I'm in need of a Machine Learning Engineer who can migrate our existing notebooks from RStudio and PySpark to AWS Sagemaker. Your task will be to: - Understand two models I have running locally. One is a Rstudio logistic regression model, and the other is a pySpark XGboost also running on local. - Migrate These two models to AWS SAGEMAKER. Data will be on S3 -Prepare models to run on sagemaker totally, so that we can do training and testing 100% on sagemaker.-Models are already running on a local computer, but I need to move them to Sagemaker 100%. Data is on S3 already. -You need to configure and prepare Sagemaker from end to end, and teach me how you did it, since I need to replicate it in another system. -I will give you the data and access to AWS Ideal Skills and Experi...
I'm a data science student needing assistance specifically in the areas of maths, linear algebra, and probability. Here's what I'm looking for: - Expertise in data analysis, machine learning, and data visualization - Mastery in maths, particularly linear algebra, and probability - Ability to provide advanced assignments and problem-solving strategies to strengthen my grasp of these subjects The ideal candidate for this project will have strong analytical skills and a deep understanding of complex mathematical principles involved in data science. You should be able to articulate complicated concepts concisely and clearly, since the level of difficulty I'm currently faced with is quite advanced. Your role will largely involve providing resources and guidin...
I'm fairly new to R, but need to apply linear regression to predict an outcome. I'd be grateful to work with someone who can guide me through this process. Ideal skills: - Expertise in R - Profound understanding of Linear Regression Experience: - Previous projects involving regression analysis - Proven results in predicting outcomes using R
Bayesian linear regression plot; svd for principal component plot. please check the attached file and let me know if you can do them perfectly
I'm looking for a knowledgeable and experienced writer to create a comprehensive guidebook geared towards first-time home buyers navigating the UK mortgage industry. This book will serve m...the mortgage application process which will serve as a guide to first-time home buyers. - Intense elaboration on the various types of mortgages available in the UK, highlighting their differences, benefits and drawbacks. The perfect freelancer for this job is preferably someone with mortgage industry experience or a professional writer with extensive research skills. An understanding of the UK housing market is key to ensuring accuracy and usefulness of the book. Ultimately, the goal is to produce a clear, concise and practical guidebook that makes securing a mortgage feel less daunting f...
My primary...the supplied informational blog articles aimed at Sydney homebuyers looking into getting mortgages. 4. Ensuring the blog post gets maximum exposure to reach potential customers. 5. Create relevant backlinks and improve SEO on a monthly basis. The ideal candidate will also have the capability to boost our Weebly-hosted website's SEO through effective backlinks. Being familiar with the Australian housing market, The Mortgage Broking industry both especially in Sydney, would be an added advantage. This will help us drive our message home in the most appealing way possible. Your main target will be aspiring home buyers in Sydney seeking mortgage options. Expertise in content promotion, SEO, backlinking, and understanding of the real estate/mortgage financing industr...
I am seeking a web developer with experience in creating school websites. The developed website needs to have specific, non-standard features aside from the conventional links and contact information. Below are the specifications: - The site will be catering to a medium-sized institution, housing about 100-500 teachers and students. - A feature for TC Verification is required. The service should be efficient and user-friendly for parents, students, and staff. - The website should also include a Photo Gallery, showcasing various school events, student achievements, and faculty initiatives. - The website should otherwise be basic, focusing on functionality and user experience above extravagance. The developer should have experience in creating similar platforms, a good eye for desig...
I'm working on an academic project that requires advanced statistical analysis. I need assistance with regression analysis and hypothesis testing. The statistical analysis is for an academic project, so I need someone who has a deep understanding of these methodologies. For the documentation, a comprehensive and professional LaTeX documentation is needed. It should include advanced formatting, custom LaTeX macros, and complex mathematical formulas. Ideal Skills: - Proficiency in regression analysis and hypothesis testing. - In-depth knowledge of LaTeX, particularly in advanced formatting. - Experience in academic projects is a plus. ***It consists of 6 advanced statistics questions and you are expected to write their detailed solutions in latex.
