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I am seeking an experienced Python developer with a proven track record in working with the Scrapy framework. The primary goal of the project is to handle data extraction from websites, dealing particularly with nested or hierarchical data. Key Responsibilities: - Collaborating with the team to define the scope of the project and identify the data requirements. - Design and implement data extraction scripts using the Scrapy framework. - Handle complex, nested or hierarchical data structures. - Ensure the accuracy and efficiency of the data extraction process. Ideal Skills and Experience: - Proven experience in Python development. - Expertise in working with the Scrapy framework. - Strong understanding of web technologies and data structures. - Excellent problem-solving and ...

In need of a skilled professional to develop a RESTful API using Python. The API should be designed to handle multimedia data. Ideal Expertise: - Proficient in Python programming. - Thorough experience in RESTful API development. - Should specifically be adept in dealing with multimedia data handling. - Great problem-solving skills. - Conduct testing ensuring optimization and compatibility. Transparency, communication, and attention to detail will be crucial for this role. A fast turnaround will be appreciated without compromising on quality. If you have what it takes to handle this job, I welcome you to make your bid.

I'm looking for a skilled TouchDesigner and Python developer to create a script for automatically sending MOV videos as email attachments. Key Requirements: - Design and develop a Python script for TouchDesigner that can attach MOV videos to outgoing emails. - Ensure the script is robust, reliable and can handle various video sizes. - Email content doesn't need to be customized for each recipient, so a standard email template is sufficient. - Mail input from user side Your role will involve: - Understanding the project's requirements and the specific constraints of sending MOV videos via email. - Creating the necessary Python script within the TouchDesigner environment. - Testing and refining the script to ensure it performs reliably across different e...

I am in need of a Python expert, specializing in web scraping. I require someone who can proficiently extract data from various websites. The specifics of the data may vary from text content, images, links, to contact information. Your key responsibilities will include: - Writing effective and efficient Python scripts to scrape data - Ensuring the data is extracted accurately and in a structured format - Delivering the data in a timely manner The ideal candidate should have: - Proficient experience in Python and web scraping - A strong understanding of data extraction techniques - Proven experience in handling and parsing a variety of data types - Excellent communication skills and the ability to meet deadlines Please be prepared to provide examples of your previ...

I'm urgently in need of a software developer who can help me fix some bugs in my software and make some necessary adjustments to the code. Key Requirements: - Debugging: You should be experienced in identify...software developer who can help me fix some bugs in my software and make some necessary adjustments to the code. Key Requirements: - Debugging: You should be experienced in identifying and resolving bugs in software. - Code Customization: The project may require some customization of the code to ensure it meets my requirements. Your experience with software development, particularly with Java, Python or C++, will be highly regarded. The project is quite urgent, so I'm looking for someone who can start immediately and deliver fast, but without compromising the ...

I am looking for a Python developer who can implement concepts from a research paper. - The developer must have solid experience in Python, ideally with an intermediate understanding of complex programming concepts. They should be comfortable with an intermediate level of complexity in translating research concepts into code. - Knowledge and experience with the PyTorch framework is a must. The freelancer will need to use it to implement the code from the research paper. This project will require a good understanding of data structures, algorithms, and object-oriented programming in Python. Experience with prior work involving code implementation from research papers would be advantageous. Please only bid if you meet these qualifications and can deliver quality wo...

...is about algorithmic auto-investing trading on world wide's financial market. Fixed Rate Job Paid based on success delivery per country. $10/country. Make about 5-10 API/country for 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. Agi...

I'm seeking a Python expert to delve into a specific set of emails and tackle both sentiment analysis and classification tasks. Key Tasks: - Sentiment Analysis: I want to understand the overall sentiment of the email data. You will be required to identify and extract the prevailing sentiment from the emails. - Email Classification: The project includes categorizing the emails into predefined categories. This will involve analyzing the content and context of the emails to sort them into different classes. Requirements: - Proficient in Python: As Python is my preferred language for this, you should have a strong grasp of Python and its libraries for carrying out sentiment analysis and text classification. - Email Analysis Experience: Experience in analyzi...

