Commit ·
dca2cf3
verified ·
0
Parent(s):
Duplicate from cybersectony/PhishingEmailDetectionv2.0
Browse filesCo-authored-by: Tony Kiplagat Cheptoo <cybersectony@users.noreply.huggingface.co>
- .gitattributes +58 -0
- README.md +59 -0
- data/test-00000-of-00001.parquet +3 -0
- data/train-00000-of-00001.parquet +3 -0
- data/validation-00000-of-00001.parquet +3 -0
.gitattributes
ADDED
|
@@ -0,0 +1,58 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
*.7z filter=lfs diff=lfs merge=lfs -text
|
| 2 |
+
*.arrow filter=lfs diff=lfs merge=lfs -text
|
| 3 |
+
*.bin filter=lfs diff=lfs merge=lfs -text
|
| 4 |
+
*.bz2 filter=lfs diff=lfs merge=lfs -text
|
| 5 |
+
*.ckpt filter=lfs diff=lfs merge=lfs -text
|
| 6 |
+
*.ftz filter=lfs diff=lfs merge=lfs -text
|
| 7 |
+
*.gz filter=lfs diff=lfs merge=lfs -text
|
| 8 |
+
*.h5 filter=lfs diff=lfs merge=lfs -text
|
| 9 |
+
*.joblib filter=lfs diff=lfs merge=lfs -text
|
| 10 |
+
*.lfs.* filter=lfs diff=lfs merge=lfs -text
|
| 11 |
+
*.lz4 filter=lfs diff=lfs merge=lfs -text
|
| 12 |
+
*.mlmodel filter=lfs diff=lfs merge=lfs -text
|
| 13 |
+
*.model filter=lfs diff=lfs merge=lfs -text
|
| 14 |
+
*.msgpack filter=lfs diff=lfs merge=lfs -text
|
| 15 |
+
*.npy filter=lfs diff=lfs merge=lfs -text
|
| 16 |
+
*.npz filter=lfs diff=lfs merge=lfs -text
|
| 17 |
+
*.onnx filter=lfs diff=lfs merge=lfs -text
|
| 18 |
+
*.ot filter=lfs diff=lfs merge=lfs -text
|
| 19 |
+
*.parquet filter=lfs diff=lfs merge=lfs -text
|
| 20 |
+
*.pb filter=lfs diff=lfs merge=lfs -text
|
| 21 |
+
*.pickle filter=lfs diff=lfs merge=lfs -text
|
| 22 |
+
*.pkl filter=lfs diff=lfs merge=lfs -text
|
| 23 |
+
*.pt filter=lfs diff=lfs merge=lfs -text
|
| 24 |
+
*.pth filter=lfs diff=lfs merge=lfs -text
|
| 25 |
+
*.rar filter=lfs diff=lfs merge=lfs -text
|
| 26 |
+
*.safetensors filter=lfs diff=lfs merge=lfs -text
|
| 27 |
+
saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
| 28 |
+
*.tar.* filter=lfs diff=lfs merge=lfs -text
|
| 29 |
+
*.tar filter=lfs diff=lfs merge=lfs -text
|
| 30 |
+
*.tflite filter=lfs diff=lfs merge=lfs -text
|
| 31 |
+
*.tgz filter=lfs diff=lfs merge=lfs -text
|
| 32 |
+
*.wasm filter=lfs diff=lfs merge=lfs -text
|
| 33 |
+
*.xz filter=lfs diff=lfs merge=lfs -text
|
| 34 |
+
*.zip filter=lfs diff=lfs merge=lfs -text
|
| 35 |
+
*.zst filter=lfs diff=lfs merge=lfs -text
|
| 36 |
+
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
| 37 |
+
# Audio files - uncompressed
|
| 38 |
+
*.pcm filter=lfs diff=lfs merge=lfs -text
|
| 39 |
+
*.sam filter=lfs diff=lfs merge=lfs -text
|
| 40 |
+
*.raw filter=lfs diff=lfs merge=lfs -text
|
| 41 |
+
# Audio files - compressed
|
| 42 |
+
*.aac filter=lfs diff=lfs merge=lfs -text
|
| 43 |
+
*.flac filter=lfs diff=lfs merge=lfs -text
|
| 44 |
+
*.mp3 filter=lfs diff=lfs merge=lfs -text
|
| 45 |
+
*.ogg filter=lfs diff=lfs merge=lfs -text
|
| 46 |
+
*.wav filter=lfs diff=lfs merge=lfs -text
|
| 47 |
+
# Image files - uncompressed
|
| 48 |
