As a data analyst, you have been tasked with utilizing a database that includes information about several individuals $($Kwame$,$ Daniel, Patrick, and Kwesi$)$ and their corresponding attributes $($weight$,$ height, test scores, age$).$ In addition to analyzing the data, you will also need to effectively communicate your findings in order to address a specific problem. How will you approach this task and what strategies will you use to both interpret the data and I effectively communicate your findings?

Kwame $=\{108\mathrm{.}4,177,78,31\}$

Daniel $=\{88\mathrm{.}2,183,60,25\}$

Patrick $=\{81\mathrm{.}175,54,27\}$

Kwesi $=\{104,198,55,38\}$

$$Find the Euclidean Distances between instances Kwame and Kwesi

$$Given a hypothetical database with attributes such as weight, height, test scores, and age for several individuals, you have been asked to find the individual in the database whose attributes are closest to those of Kojo, who is not included in the database. Kojo's attributes include weight of $96,$ height of $187,$ test scores of $91,$ and age of $34.$ How would you approach identifying the individual in the database with attributes most similar to Kojo's, and what techniques would you use to determine the similarity between Kojo and the individuals in the database?