diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..191381ee74dec49c89f99a62d055cb1058ba0de9
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1 @@
+.git
\ No newline at end of file
diff --git a/README.md b/README.md
index dfcb47e63d6f2f83aa96f241a8e97099cbbb9de6..1e4257f595c6eb26a4b3c7e0eb64fec367970436 100644
--- a/README.md
+++ b/README.md
@@ -1,165 +1,165 @@
 ---
 license: cc-by-4.0
 task_categories:
-- text-generation
+  - text-generation
 language:
-- as
-- bn
-- gu
-- en
-- hi
-- kn
-- ks
-- ml
-- mr
-- ne
-- or
-- pa
-- sa
-- sd
-- ta
-- te
-- ur
+  - as
+  - bn
+  - gu
+  - en
+  - hi
+  - kn
+  - ks
+  - ml
+  - mr
+  - ne
+  - or
+  - pa
+  - sa
+  - sd
+  - ta
+  - te
+  - ur
 tags:
-- language-modeling
-- casual-lm
-- llm
+  - language-modeling
+  - casual-lm
+  - llm
 pretty_name: sangraha
 dataset_info:
-- config_name: verified
-  features:
-  - name: doc_id
-    dtype: string
-  - name: type
-    dtype: string
-  - name: text
-    dtype: string
-  splits:
-  - name: asm
-  - name: ben
-  - name: brx
-  - name: doi
-  - name: eng
-  - name: gom
-  - name: guj
-  - name: hin
-  - name: kan
-  - name: kas
-  - name: mai
-  - name: mal
-  - name: mar
-  - name: mni
-  - name: nep
-  - name: ori
-  - name: pan
-  - name: san
-  - name: sat
-  - name: snd
-  - name: tam
-  - name: tel
-  - name: urd
-- config_name: unverified
-  features:
-  - name: doc_id
-    dtype: string
-  - name: text
-    dtype: string
-  splits:
-  - name: asm
-  - name: ben
-  - name: guj
-  - name: hin
-  - name: kan
-  - name: mal
-  - name: mar
-  - name: nep
-  - name: ori
-  - name: pan
-  - name: san
-  - name: tam
-  - name: tel
-  - name: urd
+  - config_name: verified
+    features:
+      - name: doc_id
+        dtype: string
+      - name: type
+        dtype: string
+      - name: text
+        dtype: string
+    splits:
+      - name: asm
+      - name: ben
+      - name: brx
+      - name: doi
+      - name: eng
+      - name: gom
+      - name: guj
+      - name: hin
+      - name: kan
+      - name: kas
+      - name: mai
+      - name: mal
+      - name: mar
+      - name: mni
+      - name: nep
+      - name: ori
+      - name: pan
+      - name: san
+      - name: sat
+      - name: snd
+      - name: tam
+      - name: tel
+      - name: urd
+  - config_name: unverified
+    features:
+      - name: doc_id
+        dtype: string
+      - name: text
+        dtype: string
+    splits:
+      - name: asm
+      - name: ben
+      - name: guj
+      - name: hin
+      - name: kan
+      - name: mal
+      - name: mar
+      - name: nep
+      - name: ori
+      - name: pan
+      - name: san
+      - name: tam
+      - name: tel
+      - name: urd
 configs:
-- config_name: verified
-  data_files:
-  - split: asm
-    path: verified/asm.*
-  - split: ben
-    path: verified/ben.*
-  - split: brx
-    path: verified/brx.*
-  - split: doi
-    path: verified/doi.*
-  - split: eng
-    path: verified/eng.*
-  - split: gom
-    path: verified/gom.*
-  - split: guj
-    path: verified/guj.*
-  - split: hin
-    path: verified/hin.*
-  - split: kan
-    path: verified/kan.*
-  - split: kas
-    path: verified/kas.*
-  - split: mai
-    path: verified/mai.*
-  - split: mal
-    path: verified/mal.*
-  - split: mar
-    path: verified/mar.*
-  - split: mni
-    path: verified/mni.*
-  - split: nep
-    path: verified/nep.*
-  - split: ori
-    path: verified/ori.*
-  - split: pan
-    path: verified/pan.*
-  - split: san
-    path: verified/san.*
-  - split: sat
-    path: verified/sat.*
-  - split: snd
-    path: verified/snd.*
-  - split: tam
-    path: verified/tam.*
-  - split: tel
-    path: verified/tel.*
-  - split: urd
-    path: verified/urd.*
-- config_name: unverified
-  data_files:
-  - split: asm
-    path: unverified/asm.*
-  - split: ben
-    path: unverified/ben.*
-  - split: guj
-    path: unverified/guj.*
-  - split: hin
-    path: unverified/hin.*
-  - split: kan
-    path: unverified/kan.*
-  - split: mal
-    path: unverified/mal.*
-  - split: mar
-    path: unverified/mar.*
-  - split: nep
-    path: unverified/nep.*
-  - split: ori
-    path: unverified/ori.*
-  - split: pan
-    path: unverified/pan.*
-  - split: san
-    path: unverified/san.*
-  - split: tam
-    path: unverified/tam.*
-  - split: tel
-    path: unverified/tel.*
-  - split: urd
-    path: unverified/urd.*
+  - config_name: verified
+    data_files:
+      - split: asm
+        path: verified/asm/asm.*
+      - split: ben
+        path: verified/ben/ben.*
+      - split: brx
+        path: verified/brx/brx.*
+      - split: doi
+        path: verified/doi/doi.*
+      - split: eng
+        path: verified/eng/eng.*
+      - split: gom
+        path: verified/gom/gom.*
+      - split: guj
+        path: verified/guj/guj.*
+      - split: hin
+        path: verified/hin/hin.*
+      - split: kan
+        path: verified/kan/kan.*
+      - split: kas
+        path: verified/kas/kas.*
+      - split: mai
+        path: verified/mai/mai.*
+      - split: mal
+        path: verified/mal/mal.*
+      - split: mar
+        path: verified/mar/mar.*
+      - split: mni
+        path: verified/mni/mni.*
+      - split: nep
+        path: verified/nep/nep.*
+      - split: ori
+        path: verified/ori/ori.*
+      - split: pan
+        path: verified/pan/pan.*
+      - split: san
+        path: verified/san/san.*
+      - split: sat
+        path: verified/sat/sat.*
+      - split: snd
+        path: verified/snd/snd.*
+      - split: tam
+        path: verified/tam/tam.*
+      - split: tel
+        path: verified/tel/tel.*
+      - split: urd
+        path: verified/urd/urd.*
+  - config_name: unverified
+    data_files:
+      - split: asm
+        path: unverified/asm/asm.*
+      - split: ben
+        path: unverified/ben/ben.*
+      - split: guj
+        path: unverified/guj/guj.*
+      - split: hin
+        path: unverified/hin/hin.*
+      - split: kan
+        path: unverified/kan/kan.*
+      - split: mal
+        path: unverified/mal/mal.*
+      - split: mar
+        path: unverified/mar/mar.*
+      - split: nep
+        path: unverified/nep/nep.*
+      - split: ori
+        path: unverified/ori/ori.*
+      - split: pan
+        path: unverified/pan/pan.*
+      - split: san
+        path: unverified/san/san.*
+      - split: tam
+        path: unverified/tam/tam.*
+      - split: tel
+        path: unverified/tel/tel.*
+      - split: urd
+        path: unverified/urd/urd.*
 size_categories:
-- 100B<n<1T
+  - 100B<n<1T
 ---
 
