Housing price regression jobs

I'm in need of a skilled expert in machine learning, with a focus on supervised regression and extensive experience handling numerical data. Your primary task will be to develop a reliable algorithm that can predict continuous values - in this particular case, related to the project's data. I looking for machine learning algoirthm implementation to be trained and automatically draw schematic interconnection for 2 IC's or GPU. This project is basic college project. Key Requirements: - Proficiency in supervised learning techniques, particularly regression. - Strong experience in working with numerical data. - Ability to build a well-structured, efficient machine learning algorithm. This is a great opportunity to showcase your machine learning skills and contr...

I run an e-commerce website on WordPress and one of its major traffic sources is Google. I need a professional that can help me remove the price snippet from Google search results. Key Points: - The price snippet (the price of the product) is appearing on Google search results related to my website. - I need it to be removed as it affects the click-through rate and I want users to visit the website to check prices. - The website is built on WordPress, so experience with this platform is essential as you'll be working directly with the website's backend to remove this snippet. You must have experience in PHP and understand Wordpress framework. - Familiarity with how Google indexes and displays website information is also key to ensure the success of this ta...

I am seeking a skilled professional to assist with a residential architectural project. The targeted design style for this housing project is modern. Key Requirements: - Expertise in creating modern architectural designs. - Experience in designing residential buildings. - Familiarity with designing the following spaces: Living Area, Kitchen/Dining, and Bedrooms. Ideal candidates should be able to provide a portfolio of previous residential projects showcasing modern style designs. I am looking for creativity and professionalism in incorporating all the mentioned spaces into an integrated design. Your responsibilities will also include offering advice on materials, lighting, and color schemes that complement this style. Your innovation and mastery of modern architectural design wi...

I'm seeking an expert in creating prediction models, with a specific focus on Linear, logistic Regression. This project entails building a robust prediction model, primarily using numerical data. There is no specific purpose identified yet, thus the model should be of a general nature and able to adapt to various predictions such as product sales, customer behavior changes or spam classification. Ideal Experience and Skills: - Proficient in creating Linear Regression Models. - Extensive experience with numerical data analysis. - Flexibility to adapt the model to different scenarios. - Strong analytical skills and attention to detail. Your creativity and expertise will greatly enhance this project's success.

I'm in need of a WordPress expert with experience on GoDaddy hosted platforms to perform a fundamental task - updating menu prices on my site. I need ASAP The website is : Key skills and experience: • WordPress proficiency

I'm seeking a skilled professional who can thoroughly make me understand and possibly modify if necessary, a Playwright automation script written in JavaScript. The prime responsibility of this script is conducting regression testing on a website. Key Tasks: - Understand the existing Playwright automation code. - Ability to modify the script for effective regression testing if required. Ideal Skills: - Profound knowledge in JavaScript. - Prior experience in working with Playwright automation. - Comprehensive understanding of functional testing for website. Your command over understanding and preferably modifying JavaScript based automation code will be essential for this task. Having previous experience in website functional testing is a strong advantage.

I'm in need of a capable statistician, proficient in Jamovi, to apply their expertise on a small dataset of both numerical and categorical nature for my research. Your responsibilities would include: - Conducting Descriptive Statistics to provide a clear overview of the data. - Performing Hypothesis Testing to scrutinise various assumptions. - Executing Regression Analysis, extracting possible relationships within the dataset. A strong statistical background is paramount, particularly in handling smaller datasets. Familiarity with academic or research-oriented projects will be regarded advantageous. Please be adept at presenting complex results in layman terms as I value comprehension and transparency.

I'm looking for a proficient developer who's fam... which focuses on indicators only, into Easy Language. A major part of this project will involve working with a kernal regression indicator. Your expertise with this specific indicator in PineScript and Easy Language is of utmost importance. Knowledge in different indicators like moving averages, average true range and RSI would be beneficial, but the core focus includes kernal regression. Lastly, the converted script should include customizable parameters for the bandwidth of the kernel regression indicator. To be successful in this role, you'll need: - Expertise in both TradingView PineScript and TradeStation Easy Language - Proven experience with kernel regression indicators - A solid under...

