From b1ac6cbbe355d999191423683b61ea2cb8b014a8 Mon Sep 17 00:00:00 2001 From: Solange Emmenegger <solange.emmenegger@hslu.ch> Date: Wed, 14 Sep 2022 12:29:12 +0000 Subject: [PATCH] Last files checked with higher memory allocation --- ...rt Vector Machines as Exercise (old).ipynb | 60 +--- ...ion - Part 1 - Multivariate Gaussian.ipynb | 340 +++++++++++++++--- .../Anomaly Detection_Solution - Part 2.ipynb | 79 ++-- 3 files changed, 345 insertions(+), 134 deletions(-) diff --git a/notebooks/07 B Support Vector Machines/Support Vector Machines as Exercise (old).ipynb b/notebooks/07 B Support Vector Machines/Support Vector Machines as Exercise (old).ipynb index d5ac6ab..64c35a3 100644 --- a/notebooks/07 B Support Vector Machines/Support Vector Machines as Exercise (old).ipynb +++ b/notebooks/07 B Support Vector Machines/Support Vector Machines as Exercise (old).ipynb @@ -74,7 +74,7 @@ " " ], "text/plain": [ - "<IPython.lib.display.YouTubeVideo at 0x7f63ec56e610>" + "<IPython.lib.display.YouTubeVideo at 0x7fa6fd99a820>" ] }, "execution_count": 2, @@ -384,7 +384,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -480,7 +480,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -565,7 +565,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -594,7 +594,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "0d0bb085de00436ba25931bb5c5e5bf0", + "model_id": "333c57c56b9f4fa4bd19ca6f5df690da", "version_major": 2, "version_minor": 0 }, @@ -687,7 +687,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -965,7 +965,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": { "solution2": "shown", "solution2_first": true @@ -989,26 +989,15 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": { - "collapsed": true, "jupyter": { - "outputs_hidden": true, "source_hidden": true }, "solution2": "shown", "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "f1 SVM: 0.963564483384977\n", - "accuracy SVM: 0.99318\n" - ] - } - ], + "outputs": [], "source": [ "y_pred = clf.predict(X_test)\n", "accuracy = accuracy_score(y_test, y_pred)\n", @@ -1027,7 +1016,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": { "solution2": "hidden", "solution2_first": true @@ -1049,40 +1038,15 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": { - "collapsed": true, "jupyter": { - "outputs_hidden": true, "source_hidden": true }, "solution2": "hidden", "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "accuracy logistic regression: 0.92146\n", - "f score logistic regression: 0.48240411229735075\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/conda/lib/python3.9/site-packages/sklearn/linear_model/_logistic.py:444: ConvergenceWarning: lbfgs failed to converge (status=1):\n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", - "\n", - "Increase the number of iterations (max_iter) or scale the data as shown in:\n", - " https://scikit-learn.org/stable/modules/preprocessing.html\n", - "Please also refer to the documentation for alternative solver options:\n", - " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", - " n_iter_i = _check_optimize_result(\n" - ] - } - ], + "outputs": [], "source": [ "logReg = LogisticRegression()\n", "logReg.fit(X_train, y_train)\n", diff --git a/notebooks/12 B Anomaly Detection/Anomaly Detection - Part 1 - Multivariate Gaussian.ipynb b/notebooks/12 B Anomaly Detection/Anomaly Detection - Part 1 - Multivariate Gaussian.ipynb index 7364911..ce1eacc 100644 --- a/notebooks/12 B Anomaly Detection/Anomaly Detection - Part 1 - Multivariate Gaussian.ipynb +++ b/notebooks/12 B Anomaly Detection/Anomaly Detection - Part 1 - Multivariate Gaussian.ipynb @@ -68,7 +68,7 @@ " " ], "text/plain": [ - "<IPython.lib.display.YouTubeVideo at 0x7f569c7eafd0>" + "<IPython.lib.display.YouTubeVideo at 0x7f0702316f10>" ] }, "execution_count": 2, @@ -532,7 +532,7 @@ "ascii": false, "bar_format": null, "colour": null, - "elapsed": 0.023709535598754883, + "elapsed": 0.01927042007446289, "initial": 0, "n": 0, "ncols": null, @@ -546,7 +546,7 @@ "unit_scale": false }, "application/vnd.jupyter.widget-view+json": { - "model_id": "fad6c4e0f8014d14b74c2ad14c202ebd", + "model_id": "f8f56dc91ed24171bba119b527f7dea7", "version_major": 2, "version_minor": 0 }, @@ -770,7 +770,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -788,7 +788,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -808,7 +808,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -824,9 +824,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(114218, 18)\n", + "(114218,)\n", + "Number of anomalies: 492\n" + ] + } + ], "source": [ "# Add anomalies to the test set\n", "X_test = np.concatenate([X_test, anomalies_X])\n", @@ -853,9 +863,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(57109, 18)\n", + "(57109,)\n", + "Number of anomalies y_test: 231\n", + "(57109, 18)\n", + "(57109,)\n", + "Number of anomalies y_val: 261\n" + ] + } + ], "source": [ "X_test, X_val, y_test, y_val = train_test_split(X_test, y_test, test_size=0.5, random_state=42)\n", "print(X_test.shape)\n", @@ -878,7 +901,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": { "solution2": "hidden", "solution2_first": true @@ -900,7 +923,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": { "jupyter": { "source_hidden": true @@ -928,7 +951,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": { "lines_to_next_cell": 2, "solution2": "hidden", @@ -951,7 +974,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": { "jupyter": { "source_hidden": true @@ -974,7 +997,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": { "solution2": "hidden", "solution2_first": true @@ -993,7 +1016,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": { "jupyter": { "source_hidden": true @@ -1001,7 +1024,18 @@ "solution2": "hidden", "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9959551033987638" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y_pred = dummy_predict(X_test)\n", "accuracy_score(y_pred, y_test)" @@ -1025,7 +1059,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": { "solution2": "hidden", "solution2_first": true @@ -1044,7 +1078,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": { "jupyter": { "source_hidden": true @@ -1052,7 +1086,18 @@ "solution2": "hidden", "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 284315\n", + "1 492\n", + "Name: Class, dtype: int64\n", + "Percentage of fraudulent data: 0.1727485630620034\n" + ] + } + ], "source": [ "print(df.Class.value_counts())\n", "print(\"Percentage of fraudulent data:\", 100*df.Class.value_counts()[1] /len(df))" @@ -1067,7 +1112,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -1084,9 +1129,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "cm = confusion_matrix(y_test, y_pred)\n", "plot_confusion_matrix(cm)" @@ -1109,9 +1167,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Precision: 0.0\n", + "Recall 0.0\n", + "F1 0.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1334: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, msg_start, len(result))\n" + ] + } + ], "source": [ "precision, recall, f1, _ = precision_recall_fscore_support(y_test, y_pred, average=\"binary\")\n", "print(\"Precision:\", precision)\n", @@ -1143,7 +1219,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": { "lines_to_next_cell": 2, "solution2": "shown", @@ -1167,7 +1243,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": { "jupyter": { "source_hidden": true @@ -1186,7 +1262,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -1205,7 +1281,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": { "solution2": "hidden", "solution2_first": true @@ -1227,7 +1303,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "metadata": { "jupyter": { "source_hidden": true @@ -1245,9 +1321,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Precision: 0.12998040496407576\n", + "Recall 0.8614718614718615\n", + "F1 0.22587968217934162\n" + ] + } + ], "source": [ "eps = 1e-20\n", "y_pred = predict(X_test, gauss, eps)\n", @@ -1259,9 +1345,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "cm = confusion_matrix(y_test, y_pred)\n", "plot_confusion_matrix(cm)" @@ -1293,11 +1392,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Min density: 0.0\n", + "Max density: 8.41619337890139e-08\n" + ] + } + ], "source": [ "densities = gauss.pdf(X_val)\n", "print(\"Min density:\", densities.min())\n", @@ -1314,9 +1422,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Min density: -12344.176421882974\n", + "Max density: -16.290523110689932\n" + ] + } + ], "source": [ "densities = gauss.logpdf(X_val)\n", "print(\"Min density:\", densities.min())\n", @@ -1334,7 +1451,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "metadata": { "solution2": "hidden", "solution2_first": true @@ -1355,7 +1472,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "metadata": { "jupyter": { "source_hidden": true @@ -1381,9 +1498,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 40, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Best epsilon -281.55123090658685 with f1 score 0.7227533460803058\n" + ] + } + ], "source": [ "expected_anomalies = y_val.sum()\n", "sorted_densities = np.sort(gauss.logpdf(X_val))\n", @@ -1420,18 +1545,38 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 41, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "-12344.176421882974" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "densities.min()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 42, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Maximum epsilon: -16.290523110689932\n", + "Minimum epsilon: -500\n" + ] + } + ], "source": [ "X_anomalies = anomalies.drop(columns=[\"Class\"]).values\n", "densities = gauss.logpdf(X_val)\n", @@ -1453,7 +1598,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 43, "metadata": { "solution2": "hidden", "solution2_first": true @@ -1485,7 +1630,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 44, "metadata": { "jupyter": { "source_hidden": true @@ -1493,7 +1638,46 @@ "solution2": "hidden", "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "application/json": { + "ascii": false, + "bar_format": null, + "colour": null, + "elapsed": 0.11262321472167969, + "initial": 0, + "n": 0, + "ncols": null, + "nrows": null, + "postfix": null, + "prefix": "", + "rate": null, + "total": 1000, + "unit": "it", + "unit_divisor": 1000, + "unit_scale": false + }, + "application/vnd.jupyter.widget-view+json": { + "model_id": "4e09119cd1664248a5b0b33a20b7fcfc", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/1000 [00:00<?, ?it/s]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Best epsilon -303.9015634232527 with f1 score 0.7325581395348838\n" + ] + } + ], "source": [ "f1_scores = []\n", "recall_scores = []\n", @@ -1524,9 +1708,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 45, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(-16.290523110689932, -500.0)" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x576 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots(figsize=(10,8))\n", "ax.plot(epsilons, f1_scores, label=\"f1\")\n", @@ -1555,9 +1762,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 46, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Precision: 0.7086956521739131\n", + "Recall 0.7056277056277056\n", + "F1 0.7071583514099784\n" + ] + } + ], "source": [ "y_pred = predict(X_test, gauss, best_eps)\n", "precision, recall, f1, _ = precision_recall_fscore_support(y_test, y_pred, average=\"binary\")\n", @@ -1575,9 +1792,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 47, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "cm = confusion_matrix(y_test, y_pred)\n", "plot_confusion_matrix(cm)" diff --git a/notebooks/12 B Anomaly Detection/Anomaly Detection_Solution - Part 2.ipynb b/notebooks/12 B Anomaly Detection/Anomaly Detection_Solution - Part 2.ipynb index c787bdc..6abe778 100644 --- a/notebooks/12 B Anomaly Detection/Anomaly Detection_Solution - Part 2.ipynb +++ b/notebooks/12 B Anomaly Detection/Anomaly Detection_Solution - Part 2.ipynb @@ -239,23 +239,9 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, - "outputs": [ - { - "ename": "AssertionError", - "evalue": "\nArrays are not equal\n\nMismatched elements: 50 / 50 (100%)\n x: array([1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.])\n y: array(None, dtype=object)", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mAssertionError\u001b[0m Traceback (most recent call last)", - "Input \u001b[0;32mIn [7]\u001b[0m, in \u001b[0;36m<cell line: 3>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m threshold \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m10\u001b[39m\n\u001b[1;32m 2\u001b[0m y_pred \u001b[38;5;241m=\u001b[39m predict(cluster_centers \u001b[38;5;241m+\u001b[39m threshold \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m1\u001b[39m, cluster_centers, threshold)\n\u001b[0;32m----> 3\u001b[0m \u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtesting\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43massert_equal\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mones\u001b[49m\u001b[43m(\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mlen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mcluster_centers\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_pred\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 5\u001b[0m y_pred \u001b[38;5;241m=\u001b[39m predict(cluster_centers, cluster_centers, threshold)\n\u001b[1;32m 6\u001b[0m np\u001b[38;5;241m.