I'm looking for a skilled programmer to help me convert my invention into an app for iOS and Android devices. It is preferred that you're located here in SAN DIEGO, CA...however it's not absolute. Key requirements: - I'm open to the programming language, so your expertise in Python, Java, or C and C ++ would be beneficial in guiding the decision. - The main functions the app should possess are user authentication and data storage. I will require a Non Disclosure Agreement [NDA] to proceed with details of the invention. If you've got experience in app development [Coding] and can help me bring my invention to life on mobile devices, please reach out. Looking forward to working with you! Thanks, Mike

I'm in search of a talented illustrator skilled in pencil art who can bring my Pokémon team to life in a unique, realistic style. Key requirements: - Expertise in figure drawing is a must, as the project will involve detailed illustration of fantasy characters. - Familiarity with Pokémon character design would be a significant plus. - You will be working with traditional pencil and paper, delivering the final physical product. - An eye for realism in your drawing style is essential. Ultimately, I want to see my Pokémon team arise from the canvas in an impactful and detailed manner that blends the fun of fantasy with a touch of realism. If you're a skilled draftsman with a passion for bringing imaginary creatures to life, I'd love to see your po...

I'm looking for a skilled developer to create a search engine that emulates the functionality of Google

We are seeking an experienced skilled R...experienced skilled Raspberry Pi developer for an exciting machine workflow using Raspberry Pi and servo motors. The project involves developing software for control, and integrating the Modbus TCP/IP protocol. The successful candidate will demonstrate expertise in Python programming, servo control, and Modbus communication. Phase 1: Set up the Raspberry Pi 4b to control servo motors and configuring communication with the Panasonic Minas Driver and Panasonic Servo Motor. Install Modbus server software and develop custom Python scripts for Modbus communication and servo motor control. Phase 2: Control Iron Core Linear motors and configuring communication with the Mitsubishi Driver . This can turn into a long term project for the...

I'm looking for an experienced developer to help with real-time text data scr...and management using BeautifulSoup. This project is primarily focused on retrieving text data and storing it in a database. Key Responsibilities: - Implement an API scraper to continuously retrieve text data in real-time - Utilize BeautifulSoup for data extraction and management - Develop a robust database to store all the scraped text data The ideal candidate should have: - Proficiency in Python programming language - Strong experience with API scraping and BeautifulSoup - Previous work involving real-time data scraping - A good understanding of database management It is important that the data scraping runs seamlessly and accurately in real-time. Prior experience with similar projects will be...

I have a Python file that was running fine last night for data analysis purposes. However, after trying to upload the '' file to GitHub, I encountered an error due to the file size being too large for GitHub. I need to get the Python file running again, but with the '' file stored on an external service to work around the file size limitations of GitHub. Key requirements include: - Identifying and resolving the issue causing the Python file not to run - Storing the '' file on an external service and adjusting the Python code to access it from there Ideal Skills and Experience: - Proficiency in Python - Experience with data analysis and handling large datasets - Familiarity with version control, specifically using GitHub - A...

Python Script Developer for Photoshop Automation & WordPress/WooCommerce Integration We are seeking a freelance Python developer to create a script that automates Photoshop tasks and integrates with WordPress/WooCommerce for product customization. The script will: Develop a Python script to automate Photoshop operations. Integrate the script with WordPress/WooCommerce to retrieve order details. Automatically open Photoshop and modify PSD files based on customer orders. Update text layers with customer input and save customized templates as JPG/PDF.

Python Script Developer for Photoshop Automation & WordPress/WooCommerce Integration We are seeking a freelance Python developer to create a script that automates Photoshop tasks and integrates with WordPress/WooCommerce for product customization. The script will: Develop a Python script to automate Photoshop operations. Integrate the script with WordPress/WooCommerce to retrieve order details. Automatically open Photoshop and modify PSD files based on customer orders. Update text layers with customer input and save customized templates as JPG/PDF.

