# Traceix AI Security Telemetry

These files are uploaded monthly automatically by Traceix and provided as is under the CC BY 4.0 license. You can test the datasets simply by doing the following:

```python
# do_dataset_publishing()
from datasets import load_dataset
import pandas as pd
from sklearn.linear_model import LogisticRegression
from sklearn.model_selection import train_test_split


# Load the Traceix telemetry dataset
ds = load_dataset(
    "PerkinsFund/traceix-ai-security-telemetry",
    data_files="traceix-telemetry-corpus-2025-12.jsonl",  # Or whatever month you want
    split="train",
)

# We will need to flatten nested JSON into columns
df = ds.to_pandas()
df_flat = pd.json_normalize(df.to_dict(orient="records"))

# Define the features and label based on schema
feature_cols = [
    "decrypted_training_data.SizeOfCode",
    "decrypted_training_data.SectionsMeanEntropy",
    "decrypted_training_data.ImportsNb",
]

label_col = "model_classification_info.identified_class"

# We don't have to but we will drop the rows with missing data
df_flat = df_flat.dropna(subset=feature_cols + [label_col])

X = df_flat[feature_cols].values
y = (df_flat[label_col] == "malicious").astype(int)

# Start the training and test split
X_train, X_test, y_train, y_test = train_test_split(
    X, y, test_size=0.2, random_state=42
)

# Test the basic file classifier
clf = LogisticRegression(max_iter=1000)
clf.fit(X_train, y_train)

print("Test accuracy:", clf.score(X_test, y_test))
```

---
license: cc-by-4.0
tags:
- malware
- cybersecurity
- ATT&CK
- MBC
- pe-files
- elf-files
- binary-classification
- tabular-data
- threat-intelligence
- digital-forensics
- reverse-engineering
- incident-response
- security-telemetry
- ai-security
- security-ml
- mitre-attack
- mitre-mbc
- windows
- linux
- executable-files
- static-analysis
- behavioral-analysis
- classification
- anomaly-detection
- intrusion-detection
- explainable-ai
- model-evaluation
- benchmarking
- training
- evaluation
- research
- education
- teaching
pretty_name: traceix-corpus
---