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Understanding the principles of different sorts of DATA ANALYSIS (Univariate - Bivariate & Multivariate) and the implementation/use of different methods and libraries , taking the HOUSE PRICES INDEX (HPI) BY FHFA as a use example for this analysis.

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House Price INDEX (HDI) Analysis

Overview

Explore historical house price trends using the Federal Housing Finance Agency (FHFA) House Price Index (HPI) dataset. The project employs Python for a comprehensive analysis, focusing on understanding trends, geographic patterns, methodology, economic indicators, and dataset exploration.

Objectives

  1. Understanding Trends: Analyze HPI to identify periods of growth or decline.
  2. Geographic Analysis: Examine regional house price fluctuations.
  3. Methodology Understanding: Gain insights into the transparent HPI methodology.
  4. Economic Indicators: Assess HPI as an economic indicator.
  5. Dataset Exploration: Describe the FHFA HPI dataset.

Reasons for Choosing HPI Dataset

  • Comprehensive Coverage: Covers all 50 states and 400+ cities.
  • Longitudinal Data: Extends back to the mid-1970s for historical insights.
  • Transparency: Utilizes a transparent weighted, repeat-sales statistical technique.
  • Decision-Making Insights: Offers timely indicators for real estate, finance, and economic decisions.
  • Relevance to Housing Economists: A valuable tool for housing economists, providing granularity for nuanced analyses.

Getting Started

Clone the Repository:

git clone https://github.com/elaaatif/DATA-ANALYSIS.git

some screenshots of the presentation : image image image image

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Understanding the principles of different sorts of DATA ANALYSIS (Univariate - Bivariate & Multivariate) and the implementation/use of different methods and libraries , taking the HOUSE PRICES INDEX (HPI) BY FHFA as a use example for this analysis.

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