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README.md

@@ -12,70 +12,6 @@ tags:
 - human-labels
 - ratings
 - Evaluation
-configs:
-- config_name: default
-  data_files:
-  - split: train
-    path: data/train-*
-  - split: test
-    path: data/test-*
-dataset_info:
-  features:
-  - name: image_id
-    dtype: int64
-  - name: gallery_id
-    dtype: int64
-  - name: gallery_name
-    dtype: string
-  - name: title
-    dtype: string
-  - name: photographer
-    dtype: string
-  - name: challenge
-    dtype: string
-  - name: editing_rule
-    dtype: string
-  - name: camera
-    dtype: string
-  - name: location
-    dtype: string
-  - name: date_uploaded
-    dtype: string
-  - name: place
-    dtype: float64
-  - name: total_entries
-    dtype: int64
-  - name: avg_all_users
-    dtype: float64
-  - name: avg_commenters
-    dtype: float64
-  - name: avg_participants
-    dtype: float64
-  - name: avg_nonparticipants
-    dtype: float64
-  - name: views_since_voting
-    dtype: int64
-  - name: views_during_voting
-    dtype: int64
-  - name: votes
-    dtype: int64
-  - name: comments_count
-    dtype: int64
-  - name: favorites_count
-    dtype: int64
-  - name: has_statistics
-    dtype: bool
-  - name: image
-    dtype: image
-  splits:
-  - name: train
-    num_bytes: 31655633147.4309
-    num_examples: 184906
-  - name: test
-    num_bytes: 3511849887.6831055
-    num_examples: 20546
-  download_size: 34700786563
-  dataset_size: 35167483035.114006
 ---
 
 # DPChallenge Photo Metadata Dataset
@@ -98,8 +34,8 @@ This dataset contains metadata and statistics from DPChallenge, a photography co
 
 ### Data Splits
 
-- **Train**: 184,982 images (90%)
-- **Test**: 20,554 images (10%)
+- **Train**: 184,906 images (90%)
+- **Test**: 20,546 images (10%)
 
 The test set is stratified by score bins (0-4, 5-6, 7-10) to ensure even distribution of image quality ratings.
 
@@ -126,7 +62,7 @@ The test set is stratified by score bins (0-4, 5-6, 7-10) to ensure even distrib
 - `votes` (int): Number of votes received
 - `comments_count` (int): Number of comments
 - `favorites_count` (int): Number of times favorited
-- `image_url` (string): URL to the image
+- `image` (Image): The actual image file
 - `has_statistics` (bool): Whether full statistics are available
 
 ### Score Distribution
@@ -153,7 +89,7 @@ Statistics for human label scores across the dataset:
 
 ## Source Data
 
-Data scraped from [DPChallenge](https://www.dpchallenge.com/) public photo galleries. This dataset contains only metadata and statistics; images are referenced by URL.
+Data scraped from [DPChallenge](https://www.dpchallenge.com/) public photo galleries. This dataset includes both images and metadata.
 
 
 ## Citation