Upload folder using huggingface_hub

README.md

@@ -0,0 +1,132 @@
+---
+language:
+- en
+license: cc-by-4.0
+size_categories:
+- 1M<n<10M
+task_categories:
+- tabular-classification
+tags:
+- network-intrusion-detection
+- cybersecurity
+- CICIDS2017
+- IDS
+- binary-classification
+pretty_name: CICIDS2017 Network Intrusion Detection
+configs:
+  - config_name: temporal
+    data_files:
+      - split: train
+        path: temporal/train-*
+      - split: test
+        path: temporal/test-*
+    default: true
+  - config_name: standard
+    data_files:
+      - split: train
+        path: temporal/train-*
+      - split: test
+        path: temporal/test-*
+  - config_name: random
+    data_files:
+      - split: train
+        path: random/train-*
+      - split: test
+        path: random/test-*
+---
+
+# CICIDS2017 Network Intrusion Detection Dataset
+
+The [CICIDS2017](https://www.unb.ca/cic/datasets/ids-2017.html) dataset from the Canadian Institute for Cybersecurity, provided with **temporal and random splits** for fair evaluation.
+
+## Configurations
+
+### `temporal` (default) — Day-Based Temporal Split
+
+> **Note:** `standard` is an alias for `temporal` — both load the same data.
+
+Train on Monday-Thursday, test on Friday. The model must generalize to unseen attack types (DDoS, Botnet, PortScan).
+
+```python
+from datasets import load_dataset
+ds = load_dataset("lacg030175/CICIDS2017", "temporal")  # or "standard"
+# ds["train"]: 2,125,158 rows (Mon-Thu)
+# ds["test"]:  702,718 rows (Friday)
+```
+
+**Train attacks:** 267,771 / 2,125,158 (12.6%)
+**Test attacks:** 288,785 / 702,718 (41.1%)
+
+### `random` — Stratified Random Split
+
+80/20 stratified random split from all days combined.
+
+```python
+ds = load_dataset("lacg030175/CICIDS2017", "random")
+# ds["train"]: 2,262,300 rows
+# ds["test"]:  565,576 rows
+```
+
+## Top-20 RF Features
+
+ 1. Bwd Packet Length Std
+ 2. Destination Port
+ 3. Packet Length Std
+ 4. Bwd Packet Length Max
+ 5. Avg Bwd Segment Size
+ 6. Bwd Packet Length Mean
+ 7. Fwd IAT Std
+ 8. Average Packet Size
+ 9. Packet Length Variance
+10. Flow IAT Max
+11. Packet Length Mean
+12. Init_Win_bytes_forward
+13. Idle Min
+14. Idle Mean
+15. Fwd IAT Max
+16. Flow IAT Std
+17. Flow Packets/s
+18. Flow IAT Mean
+19. Fwd Header Length
+20. Bwd Header Length
+
+## Attack Types
+
+| Day | Attack Types |
+|---|---|
+| Monday | Benign only |
+| Tuesday | FTP-Patator, SSH-Patator |
+| Wednesday | DoS Hulk, DoS GoldenEye, DoS Slowhttptest, DoS slowloris, Heartbleed |
+| Thursday | Web Attack (Brute Force, XSS, SQL Injection), Infiltration |
+| **Friday (test)** | **Bot, DDoS, PortScan** |
+
+## Labels
+
+- **Binary** (`label`): 0 = BENIGN, 1 = Attack
+- **Multi-class** (`Label`): 15 categories (BENIGN + 14 attack types)
+
+## Features
+
+78 numeric flow-level features extracted by CICFlowMeter.
+
+## Preprocessing
+
+- Removed rows with NaN/infinity values
+- Stripped whitespace from column names and labels
+- All features converted to numeric (float64)
+- Added binary `label` column (0=BENIGN, 1=Attack)
+
+## Citation
+
+```bibtex
+@inproceedings{sharafaldin2018toward,
+  title={Toward Generating a New Intrusion Detection Dataset and Intrusion Traffic Characterization},
+  author={Sharafaldin, Iman and Lashkari, Arash Habibi and Ghorbani, Ali A},
+  booktitle={International Conference on Information Systems Security and Privacy},
+  year={2018}
+}
+```
+
+## License
+
+CC BY 4.0 — original dataset by the Canadian Institute for Cybersecurity, University of New Brunswick.

