the clie...as well as what characteristics are required for successful completion. Therefore, I need you to be highly adaptable and well-rounded in your C# skills. The only specific feature I anticipate needing is user authentication. Any additional capabilities, such as data processing, integration with external APIs etc. can be discussed as we progress. Skills and Experience: - Comprehensive knowledge of C# - Experience developing varied C# projects - Proficiency in creating user authentication systems - Capacity to work with minimal guidance - Strong problem-solving abilities - Excellent communication skills. Please include in your applications: - Your C# experience - Any relevant past work - An estimate of how you might approach this project given t...

I NEED A PROGRAMMER WITH KNOWLEDGE IN REMOTE ADMINISTRATION FROM ANDROID. REQUEST: -C -C+ -C#

I need an expert who can program a communication interface in either Python, C++, or both to control an Anaheim Automation Servo Driver (model FD124S-LB-000) through RS232 protocol. The task involves directing the Servo motor SMC60S-0040-30MBK-3DSU in position control mode directly from a PC. The use of a specific Python or C++ library is not necessary, giving the freelancer the autonomy to decide on the best tool to accomplish the task. Ideal skills and experience for this project include: - Proficiency in Python or C++, or both - Experience in controlling hardware through RS232 protocol - Familiarity with Anaheim Automation Servo Drivers and Servo Motors - Problem-solving skills to design an effective communication strategy The project is needed as soon as possible...

I'm seeking a proficient Python and Javascript trainer to guide me in developi...developing a specific web application. Your role won't just be to explain the fundamentals, but to provide hands-on training throughout the development process. Skills and Experience: - Proficient in Python and Javascript - Proven track record in teaching programming - Experience in web application development The perfect trainer would help me understand the languages at depth since the end goal is not simply learning programming. It will involve actively using Python and Javascript in a real world project, designing and coding a web application. So, anyone with experience of building a web application from s...

I am seeking zatca expert who can help to implement the XML format of E-invoice generator using C# in compliance with the Saudi Zakat, Tax, and Customs Authority (ZATCA) guidelines. This project is a dotnet core 6 MVC project and involves four key documents: 1. ELECTRONIC INVOICE DATA DICTIONARY (19 May 2023) 2. ELECTRONIC INVOICE XML IMPLEMENTATION STANDARD (19 May 2023) 3. Fw_ 4. This project should follow two distinct steps: 1. XML Format Invoice Generation 2. Validation of the Generated Invoice using an offline SDK tool For guidance, you can refer to the following YouTube resources: 1. Tutorial 1: Generating XML Format Invoice 2. Tutorial 2: Validating

I'm seeking an experienced developer to create a python-based system that can generate PDFs on demand. This application needs to handle a variety of sources; although the exact content hasn't been specified, the developer should be prepared to work with a range of potential inputs such as text documents, spreadsheets or webpages. Ideal Skills & Experience: - Expert in Python programming. - Experience with generating PDFs programmatically. - Ability to handle multiple types of content sources. This project is open-ended, so the completion date is flexible. However, we should establish a detailed timeline planning during the proposal stage. When applying, please provide your past work, extensive experience, and a detailed project proposal to evaluate your skills and a...

I am in need of a proficient developer well-versed in the C programming language. The task at hand is to design a unique string method algorithm from start to finish. Key requisites for the potential candidate include: - Strong know-how of the C language and its application - Sound knowledge and understanding of string method algorithms - Aptitude for creating original, efficient, and effective code Candidates with prior experience in algorithm development will have an edge. The output I am looking for is a C code that implements a string method algorithm correctly and efficiently. You may be required to explain your work as you proceed for clarification and understanding purposes. Efficiency, correctness, and creativity will be key evaluation parameters. hav...

Seeking a developer with experience in C# and SQL for a predictive artificial intelligence project. Your role will involve developing a model to predict user behavior on a vending machine, utilizing data stored in SQL Server. Proficiency in artificial intelligence is required.

