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Overview I run a UK medico-legal reporting practice. I need a Python-based automated report generator that takes CSV exports from Jotform questionnaires (completed by claimants in first person) and produces a professionally formatted medico-legal medical report PDF written in the expert’s voice (third person, formal tone). This is NOT a simple CSV-to-PDF “copy/paste” solution. The output must be 90–95% ready and require only light human tidying at the end. Key Point (must understand before applying) The CSV responses are written like: “I attended A&E” “My neck pain is ongoing” “I had 6 physio sessions” The report must convert this into expert narrative like: “The claimant attended Accident & Emergency following the index accident…” “The claimant reports ongoing neck symptoms at the time of examination…” “The claimant confirms having undertaken six physiotherapy sessions…” So the system must create correct sentences from raw inputs using a clause/sentence library + rules (not just dump the raw text). Deliverables 1) Input parsing Read CSV files (Jotform export format). Handle missing fields, blanks, “N/A”, inconsistent formatting, and common text variations. 2) Rules engine + clause library (core feature) Build a mapping system that selects the correct sentences/paragraphs based on the CSV values, including: First-person to third-person conversion (with correct tense and medico-legal tone). Conditional logic: If A&E = Yes, include A&E paragraph; if No, omit. If GP visits = 0, state none; if >0, summarise number + advice. If symptoms ongoing = Yes, include current symptoms + prognosis logic. If treatment = None, include “no treatment undertaken” phrasing. Grammar correctness: “1 session” vs “6 sessions” “minute/minutes” Capitalisation rules (Title Case for headings; correct sentence case in narrative) Postcodes uppercase Ability for me to maintain/extend a sentence library (JSON/YAML) without editing core code. 3) Report generation (PDF) Produce a properly formatted PDF that looks like a professional medico-legal report (not a plain document). Consistent styling, headings, spacing, pagination, and table formatting where required. Footer on every page with: “Expert report on [Claimant Name] by Dr [Name], dated [Report Date] – Page X of Y” Page numbering must be correct from cover onwards. 4) Output structure The report must populate standard medico-legal sections such as (example): Claimant details Index accident history Symptoms/injuries reported Treatment summary Examination findings (where present in data) Opinion on causation (templated phrasing) Prognosis (rule-based, based on injury status/treatment) Recommendations (e.g., physio sessions) Statement of truth / declarations (templated) (Exact section list and wording provided by me.) 5) Human-in-the-loop workflow The tool should generate a PDF that is 90–95% correct, after which a human can: add any missing bespoke lines adjust nuance where required final-check for compliance The goal is to remove most manual writing, not just formatting. Tech Requirements Python 3.x Clean, maintainable code (modular) Works locally on Windows Config-driven templates (JSON/YAML) Logging (so we can trace which rules fired and why) Unit tests for key mappings (recommended) PDF libraries: ReportLab / WeasyPrint / wkhtmltopdf acceptable (tell me what you’ll use and why). What you must include in your application (to filter out time-wasters) A short explanation of how you will implement: clause library rules engine first-person → third-person narrative conversion What PDF approach you’ll use and how you’ll handle: “Page X of Y” consistent formatting Examples of similar work (report generators / document automation) Confirmation you can deliver an initial working prototype using my sample CSV within a short timeframe. Data + compliance note This is medical/legal content (UK medico-legal). You must handle data securely. Real claimant data will only be shared with shortlisted candidates and ideally anonymised for development. Milestones (recommended) Prototype: parse sample CSV → produce structured PDF with basic sections Add rules engine + clause library Improve narrative quality + grammar handling Final formatting polish + footers/pagination + logs/tests Documentation: how I add/edit clause rules + templates Budget & speed I need someone competent - not the cheapest. I’m happy to pay properly for a robust solution.
ID do Projeto: 40159066
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63 freelancers estão ofertando em média £442 GBP for esse trabalho