... each dataset should have its own table. Database and table creation and data insertion can be done either with the `sqlite3` package or with `Pandas`. Both SQLite and `sqlite3` come with Python. **Machine Learning Models** For each dataset you should train, evaluate, and save a machine learning model: - one model should be for a *classification* problem - the other model should be for a *regression* problem - Group of 3: you should have 2 of one type A *validation* dataset must be used to either select between models, or to choose between hyperparameter values of a single model. A *test* dataset must be used to evaluate the performance of the final chosen model. **Website** The final models should be presented to an end-user through a website. (Deployment need only be t...
I need a proficient data scientist with a strong understanding of linear regression and time series analysis to build a model from company sales data. Key Requirements: - Creation of a Linear Regression Model: The primary objective of the model will be to predict sales trends based on past data. - Time Series Analysis: The model should effectively incorporate this to help me understand how sales are changing over time. The ideal freelancer for this job would possess: - Proven expertise in data science, particularly in building predictive models. - Strong command of R, as the model should be developed in this language. - Experience in working with time series data and analysis. If you are confident in your data science skills, especially in the context of ...
I have an electrical project that requires specialized MATLAB programming skills. This project aims to optimize a hypothetical renewable power microgrid using linear optimization algorithm cvxr in MATLAB. This initiative responds to the growing need for sustainable and efficient energy solutions in the era of climate change. The focus is on how optimization algorithms can enhance the cost effectiveness, efficiency, and reliability of such microgrids. Please check the attached Word file for more details.
I'm in need of urgent help to create a supportive housing facility for returning citizens, i.e., individuals released from incarceration. The primary aim is to provide them with a stable living environment and offer a platform for reintegration into society. Key Responsibilities: - Designing a safe and comfortable living space that supports the unique needs of returning citizens. - Developing a program structure that offers guidance, resources, and possibly counseling to ease the transition back into society. Ideal Candidate: - Experience in social work, criminal justice, or a related field. - Understanding of the challenges faced by individuals post-incarceration. - Ability to design spaces that are both functional and comforting. - Knowledge of programs that can support rei...
I'm in need of an experienced data analyst to help me with a project focused on housing markets, specifically rent versus buy scenarios. Here are some details: - **Data Analysis Type**: I need a professional who can perform both data visualization and predictive modeling. You should be able to interpret the data in a meaningful and visually appealing way, as well as predict future trends or patterns based on the data analysis. - **Data Sourcing**: While the data size isn't predefined, you'll be required to source the data from multiple sources yourself. This means you should be well-versed in data collection, cleaning, and preparation. The sources should be relevant to the housing market, specifically the rent versus buy dynamics. YOU WILL NOT BE GIVEN THE DA...
Given the escalating economic situation, I'm seeking a comprehensive analysis on the inflating costs of living in District 4, Oklahoma. With housing described as moderate, my primary interest lies in: -Understanding the surge in prices for food and groceries: Not only am I intrigued by the average increment in prices, but I'm keen on grasping the direct impact this is having on local consumer spending. -Comparing local inflation rates (specifically food, groceries, and wages) with national averages. The ideal candidate will possess economic research skills and display a clear understanding of contextual interpretation of data. Given the locality of this case study, experience with Oklahoma’s economic conditions will be advantageous. Previous work in wage vs inflati...
Objectives: To develop a model that predicts housing prices based on various features such as location, size, amenities, etc. Data Set Link: Kaggle: House Prices - Advanced Regression Techniques () Analysis Tools/Programming Language: Python, Pandas, Scikit-learn Final Outcome: A predictive model that accurately estimates housing prices. follow a step-by-step process to create ML models predicting housing prices, create heatmaps of different features to find the most correlated feature and apply several ML models on the dataset, make an evaluation metric comparing the different models based on precision, accuracy, R2 score, etc. and present the result in easy to understand ways. send me all the codes so that it can be
Chemical Regression Analysis of Chemical Molecules to predict the molecules charges.
I am looking to analyze the relationship betwee...adhering to Scottish dietary goals influences mental health scores - The mental health score is calculated via Wembys and GHQ12 in the said survey. Ideal Skills and Experience: - Previous experience with health-related data analysis is an advantage - Strong understanding of different statistical methods. There wasn't a specific preference, but demonstrating capability in Correlation Analysis, Regression Analysis, and/or T-Test Analysis could impact selection chances. This project is not just about crunching numbers but expected to unravel meaningful insights which can bring valuable influence on health and food policies. I look forward to working with passionate, diligent professionals who care about the real-world impact of ...