I'm seeking a data scientist proficient in logistic regression analysis for a critical project in healthcare risk assessment. The task will involve: - Applying your expertise to analyze historical data related to an aspect of healthcare. - Extracting and selecting variable factors from the data to construct the logistic regression model. - Using this model to effectively assess risk within the context of healthcare. Ideal skills and experience include: - Strong grasp and proven experience in logistic regression analysis. - Experience with healthcare-related data is preferred. - Ability to interpret complex data accurately and effectively. - Previous experience in risk assessment through predictive modelling is beneficial.

I am in need of an experienced Shopify developer who is knowledgeable in theme coding. My website displays prices in multiple currencies, integrated within the theme code itself instead of using an app. The specific issue is that while the regular price is showing correctly in all currencies on the product pages, the discounted price does not show with the sale tag in other currencies other than the default currency. When i am customizing the theme it shows the currency with discounted sale price and the tag. However when I view it separately it doesn't show it. I have attached images below of what needs fixing! I have circled what is missing when people view my store in Euros, i have also attached what i want it to be, this is what it looks like when im editin...

In my invoice i need to add this two lines with CI price and CI price * Qty = CI TOTAL, also i need to make a Doc template called CI Invoice.

I'm currently seeking a skilled database specialist who can write sql query and can give me ai free report around the entity relationship diagram and normalisation. I need a 2000-word report + 15-20 slides presentation Objective: This assignment aims to enhance your under...Organization Design a database for organizing music festivals, including artists, stages, schedules, and ticket sales. The system should facilitate lineup planning, manage artist contracts, and handle ticketing logistics Scenario 4: University Accommodation Service Design a database system for a university's accommodation service that manages student housing, room allocations, maintenance requests, and payments. The system should accommodate different housing options and prioritize allocations...

I'm in need of a data analyst with experience in statistical analysis specifically for the Arabic language. The primary focus will be on implementing three key techniques - Descriptive statistics, Hypothesis testing, and Regression analysis. Ideal Skills: - Proficiency in Arabic language - Strong background in statistical analysis - Experience with Descriptive statistics, Hypothesis testing, and Regression analysis - Ability to provide clear and comprehensive reports on findings

I'm looking for an Excel expert who can create an automated template for a financial renewal analysis dashboard. The dashboard should include basic descriptive statistics functions such as mean, median, mode, standard deviation, correlation, and regression. Key Requirements: - The dashboard needs to focus on the renewal status of our products/services. - It should be able to track the renewal status by product/service type. - The dashboard should be able to automatically update renewal statuses. Ideal Skills and Experience: - Proficiency in Excel and its advanced functions. - Experience in creating automated dashboards. - Understanding of financial data analysis, particularly in the context of renewals. - Strong communication skills to understand our specific needs and provid...

I'm in need of a unique and creative logo design for my investment company. The logo will feature our company name, "Adra or Idra," & Arabic "ادراء" written in Arabic calligraphy. Note: the logo should not contain investment arts, instead u can use housing or compound arts to enhance with the name design. Some key points to consider: - Color preference: The logo should predominantly feature the color gold, helping to convey a sense of luxury and exclusivity. - Design style: I'm looking for a logo design that is more abstract in nature, with symbolic representation. This approach should help in enhancing the name and image of our brand, reflecting our innovative and modern approach to investment. Ideal skills and experience for this project would ...

Codeigniter developer needed at reasonable price

I'm seeking a skilled data analyst to analyse data in SPSS to test my hypotheses relating to social media usage and exercise addiction. The goal is to identify and delineate trends and patterns from the data. I'd prefer to receive the results in a comprehensive report that I can include in a lab report. Key Tasks: - Analyze data - perform correlation, regression, mediation or moderation - Identify trends and patterns - Create a comprehensive report summarizing the analysis, report all results in APA style Ideal Skills: - Proficiency in SPSS, ideally with at least a Bachelors level degree in Psychology - Strong data analysis and interpretation skills - Ability to present findings in a clear, concise manner Experience: - Prior experience with social media metrics analysis...

...required when requesting quotes from KOLs: 1. Travel to Taipei for a 5-day, 4-night trip during August to September 2024. We are an agency and will provide flights and accommodation. 2. Posts on social media promoting Taipei tourism before and after the trip are required; inquire how many posts can be made. 3. At least one YouTube video needs to be posted after the event. 4. Please provide quote price in PHP or USD. Acceptance Documents: 1. Google Sheet, which we will provide in English for the freelancer to fill out. 2. The Sheet should include, but is not limited to: basic KOL introduction (name, brief description, reasons for choosing this KOL), channel and social media URLs, traffic, follower count, contact information, and pricing. 3. Language used: English Document Submis...

