Update README with dataset details

README.md

@@ -12,4 +12,83 @@ size_categories:
 
 Each row contains the information of a network packet and its label. The format is given below:
 
-![Data Format](https://huggingface.co/datasets/rdpahalavan/network-packet-flow-header-payload/resolve/main/Data-Format.png)
+![Data Format](https://huggingface.co/datasets/rdpahalavan/network-packet-flow-header-payload/resolve/main/Data-Format.png)
+
+
+### Dataset Details
+
+This dataset is split into a training set and a testing set, contained in `train.csv` and `test.csv` respectively.
+
+**Total Rows:**
+*   **train.csv:** 1,187,781
+*   **test.csv:** 509,050
+
+### Attack Categories
+
+The `attack_cat` column contains the following 24 distinct categories of network traffic:
+
+```
+['DoS Hulk', 'DDoS', 'DoS', 'Reconnaissance', 'Heartbleed', 'Normal', 'Web Attack - XSS', 'FTP Patator', 'Exploits', 'Web Attack - Brute Force', 'SSH Patator', 'Infiltration', 'Generic', 'Worms', 'Fuzzers', 'DoS GoldenEye', 'DoS SlowHTTPTest', 'Analysis', 'DoS Slowloris', 'Bot', 'Shellcode', 'Backdoor', 'Port Scan', 'Web Attack - SQL Injection']
+```
+
+### Data Distribution
+
+The distribution of instances for each attack category in the training and testing sets is as follows:
+
+**Training Set Distribution (`train.csv`):**
+
+| Attack Category | Number of Rows |
+| :--- | :--- |
+| DoS Hulk | 417,967 |
+| Normal | 181,742 |
+| DDoS | 127,975 |
+| Heartbleed | 117,056 |
+| SSH Patator | 59,905 |
+| DoS | 49,047 |
+| Exploits | 45,931 |
+| Generic | 34,343 |
+| FTP Patator | 31,684 |
+| Fuzzers | 25,409 |
+| Reconnaissance | 24,250 |
+| DoS GoldenEye | 23,355 |
+| Web Attack - Brute Force | 13,014 |
+| Infiltration | 7,514 |
+| Worms | 6,552 |
+| DoS SlowHTTPTest | 5,567 |
+| DoS Slowloris | 4,424 |
+| Bot | 3,679 |
+| Web Attack - XSS | 3,605 |
+| Analysis | 1,819 |
+| Backdoor | 1,245 |
+| Shellcode | 1,063 |
+| Port Scan | 605 |
+| Web Attack - SQL Injection | 30 |
+
+**Testing Set Distribution (`test.csv`):**
+
+| Attack Category | Number of Rows |
+| :--- | :--- |
+| DoS Hulk | 178,975 |
+| Normal | 77,908 |
+| DDoS | 54,891 |
+| Heartbleed | 50,304 |
+| SSH Patator | 25,492 |
+| DoS | 21,192 |
+| Exploits | 19,620 |
+| Generic | 14,777 |
+| FTP Patator | 13,505 |
+| Fuzzers | 10,789 |
+| Reconnaissance | 10,395 |
+| DoS GoldenEye | 10,131 |
+| Web Attack - Brute Force | 5,616 |
+| Infiltration | 3,260 |
+| Worms | 2,914 |
+| DoS SlowHTTPTest | 2,432 |
+| DoS Slowloris | 1,852 |
+| Web Attack - XSS | 1,549 |
+| Bot | 1,460 |
+| Analysis | 793 |
+| Backdoor | 507 |
+| Shellcode | 435 |
+| Port Scan | 238 |
+| Web Attack - SQL Injection | 15 |