Python Script Developer for Photoshop Automation & WordPress/WooCommerce Integration We are seeking a freelance Python developer to create a script that automates Photoshop tasks and integrates with WordPress/WooCommerce for product customization. The script will: Develop a Python script to automate Photoshop operations. Integrate the script with WordPress/WooCommerce to retrieve order details. Automatically open Photoshop and modify PSD files based on customer orders. Update text layers with customer input and save customized templates as JPG/PDF.

...can create a bot that will be used for automated trading on Binary.com. Key Functionalities: - The bot will be designed to execute trades based on predefined strategies. This means it should be able to analyze market conditions and place trades automatically as per the set strategy. Ideal Skills and Experience: - Proficient in Python: Since Python is my preferred programming language for this bot, you should have demonstrable experience in programming with Python. - Knowledge of Binary Trading: A good understanding of binary trading platforms and how they operate is a considerable plus. - Experience with Automated Trading: Prior experience in developing bots for automated trading is highly preferred. - Familiarity with : Given that the bot will be used on , e...

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.The scope of this project includes: 1. Data Transmission: You should be able to help in enhancing our network to ensure that it delivers data more optimally, focusing particularly on text-based data, as this is what our UDP/IP network primarily handles. 2. Error Detection and Correction: The hiree will also have to devise new methods for detecting and correction errors within our system. We've been facing some challenges in this area that need resolution. 3. Scalable Solutions: Our network system currently connects between 10 and 50 devices. While working on this project, it is important to keep scalability in mind to accommodate potential future growth.

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

I'm in need of a full-time, mid-level software developer to join our e-commerce company. You should be proficient in Python, Java, and PHP. Your primary responsibilities will include: - Coding and programming: Developing robust, scalable software solutions for our e-commerce platform. - Database management: Ensuring the efficient operation of our databases and managing related processes. - Bug fixing and troubleshooting: Identifying and addressing software issues to maximize performance. Your experience should ideally span 2-5 years, giving you a good understanding of the nuances of software development. In addition to your technical prowess, you should be able to work efficiently within a team and communicate effectively. Your input will be crucial in enhancing our e-commer...

...points for those who can offer a variety of data integration possibilities. Please bid only if you are skilled in these areas and ready to collaborate on this task. 'm looking for a skilled freelancer to program an AI chatbot that integrates seamlessly with Google Assistant. The chatbot should handle verbal prompts to perform various tasks, access phone functions when given verbal permission, and search online public sites for data collection and analysis. The chatbot should be able to generate detailed outputs like reports, letters, poems, dialogs, directions, and images based on the queried data. Project Requirements: Google Assistant Integration: Ensure Google Assistant is set up on my device. Create a project in the Actions on Google Console. D...

I am in need of a skilled Machine Learning Developer...complexity, featuring multiple variables. The primary goal of the model will be to understand the relationships between these variables. Key Responsibilities: - Utilize the provided dataset to develop a causal model - Ensure that the model is capable of effectively illustrating relationships between variables - Optimize the model for performance Ideal Candidate: - Proficient in Machine Learning and Python - Experience with building causal models - must have worked on techniques like robust synthetic control, dowhy, econml, trigamite, DECI and other double ML/causal techniques - Strong analytical and problem-solving skills - Ability to work with moderate to complex datasets - Strong understanding of relationship modeling in da...

...script or tool that will: Look up Doctor's Specialization: Use CRM numbers to search on the website: CFM Doctors Search Extract doctor's information including their specialization. Look up Disease Descriptions: Use CID numbers to search on the website: MedicinaNet CID10 Search Extract the disease description. Deliverables: ( ) A script or tool that can take a list of CRM and CID numbers as input. Automate the search process on the specified websites. Extract the required data and compile it into an Excel file with separate sheets for doctors' information and disease descriptions. Requirements: Programming Language: Preferably Python. Libraries: Experience with web scraping libraries like BeautifulSoup, Selenium

I'm looking for an expert in numerical analysis who can help me with a range of tasks. Here's what the job involves: - Solving Linear Equations - Interpolation - Integration While I haven't specified a programming language in the options, I'm currently working on this project by hand. If you're proficient in Python, MATLAB, or C++, your insight into these languages might be helpful. The project is urgent and needs to be completed ASAP. If you're skilled in numerical analysis and can deliver quality work under tight deadlines, I'd love to hear from you.

