Abc analysisJobs

...• Partial credits reduce purchase quantities and amounts • Invoice lifecycle reflects resolution status ⸻ 4.9 Purchase Ledger (Amounts and Quantities) For every validated invoice line, store: • Supplier • Product • Quantity purchased • Unit buying price • Line amount • Invoice date Credit notes create negative adjustments. This enables: • Supplier purchase volume analysis • Product purchase volume analysis • Period-based purchase reporting • Bought vs sold comparisons (future) ⸻ 4.10 Supplier Communication (Email Generation) The system must support: • Generating emails to suppliers • Pre-filled subject and body • Attachment of original invoice • Attachment of discrepancy ...

Design or formulate the financial analysis for a self storage project in order to ascertain its viability.

I have interviews need analysis

The CEO Dashboard Conversational AI MVP is a web-based platform that allows a CEO (or executive) to interact with a chatbot in natural language to receive a concise overview of the company. The platform is designed to provide real-time insights into day-to-day operations, key performance indicators (KPIs), alerts, and predictive analysis. The MVP will initially use mock datasets (financial, employee performance, and sales) and will support hybrid responses combining text explanations with simple visualizations (charts or mini dashboards). The platform will be scalable for future integration with live data sources.

I have a fully-modelled site in AutoCAD and now need clear sun-path analysis for London on two critical dates: 21 March and 21 June. The study must cover both the existing context and my proposed scheme so I can assess potential overshadowing before we lock the design. Please generate accurate 3D visuals that plot the sun’s movement across each date and illustrate resulting shadows on the building massing and surrounding context. I will supply the .dwg along with location coordinates and any height data you request. Your output should be a set of high-resolution perspective or axonometric renders (static images are fine) that clearly demonstrate how shadow patterns evolve through the day; if you prefer to assemble them into a short turntable or time-lapse clip that’s we...

I am starting from a blank page and need a complete, publication-ready review paper in the field of Computer Science, focused on...Computer Vision, or an interdisciplinary blend. Deliverables • 6,000–8,000-word review article (editable DOCX) • Abstract, keywords, figures or tables as needed • Reference list in the target journal’s style (EndNote-compatible) • Turnitin or iThenticate report (<10 % similarity) Acceptance criteria • Follows the author guidelines of the agreed Scopus journal • Demonstrates critical analysis, not just summary • Free of plagiarism and language errors If you have prior experience placing review papers in Scopus or UGC journals—especially on AI—let’s discuss timelines...

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...exploited. 3. PURPOSE OF THE PROPOSAL Provide professional freelance assistance to: - Formulate a comprehensive business plan - Optimize the brick production process for efficiency - Develop targeted marketing and distribution strategies - Assist in obtaining business permits and product certifications (if necessary) 4. SCOPE OF FREELANCE WORK Phase 1: Research and Planning (1-2 weeks) - Market analysis of building materials in Medan and surrounding areas - Technical and financial feasibility study of the brick business - Planning the production location and equipment requirements Phase 2: System Development (2-3 weeks) - Establish quality standards for brick products - Design an environmentally friendly and cost-effective production process - Develop an organizational s...

I need a detailed finite element analysis that zeroes in on stress distribution within an endodontically treated tooth restored with a Post and Core. The model should replicate clinically realistic geometry, material properties (dentin, gutta-percha, cement, fiber/metal post, core build-up, and if convenient the overlying crown), plus the typical occlusal and lateral load cases. What I will supply • Reference papers, anatomical images, and the loading scenarios I want reproduced. • Any additional clinical notes you may need to refine the boundary conditions. What I expect back • A clean 3-D CAD model ready for meshing. • The fully set-up FEA project file (ANSYS, Abaqus, COMSOL, or a comparable package—use whichever you work fastest in). • H...

...headless, resilient scraper (Selenium, Playwright or a similar tool) must track roughly 3 500 individual race entries across 17 political parties in six regions, coping smoothly with AJAX calls, pagination and any CAPTCHA or session refreshes. • AI-powered processing – once ingested, the stream needs real-time de-duplication, error checking, normalisation of party names/regions and basic predictive analysis. Leveraging APIs such as OpenAI, Claude or Vertex for cleaning and pandas / scikit-learn for statistical work is fine; I’m happy to fund premium tiers where that improves reliability and speed. • Visual output – the cleaned dataset should feed straight into a powerful dashboard ( Power BI, Tableau, Florish, Looker Studio, Streamlit, Plotly Dash,...