Hi Naveed, Thank you for considering my proposal. I have carefully reviewed your project requirements and believe my 8+ years of experience in Report Writing and Excel make me a suitable candidate for this project. I am confident in my ability to assist you in developing the Python-based automated report generator you need. I am interested in discussing your project further to understand your specific needs and how I can contribute to its success. Please let me know a convenient time to connect via chat. Regards,
£250 GBP em 1 dia
8,9
8,9

As an experienced full-stack developer with a seven-year background in data analysis and automation, I'm convinced I'm the ideal candidate for your CSV to Medical Report Automation project. My expertise in Python, Web Scraping, and Web Automation will be vital to developing an automated report generator that meets your unique specifications. I've honed my skills through successful stints at Metlife GOSC, DXC technologies, and Elite Services, providing 100% employer satisfaction. To address your specific requirements: 1) The clause library, rules engine, and first-person to third-person narrative conversion will be developed using a robust, modular, and clean codebase. 2) For PDF generation, I am well-versed in working with ReportLab and WeasyPrint. I will ensure consistent formatting throughout and skillfully incorporate features like "Page X of Y". 3) My experience includes similar work in report generators and document automation that aligns well with your needs. My services also extend beyond just initial prototype delivery; I'm committed to providing four days of free support post-project completion. In handling your sensitive medical/legal data, rest assured that security is paramount to me. With Sandeep of Digital Screencast leading your project, you're guaranteed speed, accuracy, professionalism, dedication to compliance and a reliable long-term partnership. Let's discuss further how I can bring maximum value to your practice.
£500 GBP em 7 dias
8,6
8,6

As an expert in automation and data analysis, I am ideally positioned to tackle your medical report automation project. With deep experience in Python 3.x, I have built several similar, configurable applications using clean and maintainable code as per your requirement. I appreciate the critical nature of medico-legal report generation, thus managing data securely will be my utmost priority. Implementing a clause library and rules engine would be the linchpin of the solution. I will design a mapping system that selects the correct sentences/paragraphs from a curated library based on CSV values. A key feature of this system will be converting first-person narratives into third-person ones with accurate tense and medico-legal tone - a challenge I’ve handled skillfully in past projects. Importantly, a 'human-in-the-loop' workflow is part of my strategy to meet your precision expectations. The system will deliver 90-95% reusable reports which can then be further finetuned by authorized personnel like yourself for full compliance and for adding nuanced bespoke lines. Working with me on this project will guarantee you an initial working prototype within a short timeframe by using your sample CSV
£250 GBP em 1 dia
8,1
8,1

Hello, I have reviewed your project details and fully understand your need for a robust Python based medico legal report generator that converts first person CSV inputs into formal third person expert narrative. With strong experience in document automation, rule based NLP, and professional PDF generation, I can confidently handle this project and deliver a 90 to 95 percent ready solution that dramatically reduces manual drafting time. My approach will start by building a resilient CSV parser in Python to normalize Jotform exports, handle missing or inconsistent values, and standardize inputs. I will then implement a modular rules engine driven by a JSON or YAML clause library to map values to medically correct sentences, manage tense shifts, pluralization, and conditional logic, and allow you to extend phrasing without touching core code. Next, I will generate a structured report object and render it to a styled PDF using ReportLab or WeasyPrint, with consistent formatting, headings, footers, and accurate Page X of Y numbering. Logging and unit tests will be included to trace rule execution and validate outputs. Can you share a sample CSV and your preferred section order so I can confirm a fast prototype timeline and demonstrate narrative quality immediately? Let’s move this into development. Best Regards, Aneesa.
£350 GBP em 2 dias
7,6
7,6

