---
dataset_info:
  features:
  - name: messages
    list:
    - name: content
      dtype: string
    - name: role
      dtype: string
  - name: source
    dtype: string
  splits:
  - name: train
    num_bytes: 12901675305.337444
    num_examples: 3552028
  download_size: 5483737746
  dataset_size: 12901675305.337444
configs:
- config_name: default
  data_files:
  - split: train
    path: data/train-*
---



Instruct Data From various Sources:
| source                                                     | num_samples | language        | remarks                                          |
|------------------------------------------------------------|-------------|-----------------|--------------------------------------------------|
| BAAI/IndustryInstruction                                   | 897196      | en              | Filtered Chinese                                 |
| BhabhaAI/openhermes-2.5-hindi                               | 620211      | hi              | null                                             |
| smol-magpie-ultra-short                                    | 270838      | en              | null                                             |
| dnyanesh/HindiMathQuest                                    | 250117      | hi              | null                                             |
| mlabonne/opc-sft-stage2-chat                               | 224539      | en              | null                                             |
| manishiitg/hieunguyenminh-roleplay                         | 159204      | hi              | null                                             |
| manishiitg/HuggingFaceH4-ultrachat_200k                     | 147354      | hi              | null                                             |
| damerajee/camel-phy-chem-bio-sharegpt                       | 120000      | hi-en mix      | null                                             |
| DKYoon/dolphin-r1-deepseek-filtered-short                  | 103423      | en              | Filtered Chinese + Small CoT                     |
| sarvamai/samvaad-hi-v1                                     | 101424      | hi              | null                                             |
| data/CoT/aqua_rat.json                                     | 59436       | en              | null                                             |
| mlabonne/lmsys-arena-human-sft-55k                          | 57362       | en              | null                                             |
| nothingiisreal/Kalomaze-Opus-Instruct-25k-filtered           | 48710       | en              | Made BiBo-Specific                               |
| self-oss-instruct                                          | 48071       | en              | null                                             |
| openhermes-50k                                             | 47492       | en              | null                                             |
| smol-contraints                                            | 34433       | en              | null                                             |
| data/CoT/math50k_camel.json                                | 32870       | en              | null                                             |
| allenai/tulu-3-sft-personas-instruction-following           | 29980       | en              | null                                             |
| fhai50032/Hindi-Instruct-HQ                                | 27658       | hi              | Filtered Small and Hallucinated Response         |
| smollm-rewrite-30k                                         | 26657       | en              | null                                             |
| SmallDoge/SmallThoughts                                    | 26000       | en              | Smoll CoT                                        |
| smol-summarize-20k                                         | 19272       | en              | null                                             |
| data/CoT/gsm_rft.json                                      | 18780       | en              | null                                             |
| data/PoT/mathqa.json                                       | 16344       | en              | null                                             |
| aaditya/databricks-dolly-15k-Hinglish-Codemix               | 15008       | en/hi           | null                                             |
| fhai50032/medmcqa-solved-thinking-o1                       | 14248       | en              | CoT                                              |
| one-thing/chatbot_arena_conversations_hinglish             | 11331       | en/hi           | null                                             |
| BhabhaAI/Hi-Instruct-v0                                    | 9969        | hi              | null                                             |
| HuggingFaceH4/deita-10k-v0-sft                             | 9959        | en              | null                                             |
| data/PoT/gsm_gpt4.json                                     | 9697        | en              | null                                             |
| fhai50032/Hinglish-Preference-Humanized-DPO                | 9434        | en/hi           | english question - chosen hinglish answer        |
| fhai50032/Hinglish-Preference-Humanized-DPO )              | 9434        | en/hi           | hinglish question - chosen hinglish answer       |
| data/PoT/numglue.json                                      | 8915        | en              | null                                             |
| data/CoT/MATH_train.json                                   | 7538        | en              | null                                             |
| data/PoT/MATH_train.json                                   | 7063        | en              | null                                             |
| fhai50032/Hinglish-Preference-Humanized-DPO                | 6897        | en/hi           | hinglish question - rejected hinglish answer     |
| fhai50032/Hinglish-Preference-Humanized-DPO                | 6897        | en/hi           | english question - rejected hinglish answer      |
| data/PoT/aqua_rat_filtered.json                            | 6436        | en              | null                                             |
| data/CoT/gsm_train.json                                    | 5012        | en              | null                                             |
| smol-summarize-5k                                          | 4749        | en              | null                                             |
| longalign                                                  | 3560        | en              | null                                             |
| macadeliccc/opus_samantha                                  | 3187        | en              | Specificed To BiBo                               |
| explore-instruct-rewrite                                   | 3017        | en              | null                                             |
| HuggingFaceTB/everyday-conversations-llama3.1-2k            | 2379        | en              | null                                             |
| everyday-conversations                                     | 2252        | en              | null                                             |
| digitalpipelines/samantha-1.1-uncensored                   | 2038        | en              | null                                             |
| data/CoT/college_math.json                                 | 1212        | en              | null                                             |
| OdiaGenAI/roleplay_hindi                                   | 1029        | hi              | null                                             |
| smangrul/hinglish_self_instruct_v0                         | 1018        | en/hi           | null                                             |
| Abhaykoul/Ancient-Indian-Wisdom                            | 616         | en              | null                                             |
| data/PoT/TheoremQA.json                                    | 457         | en              | null                                             |
| data/CoT/TheoremQA.json                                    | 408         | en              | null                                             |
| GAIR/o1-journey                                            | 327         | en              | null                                             |
| data/CoT/number_comparison.json                            | 202         | en              | null                                             |
| fhai50032/Aryabhatt-Hinglish                               | 184         | en/hi           | CoT                                              |
| fhai50032/Aryabhatt-Hinglish                               | 184         | en              | CoT                                              |


## Language Metrics

From the table above (56 rows total), we have three language categories:

- **Pure English ("en")**: 39 rows  
  * Total samples ≈ 2,054,859  
- **Pure Hindi ("hi")**: 8 rows  
  * Total samples ≈ 1,316,966  
- **Mixed (e.g. "en/hi", "hi-en mix")**: 9 rows  
  * Total samples ≈ 180,203  

Overall total samples ≈ 3,552,028

**Percentages:**  
- Pure English: ~57.9%  
- Pure Hindi: ~37.1%  
- Mixed: ~5.1%