I need a comprehensive package to elevate and license my int...marketing systems targeted at golf professionals. Key Requirements: - Licensing of my intellectual property in the golf industry. - Providing business consulting services, including: - Strategic planning - Financial analysis - Marketing strategy - Developing and implementing social media marketing systems to promote my services and attract clients. Ideal Skills and Experience: - Proven track record in business consulting, especially in the sports or lifestyle sector. - Expertise in social media marketing with measurable success. - Strong strategic planning and financial analysis skills. - Experience in licensing intellectual property. Please provide a portfolio and examples of previous work. Looking to hi...

1. Abstract (250 words): The abstract must clearly state the research problem, objectives, methodology, and key findings or arguments. 2. Literature Review: must include a dedicated literature review sectio...arguments. 2. Literature Review: must include a dedicated literature review section examining statutes, judicial decisions, committee reports, and academic writings relevant to the topic. The review should critically assess existing scholarship and identify research gaps. 3. Main Paper: ( Minimum 3000 words) The research paper should follow standard academic structure including introduction, analysis, discussion, and conclusion, supported by proper citations. All submissions must adhere to academic integrity standards. Plagiarism will be dealt with strictly. Footnoting- Blueb...

I need a polished, eye-catching product pitch laid out as a PDF that I can send straight to business and wholesalers. The pitch is for a physical product, so visuals and clear value messaging matter a lot. Please structure the document to highlight the product’s key features up front, then back them with a concise market analysis that proves demand and growth potential. The finished file should read smoothly, feel on-brand, and look professional enough to print or share digitally without extra tweaks. I’ll provide raw copy, photos, and any stats you need; you bring the design sense, layout expertise (Adobe InDesign or similar), and the knack for presenting information so it sells. Deliverables: • Final, press-ready PDF (A4 and US Letter) • Source fil...

I’m working in Excel and need the statistical side of my workbook tightened up. The raw data is already organised; what’s missing are well-structured formulas that turn those numbers into clear insights. Tasks include setting up the right functions for descriptive statistics, variance, correlation, and any other tests that will help me spot trends quickly. The finished file should meet these points: • All formulas entered directly in-cell (no VBA). • Functions must calculate correctly when new rows are added. • Brief, in-sheet comments explaining what each statistical formula does. If you also know your way around WordPress, let me know—future stages may involve presenting these results online, but today’s focus is purely the Excel logic.

I have an extensive set of financial records attached to an 86-million-dollar portfolio and need them transformed into clear, defensible investment insights. The core purpose is to evaluate current and prospective opportunities, not merely spot trends or forecast performance. Expect ...can retrace every calculation Acceptance criteria • Each recommendation backed by clear quantitative evidence (e.g., discounted cash-flow, Sharpe ratio, or comparable valuation) • All code, queries, and models run end-to-end on my machine without modification • Final report written in plain language for board-level presentation Timeline is flexible within reason, but I value thoughtful analysis over speed. If this scope aligns with your expertise, let’s talk through your a...

I have a fully-modelled site in AutoCAD and now need clear sun-path analysis for London on two critical dates: 21 March and 21 June. The study must cover both the existing context and my proposed scheme so I can assess potential overshadowing before we lock the design. Please generate accurate 3D visuals that plot the sun’s movement across each date and illustrate resulting shadows on the building massing and surrounding context. I will supply the .dwg along with location coordinates and any height data you request. Your output should be a set of high-resolution perspective or axonometric renders (static images are fine) that clearly demonstrate how shadow patterns evolve through the day; if you prefer to assemble them into a short turntable or time-lapse clip that’s we...

...back-end with a MySQL database and basic ChatGPT access set up. What I’m missing is a well-structured “AI agent” layer that plugs cleanly into the site and feels invisible to the user. Here’s what I need done: • Design and implement a small set of agents that can – answer user questions drawn from our existing data, – generate personalised recommendations, and – perform lightweight data analysis for internal reporting. • Make each agent reachable through automated email responses. When a user submits a form on the site the system should decide which agent to invoke, craft the prompt, send it to OpenAI, and reply via email with a clear, well-formatted answer. No extra log-in, no chat widget—just a smooth em...

...Support trial runs, testing, and commissioning • Optimize design for performance, safety, and cost • Provide technical support during client discussions and approvals Technical Knowledge & Skills Required ✅ Filtration & Process Engineering • Solid-liquid separation principles • Filtration cycle: precoating, filtration, washing, drying, discharge • Cake formation, permeability, and pressure drop analysis • Selection of filter aid (Perlite / DE / Cellulose, etc.) ✅ Mechanical Design • Design of pressure vessel shell, covers, and internals • Leaf plate design and flow distribution system • Shaft, lifting mechanism, locking system & sealing arrangement • Agitator / vibration / cake discharge mechanism (if applicable) &bull...

