diff --git a/examples/enron_exploratory_analysis.ipynb b/examples/enron_exploratory_analysis.ipynb index 906ed01..221ad40 100644 --- a/examples/enron_exploratory_analysis.ipynb +++ b/examples/enron_exploratory_analysis.ipynb @@ -13,20 +13,11 @@ "execution_count": 1, "metadata": { "ExecuteTime": { - "end_time": "2020-06-11T17:36:57.125580Z", - "start_time": "2020-06-11T17:36:56.502774Z" + "end_time": "2020-07-17T05:11:52.239559Z", + "start_time": "2020-07-17T05:11:51.468063Z" } }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/makanarastuie/anaconda3/envs/tf/lib/python3.6/site-packages/sklearn/externals/joblib/__init__.py:15: DeprecationWarning: sklearn.externals.joblib is deprecated in 0.21 and will be removed in 0.23. Please import this functionality directly from joblib, which can be installed with: pip install joblib. If this warning is raised when loading pickled models, you may need to re-serialize those models with scikit-learn 0.21+.\n", - " warnings.warn(msg, category=DeprecationWarning)\n" - ] - } - ], + "outputs": [], "source": [ "import sys\n", "from os.path import join\n", @@ -58,8 +49,8 @@ "execution_count": 2, "metadata": { "ExecuteTime": { - "end_time": "2020-06-11T17:36:58.880309Z", - "start_time": "2020-06-11T17:36:58.748942Z" + "end_time": "2020-07-17T05:11:55.300502Z", + "start_time": "2020-07-17T05:11:55.168582Z" } }, "outputs": [ @@ -554,7 +545,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.1" + "version": "3.6.4" }, "toc": { "base_numbering": 1, diff --git a/examples/facebook_wallposts_exploratory_analysis.ipynb b/examples/facebook_wallposts_exploratory_analysis.ipynb index 2505705..8e774c4 100644 --- a/examples/facebook_wallposts_exploratory_analysis.ipynb +++ b/examples/facebook_wallposts_exploratory_analysis.ipynb @@ -14,20 +14,11 @@ "execution_count": 1, "metadata": { "ExecuteTime": { - "end_time": "2020-06-11T17:42:31.864041Z", - "start_time": "2020-06-11T17:42:31.216341Z" + "end_time": "2020-07-17T05:12:26.338039Z", + "start_time": "2020-07-17T05:12:25.704380Z" } }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/makanarastuie/anaconda3/envs/tf/lib/python3.6/site-packages/sklearn/externals/joblib/__init__.py:15: DeprecationWarning: sklearn.externals.joblib is deprecated in 0.21 and will be removed in 0.23. Please import this functionality directly from joblib, which can be installed with: pip install joblib. If this warning is raised when loading pickled models, you may need to re-serialize those models with scikit-learn 0.21+.\n", - " warnings.warn(msg, category=DeprecationWarning)\n" - ] - } - ], + "outputs": [], "source": [ "import sys\n", "from os.path import join\n", @@ -59,8 +50,8 @@ "execution_count": 2, "metadata": { "ExecuteTime": { - "end_time": "2020-06-11T17:42:40.207095Z", - "start_time": "2020-06-11T17:42:33.055932Z" + "end_time": "2020-07-17T05:12:37.544232Z", + "start_time": "2020-07-17T05:12:28.264512Z" } }, "outputs": [ @@ -68,6 +59,8 @@ "name": "stdout", "output_type": "stream", "text": [ + "Downloading Facebook wall-posts dataset from http://socialnetworks.mpi-sws.mpg.de/data/facebook-wall.txt.gz ...