...GIFs, generating a unique, personalised sharing experience for users. Key responsibilities: - Developing an intuitive and user-friendly interface - Integrating GIF library within the app - Enabling text input method to modify selected GIF - Ensuring optimal performance of the app on both iPhone and iPad Ideal skills and experience: - Proficiency in iOS development (Swift/Objective-C) - Proven experience with graphic media applications - Familiarity with GIF file manipulation and text overlay - Proficiency in image and object tracking Please see the link below that has 3 videos that shows what this app should look like as well as an additional feature which allows the user to apply text on banners at the top or bottom of GIPHY GIFs. I already have a lot o...

Requirements - C, C++ (middle), Python (optional) programming languages. - Ability to read and understand electronic schematics. - Be ready to deal with hardware. - Be striving for self-education and self-organization. - Have good English verbal and written skills (B2/Upper-Intermediate). Qualifications: - Embedded Linux - Multithreading/multiprocessing - ESP32 MCU development - Web protocols (MQTT, WebSocket) - Low-level protocols (UART, I2C, USB) - Wireless protocols (BLE) - Cloud services (AWS) - Electronic schematics and PCB design - Hardware bring up and debug If you believe that your skills and expertise align with the requirements of this position, please send us your CV. Additionally, if you have a portfolio or examples of previous work, we would be intereste...

I'm seeking an intermediate level Research Assistant, highly proficient in Python to...term of accuracy, precision, F1-score, RMSE, ME, MAE, RMSE, MAPE etc then already applied models * Step 3: Documentation of the work, along with a discussion to validate the model's usage and justify it as a Scientific research. Ideal Skills & Experience: * Proficient in Python programming language * Prior experience in Machine Learning and Deep Learning algorithms * Anyone with Past Experience as a research assistant will be highly appreciated Please only apply if you hold proficiency in Python programming ,Have past experience in research related tasks and have intermediate experience in Algorithms. Familiarity with ML and DL techniques and an ability to effectively vis...

More details: What specific features or functionalities are you looking to incorporate into your SwiftUI design? Dark mode support, User authentication Do you have any specific design preferences or references for your SwiftUI design? Elegant and modern Is there a particular programming principle or architecture you prefer for the SwiftUI design? Model-View-Controller (MVC)

A task to create a new project and gather data via an API

Description: I am in search of a skilled Python developer to develop a script that can retrieve historical data for gold prices from a specified API (), perform simple mathematical analysis, generate graphs to visualise the data, and export the graphs in PNG format. Skills Required: - Proficiency in Python programming - Experience working with APIs - Knowledge of data manipulation and storage - Familiarity with graphing libraries (e.g., Matplotlib, Plotly, whichever is most suitable) - Ability to implement mathematical equations for data analysis - Experience in exporting graphs to PNG format Technical Requirements: - Develop a Python script to connect to the API, retrieve historical gold price data, and store it in a structured format - Implement graphing functionality to visuali...

Hi Rolesh S., as discussed I want some pair-programming sessions.

We want to build the ai resume builder and ai interviews I'm looking forward to collaborating with an experienced software developer with expertise in Artificial Intelligence, specifically in the area of Natural Language Processing (NLP). The project will focus on: We...to collaborating with an experienced software developer with expertise in Artificial Intelligence, specifically in the area of Natural Language Processing (NLP). The project will focus on: We want to build the ai resume builder and ai interviews Ideal Skills: - Extensive knowledge and experience in AI, with a focus on NLP system development - Proficiency in Python or other widely used AI programming languages - Strong understanding of current AI and NLP methodologies - Ability to work collaboratively to ach...

I'm searching for an intermediate level data scientist who can use Python effectively within the Google Colab environment. The primary responsibilities for this project are: - Fix error in .json dataset to use in Google Colab (current...for this project are: - Fix error in .json dataset to use in Google Colab (currently showing invalid json) - Implement basic ML/DL Models - Data Analysis: This will require proficiency in Python and a good grasp of statistical analysis. - Data Visualization: Skills in data visualization will be essential to represent results clearly. Please only apply if you hold proficiency in Python programming and have intermediate experience in Google Colab. Familiarity with machine learning techniques and an ability to effectively visualize data is ...