+
*.bmp filter=lfs diff=lfs merge=lfs -text
|
| 49 |
+
*.gif filter=lfs diff=lfs merge=lfs -text
|
| 50 |
+
*.png filter=lfs diff=lfs merge=lfs -text
|
| 51 |
+
*.tiff filter=lfs diff=lfs merge=lfs -text
|
| 52 |
+
# Image files - compressed
|
| 53 |
+
*.jpg filter=lfs diff=lfs merge=lfs -text
|
| 54 |
+
*.jpeg filter=lfs diff=lfs merge=lfs -text
|
| 55 |
+
*.webp filter=lfs diff=lfs merge=lfs -text
|
| 56 |
+
# Video files - compressed
|
| 57 |
+
*.mp4 filter=lfs diff=lfs merge=lfs -text
|
| 58 |
+
*.webm filter=lfs diff=lfs merge=lfs -text
|
README.md
ADDED
|
@@ -0,0 +1,59 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
dataset_info:
|
| 3 |
+
features:
|
| 4 |
+
- name: content
|
| 5 |
+
dtype: string
|
| 6 |
+
- name: label
|
| 7 |
+
dtype: int64
|
| 8 |
+
splits:
|
| 9 |
+
- name: train
|
| 10 |
+
num_bytes: 47241927
|
| 11 |
+
num_examples: 120000
|
| 12 |
+
- name: validation
|
| 13 |
+
num_bytes: 5052323
|
| 14 |
+
num_examples: 20000
|
| 15 |
+
- name: test
|
| 16 |
+
num_bytes: 14856442
|
| 17 |
+
num_examples: 60000
|
| 18 |
+
download_size: 40289388
|
| 19 |
+
dataset_size: 67150692
|
| 20 |
+
configs:
|
| 21 |
+
- config_name: default
|
| 22 |
+
data_files:
|
| 23 |
+
- split: train
|
| 24 |
+
path: data/train-*
|
| 25 |
+
- split: validation
|
| 26 |
+
path: data/validation-*
|
| 27 |
+
- split: test
|
| 28 |
+
path: data/test-*
|
| 29 |
+
---
|
| 30 |
+
|
| 31 |
+
# Phishing Email Detection Dataset
|
| 32 |
+
|
| 33 |
+
A comprehensive dataset combining email messages and URLs for phishing detection.
|
| 34 |
+
|
| 35 |
+
## Dataset Overview
|
| 36 |
+
|
| 37 |
+
### Quick Facts
|
| 38 |
+
- **Task Type**: Multi-class Classification
|
| 39 |
+
- **Languages**: English
|
| 40 |
+
- **Total Samples**: 200,000 entries
|
| 41 |
+
- **Size Split**:
|
| 42 |
+
- Email samples: 22,644
|
| 43 |
+
- URL samples: 177,356
|
| 44 |
+
- **Label Distribution**: Four classes (0, 1, 2, 3)
|
| 45 |
+
- **Format**: Two columns - `content` and `labels`
|
| 46 |
+
|
| 47 |
+
## Dataset Structure
|
| 48 |
+
|
| 49 |
+
### Features
|
| 50 |
+
```python
|
| 51 |
+
{
|
| 52 |
+
'content': Value(dtype='string', description='The text content - either email body or URL'),
|
| 53 |
+
'labels': ClassLabel(num_classes=4, names=[
|
| 54 |
+
'legitimate_email', # 0
|
| 55 |
+
'phishing_email', # 1
|
| 56 |
+
'legitimate_url', # 2
|
| 57 |
+
'phishing_url' # 3
|
| 58 |
+
], description='Multi-class label for content classification')
|
| 59 |
+
}
|
data/test-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:ddbedae0c45d52b0c950c9831a8a6b6db13de27ea1cd3e5e3c09f32e692214dc
|
| 3 |
+
size 9212615
|
data/train-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e7348e0d2daaa4ac3aef88c14762db698ce66facdc35c7961474970aab4f38b5
|
| 3 |
+
size 27908780
|
data/validation-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:44b311616f0636de0151a882185b362444ae25b3c162b5c245d4a0809253075a
|
| 3 |
+
size 3167993
|