| 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 |
|
|
