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README.md

@@ -1,38 +1,68 @@
+
 ---
-dataset_info:
-  features:
-  - name: request
-    dtype: string
-  - name: label
-    dtype:
-      class_label:
-        names:
-          '0': normal
-          '1': sqli
-          '2': xss
-          '3': ssrf
-          '4': ssti
-          '5': lfi
-          '6': traversal
-  splits:
-  - name: train
-    num_bytes: 3088380
-    num_examples: 4900
-  - name: validation
-    num_bytes: 443142
-    num_examples: 700
-  - name: test
-    num_bytes: 878744
-    num_examples: 1400
-  download_size: 1076968
-  dataset_size: 4410266
-configs:
-- config_name: default
-  data_files:
-  - split: train
-    path: data/train-*
-  - split: validation
-    path: data/validation-*
-  - split: test
-    path: data/test-*
+license: cc-by-4.0
+task_categories:
+- text-classification
+language:
+- en
+tags:
+- security
+- web-attacks
+- http
+- waf
+- payloads
+pretty_name: HTTP Attack Requests (multi-class)
 ---
+
+# HTTP Attack Requests — multi-class
+
+Real HTTP requests labelled with the web-attack class carried in the request,
+for training and evaluating request/payload classifiers (WAF / DAST style).
+
+## Classes (7)
+
+`normal`, `sqli`, `xss`, `ssrf`, `ssti`, `lfi`, `traversal`
+(IDOR is intentionally excluded — it's an access-control flaw with no payload signature.)
+
+## How it was built (and why it's shortcut-resistant)
+
+Every example is a full HTTP request built on the **same real envelopes** (CSIC 2010
+normal requests). For attack classes, **one query-param value is replaced** with a real
+attack payload; `normal` keeps its real benign value. The **`Host`/domain is randomised**
+on every request. So neither request structure nor domain can be used as a shortcut —
+the only signal is the injected value. This is a deliberate guard against
+[shortcut learning](https://www.nature.com/articles/s42256-020-00257-z).
+
+## Provenance
+
+| Class | Source |
+|-------|--------|
+| envelopes + `normal` values | CSIC 2010 (`bridge4/CSIC2010_dataset_classification`) — real |
+| `sqli`, `xss`, `lfi`, `traversal` | PayloadsAllTheThings — real payload lists |
+| `ssrf`, `ssti` | templated (no clean public payload file) |
+
+## Splits
+
+| split | rows |
+|-------|------|
+| train | 4900 |
+| validation | 700 |
+| test | 1400 |
+
+Balanced: 1000 per class across all splits combined.
+
+## Usage
+
+```python
+from datasets import load_dataset
+ds = load_dataset("SecureAI-SE/http-attack-requests")
+print(ds["train"][0])   # {'request': 'GET /...', 'label': 2}
+ds["train"].features["label"].names   # ['normal','sqli','xss','ssrf','ssti','lfi','traversal']
+```
+
+## Intended use & ethics
+
+For **authorised** security research, WAF/IDS training, and education. It contains real
+attack payloads; do not use them against systems you do not own or have permission to test.
+
+Built for the *Fine-Tuning LLMs for Security Engineers* course (Secure AI).