\n", + "Download complete.\n", "Number of node: 43,953\n", "Number of events: 852,833\n", "Duration of the network: 1000.0\n" diff --git a/examples/generating_chip_networks.ipynb b/examples/generating_chip_networks.ipynb index 3bf8c49..cdb3d90 100644 --- a/examples/generating_chip_networks.ipynb +++ b/examples/generating_chip_networks.ipynb @@ -11,11 +11,11 @@ }, { "cell_type": "code", - "execution_count": 182, + "execution_count": 1, "metadata": { "ExecuteTime": { - "end_time": "2020-07-15T05:18:31.224204Z", - "start_time": "2020-07-15T05:18:31.108691Z" + "end_time": "2020-07-17T05:27:53.099597Z", + "start_time": "2020-07-17T05:27:52.480216Z" } }, "outputs": [], @@ -92,11 +92,11 @@ }, { "cell_type": "code", - "execution_count": 166, + "execution_count": 2, "metadata": { "ExecuteTime": { - "end_time": "2020-07-15T05:08:58.064633Z", - "start_time": "2020-07-15T05:08:58.049682Z" + "end_time": "2020-07-17T05:27:53.439766Z", + "start_time": "2020-07-17T05:27:53.423782Z" } }, "outputs": [], @@ -108,7 +108,7 @@ "num_classes = len(class_probabilities)\n", "\n", "bp_mu = np.ones((num_classes, num_classes), dtype=np.float) * 0.0001\n", - "np.fill_diagonal(bp_mu, 0.0004)\n", + "np.fill_diagonal(bp_mu, 0.0005)\n", "\n", "bp_alpha = np.ones((num_classes, num_classes), dtype=np.float) * 0.09\n", "np.fill_diagonal(bp_alpha, 0.14)\n", @@ -133,11 +133,11 @@ }, { "cell_type": "code", - "execution_count": 167, + "execution_count": 3, "metadata": { "ExecuteTime": { - "end_time": "2020-07-15T05:09:32.537589Z", - "start_time": "2020-07-15T05:09:21.708515Z" + "end_time": "2020-07-17T05:28:02.784774Z", + "start_time": "2020-07-17T05:27:53.982934Z" } }, "outputs": [], @@ -166,27 +166,27 @@ }, { "cell_type": "code", - "execution_count": 168, + "execution_count": 4, "metadata": { "ExecuteTime": { - "end_time": "2020-07-15T05:09:55.005843Z", - "start_time": "2020-07-15T05:09:55.002689Z" + "end_time": "2020-07-17T05:28:41.384151Z", + "start_time": "2020-07-17T05:28:41.380456Z" } }, "outputs": [ { "data": { "text/plain": [ - "array([[1, 0, 0, 0],\n", - " [0, 0, 0, 1],\n", + "array([[0, 0, 1, 0],\n", + " [0, 1, 0, 0],\n", " [0, 0, 1, 0],\n", " ...,\n", - " [0, 0, 1, 0],\n", " [0, 0, 0, 1],\n", - " [0, 0, 1, 0]])" + " [1, 0, 0, 0],\n", + " [0, 0, 0, 1]])" ] }, - "execution_count": 168, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -204,32 +204,32 @@ }, { "cell_type": "code", - "execution_count": 169, + "execution_count": 5, "metadata": { "ExecuteTime": { - "end_time": "2020-07-15T05:10:17.807694Z", - "start_time": "2020-07-15T05:10:17.804865Z" + "end_time": "2020-07-17T05:29:19.548100Z", + "start_time": "2020-07-17T05:29:19.545308Z" } }, "outputs": [ { "data": { "text/plain": [ - "array([0, 3, 2, 1, 3, 3, 1, 3, 3, 3, 0, 3, 2, 1, 2, 3, 0, 1, 2, 0, 2, 2,\n", - " 2, 0, 3, 2, 2, 2, 3, 0, 1, 1, 3, 1, 3, 3, 0, 1, 3, 2, 0, 2, 3, 0,\n", - " 2, 3, 2, 3, 2, 3, 0, 1, 3, 3, 1, 1, 3, 2, 3, 1, 2, 3, 1, 2, 2, 3,\n", - " 3, 0, 2, 3, 0, 0, 3, 3, 2, 3, 1, 1, 3, 3, 3, 2, 2, 0, 3, 0, 1, 2,\n", - " 0, 2, 0, 2, 3, 2, 3, 3, 