...highly skilled data scientist with a strong background in linear regression, social network analysis, time series analysis, and web visualization. My project involves identifying potential future trends by leveraging data science techniques. Your role would include: - Applying your expertise in linear regression and time series analysis to predict future trends based on historical sales data. - Implementing social network analysis to understand the societal impact and potential market of these trends. - Utilizing web visualization to present these results in a simple and understandable way. Ideal candidates will have: - Prior experience with predictive modelling. - Extensive background in time series analysis and linear regression. - Proficie...
Scenario Smart businesses in all industries use data to provide an intuitive analysis of how they can get a competitive advantage. The real estate industry heavily uses linear regression to estimate home prices, as cost of housing is currently the largest expense for most families. Additionally, in order to help new homeowners and home sellers with important decisions, real estate professionals need to go beyond showing property inventory. They need to be well versed in the relationship between price, square footage, build year, location, and so many other factors that can help predict the business environment and provide the best advice to their clients. Prompt You have been recently hired as a junior analyst by D.M. Pan Real Estate Company. The sales team has tasked...
As a student needing help with advanced mathematics, I'm looking for a seasoned expert who can provide academic assistance in Algebra, Calculus, and Statistics. Specifically, I need help with: - Algebra: particularly with linear equations and functions and graphs. - Calculus: deep understanding in differentiation and integration required. - Statistics: specifically in the area of probability and data analysis. Ideal candidates should have a strong academic background in these areas, be patient, and be experienced in teaching complex concepts in an understandable way. This opportunity could extend over the course of my study, so reliability and commitment are key.
...knowledgeable in statistics to test an existing Python code. This code is designed to perform a range of statistical and probability calculations. Key Requirements: - The code should be thoroughly tested and debugged to ensure it functions correctly - The code should be capable of performing complex statistical and probability calculations, such as: - Descriptive statistics - Hypothesis testing - Regression analysis - Probability distributions - Conditional probability - Bayesian inference Ideal Skills: - Expertise in Python programming - Strong background in statistics - Experience with statistical libraries in Python (e.g., NumPy, SciPy, Pandas) - Attention to detail and ability to debug code effectively - Strong problem-solving skills and the ability to troubles...
The project comprises 6 regression models (linear, logistic, and moderation) based on a set of dependent and independent variables. I need someone with good knowledge of statistics to operate a dataset, make log transformations in the data, and give me the regression analysis results in an Excel spreadsheet.
UPDATE: Only inviting locals because of the understanding needed for the local rules and regulations. Must haves: 1- Proven experience in designing apartment complex in INDIA. 2- Ready to share design samples. 3- Can build 3D models. I'm looking for an innovative architect to design a compact apartment complex on my 200 square yard plot in H...residence. Rental floors should be 3BHK, Duplex should be 6 Bedroom, 4 Bathroom, Kitchen and hall. Emphasis should be on efficiently utilizing the space on each floor without compromising the ventilation . Ideal candidates should have experience in architectural design and space planning for residential complexes. It’s vital that you have successful experience in creating well-structured multifamily housing units without sacr...
I am in need of the expertise of a machine learning professional to develop versatile classification models including Multi-Class Logistic Regression, Support Vector Machine, Random Forest, and Gradient Boosting Model. The goal is to predict NHL game results. Key aspects that need consideration are: * Team and player statistics. Required skills and experiences: * Proven track record in Machine Learning, specifically in the creation of classification models (Multi-Class Logistic Regression, Support Vector Machine, Random Forest, and Gradient Boosting Model). * Expertise in sports data analysis, particularly in the NHL. * Strong knack for accurate prediction success rate. * Able to provide a comprehensive report comparing the model results. In your proposal, please share...
I am looking for a skilled Data Science professional who can create beginner-level training projects in Machine Learning using Python. Key Project Details: - Topics: The projects should cover a range of basic Machine Learning concepts and techniques, and be suitable for beginners. Examples include linear regression, decision trees, and clustering. - Programming Language: Python is the preferred language for these projects, so a strong proficiency in Python is essential. Ideal Skills and Attributes: - Proven experience in Data Science and Machine Learning. - Excellent command of Python. The aim of these projects is to provide students with hands-on experience and a solid foundation in Machine Learning using Python.