...engaging, providing a true-to-life representation of the future building. - Expertise in multi-unit housing: Experience with similar projects or an understanding of the specific requirements for multi-family housing is highly desirable. - Compliance with building regulations: The plans should adhere to all relevant building codes and regulations, and be suitable for submission to the relevant authorities for permit approval. - Timeliness: A quick turnaround is important, so please only apply if you can commit to a reasonable deadline. Experience in creating 3D house plans for construction permit purposes is a huge plus. If you have experience in creating 3D renderings for multi-unit housing, that would be particularly relevant. Let me know your experience in th...

...demonstrations to enhance the learning experience - User-friendly design that is accessible and engaging for beginners - The ability to track user progress and provide feedback If you have a passion for teaching and a strong background in machine learning, I would love to hear from you. Please provide examples of similar work you have done in the past. #Machine Learning Algorithms# -Linear regression -Logistic regression -Decision tree -SVM algorithm -Naive Bayes algorithm -KNN algorithm -K-means -Random forest algorithm -Dimensionality reduction algorithms -Gradient boosting algorithm and AdaBoosting algorithm #Types of Machine Learning Algorithms# -Supervised Learning -Unsupervised Learning -Semi-supervised Learning -Reinforcement Learning I need totally 14 articl...

I will create Autocad drawings of the project before May 5, 2024 I will deliver on time and edit according to customer requirements

I am looking for an AutoCAD freelancer to assist me with a site plan for a residential housing project. The main focus will be on the site's layout; interior layouts are not needed for this project. Some basic landscaping elements, such as paths, green spaces, and other common features, should be included in the plan. I have already sketched the same on photoshop and paper.. need to cut the plots on AutoCAD and make roads majorly. (Attached) Requirements: - Experience with AutoCAD. - Proficiency in residential site planning. - Ability to create and incorporate basic landscaping. This is for an academic project, so need the work delivered within 3 days.. by 5th May.

I'm in need of a skilled writer to transform my script into a novel. TRAPSTAR is a gripping tale of betrayal and vengeance set against the brutality of London’s gang culture. The story takes place over a 6 month period on a housing estate in West London’s Notting Hill. Each chapter tells the same story from the point of view of one of the 5 protagonists and through their commentary, we hear their version of the same events. It adopts and explores the Rashmon Effect in which each character gives a different, and sometimes contradictory interpretation of the same incidents which are only fully understood by the reader in the final chapter when all the plot twists are revealed. We therefore see many of the same events and scenes from the prospective of a different c...

I am seeking a proficient statistician well-versed with Excel, regression tests, and correlation tests, to analyze 380 responses for my thesis research. Key Responsibilities: - Perform regression tests. Although specific tests aren't specified, proficiency in linear, logistic and multiple regression would be advantageous. - Conduct Pearson and Spearman correlation tests. Knowledge of Kendall correlation tests would be a plus, though not required. - Outcome of these tests should form my data analysis and findings chapter. The successful candidate will provide a written summary detailing the results, their significance and implications to the overall study. - Also in data analysis chapter write about the content analysis of websites which is already done It...

Hi all, We're working with a team that helps us with the creation of a 3D animation series, what they're doing is taking care of the characters and the rendering of the series. But what they unfortunately can't do according to our standards is: - The creation of the environment of this series which mainly is an American sub urban type of neighborhood. - The creation of the homes both inside and outside of the characters who will live in this neighborhood. Therefore we're looking for a team that is able to help us create this neighborhood. The images that are sent are to give you an idea what direction we would like this to go. And to be more specific: - This neighborhood should have 8 houses, all are exact copies of each other with only a difference in the colo...

I’m looking to make a smart controller that can integrate with 12v compressors for inflating tires on off road vehicles. Mainly I need the the pcb and electronics designed and I can make the housing and everything else. If you would also want to design the housing in ok with that. Needs to be almost waterproof. Mainly splash proof and heat resistant. It will be mounted in the engine bay. As far as the controller goes all it need to be able to do is check pressure from a pressure sensor that will be connected in line from the compressor and control a 12v output source(5a at 12v) to trigger the compressor to turn on as well as for deflating need a valve to be controlled to air down to set pressure. Looking for keep it as simple as possible. Only gonna need about 4 buttons...

