Thermal 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 need three 1:15 scale, single-storey, one-room building models: 1. Garden Studio 2. Sauna 3. Extension Detai... The external ceiling of the build will be clad in cedar tongue and groove. Which will match the window surround. 800mm composite deck to the flooring to offer hard standing for the shower and entering the sauna. Two black hooks installed to the external wall for towels. The inside of the sauna: the ceiling, walls and floor clad in thermal wood, tongue and groove. Two benches installed at different heights, also made from thermal wood. LED strip lighting will be fitted to the lip of the benches to create a warm glow. A Humm 9kw volcanic rock electric floor mount heater will be installed. ESTIMATED BUDGET - for all three buildi...
I need to develop a WordPress user behavior analysis plugin. The logic is as follows: When a user visits the website, JavaScript tracks mouse movements, page heat, clicks, etc., and then generates a data report. At 8 p.m., the Gemma4 model is called for analysis and the result is sent to the designated webhook. First, a native pure JavaScript user behavior collection script needs to be developed. The required functions include: 1. Collection of basic page information (current page URL, referring page referrer, page entry time, departure time, total stay time, browser type, device type, window visible area width and height) 2. Mouse behavior collection (real-time collection of mouse movement coordinates, X, Y, recorded in chronological order, mouse click coordinates X, Y, rec...
...reasoning for any recommended changes or adjustments * Refine inputs where necessary to reflect realistic market conditions * Deliver a final “validated” version of the model with your professional sign-off **Requirements:** * Background in Big 4 consulting (minimum requirement) * Strong experience in financial modeling, project finance, or investment analysis * Proven ability to work with complex, dynamic Excel models (IRR, cash flow, scenario analysis) * High level of integrity and independent thinking (this is not an AI-assisted task — all work must be your own, with clear rationale) * Experience in hospitality, real estate, or wellness-related projects is a strong advantage **Deliverables:** * Reviewed and corrected model * Summary report outlinin...
I have a collection of MP4 thermal videos recorded with a FLIR camera. In every frame the camera overlays a “MAX” value in the top-left corner; that number is the highest temperature detected for that frame. Your task is to read only that “MAX” field value, sample it once per second throughout each video (they run anywhere from 2 minutes to about 90 minutes), and export the results to an Excel-compatible CSV file. The file must contain exactly two columns: - Time (in seconds, starting at 0) - Temperature (integer values only, no decimals). Please ignore any other overlay fields such as SPOT, MIN, or AVG. I need a repeatable, accurate solution I can run on future videos, so a small Python/OpenCV script or similar utility is preferred, but I’m open...
Project Description: I am looking for an experienced Instagram growth strategist who can help analyze my page and provide a clear, data-driven strategy to grow it. This role is focused on analysis, positioning, and growth — not video editing or basic content creation. I need someone who understands how to grow a Reels-based page using strong hooks, audience psychology, and retention strategies. Responsibilities: • Analyze my current content performance (what’s working / what’s not) • Identify gaps and growth opportunities • Suggest a clear content direction and positioning strategy • Provide structured weekly and monthly content plans • Recommend improvements for hooks, retention, and engagement • Guide on building a strong and uniq...
... reproducible code (Python, R or Stata are all acceptable), an annotated dataset ready for archiving, and a concise report that highlights trends, hotspots, and any statistically significant anomalies. Please visualise the main findings in intuitive charts or dashboards so they can be shared quickly with provincial teams and senior officials. Deliverables • A documented data-cleaning and analysis script • The processed dataset in CSV and native format • A policy-oriented report (≈10 pages) with visuals and key recommendations • Source files for all graphics or interactive dashboards Acceptance criteria The code must run end-to-end on my side without manual edits, figures must match the numbers in the report, and the narrative must transla...
I want to master Google AdSense on my WordPress blog and need a seasoned publisher who can walk me through the entire journey in real time. My main focus is getting the accou...comfortable with plugins, so feel free to reference Site Kit, Ad Inserter, or similar tools) • Clear benchmarks for when to expect my first earnings and how to track performance inside AdSense and Google Analytics I’m already an intermediate WordPress user, so you can skip the basics of the dashboard and concentrate on the money-making parts. If you also cover advanced optimisation or earnings analysis, let me know—that could be a nice bonus. Please outline your teaching format, the approximate number of sessions you’ll need, and any materials you provide so I can see how your pla...