I need a legal expert to review a Business Sale Agreement, specifically Clause 3.1, which pertains to debt payment by the franchisor and breach of agreement terms. Key focus areas include: - Debt payment terms: Review the clarity and fairness of the debt payment obligations. - Breach of agreement terms: Assess potential risks and legal compl...payment terms: Review the clarity and fairness of the debt payment obligations. - Breach of agreement terms: Assess potential risks and legal compliance related to breach scenarios. Ideal skills and experience: - Expertise in business sale agreements - Strong background in contract law - Experience with franchising agreements - Attention to detail and risk assessment Please provide a detailed analysis and recommendations for any necessary a...

I am preparing a legal research paper and need a crisp, well-structured summary of a judgment to fold into my analysis. Your brief must distill the ruling’s key points—holding, ratio decidendi, dissent (if any), and significant authorities—without losing doctrinal precision. I have already completed the broader doctrinal and statutory sections; what I require from you is a clear, citation-ready case synopsis that mirrors academic standards for originality and proper attribution. Please reference the official report or slip opinion, flag any ambiguities in the reasoning, and keep the tone analytical rather than journalistic. Familiarity with Bluebook or OSCOLA citation is a plus because I will drop your work directly into my draft. Deliverable: • A 1,200-word...

I'm seeking a detailed trend analysis on the impact of technology on student performance in primary schools. The focus is on educational software and online learning platforms. Key Requirements: - Analyze the impact of educational technology on student performance. - Focus on primary school level. - Concentrate on educational software and online learning platforms. - Provide comprehensive data and insights. Ideal Skills: - Experience in educational research. - Strong analytical skills. - Familiarity with educational technology. - Ability to present data in a clear, concise manner. Please provide relevant experience and approach.

AI-Powered Video Verification & Alert Automation (Reusable / Scalable System) We are looking for an experienced developer or development company to build a reusable, productized automation workflow that uses AI-based image analysis to validate security camera motion alerts and dramatically reduce false positives. The system will: Ingest motion alert emails from Hikvision/Dahua DVRs Analyze attached images using AI (OpenAI Vision or alternative) Classify: Person / Vehicle / False Positive Trigger actions (WhatsApp alerts, Sonoff siren & floodlights via eWeLink) Store images in Google Drive Log events in Google Sheets or database This must be: Built using n8n (preferred) or equivalent automation engine Template-based and deployable to multiple customers Easily conf...

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I have a fully-modelled site in AutoCAD and now need clear sun-path analysis for London on two critical dates: 21 March and 21 June. The study must cover both the existing context and my proposed scheme so I can assess potential overshadowing before we lock the design. Please generate accurate 3D visuals that plot the sun’s movement across each date and illustrate resulting shadows on the building massing and surrounding context. I will supply the .dwg along with location coordinates and any height data you request. Your output should be a set of high-resolution perspective or axonometric renders (static images are fine) that clearly demonstrate how shadow patterns evolve through the day; if you prefer to assemble them into a short turntable or time-lapse clip that’s we...

High-level review with key improvement points and a detailed technical + SEO audit with in-depth analysis and step-by-step actionable fixes

...skilled AI-video specialist to turn our AI Copilot for interviews and meetings into a set of realistic, market-ready videos. The emphasis is on real-world use cases, shown through a friendly, conversational tone that feels natural on a modern SaaS site. Scope • 9–10 short clips, each 60–120 seconds, depicting the Copilot assisting in job-interview scenarios—from scheduling through follow-up analysis. • One hero explainer, 2–3 minutes long, that ties everything together and can sit proudly on our homepage. What I expect • Lifelike presenters or avatars (Synthesia, HeyGen, Runway Gen-2 or your preferred stack) blended seamlessly with crisp UI overlays. • Screen captures or animated mock-ups that illustrate key actions without lo...

NZQA-Integrated Refresher-Only LMS 1. Executive Summary The purpose of this Learning Management System (LMS) is to provide a refresher-only training platform for students and employees across New Zealand. The system will integrate with the NZQA framework, allowing access to refresher ...users, courses, and reporting • Multi-language interface operational • Payment gateway fully integrated • BI dashboards functional and exportable • Course assessments locked/unlocked logic validated • Security & privacy requirements met • Documentation and training materials provided for admins 15. Optional / Future Enhancements • AI-driven chat support for students • Advanced analytics for trend analysis • Offline course content download for remote ar...