0, 2, 2, 2, 3, 3, 2, 0, 3, 1, 3, 1, 3, 0,\n", - " 2, 0, 0, 3, 2, 0, 1, 2, 3, 2, 2, 2, 2, 3, 1, 2, 3, 3, 2, 3, 3, 2,\n", - " 3, 2, 2, 0, 0, 2, 2, 3, 3, 3, 0, 2, 2, 3, 3, 1, 3, 3, 2, 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1677.49201329, 1681.04287807, 1684.61358162, 1688.0591215 ,\n", - " 1691.01019014, 1706.6378105 , 3046.79575666, 6860.89324159,\n", - " 6874.03434798, 6874.97393429, 6878.77541901, 6878.78072711,\n", - " 6879.08359747, 6881.65925097, 9876.37537356]),\n", - " ...}" - ] - }, - "execution_count": 170, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "(10, 26) : [ 710.15815026 4923.76364919 4932.11188115 4943.7920458 7766.88506809]\n" + ] } ], "source": [ - "event_dict" + "for key, val in event_dict.items():\n", + " print(key, ':', val)\n", + " break" ] }, { @@ -5172,21 +285,21 @@ }, { "cell_type": "code", - "execution_count": 171, + "execution_count": 7, "metadata": { "ExecuteTime": { - "end_time": "2020-07-15T05:11:04.025746Z", - "start_time": "2020-07-15T05:11:04.017912Z" + "end_time": "2020-07-17T05:30:35.867238Z", + "start_time": "2020-07-17T05:30:35.859331Z" } }, "outputs": [ { "data": { "text/plain": [ - "489806" + "601450" ] }, - "execution_count": 171, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -5211,27 +324,27 @@ }, { "cell_type": "code", - "execution_count": 172, + "execution_count": 8, "metadata": { "ExecuteTime": { - "end_time": "2020-07-15T05:11:27.083019Z", - "start_time": "2020-07-15T05:11:27.067507Z" + "end_time": "2020-07-17T05:31:13.806296Z", + "start_time": "2020-07-17T05:31:13.785409Z" } }, "outputs": [ { "data": { "text/plain": [ - "array([[0., 1., 1., ..., 1., 1., 0.],\n", - " [0., 0., 1., ..., 1., 1., 1.],\n", - " [1., 1., 0., ..., 1., 1., 1.],\n", + "array([[0., 0., 1., ..., 0., 0., 1.],\n", + " [0., 0., 1., ..., 0., 1., 1.],\n", + " [1., 1., 0., ..., 0., 1., 1.],\n", " ...,\n", - " [1., 0., 1., ..., 0., 1., 1.],\n", - " [0., 1., 0., ..., 0., 0., 1.],\n", - " [1., 1., 1., ..., 1., 1., 0.]])" + " [1., 1., 0., ..., 0., 0., 1.],\n", + " [0., 0., 0., ..., 0., 0., 1.],\n", + " [1., 0., 1., ..., 1., 1., 0.]])" ] }, - "execution_count": 172, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -5249,33 +362,33 @@ }, { "cell_type": "code", - "execution_count": 173, + "execution_count": 9, "metadata": { "ExecuteTime": { - "end_time": "2020-07-15T05:11:49.788870Z", - "start_time": "2020-07-15T05:11:49.782932Z" + "end_time": "2020-07-17T05:31:50.144113Z", + "start_time": "2020-07-17T05:31:50.130299Z" } }, "outputs": [ { "data": { "text/plain": [ - "array([[ 0., 5935., 458., ..., 0., 0., 0.],\n", - " [7765., 0., 411., ..., 0., 0., 0.],\n", - " [ 393., 366., 0., ..., 0., 0., 0.],\n", + "array([[ 0., 0., 9., ..., 0., 0., 1.],\n", + " [ 0., 0., 5., ..., 0., 3., 1.],\n", + " [ 8., 2., 0., ..., 0., 4., 3.],\n", " ...,\n", - " [ 0., 0., 0., ..., 0., 0., 0.],\n", - " [ 0., 0., 0., ..., 0., 0., 0.],\n", - " [ 0., 0., 0., ..., 0., 0., 0.]])" + " [13., 3., 0., ..., 0., 0., 2.],\n", + " [ 0., 0., 0., ..., 0., 0., 5.],\n", + " [ 4., 0., 1., ..., 39., 3., 0.]])" ] }, - "execution_count": 173, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "utils.event_dict_to_aggregated_adjacency(num_nodes, event_dicts, dtype=np.float)" + "utils.event_dict_to_aggregated_adjacency(num_nodes, event_dict, dtype=np.float)" ] }, { @@ -5294,27 +407,27 @@ }, { "cell_type": "code", - "execution_count": 174, + "execution_count": 10, "metadata": { "ExecuteTime": { - "end_time": "2020-07-15T05:12:13.096177Z", - "start_time": "2020-07-15T05:12:12.599066Z" + "end_time": "2020-07-17T05:32:28.735680Z", + "start_time": "2020-07-17T05:32:28.131241Z" } }, "outputs": [ { "data": { "text/plain": [ - "array([[1.21000000e+02, 2.10000000e+01, 1.67593384e-03],\n", - " [1.86000000e+02, 2.60000000e+01, 3.95441496e-01],\n", - " [6.40000000e+01, 2.10000000e+02, 5.12533810e-01],\n", + "array([[6.80000000e+01, 2.28000000e+02, 3.69994523e-02],\n", + " [2.05000000e+02, 2.07000000e+02, 4.68303159e-02],\n", + " [9.00000000e+00, 1.04000000e+02, 6.49292809e-02],\n", " ...,\n", - " [2.40000000e+02, 2.00000000e+01, 9.99997741e+03],\n", - " [7.70000000e+01, 1.11000000e+02, 9.99999174e+03],\n", - " [2.40000000e+01, 9.20000000e+01, 9.99999390e+03]])" + " [1.99000000e+02, 4.40000000e+01, 9.99993051e+03],\n", + " [1.17000000e+02, 1.78000000e+02, 9.99996070e+03],\n", + " [1.18000000e+02, 1.90000000e+01, 9.99997372e+03]])" ] }, - "execution_count": 174, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -5339,19 +452,19 @@ }, { "cell_type": "code", - "execution_count": 175, + "execution_count": 11, "metadata": { "ExecuteTime": { - "end_time": "2020-07-15T05:12:35.931574Z", - "start_time": "2020-07-15T05:12:35.776677Z" + "end_time": "2020-07-17T05:33:07.319516Z", + "start_time": "2020-07-17T05:33:07.081143Z" } }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -5405,11 +518,11 @@ }, { "cell_type": "code", - "execution_count": 180, + "execution_count": 12, "metadata": { "ExecuteTime": { - "end_time": "2020-07-15T05:17:41.974657Z", - "start_time": "2020-07-15T05:17:41.930784Z" + "end_time": "2020-07-17T05:33:45.267348Z", + "start_time": "2020-07-17T05:33:45.222181Z" } }, "outputs": [ @@ -5417,8 +530,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Estimated Community assignment prob: [0.1796875 0.375 0.33203125 0.11328125]\n", - "True Community assignment distribution: [0.1796875 0.11328125 0.33203125 0.375 ]\n", + "Estimated Community assignment prob: [0.27734375 0.44140625 0.1171875 0.1640625 ]\n", + "True Community assignment distribution: [0.1640625 0.1171875 0.27734375 0.44140625]\n", "Adjusted Rank Score: 1.0\n" ] } @@ -5428,10 +541,10 @@ "\n", "agg_adj = utils.event_dict_to_aggregated_adjacency(num_nodes, event_dict, dtype=np.float)\n", "est_node_membership = spectral_cluster(agg_adj, num_classes=num_classes)\n", - "adj_rand = adjusted_rand_score(community_membership, est_node_membership)\n", + "rand = adjusted_rand_score(community_membership, est_node_membership)\n", "print(\"Estimated Community assignment prob:\", np.unique(est_node_membership, return_counts=True)[1] / num_nodes)\n", "print(\"True Community assignment