I need a Python expert to take several CSV and Excel files and turn them into solid, statistically sound insights. The work is focused entirely on data analysis and processing—no web scraping or app development—so your time goes straight into cleaning the raw tables, exploring patterns, and building the statistical models that answer my business questions. You should feel at home with pandas for wrangling, NumPy and SciPy for numerical work, and a modeling library such as scikit-learn or statsmodels to run regressions, clustering, or any technique you recommend. If you prefer working in a Jupyter notebook, that’s perfect; a well-commented .py script is also fine. I’ll supply the data files and a brief outlining the hypotheses I want tested the moment we star...
I need a sharp PowerPoint deck that helps me secure investment for my tech startup. You’ll be transforming my raw notes and data into a visually compelling, on-brand presentation that investors can grasp in minutes. Scope of content • Market Analysis – highlight total addressable market, competitive landscape, and growth trends. • Financial Projections – clear revenue model, five-year forecasts, and key assumptions. • Team Overview – concise bios that showcase credibility and relevant wins. Assets you’ll receive from me My logo, fonts, colour palette, and basic slide templates—please follow these brand guidelines so everything feels cohesive. I’ll also share the latest metrics, research sources, and team headshots. ...
...details * Assign manpower * Release required parts * Update inventory (Oracle + system integration) * Complete service checklist 7. Process closure: * Finalize and close the request Additional Requirements: * Design and develop report templates (e.g., Job Card, Inventory, Asset Reports, etc.) * Implement inventory business rules: * FIFO (First-In, First-Out) * Stock aging analysis * Reorder level calculations (monthly, quarterly, annual) * Develop KPI dashboards based on different roles and system data * Ensure full integration with APIs and Oracle Database Required Skills: * Strong experience with Oracle Database and schema handling * Proven experience in API integrations * Ability to design and implement complex workflows * Experience in ERP system...
I will solve Excel formulas, errors, and pivot tables in your Excel/Google Sheet right now! Mastery in advanced formulas including VLOOKUP, HLOOKUP, INDEX, MATCH, and more. Automated dashboard creation using Pivot Tables with pivot charts, slicers, and timelines. Innovative Excel dashboards and charts for impactful data presentation. In-depth data analysis to uncover valuable insights. Dynamic business reports tailored to your needs. Custom-designed Excel templates for various purposes. Rapid and precise data entry services. Quick fixes for common Excel errors (#NUM!, #REF!, #VALUE!, etc.). Robust data validation and eye-catching conditional formatting. Elimination of duplicate data for cleaner, more efficient spreadsheets. Power Query utilization for advanced data manipulation.
I’m ready to scale up my search for quantitative-developer and model-risk-management roles, especially those centred on financial data analysis, and I need a detail-oriented virtual assistant to execute my application strategy on LinkedIn, Indeed and Glassdoor. Here’s how we’ll work together I’ll supply a master résumé, templated cover-letter snippets and a clear set of targeting guidelines (keywords, preferred locations, seniority level, salary thresholds, company types). Each day you’ll identify fresh openings that match these parameters, tailor the materials where needed, submit the application, then log the details in a shared tracker. Key expectations • Minimum 100 qualified applications per week, accurately recorded (date,...
I'm seeking a comprehensive research paper on Portuguese hegemony in the Indian Ocean, specifically focusing on trade and commerce. The paper should include both a historical overview and a detailed analysis of specific events. Requirements: - In-depth research skills - Expertise in historical trade dynamics - Ability to analyze and synthesize complex information - Strong writing skills for academic papers Ideal Skills & Experience: - Background in history or related fields - Previous experience with similar research papers - Familiarity with Portuguese imperial history
...require an experienced Cybersecurity Expert with strong background in advanced security operations, threat intelligence, and secure information handling Key Requirements: Proven expertise in cybersecurity, network security, and information protection Advanced skills in online research, deep investigation, and gathering intelligence from various web sources Experience with secure data collection, analysis, and management techniques Ability to work with complex security tools and environments while maintaining complete confidentiality Strong knowledge of anonymity practices, secure communication, and protective measures in challenging online scenarios Must be comfortable handling sensitive assignments with high discretion Important Notes: This is a private project –stri...
