Update README.md

README.md

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 # Assignment #1 - EDA & Dataset - orian rivlin 
 
 **Goal:**
-Explore which audio features are most strongly related to a track’s **popularity** on Spotify.
+Explore which audio features are most strongly related to a track’s popularity on Spotify.
 This repository includes the dataset sample, a well-documented notebook, saved figures, and a short video walkthrough.
 
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@@ -24,14 +24,14 @@ This repository includes the dataset sample, a well-documented notebook, saved f
 - Dropped rows with NA in core numeric features if present.  
 - Built a numeric-only DataFrame for stats and correlations.
 
-Result: **10,000 rows × 11 numeric features** ready for EDA.
+Result: 10,000 rows × 11 numeric features** ready for EDA.
 
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 ## EDA Highlights
 
 ### 1) Distributions
-- **Popularity** is concentrated around **40-60** with few very high hits (80+).  
+- **Popularity** is concentrated around 40-60 with few very high hits (80+).  
 - **Danceability** ~ bell-shaped around ~0.56.  
 - **Energy** skews higher (many tracks at 0.7-0.9).  
 - **Valence** is broadly spread (neutral on average).
@@ -51,7 +51,7 @@ Top relationships:
 | valence          | −0.06                 |
 | **acousticness** | **−0.35**             |
 
-**Interpretation.** Popular tracks tend to be **louder** and **more energetic**, and **less acoustic**.
+**Interpretation.** Popular tracks tend to be louder and more energetic, and less acoustic.
 
 ![Correlation heatmap](materials/corr_heatmap.png)
 
@@ -65,13 +65,13 @@ Top relationships:
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 ## Key Insights
-- Popularity on Spotify is **uneven**: only a small minority of tracks become very popular.  
-- **Loudness** and **energy** are the strongest positive correlates of popularity; **acousticness** is the strongest negative correlate.  
-- Highly popular songs tend to sound **modern/produced** (loud, energetic), while purely acoustic/instrumental tracks underperform on average.
+- Popularity on Spotify is uneven: only a small minority of tracks become very popular.  
+- Loudness and energy are the strongest positive correlates of popularity; acousticness is the strongest negative correlate.  
+- Highly popular songs tend to sound modern/produced (loud, energetic), while purely acoustic/instrumental tracks underperform on average.
 
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-## 2-3 Minute Video 
+## Prestation Video 
 **Video:** (https://youtu.be/CIxhSgZXnyw)
 
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 ## Notes and Decisions
-- **Outliers** (very long tracks; very low/high popularity) were **kept** as real observations; statistics were interpreted cautiously.  
-- Correlations are **modest** overall (music success is multifactorial); results describe associations, not causation.
+- **Outliers** (very long tracks; very low/high popularity) were kept as real observations; statistics were interpreted cautiously.  
+- Correlations are modest overall (music success is multifactorial); results describe associations, not causation.