examples/4_dolphins.ipynb

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    "## More styling\n",
    "\n",
    "Bottlenose dolphins are [incredible creatures](https://en.wikipedia.org/wiki/Bottlenose_dolphin#:~:text=.%5B41%5D-,Physiology,-and%20senses%5B). We'll honour them in our own small way by plotting [data](http://www-personal.umich.edu/~mejn/netdata/) from a fascinating study by [Lusseau et al, 2003](https://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.174.3721&rep=rep1&type=pdf). A group of dolphins were continuously observed for 7 years, enabling inference of \"preferred companionships\", hence various studies of the nature and dynamics of their relationships.\n",
    "\n",
    "The example shows\n",
    "- how to nicely lay out a non-trivial association network\n",
    "- further examples of tweaking appearance attributes (colour, size, labels etc)"
   ]
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   "execution_count": null,
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   "outputs": [],
   "source": [
    "# If running for the first rime, uncomment below to install dependencies\n",
    "\n",
    "# !sudo apt install libgraphviz-dev graphviz  # on Colab, Debian / Ubuntu etc - or on a Mac: brew install graphviz\n",
    "# !pip install alph[graphviz] cython \"git+https://github.com/connectedcompany/forceatlas2.git\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "import altair as alt\n",
    "import networkx as nx\n",
    "\n",
    "\"..\" not in sys.path and sys.path.append(\"..\")\n",
    "from alph import alph, layout, util\n",
    "\n",
    "util.set_altair_renderer()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's load the graph, and add centrality measures that we'll use to aid the visual representation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "G = nx.read_gml(\"data/dolphins.gml\", label=\"id\")\n",
    "nx.set_node_attributes(G, nx.degree_centrality(G), \"degree_centrality\")\n",
    "nx.set_node_attributes(G, nx.betweenness_centrality(G), \"betweenness_centrality\")"
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   "attachments": {},
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    "Plot the network, using\n",
    "- degree centrality to size the nodes\n",
    "- sex for node colour, noting that sex was not known for 4 individuals\n",
    "- selective labelling based on high centrality scores\n",
    "- non-default text font"
   ]
  },
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   "cell_type": "code",
   "execution_count": 3,
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",
      "text/plain": [
       "<VegaLite 4 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alph(\n",
    "    G,\n",
    "    layout_fn=lambda g: \n",
    "        layout.force_atlas(g, strongGravityMode=False, gravity=2, seed=33\n",
    "    ),\n",
    "    node_args=dict(\n",
    "        size=alt.Size(\n",
    "            \"degree_centrality\", scale=alt.Scale(domain=[0,0.5], range=[6**2, 20**2]), legend=None\n",
    "        ),\n",
    "        fill=alt.Color(\n",
    "            \"sex\", scale=alt.Scale(domain=[\"M\", \"F\", \"U\"], range=[\"darkblue\", \"orange\", \"green\"]), legend=None\n",
    "        ),\n",
    "        tooltip_attrs=[\"label\", \"sex\"],\n",
    "        label_attr=alt.condition(\n",
    "            (alt.datum.degree_centrality > 0.14) | (alt.datum.betweenness_centrality > 0.05),\n",
    "            \"label\",\n",
    "            alt.value(\"\")\n",
    "        ),\n",
    "        label_offset=8,\n",
    "        label_size=9,\n",
    "    ),\n",
    "    edge_args=dict(\n",
    "        color=\"black\",\n",
    "        opacity=0.4,\n",
    "        strokeWidth=alt.value(0.5),\n",
    "    ),\n",
    ").configure_view(\n",
    "    stroke=\"transparent\"\n",
    ").configure_text(\n",
    "    font=\"Verdana, Sans\"\n",
    ").properties(\n",
    "    width=720, height=500, padding=20\n",
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