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My university assignment is due in less than 12 hours (hard deadline: 2 pm BST) and it must be coded in Python. The brief asks me to analyse data that sits in a relational database, extract meaningful insights, and present results clearly. What I already have: database credentials, the schema diagram, and a short grading rubric that values clean, well-commented code and a concise report of findings. What I still need: a working Python solution that connects to the database, performs the required queries and statistical analysis, then outputs both a neatly formatted results table (CSV or Markdown is fine) and a brief explanatory write-up. Pandas, SQLAlchemy, or similar libraries are welcome as long as the script runs from the command line on Python 3.10. Deliverables before the deadline: • final .py file, ready to execute • [login to view URL] for any third-party packages • short report (max one page) summarising methodology and key results I will stay online to answer schema questions or provide sample rows immediately, so your turnaround can be swift. Accuracy, clear structure, and commenting that aligns with academic standards are the success criteria.
Project ID: 40636563
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77 freelancers are bidding on average £70 GBP for this job

Hi, Statistics is my favorite subject and will be glad to help. I have skills in Data Processing, Statistics, R Programming Language, Python, Machine Learning, SPSS, Tableau and Excel.
£100 GBP in 4 days
6.6
6.6

Hi, I am available immediately and having 7 years of experience in Python data analysis. Let’s connect
£65 GBP in 1 day
6.5
6.5

I am very interested in applying for your job since it seems to fit very will with my experience and skills. Regards SamirBanna
£100 GBP in 1 day
5.5
5.5

The real squeeze here is making sure the code runs clean on first try with no back-and-forth debugging when you've got a 2 pm hard stop. I'd write the script in isolated functions so each query and stat block can be tested independently, then wrap it with proper exception handling and connection pooling so database hiccups don't kill the whole run. I've done this exact workflow on the Trading Strategy Optimization project where I backtested 1,260 parameter combinations under a tight deadline and delivered a working script plus formatted report. I'd use SQLAlchemy for the connection layer, pandas for aggregation and stats, and structure the output so the CSV and summary doc generate automatically from the same result set. Can you share the schema diagram and rubric so I can map out the specific queries and confirm library compatibility with your Python 3.10 setup? Once I see those I can start immediately. More at ffulb.com.
£60 GBP in 5 days
5.6
5.6

Hello, I can understand the urgency of your university assignment and am committed to deliver within deadline. Message me to discuss more details. I am looking forward to working with you, Fahad.
£60 GBP in 1 day
5.2
5.2

I am an experienced Python framework developer specializing in Django, Flask, and FastAPI with a strong track record of building secure, scalable, and high-performance applications. I develop powerful backend systems, RESTful APIs, automation tools, dashboards, and database-driven platforms with clean, optimized code. My focus is on speed, reliability, and long-term maintainability. I can handle complete project development, bug fixing, API integrations, deployment, and performance optimization efficiently. With strong problem-solving skills, fast communication, and commitment to deadlines, I am confident in delivering professional solutions that exceed expectations and help grow your business successfully. I appreciate the opportunity to submit this proposal and am excited about the possibility of working with you to bring your project to life. Thanks A.R.M MASUD
£65 GBP in 7 days
4.7
4.7

Hi, Your project "Python Data Analysis Urgent Assignment" is a good fit -- Python backend and automation work is my main line of work. How I would run it: 1. Confirm the inputs, outputs and edge cases in writing first, so there is no ambiguity about what the script or service has to handle. 2. Build it in small reviewable pieces with tests around the parts that touch real data, rather than one large drop at the end. 3. Deliver clean, documented code with a requirements file and setup notes, so you or another developer can run and extend it without me. Matching your listed skills: Data Analysis, Data Extraction, Data Visualization, Hadoop, Pandas, Python, Statistical Analysis, Statistics. My bid is £85, within your £30-100 range. Let's connect to discuss this further -- happy to walk you through how I would structure it and answer anything you want covered first. Thanks for your time. Best regards, Ashish & Team
£85 GBP in 7 days
4.4
4.4

Hi! I have strong experience with Python, SQL, Pandas, and data analysis, including extracting and analysing data from relational databases. I can work from your schema and requirements to build clean, well-commented Python code, perform the required analysis, and produce a concise results summary. I’m comfortable working under tight deadlines and can keep the solution structured, reproducible, and easy to understand.
£90 GBP in 1 day
4.4
4.4

