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I have data set named air traffic passenger statistics of which the columns are Index ( integer ) Activity Period ( integer ) Operating Airline
I have data set named air traffic passenger statistics of which the columns are
Index integer
Activity Period integer
Operating Airline String
Operating Airline IATA Code String
Published Airline String
Published Airline IATA Code String
GEO Summary String
GEO Region String
Activity Type Code String
Price Category Code String
Terminal string integer ex Terminal
Boarding Area char exB
Passenger Count integer
Adjusted Activity Type Code string integer
Adjusted Passenger Count integer
Year integer ex
Month string exmonth
Now I want to perform the clustering on the dataset, you can choose any different clustering methodalgorithm which is the best latest and provide the best result. Firstly, select any feature which would be best and appropriate and justify it using mathematical expression of evaluation that why you had chosen that amongst all the columns. secondly you have to find the cluster using the elbow method or whichever you feel the best is to taken for finding the cluster size dont take cluster size take more than that plot that in a welldefined labelled graph. Then perform the clustering on different algorithms, plot the scatter plot showing the formation of cluster, data points, centroid. Create a highlevel graph with proper labelling and then lastly find the Silhouette Score, CalinskiHarabasz index, and DaviesBouldin index score. Create a table showing which is the best amongst algo having row as algorithm name and column as score name also explain justify why that particular algorithm is the best.
Please perform the highlevel clustering for all algorithms, as the clustering code which are available on the internet is simple, I have already implemented that but I need more in that more enhanced version of all the algorithms which shows more better clustering and output.
Note : please do not copy paste the online code or AIGPT code. Write your own logic code and enhance the all different algorithms.
Note : Provide all the explanation, all the code, table and its output.
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