Finite Element Analysis of double decker platform and suspension system
I need a qualified accountant who can transform my raw figures into management-ready financial reports focused on budget-versus-actual performance. You will receive my latest income statement and balance sheet; from there, I’d like you to dig into the numbers, calculate each variance, and explain the drivers behind any material differences. Your analysis should culminate in a concise narrative that highlights trends, flags problem areas, and recommends corrective actions. Please package the results in a clean, GAAP-aligned report that senior leadership can read at a glance, supported by an Excel workbook (or Google Sheets) containing all formulas and working tabs. Deliverables: • A formatted financial report with variance tables and commentary • Annotated i...
...to uncover deep insights. • Perform data modeling and analysis using statistical tools (SPSS, Python/R). • Independently deliver customer research reports and build interactive dashboards to visualize findings. • Effectively communicate insights to Product, Engineering, and Leadership teams to drive actionable outcomes. Qualifications: • Master’s degree or above in Psychology, Market Research, Automotive Engineering, or related fields. •Experience in user research, market insights, or consulting, including 2+ years in the automotive industry. • Strong knowledge of intelligent cockpit, connected vehicles, autonomous driving, and NEV trends. • Advanced PPT/Excel skills; proficiency in research tools (Qualtrics, SurveyStar) and data analy...
I’m holding an ageing but still functional dual-channel, 80 A DC reverse controller that was built for industrial tru...noting exact part numbers or modern equivalents that are still in distribution. • Generate standard Gerber/Excellon outputs alongside pick-and-place and centroid files so I can drop everything straight into my board house workflow. Acceptance I’ll run the outputs through my DFM checks and order a prototype. Full sign-off comes once the board powers a tarp motor at 80 A continuous without thermal or functional issues. If you’re experienced with high-current routing, wide copper pours, and mining-grade protection components, this should be a straightforward yet rewarding project. Looking forward to seeing how quickly you can breathe new...
COMPREHENSIVE DIGITAL ERP SYSTEM FOR IMPORTERS & EXPORTERS (For Finance, Sales & Supply Chain Departments) This ERP system is a complete digital transformation solution for import/export businesses. It brings the entire process from Contract to Payment onto a single platform with dedicated portals for Finance, Sales, and Supply Chain ...system is a complete digital transformation solution for import/export businesses. It brings the entire process from Contract to Payment onto a single platform with dedicated portals for Finance, Sales, and Supply Chain departments, while maintaining centralized data management. Purpose: To digitize whole operations, eliminate manual errors, monitor transactions in real-time, provide data analysis for action plans, and manage docume...
...fast-paced startup environment. --- Core Responsibilities 1. Supply Chain & Sourcing Development - Build and structure the sourcing system from scratch - Identify and validate OEM factories (China + Dominican Republic + regional suppliers) - Establish upstream raw material sourcing (steel, aluminum, components) - Lead RFQ processes, supplier comparison, and negotiations - Implement cost breakdown analysis and sourcing optimization --- 2. Manufacturing & Production Setup - Structure and implement toll manufacturing partnerships - Define production workflows and supplier responsibilities - Align engineering outputs with manufacturability - Develop scalable production processes and SOPs - Oversee early-stage production readiness --- 3. Logistics & Shipping Strategy...
I’m working on a Python project that scrapes data from multiple websites and parses it into a structured format for analysis. However, I’m running into a few bugs with the scraping logic, parsing issues, and some edge cases that the code doesn’t handle well. I need a freelancer to help fix these bugs and optimize the code. Project Details: - Some websites are throwing errors when scraping specific pages (need help with error handling). - Data parsing is inconsistent; sometimes the data isn’t cleaned properly (need help with parsing and formatting). - The code runs slowly for large datasets (need optimization). - The code doesn’t handle certain edge cases where the webpage layout changes (need fixes for those). I will provide access to the code and sa...
