Category-2-final / README.md
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---
dataset_info:
features:
- name: code
dtype: string
- name: language
dtype: string
- name: AST_depth
dtype: int64
- name: alphanumeric_fraction
dtype: float64
- name: max_line_length
dtype: int64
- name: avg_line_length
dtype: float64
- name: num_lines
dtype: int64
- name: original_docstring
dtype: string
- name: source
dtype: string
splits:
- name: train
num_bytes: 13101978827.162659
num_examples: 8086793
download_size: 6349554433
dataset_size: 13101978827.162659
configs:
- config_name: default
data_files:
- split: train
path: data/train-*
---
This dataset contains deduplicated data from [The-Vault-function](https://huggingface.co/datasets/Fsoft-AIC/the-vault-function) and [The-Vault-class](https://huggingface.co/datasets/Fsoft-AIC/the-vault-class).
Data filtering notes:
- **AST parsability**: we extracted only the AST parsable codes
- **AST Depth**: only samples with depth from 2.0 to 31.0
- **Maximum Line Length**: only samples with a maximum of 12.0 to 400.0 characters
- **Average Line Length**: only samples with 5.0 to 140.0 characters on average
- **Alphanumeric Fraction** of samples is greater than 0.2 and less than 0.9
- **Number of Lines**: from 6.0 to 300.0
- **Language Filter**: samples whose docstring scores an English language confidence greater than 98% by the `lingua` language detector
- **Deduplication**: samples MinHash deduplicated using a shingle size of 8 and a similarity threshold of 0.7