Hello, As a result of a detailed review of your project requirements, I fully understand the scope and the urgency of your 2 pm BST deadline. I have experience with Python, Pandas, SQLAlchemy, relational databases, statistical analysis, and command-line data workflows, and I’m available to start right away. In my opinion, the key challenge is making sure the database queries, statistical calculations, and final outputs are accurate while keeping the Python 3.10 code clean, reproducible, and easy to explain. I can help you structure the solution, troubleshoot the database connection and queries, validate the analysis, improve comments, and review the CSV/Markdown output and one-page methodology summary against your rubric. I have a couple of quick questions. • Which database engine are you using: MySQL, PostgreSQL, SQLite, or another? • Can you share the schema diagram and grading rubric so I can identify the required analyses quickly? I would be glad to help you get the work into a clear, reliable, submission-ready state before the deadline. Best regards, Carlos.
£100 GBP in 7 days
4.3
4.3

Nice to talk you , After reading in detail the requirements of your project and concluding that they match my areas of knowledge and skills, I would like to introduce myself. My name is Anthony Muñoz and I am the lead engineer for DS Pro IT agency. I have worked for over 10 years in Backend and software development and have successfully done multiple jobs. It will be a pleasure to work together to make your project a reality. Please feel free to contact me. I´m looking forward to working with you. I really appreciate your time and remain attentive to any request or question. Greetings
£84 GBP in 7 days
3.8
3.8

Hi, I can help you complete this Python database analysis assignment within your deadline. I understand that the priority is not just getting code that runs, but delivering a clean, well-structured solution that matches your grading criteria with clear comments and a concise explanation of the results. I can build a Python script that connects securely to your relational database, performs the required SQL queries, processes the data using tools such as Pandas/SQLAlchemy, carries out the required analysis, and generates clear output tables in CSV or Markdown format. Since your deadline is very close, I can work efficiently with the schema diagram, rubric, and sample data you provide to quickly understand the requirements and produce an accurate result. I’m ready to start immediately and can stay available while implementing so we can resolve any schema-related questions quickly. Thanks.
£100 GBP in 3 days
4.0
4.0

Hi there. I understand the urgency of your Python data analysis assignment and the importance of delivering a robust solution within your tight deadline. Your need for a working script that connects to your relational database, performs insightful queries, and presents results clearly is paramount. The emphasis on clean, well-commented code aligns with academic standards, ensuring you not only meet your grading rubric but also demonstrate a solid understanding of the subject matter. Utilizing libraries like Pandas and SQLAlchemy, I will ensure that your Python script efficiently extracts and analyzes the data, producing a neatly formatted results table in either CSV or Markdown format. Additionally, I will provide a concise report summarizing the methodology and key findings, ensuring clarity and coherence. A similar project involved analyzing large datasets to derive actionable insights, where I successfully delivered a comprehensive report alongside the code, resulting in high academic praise for the client. With this tailored approach, you can expect a solution that not only meets your immediate needs but also enhances your understanding of data analysis. Let's create something that not only meets your expectations but sets a new standard for quality. Regards Junaid
£42 GBP in 7 days
3.0
3.0

As an experienced full-stack developer with a primary focus on Python, I have honed my skills to ensure my code is clean, effective, and well-commented - all to meet academic standards. I've consistently delivered reliable solutions to clients, paying great attention to detail and ensuring accuracy in data manipulation and analysis. Throughout my career, I have frequently worked with database technologies such as MySQL, PostgreSQL, MongoDB, and many more mentioned in your project description. I have crafted several scripts for connecting to these relational databases, executing complex queries and performing data manipulations - exactly what your project entails. This deep experience will enable me to quickly grasp your database's schema and handle any sample rows promptly allowing for swift execution of your project.
£30 GBP in 3 days
3.2
3.2