...bridge completed properly. What I will provide immediately to bring you up to speed: Full latest plugin folder (including the recently updated helper file) My clean improved version of (recommended starting point) Latest Pre/Post CSV reports from both sites (clearly showing EBS updates vs unchanged RevSlider layers) Screenshots of the full admin interface Detailed analysis of what is working and what is not Admin + phpMyAdmin access to both sites Milestones: Milestone 1: Review all provided materials + improved helper file, confirm understanding, and send a short mapping document. Milestone 2 : Implement the fix on both sites and test successfully using the Pre/Post CSV method. Payment released after successful user testing on both sites. Questions – Please answer
...sold in Australia. I need every data point the site makes available for each of those vehicles, from the obvious specs such as year, make, model and variant right through to driveway prices, engine type, transmission, drive configuration, warranty details, fuel-economy figures, in-car technology features, seating layouts and any other attributes exposed on the page. The end goal is a clean, analysis-ready Excel workbook that lets me run market-wide comparisons, so consistency is critical: headings must be standardised, units normalised and categorical values written the same way across the entire sheet. I am happy for you to use Python, Scrapy, BeautifulSoup, Selenium, AI-assisted extraction—whatever combination you trust—to pull the information, as long as the fin...
I have a raw export of my website traffic logs (CSV from Google Analytics) and I need the story behind the numbers—yesterday rather than tomorrow. Your mission is to transform that data into clear, insightful visuals focused on one key metric: Page Views. Here’s what I expect: • Pull the data into your preferred stack—Excel, Python (pandas, matplotlib, seaborn), R, or another analytical tool—and clean anything messy or missing. • Produce a concise set of graphs and charts that show daily, weekly, and monthly page-view trends, device breakdowns, and a top-10 pages snapshot. • Flag any anomalies and add one or two sentences beneath each chart so I immediately understand what it’s telling me. • Supply the finished visuals in PNG or PDF...
...that connects to my MySQL instance, pulls the user-related tables I specify, and runs a concise analysis on that data. Typical insights I care about include daily sign-up trends, active-versus-inactive ratios, cohort retention, and any outliers worth flagging. The workflow should be straightforward: open the connection, retrieve the user data, run the analysis, then return or print the results in a readable format (JSON or a simple report is fine). Please keep the code modular so I can extend it later. Deliverables • Source script with clear connection parameters abstracted for security • Brief setup/readme so I can run it locally or on a server • Sample output file showing the analysis results I’m flexible on language—Pytho...
We are seeking skilled survey conductors to design and implement targeted surveys for our research project. You will be responsible for identifying the right audience, crafting survey questions, and collecting valuable feedback. Your expertise in survey methodology and data analysis will help us gain insights that drive our decision-making process. If you are detail-oriented and have experience in conducting surveys across diverse demographics, we want to hear from you! Amount should be 250People in 3 markets ONLY WE HAVE 1 CONDITION PARTICIPANT SHOULD BE GERMAN, DUTCH OR POLISH BEFORE WE START SMALL AMOUNT OF SAMPLE NEEDED budget is 1500 euros each
...robust enough for large dogs, and the port should accept a standard luer-lock or similar connector that seals automatically between infusions. What I need from you • 3D CAD files ready for rapid prototyping and eventual injection molding • A concise material and manufacturing brief (resin choice, draft angles, gate placement, anticipated cycle time) • Basic FEA or equivalent stress analysis showing the port will not crack under normal handling or bite force if chewed after removal • Recommendations for insertion technique and any disposable introducer that would simplify placement in a clinic setting If you have experience with veterinary or human implantables, ISO 10993 testing, or small-run clean-room manufacturing, please highlight it&mdas...
...using language to persuade. Read the Introduction to Rhetorical Analysis in the online textbook to learn what kinds of questions you might attempt to answer in a rhetorical analysis. You'll also need to discuss the Persuasive Appeals writers and speakers use to reach their audience: Ethos, Pathos, Logos, and Kairos. For your analysis, you will choose a speech from a list your instructor provides. You should try to watch/listen to several (all of them include transcripts, so you can skim the content that way as well to see which appeals to you). When you pick one to write about, try to choose something you're open-minded about, the better to assess the speaker's persuasive strategies. Like all work in this course, your analysis should be enti...
We are seeking a detail-oriented and reliable Virtual Assistant to support our recruiting and sourcing efforts. This role will focus on accurate data entry, organization of candidate information, and basic analysis of sourcing metrics to help improve hiring efficiency. You will also leverage AI tools, specifically Claude Pro, to assist with data organization, summarization, and workflow efficiency. Key Responsibilities: • Perform high-volume data entry with strong attention to detail • Maintain and update candidate records in spreadsheets or ATS systems • Track and organize sourcing data across platforms (LinkedIn, job boards, CRM tools) • Assist in analyzing sourcing performance metrics (response rates, conversion rates, etc.) • Use Claude Pro to summ...