...extension should be able to: - Extract the first value from the first document that is loaded - Select the second value from the second document that is loaded The communication between the Chrome extension and the server should be seamless and efficient. The server should be able to receive and process the values extracted by the extension. Iam using a multiple AWS windows instances upto 16. So in every instance I use chrome Browser for my Business to customers daily. So I run a Extension in chrome for Auto click drop-down &radio button That extension developed by other freelancer So Every instance& chrome extension has to connect to the server and if we change the radio button and drop-down on the server it has to be clicked as order wise. If first...

...extension should be able to: - Extract the first value from the first document that is loaded - Select the second value from the second document that is loaded The communication between the Chrome extension and the server should be seamless and efficient. The server should be able to receive and process the values extracted by the extension. Iam using a multiple AWS windows instances upto 16. So in every instance I use chrome Browser for my Business to customers daily. So I run a Extension in chrome for Auto click drop-down &radio button That extension developed by other freelancer So Every instance& chrome extension has to connect to the server and if we change the radio button and drop-down on the server it has to be clicked as order wise. If first...

I am in need of a Python developer with expertise in hardware oriented programming to add some additional functionality to an already written script of mine. The existing functions also need to be double-checked for correctness. Key requirements include: - Modify the existing Python script to incorporate the additional features required - Review the current script and ascertain that all existing functions are properly written and functioning as they should - Build a Debian OS image for COM (Computer-On-Module) installation that can be used to implement the updated python script seamlessly. Success in this role will require: - Proven experience with Python, specifically in writing and improving scripts with a focus towards integration with hardware - Solid kn...

Dough one Sources is looking candidates for Senior Business Analyst – VBA, Advance Excel. Job Role: Senior Business Analyst Job Location: Remote E...Technical knowledge of VBAs, Macro, MS Office skills to drive automation opportunities. • Well-versed with dynamic loops, data extraction from images. • Work with users and team members at all levels for performance improvement and suggestions. • Understand and prepare Ad hoc reports. • Identify the opportunities of automating reports, snapshots and dashboards using advanced formulas, Advanced Excel, Python and other techniques • Consolidate, sort, organize and summarize data using basic mathematical operations • Interpret data and metrics using charts, tables, Dashboard and other graphics in Microsof...

I'm in need of a seasoned AI developer to assist with a project that involves a variety of AI tasks. The ideal candidate should be proficient in Python and Java, with a solid understanding and experience in the following areas: - Natural Language Processing - Machine Learning - Computer Vision The project will involve a mix of training machine learning models and using pre-trained models. The output of the project will be a functional AI system that integrates these three areas seamlessly. Ideal candidates will have a deep comprehension of AI-related algorithms, excellent problem-solving skills, and an ability to work both independently and as part of a team.

I have a Python notebook containing well-structured code that effectively translates a sample of a large dataset from English to Arabic. However, the current code cannot handle the entire dataset due to its size. using : model_name = 'Helsinki-NLP/opus-mt-en-ar' Tasks: - Modify the existing Python code in the provided notebook to translate the entire dataset from English to Arabic. - Ensure the translated data is saved in two formats: Comma-Separated Values (CSV), and Apache Parquet (.parquet) - Provide the CSV and parquet files after saving (most run and give results)

Hello, We are seeking an experienced Python developer to help maintain and enhance our Telegram bot. Your responsibilities will include fixing bugs and adding new services as requested. The bot is already fully developed, so you will be notified of any new features we want to implement or bugs that need fixing. We are looking for someone with extensive experience in hosting environments, including virtual private servers, cPanels, domains, etc. Experience with Telegram bots and the Telegram API key is also required. If you believe you are a good fit for this role, please let us know. Our services are sold via cryptocurrency through the company "Cryptomus," using their API key. Additionally, experience with "SolusVM" is required, as you will need to work with t...

