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    Network analytics involves analyzing relationships and interactions within a network, such as social networks, communication systems, or traffic flows. Python provides powerful libraries like NetworkX, Matplotlib, and Scapy to perform network analysis and visualization.

    Using NetworkX for Network Analysis

    NetworkX is a widely used library for creating, analyzing, and visualizing complex networks.

    Steps:

    • Install NetworkX:

    pip install networkx
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    • Create a Graph:

    import networkx as nx

    G = nx.Graph()
    G.add_edge('A', 'B')
    G.add_edge('B', 'C')
    G.add_edge('C', 'A')
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    • Analyze the Graph: Degree Centrality: Measures node connectivity. degree_centrality = nx.degree_centrality(G) print(degree_centrality) Clustering Coefficient: Measures the tendency of nodes to form clusters. clustering = nx.clustering(G) print(clustering) Shortest Path: Finds the shortest path between nodes. path = nx.shortest_path(G, source='A', target='C') print(path)

    • Visualize the Graph:

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  2. FreeCodecamp
    https://www.freecodecamp.org › news › build-a-real-time-network-traffic...

    How to Build a Real-time Network Traffic Dashboard with …

    Jan 3, 2025 · Have you ever wanted to visualize your network traffic in real-time? In this tutorial, you will be learning how to build an interactive network traffic analysis dashboard with Python and Streamlit.

  3. Github
    https://github.com › python-realtime-network-monitoring-system

    santh41/python-realtime-network-monitoring-system - GitHub

    Oct 21, 2025 · A Python-based network monitoring tool that captures, analyzes, and visualizes live network traffic in real-time. Built for DevOps engineers and cybersecurity enthusiasts to monitor …

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  5. pyseek.com
    https://pyseek.com › create-a-network-traffic-monitor-using-python

    Create a Network Traffic Monitor using Python - PySeek

    Oct 7, 2022 · While operating systems offer built-in tools like Task Manager (Windows) and System Monitor (Linux/Mac) to provide network statistics, this tutorial will guide you in creating a custom …

  6. DEV Community
    https://dev.to › automating-network-monitoring-with-python-a...

    Automating Network Monitoring with Python: A Hands-On Example

    Sep 2, 2025 · With Python, you can create scripts that perform scans, log results, and even send notifications — all with minimal tools. This post will walk through a practical example, including code …

  7. thelinuxcode.com
    https://thelinuxcode.com › python-script-monitor-network-connection

    The Comprehensive Guide to Monitoring Your Network in Python

    Dec 27, 2023 · In closing, actively monitoring your network connectivity provides immense value through visibility, logging, notifications, and integrations. Here are the core things learned around network …

  8. peerdh.com
    https://peerdh.com › blogs › programming-insights › building-a-real-time...

    Building A Real-time Network Monitoring Tool Using Python

    Building a real-time network monitoring tool using Python is a rewarding project that can enhance your understanding of both networking and programming. With the basics covered, you can expand your …

  9. pyquesthub.com
    https://pyquesthub.com › creating-network-monitoring-scripts-with-python...

    Python Network Monitoring Scripts: An Essential Guide for Automation

    Nov 9, 2024 · Learn how to create Python scripts for network monitoring to enhance automation, improve uptime, and ensure network health.

  10. diogo-lages.github.io
    https://diogo-lages.github.io › posts › python-network-monitor

    Network Monitor | Diogo Lages

    A Python-based desktop application to monitor and analyze real-time network traffic, system performance, and packet details.

  11. Medium
    https://medium.com › @abhipillai › how-to-track-an-ip-address-and-trace...

    How to Track an IP Address and Trace Connections Using Python

    Sep 15, 2024 · By the end of this blog, you’ll be able to build a working Python script that retrieves information about an IP address and leverages this data to trace other related IPs.

  12. woteq.com
    https://woteq.com

    Monitor Network Traffic in Real-Time with Python on Windows 11

    Summary: This guide demonstrated how to use Python’s scapy module to build a real-time network traffic monitor on Windows 11. By installing Npcap and running a simple script with administrator …