|
--- |
|
configs: |
|
- config_name: default |
|
data_files: |
|
- split: java_Pointer |
|
path: data/java_Pointer-* |
|
- split: java_Expand |
|
path: data/java_Expand-* |
|
- split: java_Ownership |
|
path: data/java_Ownership-* |
|
- split: java_deprecation |
|
path: data/java_deprecation-* |
|
- split: java_rational |
|
path: data/java_rational-* |
|
- split: java_summary |
|
path: data/java_summary-* |
|
- split: java_usage |
|
path: data/java_usage-* |
|
- split: python_Expand |
|
path: data/python_Expand-* |
|
- split: python_Summary |
|
path: data/python_Summary-* |
|
- split: python_DevelopmentNotes |
|
path: data/python_DevelopmentNotes-* |
|
- split: python_Parameters |
|
path: data/python_Parameters-* |
|
- split: python_Usage |
|
path: data/python_Usage-* |
|
- split: pharo_Example |
|
path: data/pharo_Example-* |
|
- split: pharo_Keymessages |
|
path: data/pharo_Keymessages-* |
|
- split: pharo_Responsibilities |
|
path: data/pharo_Responsibilities-* |
|
- split: pharo_Keyimplementationpoints |
|
path: data/pharo_Keyimplementationpoints-* |
|
- split: pharo_Collaborators |
|
path: data/pharo_Collaborators-* |
|
- split: pharo_Intent |
|
path: data/pharo_Intent-* |
|
- split: pharo_Classreferences |
|
path: data/pharo_Classreferences-* |
|
dataset_info: |
|
features: |
|
- name: comment_sentence_id |
|
dtype: int64 |
|
- name: class |
|
dtype: string |
|
- name: comment_sentence |
|
dtype: string |
|
- name: partition |
|
dtype: int64 |
|
- name: instance_type |
|
dtype: int64 |
|
- name: category |
|
dtype: string |
|
- name: label |
|
dtype: int64 |
|
- name: combo |
|
dtype: string |
|
- name: __index_level_0__ |
|
dtype: int64 |
|
splits: |
|
- name: java_Pointer |
|
num_bytes: 483600 |
|
num_examples: 2418 |
|
- name: java_Expand |
|
num_bytes: 481182 |
|
num_examples: 2418 |
|
- name: java_Ownership |
|
num_bytes: 488436 |
|
num_examples: 2418 |
|
- name: java_deprecation |
|
num_bytes: 493272 |
|
num_examples: 2418 |
|
- name: java_rational |
|
num_bytes: 486018 |
|
num_examples: 2418 |
|
- name: java_summary |
|
num_bytes: 483600 |
|
num_examples: 2418 |
|
- name: java_usage |
|
num_bytes: 478764 |
|
num_examples: 2418 |
|
- name: python_Expand |
|
num_bytes: 421025 |
|
num_examples: 2555 |
|
- name: python_Summary |
|
num_bytes: 423580 |
|
num_examples: 2555 |
|
- name: python_DevelopmentNotes |
|
num_bytes: 446575 |
|
num_examples: 2555 |
|
- name: python_Parameters |
|
num_bytes: 431245 |
|
num_examples: 2555 |
|
- name: python_Usage |
|
num_bytes: 418470 |
|
num_examples: 2555 |
|
- name: pharo_Example |
|
num_bytes: 368156 |
|
num_examples: 1765 |
|
- name: pharo_Keymessages |
|
num_bytes: 375216 |
|
num_examples: 1765 |
|
- name: pharo_Responsibilities |
|
num_bytes: 384041 |
|
num_examples: 1765 |
|
- name: pharo_Keyimplementationpoints |
|
num_bytes: 396396 |
|
num_examples: 1765 |
|
- name: pharo_Collaborators |
|
num_bytes: 378746 |
|
num_examples: 1765 |
|
- name: pharo_Intent |
|
num_bytes: 366391 |
|
num_examples: 1765 |
|
- name: pharo_Classreferences |