I'm in search of a versatile freelancer with skills in Word, Excel, programming, and graphic design. Your expertise in these areas will help me in different domains. Your main tasks will include: - Formatting documents in Word, ensuring a professional and consistent layout. - Creating Excel spreadsheets and conducting data analysis. Proficiency in Excel will be crucial to help me interpret and visualize data effectively. - Developing software or web applications. I am working with Java/Spring/JavaFX and am open to creative development ideas and solutions. - Designing logos and visuals. Your ability to create engaging and unique visuals will be a big asset to my projects. I am currently using Word 2010 and will be working with Java/Spring/JavaFX for the programming aspect of ...

I'm after an expert in SEO, particularly white hat and local SEO, to help optimise my clients online visibility, especially towards local SEO The goal is to improve my clients local search ranking, increase organic traffic, and enhance visibility of my clients websites. The tasks include: - GMB Optimization - Improving local search ranking - Enhancing website visibility The ideal freelancer for this job should have extensive experience and proven successes in these areas. Please include examples of past work in your bid, showing how you have improved local search ranking, increased organic traffic, and enhanced website visibility for previous clients. This project is specifically targeted at reaching local customers, so a solid understanding and experience of ...

I am in search of a proficient individual in crafting an impressive resume for a Senior-level AI Lead position I aim to apply for. Key requirements: - Knowledge and understanding of the AI industry, especially machine learning - An understanding of the programming languages utilized in AI, specifically Python Ideal skills and experience: - Previous experience developing resumes for Senior-level roles in tech industries. - Proficiency in Python, ideally within the context of AI and machine learning - An understanding of the relevance and applicability of various programming languages and machine learning in the AI field could be a great advantage in writing this resume. Overall, I require a resume that candidly but effectively highlights my skills in Python...

I'm seeking an experienced Python freelancer to implement RLlib's PPO for a custom multi-agent environment, where agents act independently. Your tasks will be: - Solving the issue with the learning process. Despite configuring the simplest setting with just one agent, the model fails to find the optimal action. Additionally, the model seems unable to distinguish between the optimal actions for agents with the same action space but different endowments. Ideal skills include proficiency in Python, familiarity with RLlib's PPO algorithm, and previous work dealing with agent-based environments. Experience in crafting efficient reward functions is a plus.

I'm looking to have a custom aimbot script made for a game that was released in 2004. This game has no anti-cheat, making the developmen...Gunbound scripts. The aim of this project is to create a basic aimbot script. I'm open to programming language suggestions, as long as it's optimal for the task at hand. I'm not interested in additional features at this stage, just a simple script to enhance aiming in the game. Ideal Skills: - Proficiency in coding custom aimbot scripts - Experience in Gunbound or similar game - Proficient in C++, Python, or AutoHotkey (preferred, but not mandatory) - Strong understanding of game mechanics Please provide details of your similar previous projects when bidding. Your bid should also include a rough estimate of the time it wi...

I'm looking for a Python developer who can help me debug my code. The project involves: - Debugging logic errors: The Python code has some underlying logic errors that are causing the program to behave unexpectedly. I need someone who can identify the root cause of these issues and provide solutions. The ideal candidate should have: - Proficiency in Python: You should be well-versed in Python programming, with a strong understanding of Python syntax. - Experience with debugging: Previous experience in debugging Python code, particularly with logic errors, would be advantageous. - Problem-solving skills: You should be able to think critically and logically to identify the issues in the code and propose effective solutions. Please note that...

...words per ebook. Each ebook should have around 15 chapters, divided into 2-4 main sections to give users a clear overview. Deliverables: 15 scripts, formatted and proofread, ready for audiobook conversion. Your Tasks - Timeline - Workflow 1. Content Overview of the Books When we start, your first task will be to send me a content overview for all 15 books. This should include the planned chapters for each script. You have the flexibility to define these chapters yourself. 2. Initial Test Phase Create the first 2 books to test the quality and comprehensibility of your work. These initial books will help us ensure that your didactic approach is effective and that the content is accessible to people who are not familiar with AI. 3. Complete the Remaining Books Once the initia...

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% randomly for each pro...

