import matplotlib.pyplot as plt import seaborn as sns import pandas as pd class DataVisualization: def __init__(self): sns.set(style="whitegrid") def plot_device_information(self, device_data): df = pd.DataFrame(device_data) plt.figure(figsize=(10, 6)) sns.barplot(x="device_type", y="count", data=df) plt.title("Device Information") plt.xlabel("Device Type") plt.ylabel("Count") plt.show() def plot_network_traffic(self, traffic_data): df = pd.DataFrame(traffic_data) plt.figure(figsize=(10, 6)) sns.lineplot(x="timestamp", y="traffic", hue="protocol", data=df) plt.title("Network Traffic") plt.xlabel("Timestamp") plt.ylabel("Traffic") plt.show() def plot_system_logs(self, log_data): df = pd.DataFrame(log_data) plt.figure(figsize=(10, 6)) sns.heatmap(df.corr(), annot=True, cmap="coolwarm") plt.title("System Logs Correlation") plt.show() def plot_threat_detection(self, threat_data): df = pd.DataFrame(threat_data) plt.figure(figsize=(10, 6)) sns.scatterplot(x="timestamp", y="severity", hue="threat_type", data=df) plt.title("Threat Detection") plt.xlabel("Timestamp") plt.ylabel("Severity") plt.show() def plot_defcon_level(self, defcon_data): df = pd.DataFrame(defcon_data) plt.figure(figsize=(10, 6)) sns.lineplot(x="timestamp", y="defcon_level", data=df) plt.title("Defcon Level Status") plt.xlabel("Timestamp") plt.ylabel("Defcon Level") plt.show() def integrate_with_new_components(self, new_component_data): integrated_data = { "new_component_device_data": new_component_data.get("device_data", {}), "new_component_traffic_data": new_component_data.get("traffic_data", {}), "new_component_log_data": new_component_data.get("log_data", {}), "new_component_threat_data": new_component_data.get("threat_data", {}), "new_component_defcon_data": new_component_data.get("defcon_data", {}) } return integrated_data def ensure_compatibility(self, existing_data, new_component_data): compatible_data = { "existing_device_data": existing_data.get("device_data", {}), "existing_traffic_data": existing_data.get("traffic_data", {}), "existing_log_data": existing_data.get("log_data", {}), "existing_threat_data": existing_data.get("threat_data", {}), "existing_defcon_data": existing_data.get("defcon_data", {}), "new_component_device_data": new_component_data.get("device_data", {}), "new_component_traffic_data": new_component_data.get("traffic_data", {}), "new_component_log_data": new_component_data.get("log_data", {}), "new_component_threat_data": new_component_data.get("threat_data", {}), "new_component_defcon_data": new_component_data.get("defcon_data", {}) } return compatible_data