distribution:\", np.unique(community_membership, return_counts=True)[1] / num_nodes)\n", - "print(\"Adjusted Rank Score:\", adj_rand)" + "print(\"Adjusted Rank Score:\", rand)" ] }, { @@ -5443,11 +556,11 @@ }, { "cell_type": "code", - "execution_count": 183, + "execution_count": 13, "metadata": { "ExecuteTime": { - "end_time": "2020-07-15T05:19:31.216927Z", - "start_time": "2020-07-15T05:19:07.726826Z" + "end_time": "2020-07-17T05:34:48.921819Z", + "start_time": "2020-07-17T05:34:23.225418Z" } }, "outputs": [], @@ -5467,24 +580,24 @@ }, { "cell_type": "code", - "execution_count": 184, + "execution_count": 14, "metadata": { "ExecuteTime": { - "end_time": "2020-07-15T05:20:13.116695Z", - "start_time": "2020-07-15T05:20:13.111499Z" + "end_time": "2020-07-17T05:35:27.449549Z", + "start_time": "2020-07-17T05:35:27.447119Z" } }, "outputs": [ { "data": { "text/plain": [ - "array([[3.76229829e-04, 1.01940736e-04, 9.74973297e-05, 9.28494932e-05],\n", - " [1.00583585e-04, 4.01026450e-04, 1.01302417e-04, 1.06230650e-04],\n", - " [1.00244019e-04, 1.00915492e-04, 4.04208507e-04, 9.79917986e-05],\n", - " [9.83877848e-05, 1.03788976e-04, 9.92996484e-05, 3.86133740e-04]])" + "array([[5.05226538e-04, 9.94665027e-05, 9.36644549e-05, 9.66899268e-05],\n", + " [1.00019097e-04, 4.99978681e-04, 1.00606580e-04, 1.01265689e-04],\n", + " [9.92538523e-05, 9.86299020e-05, 5.28334711e-04, 1.08211127e-04],\n", + " [1.09097819e-04, 1.00433674e-04, 9.55949640e-05, 4.98613313e-04]])" ] }, - "execution_count": 184, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -5495,11 +608,11 @@ }, { "cell_type": "code", - "execution_count": 185, + "execution_count": 15, "metadata": { "ExecuteTime": { - "end_time": "2020-07-15T05:20:35.789638Z", - "start_time": "2020-07-15T05:20:35.787207Z" + "end_time": "2020-07-17T05:36:05.755181Z", + "start_time": "2020-07-17T05:36:05.752570Z" } }, "outputs": [ @@ -5507,7 +620,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "MSE: 5.627833588221518e-11\n" + "MSE: 6.610410938095238e-11\n" ] } ], @@ -5529,24 +642,24 @@ }, { "cell_type": "code", - "execution_count": 186, + "execution_count": 16, "metadata": { "ExecuteTime": { - "end_time": "2020-07-15T05:20:58.583360Z", - "start_time": "2020-07-15T05:20:58.580960Z" + "end_time": "2020-07-17T05:36:44.379530Z", + "start_time": "2020-07-17T05:36:44.376848Z" } }, "outputs": [ { "data": { "text/plain": [ - "array([[0.78010059, 0.68688162, 0.69449066, 0.69096501],\n", - " [0.67658576, 0.77425229, 0.67844255, 0.67507567],\n", - " [0.68723738, 0.6923676 , 0.77831514, 0.68775881],\n", - " [0.69827746, 0.67339379, 0.70491425, 0.78009497]])" + "array([[0.77472561, 0.69855334, 0.6973065 , 0.70391316],\n", + " [0.70161261, 0.77563946, 0.68807728, 0.69714099],\n", + " [0.70080568, 0.69186677, 0.77088466, 0.69761362],\n", + " [0.65887627, 0.69198177, 0.69413496, 0.78543816]])" ] }, - "execution_count": 186, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -5557,11 +670,11 @@ }, { "cell_type": "code", - "execution_count": 187, + "execution_count": 