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Download from a Census Population Estimates data set Hecktman, A . & Barker, A . ( n . d . ) . Analyzing census data
Download from a Census Population Estimates data set
Hecktman, A & Barker, And Analyzing census data with Excel. United States Census.
Upload the data set in RapidMiner
Create a KNearest Neighborhood Model to predict the estimation population for like Riding Movers Example
Create a document with the following sections:
Introduction
Provide a concise overview of your task: Analyzing Census population estimates data using RapidMiner.
Emphasize the importance of the data mining methodology used for this assignment and how it facilitates informed decisionmaking processes.
Methodology
Explain the methodology you used, specifically focusing on the KNearest Neighbor KNN algorithm.
Split the dataset into training and testing sets to facilitate model training and evaluation.
Construct a KNN model using RapidMiner, carefully selecting appropriate parameters and configuring the algorithm.
Data Analysis
Dive into exploratory data analysis EDA to uncover insights into population trends over time.
Utilize KNN modeling techniques to predict population estimates for the year following the example set by the Riding Movers Example.
Discussion of the Knowledge obtained
Reflect on the insights gleaned from your analysis, particularly focusing on population trends and dynamics.
Consider the effectiveness of your developed KNN model in predicting population estimates for the year
Discuss the practical implications of your findings for policymakers, urban planners, and researchers, emphasizing their significance in addressing demographic shifts and resource allocation strategies.
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