I am creating a Student Letting agency business which matches tenants together based on their personalities, likes, dislikes and attitudes towards living. This business will ask them a series of roughly 20-25 questions, and then a matching algorithm will match tenants together who have the same personality types and housing needs, in a group size of their choosing, the average group size will be between 4 and 8. I am wondering if first of all this is possible, and also how much this would roughly cost? Ideal Experience and Skills: - Advanced proficiency in JavaScript. - Familiarity with algorithm development and implementation. - Experience in creating web applications. - Attention to detail is significantly important as matches need to be precise. - Prior work with similar projec...
I'm looking for an expert in CAD design to recreate my prototype for manufacturing purposes. The CAD file will be used to drive CNC machining. The project involves working with metal material. Key requisites: - Proficiency in CAD design - Deep understanding of CNC machining process - Experience with metal material in design - Effectively translate prototype into a CAD Fi...material. Key requisites: - Proficiency in CAD design - Deep understanding of CNC machining process - Experience with metal material in design - Effectively translate prototype into a CAD File I will ship you a physical unit that I need turned into a car file that I can submit to a CNC shop to have produced. I will pay for shipping to and from. Attached picture is what I will be shipping. Only the housing ...
I'm in need of a proficient MATLAB programmer who can efficiently solve system of two coupled first-order linear differential equations(ODEs) for me. Your responsibilities will include: - Applying your expertise in MATLAB to solve system of two coupled of first-order linear ODEs. - Documenting the entire process in a comprehensive report. This should include a full narrative of explanations and justifications, not merely an overview of the procedures and results. - Adhering strictly to MATLAB coding standards throughout the project. (Questions and Report template is attached below.) The perfect candidate for this assignment will have an extensive background in both mathematics and MATLAB programming, with a deep understanding of ODEs. Proven experience in academic o...
I'm looking for an expert in Python, C# and machine learning, preferably with a background in options trading. The main goal of this project is to blend machine learning with options trading strategies. Key Responsibilities: - Develop machine learning models: I'm aiming for a basic level of complexity, such as linear regression and decision trees. - Code in Python and C#: You should be proficient in both languages, as the software will be primarily in Python, but will also need to interface with C#. Ideal Candidate: - Proficient in Python and C#. - Experience in developing machine learning models, especially in the realm of options trading. - Able to handle the complexity of blending machine learning with trading strategies.
I'm leading an ambitious project focused on the feasibility of eco-smart homes. This initiative requires an exhaustive analysis to identify potential challenges and forecast future trends. The study aims to be critical, insightf...skills and experience make you the ideal candidate for this project. Be sure to address how you will tackle the key tasks listed above and incorporate the assessment objectives into your study. Applications without a specifically tailored project proposal will not be considered. This project is not just about creating eco-friendly living spaces; it's about pioneering a sustainable future for housing. We're offering $15 for this comprehensive analysis, with a deadline in 2 days. Join us in this venture to forge a greener, more sustainable fu...
This project seeks a highly qualified professional with extensive experience in econometrics and statistical regression modeling, particularly utilizing STATA software. The project involves a comprehensive analysis of employee wage data using quantile regression and decomposition techniques, both with sample selection adjustments. OBJECTIVE 1.) Determine the impact of various characteristics of workers on their wage in the Sectors (regular and casual separately) using the BEST sample selection adjustment technique along a conditional quantile regression model, and then decompose the gender wage gap (between males and females) with the same sample selection adjustment technique using Melly’s Machado-Mata decomposition for regular and casual separately. 2.) Dete...
For my project, I'm seeking an expert in creating statistical formulas that would convert compiled raw data into a clean, streamlined dashboard. This formula should be able to handle the following: - Data Type: Call volume averages from the past week. - Statistical Concept: The formula should be able to perform a comprehensive regression analysis and probability calculation from the raw data. Ideal candidates should have a solid background in statistics, proficiency in data visualization and analysis, and significant experience with dashboard creation. Knowledge of how these concepts apply to call center data would be a definite plus. Effortless transformation of data into easily digestible information is the key objective here.
The aim of our project is to identify relationships between variables in a given dataset. We'll be utilizing pooled data...aim of our project is to identify relationships between variables in a given dataset. We'll be utilizing pooled data in order to conduct this analysis. If you are experienced in handling such kind of data, it would be optimal. Familiarity with regression concepts and an ability to interpret and manage data sets with less than 5 independent variables is mandatory. Key Responsibilities: - Evaluate and Identify relationships between different variables - Conduct regression analysis on pooled data Ideal Skills: - Strong understanding of regression analysis - Proficient in handling and interpreting pooled data - Experience managing datas...
