diff --git a/tutorials/case_studies/comparing_centralities.ipynb b/tutorials/case_studies/comparing_centralities.ipynb new file mode 100644 index 00000000..8ea38c56 --- /dev/null +++ b/tutorials/case_studies/comparing_centralities.ipynb @@ -0,0 +1,122 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import xgi\n", + "import seaborn as sns\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "H = xgi.load_xgi_data(\"email-enron\")\n", + "H.cleanup()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/yyu8dx/Documents/GitHub/xgi/xgi/algorithms/centrality.py:370: UserWarning: Iteration did not converge!\n", + " warn(\"Iteration did not converge!\")\n", + "/Users/yyu8dx/Documents/GitHub/xgi/xgi/algorithms/centrality.py:142: RuntimeWarning: invalid value encountered in divide\n", + " new_x = np.sign(u[0].item()) * u / norm(u, 1)\n", + "/Users/yyu8dx/Documents/GitHub/xgi/xgi/algorithms/centrality.py:143: RuntimeWarning: invalid value encountered in divide\n", + " new_y = np.sign(v[0].item()) * v / norm(v, 1)\n", + "/Users/yyu8dx/Documents/GitHub/xgi/xgi/algorithms/centrality.py:150: UserWarning: Iteration did not converge!\n", + " warn(\"Iteration did not converge!\")\n" + ] + } + ], + "source": [ + "c1 = H.nodes.clique_eigenvector_centrality.asnumpy()\n", + "c2 = H.nodes.h_eigenvector_centrality.asnumpy()\n", + "c3 = H.nodes.z_eigenvector_centrality.asnumpy()\n", + "c4 = H.nodes.katz_centrality.asnumpy()\n", + "c5 = H.nodes.node_edge_centrality.asnumpy()\n", + "\n", + "df = pd.DataFrame()\n", + "# df[\"node-edge\"] = c1\n", + "df[\"CEC\"] = c1\n", + "df[\"HEC\"] = c2\n", + "df[\"ZEC\"] = c3\n", + "df[\"Katz\"] = c4" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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