Visualize interactive network graphs in python with pyvis

### installation

before you start, make sure you have pyvis installed. you can install it using pip:

### creating interactive network graphs with pyvis

here’s a step-by-step tutorial on how to visualize interactive network graphs using pyvis.

#### step 1: import required libraries

start by importing the necessary libraries. in this example, we'll use `networkx` to create a graph, and `pyvis` to visualize it.

#### step 2: create a graph using networkx

you can create a graph using networkx. here's how to create a simple undirected graph:

#### step 3: visualize the graph with pyvis

now that we have our graph, we can visualize it using pyvis:

#### step 4: running the code

### example: adding customizations

you can customize the appearance of your graph further by setting node colors, sizes, and edges. here’s how you can do that:

### additional customizations

- **node and edge styles**: you can set various properties like size, color, and titles for nodes and edges.
- **interactivity**: you can hover over nodes to see their titles and click to expand or collapse nodes.

### conclusion

with pyvis, creating interactive network graphs in python becomes straightforward and visually appealing. you can easily manipulate and visualize intricate data structures using this combination of networkx and pyvis.

### further reading

- [networkx docum ...

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