...that focuses exclusively on options trading for the Indian market and tracks open interest in real time. The platform should stream live data, highlight sudden changes in OI, and push instant alerts so I can react without switching screens. Historical data also matters to me: I want to look back over any selected period, chart OI changes alongside price, and export those slices to CSV for deeper analysis. On top of that, every filter—strike distance, expiry, volume, price range, IV, or any other numeric field coming from the feed—must be adjustable so I can create, save, and reuse custom scans on the fly. Deliverables • A browser-based interface that loads quickly on desktop and mobile • Live OI feed for Indian index and stock options with sub-second r...

...cards or cash. Survey link: After completing the survey, you will see a survey code. Please paste that code here, and that will count as your entry. We are looking to hire a large number of participants, so many slots are available. All responses are anonymized; any identifying details are stripped before analysis. Participation is entirely voluntary, and you can withdraw at any point without penalty. Participants who have previously participated in this contest are excluded from taking part again. If you’re familiar with this platform, your insights will be especially valuable. I hope you’ll join the study and help deepen our understanding of digital work in the age of AI. That’s it—no downloads, no signup

Professional Experience & Achievements ​Former SEO Analyst | Mango Bakers, Thrissur During my 2-year tenure at one of Kerala’s most iconic bakery chains, I was responsible for: ​Local Dominance: Managed and optimized Google Business Profiles for multiple branches, ensuring a #1 rank for high-intent keywords like "best cakes in Thrissur." ​Content Strategy: Wrote SEO-optimized pro...and Calicut improve their Google Map rankings by 50% within 3 months. ​Core Skills & Industry Expertise ​Industries: Food & Beverage, Retail, Local Services, E-commerce. ​Technical SEO: Google Search Console, GA4, Site Audits, Schema Markup. ​Local SEO: GMB Optimization, Citation Building, Review Management, Geo-targeting. ​Content: SEO Writing (English & Malayalam), Keyword Resea...

...production-ready server dedicated to cryptocurrency trading that can seamlessly integrate with the Binance, Coinbase, and Kraken APIs. The core of the project is to centralize market data from those exchanges, analyse it in real time, execute strategies through automated bots, and allow end-users to open and manage their own trading accounts on the system. Key capabilities I expect: • Real-time data analysis: low-latency collection, cleansing and aggregation of tick-level data, plus the ability to run custom analytics or indicators on it. • Automated trading bots: strategy engine that can place, modify, and cancel orders on any of the three exchanges, with configurable risk parameters. • User account management: secure registration, role-based access, API-ke...

I am building a web-based SaaS that lets estheticians quickly scan a client’s photo, receive an instant professional skin analysis, book the appropriate facial treatment, and sell the products the scan recommends—all in one place. Core analysis: The algorithm must reliably detect acne or blemishes, dryness or oiliness, wrinkles or fine lines, combination skin, redness, and visible pores or texture issues. Accuracy and consistency are critical because treatment plans and sales will hinge on the results. Workflow vision 1. Client uploads or snaps a photo during an online consultation or in-spa visit. 2. The system runs the analysis, displays condition scores, and explains each finding in easy language. 3. Based on those scores it lists the facial se...

Google Search Trends Analysis (Python) ## Project Overview This project analyzes **Google Search Trends data** using Python to understand how a keyword's popularity changes over time and across regions. The analysis covers **15 countries**, compares **time-wise interest**, and explores **related keywords** to uncover search behavior patterns. ## Objectives * Analyze time-wise search interest of a keyword * Compare keyword popularity across 15 countries * Identify and analyze related search keywords * Visualize trends for better insights ## Tools & Technologies * Python * Pytrends (Google Trends API Wrapper) * Pandas * NumPy * Matplotlib * Seaborn * Jupyter Notebook ## Project Structure ``` ├── google data analysis # Main notebook ├── ...

Pls. Do it

I need a solution to detect the presence of solar panels on existing roofs using satellite images. The primary analysis required is basic presence detection. I also need the addresses of each building to be able to send them mail regarding their solar panels. Requirements: - Detect solar panels using satellite imagery - Provide analysis on the presence of solar panels Ideal Skills and Experience: - Experience with image analysis and machine learning - Proficiency in handling and analyzing satellite images, especially in formats like GeoTIFF - Familiarity with GIS software would be an advantage Please provide guidance on the satellite images required for this task. Pilot project starting in community of Tuscany in Calgary, Alberta, Canada. There are about 6,500 bui...