...are divided into 4 different groups ( 18-30, 31-40,4 1-50, 51-64). b) Per Gender. • I want the (2.5, 5, 50, 90, and 97.5) percentiles for each lab test result (grouped according to age as well). • I want to test whether there is a statistical significance for each of age, gender, and BMI on each of the 3 lab tests ( K, L, and K/L ratio). Also, I want the 3 factors to be combined in one regression analysis. • Note that I also want the percentiles to be done after transforming the data ( Ln and Log10 transformations) so that I can rely on the one with the least skewed distribution ( best gussian distribution). • Finally, I want to compare the data that I got to similar data from a different population on which a similar paper was published using grap...
I'm in need of a Machine Learning Engineer who can migrate our existing notebooks from RStudio and PySpark to AWS Sagemaker. Your task will be to: - Understand two models I have running locally. One is a Rstudio logistic regression model, and the other is a pySpark XGboost also running on local. - Migrate These two models to AWS SAGEMAKER. Data will be on S3 -Prepare models to run on sagemaker totally, so that we can do training and testing 100% on sagemaker.-Models are already running on a local computer, but I need to move them to Sagemaker 100%. Data is on S3 already. -You need to configure and prepare Sagemaker from end to end, and teach me how you did it, since I need to replicate it in another system. -I will give you the data and access to AWS Ideal Skills and Experi...
I'm in need of a skilled web scraper to extract text content and PDF documents from https://www.dell.com/en-us/dt/corporate/social-impact/advancing-sustainability/climate-action/product-carbon-footprints.htm#scroll=off&tab0...each of those category's products scraped and I want to save the pdf along with parse the PDF so the excel document has the following information Category Series Model Carbon Footprint Carbon Footprint Mean 95th Percentile Unit of Measure Use % Transportation Percentage EOL Percentage Manufacturing Percentage Then there is a break down of what the manufacturing percentage entails electronics housing packaging panel power supply Collect Product Weight Product Lifetime Screen Size Use Location Energy Demand Yearly Please review the website and p...
I am looking for a python programmer who can develop python code to interface with some hardware data acqusition and basic signal processing. Phidgets Device: Basic Functionality: 1. GUI for User 2....processing. Phidgets Device: Basic Functionality: 1. GUI for User 2. Be able to read raw data from 1-4 channels from bridge sensor 3. Be able to set ADC scale, data sampling rate 4. Perform auto zero (take X readings, average it, and subtract it from the values) 5. Calibrate sensor (we apply 3 points of known excitation to sensor, and scale reading to that using linear or polynomial fit) 6. Save raw and scaled data to CSV files You must be able to debug software with the hardware remotely via Team Viewer or remote desktop.
I am in need of a skilled mechanical engineer to help create the design of a custom-sized housing box for injection molding purposes. - Expert knowledge in the use of plastic for injection molding - A thorough understanding of dimensional accuracy - The ability to work creatively within custom dimensions Your expertise would be highly appreciated for delivering a design that meets the quality I require.
I'm looking for a proficient electronic and industrial designer to help create a unique piece of consumer electronics with a primary focus being a GPS. The GPS will be housed inside a dummy power tool battery that also needs to be designed. The GPS battery should be rechargeable and have a battery life of 3 months minimum. Scope of works: Design a GPS tracker Design the housing for the GPS. Something similar to the attachment Include a schematic diagram. Bill of materials (BOM) 3d modelling Fabrication ready Prototyping Source file Delivery of product Key skills • Strong background in electronic design • Experience in consumer electronics • Proficiency in integrating GPS functionality into electronic devices Your bid should reflect your understanding of th...
I'm seeking a skilled freelancer with considerable experience in architectural drafting, specifically for modern residential buildings. - You will need to adhere strictly to modern architectural styles in d...considerable experience in architectural drafting, specifically for modern residential buildings. - You will need to adhere strictly to modern architectural styles in drafting. - Ideal skills include proficient use of drafting software, keen attention to detail, and demonstrable experience in modern residential architecture. - It's critical that your work reflects a deep understanding of modern housing norms and trends because the drafted details will be used for construction purposes. Please include samples of similar drafting work in your proposal. Looking f...