I am in urgent need of a knowledgeable individual who can...on optimal design for control systems. This includes providing detailed explanations, crafting example solutions and generating MATLAB code. I would like to incorporate optimization techniques such as genetic algorithms and particle swarm optimization. Primarily, I would expect the freelancer to have: - Expertise on control system design and optimization techniques - Proficiency in MATLAB programming - Experience in creating educational resources Please include examples of your past work in similar content creation projects. The task requires immediate attention, hence the faster you can deliver, the better. I appreciate concise and comprehensive applications, illustrating a good understanding of what's required i...

I require a proficient developer who can seamlessly utilise Python, Java, and C++ to create an application designed for mobile use. Primary Purpose: - The task at hand primarily pivots around the development of an application. Key Duties: - The professional will need to adapt to Python, Java and C++. Mastery in using these three languages is paramount. Vacancy Requirements: - Proven track record in application development, preferably in a mobile application context. - The candidate should be able to demonstrate a keen understanding of user needs and be able to translate these requirements into compelling design features. - Hands-on experience with Python, Java and C++. - App design and UX/UI experience are a bonus.

Requirements - C, C++ (middle), Python (optional) programming languages. - Ability to read and understand electronic schematics. - Be ready to deal with hardware. - Be striving for self-education and self-organization. - Have good English verbal and written skills (B2/Upper-Intermediate). Qualifications - Embedded Linux - Multithreading/multiprocessing - ESP32 MCU development - Web protocols (MQTT, WebSocket) - Low-level protocols (UART, I2C, USB) - Wireless protocols (BLE) - Cloud services (AWS) - Electronic schematics and PCB design - Hardware bring up and debug If you believe that your skills and expertise align with the requirements of this position, please send us your CV for review. Additionally, if you have a portfolio or examples of previous work, we would b...

I am looking for a freelancer to create a simple backend Laravel API Project You will a get front-end responsive design and convert it to react then link to back-end " upload project online" Skills and Experience: - Back-End developer - PHP Note: You need to show me everything Codes, Full explanation I am intereste...looking for a freelancer to create a simple backend Laravel API Project You will a get front-end responsive design and convert it to react then link to back-end " upload project online" Skills and Experience: - Back-End developer - PHP Note: You need to show me everything Codes, Full explanation I am interested in developing a Laravel API project for a Roadmap website designed for learning programming languages. IMG:

Hi Roman C., I noticed your profile and would like to offer you my project. We can discuss any details over chat.

... I have a personal collection of Yu-Gi-Oh! cards where I would like to make thematic pictures for various sets, print them off, and store them in binders. Included is 3 examples of what I have done for official sets. These ones though will only be an image with no writing at the bottom but will still have the banner at the top. For now, can you choose 1 of the following to make art of for me: "C" - A similar looking house as "_C House", but covered in caution tape. The art style should be similar to "_C 1-6" Arcana Force - Burning Abyss - Danger! - Fire King - A wider shot of the island while removing the clouds and the singular bird near the top Gunkan - Using the boats in "Gunkan 1-3", place them in a similar style as "Gunkan Fl...

I'm looking for a skilled freelancer to develop a PC strategy game for me. Here are the specifics: - Game Type: The game will fall into the strategy genre. - Platform: It'll be for the PC. - Engine: We'll be using Unity for development. W...is a symbol of a hat we have and the obstacles are supposed to be trading candles from tradingview(insporation attached) The ideal freelancer for this project should have: - Substantial experience in game development, especially PC games and browser games. - Proficiency in using Unity. - A strong portfolio showcasing their previous strategy game projects. - Strong skills in both design and programming. - Effective communication skills and commitment to deadlines. If you tick these boxes, feel free to bid and let's d...

...intermediate level Python programmer, I am in need of a capable and experienced freelance professional for a project involving data mining, specifically focusing on extraction and sentiment analysis. The tasks will include: - Data extraction from various online resources. - Conducting sentiment analysis on the extracted data. Essential skills and experiences include: - Proficiency in Python programming and data mining techniques - Familiarity with extraction and sentiment analysis tools - Experience in delivering projects within a short timeframe I am looking to get this project underway as soon as possible, hence requiring someone who can deliver quality work promptly and efficiently. I anticipate engaging discussions on the approaches you may employ, so an ability to commu...

