✓
Data Reliability
How complete, consistent and trustworthy are the observed listings?
01 — OVERVIEW
What this project answers
⌖
Market Geography
Which cities and neighborhoods are relatively more expensive or affordable?
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Price & Supply Trends
How did asking prices and listing activity move across the available period?
⚙
Price Drivers
How do location, area, age, floor, amenities and seller type relate to price?
"
Text Signals
Are phrases such as urgent and below market actually associated with lower asking prices?
◎
Market Segments
Can observed listings be grouped into interpretable market segments?
02 — ARCHITECTURE
End-to-end analytical workflow
01
Raw Data
Observed listings
→
02
M1
Profiling & Audit
→
03
M2
Quality & Cleaning
→
04
M3
Analysis Populations
→
05
M4 / Gold
Canonical Marts & QA
→
06
BI Layer
Streamlit Dashboard
03 — KEY FINDINGS
What the analysis emphasizes
HOT
Market temperature is comparative
Hot and cold markets are presented using the project's price and listing-activity framework.
PRICE
Location is a central analytical dimension
City and neighborhood effects are separated from structural property characteristics.
TEXT
Marketing language is tested, not assumed
Text signals are evaluated statistically rather than treated as proof of value.
LIMIT
Asking prices are not transaction prices
The project keeps this distinction explicit throughout analysis and reporting.
04 — DELIVERABLES
Project outputs
LIVE
↗
Streamlit Dashboard
Interactive market overview, quality analysis, geography, trends, price drivers and segmentation.
COLAB
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Final Analysis Notebook
Reproducible analytical workflow. Run the notebook directly in Google Colab without local setup.
BI
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Power BI Contracts & Handoff
Dashboard contracts, measures, relationships and semantic notes.
REPORTS
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Reports & Documentation
Technical reports, QA notes, claims register and data dictionary.
SOURCE
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Full GitHub Repository
ETL, notebooks, source code, outputs, tests and documentation.
05 — METHODOLOGY
Interpret with the right level of confidence
The project distinguishes descriptive summaries, predictive contribution and observational association, with reliability gates and limitations documented.