I am in need of a professional copy writer who specializes in policy documents for a 16 page in draft word document. Key Tasks: - Review and enhance current Industry Policy content. - Ensure the language, tone, format, and flow of the document is coherent, precise, and informative. - Emulate the whole document based on model content pages 1 - 4. Pg 6 - pg.14 is in table format and needs to be rewritten to be the same as pg.4. Ideal Candidate will: - Have great writing skills and testimonials * Have prior experience in policy writing. * Have excellent proofreading and copyediting skills. * Have experience in writing and editing policy documents. This project will require a well-experienced individual who can deliver quality and professional work in a timely manner. I am looking for...

I need a text-based logo for my residential property business. The logo should be unique, catchy, and represent the quality service we deliver to our clientele. It should resonate with the housing or real estate industry and be easily recognizable. Ideal Skills & Experience: - Previous experience in logo designing, particularly in the property or real estate sector would be preferable. - Proficient in graphic design software. - Strong creative thinking and understanding of branding.

I'm seeking a machine learning wizard, proficient in diverse tasks including Classification, Regression, and Clustering. Ideal Candidate: - Expert in Python programming. - Comprehensive experience with prominent machine learning libraries including Scikit-learn, TensorFlow, and PyTorch will be essential. This project will require the development and fine-tuning of diverse machine learning models, hence requiring considerable expertise in the same field. Your role will not only involve model creation but also optimization and performance evaluation. Your ability to handle complex multi-dimensional dataset will be integral in this project. Please only apply if you possess these capabilities and are prepared for a power-packed machine learning project.

I am seeking an expert in Multiple Regression Analysis to evaluate the disparity between black and white judicial outcomes using public data. Your primary task will be: * Assessing the impact of multiple factors to understand the composition of racial disparity in the judicial system * Analyze and interpret the regression outputs to identify significant factors contributing to the disparities The ideal candidate will have: * Strong statistical skills, including experience with multiple regression analysis * Proficiency in statistical software to handle public data * Experience in socio-economic or judicial data analysis would be a plus. Your final deliverable should be a detailed report outlining your findings and recommendations based on the analysis.

I am urgently seeking a Python guru to fix a function issue in my linear regression code within 3-5 hours. This code is built using Python libraries - NumPy, scikit-learn, and pandas. Please only get in touch if you can confidently resolve this within the specified timeline. Your strong experience in dealing with Python's syntax, particularly in the context of these libraries, will be highly valued.

I'm seeking an experienced developer to create an advanced price monitoring/alert system that targets Amazon, via the Keepa API Key Requirements include: - Ability to monitor price changes across a broad range of products, with specificity in certain sectors not being prioritized. - Automatic alert system for price changes. Frequency of alerts is to be confirmed, as this feature needs to be customizable. - Highly preferred for the system to be capable of tracking a variety of product categories such as Electronics, Fashion and Home Appliances. Ideal Candidate should possess: - Proficiency in Amazon's API (and Keepa API) and other relevant Web Scraping tools. - Previous Experience in developing price comparison or price monitoring tools. ...

I'm looking to develop a simple AI prediction model with a regression algorithm, and a React frontend with Dashboard. This project aims to showcase historical prediction accuracy using real-time data from APIs, dataset i will provide in CSV file formate about crops. Key Requirements: - Creation of a regression model: The AI prediction model needs to be built using regression techniques. - Data source: The model should fetch real-time data from APIs, pre defined data. - React Frontend: The primary goal of the React Dashboard is to showcase historical prediction accuracy. - SaaS Model: Create subscription for 3 tires. Ideal Skills: - Strong experience in developing AI prediction models, particularly regression models. - Proficiency in working with Reac...

I am in need of a professional copy writer who specializes in policy documents for a 16 page in draft word document. Key Tasks: - Review and enhance current Industry Policy content. - Ensure the language, tone, format, and flow of the document is coherent, precise, and informative. - Emulate the whole document based on model content pages 1 - 4. Pg 6 - pg.14 is in table format and needs to be rewritten to be the same as pg.4. Ideal Candidate will: - Have great writing skills and testimonials * Have prior experience in policy writing. * Have excellent proofreading and copyediting skills. * Have experience in writing and editing policy documents. This project will require a well-experienced individual who can deliver quality and professional work in a timely manner. I am looking for...

