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Add dataset README

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  ---
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- dataset_info:
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- features:
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- - name: session_id
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- dtype: string
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- - name: logs
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- list: string
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- - name: metadata
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- struct:
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- - name: duration_seconds
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- dtype: float64
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- - name: host
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- dtype: string
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- - name: hour
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- dtype: int64
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- - name: is_weekend
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- dtype: bool
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- - name: log_types
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- list: string
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- - name: n_logs
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- dtype: int64
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- - name: log_types
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- list: string
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- - name: log_types_str
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- dtype: string
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- - name: n_logs
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- dtype: int64
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- - name: has_attack
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- dtype: bool
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- - name: attack_types
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- list: string
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- - name: attack_types_str
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- dtype: string
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- - name: attack_count
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- dtype: int64
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- - name: attack_ratio
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- dtype: float64
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- - name: label
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- dtype: int64
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- - name: attack_ratio_original
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- dtype: float64
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- - name: severity_labels
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- list: string
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- splits:
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- - name: train
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- num_bytes: 529769012
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- num_examples: 26996
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- download_size: 71863406
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- dataset_size: 529769012
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- configs:
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- - config_name: default
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- data_files:
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- - split: train
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- path: data/train-*
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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+ license: apache-2.0
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+ task_categories:
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+ - text-classification
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+ - other
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+ tags:
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+ - logs
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+ - cybersecurity
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+ - attack-detection
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+ - network-security
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+ size_categories:
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+ - 100K<n<1M
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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+
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+ # ait-distilation-set
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+
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+ Labeled log sessions dataset with attack information.
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+
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+ ## Dataset Description
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+
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+ This dataset combines log sessions from `chYassine/log-sessions-supervised` with attack labels from `chYassine/ait-attack`.
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+
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+ ### Dataset Structure
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+
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+ Each session contains:
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+ - **session_id**: Unique identifier for the session
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+ - **logs**: List of log entries (JSON strings)
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+ - **metadata**: Session metadata including log types, duration, host info
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+ - **log_types**: Types of logs in the session
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+ - **has_attack**: Boolean indicating if session contains attacks
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+ - **attack_types**: List of attack types found in the session
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+ - **attack_count**: Number of logs with attacks
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+ - **attack_ratio**: Ratio of attack logs to total logs
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+
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+ ### Statistics
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+
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+ - Total sessions: 26996
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+ - Sessions with attacks: 7 (0.0%)
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+ - Sessions without attacks: 26989
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+
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+ ### Log Types
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+
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+ - apache2: 12666
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+ - audit: 7811
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+ - dnsteal: 5464
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+ - exim4: 5436
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+ - horde: 5128
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+ - ait.aecid.attacker.wpdiscuz: 4033
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+ - suricata: 5
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+ - downloads: 5
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+ - redis: 3
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+
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+ ### Attack Types
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+
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+ - attacker_change_user,escalate: 7
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+ - escalated_command,escalated_sudo_command,escalate: 7
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+
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+ ## Usage
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+
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+ ```python
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+ from datasets import load_dataset
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+
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+ # Load the dataset
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+ dataset = load_dataset("chYassine/ait-distilation-set", split="train")
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+
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+ # Example: Filter sessions with attacks
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+ attacks_only = dataset.filter(lambda x: x["has_attack"])
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+
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+ # Example: Get sessions by log type
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+ dns_sessions = dataset.filter(lambda x: "dns" in x.get("log_types", []))
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+ ```
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+
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+ ## Source Datasets
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+
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+ - Sessions: [chYassine/log-sessions-supervised](https://huggingface.co/datasets/chYassine/log-sessions-supervised)
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+ - Attacks: [chYassine/ait-attack](https://huggingface.co/datasets/chYassine/ait-attack)
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+
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+ ## Citation
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+
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+ If you use this dataset, please cite the original datasets as well.