...for a talented and experienced SEO copywriter to join our team. This role requires a deep understanding of SEO best practices, excellent writing skills, and the ability to produce engaging, informative, and high-quality content. Responsibilities: Write and edit blog articles that are informative, engaging, and optimized for search engines. Conduct keyword research to identify high-potential keywords and topics. Optimize existing blog articles to improve their search engine rankings. Develop content strategies to increase organic traffic and improve user engagement. Collaborate with the marketing team to ensure content aligns with overall brand strategy and goals. Stay up-to-date with the latest SEO trends, tools, and best practices. Requirements: Proven experience as ...

Active Directory Expert to create a Python script and test data to capture all meta data linked to and which describes the confined parameters of an AD account, AD RMS (Rights management Services) group policy GPO etc. and export to a MS Excel File. More information attached.

I'm looking for a machine learning expert to create a sentiment classification model for customer reviews. The main objective of this project is to classify customer reviews into one of three categories: Positive, Negative,...sentiment of reviews into Positive, Negative, or Neutral. Ideally, you should have: - Proven experience in machine learning, particularly in sentiment analysis - A strong understanding of natural language processing and text analytics - Previous experience working with customer review data - A track record of building accurate and efficient classification models - Familiarity with platforms like Python, R, and relevant ML libraries If you have experience in similar projects, please share your previous work and let me know how you would approach this sp...

I require a skilled developer to create a Windows-based low level keyboard emulator primarily for gaming purposes. Key Requirements: - OS Compatibility: The emulator should work on Windows systems only. - Emulation Focus: The main target of this project is to mimic keyboard inputs for gaming applicati...emulator should press the Z1 key when the Caps Lock LED is on, and stop when it is off. Friends who want to provide a solution with 'keybd_event' and 'SendInput'; this method does not work. A lower-level approach is required Conditions: Notes: The keyboard emulator must work in the game. The project must be compatible with Windows 10. The project should use one of the following languages: C++, Python, or Pascal. Important Information: Macro usage in the game i...

I'm in need of an all-round developer who has strong experience in both Python and PHP, specifically for the creation of an e-commerce website. The desired professional should be well-versed in crafting custom web solutions as well as knowledgeable in leveraging the WordPress CMS beneficially. Skills and Experience Required: - Demonstrated expertise in Python and PHP web development. - Proven experience in developing successful e-commerce websites. - Proficiency with WordPress CMS. - Understanding of e-commerce website security essentials. - Articulate in communicating project progress and potential hurdles. Freelancers who can showcase previous work on similar projects will be given priority. I look forward to your enticing bids and am eager to form a productive pa...

I am seeking a talented machin...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 a way to make a link between first part and (phase appl...

use Oracle PL SQL teach me how to install free Oracle DB on my local windows 11 acce...sold = current price * haw many sold Competitor in the same city y or n Week day – mon, teu, wen, ther, fr, sat, sun Weekend y or n Day after weekend ***** end Main table to calculate ***** data simulation may be done in python and then upload to SQL DB (but better in SQL) you provide both 1 sql or python code for simulation 2 main table creations code (only sql) if you use python for simulation; provide detailed instructions and code how to run python code and how to upload simulated data to oralce PLSQL DB on my windows computer just ideas for python data simulation

I need an expert in Python for maintenance tasks on some existing code. Key Tasks: - **Bug Fixing:** This code has some bugs that need to be identified and fixed to ensure its proper functioning. - **Code Optimization:** Your expertise is crucial to streamline and optimize the performance of the existing code. Ideal Candidate: - Proficient in Python - Experienced in code maintenance - Skilled in bug fixing and code optimization.

I'm searching for an experienced Python developer to handle data collection and processing in the financial sector. Your tasks will consist of two core elements: - Data Collection: Obtaining data from diverse financial sources, including stock market data, cryptocurrency data, and financial news data. - Data Processing: Once collected, you'll perform various calculations and analyses, including statistical analysis, trend analysis, and calculations with a focus on historical data. Familiarity with these tasks and the financial sector is crucial to delivering the results needed. Your expertise in Python and financial data processing will contribute significantly to the project's success.