upload
Browse files- README.md +1 -0
- enron_spam_data.csv +3 -0
- prepare.py +38 -0
- test.jsonl +3 -0
- train.jsonl +3 -0
README.md
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
This is a version of the [Enron Spam Email Dataset](https://github.com/MWiechmann/enron_spam_data), containing emails (subject + message) and a label whether it is spam or ham.
|
enron_spam_data.csv
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:009c86359b5bd6ec142a9b9ca85075ec864fd8c7c1c378c9a430e9427d0f7d57
|
3 |
+
size 51690056
|
prepare.py
ADDED
@@ -0,0 +1,38 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import pandas as pd
|
2 |
+
from collections import Counter
|
3 |
+
import json
|
4 |
+
import random
|
5 |
+
|
6 |
+
df = pd.read_csv("enron_spam_data.csv")
|
7 |
+
df.fillna('', inplace=True)
|
8 |
+
print(df)
|
9 |
+
label2id = {'ham': 0, 'spam': 1}
|
10 |
+
|
11 |
+
rows = [{'message_id': row['Message ID'],
|
12 |
+
'text': (row['Subject']+" "+row['Message']).strip(),
|
13 |
+
'label': label2id[row['Spam/Ham']],
|
14 |
+
'label_text': row['Spam/Ham'],
|
15 |
+
'subject': row['Subject'],
|
16 |
+
'message': row['Message'],
|
17 |
+
'date': row['Date']
|
18 |
+
} for idx, row in df.iterrows()]
|
19 |
+
|
20 |
+
random.seed(42)
|
21 |
+
random.shuffle(rows)
|
22 |
+
|
23 |
+
num_test = 2000
|
24 |
+
splits = {'test': rows[0:num_test], 'train': rows[num_test:]}
|
25 |
+
|
26 |
+
print("Train:", len(splits['train']))
|
27 |
+
print("Test:", len(splits['test']))
|
28 |
+
|
29 |
+
num_spam = Counter()
|
30 |
+
|
31 |
+
for row in splits['test']:
|
32 |
+
num_spam[row['label']] += 1
|
33 |
+
print(num_spam)
|
34 |
+
|
35 |
+
for split in ['train', 'test']:
|
36 |
+
with open(f'{split}.jsonl', 'w') as fOut:
|
37 |
+
for row in splits[split]:
|
38 |
+
fOut.write(json.dumps(row)+"\n")
|
test.jsonl
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:f07a4cca7bfc1d845d4ff59650e69a0ad31d9b5c0409ddad088219f7fc32bb52
|
3 |
+
size 6273613
|
train.jsonl
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:b846cf15bcad7676c37ea3535622e39e6bff5c9c004f634513e4f9c2951e5f02
|
3 |
+
size 101069043
|