\u001b[39mtesting\u001b[38;5;241m.\u001b[39massert_equal(np\u001b[38;5;241m.\u001b[39mzeros((\u001b[38;5;28mlen\u001b[39m(cluster_centers))), y_pred)\n", - " \u001b[0;31m[... skipping hidden 2 frame]\u001b[0m\n", - "File \u001b[0;32m/opt/conda/lib/python3.9/site-packages/numpy/testing/_private/utils.py:844\u001b[0m, in \u001b[0;36massert_array_compare\u001b[0;34m(comparison, x, y, err_msg, verbose, header, precision, equal_nan, equal_inf)\u001b[0m\n\u001b[1;32m 840\u001b[0m err_msg \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m'\u001b[39m \u001b[38;5;241m+\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;241m.\u001b[39mjoin(remarks)\n\u001b[1;32m 841\u001b[0m msg \u001b[38;5;241m=\u001b[39m build_err_msg([ox, oy], err_msg,\n\u001b[1;32m 842\u001b[0m verbose\u001b[38;5;241m=\u001b[39mverbose, header\u001b[38;5;241m=\u001b[39mheader,\n\u001b[1;32m 843\u001b[0m names\u001b[38;5;241m=\u001b[39m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mx\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124my\u001b[39m\u001b[38;5;124m'\u001b[39m), precision\u001b[38;5;241m=\u001b[39mprecision)\n\u001b[0;32m--> 844\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mAssertionError\u001b[39;00m(msg)\n\u001b[1;32m 845\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m:\n\u001b[1;32m 846\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mtraceback\u001b[39;00m\n", - "\u001b[0;31mAssertionError\u001b[0m: \nArrays are not equal\n\nMismatched elements: 50 / 50 (100%)\n x: array([1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.])\n y: array(None, dtype=object)" - ] - } - ], + "outputs": [], "source": [ "threshold = 10\n", "y_pred = predict(cluster_centers + threshold + 1, cluster_centers, threshold)\n", @@ -283,9 +269,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "6c370d0b78bd4f708c36f50b2eb13d45", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(FloatSlider(value=1.0, description='thresh', max=20.0), Output()), _dom_classes=('widget…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "@widgets.interact(thresh =(0,20,0.1))\n", "def f(thresh=1):\n", @@ -314,13 +315,30 @@ "outputs": [ { "data": { + "application/json": { + "ascii": false, + "bar_format": null, + "colour": null, + "elapsed": 0.017639636993408203, + "initial": 0, + "n": 0, + "ncols": null, + "nrows": null, + "postfix": null, + "prefix": "", + "rate": null, + "total": 200, + "unit": "it", + "unit_divisor": 1000, + "unit_scale": false + }, "application/vnd.jupyter.widget-view+json": { - "model_id": "a0c4570fb07a45e9ae2df0bb439b8279", + "model_id": "580ed1844b14436e986884a363e5521c", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(HTML(value=''), FloatProgress(value=0.0, max=200.0), HTML(value='')))" + " 0%| | 0/200 [00:00<?, ?it/s]" ] }, "metadata": {}, @@ -330,8 +348,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "\n", - "Best threshold 9.949748743718594 with f1 score 0.7087198515769944\n" + "Best threshold 10.050251256281408 with f1 score 0.7047970479704798\n" ] } ], @@ -367,7 +384,7 @@ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x7fd0fc170e20>" + "<matplotlib.legend.Legend at 0x7feda4d05fa0>" ] }, "execution_count": 11, @@ -376,7 +393,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 720x576 with 1 Axes>" ] @@ -408,19 +425,19 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Detected number of outliers: 259\n", + "Detected number of outliers: 250\n", "Actual number of outliers: 231\n", "------\n", - "Precision: 0.6563706563706564\n", + "Precision: 0.68\n", "Recall 0.7359307359307359\n", - "F1 0.6938775510204082\n" + "F1 0.7068607068607069\n" ] } ], @@ -438,7 +455,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -455,12 +472,12 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 360x360 with 2 Axes>" ] -- GitLab