INSTRUCTIONS TO STUDENTS: This Cease-of-Direction Overview paper contains 7 pages (at the side of the cowl page). You are to consist of the next particulars in your submission: Direction Code, Title of the ECA, SUSS PI No., Your Name, and Submission Date. Late submission will be subjected to the marks deduction procedure. Please discuss with the Student Handbook for facts. Write My Task Hire a Knowledgeable Essay & Task Writer for finishing up your Academic Assessments Native Singapore Writers Crew 100% Plagiarism-Free Essay Top Pride Price Free Revision On-Time Shipping IMPORTANT NOTE ECA Submission Slice-off date: Friday, 31 October 2025, 12:00 pm ECA Submission Guidelines Please note the submission directions acknowledged below: A – What Must Be Submitted You are required to post the next item for marking and grading: A Document Please confirm your submissions after you would have submitted the above ONE (1) item. B – Submission Slice-off date The Document is to be submitted by 12 noon on the submission time limit. You are allowed more than one submissions till the time limit. Late submission will be subjected to mark-deduction procedure by the University. Please discuss with Piece 5.2 Para 2.4 of the Student Handbook. C – How the (1) Item Also can simply peaceful Be Submitted The Document: post on-line to Canvas through TurnItIn (for plagiarism detection) Steer clear of the usage of a public WiFi connection for submitting good info. Whenever it’s essential presumably presumably presumably also very smartly be the usage of public wi-fi (WiFi) connection (e.g. SG Wi-fi at public areas), you would bump into a damage within the connection when sending good info. D – Additional pointers on file formatting are given as follows 1. Document • Please be obvious your Microsoft Notice doc is generated by Microsoft Notice 2016 or greater. • The yarn needs to be saved in .docx structure. • Your entire Python codes indicated clearly comparable to each piece of the quiz, are to be expressed in text structure in Monospaced font (as an example, Courier New, Lucida Sans Typewriter) and needs to be integrated as piece of the reply within the first yarn. [Screenshots or other formats of the codes are not permitted and will not be marked.] • The charts produced are to be integrated as photos within the Notice doc. • The records dictionary of the ECA dataset is depicted in Appendix. • Please specify the T/TG groups on the assignment cowl page. E – Please be Responsive to the Following Submission in hardcopy or any different arrangement no longer given within the above pointers also can no longer be accredited. You cease no longer need to post any different forms or cowl sheets (e.g. originate ET3) with your ECA. You are reminded that digital transmission is no longer instant. The community website visitors will be particularly heavy on the date of submission time limit and connections to the machine can not be guaranteed. Therefore, it’s essential presumably presumably presumably also very smartly be told to post your work early. Canvas will mean it’s essential presumably presumably presumably post your work slack however your work will be subjected to the mark-deduction procedure. You furthermore mght can simply peaceful due to this truth no longer jeopardise your direction outcome by submitting your ECA on the final minute. It is your accountability to envision and be obvious your info are efficiently submitted to Canvas. F – Plagiarism and Collusion Plagiarism and collusion are forms of cheating and are no longer acceptable in any originate in a student’s work, at the side of this ECA. Plagiarism and collusion are taking work done by others or work done along with others respectively and passing it off as your comprise. You furthermore mght can preserve a ways from plagiarism by giving applicable references whereas you utilize different of us’s tips, words or photos (at the side of diagrams). Discuss about with the APA Manual within the event you would love reminding about quoting and referencing. You furthermore mght can preserve a ways from collusion by guaranteeing that your submission is in step with your comprise individual effort. The digital submission of your ECA will be screened by plagiarism detection tool. For more records about plagiarism and collusion, it’s essential presumably presumably presumably also simply peaceful discuss with the Student Handbook (Piece 5.2.1.3). You are reminded that SUSS takes a no longer easy stance in opposition to plagiarism or collusion. Extreme cases will in overall outcome within the coed being referred to SUSS’s Student Disciplinary Community. For different cases, important mark penalties or expulsion from the direction will be imposed. G – Use of Generative AI Tools (Allowed) The usage of generative AI tools is allowed for this assignment. You are expected to present factual attribution within the event you utilize generative AI tools whereas finishing up the assignment, at the side of applicable and disciplinespecific quotation, a desk detailing the title of the AI