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zz4L+%mW)zqLm7^)B0@Q(P!=$xQ*fV*@Kqk&q9>yW?=kkILGeg08M;nQMAQP-*3)&; zK79B`%Q)-0RU8K=CPqwzXEx?_D6xuq<;heUDSR@2BL5$0>-+F{jv;3OxdTf#DE=3y zX4U9Tysv~TQCd7Lau7y{NL13cMKh#fH&*|try)FiDZAGuG; zz$z88pncIQ&2IGcii{b}DAXipo7X*mgBHEIcb}7aos}vT4%Q@@v+`sT#ItD($r?{V z&}P)~P}9eTnm#e%9; zkWLU`4Q-J_xk<-WAT" ] @@ -433,7 +433,8 @@ "source": [ "predictions = [clf1_predicted_proba[:,1], clf2_predicted_proba[:,1], clf3_predicted_proba[:,1]]\n", "\n", - "get_multiple_calibration_plot(predictions, y_test)" + "get_multiple_calibration_plot(predictions, y_test)\n", + "plt.savefig('../images/bmlpa_figures/ch07-4.png', dpi=300)" ] }, { @@ -452,12 +453,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "\tBrier: 0.236\n" + "\tBrier: 0.233\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -469,7 +470,8 @@ } ], "source": [ - "get_calibration_plot(clf1_predicted_proba[:,1], y_test, figsize=(10, 8))" + "get_calibration_plot(clf1_predicted_proba[:,1], y_test, figsize=(10, 8))\n", + "plt.savefig('../images/bmlpa_figures/ch07-3.png', dpi=300)" ] }, { @@ -493,7 +495,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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\n", 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" ] @@ -554,9 +556,9 @@ ], "metadata": { "kernelspec": { - "display_name": "ml_editor", + "display_name": "Python 3", "language": "python", - "name": "ml_editor" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -568,7 +570,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.5" + "version": "3.7.3" } }, "nbformat": 4,