feature_importance.json

@@ -0,0 +1,338 @@
+{
+  "top20": [
+    "Bwd Packet Length Std",
+    "Destination Port",
+    "Packet Length Std",
+    "Bwd Packet Length Max",
+    "Avg Bwd Segment Size",
+    "Bwd Packet Length Mean",
+    "Fwd IAT Std",
+    "Average Packet Size",
+    "Packet Length Variance",
+    "Flow IAT Max",
+    "Packet Length Mean",
+    "Init_Win_bytes_forward",
+    "Idle Min",
+    "Idle Mean",
+    "Fwd IAT Max",
+    "Flow IAT Std",
+    "Flow Packets/s",
+    "Flow IAT Mean",
+    "Fwd Header Length",
+    "Bwd Header Length"
+  ],
+  "all_ranked": [
+    [
+      "Bwd Packet Length Std",
+      0.0837563378633182
+    ],
+    [
+      "Destination Port",
+      0.06879629526647663
+    ],
+    [
+      "Packet Length Std",
+      0.06032804711082539
+    ],
+    [
+      "Bwd Packet Length Max",
+      0.058932110766919565
+    ],
+    [
+      "Avg Bwd Segment Size",
+      0.0437471388275155
+    ],
+    [
+      "Bwd Packet Length Mean",
+      0.04121379424371662
+    ],
+    [
+      "Fwd IAT Std",
+      0.04101142720004286
+    ],
+    [
+      "Average Packet Size",
+      0.035521541337101746
+    ],
+    [
+      "Packet Length Variance",
+      0.031909920793574076
+    ],
+    [
+      "Flow IAT Max",
+      0.03157229045031628
+    ],
+    [
+      "Packet Length Mean",
+      0.030819402445615894
+    ],
+    [
+      "Init_Win_bytes_forward",
+      0.02595738079132567
+    ],
+    [
+      "Idle Min",
+      0.02401246296659628
+    ],
+    [
+      "Idle Mean",
+      0.02386971574502858
+    ],
+    [
+      "Fwd IAT Max",
+      0.023634597075319737
+    ],
+    [
+      "Flow IAT Std",
+      0.022673249317080382
+    ],
+    [
+      "Flow Packets/s",
+      0.02133648266484933
+    ],
+    [
+      "Flow IAT Mean",
+      0.01801800209677785
+    ],
+    [
+      "Fwd Header Length",
+      0.017559964627608872
+    ],
+    [
+      "Bwd Header Length",
+      0.017397805145422333
+    ],
+    [
+      "Init_Win_bytes_backward",
+      0.017168146844842094
+    ],
+    [
+      "Max Packet Length",
+      0.016098926990328485
+    ],
+    [
+      "Subflow Bwd Packets",
+      0.015395475992105374
+    ],
+    [
+      "Subflow Bwd Bytes",
+      0.014412839949641529
+    ],
+    [
+      "Fwd Packet Length Mean",
+      0.013766173721520255
+    ],
+    [
+      "Total Length of Bwd Packets",
+      0.012447634501268139
+    ],
+    [
+      "Flow Bytes/s",
+      0.012102463084973467
+    ],
+    [
+      "Fwd Header Length.1",
+      0.011954928496896493
+    ],
+    [
+      "Bwd Packets/s",
+      0.011152436980891476
+    ],
+    [
+      "Total Backward Packets",
+      0.01112703742802788
+    ],
+    [
+      "Flow Duration",
+      0.011029897503692852
+    ],
+    [
+      "Subflow Fwd Bytes",
+      0.010684539824655566
+    ],
+    [
+      "Fwd Packets/s",
+      0.00958826591972835
+    ],
+    [
+      "Fwd IAT Mean",
+      0.009323617138154614
+    ],
+    [
+      "Fwd Packet Length Max",
+      0.00911402020101561
+    ],
+    [
+      "Fwd IAT Total",
+      0.008577577608562108
+    ],
+    [
+      "Total Length of Fwd Packets",
+      0.00812531827273633
+    ],
+    [
+      "Avg Fwd Segment Size",
