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README.md

@@ -1,60 +1,22 @@
 ---
 tags:
-- statistics
-- polars
-- finepdfs-edu
-- temporal-analysis
+  - uv-script
+  - statistics
+  - polars
+  - finepdfs-edu
+  - temporal-analysis
 license: odc-by
 configs:
-- config_name: global_stats
-  data_files:
-  - split: train
-    path: global_stats/train-*
-- config_name: temporal_stats
-  data_files:
-  - split: train
-    path: temporal_stats/train-*
+  - config_name: global_stats
+    data_files: global_stats/train-*.parquet
+  - config_name: temporal_stats
+    data_files: temporal_stats/train-*.parquet
 default_viewer_config: temporal_stats
-dataset_info:
-- config_name: global_stats
-  features:
-  - name: total_docs
-    dtype: int64
-  - name: total_tokens
-    dtype: int64
-  - name: avg_edu_score
-    dtype: float64
-  - name: high_edu_rate
-    dtype: float64
-  - name: num_dumps
-    dtype: int64
-  splits:
-  - name: train
-    num_bytes: 40
-    num_examples: 1
-  download_size: 2669
-  dataset_size: 40
-- config_name: temporal_stats
-  features:
-  - name: dump
-    dtype: large_string
-  - name: doc_count
-    dtype: uint32
-  - name: avg_edu_score
-    dtype: float64
-  - name: high_edu_rate
-    dtype: float64
-  splits:
-  - name: train
-    num_bytes: 4558
-    num_examples: 106
-  download_size: 5351
-  dataset_size: 4558
 ---
 
 # Is the Web Getting More Educational?
 
-Temporal analysis of educational quality across 106 CommonCrawl dumps.
+Temporal analysis of educational quality in **all languages** across 106 CommonCrawl dumps.
 
 ## Trend
 
@@ -94,16 +56,16 @@ Average Educational Score
 
 ## Key Finding
 
-| Period | Avg Edu Score | High Edu Rate |
-|--------|---------------|---------------|
-| CC-MAIN-2013-20 | 1.977 | 12.3% |
-| CC-MAIN-2025-08 | 2.000 | 15.0% |
+| Year | Avg Edu Score | High Edu Rate |
+|------|---------------|---------------|
+| 2013 | 1.94 | 10.8% |
+| 2025 | 2.00 | 14.8% |
 
 ## Performance
 
-- **49,526,501 documents** processed in **832 seconds**
-- **59,545 docs/sec** using Polars streaming
-- Single scan, no download of 300GB+ dataset
+- **49,526,501 documents** processed in **793 seconds**
+- **62,483 docs/sec** using Polars streaming
+- Single scan, no full dataset download required
 
 ## Summary