I have several high-priority projects that require a skilled coordinator to drive the full market-research cycle. The focus is strictly on research and analysis. Here’s where I need your expertise: • Customer behavior analysis: gather and interpret quantitative and qualitative data to uncover purchasing drivers, pain points, and loyalty triggers. • Competitor analysis: map competitor positioning, pricing, messaging, and channel tactics to highlight gaps and differentiation opportunities. • Market-trend forecasting: spot emerging patterns, technology shifts, and macro factors that could reshape demand in the next 6-24 months. I will use your insights to refine and expand our product and service offerings, so recommendations must be specific,...
...Collection and presentation of data (2000–2023) • Descriptive data analysis (tables, statistics, graphs) • Regression analysis (OLS or appropriate method) • Interpretation of results and economic meaning • Discussion of findings in relation to the literature • Clear conclusion including limitations Data Sources: • World Bank (WDI) • IMF databases • UAE Federal Competitiveness and Statistics Centre • UAE Central Bank (if Ideal Skills & Experience: • Strong background in econometrics and applied economics • Experience with data analysis tools (Stata preferred) • Ability to run and interpret regression models • Academic research writing experience Important Notes: • This i...
...IP data. - A handful of screenshots and documents whose original EXIF and other metadata are still intact. - A brief note on the investigative context so you understand why specific links matter. What I need back - A clear, well-structured report that walks through every correlation you uncover, complete with confidence levels and the logic or tool output that supports each finding. - A link-analysis chart (Maltego, i2 Analyst Notebook, yEd, or similar) showing relationships among identities, infrastructure and locations. - All parsed metadata and any scripts or command logs you run so the work is reproducible. Acceptance criteria 1. Each data point I provide appears in the final graph, either linked or explicitly marked “no link found.” 2. Any claimed tie between a...
...compile a database of local vendors and service providers. Develop pricing and revenue strategy recommendations aligned with the Swiss market. Prepare a comprehensive Product Requirement Document (PRD) for the development team. Map user journeys and operational workflows. Provide insights into Swiss regulations and compliance relevant to travel services. Scope of Work 1. Market & Competitor Analysis (Switzerland) Analyze the Swiss travel-tech and tourism landscape. Benchmark against leading platforms such as: Airbnb Expedia Group Conduct SWOT and TAM/SAM/SOM analyses. Identify market gaps and opportunities specific to Switzerland. 2. Destination & Experience Research Research major and offbeat destinations across Switzerland (e.g., Zurich, Lucerne, Interlaken, Zerma...
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We are seeking an expert in one of the following fields: Sales, Finance, Insurance, Accounting, or Energy Systems. The ideal candidate must possess a solid background and years of experience in the relevant field, and be able to provide insightful analysis and solutions. This role requires proficiency in common tools used in the field, and we prioritize experience with the most general tasks over highly complex ones. Please contact us. Good to worked with Salesforce, Netsuite, Quickbooks, Docusign and SAP etc
...with clear documentation and clean, maintainable code. No AI‑generated solutions are permitted. All work must be original, well‑reasoned, and fully explained. There is an opportunity for an ongoing, longer‑term arrangement covering multiple subjects. Scope of Work • Help with programming assignments (languages: Python, Java, C++, etc. as needed). • Write technical reports, documentation, and analysis as required. • Follow exact submission guidelines (formatting, file structure, etc.). • Meet strict deadlines (typically 5 to 6 days per task). Requirements • Proven experience in computer science (degree, portfolio, or relevant work history). • Strong communication – able to discuss requirements and clarify ambiguities promptly. • Atte...
Minimum of 12 slides. The assignment is really in two parts: Base maps of the city. Combined maps/theme maps that explain something important about Copenhagen.
... and tools used (e.g., Terraform, Kubernetes). Mention specific services or features leveraged (e.g., auto-scaling groups, serverless functions).5. Your Results Share the outcomes of your implementation (e.g., improved performance, cost reduction, enhanced scalability). Use metrics such as latency, uptime, resource utilization, or cost savings to demonstrate success.6. Comparison and Analysis Compare your results with the existing results from the literature reference. Highlight improvements or trade-offs in performance, cost, or efficiency. Use tables, charts, or graphs for better visualization.7. Conclusion Summarize key findings and achievements of the project. Reflect on th...
