mpld3 的 NetworkX D3 强制布局插件
NetworkX D3 Force Layout Plugin for mpld3
我正在创建用于将 NetworkX 图形转换为强制布局的 mpld3 插件。我在理解轴上的缩放在 mpld3 中的工作原理以及如何将其转换为力布局图时遇到了一些问题。
import matplotlib
import matplotlib.pyplot as plt
import numpy as np
import mpld3
from mpld3 import plugins, utils
from networkx.readwrite.json_graph import node_link_data
class NetworkXD3ForceLayoutView(plugins.PluginBase):
"""A simple plugin showing how multiple axes can be linked"""
JAVASCRIPT = """
mpld3.register_plugin("networkxd3forcelayoutview", NetworkXD3ForceLayoutViewPlugin);
NetworkXD3ForceLayoutViewPlugin.prototype = Object.create(mpld3.Plugin.prototype);
NetworkXD3ForceLayoutViewPlugin.prototype.constructor = NetworkXD3ForceLayoutViewPlugin;
NetworkXD3ForceLayoutViewPlugin.prototype.requiredProps = ["graph", "charge", "linkDistance", "gravity"];
function NetworkXD3ForceLayoutViewPlugin(fig, props){
mpld3.Plugin.call(this, fig, props);
};
var color = d3.scale.category20();
NetworkXD3ForceLayoutViewPlugin.prototype.draw = function(){
var zoom = d3.behavior.zoom();
var height = this.fig.height
var width = this.fig.width
var graph = this.props.graph
var gravity = this.props.gravity.toFixed()
var charge = this.props.charge.toFixed()
var linkDistance = this.props.linkDistance.toFixed()
console.log(graph)
var ax = this.fig.axes[0] // axis required for zoomx and zoomy presumably?
var g = d3.select('.mpld3-axes').append('g') // This is right?
var vis = g.append('svg')
.attr('width', this.width)
.attr('height', this.height);
force = d3.layout.force()
.gravity(gravity)
.charge(charge)
.linkDistance(linkDistance)
.nodes(graph.nodes)
.links(graph.links)
.size([width, height])
.start()
var link = vis.selectAll("line.link")
.data(graph.links)
.enter().append("svg:line")
.attr("class", "link")
.attr("stroke", "black")
.style("stroke-width", function(d) { return Math.sqrt(d.value); })
.attr("x1", function(d) { return d.source.x; })
.attr("y1", function(d) { return d.source.y; })
.attr("x2", function(d) { return d.target.x; })
.attr("y2", function(d) { return d.target.y; });
var node = vis.selectAll("circle.node")
.data(graph.nodes)
.enter().append("svg:circle")
.attr("class", "node")
.attr("cx", function(d) { return d.x; })
.attr("cy", function(d) { return d.y; })
.attr("r", 5)
.style("fill", function(d) { return d.color; })
.call(force.drag);
node.append("svg:title")
.text(function(d) { return d.name; });
vis.style("opacity", 1e-6)
.transition()
.duration(1000)
.style("opacity", 1);
force.on("tick", function() {
link.attr("x1", function(d) { return d.source.x; })
.attr("y1", function(d) { return d.source.y; })
.attr("x2", function(d) { return d.target.x; })
.attr("y2", function(d) { return d.target.y; });
node.attr("cx", function(d) { return d.x; })
.attr("cy", function(d) { return d.y; });
});
zoom.on("zoom", function() {
g.attr("transform", "translate(" + d3.event.translate + ")scale(" + d3.event.scale + ")");
})
g.call(zoom)
};
"""
def __init__(self, G, gravity=0.5, link_distance=20, charge=-10):
self.dict_ = {"type": "networkxd3forcelayoutview",
"graph": node_link_data(G),
"gravity": gravity,
"charge": charge,
"linkDistance": link_distance}
fig, ax = plt.subplots(1, 1)
# scatter periods and amplitudes
np.random.seed(0)
import networkx as nx
G=nx.Graph()
G.add_node(1, color='red')
G.add_edge(1,2)
plugins.connect(fig, NetworkXD3ForceLayoutView(G))
mpld3.display()
以上是我能够在笔记本中 运行 的最小工作示例。我已将缩放回调添加到当前包含图形的组元素,因此如果鼠标悬停在节点上,图形将缩放。当我使用自定义工具栏上的缩放时,如何让它工作。这是创建强制布局插件的正确方法吗?我也发布了 here 但可能 SO 更适合这个问题。
