Update README.md

README.md

@@ -396,7 +396,6 @@ configs:
 # 🍷 FineWeb
 
 > 15 trillion tokens of the finest data the 🌐 web has to offer
-> 
 
 # Table of Contents
 - [🍷 FineWeb](#-fineweb)
@@ -487,10 +486,10 @@ pipeline_exec.run()
 ```python
 from huggingface_hub import snapshot_download
 folder = snapshot_download(
-				"HuggingFaceFW/fineweb", 
-				repo_type="dataset",
-				local_dir="./fineweb/",
-				allow_patterns="data/CC-MAIN-2023-50/*")
+                "HuggingFaceFW/fineweb", 
+                repo_type="dataset",
+                local_dir="./fineweb/",
+                allow_patterns="data/CC-MAIN-2023-50/*")
 ```
 
 For faster downloads, make sure to install `pip install huggingface_hub[hf_transfer]` and set the environment variable `HF_HUB_ENABLE_HF_TRANSFER=1`.
@@ -729,8 +728,8 @@ The data processing pipeline consists of:
 4. Quality filtering
     1. [Gopher Repetition /](https://github.com/huggingface/datatrove/blob/9a88bebc86a554f8521faa70b12ad4fa0c227537/src/datatrove/pipeline/filters/gopher_repetition_filter.py) [Quality](https://github.com/huggingface/datatrove/blob/9a88bebc86a554f8521faa70b12ad4fa0c227537/src/datatrove/pipeline/filters/gopher_quality_filter.py)
     2. [C4 Quality filters](https://github.com/huggingface/datatrove/blob/9a88bebc86a554f8521faa70b12ad4fa0c227537/src/datatrove/pipeline/filters/c4_quality_filter.py) except `terminal_punct` rule
-    3. [FineWeb custom filters](https://github.com/huggingface/datatrove/blob/9a88bebc86a554f8521faa70b12ad4fa0c227537/src/datatrove/pipeline/filters/gopher_repetition_filter.py), consisting of heuristics for removing list-like documents, documents with repeated lines and documents with likely wrong line formatting. 
-5. [MinHash deduplication](https://github.com/huggingface/datatrove/blob/6daa5e879e06b21e6886b37e2b1be4ae58a658b6/src/datatrove/pipeline/dedup/minhash.py) ****with each crawl deduplicated individually (5-grams, 14x8 hash functions)
+    3. [FineWeb custom filters](https://github.com/huggingface/datatrove/blob/05194d3960741e7d5c0bd0d6dd69d44514622549/examples/fineweb.py), consisting of heuristics for removing list-like documents, documents with repeated lines and documents with likely wrong line formatting. 
+5. [MinHash deduplication](https://github.com/huggingface/datatrove/blob/6daa5e879e06b21e6886b37e2b1be4ae58a658b6/src/datatrove/pipeline/dedup/minhash.py) with each crawl deduplicated individually (5-grams, 14x8 hash functions)
 6. [PII Formatting](https://github.com/huggingface/datatrove/blob/main/src/datatrove/pipeline/formatters/pii.py) to anonymize email and public IP addresses
 
 ### Annotations
@@ -781,7 +780,8 @@ We plan to not only continue but also expand our efforts to create open-source h
   title = {FineWeb},
   month = April,
   year = 2024,
+  doi = { 10.57967/hf/2092 },
   url = {https://huggingface.co/datasets/HuggingFaceFW/fineweb}
 }
 
-```
+```