I'm seeking an Off-Page SEO expert to help my website increase its organic traffic. Currently, the website's traffic comes primarily from search engines, and I believe that focusing on Off-Page SEO will help it grow significantly. Key Responsibilities: - Develop strategies to improve off-page SEO. - Increase the website's organic traffic through these strategies. - Monitor the effectiveness of the changes and make adjustments where necessary.

I'm seeking an Off-Page SEO expert to help my website increase its organic traffic. Currently, the website's traffic comes primarily from search engines, and I believe that focusing on Off-Page SEO will help it grow significantly. Key Responsibilities: - Develop strategies to improve off-page SEO. - Increase the website's organic traffic through these strategies. - Monitor the effectiveness of the changes and make adjustments where necessary.

I'm seeking a skilled professional to help with a critical issue in my Google Merchant Center. The situation involves disapproval of my new spare parts listings due to preemptive item disapproval, primarily concerning the prices. Key Responsibilities: - Address and resolve the price-related disapprovals in Google Merchant Center - Ensure product compliance with Google's policies - Help in preventing future disapprovals Ideal Candidate: - Previous experience in managing Google Merchant Center disapprovals - Proficient in Google Merchant Center policies and practices - Ability to dissect and address preemptive item disapproval issues, particularly related to pricing - A keen eye for detail to ensure the accuracy and relevance of the product listings Please bid if you'...

...data analysis and regression tasks. Key Responsibilities: - Conducting descriptive statistics: I need assistance in clearly representing my data to understand its central tendencies, variability, and distribution. - Regression analysis: You will be tasked with helping me to analyze the relationships between key variables in my data, and to make predictions based on this analysis. Ideal Candidate: - Profound knowledge of Biostatistics: It's essential that you have a deep understanding of statistical techniques and their application in the realm of biological and public health sciences. - R Programming Proficiency: As I specifically require the use of R for this project, it's important that you are an expert in this language for data analysis. - Experience with ...

...space that feels open and connected to the SEASIDE environment. **Expectations:** - Demonstrate expertise in using sandwich panels and gypsum board in design plans. - Produce innovative and space-efficient designs that enhance the location’s panoramic views. - Provide complete architectural plans and 3D renderings. Ideal Skills: - Strong previous experience in tiny house design or compact urban housing - Excellent architectural software knowledge for 3D modeling - Creative problem solver with a keen eye for modern, airy designs - Knowledge of urban space restrictions and how to create efficient living spaces in smaller footprints. I need: 1. Layout design ideas. 2. 3D design with furniture. Please include samples of previous work on tiny house designs, or similar small ...

I'm seeking a professional in machine learning to help with an automated image classification project. Key requirements: - Experience in machine learning, specifically image classification - Strong understanding of Logistic Regression and Neural Networks - Strong understanding of key concepts within Machine Learning Your responsibilities if you take on this project would include: - Developing and training a machine learning model on images of objects - Training and testing of new model based on ResNet-18 - Testing and optimizing the model for accuracy - Outputting metrics such as accuracy, F1 score, precision recall curves etc - Visualise model performance through relevant plots (e.g., confusion matrix, receiver operating characteristic curve, precision recall curves) - E...

...work on this project within the next 6 hours. Despite not specifying a type of analysis, methodology or specific information freelancers should include, I'm after broad expertise and flexibility. Skills and experience: • Broad range of data analysis techniques • Proven ability in descriptive, inferential and time series analysis despite my lack of specification • In-depth understanding of regression analysis, machine learning algorithms and time series forecasting despite no imperative directions • Swift turnaround time, with the ability to meet a 6-hour deadline from the moment of hiring Please include your past work and experience related to epidemiology in your application. Detailed project proposals are advantageous but not mandatory considering ...

I need a comprehensive analysis of Jamaican real estate development trends over a 3-year period, which includes existing and proposed housing projects. The main tasks include: - Analyzing the spreadsheet data to identify existing and proposed housing projects. - Conducting a geographic analysis to understand the landscape of these projects. - Identifying trends in the Jamaican real estate market over the 3-year period. Specifics: - I require an in-depth analysis with a focus on population density, and whether the projects are situated in rural, urban, or peri-urban areas. - The report should also include a comparative analysis between current and proposed projects, highlighting any emerging trends. Ideal skills and experience: - Expertise in data analysis and interpretatio...

