From 2edeb02703cd5cf6f0505b180279d330d2dafdb1 Mon Sep 17 00:00:00 2001 From: Luca Lombardo Date: Mon, 30 Jan 2023 18:58:37 +0100 Subject: [PATCH] tmp, to remove --- testing.ipynb | 790 +++++++++++++++++++++++++++++++++++++++++++++++++- 1 file changed, 788 insertions(+), 2 deletions(-) diff --git a/testing.ipynb b/testing.ipynb index a4d4859..07edd25 100644 --- a/testing.ipynb +++ b/testing.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -28,6 +28,792 @@ "import sys\n", "warnings.filterwarnings(\"ignore\")" ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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GraphNumber of NodesNumber of EdgesAverage DegreeAverage Clustering Coefficientlog NAverage Shortest Path Lengthbetweenness centrality
0Brightkite Checkins Graph649329297390.2427230.7139998.7784803.0133690.000534
1Gowalla Checkins Graph30736279040.8656040.5483728.0304103.5080310.001277
2Foursquare Checkins Graph2324246702212.308090.652737.7510452.1861120.000938
3Brightkite Friendship Graph5420146905.4206640.2185718.5978515.2318070.000664
4(Filtered) Gowalla Friendship Graph229455484.8369660.2342937.7380525.3964880.001331
5Foursquare Friendship Graph139753237.6206160.1834857.2420826.458410.001531
\n", + "
" + ], + "text/plain": [ + " Graph Number of Nodes Number of Edges \\\n", + "0 Brightkite Checkins Graph 6493 292973 \n", + "1 Gowalla Checkins Graph 3073 62790 \n", + "2 Foursquare Checkins Graph 2324 246702 \n", + "3 Brightkite Friendship Graph 5420 14690 \n", + "4 (Filtered) Gowalla Friendship Graph 2294 5548 \n", + "5 Foursquare Friendship Graph 1397 5323 \n", + "\n", + " Average Degree Average Clustering Coefficient log N \\\n", + "0 90.242723 0.713999 8.778480 \n", + "1 40.865604 0.548372 8.030410 \n", + "2 212.30809 0.65273 7.751045 \n", + "3 5.420664 0.218571 8.597851 \n", + "4 4.836966 0.234293 7.738052 \n", + "5 7.620616 0.183485 7.242082 \n", + "\n", + " Average Shortest Path Length betweenness centrality \n", + "0 3.013369 0.000534 \n", + "1 3.508031 0.001277 \n", + "2 2.186112 0.000938 \n", + "3 5.231807 0.000664 \n", + "4 5.396488 0.001331 \n", + "5 6.45841 0.001531 " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "analysis_results = pd.read_pickle('analysis_results.pkl')\n", + "analysis_results" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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GraphNumber of NodesNumber of EdgesAverage DegreeAverage Clustering Coefficientlog NAverage Shortest Path Lengthbetweenness centralityomega-coefficient
0Brightkite Checkins Graph649329297390.2427230.7139998.7784803.0133690.000534NaN
1Gowalla Checkins Graph30736279040.8656040.5483728.0304103.5080310.001277NaN
2Foursquare Checkins Graph2324246702212.308090.652737.7510452.1861120.000938NaN
3Brightkite Friendship Graph5420146905.4206640.2185718.5978515.2318070.000664NaN
4(Filtered) Gowalla Friendship Graph229455484.8369660.2342937.7380525.3964880.001331NaN
5Foursquare Friendship Graph139753237.6206160.1834857.2420826.458410.001531NaN
\n", + "
" + ], + "text/plain": [ + " Graph Number of Nodes Number of Edges \\\n", + "0 Brightkite Checkins Graph 6493 292973 \n", + "1 Gowalla Checkins Graph 3073 62790 \n", + "2 Foursquare Checkins Graph 2324 246702 \n", + "3 Brightkite Friendship Graph 5420 14690 \n", + "4 (Filtered) Gowalla Friendship Graph 2294 5548 \n", + "5 Foursquare Friendship Graph 1397 5323 \n", + "\n", + " Average Degree Average Clustering Coefficient log N \\\n", + "0 90.242723 0.713999 8.778480 \n", + "1 40.865604 0.548372 8.030410 \n", + "2 212.30809 0.65273 7.751045 \n", + "3 5.420664 0.218571 8.597851 \n", + "4 4.836966 0.234293 7.738052 \n", + "5 7.620616 0.183485 7.242082 \n", + "\n", + " Average Shortest Path Length betweenness centrality omega-coefficient \n", + "0 3.013369 0.000534 NaN \n", + "1 3.508031 0.001277 NaN \n", + "2 2.186112 0.000938 NaN \n", + "3 5.231807 0.000664 NaN \n", + "4 5.396488 0.001331 NaN \n", + "5 6.45841 0.001531 NaN " + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "analysis_results['omega-coefficient'] = np.nan\n", + "analysis_results" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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GraphNumber of NodesNumber of EdgesAverage DegreeAverage Clustering Coefficientlog NAverage Shortest Path Lengthbetweenness centralityomega-coefficient