 # Sangraha
@@ -171,6 +171,7 @@ size_categories:
 Sangraha is the largest high-quality, cleaned Indic language pretraining data containing 251B tokens summed up over 22 languages, extracted from curated sources, existing multilingual corpora and large scale translations.
 
 **Coming Soon**:
+
 - Sangraha Synthetic - Translated and Romanised English Wikimedia data.
 - Sangraha Verified - Hindi YouTube transcribed data.
 
@@ -180,7 +181,9 @@ Sangraha is the largest high-quality, cleaned Indic language pretraining data co
 - Check out the scraping and cleaning pipelines used to curate Sangraha [on GitHub](https://github.com/AI4Bharat/IndicLLMSuite);
 
 ## Getting Started
+
 You can download the dataset using Hugging Face datasets:
+
 ```python
 from datasets import load_dataset
 
@@ -188,50 +191,51 @@ dataset = load_dataset("ai4bharat/sangraha")
 ```
 
 ## Background
+
 Sangraha contains three broad components:
+
 - **Sangraha Verified**: Containing scraped data from "human-verified" Websites, OCR-extracted data from high quality Indic language PDFs, transcribed data from various Indic language videos, podcasts, movies, courses, etc.
 - **Sangraha Unverfied**: High quality Indic language data extracted from existing multilingual corpora employing perplexity filtering using n-gram language models trained on Sangraha Verified.
 - **Sangraha Synthetic**: WikiMedia English translated to 14 Indic languages and further "romanised" from 14 languages by transliteration to English.
 