instrument historic, the fashion to the usage of the instrument (e.g. what prompts had been historic), the elephantine output supplied by the instrument, and which piece of the output became once tailored for the assignment; To be aware of piece 3, paragraph 3.2 and piece 5.2, paragraph 2A.1 (Viva Voce) of the Student Handbook; The University has the honest to instruct the viva voce solution to search out out the authorship of a student’s submission also can simply peaceful there be practical grounds to suspect that the submission also can simply no longer be fully the coed’s comprise work. For more facts on tutorial integrity and steering on accountable instruct of generative AI tools in assignments, please discuss with the TLC web living for more facts; The University will proceed to evaluate the usage of generative AI tools in step with solutions and in gentle of traits in AI and related technologies. (Full marks: 100) Buy Custom-made Reply of This Overview & Elevate Your Grades Procure A Free Quote Piece A(100 marks) Reply all questions about this piece. The dataset historic on this paper contains records about startup acquisitions, and its records dictionary is supplied within the Appendix. Please discuss with Canvas for facts of this dataset. Notes on assignment writing: Your writing also can simply peaceful be succinct however no longer on the expense of excluding related facts. The matters within the first yarn also can simply peaceful be presented within the present in step with the sequence of the responsibilities/questions listed within the assignment; that’s, within the present of Question 1, Question 2, …, etc. To preserve a ways from excessive Turnitin ranking, cease no longer reproduction the assignment questions into the yarn. Some questions also can simply no longer come with fully honest or ghastly answers. For such questions, you would have the freedom to grunt your views in regards to the arena. You are additionally current to have interaction in self reliant research to advise greater-present thinking skills when answering the questions. You are in point of fact helpful to consist of less related facts in your Appendix, if any. Question 1 Propose and conduct a minimal of three (3) records pre-processing responsibilities to orderly and put collectively the given dataset on startup acquisitions the usage of Python. Provide related explanations. [No more than 300 words (including the corresponding content in appendix and in-text citation; excluding Python code and reference list)] (30 marks) Question 2 Use Python to arrangement three (3) figures in step with the processed startup acquisitions dataset received from Question 1 . Discuss about the insights for each figure accordingly. Every figure and its corresponding Python codes and insights collectively carry 10 marks. The figures and Python codes are to be supplied as piece of the reply within the first yarn. [No more than 450 words (including the corresponding content in appendix and in-text citation; excluding Python code and reference list)] (30 marks) Question 3 Use Python to extra analyse or model the processed dataset received from Question 1 the usage of a decision tree, where the dependent variable is ‘Obtained’. Point out the related steps inquisitive about building the decision tree model. [No more than 200 words (including the corresponding content in appendix and in-text citation; excluding Python code and reference list). You do not need to plot the decision tree in this question.] (20 marks) Question 4 Space the decision tree model received from Question 3 with Python. Discuss about the related insights in step with the tree arrangement. [No more than 200 words (including the corresponding content in appendix and in-text citation; excluding Python code and reference list)] (10 marks) Question 5 Discuss about more than a couple of records analytics methods or fashions that will be employed to enhance or enhance the insights derived from the decision tree model above. Assumptions also can simply also be made to toughen the discussion. [No more than 300 words (including the corresponding content in appendix and in-text citation; excluding reference list)] (10 marks) Appendix: DATA DICTIONARY Variable Description Startup ID Identifier of every startup Based one year one year the startup became once essentially based Country Country where the startup is essentially essentially based Alternate Alternate class Funding Stage Stage of investment Entire Funding Entire funding received (in million USD) Sequence of Workers Sequence of staff within the startup Annual Earnings Annual earnings (in million USD) Valuation Startup’s valuation (in billion USD) Buyer Spoiled Sequence of absorbing potentialities (in million) Tech Stack Applied sciences historic by the startup Social Media Followers Entire followers on social platforms Obtained Whether the startup is bought (Sure/No) —– END OF ECA PAPER —– Stuck with relatively a lot of homework assignments and feeling stressed out ? 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