Given the timeframe, leveraging Pandas and SQLAlchemy is crucial for efficient data handling and analysis. Creating a connection using SQLAlchemy allows you to seamlessly query your relational database, while Pandas excels in cleaning and analyzing your data. Start by connecting to the database and retrieving relevant data using SQLAlchemy. Then, process this data with Pandas for statistical analysis and insights. Once connected, query the data and perform any necessary data manipulation or aggregation with Pandas. It's vital to comment thoroughly on each step to align with academic standards, ensuring each code block is easy to understand and aligned with the grading rubric. As for your final deliverables, generate a CSV file containing your results and a concise write-up detailing the methodology and findings. I suggest beginning with analyzing key variables first to identify initial insights. Do you have any existing preferences on whether you would like to use SQLAlchemy or another specific library for database connectivity? I'm available to begin immediately and can adapt to your preferences. Best, Nory Idos.
£80 GBP in 7 days
0.0
0.0

Hi - Bojan here from Serbia "PYTHON DATABASE ANALYSIS WITH REPORT" — you need a runnable analysis and clear findings before the hard deadline. I’d use SQLAlchemy for the database layer and Pandas for the analysis/output, keeping the script command-line ready with clear comments and a small requirements file. I can structure the work around your rubric and produce the CSV/Markdown results plus the one-page methodology and findings. Can you provide the schema diagram and grading rubric first?
£65 GBP in 7 days
0.0
0.0

With the 2 pm BST deadline, the deliverable should be a clean Python 3.10 script that connects to your relational database, runs the required SQL/statistical analysis, and produces a readable table plus a one-page findings report. This is a portfolio-rate bid because my Freelancer.com account is new; it is the minimum amount for completing the work properly, and I would appreciate only an honest review after successful delivery. I will use SQLAlchemy and Pandas, keep the code clearly commented against the rubric, and verify it from the command line with a fresh environment and the supplied credentials. I will also include a brief README note for reproducible execution; please share the schema diagram, rubric, and database type when the chat opens. Which database engine is used (PostgreSQL, MySQL, SQLite, etc.)? Does the rubric specify particular statistical tests, metrics, or required queries?
£30 GBP in 2 days
0.0
0.0

Hello, I can deliver a Python solution connecting to your relational database for analysis and reporting before 2 PM BST. My approach will focus on clean, well-commented code using Pandas for statistical analysis and generating a concise report. I've handled similar data extraction for projects like TryReplify. This will ensure your assignment meets academic standards quickly.
£30 GBP in 7 days
0.0
0.0

Hello. "PYTHON DATABASE ANALYSIS" - you need a reliable script that queries your relational data and produces clear results before 2 pm BST. I'd use Python 3.10 with SQLAlchemy and pandas, keeping the queries and analysis modular so the script is easy to run and review. The architecture will include clear validation, comments, CSV or Markdown output, and a concise findings report. I'll handle the database connection, statistical analysis, and formatted outputs while keeping the work aligned with your rubric. Can you send the schema diagram, rubric, and required analysis questions? Regards.
£100 GBP in 2 days
0.0
0.0

INTRO I recently assisted a student in completing a pressing data analysis assignment under a tight deadline. Together, we transformed complex data into clear insights and a well-structured report. I can help you achieve a similar outcome by delivering a robust Python solution that connects to your database and performs the required analyses seamlessly. MIDDLE I understand the importance of clean, well-commented code and a concise report that meets academic standards. Your project requires accuracy and clarity, ensuring the results are presented in a user-friendly format. With expertise in Python, Pandas, and SQLAlchemy, I am confident in my ability to deliver high-quality results. We have 75+ 5-star reviews on similar projects and rank in the top 1% among 75 million users. Looking forward to hearing from you and hopefully getting the opportunity to share my knowledge and skills with you. Regards, JF
£50 GBP in 7 days
0.0
0.0

I HAVE RECENTLY FINISHED A SIMILAR PROJECT I recently completed a data analysis assignment for a client that involved extracting insights from a relational database using Python. The outcome was a well-documented script and a clear report, which received high marks for accuracy and presentation. I can help you achieve a polished Python solution that meets your deadline. My focus will be on delivering clean, well-commented code and a concise report that highlights your findings. I noticed you value clear structure and adherence to academic standards, which I prioritize in my work. My expertise in Python, particularly with Pandas and SQLAlchemy, ensures that I can efficiently connect to your database and perform the necessary analysis. I'd love to chat about your project! The worst that can happen is you walk away with a free consultation. Regards, Jeandre.
£50 GBP in 7 days
0.0
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