+      0.00789561161094297
+    ],
+    [
+      "Flow IAT Min",
+      0.006841831063666978
+    ],
+    [
+      "Subflow Fwd Packets",
+      0.0067868729991015205
+    ],
+    [
+      "Fwd IAT Min",
+      0.006775727587578379
+    ],
+    [
+      "min_seg_size_forward",
+      0.0067192219239098705
+    ],
+    [
+      "Total Fwd Packets",
+      0.004836529356818308
+    ],
+    [
+      "FIN Flag Count",
+      0.004591599879995746
+    ],
+    [
+      "Active Max",
+      0.0035549862551803135
+    ],
+    [
+      "Min Packet Length",
+      0.0031687815796311598
+    ],
+    [
+      "Bwd Packet Length Min",
+      0.002785378787170623
+    ],
+    [
+      "Fwd Packet Length Std",
+      0.0024062055654547445
+    ],
+    [
+      "Idle Max",
+      0.002012727162006491
+    ],
+    [
+      "act_data_pkt_fwd",
+      0.0017644254762753029
+    ],
+    [
+      "Bwd IAT Std",
+      0.0017322127073896032
+    ],
+    [
+      "ACK Flag Count",
+      0.0015676090607401746
+    ],
+    [
+      "Bwd IAT Max",
+      0.0013586461202798378
+    ],
+    [
+      "Fwd Packet Length Min",
+      0.0013296732999971317
+    ],
+    [
+      "Bwd IAT Min",
+      0.0011715694469785925
+    ],
+    [
+      "Bwd IAT Mean",
+      0.0011455506482546248
+    ],
+    [
+      "Bwd IAT Total",
+      0.000983200218468732
+    ],
+    [
+      "Active Min",
+      0.0009824087544876572
+    ],
+    [
+      "Active Std",
+      0.0009262149343992738
+    ],
+    [
+      "SYN Flag Count",
+      0.0008310890034093027
+    ],
+    [
+      "URG Flag Count",
+      0.0007049471092881057
+    ],
+    [
+      "Down/Up Ratio",
+      0.0006538356335079626
+    ],
+    [
+      "Active Mean",
+      0.0006346693896128583
+    ],
+    [
+      "PSH Flag Count",
+      0.0005913842751979574
+    ],
+    [
+      "Idle Std",
+      0.0005663576220807777
+    ],
+    [
+      "Fwd PSH Flags",
+      0.0004786853479820916
+    ],
+    [
+      "Fwd URG Flags",
+      4.345873517300932e-05
+    ],
+    [
+      "CWE Flag Count",
+      2.132125054749009e-05
+    ],
+    [
+      "Bwd Avg Bulk Rate",
+      0.0
+    ],
+    [
+      "Bwd Avg Bytes/Bulk",
+      0.0
+    ],
+    [
+      "Bwd Avg Packets/Bulk",
+      0.0
+    ],
+    [
+      "Bwd PSH Flags",
+      0.0
+    ],
+    [
+      "Bwd URG Flags",
+      0.0
+    ],
+    [
+      "ECE Flag Count",
+      0.0
+    ],
+    [
+      "Fwd Avg Bulk Rate",
+      0.0
+    ],
+    [
+      "Fwd Avg Bytes/Bulk",
+      0.0
+    ],
+    [
+      "Fwd Avg Packets/Bulk",
+      0.0
+    ],
+    [
+      "RST Flag Count",
+      0.0
+    ]
+  ]
+}

random/test-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4b5f31bb5d1f41cd1ef61ed83ff24b47d91d7e9fb44a7f61de61bd2653007171
+size 78379404

random/train-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:93df29850dea6c167aa3224b18fdf07f740cd07ea4b54a7a182b374a14e66462
+size 313668479

temporal/test-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:95e34b6fb93b036ffc4cb92d607625f51628cf81047593f59dfa1cfdcfd70d51
+size 72318531

temporal/train-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6e488527febcdffdc6d22ac9e43eef0a33776b4487bc0d1e0a9a194292a8188b
+size 265000784