I'm in need of a skilled Javascript and Node.js programmer to assist me in building an online multiplayer snake game akin to Slither.io. Albeit the design work required is minimal, the interface should still be simple yet appealing. Skills and Experience: - Proficient in Javascript, Node.js, and related technologies. - Firm understanding of WebSockets, Linux, and Database and Client-server programming. - Fluent in English for effective communication Candidates with a background in multiplayer game development will be highly considered. Your proposal should demonstrate your ability to create low-latency multiplayer games using JavaScript, WebSockets, and node.js. The game will be deployed on several Ubuntu VPSs that we maintain ourselves. We rent these VPSs near users ...

I'm looking for a skilled 3D modeller to create a configurator for my website that specifically designs custom made, curtains. The price calculator: - Although I skipped the specifics on features for the price calculator, it is still a required feature in the configurator. It should be intuitive and easy-to-use. Ideal skills include a mix of 3D design and programming, proficiency with web development, as well as prior experience working with price calculator tools development. Experience in designing similar configurators would definitely be a plus.

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I'm looking to develop a cutting-edge video streaming application targeted specifically for Apple TV 4K. In order to provide my users with top-notch experience, I am interested in including: - Live streaming capabilities - Video on demand functionality The ideal freelancer for this job must be proficient in tvOS ...- Live streaming capabilities - Video on demand functionality The ideal freelancer for this job must be proficient in tvOS development and Apple's ecosystem. Familiarity with video streaming technologies and creating user-friendly interfaces will be an added edge. Understanding the user journey in a video streaming environment is very crucial for this role. This project will require strong programming skills, and a good understanding of user registration and...

...enhance the security of my existing desktop software. Presently, there's a fear that the software could be cracked thereby compromising the handling of a crucial piece of data: IP addresses. -Brief Overview: The software was created using the Exe programming language. The task at hand now is to fortify it using the best and most up to date security protocols to prevent cracking. -Key Task: Successful applicants will provide an advanced security upgrade to our Exe-developed desktop software to prevent a potential breach. -Ideal Skills: Strong Exe programming language experience Proven track record in software security Familiarity with desktop software security needs The ideal candidate is skilled in the newest encryption and protection methods. Kindly provide examp...

I'm in urgent need of a versatile C programmer, specialized in socket programming. An ideal candidate understands the ins and outs of creating TCP sockets and is no stranger to sending and receiving data over sockets. This person must also have strong experience successfully handling socket connections. If your background includes building FTP servers, even better. The project spans various operating systems, so versatility is key. If you're knowledgeable with navigating Windows, Linux, and macOS platforms, then you might be the perfect fit. Requirements: - Proficiency in C programming language - Experience with creating TCP sockets - Background in sending and receiving data over sockets - Handling socket connections - Familiarity with Windows, Linu...

I'm in urgent need of a versatile C programmer, specialized in socket programming. An ideal candidate understands the ins and outs of creating TCP sockets and is no stranger to sending and receiving data over sockets. This person must also have strong experience successfully handling socket connections. If your background includes building FTP servers, even better. The project spans various operating systems, so versatility is key. If you're knowledgeable with navigating Windows, Linux, and macOS platforms, then you might be the perfect fit. Requirements: - Proficiency in C programming language - Experience with creating TCP sockets - Background in sending and receiving data over sockets - Handling socket connections - Familiarity with Windows, Linu...

Hello, I need a Python or other programming language expert that can import my Excel file using libraries like pandas and openpyxl and then manipulate data as per my requirements below. - The data is Food recipes of around 30 columns x 50,000 rows (in 3 different files) - Consider 3 main parts of recipe 1. Ingredients, 2. Steps, 3. Other info I need modification in 1st part (ingredients only) - I need you to give me a new cleaned Excel/database file of the list of ingredients in all total 3 files - Add a primary key to identify all ingredients and write this key in the recipe database instead of the name ONLY EXPERTS WHO HAVE FULL CONFIDENCE SHOULD APPLY, its not something a new person can do