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PHYS4003 Advanced Topics in Astrophysics
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Numerical Method Lab This is a computing laboratory course . It is based on the Python programming language, in Jupyter notebooks. Please read the file (Numerical Method Lab Instructions) attached to have an idea of what and how I will be evaluated and assessed as well as the structure of the lab report. There are three documents, (Lab3, Lab4, Lab5) that I have attached and converted to PDF format while in fact there are copies in as Jupyter Notebook. So when you work on each lab, go along its exercises like as in there Jupyter Notebook, and add your solutions, comments and codes. Keep it as short and simple as possible. Send solution in word doc, and codes in txt file please so that I can use them and run them in Jupyter. If you can send me both, the solutions and codes as one file in .ipynp file, then that would be amazing! Let me know please.
The assessment of the laboratory will count towards 25% of the final mark and is thus comparable e.g. to the report done in the honours laboratory. for laboratories 3-5: Tuesday 7th December 2020 at 18:00 (summative) You will submit your jupyter notebooks for the exercises you have completed (combine your notebooks into a single .zip file for upload). You should write your notebooks so that they can be clearly read and understood as a standalone document. This means you will need to make extensive use of markup cells to explain what you are doing, your findings, and your interpretation and conclusions. Through a combination of these markup cells and neatly-formatted and labelled text or graphical output generated from code cells, the notebook should be readable by the marker just like a more traditional “report” on your work. In your markdown text (which is the main thing a reader will read) you should refer explicitly to key outputs from your code cells where appropriate.
While there is no straightforward page limit for a jupyter notebook, as a guide you should aim to have around 3 pages-worth of well-presented output in each notebook (markdown, plots/key data output/etc – your code is not counted in this guideline length). This is just a guideline, but if you write significantly less than this, you are probably not providing enough information on your work; if you write significantly more than this, you are probably not being concise enough in your writing and presentation.
The notebook should be easily readable from start to end, with a logical interleaving of markdown cells and code cells (with clear, informative and tidy output1). Markdown is used appropriately for headings, structure and elements such as tables or equations if appropriate. The notebook should tell a story about the methods used, the results found, and demonstrate the insight that has been achieved. Plots, figures etc should be clear and labelled.
1 In a few specific cases, you may be asked to generate long, verbose output from a function in order to understand it better. That is fine, but in any single cell you should aim not to mix large amounts of verbose output with “important” display of key results.
The notebook should be self-contained. You should be able to give your lab report to a colleague in physics that is not doing Numerical Methods and they should be able to understand what you have done, why you have done it, how the algorithms work, and what you have achieved. For this, you should include relevant background information on each problem including why the problem is important.
Each notebook should be a description of the concepts and numerical methods that were employed for each laboratory. The reports should present the results, using graphs/tables/well-formatted output as appropriate. It should also discuss the strengths and weaknesses in terms of computational performance (accuracy, computing speed etc.) of each of the methods using the examples considered in each of the lab scripts.
It is important to interpret the results obtained. For example, why did one particular algorithm work, or work better? Why did some algorithms not work? What is the effect of changing different variables? Remember to show evidence for any interpretations.
The primary aim of this lab is to develop your understanding of the algorithms involved, but some marks are available for clarity in the code you have written yourself. (Is it: Tidily written? Clearly-structured? Well-commented, and with appropriate variable names?). Where you have made modifications to code originally provided to you, this should be labelled using code comments and summarized in markdown text, to aid the marker in recognising the modifications.
PHYS4003 Advanced Topics in Astrophysics
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