17, "metadata": { "ExecuteTime": { - "end_time": "2020-07-15T05:21:21.377881Z", - "start_time": "2020-07-15T05:21:21.375722Z" + "end_time": "2020-07-17T05:37:22.127087Z", + "start_time": "2020-07-17T05:37:22.124449Z" } }, "outputs": [ @@ -5569,7 +682,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "MSE: 8.715997923835253e-05\n" + "MSE: 0.00010426713935299519\n" ] } ], @@ -5586,24 +699,24 @@ }, { "cell_type": "code", - "execution_count": 188, + "execution_count": 18, "metadata": { "ExecuteTime": { - "end_time": "2020-07-15T05:21:44.136702Z", - "start_time": "2020-07-15T05:21:44.134211Z" + "end_time": "2020-07-17T05:38:00.293668Z", + "start_time": "2020-07-17T05:38:00.290351Z" } }, "outputs": [ { "data": { "text/plain": [ - "array([[0.13972997, 0.08995353, 0.09092251, 0.09123923],\n", - " [0.08935548, 0.14064615, 0.08765561, 0.08801684],\n", - " [0.08849511, 0.09095319, 0.14003718, 0.08900039],\n", - " [0.09000445, 0.0863535 , 0.09391486, 0.14287443]])" + "array([[0.13941077, 0.09308703, 0.0912448 , 0.0921727 ],\n", + " [0.09264361, 0.13978861, 0.08992032, 0.09057998],\n", + " [0.09020524, 0.08969897, 0.13932129, 0.09441585],\n", + " [0.08529118, 0.08957094, 0.08681465, 0.13846801]])" ] }, - "execution_count": 188, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -5614,11 +727,11 @@ }, { "cell_type": "code", - "execution_count": 189, + "execution_count": 19, "metadata": { "ExecuteTime": { - "end_time": "2020-07-15T05:22:07.120267Z", - "start_time": "2020-07-15T05:22:07.117767Z" + "end_time": "2020-07-17T05:38:38.436325Z", + "start_time": "2020-07-17T05:38:38.433839Z" } }, "outputs": [ @@ -5626,7 +739,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "MSE: 3.3614460011794973e-06\n" + "MSE: 4.904174536719918e-06\n" ] } ], @@ -5643,24 +756,24 @@ }, { "cell_type": "code", - "execution_count": 190, + "execution_count": 20, "metadata": { "ExecuteTime": { - "end_time": "2020-07-15T05:22:30.037663Z", - "start_time": "2020-07-15T05:22:30.035145Z" + "end_time": "2020-07-17T05:39:14.975667Z", + "start_time": "2020-07-17T05:39:14.973312Z" } }, "outputs": [ { "data": { "text/plain": [ - "array([[0.17911789, 0.13095929, 0.1309197 , 0.1320461 ],\n", - " [0.13206823, 0.18165416, 0.12920123, 0.1303807 ],\n", - " [0.12876935, 0.13136547, 0.1799235 , 0.12940639],\n", - " [0.12889497, 0.12823626, 0.13322878, 0.18315005]])" + "array([[0.17994857, 0.13325687, 0.13085322, 0.13094329],\n", + " [0.13204383, 0.1802237 , 0.13068346, 0.12993065],\n", + " [0.12871648, 0.12964776, 0.1807291 , 0.13534118],\n", + " [0.12944947, 0.12944118, 0.12506884, 0.17629397]])" ] }, - "execution_count": 190, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -5671,11 +784,11 @@ }, { "cell_type": "code", - "execution_count": 191, + "execution_count": 21, "metadata": { "ExecuteTime": { - "end_time": "2020-07-15T05:22:52.710445Z", - "start_time": "2020-07-15T05:22:52.707978Z" + "end_time": "2020-07-17T05:39:51.738217Z", + "start_time": "2020-07-17T05:39:51.735811Z" } }, "outputs": [ @@ -5683,7 +796,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "MSE: 2.68402535292605e-06\n" + "MSE: 5.401529070451339e-06\n" ] } ],