{"id":30123,"date":"2026-03-31T13:04:52","date_gmt":"2026-03-31T13:04:52","guid":{"rendered":"https:\/\/academicwritersbay.com\/solutions\/anl252-python-for-recordsdata-analytics-stop-of-route-review-2026-suss-singapore\/"},"modified":"2026-03-31T13:04:52","modified_gmt":"2026-03-31T13:04:52","slug":"anl252-python-for-recordsdata-analytics-stop-of-route-review-2026-suss-singapore","status":"publish","type":"post","link":"https:\/\/academicwritersbay.com\/solutions\/anl252-python-for-recordsdata-analytics-stop-of-route-review-2026-suss-singapore\/","title":{"rendered":"ANL252 Python for Recordsdata Analytics Stop-of-Route Review 2026 | SUSS, Singapore"},"content":{"rendered":"<p>ANL252 Stop-of-Route Review   Instruction to College students   This Stop-of-Route Review paper contains 7 pages (including the quilt page). You are to consist of the next particulars for your submission: Route Code, Title of the ECA, SUSS PI No., Your Establish, and Submission Date. Unhurried submission will seemingly be subjected to the marks deduction plan. Please consult with the Pupil Instruction handbook for necessary functions.   Crucial Demonstrate   ECA Submission Closing date: Friday, 03 April 2026 12:00 pm\u00a0    Allotment A (100 marks)  Reply all questions about this piece. The dataset utilized on this paper contains facts about buyer churn, and its facts dictionary is provided in Appendix. Please consult with Canvas for necessary functions of this dataset. Notes on project writing: Your writing must always be succinct but not at the expense of except for linked necessary functions. The issues in the vital characterize must always be introduced in the present in step with the sequence of the initiatives\/questions listed in the project; that is, in the present of Request 1, Request 2, \u2026, and so forth. To handbook certain of high Turnitin rep, compose not reproduction the project questions into the characterize. Some questions could merely not reach with fully appropriate or unsuitable solutions. For such questions, that it&#8217;s likely you&#8217;ll merely hang gotten the liberty to particular your views about the bid. You are also current to hang interplay in goal research to showcase bigger-present pondering abilities when answering the questions. You are immediate to consist of less linked necessary functions for your Appendix, if any.  Request 1  Imply and behavior no not up to  three (3)  facts pre-processing initiatives to successfully-kept and prepare the given dataset on buyer churn the narrate of Python. Provide linked explanations. [No more than 300 words (including the corresponding content in appendix and in-text citation; excluding Python code and reference list)] (30 marks)  Request 2  Spend Python to predicament  three (3)  figures in response to the processed buyer churn dataset received from  Request 1 . Focus on the insights for every figure accordingly. Each figure and its corresponding Python codes and insights collectively lift 10 marks. The figures and Python codes are to be provided as fragment of the respond in the vital characterize. [No more than 450 words (including the corresponding content in appendix and in-text citation; excluding Python code and reference list)] (30 marks)  Request 3  Spend Python to additional analyse or model the processed dataset received from  Request 1  the narrate of a decision tree, the keep the dependent variable is \u2018Churn_Flag\u2019. Indicate the linked steps fervent by constrcucting 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)  Request 4  Space the decision tree model received from  Request 3  with Python. Focus on the linked insights in response to the tree predicament. [No more than 200 words (including the corresponding content in appendix and in-text citation; excluding Python code and reference list)] (10 marks)  Request 5  Focus on other facts analytics systems or devices that could per chance be used to toughen the insights won from the decision tree model above. Assumptions will seemingly be made to toughen the dialogue. [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   Customer ID Outlandish identifier of every buyer   StockCode Outlandish product\/item code for the product\/item purchased by the consumer   Quantity Different of items purchased in the transaction   Mark Unit impress of the product   Nation Customer\u2019s nation   Customer_Age Customer\u2019s age   Gender Customer\u2019s gender   Customer_Segment Class of buyer   Marketing_Channel Supply of acquisition   Class Product class   Subcategory Extra particular product classification   Discount_Applied Whether or not a low cost used to be applied   Payment_Method Mode of fee   Delivery_Time_Days Initiating lead time in days   Churn_Flag Customer is churned or packed with life      \u2014\u2013 END OF ECA PAPER \u2014\u2013        Write My Project      Put up Your ANL252 Python for Recordsdata Analytics ECA with Self assurance  Native Singapore Writers Team  100% Plagiarism-Free Essay Absolute top Pleasure Rate Free Revision On-Time Initiating<\/p>\n","protected":false},"excerpt":{"rendered":"<p>ANL252 Stop-of-Route Review Instruction to College students This Stop-of-Route Review paper contains 7 pages (including the quilt page). You are to consist of the next particulars for your submission: Route Code, Title of the ECA, SUSS PI No., Your Establish, and Submission Date. Unhurried submission will seemingly be subjected to the marks deduction plan. Please [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-30123","post","type-post","status-publish","format-standard","hentry","category-solutions"],"_links":{"self":[{"href":"https:\/\/academicwritersbay.com\/solutions\/wp-json\/wp\/v2\/posts\/30123","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/academicwritersbay.com\/solutions\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/academicwritersbay.com\/solutions\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/academicwritersbay.com\/solutions\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/academicwritersbay.com\/solutions\/wp-json\/wp\/v2\/comments?post=30123"}],"version-history":[{"count":0,"href":"https:\/\/academicwritersbay.com\/solutions\/wp-json\/wp\/v2\/posts\/30123\/revisions"}],"wp:attachment":[{"href":"https:\/\/academicwritersbay.com\/solutions\/wp-json\/wp\/v2\/media?parent=30123"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/academicwritersbay.com\/solutions\/wp-json\/wp\/v2\/categories?post=30123"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/academicwritersbay.com\/solutions\/wp-json\/wp\/v2\/tags?post=30123"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}