网络探测数据分析实战:用户行为洞察指南

python
# 示例代码：流量模式分析import pandas as pdimport numpy as npdef analyze_traffic_pattern(log_data):
    # 按时间段统计流量
    hourly_traffic = log_data.groupby('hour')['bytes'].sum()
    # 识别异常流量模式
    threshold = hourly_traffic.mean() + 2 * hourly_traffic.std()
    anomalies = hourly_traffic[hourly_traffic > threshold]
    return anomalies

python
from sklearn.ensemble import IsolationForestdef detect_anomalies(features):
    iso_forest = IsolationForest(contamination=0.1)
    predictions = iso_forest.fit_predict(features)
    return predictions

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