I need a talented digital artist or draftsperson who can create thoughtful and innovative concept art for my eco-friendly housing project. The purpose of this art is primarily for visualization and planning. Skills and Experience: - Proficient in architecture designing and drafting - Versed in eco-friendly design principles - Excellent understanding of space planning and green spaces - Strong aesthetic sense in creating sustainable and appealing designs. I have a very clear idea of what I want vis a vis design and implementation. Looking for someone who is able to grasp the vision and execute it.
...PowerPoint presentation for an educational purpose. The main focus of the presentation will be on Medical Research. Key Specification: • Review of the attached study comparing Tenectaplase with alteplase for acute ischemic stroke Cover/summarize the intro, methods, results and discussion. Include which statistical analysis was used Dedicate 1-3 slide in the end to discuss common statistical regression models and how they work • Engaging yet informative slides. • Clear, precise and scientifically accurate information. Ideal Skills and Experience: The ideal candidate should have experience in crafting educational presentations, preferably in the Science industry. A solid understanding of Medical Research will give you a competitive edge. Familiarity with PowerPo...
I'm looking for an expert writer who can help me create a comprehensive "Immigrant Manual"....necessary for communication in the foreign country - Cultural Integration Tips: Tips and resources to help users adapt to their new environment and blend with the local culture effortlessly. - Addressing Challenges: Strategic solutions to common challenges like finding proper housing and understanding health insurance requirements. Ideal Freelancer: The perfect freelancer for this job should have prior experience in writing guides/manuals. You also need to have an understanding of immigration processes, housing laws and health insurance in various countries. It would be a plus if you have personal experience or studied subjects related to immigration and cultural ...
...understanding and familiarity with financial indicators, particularly with HPI (Housing Price Index), GDP (Gross Domestic Product), IR (Interest Rates), FDI (Foreign Direct Investment), CPI (Consumer Price Index) and REER (Real Effective Exchange Rate). - Advanced statistical analysis of retrieved data. - Delivery of comprehensible reports explaining the data analysis. - We need to extract the above mentioned data for India. The data will need to be processed, either on a quarterly or monthly basis. (Monthly is preferred). Run all the required tests on the data (autocorrelation, heteroskedasicity, check for correlation, stationarity. Run ARDL to check short and long term relationship. And run a VAR regression. We have a reference article that we want to replicate by usi...
I am seeking a specialist proficient in QA automation with Selenium, core Java, Excel data validation, SQL database validation using JDBC, and Jenkins. You should be available to work within the US timezone CST (8 AM to 5 PM). Key Responsibilities: - Automation tasks including data, input, and field length validations - Form filling and regression testing - Filling the form with random data for testing Ideal Skills and Experience: - Proven experience in QA automation - Proficiency in Selenium, Core Java, and Jenkins - Strong knowledge of SQL database validation using JDBC - Excellent understanding of data validation principles in Excel - Adherence to the US timezone for work collaboration This role is perfect for those who are thrilled by the challenges and intricacies of QA au...
I'm seeking an industrial designer who can help me create a 3D model exoskeleton that prioritizes mobility for individuals with disabilities. Requirements: - Industrial design experience, particularly with exoske...the exoskeleton itself, as well as creating a highly realistic 3D animation that showcases its functionality and use. The animation should provide viewers with a clear understanding of how the exoskeleton can improve mobility for its users. The 3D animation will include a part in which the exoskeleton parts will become partially transparent revealing internal mechanical components (rotary and linear actuators, sensors, electronic boards) Then a scene will be made to show how the exoskeleton will fit the patient, and how it will be used to enhance the patient'...
I am seeking a professional to explain the applications of various quantile regression methodologies for the analysis of wage and gender wage gap differentials based on previous studies. The review is to be done from latest to oldest, and thematically, with the main themes being: - Conditional Quantile Regression for wage or gender wage gap Analysis - Unconditional Quantile Regression (or Recentered Influence Function) for wage or gender wage gap analysis - Sample Selection Adjustment in both the conditional and unconditional quantile regression for wage or gender wage gap analysis - Comparison between the above methodologies - Quantile Regression-Based Decompositions, namely Machado-Mata Decomposition, Melly's Modification of Machado-Mata Decomposit...
