traffic estimation

In this project, you will analyse the UK average daily traffic count [login to view URL] using software either developed by you or using existing libraries/tools you will address a series of questions. Some questions will require you to locate and use additional datasets. The questions include extracting vehicle mileage, estimating car growth in future, and estimating electricity requirement to meet electric vehicle demand at some future point. Finally, you need to decide where to locate any extra generation capability needed to meet this demand for lowest cost.

Task 1: Basic analysis

Traffic counts provides street-level traffic data for every junction-to-junction link on the 'A' road and motorway network. You must perform a basic clean up and summary analysis of the data. Your objective is to summarise the data in a way that simplifies the subsequent tasks. A region by region estimate of the annual millage of different classes of vehicles is a good starting point.

Task 2: Regression

You should use the summary data to perform a regression analysis to estimate likely changes in traffic over the next 10-20 years. You should identify any potential risks associated with this analysis that may place limits on how it can be used

Task 3: Research

As your objective is to assess the impact of the expected increase in the number and use of electric vehicles, you will need to research published estimates of how much of the UK vehicle fleet will be electric over the same 10-20-year span. This is unlikely to be a simple regression using historic data, there will be several other factors involved. It is these factors and their impact that you need to identify. Estimate the number of electric miles driven each year over the time period and estimate how much power generation will be needed to achieve this. You will need to identify how much additional generation capacity this will require.

Task 4: Optimisation

Different generation technologies have different £/MWh figures. The Department for business, energy and strategy maintains a regularly updated overview of generation technologies. Using this and other sources, you should suggest what type and where new generation capacity should be placed to achieve the lowest overall cost. This is an optimisation problem and you should select and implement a suitable algorithm to model this. For example, you might need to consider the impact that the time of day at which charging occurs will have on the mix of generation technologies.


1. Code in Python (Jupyter Notebook)

2. 3000 words report

Report should a critical and informative review of the methods you applied and the output you obtained. (around 3000 words)

You must include:

1. A description of the overall approach to answering the tasks in each section.

2. Basic analysis of the starting data. (task1)

3. Results and analysis of regression. (task 2)

4. Research carried out to locate additional data needed and the use of that data (task 3)

5. Results and analysis of the optimisation task (task 4)

Taidot: Data Analytics, tietojenkäsittely, Datatiede, Python, Raportin kirjoittaminen

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Tietoa työnantajasta:
( 2 arvostelua ) Bath, United Kingdom

Projektin tunnus: #19591973

22 freelanceria on tarjonnut keskimäärin %project_bid_stats_avg_sub_26% %project_currencyDetails_sign_sub_27% tähän työhön


Hi I am a very experienced statistician, data scientist and academic writer. I have completed several PhD level thesis projects involving advanced statistical analysis of data. I have worked with data from several comp Lisää

£750 GBP 7 päivässä
(105 arvostelua)

Hi I am software engineer and have delivered many programming and technical projects. You can share more details with me so that we can negotiate the price accordingly. Thank you

£350 GBP 7 päivässä
(48 arvostelua)

-Interested Job. Pro IData Analytics, Data Processing, Data Science, Python, Report Writing expert. Best result in time----- [login to view URL] I read your description very carefully. I am very interesting for your projec Lisää

£250 GBP 3 päivässä
(34 arvostelua)

Hello sir. As a math and machine learning and regression expert, I'm glad to see your project. If you check my profile, you can see I have deep knowledge in deep learning, machine learning, regression and optimization Lisää

£250 GBP 7 päivässä
(21 arvostelua)

Hi, Sir!! i am a python expert and full-stack developer with full time. -):-):-) i want to help you with my python skills :-):-):-) “””” Specially Data Science , Data Analysis “””” i use sklearn , Tensorfl Lisää

£250 GBP 3 päivässä
(22 arvostelua)

Data Scientist | Machine Learning Developer | Deep Learning Experience: - Data Science, Statistics and Machine Learning (development and research; 7+ years) - backend (3+ yeras) A creative and thoughtful approach to e Lisää

£250 GBP 7 päivässä
(4 arvostelua)

Thank you for your posting. I have more than 5 years experience of web development. I will show you a good result. Please Hire Me.

£135 GBP 7 päivässä
(2 arvostelua)

Feel fee to contact me for traffic [login to view URL] me message to discuss further more details .We provide the comments,images,videos,demos and live sessions in order to help the [login to view URL] payment only after t Lisää

£150 GBP 3 päivässä
(20 arvostelua)

Dear client. I have read your requirement and understood. I can do your project using pandas or numpy libraries in python. Or I can use matplotlib library for data visualization.

£100 GBP 1 päivässä
(7 arvostelua)

I have read your description and I am so interested in your project. I am confident in your project and I can finish it clearly on time. I am well experienced and skillful C and C++ programmer. I have +5 years of e Lisää

£150 GBP 3 päivässä
(9 arvostelua)

-I have done Post graduation in Business Analytics and working as a Data Analyst for 2 years. -Looking to bring the benefits of data analysis to your business, the company might have analytics already implemented but w Lisää

£150 GBP 3 päivässä
(1 arvostelu)

A true expert awaits you. Dear Sir. Thanks for your Posting. First, See you my profile. I read the "Requirement" in carefully, I think seem as this project is for me. I have all skills that you want, also I developed Lisää

£200 GBP 7 päivässä
(3 arvostelua)

Data Analytics, Data Processing, Data Science, Python, Report Writing skilled professional with the required expertise. Can help to deliver the solution as needed on the expected lines. Please private message me to dis Lisää

£222 GBP 3 päivässä
(6 arvostelua)

I have successfully completed similar analysis for a startup in which I analysed US freeway traffic data to identify optimal routes, schedules and market. I also estimated the demand for next 5 years. Reported the anal Lisää

£190 GBP 5 päivässä
(0 arvostelua)

We are a custom business solution provider specialized in quality Cloud development powered by ML, AI and other cutting edge technologies. In the past year, we’ve worked with industries in various domains such as Lisää

£222 GBP 3 päivässä
(0 arvostelua)

hi there, recently completed a project where I analyse various process involves in ware house with estimation of present and future demand by analysing past data set. Also I automate their process by using macro and VB Lisää

£211 GBP 5 päivässä
(0 arvostelua)

I have good command over Python , R machine learning & deep learning algorithm .Also 1 year experience in same. I am also using TABLEAU tool for Data visualization.

£135 GBP 7 päivässä
(0 arvostelua)

I am an engineering student at IIITM. It's been a year studying data analysis with machine learning using python and Tableau. I majorly use random forest regressor. My experience is on public and course datasets. I am Lisää

£66 GBP 7 päivässä
(0 arvostelua)

Hi,I have read your requirements of traffic estimation and I’m pretty confident that I will be able to get your work done within the given time your requirements conclude. I am very keen to discuss further. You can rea Lisää

£130 GBP 7 päivässä
(0 arvostelua)

Hello sir/madam, I got your point and understand all your requirements. Please check my profile summary. If you want, I will send you some past work of mine. Waiting for your response. Thank you.

£200 GBP 3 päivässä
(0 arvostelua)