0Brightkite Checkins Graph649329297390.2427230.7139998.7784803.0133690.000534NaN
1Gowalla Checkins Graph30736279040.8656040.5483728.0304103.5080310.001277NaN
2Foursquare Checkins Graph2324246702212.308090.652737.7510452.1861120.000938NaN
3Brightkite Friendship Graph5420146905.4206640.2185718.5978515.2318070.000664NaN
4(Filtered) Gowalla Friendship Graph229455484.8369660.2342937.7380525.3964880.001331NaN
5Foursquare Friendship Graph139753237.6206160.1834857.2420826.458410.001531NaN
\n", + "
" + ], + "text/plain": [ + " Graph Number of Nodes Number of Edges \\\n", + "0 Brightkite Checkins Graph 6493 292973 \n", + "1 Gowalla Checkins Graph 3073 62790 \n", + "2 Foursquare Checkins Graph 2324 246702 \n", + "3 Brightkite Friendship Graph 5420 14690 \n", + "4 (Filtered) Gowalla Friendship Graph 2294 5548 \n", + "5 Foursquare Friendship Graph 1397 5323 \n", + "\n", + " Average Degree Average Clustering Coefficient log N \\\n", + "0 90.242723 0.713999 8.778480 \n", + "1 40.865604 0.548372 8.030410 \n", + "2 212.30809 0.65273 7.751045 \n", + "3 5.420664 0.218571 8.597851 \n", + "4 4.836966 0.234293 7.738052 \n", + "5 7.620616 0.183485 7.242082 \n", + "\n", + " Average Shortest Path Length betweenness centrality omega-coefficient \n", + "0 3.013369 0.000534 NaN \n", + "1 3.508031 0.001277 NaN \n", + "2 2.186112 0.000938 NaN \n", + "3 5.231807 0.000664 NaN \n", + "4 5.396488 0.001331 NaN \n", + "5 6.45841 0.001531 NaN " + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# rename (Filtered) Gowalla Friendship Graph in Gowalla Friendship Graph\n", + "analysis_results.loc[analysis_results['Graph'] == 'Filtered Gowalla Friendship Graph', 'Graph'] = 'Gowalla Friendship Graph'\n", + "analysis_results" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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GraphNumber of NodesNumber of EdgesAverage DegreeAverage Clustering Coefficientlog NAverage Shortest Path Lengthbetweenness centralityomega-coefficient
0Brightkite Checkins Graph649329297390.2427230.7139998.7784803.0133690.000534-0.180
1Gowalla Checkins Graph30736279040.8656040.5483728.0304103.5080310.001277-0.240
2Foursquare Checkins Graph2324246702212.308090.652737.7510452.1861120.000938-0.056
3Brightkite Friendship Graph5420146905.4206640.2185718.5978515.2318070.000664NaN
4(Filtered) Gowalla Friendship Graph229455484.8369660.2342937.7380525.3964880.001331NaN
5Foursquare Friendship Graph139753237.6206160.1834857.2420826.458410.001531NaN
\n", + "
" + ], + "text/plain": [ + " Graph Number of Nodes Number of Edges \\\n", + "0 Brightkite Checkins Graph 6493 292973 \n", + "1 Gowalla Checkins Graph 3073 62790 \n", + "2 Foursquare Checkins Graph 2324 246702 \n", + "3 Brightkite Friendship Graph 5420 14690 \n", + "4 (Filtered) Gowalla Friendship Graph 2294 5548 \n", + "5 Foursquare Friendship Graph 1397 5323 \n", + "\n", + " Average Degree Average Clustering Coefficient log N \\\n", + "0 90.242723 0.713999 8.778480 \n", + "1 40.865604 0.548372 8.030410 \n", + "2 212.30809 0.65273 7.751045 \n", + "3 5.420664 0.218571 8.597851 \n", + "4 4.836966 0.234293 7.738052 \n", + "5 7.620616 0.183485 7.242082 \n", + "\n", + " Average Shortest Path Length betweenness centrality omega-coefficient \n", + "0 3.013369 0.000534 -0.180 \n", + "1 3.508031 0.001277 -0.240 \n", + "2 2.186112 0.000938 -0.056 \n", + "3 5.231807 0.000664 NaN \n", + "4 5.396488 0.001331 NaN \n", + "5 6.45841 0.001531 NaN " + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Foursquare Checkins Graph : -0.056\n", + "# Gowalla Checkins Graph : -0.24\n", + "# Brightkite Checkins Graph : -0.18\n", + "\n", + "# add omega-coefficient to the respective graphs\n", + "analysis_results.loc[analysis_results['Graph'] == 'Foursquare Checkins Graph', 'omega-coefficient'] = -0.056\n", + "analysis_results.loc[analysis_results['Graph'] == 'Gowalla Checkins Graph', 'omega-coefficient'] = -0.24\n", + "analysis_results.loc[analysis_results['Graph'] == 'Brightkite Checkins Graph', 'omega-coefficient'] = -0.18\n", + "analysis_results" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "# rename (Filtered) Gowalla Friendship Graph in Gowalla Friendship Graph\n", + "analysis_results.loc[analysis_results['Graph'] == '(Filtered) Gowalla Friendship Graph', 'Graph'] = 'Gowalla Friendship Graph'" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "# FourSquare Friendship Graph : -0.17\n", + "# Gowalla Friendship Graph : -0.25\n", + "# Brightkite Friendship Graph : -0.20\n", + "\n", + "# add omega-coefficient to the respective graphs\n", + "analysis_results.loc[analysis_results['Graph'] == 'Foursquare Friendship Graph', 'omega-coefficient'] = -0.17\n", + "analysis_results.loc[analysis_results['Graph'] == 'Gowalla Friendship Graph', 'omega-coefficient'] = -0.25\n", + "analysis_results.loc[analysis_results['Graph'] == 'Brightkite Friendship Graph', 'omega-coefficient'] = -0.20" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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GraphNumber of NodesNumber of EdgesAverage DegreeAverage Clustering Coefficientlog NAverage Shortest Path Lengthbetweenness centralityomega-coefficient
0Brightkite Checkins Graph649329297390.2427230.7139998.7784803.0133690.000534-0.180
1Gowalla Checkins Graph30736279040.8656040.5483728.0304103.5080310.001277-0.240
2Foursquare Checkins Graph2324246702212.308090.652737.7510452.1861120.000938-0.056
3Brightkite Friendship Graph5420146905.4206640.2185718.5978515.2318070.000664-0.200
4Gowalla Friendship Graph229455484.8369660.2342937.7380525.3964880.001331-0.250
5Foursquare Friendship Graph139753237.6206160.1834857.2420826.458410.001531-0.170
\n", + "
" + ], + "text/plain": [ + " Graph Number of Nodes Number of Edges Average Degree \\\n", + "0 Brightkite Checkins Graph 6493 292973 90.242723 \n", + "1 Gowalla Checkins Graph 3073 62790 40.865604 \n", + "2 Foursquare Checkins Graph 2324 246702 212.30809 \n", + "3 Brightkite Friendship Graph 5420 14690 5.420664 \n", + "4 Gowalla Friendship Graph 2294 5548 4.836966 \n", + "5 Foursquare Friendship Graph 1397 5323 7.620616 \n", + "\n", + " Average Clustering Coefficient log N Average Shortest Path Length \\\n", + "0 0.713999 8.778480 3.013369 \n", + "1 0.548372 8.030410 3.508031 \n", + "2 0.65273 7.751045 2.186112 \n", + "3 0.218571 8.597851 5.231807 \n", + "4 0.234293 7.738052 5.396488 \n", + "5 0.183485 7.242082 6.45841 \n", + "\n", + " betweenness centrality omega-coefficient \n", + "0 0.000534 -0.180 \n", + "1 0.001277 -0.240 \n", + "2 0.000938 -0.056 \n", + "3 0.000664 -0.200 \n", + "4 0.001331 -0.250 \n", + "5 0.001531 -0.170 " + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "analysis_results\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# save the results into a pickle file\n", + "analysis_results.to_pickle('analysis_results.pkl')" + ] } ], "metadata": { @@ -46,7 +832,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.9" + "version": "3.10.9 (main, Dec 19 2022, 17:35:49) [GCC 12.2.0]" }, "orig_nbformat": 4, "vscode": {