Hello, As an experienced team of engineers and developers at Live Experts, we are perfectly suited to tackle your CSV to Medical Report Automation project. Our skills in Data Analysis, Data Processing, and Excel are exactly what's needed to handle the complexities and nuances of your dataset. We are well-versed in generating accurate and professional reports from raw data while maintaining data integrity - a crucial need for your medico-legal practice. Our proficiency in Python 3.x and modular code will enable us to build the necessary tools for developing a clause library, rules engine, and handling first-person to third-person narrative conversion as you've described. In addition, our team have extensive past experience creating similar report generators/document automations which will greatly aid in delivering this project up to your standard. Lastly, we place significant emphasis on ensuring compliance with strict data policies and maintaining high levels of security. You can trust us to handle the sensitive medical/legal content with utmost care while still delivering an efficient tool that removes the need for manual writing and formatting. Please find attached our relevant work examples showcasing our ability to deliver quality output on-time. Choose Live Experts today for a flawless and comprehensive solution to your automation needs! Thanks!
£750 GBP em 6 dias
7,3
7,3

I am PH.D writer 12+ years, And would have no problem providing you with the HIGH-Quality work you need. All my work is 100% my own and never Copied, Spun or Plagiarized, so you won’t have to worry about that at all. My three core values are EFFICIENCY, QUALITY, and EXPERTISE. I will deliver this work within the stipulated DEADLINE and a guarantee of NON-PLAGIARIZED work. Hire me, and you will get value for your money.
£250 GBP em 1 dia
7,2
7,2

Hi, I can build a Python-based automated medico-legal report generator that converts Jotform CSV responses into professionally formatted PDFs in the expert’s voice, 90–95% ready for human review. Implementation approach: Clause library & rules engine: Store templated sentences/paragraphs in JSON/YAML, with conditional logic to include/exclude content based on CSV inputs. Rules map first-person responses → third-person narrative, handle tenses, plurals, capitalization, and medico-legal tone. Narrative conversion: Python parses CSV and applies mappings for sentence-level transformations (e.g., “I attended A&E” → “The claimant attended Accident & Emergency following the index accident…”). PDF generation: I recommend ReportLab for precise layout control and custom footers. Page numbering (“Page X of Y”), headings, spacing, and tables will be automated, with templates maintained outside core code. Maintainability: Clause library editable without touching Python code; logging tracks which rules fired for audit purposes. Unit tests validate key mappings. I have prior experience creating document/report automation systems with Python and template-driven workflows. I can deliver an initial working prototype using your sample CSV within a short timeframe, fully respecting data security and anonymisation. Happy to discuss milestones and ensure the system fits your workflow seamlessly. Best regards, Muhammad
£650 GBP em 3 dias
6,8
6,8

⭐⭐⭐⭐⭐ Automated Medico-Legal Report Generator with Python ❇️ Hi My Friend, I hope you're doing well. I reviewed your project requirements and see you're looking for a Python-based automated report generator. You don’t need to look any further; Zohaib is here to help you! My team has successfully completed 50+ similar projects for automated report generation. I will create a system that efficiently converts Jotform CSV inputs into polished medico-legal reports, ensuring accuracy and professionalism. ➡️ Why Me? I can easily build your automated report generator as I have 5 years of experience in Python development, focusing on data processing, report generation, and automation. My expertise includes input parsing, rules engine creation, and PDF formatting. Additionally, I have a strong grip on technologies like JSON/YAML for configuration and logging for traceability. ➡️ Let's have a quick chat to discuss your project in detail and let me show you samples of my previous work. I look forward to our conversation! ➡️ Skills & Experience: ✅ Python Programming ✅ CSV Parsing ✅ Data Validation ✅ Rules Engine Design ✅ PDF Generation ✅ Report Formatting ✅ JSON/YAML Configuration ✅ Logging and Debugging ✅ Unit Testing ✅ Document Automation ✅ Medico-Legal Knowledge ✅ Conditional Logic Implementation Waiting for your response! Best Regards, Zohaib
£350 GBP em 2 dias
6,6
6,6

Well we can build a Python-based automated medico-legal report generator that parses your Jotform CSVs, converts first-person claimant responses into formal third-person narrative, applies a configurable rules engine with a clause library, and produces polished, professional PDFs with consistent formatting, headings, and footers including page numbers. Our solution will be modular, configurable via JSON/YAML, and designed for secure local use, with logging and unit tests to ensure reliability. Can you share a sample CSV and your preferred section templates so we can prepare an initial working prototype quickly?
£499 GBP em 7 dias
7,1
7,1