I'm seeking a skilled researcher to assist with a machine learning research paper focused on supervised learning using structured data. The primary goal of this research is regression. Ideal Skills and Experience: - Expertise in supervised learning techniques - Strong background in regression analysis - Proficiency in handling and analyzing structured data - Experience in academic research and writing - Ability to present complex concepts clearly and concisely Please provide samples of similar work.

...need turned into clear, actionable insights. The job centres on exploratory data analysis rather than predictive modelling: I want to understand patterns, themes and relationships hidden inside both formats. Here is what I expect at the end of the engagement: • A well-commented Python (or R) notebook that walks through preprocessing, cleaning and exploratory techniques applied to the text and image sets. • Concise visual summaries—charts for the text, heat-maps or feature plots for the images—exported in high-resolution formats I can drop straight into presentations. • A short written report (PDF or Markdown) highlighting key findings, unusual correlations and any recommendations that emerge from the analysis. Feel free to lean on standar...

...acquisition opportunities (multifamily, retail, office, industrial — all property types) -Move conversations to DM and collect deal information (property details, asking price, seller contact info) -Log all leads and conversations in a shared tracker -Post pre-approved content to groups on a scheduled basis 2. AI-Powered Report Generation -Use Claude AI (by Anthropic) to generate investment analysis reports using our master prompt templates -Input property data and run reports with accuracy and attention to detail -Basic formatting and quality checks on AI-generated outputs -Must be comfortable learning and using AI tools — prior experience with Claude, ChatGPT, or similar is strongly preferred Requirements: -Fluent English with strong written communication skills...

I have a dataset of survey results and I want to understand its distribution by calculating the quartiles (Q1, median, Q3) and the inter-quartile range. Because this is a personal project, the focus is on clarity rather than corporate polish, but I still want well-presented insights. Here is what I need from you: • Clean computation of the quartiles and any supporting descriptive stats you feel are useful. • Accompanying visualisations—simple, insightful charts or graphs (box-and-whisker, histogram, or another format you recommend) that make the quartile story obvious at a glance. • A brief explanatory note or slide summarising what the numbers and visuals reveal. I will provide the raw survey data in CSV as soon as we start; please let me know if you’d prefer ...

...propeller or airfoil-based designs (RC props, UAV props, or similar) Ability to modify: Airfoil section(s) Chord distribution Twist / pitch distribution Tip shape (noise reduction focus) Understanding of RPM, motor loading, and aerodynamic efficiency Deliverables Parametric CAD files (STEP preferred) STL suitable for prototyping Brief explanation of design choices Optional: simulation or analysis (BEM, CFD, or similar) if you offer it Material / use case Initial prototypes may be 3D printed Final intent is a stiff, high-efficiency prop comparable to carbon-fiber props in operation If you’ve designed RC props, UAV props, wings, or rotating aerodynamic parts before, please include examples or screenshots of past work....

Full Job Description Overview I am looking for an experienced SEO and product‑listing optimization specialist who can enhance the performance of several existing WordPress websites that are already fully active and aligned with Google Merchant Center and Google Search. These sites have taken years to properly configure and verify, so the foundation is solid — now I want to maximiz...without disrupting existing approvals • Provide recommendations for ongoing optimization and maintenance --- What You Will Be Working With • Multiple WordPress websites (already live and functioning) • Existing product feeds connected to Google Merchant Center • Approved and active listings that must remain compliant • ZIP files containing all necessary site data for review ...

...* Create engaging YouTube videos (5–10 minutes each) * Add animations, transitions, sound effects, and background music * Include subtitles and simple on-screen text * Ensure content is child-friendly and visually appealing * Deliver high-quality videos optimized for YouTube * Follow YouTube Kids content guidelines --- ### Content Type: * Animated moral stories * Educational learning videos (ABC, numbers, shapes, values) * Storytelling with background music and effects * Simple 2D animation or motion graphics Scripts and voiceovers will be provided. You will be responsible for editing, animation, visuals, and final production. --- ### Requirements: * Proven experience in kids YouTube video creation * Strong video editing and animation skills * Ability to create engag...

