Using the data provided to you (on Excel file), build a computational statistics data pipeline that automates the cleaning, transformation and initial analysis of the data. As part of this, you are expected to employ some dimension reduction and/or feature extraction techniques to reduce the dimensionality of the data for future analysis.
Please ensure that the code produced is fully commented and documented, and also include a brief explanation of your approach and efforts to ensure computational efficiency of your methods.
numerous kids are as yet getting "lost in the framework". Just 21 percent of youngsters in danger of serious mischief had up close and personal contact with a case manager. More than 66% of youngsters revealed in danger of genuine mischief stayed far-fetched to get an eye to eye evaluation, the reaction to youths stay deficient, in spite of on a fundamental level help given for a senior gathering to be set up to arrange a technique for powerless youngsters, youngsters kept on losing all sense of direction in the framework there has been an expansion in the quantity of cases that are being shut due to "contending needs". Driving scientists and professionals both in Australia and abroad have recommended that applying a general wellbeing model to mind and assurance will convey better results for our kids and youngsters and their families (Holzer 2007; O'Donnell, Scott, and Stanley 2008; Scott 2006; ARACY 2007).A general wellbeing model offers an alternate methodology helping families sufficiently early to forestall misuse and disregard happening. The Keep Them Safe Interim Review Spatial Mapping and Analysis Final report likewise found that consumption on Keeping Them Safe undertakings has commonly been coordinated towards regions of high need, is had additionally featured a few areas with obviously high needs that may even now be passing up a great opportunity. One of the key proposals of the Wood Royal Commission, and therefore an essential target of Keeping Them Safe, is for the NGO area to assume a progressively huge job inside youngster and family benefits. Keeping Them Safe and the NSW state plan underline the significance of coordination between different government organizations that have an expanding youngster assurance duty, and between the administration and non-government parts. This includes changed work rehearses for government offices and NGOs. This methodology will require the foundation of new, shared administration courses of action and the improvement of associations over the segment. Anyway it is not yet clear whether the foundation of the above will be influenced by fundamental pressures that emerge between commanding associations between organizations going after the "Protecting them" program dollar.>GET ANSWER