AB0403 Resolution Making with Programming and Records Analytics – Presentation Recording (2025/26 Semester 1), Singapore

(4-5 students in a neighborhood). Particular particular person Video Presentation Necessities   In this particular particular person video presentation, you are required to: Select an analysis you want to fresh from the proposed eventualities. Each scenario offers potentialities of assorted interpretations and analyses. Each member interior a neighborhood is to work on a particular analysis. Add feedback to specify your interpretation before the total lot of your file. Put together a Python answer to handle the requirements specified by the chosen scenario. Put together a presentation recording to level to how you handle the requirements, the code well-known to the answer you suggested and illustrate the consequence in step with the given records in the file. Replicate in your finding out scoot in the presentation recording, e.g., what achieve you know, which of the subject(s) you learnt is/are helpful in solving/analysing enterprise complications, and so on. Write My Project Rent a Expert Essay & Project Creator for winding up your Academic Assessments Native Singapore Writers Group 100% Plagiarism-Free Essay Absolute most lifelike Pride Fee Free Revision On-Time Transport Neutral and Technical Constraints   The goal of this presentation recording is to evaluate your conception of the well-known 7 weeks of verbalize material and how you put together that in precise-lifestyles eventualities in varied contexts. You are to provide utilize of the python coding files you indulge in received in the well-known 7 weeks (varied issues akin to DataFrame, exterior libraries, and so on, have to now not allowed) to put together a technical presentation to level to your suggested answer. You’ll want to perhaps now not inspired to utilize Pandas for this work. Pandas is the subject to be assessed beneath the Team Project. To your presentation, you are required to focal level on how you handle the requirements, level to the proceed along with the poke of your codes, codes that are well-known to your answer and illustrate the consequence in step with the given records file of the given scenario. Relate that you just are NOT supposed to level to your codes line by line.   Video Presentation Predominant factors and Submission   The duration of the video should still be about 2-3 minutes. You are suggested to follow the time restrict strictly. You are to put together the recording beforehand and post it sooner than the due date. Each neighborhood member will file his/her own video and produce particular that the hyperlink to the video is integrated in the FIRST LINE of your code file submitted. You would also utilize Zoom, Groups, or YouTube for recording. While you utilize varied software to file into mp4 file, add online to YouTube, OneDrive, or varied cloud storage and kind a shareable link (produce now not post video files). Within the case of YouTube, picture as restricted and post very most lifelike the shareable link records. Your face wants to be considered correct via the video presentation. Double-compare the link sooner than submission, and be particular it is viewable without having to log in. A penalty will be imposed if the link is now not viewable by the grader.   Company Background and Records     Background of company: Nanyang Analytics Pte Ltd is a research agency that works with the authorities to amass records linked to employment. It has restful intensive records from 2007 to 2024 and the corporate is asking to fresh the figures to level to the tendencies of education and employment. Your physique of workers is tasked with producing entire insights on the tendencies and each member have to contribute a particular level of view.   Given the records files: Dataset A: Employed Residents Ragged 15 Years And Over By Commerce And Age Team Values represented is in 1,000. e.g. 0.8 is mainly 0.8 ∗ 1   000 = 800 And numbers that have to now not on hand are marked as “na”, and values that are statistically negligible are marked as “-“. Dataset B: Employed Residents Ragged 15 Years And Over By Occupation And Age Team Same as Dataset A Dataset C: Singapore Residents Ragged 25 Years & Over By Absolute most lifelike Qualification Attained (HQA), Sex And Age Team The numbers are represented as is.   That you must likely perhaps also imagine Cases for Analysis   The next are one of the most likely eventualities you must likely perhaps also work on, you are required to utilize the dataset equipped to fresh your arguments and you must likely perhaps also utilize larger than one records file to pork up your analysis. Is entry to education equal between the genders? Are there any adjustments over the years? E.g. Particular person can key in the one year and the program will picture a desk with varied education stage attained, divided by genders. Particular person could likely perhaps also then resolve heaps of years to display mask or dive into particular age groups to review. Are the residents progressing via the career ladder? What regarding the education stage attained? Any similarity or difference? E.g. Particular person can enter a one year and be equipped with a desk exhibiting the number of of us and proportion in every occupation for the one year. Particular person could likely perhaps also pick an occupation and be equipped both with the tendencies over the years, or the number of of us in varied age neighborhood in that occupation. Which trade sectors provide the most attention-grabbing employment opportunities? Are there preferences among the age-ranges for industries? E.g. Particular person can enter a one year and be equipped with a desk exhibiting the number of of us and proportion in every trade for the one year. Particular person could likely perhaps also pick an occupation and be equipped with the tendencies over the years by age groups or pick an age neighborhood and picture the kind over the years by occupations. How does trade development in employment link to the stage of education qualification of the