I need an Excel spreadsheet for a real estate case study focused on forecasting. This is for a capital markets class. Requirements: - Real estate market forecasting - Data input and analysis - Clear, organized layout - Charts/graphs for visualization Ideal Skills: - Excel proficiency - Real estate knowledge - Strong analytical skills

I’m building a multi-agent AI system designed to streamline greenfield software projects. This is **not** a code-generation tool. The focus is on: - Requirement analysis - Task breakdown - Assignment & tracking - Progress reporting - Surfacing blockers and risks ## Core Requirements - Agents deep dive into a project idea by asking questions - Once the agent understands exactly what the user wants, appropriate documents are created and handed over to the next agent ## Tech Currently using **Google ADK** and having a semi working flow. But open to **LangChain**, **Autogen**, or alternative orchestration frameworks that better support: - Multi-agent coordination - Memory (short- and long-term) - Tool access & integrations --- ## Deliverables - Wo...

...colorful look that still feels credible in front of executives. The layout should open with an eye-catching cover page, flow into an auto-generated table of contents, then offer clearly formatted heading levels, page numbers, and placeholders for charts, tables, and graphics. I’d like the core structure to stay flexible so we can drop in or remove sections such as an executive summary, financial analysis, or market research whenever the project calls for it. Please make sure all fonts, color themes, and paragraph styles are stored in the template itself so formatting stays consistent across different machines. Deliverables • A fully functional .docx template ready to use • A short one-page guide showing where to edit colors, heading styles, and section breaks...

I want to launch a web platform whose core function is data analysis, specifically focused on how visitors interact with the site itself. Every click, scroll, hover, and dwell time should be captured, stored, and fed into an AI layer that surfaces patterns, segment-level insights, and actionable recommendations. The emphasis is on website interaction data; while purchase history or social media feeds could be interesting later, they are out of scope for this first release. The build needs three tightly integrated pieces: a tracking script that records session events in real time, a scalable backend (Python, Node, or similar) that cleans and aggregates those events, and a lightweight ML pipeline—think TensorFlow, PyTorch, or a comparable framework—to run clustering and p...

Seeking expert in mold flow analysis who will check six mold designs and tell me if there may be issue with cosmetic and mechanical fit of the components. cosmetic of front and back of the parts only matter. internal plastic parts cosmetics do nto matter,. plastic housing fit of front and back shoudl be checked Material: this part will be molded in plastic, so the simulation must use an accurate material card that matches the selected grade’s viscosity and shrink data. Key concerns I need you to investigate: • Warping and any dimensional instability • Incomplete filling, especially at the thin-wall ribs and bosses • Cold joints, weld lines, and related cosmetic blemishes that could surface in customer-visible areas Deliverables I expect: 1. A full Mold...

...existing monolithic ERP to provide: Business analytics and dashboards Predictive insights and forecasts Alerts, reminders, and anomaly detection Conversational ERP intelligence (AI Copilot) The AI must be ERP-aware, secure, tenant-isolated, and production-ready. Key Responsibilities AI Intelligence & Analytics Analyze ERP data (sales, purchase, inventory, vendors, BOMs) from MySQL Build trend analysis, forecasting, and business insights Design AI-driven alerts and exception detection Support dashboard and KPI generation AI Copilot / Conversational Layer Build an AI assistant that can answer ERP-specific questions such as: “Find vendors for Item X in Delhi NCR” “Analyze last 6 months purchase trends” “Suggest BOM for Product Y&rdquo...

I have a set of finance-related CSV files that need to be explored, cleaned, and summarised. The goal is strictly descriptive analysis—think clear statistics, trends, and visual snapshots—without venturing into predictive modelling or prescriptive optimisation. All raw data will arrive as comma-separated files. You are free to use Python (pandas, NumPy, Matplotlib, Seaborn), R, Excel Power Query, or a comparable toolkit, as long as the workflow is reproducible and well-documented. Deliverables: • A concise cleaning script or notebook that imports each CSV, handles missing or inconsistent entries, and outputs a tidy dataset • A written summary (PDF or Markdown) of key descriptive metrics—averages, distributions, correlations, outliers—tailored to...

Project Description: CFD–FSI Analysis of Flexible Flapping Wing Aerodynamics This project focuses on the numerical investigation of unsteady aerodynamics of a flapping wing with flexible deformation using coupled Fluid–Structure Interaction (FSI) simulations. The objective is to understand how wing flexibility and deformation affect vortex formation, wake evolution, pressure distribution, and aerodynamic force generation (lift and thrust). The study will be carried out using transient CFD coupled with structural deformation, where the wing undergoes prescribed flapping motion and deforms under aerodynamic loads. The interaction between fluid flow and structural response will be analyzed over multiple flapping cycles. Key Scope of Work Perform transient CFD simulation...