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@mikk-c
Created August 5, 2024 12:08
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "63c65911-203f-43dc-94db-10a24b9e0319",
"metadata": {},
"outputs": [],
"source": [
"import random\n",
"import networkx as nx\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.manifold import TSNE\n",
"from gensim.models import Word2Vec"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "54d0bca7-59a7-432f-ac81-fafe5815d8ca",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"H = nx.read_edgelist(\"1/data.txt\", create_using = nx.Graph(), delimiter = \"\\t\", nodetype = int)\n",
"# Let's make sure the nodes are properly sorted in ascending order\n",
"G = nx.Graph()\n",
"G.add_nodes_from(sorted(H.nodes))\n",
"G.add_edges_from(H.edges)\n",
"\n",
"list(G.nodes)[:10]"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "73eb5200-d903-42fa-b732-271273a652c3",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[[226, 999, 403, 999, 633, 956, 406],\n",
" [482, 833, 999, 412, 935, 663, 499],\n",
" [11, 924, 834, 379, 681, 379, 781],\n",
" [269, 979, 742, 824, 606, 450, 69],\n",
" [565, 316, 565, 646, 892, 741, 750],\n",
" [332, 350, 332, 971, 846, 971, 446],\n",
" [810, 937, 551, 928, 637, 485, 278],\n",
" [38, 877, 38, 981, 744, 532, 921],\n",
" [709, 540, 886, 562, 507, 952, 816],\n",
" [893, 98, 963, 822, 97, 822, 974]]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rndwalks = list(nx.generate_random_paths(G, 10000, path_length = 6))\n",
"rndwalks[:10]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "f9b69fa0-485e-418e-bbc9-31a55202796a",
"metadata": {},
"outputs": [],
"source": [
"model = Word2Vec(sentences = rndwalks, vector_size = 32, min_count = 1, workers = 8)\n",
"\n",
"nodemap = [None] * len(G.nodes)\n",
"for k in model.wv.key_to_index:\n",
" nodemap[k] = model.wv.key_to_index[k]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "975d82ad-f8e6-468e-a590-89c1ce9c4487",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ -7.984585 , 38.036995 ],\n",
" [ -2.3470328 , 26.599693 ],\n",
" [ -0.9127703 , 20.943567 ],\n",
" ...,\n",
" [ 35.2794 , 12.600729 ],\n",
" [ -0.79697025, 45.038116 ],\n",
" [ -0.07100227, -36.80278 ]], dtype=float32)"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"reducer = TSNE(n_components = 2, init = \"pca\")\n",
"embeddings = reducer.fit_transform(model.wv.vectors[nodemap])\n",
"\n",
"embeddings"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "c4539b46-cea4-4752-ab37-74466f58d8e5",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"nodes = list(G.nodes)\n",
"\n",
"node_color = {}\n",
"with open(\"1/nodes.txt\", 'r') as f:\n",
" for line in f:\n",
" fields = line.strip().split('\\t')\n",
" node_color[int(fields[0])] = int(fields[1]) + 1\n",
"\n",
"pos = {nodes[i]: (embeddings[i][0], embeddings[i][1]) for i in range(len(embeddings))}\n",
"nx.draw_networkx(G, pos = pos, node_color = [node_color[n] for n in G.nodes], cmap = plt.cm.Set1, vmin = 1, vmax = 8, with_labels = False, node_size = 10, edge_color = \"#dddddd\", width = 0.5)\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.3"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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