我已经发布了一个工作示例 here 供搜索类似内容的任何人使用。
我正在创建用于将 NetworkX 图形转换为强制布局的 mpld3 插件。我在理解轴上的缩放在 mpld3 中的工作原理以及如何将其转换为力布局图时遇到了一些问题。
import matplotlib
import matplotlib.pyplot as plt
import numpy as np
import mpld3
from mpld3 import plugins, utils
from networkx.readwrite.json_graph import node_link_data
class NetworkXD3ForceLayoutView(plugins.PluginBase):
"""A simple plugin showing how multiple axes can be linked"""
JAVASCRIPT = """
mpld3.register_plugin("networkxd3forcelayoutview", NetworkXD3ForceLayoutViewPlugin);
NetworkXD3ForceLayoutViewPlugin.prototype = Object.create(mpld3.Plugin.prototype);
NetworkXD3ForceLayoutViewPlugin.prototype.constructor = NetworkXD3ForceLayoutViewPlugin;
NetworkXD3ForceLayoutViewPlugin.prototype.requiredProps = ["graph", "charge", "linkDistance", "gravity"];
function NetworkXD3ForceLayoutViewPlugin(fig, props){
mpld3.Plugin.call(this, fig, props);
};
var color = d3.scale.category20();
NetworkXD3ForceLayoutViewPlugin.prototype.draw = function(){
var zoom = d3.behavior.zoom();
var height = this.fig.height
var width = this.fig.width
var graph = this.props.graph
var gravity = this.props.gravity.toFixed()
var charge = this.props.charge.toFixed()
var linkDistance = this.props.linkDistance.toFixed()
console.log(graph)
var ax = this.fig.axes[0] // axis required for zoomx and zoomy presumably?
var g = d3.select('.mpld3-axes').append('g') // This is right?
var vis = g.append('svg')
.attr('width', this.width)
.attr('height', this.height);
force = d3.layout.force()
.gravity(gravity)
.charge(charge)
.linkDistance(linkDistance)
.nodes(graph.nodes)
.links(graph.links)
.size([width, height])
.start()
var link = vis.selectAll("line.link")
.data(graph.links)
.enter().append("svg:line")
.attr("class", "link")
.attr("stroke", "black")
.style("stroke-width", function(d) { return Math.sqrt(d.value); })
.attr("x1", function(d) { return d.source.x; })
.attr("y1", function(d) { return d.source.y; })
.attr("x2", function(d) { return d.target.x; })
.attr("y2", function(d) { return d.target.y; });
var node = vis.selectAll("circle.node")
.data(graph.nodes)
.enter().append("svg:circle")
.attr("class", "node")
.attr("cx", function(d) { return d.x; })
.attr("cy", function(d) { return d.y; })
.attr("r", 5)
.style("fill", function(d) { return d.color; })
.call(force.drag);
node.append("svg:title")
.text(function(d) { return d.name; });
vis.style("opacity", 1e-6)
.transition()
.duration(1000)
.style("opacity", 1);
force.on("tick", function() {
link.attr("x1", function(d) { return d.source.x; })
.attr("y1", function(d) { return d.source.y; })
.attr("x2", function(d) { return d.target.x; })
.attr("y2", function(d) { return d.target.y; });
node.attr("cx", function(d) { return d.x; })
.attr("cy", function(d) { return d.y; });
});
zoom.on("zoom", function() {
g.attr("transform", "translate(" + d3.event.translate + ")scale(" + d3.event.scale + ")");
})
g.call(zoom)
};
"""
def __init__(self, G, gravity=0.5, link_distance=20, charge=-10):
self.dict_ = {"type": "networkxd3forcelayoutview",
"graph": node_link_data(G),
"gravity": gravity,
"charge": charge,
"linkDistance": link_distance}
fig, ax = plt.subplots(1, 1)
# scatter periods and amplitudes
np.random.seed(0)
import networkx as nx
G=nx.Graph()
G.add_node(1, color='red')
G.add_edge(1,2)
plugins.connect(fig, NetworkXD3ForceLayoutView(G))
mpld3.display()
以上是我能够在笔记本中 运行 的最小工作示例。我已将缩放回调添加到当前包含图形的组元素,因此如果鼠标悬停在节点上,图形将缩放。当我使用自定义工具栏上的缩放时,如何让它工作。这是创建强制布局插件的正确方法吗?我也发布了 here 但可能 SO 更适合这个问题。
我已经发布了一个工作示例 here 供搜索类似内容的任何人使用。