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Melbourne housing segmentation analysis to evaluate market trends and assess property values

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vincentpun123/Melbourne-Housing-Market-Segmentation-Analysis

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MSDS 411
ASSIGNMENT 2 - README 
PREPARED BY VINCENT PUN

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LIST OF FILE NAMES AND DESCRIPTIONS OF FILES: 

Paper and Code: 

1. pun-v-paper.pdf = text content of the paper 
2. pun-v-code.txt = complete program code used to access and analyze the data 
3. Pun-411-Assignment-2.Rmd = R Markdown file 

Visualizations: 

4.  Fig-1-BuildingArea Distribution QQ Barplot.jpg = Figure 1, part of paper 
5.  Fig-2-Scree.jpg = Figure 2, part of paper
6.  Fig-3-Heatmap.jpg = Figure 3, part of paper
7.  Fig-4.Path-Diagram.jpg = Figure 4, part of paper 
8.  Fig-5-Kmeans.jpg = Figure 5, part of paper 
9.  Fig-6-tSNE.jpg = Figure 6, part of paper
10.  Fig-7-propertytypes.jpg = Figure 7, part of paper
11. Fig-8-map.jpg = Figure 8, part of paper 
12. Fig-8b-map2.jpg = Figure 8b, part of paper 


The following files are generated by the code in .CSV format. They have been formatted in Microsoft Excel for easier interpretation: 

13. Table-1-goodnessoffit.xlsx = Table 1, part of paper
14. output_clusteraggregates.xlsx = Table 2, part of paper
15. output_clustersuburbcount.xlsx = Table 3, part of paper 
16. output_df_clusters.xlsx = Table 4, part of paper 

Data:

17. Melbourne_housing_FULL.csv = Source Data
18. Melbourne_housing_data_dictionary.txt = Data Dictionary



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