CSV to Medical Report Automation I’m a full-stack software engineer with expertise in React, Node.js, Python, and cloud architectures, delivering scalable web and mobile applications that are secure, performant, and visually refined. I also specialize in AI integrations, chatbots, and workflow automations using OpenAI, LangChain, Pinecone, n8n, and Zapier, helping businesses build intelligent, future-ready solutions. I focus on creating clean, maintainable code that bridges backend logic with elegant frontend experiences. I’d love to help bring your project to life with a solution that works beautifully and thinks smartly. To review my samples and achievements, please visit:https://www.freelancer.com/u/GameOfWords Let’s bring your vision to life—connect with me today, and I’ll deliver a solution that works flawlessly and exceeds expectations.
£250 GBP em 4 dias
6,0
6,0

Hello I can build a robust Python-based medico-legal report generator that converts first-person Jotform CSV responses into expert third-person narrative using a maintainable clause library and rules engine, applies conditional medico-legal logic, and outputs a professionally formatted PDF with correct pagination, footers, and styling; my approach uses config-driven JSON/YAML templates, modular Python (pandas + rules layer), detailed logging, and a PDF engine like WeasyPrint for precise layout control, and I can deliver an initial working prototype quickly using your sample CSV while meeting UK medico-legal standards and data-security expectations. Regards Muhammad
£250 GBP em 1 dia
5,6
5,6

Hello there,, I have advanced experience in Data Mining, Statistics, Statistical Analysis and Data Science. With my vast background in data analysis and management, I am confident in my ability to handle your categorical data project effectively and efficiently. I have extensive experience in collecting, cleaning, analyzing, and visualizing data using Python programming, an invaluable asset for a project of this nature. Additionally, I am well-versed with CRISP-DM framework and adept at identifying patterns within datasets Choosing me means benefitting from not only my expertise but also my personal approach to projects. I understand that each task is unique, requiring tailored skills, and so I'm willing to go the extra mile to provide you with results that meet and exceed your expectations. Let's join forces in this project as our combined strengths will surely produce a result that's efficient, elegant and insightful! Let's not waste any more time! Together, we can mine this data efficiently and answer the questions to achieve your goals. Best Regards, Thanks
£250 GBP em 2 dias
5,8
5,8

Hi there, I’m excited about the opportunity to develop a Python-based automated report generator for your medico-legal practice. With extensive experience in data processing and automation, I can ensure precise transformations of raw CSV responses into eloquent, expertly formatted medico-legal narratives. I will build a robust clause library and rules engine to seamlessly handle your specific requirements, ensuring that reports are 90–95% accurate while retaining the utmost professionalism in presentation. Best regards,
£250 GBP em 1 dia
5,3
5,3

Hi, I can build using Python having 8 years of experience in it and also If possible if we integrate LLM solution would be more accurate. Lets connect through chat to know more
£250 GBP em 2 dias
5,3
5,3

Hello there, As an experienced researcher and data scientist, data analyst, my qualitative analysis skills perfectly align with your job requirements. My profound knowledge of Python and R Studio guarantees fast learning and adaptation to new tools. Moreover, my advanced skills in Excel make me highly competent in handling large datasets efficiently—making me proficient in extracting the best insights from your transcripts. I fully comprehend the importance of working papers and meticulously preparing financial statements, especially within strict timelines. my sharp analytical skills and extensive knowledge of excel ensure that I leave no stone unturned in making sure every detail is covered under evaluation. My passion for quality, originality and meeting deadlines makes me an excellent choice for this project. I cannot wait to prove my extensive skills to you through providing actionable insights that will help guide your decision making regarding domestic charter flights. Best Regards
£250 GBP em 2 dias
5,0
5,0