|
num_bytes: 382276 |
|
num_examples: 1765 |
|
download_size: 3231436 |
|
dataset_size: 8186989 |
|
task_categories: |
|
- text-classification |
|
size_categories: |
|
- 10K<n<100K |
|
--- |
|
# Dataset Card for "nlbse_ccc" |
|
|
|
A dataset object for the NLBSE'23 Code Comment Classification competition. Please refer to the original [Github repo for more details](https://github.com/nlbse2023/code-comment-classification). |
|
|
|
## Category distribution in the training and test sets |
|
|
|
The table below shows the distribution of positive/negative sentences for each category in the training and testing sets. |
|
|
|
| Language | Category | Training | Training | Testing | Testing | Total | |
|
|----------|--------------------|---------:|---------:|---------:|---------:|-------:| |
|
| | | **Positive** | **Negative** | **Positive** | **Negative** | | |
|
| Java | Expand | 505 | 1426 | 127 | 360 | 2418 | |
|
| Java | Ownership | 90 | 1839 | 25 | 464 | 2418 | |
|
| Java | Deprecation | 100 | 1831 | 27 | 460 | 2418 | |
|
| Java | Rational | 223 | 1707 | 57 | 431 | 2418 | |
|
| Java | Summary | 328 | 1600 | 87 | 403 | 2418 | |
|
| Java | Pointer | 289 | 1640 | 75 | 414 | 2418 | |
|
| Java | Usage | 728 | 1203 | 184 | 303 | 2418 | |
|
| | | **Positive** | **Negative** | **Positive** | **Negative** | | |
|
| Pharo | Responsibilities | 267 | 1139 | 69 | 290 | 1765 | |
|
| Pharo | Keymessages | 242 | 1165 | 63 | 295 | 1765 | |
|
| Pharo | Keyimplementationpoints | 184 | 1222 | 48 | 311 | 1765 | |
|
| Pharo | Collaborators | 99 | 1307 | 28 | 331 | 1765 | |
|
| Pharo | Example | 596 | 812 | 152 | 205 | 1765 | |
|
| Pharo | Classreferences | 60 | 1348 | 17 | 340 | 1765 | |
|
| Pharo | Intent | 173 | 1236 | 45 | 311 | 1765 | |
|
| | | **Positive** | **Negative** | **Positive** | **Negative** | | |
|
| Python | Expand | 402 | 1637 | 102 | 414 | 2555 | |
|
| Python | Parameters | 633 | 1404 | 161 | 357 | 2555 | |
|
| Python | Summary | 361 | 1678 | 93 | 423 | 2555 | |
|
| Python | Developmentnotes | 247 | 1792 | 65 | 451 | 2555 | |
|
| Python | Usage | 637 | 1401 | 163 | 354 | 2555 | |
|
|
|
## Code |
|
|
|
The following code snippet was used to create the dataset: |
|
|
|
``` |
|
# !git clone https://github.com/nlbse2023/code-comment-classification.git |
|
from datasets import DatasetDict |
|
|
|
langs = ['java', 'python', 'pharo'] |
|
lan_cats = [] |
|
dataset_dict = DatasetDict() |
|
for lan in langs: # for each language |
|
df = pd.read_csv(f'./code-comment-classification/{lan}/input/{lan}.csv') |
|
df['label'] = df.instance_type |
|
df['combo'] = df[['comment_sentence', 'class']].agg(' | '.join, axis=1) |
|
print(df.columns) |
|
cats = list(map(lambda x: lan + '_' + x, list(set(df.category)))) |
|
lan_cats = lan_cats + cats |
|
for cat in list(set(df.category)): # for each category |
|
filtered = df[df.category == cat] |
|
dataset_dict[f'{lan}_{cat}'] = Dataset.from_pandas(filtered) |
|
dataset_dict.push_to_hub("AISE-TUDelft/nlbse_ccc", token='hf_********************') |
|
``` |
|
|
