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README.md

@@ -266,25 +266,25 @@ print(df[['name', 'name_brand', 'country', 'rating']])
 | Field | Description | Format |
 |-------|-------------|--------|
 | `main_photo` | Main product image | URL |
-| `info_card` | Info card image | URL |
-| `user_photoes` | User-submitted photos | Semicolon-separated URLs |
+| `info_card` | Perfume Card | URL |
+| `user_photoes` | Fragram Photos | Semicolon-separated URLs |
 | `video_url` | YouTube video | URL |
 
 #### Composition
 | Field | Description | Format |
 |-------|-------------|--------|
-| `accords` | Scent accords with strength | `a1:100;a2:67;a3:45` (join with accords.csv) |
-| `notes_pyramid` | Notes by layer | `top(name,id,url,opacity,weight;...)middle(...)base(...)` |
+| `accords` | Main accords | `a1:100;a2:67;a3:45` (join with accords.csv) |
+| `notes_pyramid` | Fragrance Notes | `top(name,id,url,opacity,weight;...)middle(...)base(...)` |
 | `perfumers` | Perfumer names and IDs | `Erwin Creed;p1;Olivier Creed;p2` |
 | `description` | Fragrance description | HTML text |
 
 #### Ratings & Votes (Structured Format: category:votes:percent)
 | Field | Description | Format |
 |-------|-------------|--------|
-| `rating` | Average rating & vote count | `4.33;24561` |
-| `appreciation` | Love/like/ok/dislike/hate | `love:5000:45.2;like:3000:27.1;...` |
-| `price_value` | Price perception votes | `way_overpriced:6658:30;overpriced:2844:13;...` |
-| `gender_votes` | Gender suitability votes | `female:149:2;unisex:866:10;male:7977:88` |
+| `rating` | Perfume rating | `4.33;24561` |
+| `appreciation` | Rating votes with counts | `love:5000:45.2;like:3000:27.1;...` |
+| `price_value` | Price value votes with counts | `way_overpriced:6658:30;overpriced:2844:13;...` |
+| `gender_votes` | Gender votes with counts | `female:149:2;unisex:866:10;male:7977:88` |
 | `longevity` | Duration votes | `very_weak:784:5;weak:1459:10;moderate:5869:40;...` |
 | `sillage` | Projection votes | `intimate:1816:12;moderate:8139:55;strong:4289:29;...` |
 | `season` | Seasonal suitability | `winter:4439:44.39;spring:9760:97.60;...` |
@@ -295,14 +295,14 @@ print(df[['name', 'name_brand', 'country', 'rating']])
 |-------|-------------|--------|
 | `by_designer` | Same brand fragrances | Semicolon-separated PIDs |
 | `in_collection` | Same collection fragrances | Semicolon-separated PIDs |
-| `reminds_of` | Similar fragrances | Semicolon-separated PIDs |
-| `also_like` | Recommended fragrances | Semicolon-separated PIDs |
+| `reminds_of` | This perfume reminds me of | Semicolon-separated PIDs |
+| `also_like` | People who like this also like | Semicolon-separated PIDs |
 
 #### New in v3.0
 | Field | Description |
 |-------|-------------|
 | `reviews_count` | Total number of user reviews |
-| `pros_cons` | AI-generated pros/cons summary with vote counts |
+| `pros_cons` | What People Say |
 
 ### notes.csv (11 fields) — NEW in v3.0