 ## Data Statistics
 
-| **Lang Code** | **Verified**       | **Synthetic**       | **Unverified**      | **Total Tokens (in Millions)** |
-|------|----------|----------|---------|--------------|
-| asm  | 292.1    | 11,696.4 | 17.5    | 12,006.0     |
-| ben  | 10,604.4 | 13,814.1 | 5,608.8 | 30,027.5     |
-| brx  | 1.5      | -        | -       | 1.5          |
-| doi  | 0.06     | -        | -       | 0.06         |
-| eng  | 12,759.9 | -        | -       | 12,759.9     |
-| gom  | 10.1     | -        | -       | 10.1         |
-| guj  | 3,647.9  | 12,934.5 | 597.0   | 17,179.4     |
-| hin  | 12,617.3 | 9,578.7  | 12,348.3| 34,544.3     |
-| kan  | 1,778.3  | 12,087.4 | 388.8   | 14,254.5     |
-| kas  | 0.5      | -        | -       | 0.5          |
-| mai  | 14.6     | -        | -       | 14.6         |
-| mal  | 2,730.8  | 13,130.0 | 547.8   | 16,408.6     |
-| mar  | 2,827.0  | 10,816.7 | 652.1   | 14,295.8     |
-| mni  | 7.4      | -        | -       | 7.4          |
-| npi  | 1,822.5  | 10,588.7 | 485.5   | 12,896.7     |
-| ori  | 1,177.1  | 11,338.0 | 23.7    | 12,538.8     |
-| pan  | 1,075.3  | 9,969.6  | 136.9   | 11,181.8     |
-| san  | 1,329.0  | 13,553.5 | 9.8     | 14,892.3     |
-| sat  | 0.3      | -        | -       | 0.3          |
-| snd  | 258.2    | -        | -       | 258.2        |
-| tam  | 3,985.1  | 11,859.3 | 1,515.9 | 17,360.3     |
-| urd  | 3,658.1  | 9,415.8  | 1,328.2 | 14,402.1     |
-| tel  | 3,706.8  | 11,924.5 | 647.4   | 16,278.7     |
-| **Total** | **64,306.1** | **162,707.9** | **24,307.7** | **251,321.0** |
-
+| **Lang Code** | **Verified** | **Synthetic** | **Unverified** | **Total Tokens (in Millions)** |
+| ------------- | ------------ | ------------- | -------------- | ------------------------------ |
+| asm           | 292.1        | 11,696.4      | 17.5           | 12,006.0                       |
+| ben           | 10,604.4     | 13,814.1      | 5,608.8        | 30,027.5                       |
+| brx           | 1.5          | -             | -              | 1.5                            |
+| doi           | 0.06         | -             | -              | 0.06                           |
+| eng           | 12,759.9     | -             | -              | 12,759.9                       |
+| gom           | 10.1         | -             | -              | 10.1                           |
+| guj           | 3,647.9      | 12,934.5      | 597.0          | 17,179.4                       |
+| hin           | 12,617.3     | 9,578.7       | 12,348.3       | 34,544.3                       |
+| kan           | 1,778.3      | 12,087.4      | 388.8          | 14,254.5                       |
+| kas           | 0.5          | -             | -              | 0.5                            |
+| mai           | 14.6         | -             | -              | 14.6                           |
+| mal           | 2,730.8      | 13,130.0      | 547.8          | 16,408.6                       |
+| mar           | 2,827.0      | 10,816.7      | 652.1          | 14,295.8                       |
+| mni           | 7.4          | -             | -              | 7.4                            |
+| npi           | 1,822.5      | 10,588.7      | 485.5          | 12,896.7                       |
+| ori           | 1,177.1      | 11,338.0      | 23.7           | 12,538.8                       |
+| pan           | 1,075.3      | 9,969.6       | 136.9          | 11,181.8                       |
+| san           | 1,329.0      | 13,553.5      | 9.8            | 14,892.3                       |
+| sat           | 0.3          | -             | -              | 0.3                            |
+| snd           | 258.2        | -             | -              | 258.2                          |
+| tam           | 3,985.1      | 11,859.3      | 1,515.9        | 17,360.3                       |
+| urd           | 3,658.1      | 9,415.8       | 1,328.2        | 14,402.1                       |
+| tel           | 3,706.8      | 11,924.5      | 647.4          | 16,278.7                       |
+| **Total**     | **64,306.1** | **162,707.9** | **24,307.7**   | **251,321.0**                  |
 
 To cite Sangraha, please use:
 
 ```
 @misc{khan2024indicllmsuite,
-      title={IndicLLMSuite: A Blueprint for Creating Pre-training and Fine-Tuning Datasets for Indian Languages}, 
+      title={IndicLLMSuite: A Blueprint for Creating Pre-training and Fine-Tuning Datasets for Indian Languages},
       author={Mohammed Safi Ur Rahman Khan and Priyam Mehta and Ananth Sankar and Umashankar Kumaravelan and Sumanth Doddapaneni and Suriyaprasaad G and Varun Balan G and Sparsh Jain and Anoop Kunchukuttan and Pratyush Kumar and Raj Dabre and Mitesh M. Khapra},
       year={2024},
       eprint={2403.06350},
       archivePrefix={arXiv},
       primaryClass={cs.CL}
 }
-```
\ No newline at end of file
+```
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