...and creativity • Access to mental health awareness and information Support with: • Scholarly Article 1 • Scholarly Article 2 ⸻ B. NEGATIVE EFFECTS (CONS) (1–2 paragraphs) Include: • Anxiety and depression links • Social comparison and low self-esteem • Body image issues • Cyberbullying, addiction, and sleep problems Support with: • Scholarly Article 3 • Scholarly Article 4 ⸻ V. ANALYSIS / SYNTHESIS (YOUR POSITION) This section should explain your full argument by combining both sides. Include: • Clear stance on the issue • Explanation of both positive and negative effects • Solutions such as: • Teens limiting screen time and using social media more intentionally • Parents setting bou...
I need an opinion survey conducted on our tennis and pickleball members using SurveyMonkey. The survey should include both rating scale and open-ended questions. Key Requirements: - Online survey via SurveyMonkey - Use of rating scale and open-ended questions - Ability to analyze and present results clearly Ideal Skills and Experience: - Experience with SurveyMonkey - S...conducted on our tennis and pickleball members using SurveyMonkey. The survey should include both rating scale and open-ended questions. Key Requirements: - Online survey via SurveyMonkey - Use of rating scale and open-ended questions - Ability to analyze and present results clearly Ideal Skills and Experience: - Experience with SurveyMonkey - Strong question design and survey logic - Data analysis and report...
...Requirements: Only publicly available, non-restricted data may be collected No scraping of protected platforms or unauthorized databases No private or personal contact data (e.g., personal phone numbers or private emails of individual doctors) All data must comply with applicable data protection laws in UAE, Saudi Arabia, and Turkey Purpose: The dataset will be used strictly for research and analysis purposes Deliverables: Excel or Google Sheets file (one row per facility) Clean, structured, and verified dataset A short methodology note explaining sources, approach, and any data gaps Acceptance Criteria: Broad and reliable coverage of officially listed healthcare facilities All fields completed or marked “Not Available” Every key datapoint supported with a va...
I need a freelancer to perform statically analysis. For my DNP project outcomes, comparing pre and post implementation surveys. Requirements: - Expertise in predictive statistics - Proficiency with numerical data - Experience with regression analysis, time series analysis, or machine learning algorithms Ideal Skills and experience Working with DNP students Please provide examples of previous work and relevant qualifications.
...meticulous attention to typographic hierarchy—for body text against crisp white backgrounds with appropriate line spacing for maximum compatibility for PC and Phone . For stylistic inspiration, please go examine Breitbart News and see their bold approach to featured stories, particularly their three-tiered homepage structure with headline gradients that subtly direct the eye from breaking news to analysis pieces. Please note that I realize a good template will only be a limited look and feel of a Breitbart News website. The winning contestant will deliver this digital masterpiece and execute flawless deployment to our hosted environment, complete with load balancing and image optimization. This is really a simple contest. One where you find the template. Adjust it with the ...
Keyword research, competitor analysis, on-page SEO, and content optimization are required. Off-page SEO includes high-quality backlink building, backlink analysis, and removal of toxic links. Handle technical SEO such as indexing issues, canonical tags, and XML sitemap. Monitor rankings and traffic, and manage Google Analytics and Search Console. Ensure all content is optimized, humanized, and aligned with professional SEO strategies to improve visibility and performance.
Finite Element Analysis of double decker platform and suspension system
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Job Title: Python Developer for Geophysical Data Analysis (K-Means Clustering & 3D Visualization) Project Overview: I am a Geophysics student working on a structural mapping project of the Red Sea Rift. I have a dataset of 50 years of earthquake records (USGS CSV format) and need a Python expert to build a machine learning workflow that clusters these events based on their seismic attributes to identify hidden fault structures. Scope of Work: Data Pre-processing: Clean a USGS earthquake catalog and perform feature scaling on four specific attributes: Latitude, Longitude, Depth, and Magnitude. Unsupervised Machine Learning: * Implement K-Means Clustering to group seismic events. Provide an Elbow Method plot to justify the optimal number of clusters (K). 3D Visualization: * ...
