---
dataset_info:
  features:
  - name: text
    dtype: string
  - name: source
    dtype: string
  - name: filtering_features
    dtype: string
  - source_other: dump
    dtype: string
  splits:
  - name: train
    num_examples: 1594197267
  download_size: 3.3TB
license: odc-by
pretty_name: Zyda
task_categories:
- text-generation
language:
- en
size_categories:
- n>1T
configs:
  - config_name: default
    data_files:
      - split: train
        path: data/*/*/*
  - config_name: zyda_no_starcoder
    data_files:
      - split: train
        path: data/zyda_no_starcoder/*/*
  - config_name: zyda_arxiv_only
    data_files:
      - split: train
        path: data/zyda_no_starcoder/zyda_arxiv/*
  - config_name: zyda_c4-en_only
    data_files:
      - split: train
        path: data/zyda_no_starcoder/c4_en/*
  - config_name: zyda_peS2o_only
    data_files:
      - split: train
        path: data/zyda_no_starcoder/zyda_peS2o/*
  - config_name: zyda_pile-uncopyrighted_only
    data_files:
      - split: train
        path: data/zyda_no_starcoder/zyda_pile-uncopyrighted/*
  - config_name: zyda_refinedweb_only
    data_files:
      - split: train
        path: data/zyda_no_starcoder/zyda_refinedweb/*
  - config_name: zyda_slimpajama_only
    data_files:
      - split: train
        path: data/zyda_no_starcoder/zyda_slimpajama/*
  - config_name: zyda_starcoder_only
    data_files:
      - split: train
        path: data/zyda_starcoder/*/*
---
# Dataset Card for Zyda

<!-- Provide a quick summary of the dataset. -->

This dataset card aims to be a base template for new datasets. It has been generated using [this raw template](https://github.com/huggingface/huggingface_hub/blob/main/src/huggingface_hub/templates/datasetcard_template.md?plain=1).

## Dataset Details

Dataset is created by filtering and deduplicating openly available datasets.


## How to download

Full dataset:
`datasets.load_dataset("Zyphra/Zyda", split="train")`

Full dataset without StarCoder:
`datasets.load_dataset("Zyphra/Zyda", name="zyda_no_starcoder", split="train")`

For downloading individual components put their name in the name arg of `load_dataset()`:
- zyda_arxiv_only
- zyda_c4-en_only
- zyda_peS2o_only
- zyda_pile-uncopyrighted_only
- zyda_refinedweb_only
- zyda_slimpajama_only
- zyda_starcoder_only


### Dataset Description

<!-- Provide a longer summary of what this dataset is. -->

- **Curated by:** Zyphra
- **Funded by [optional]:** [More Information Needed]
- **Shared by [optional]:** [More Information Needed]
- **Language(s) (NLP):** English
- **License:** Open Data Commons License

### Dataset Sources [optional]

<!-- Provide the basic links for the dataset. -->

- **Repository:** [More Information Needed]
- **Paper [optional]:** [More Information Needed]
- **Demo [optional]:** [More Information Needed]

## Uses

<!-- Address questions around how the dataset is intended to be used. -->

### Direct Use

<!-- This section describes suitable use cases for the dataset. -->

[More Information Needed]

### Out-of-Scope Use

<!-- This section addresses misuse, malicious use, and uses that the dataset will not work well for. -->

[More Information Needed]

## Dataset Structure

<!-- This section provides a description of the dataset fields, and additional information about the dataset structure such as criteria used to create the splits, relationships between data points, etc. -->

Dataset fields:
- `text`: contains actual text for training
- `source`: component the text is coming from
- `filtering_features`: precomputed values of different features that were used for filtering (converted to json string)
- `source_other`: metadata from the source dataset (converted to json string)


[More Information Needed]

## Dataset Creation

### Curation Rationale

<!-- Motivation for the creation of this dataset. -->

[More Information Needed]

### Source Data

<!-- This section describes the source data (e.g. news text and headlines, social media posts, translated sentences, ...). -->

Pile Uncopyrighted: https://huggingface.co/datasets/monology/pile-uncopyrighted

C4-en: https://huggingface.co/datasets/allenai/c4

peS2o: https://huggingface.co/datasets/allenai/peS2o

RefinedWeb: https://huggingface.co/datasets/tiiuae/falcon-refinedweb

SlimPajama: https://huggingface.co/datasets/cerebras/SlimPajama-627B

arxiv_s2orc_parsed: https://huggingface.co/datasets/ArtifactAI/arxiv_s2orc_parsed

StarCoder: https://huggingface.co/datasets/bigcode/starcoderdata

#### Data Collection and Processing

<!-- This section describes the data collection and processing process such as data selection criteria, filtering and normalization methods, tools and libraries used, etc. -->

[More Information Needed]

#### Who are the source data producers?

<!-- This section describes the people or systems who originally created the data. It should also include self-reported demographic or identity information for the source data creators if this information is available. -->

[More Information Needed]

### Annotations [optional]

<!-- If the dataset contains annotations which are not part of the initial data collection, use this section to describe them. -->

#### Annotation process

<!-- This section describes the annotation process such as annotation tools used in the process, the amount of data annotated, annotation guidelines provided to the annotators, interannotator statistics, annotation validation, etc. -->

[More Information Needed]

#### Who are the annotators?

<!-- This section describes the people or systems who created the annotations. -->

[More Information Needed]

#### Personal and Sensitive Information

<!-- State whether the dataset contains data that might be considered personal, sensitive, or private (e.g., data that reveals addresses, uniquely identifiable names or aliases, racial or ethnic origins, sexual orientations, religious beliefs, political opinions, financial or health data, etc.). If efforts were made to anonymize the data, describe the anonymization process. -->

[More Information Needed]

## Bias, Risks, and Limitations

<!-- This section is meant to convey both technical and sociotechnical limitations. -->

[More Information Needed]

### Recommendations

<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->

Users should be made aware of the risks, biases and limitations of the dataset. More information needed for further recommendations.

## Citation [optional]

<!-- If there is a paper or blog post introducing the dataset, the APA and Bibtex information for that should go in this section. -->

**BibTeX:**

[More Information Needed]

**APA:**

[More Information Needed]

## Glossary [optional]

<!-- If relevant, include terms and calculations in this section that can help readers understand the dataset or dataset card. -->

[More Information Needed]

## More Information [optional]

[More Information Needed]

## Dataset Card Authors [optional]

[More Information Needed]

## Dataset Card Contact

[More Information Needed]