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WHERE DREAMS COME HOME
Home is where the heart is. And we help you and your businesses find a place to feel at home at the most reasonable price in New York City.
Based on web scraping data from Zillow, an online real estate database company which was founded in 2006, we applied multiple analytics tools to dig into the pricing relationships with all the features captured.
RealEstate Pricing Analysis of New York City
Data Analytics Project based on Zillow.com
HOUSE PRICE PER SQFT PREDICTION
MSE MODEL SELECTION
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KNN - Optimized K: 469,699 (Best)
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Decision Tree - Optimized Prune: 530,463
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Linear Lasso Regression - Optimized Lambda: 564,240
ZIPCODE CLUSTERS IDENTIFICATION
PAIRWISE SIMILARITIES
E.g. Red Group of Zipcodes
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old properties in highly populated areas
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also exists in high income inequality areas
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also exists in high unemployment rate areas
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GENERAL SIMILARITIES
E.g. Cut graph at red line = 4 clusters
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11203, 11434, 10453
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11367, 10470, 11366, 10458, 10459
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