I'm looking for a skilled professional specializing in Selenium testing, to write and automate 1000 functional, regression, and performance test cases in a span of 10 days. Given the scope of the work, it is expected from interested freelancers to have: - Proficient knowledge around Selenium and its diverse testing capabilities. - Experience in creating and automating functional, regression, and performance test scripts. - A strong understanding of automation frameworks and testing methodologies. - The ability to complete the project in the stipulated 10 days. Although not expressly stated, proficiency in popular programming languages (Like Java, Python, C#, etc.) and the capability to execute test cases across various browsers and operating systems would provide an ...

...logo that embodies the essence of my Jordanian housing company "AL SALEH". Here's what I have in mind: - **Color Scheme**: The logo should prominently feature the color gold, conveying a sense of luxury and elegance. - **Symbol/Element**: The logo should include a house, as a symbol that directly relates to the nature of our business. - **Design Style**: I'm seeking a modern design that is clean, minimalistic and sophisticated. The ideal freelancer for this project would have: - Strong portfolio in logo design, especially with modern and luxury concepts - Ability to understand and implement the requirements of the brief - Excellent skills in graphic design and creativity - Previous experience in designing logos for real estate or housing companies ...

...be well-versed in traditional Australian architecture and open plan design concepts. Experience with eco-friendly and sustainable design elements will be highly appreciated, although not mandatory for the project. Potential designers should have a strong understanding of using concrete and brick in construction and should be able to visualize and draft unique, functional designs for a range of housing sizes. We can supply customer requirements and basic layouts, and the freelancer will then supply a conceptional design. the customer can then review up to 3 times after which our local architects will turn the conceptional design into a plan that is suitable for local requirements. Architectural students with shills in design and modern style are encouraged to contact me. Work...

I need a data analytics expert to execute a house price prediction project while also comparing various prediction models using R. Aspects of the project include: - Execution of data cleaning and preparation - Building various prediction models including regression and w.r.t a single & multiple features - Interpreting and visualizing the results of these models and comparing the model performance using metrics such as R2, RMSE etc - Crafting an academically sound 1500-word report summarizing the findings and related literature The ideal freelancer will have substantial experience with data analytics in R, specifically with data cleaning, model building, and results interpretation and visualization. They should also possess strong academic writing skills.

I'm a representative for The Halo Foundation, a nonprofit now transitioning to enhance its presence. We're in need of a modernized version evocative of current logo that reflects our new mission, eradicating homelessness, with a focus on actual housing product and tools for resident to promote self-sufficiancy resiliency and dignity. Key Elements to Retain: - The existing color scheme - The core symbol/logo image Emotional Appeal: - The redesigned logo should evoke feelings of trust, hope, and confidence in our mission. Core Values: - The logo should effectively communicate our core values: - Resilience - Dignity The ideal candidate for this project should have experience designing for nonprofits, and be able to translate abstract values into a visual representatio...

...statistics expert for my current project. The central aim is a thorough regression analysis. Requirements: - The goal of this analysis is threefold: identifying trends, making predictions, and evaluating hypotheses. - I possess varied data types including numeric, categorical, and time series. - Particularly, there's a focus on Population Growth rate in time series, accompanied by other factors such as gender and nationality Variables for Analysis: - The specific elements to involve in the regression analysis encompass population growth rate, gender, nationality, and the time factor (in years). Ideal Skills and Experience: - The freelancer should bear robust expertise in Statistical Analysis, preferably in Regression Analysis. - Proficiency in handling dive...

analysis data (statistics) i would like you to done this work pls The requested are: 1- -Measurements of central tendency -Mean median -Std -Variance skew -Regression -Correlations 2- -Time series analysis and expectations -Regression

I'm working on my university economics project requiring assistance with econometrical modeling in Stata. Specifically, I need help applying a linear regression model. The ideal freelancer for this job is highly proficient in Stata with extensive experience in econometrics. Key requirements include: - Expertise in using Stata for econometrics analysis. - Good knowledge and understanding of economics, specifically in creating and applying linear regression models. - Ability to instruct me on the steps taken to provide an understanding of how to utilize these skills in the future.