Hello , I've just reviewed your project description regarding the CSV to Medical Report Automation and I'm confident in my ability to meet your expectations. With over 7 years of experience as a Senior Graphic Designer, I possess a strong skill set in PDF, Data Integration, Data Extraction, Data Entry, Data Processing, Automation, Data Analysis, Data Management, Report Writing and Excel I kindly request you to take a moment from your busy schedule to explore our portfolio, where you can see the quality of my work and read feedback from previous clients: [Portfolio Links] https://www.freelancer.com/u/afshan2176 Could you please specify the final file formats you'll require? Feel free to award me the project so that we can discuss it further. Looking forward to connecting with you. Best regards, Afshan Z.
£250 GBP em 1 dia
4,6
4,6

Hi Good afternoon , I would be a fabulous fit for this task. I read your details, and I'm ready to start now. I have expertise in Data Processing, Data Extraction, PDF, Data Integration, Report Writing, Data Management, Excel, Data Analysis, Data Entry and Automation If needed, I'll provide you with revisions until you're all happy. Please send me a message to discuss everything further. 100% satisfactory and quality work guaranteed. Thank you for your time. PORTFOLIO: https://www.freelancer.com/u/zeeshanmomin722?w=f Regards, Zeeshan M.
£250 GBP em 1 dia
4,8
4,8

Hello there, With extensive experience in statistical and predictive analytics, My proficiency in SPSS combined with my programming skills in Python will not only ensure an effective data analysis but also allow for flexibility and automation, optimizing efficiency throughout the process. Throughout my career, I have consistently proven my problem-solving mindset transforming complex datasets into clear and actionable insights that clients can use to drive their business forward. Data cleaning and transformation is an often-overlooked area of importance; however, it's where precise analysis begins. My vast experience in this area ensures thorough sorting of your data for accurate analysis - leaving no stone unturned. Lastly, I recognize that clear communication is vital to successful project completion. I assure you of my commitment in communicating regularly and effectively throughout this project, leaving no room for ambiguities. Trusting me with this project will not just avail you of a qualified individual but also someone who is dedicated in leveraging their knowledge and experience for unparalleled client satisfaction.
£250 GBP em 2 dias
4,3
4,3

Hi there! With experience in document automation for legal/medical workflows, I’ll deliver a Python-based tool that handles CSV parsing, conditional narrative generation, grammar and tense conversion, and PDF output with consistent formatting, footers, and page numbering. The solution will allow a human-in-the-loop workflow for final refinements and include logging, test coverage, and maintainable templates for long-term extensibility. With 8+ years of experience in Excel, I deliver accurate, efficient, and well-structured data solutions—on time and within budget. I specialize in: Advanced Excel dashboards, formulas, and pivot tables Data cleaning, analysis, and visualization VBA/Macro automation to save time Google Sheets automation via Apps Script You’ll receive: Fully editable, documented files Clean, easy-to-use dashboards Fast communication and unlimited revisions View my profile and work: freelancer.com/u/muhammadj121 Looking forward to helping streamline your data processes! – Junaid
£250 GBP em 5 dias
3,6
3,6

⭐⭐⭐⭐⭐ Hello, I have carefully analyzed your requirements for a Python-based medico-legal report generator that converts first-person CSV inputs into formal third-person expert narrative with rule-based logic. I’ve built similar document automation systems that ingest structured questionnaires, apply clause libraries with conditional rules, and generate court-ready PDFs that require minimal human edits. Key aspects of your project include a maintainable clause library, a transparent rules engine, accurate first-to-third person conversion with medico-legal tone, and professional PDF formatting with correct pagination and footers. I will address these by implementing a config-driven JSON/YAML sentence library, a rules engine with logged decision paths, grammar handling for plurals and tense, and PDF generation using ReportLab for precise layout and reliable “Page X of Y” control. I am available to begin work immediately and committed to delivering a robust prototype quickly using your sample CSV, followed by iterative improvements to narrative quality, formatting, tests, and documentation. Best regards, Mauricio
£250 GBP em 7 dias
3,8
3,8

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