society? E.g. Particular person can resolve an trade and an education stage, and the program should still picture the form of the number of of us maintaining the qualification, and the number of jobs equipped by that trade across the entire years. How the demand for diverse occupations adjustments over time? Which occupations picture the absolute most lifelike development charges over time? Or varied questions that will likely even moreover be answered from the dataset. Aquire Custom Solution of This Review & Elevate Your Grades Acquire A Free Quote Python Program Necessities   For every submission, your python program is required to entire the next: Be taught in the given records file(s) Enable user to enter a clear filter criterion. Tabulate a desk that handle the eventualities in step with the filter standards. (display mask: You are NOT allowed to utilize the tabulate module, you are inspired to utilize string formatting to fresh challenging output) Generate lawful analytics conclusion in step with the desk. Enable the program to loop till a termination level is detected. Generate a summarised analysis to aid user reconcile the queries made at some level of the session. Offers meaningful feedback correct via your codes: account for reason of key code blocks portray the proceed along with the poke of your codes and how every share contributes to the overall answer spotlight vital sections of your code that are a truly noteworthy to your answer encourage feedback clear and concise these feedback should still be in step along with your presentation deliverables   Deliverables (Due Date: Week 8’s Saturday 7pm)   Python code file: in .py format (be particular the recording link is inserted in the well-known line of code). Replace the filename from the given python file along with your seminar number (x), neighborhood number (y) and student number (Uz). The PowerPoint file you utilize to fresh in pdf format. Signed declaration build.   Classic Necessities and Academic Integrity   All work wants to be carried out in the Python programming language. Graders should still be ready to bustle your code without additional installation and setup. Graders could likely perhaps also pick out folks for interviews to answer to questions linked to submitted works as share of the random compare or to indulge in a look at academic integrity. All submitted works should still be carried out at the origin by you very most lifelike, that manner no outsider(s) should still be occupied with the work. Submitting work carried out by others or plagiarised works is an act of academic dishonesty. Academic dishonesty affects the College’s recognition and devalues the degrees equipped. The College will impose serious penalties on students who’re found to indulge in compromised academic integrity. You’ll want to perhaps now not inspired to utilize or import the next Python modules/libraries: [List of not encouraged Python modules/libraries including json, streamlit, gradio, tkinter, PyQt5, kivy, flask, django, statsmodels, scikit-learn, pycaret, tensorflow, keras, pytorch, nltk] As well, your Python codes should still now not indulge in Python classes since it is a subject topic now not correct via the scope of this module. It is probably going you’ll likely perhaps be assessed in step with how smartly you utilize and put together the records and abilities taught in the well-known 7 weeks of this module.   AI Review Scale (AIAS)   The accredited AIAS for this module is Level 3: Al-assisted making improvements to . You are allowed to utilize Gen-Al to present a steal to the usual of your work but now not on verbalize material and provide code generation. Gen-Al could likely perhaps also moreover be passe for code refinement. The fashioned work (sooner than the utilize of Gen-Al) and the sophisticated work (after the utilize of Gen-Al) should still both be submitted. Level Title Description 1 NO AI The overview is done entirely without Al help. This stage ensures that students rely thoroughly on their files, conception, and abilities. Al mustn’t be passe at any level at some level of the overview. 2 AI-ASSISTED IDEA GENERATION AND STRUCTURING Al could likely perhaps also moreover be passe in the overview for brainstorming, creating constructions, and producing suggestions for making improvements to work. No Al verbalize material is allowed in the closing submission. 3 AI-ASSISTED EDITING Al could likely perhaps also moreover be passe to provide Enhancements to the clarity or quality of student created work to present a steal to the closing output, but no novel verbalize material could likely perhaps also moreover be created the utilization of Al. Al could likely perhaps also moreover be passe, but your fashioned work with out a Al verbalize material wants to be equipped in an appendix. 4 AI TASK COMPLETION, HUMAN EVALUATION Al is passe to entire clear parts of the job, with students providing discussion or commentary on the Al-generated verbalize material. This stage requires vital engagement with Al generated verbalize material and evaluating its output. It is probably going you’ll likely perhaps utilize Al to entire specified initiatives in your overview. Any Al created verbalize material wants to be cited. 5 FULL AI Al should still be passe as a ‘co-pilot’ in record to meet the requirements of the overview, permitting for a collaborative methodology with Al and making improvements to creativity. You would also utilize Al correct via your overview to pork up your individual work and produce now not indulge in to specify which verbalize material is Al generated.   Records Recordsdata   A. Employed Residents Ragged 15 Years And Over By Commerce And Age Team.csv B. Employed Residents Ragged 15 Years And Over By Occupation And Age Team).csv C. Singapore Residents Ragged 25 Years & Over By Absolute most lifelike Qualification Attained (HQA), Sex And Age Team.csv Stuck with a lot of homework assignments and feeling harassed ? Deal with end skilled academic help & Acquire 100% Plagiarism free papers Acquire A Free Quote

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