From a6c50627a8712470c4b1e1fa4dbd44919d8f0b1c Mon Sep 17 00:00:00 2001 From: Marco Ancona Date: Tue, 19 Feb 2019 17:26:25 +0100 Subject: [PATCH] minor --- examples/parkinson/parkinson_dataset.ipynb | 220 +++++---------------- 1 file changed, 47 insertions(+), 173 deletions(-) diff --git a/examples/parkinson/parkinson_dataset.ipynb b/examples/parkinson/parkinson_dataset.ipynb index e397fbf..7e2b9b3 100644 --- a/examples/parkinson/parkinson_dataset.ipynb +++ b/examples/parkinson/parkinson_dataset.ipynb @@ -419,32 +419,7 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[1.3082829]]\n", - "1.3082847566725058\n", - "3.2559823393821716\n" - ] - } - ], - "source": [ - "# Sanity check for exact shap and DASP\n", - "print (fModel.predict(np.array([xs[0]])) - fModel.predict(np.array([np.zeros_like(xs[0])])))\n", - "print (a_exact[0].sum())\n", - "print (a_dasp[0].sum())\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 22, + "execution_count": 36, "metadata": { "collapsed": false }, @@ -569,43 +544,12 @@ "metadata": {}, "source": [ "## Comparison of feature importance assigned by Integrated Gradients and DASP\n", - "We use the plot from (Lundberg et al., 2017) to visualize how features are attributed different importance values over the 100 samples we are considering. In the following plot, each dot is an individual in the dataset. Notice, for example, how Integrated Gradients underestimates the impact (positive or negative) of *age* while overestimates the one of *sex*." + "We use the plot from (Lundberg et al., 2017) to visualize how features are attributed different importance values over the 100 samples we are considering. In the following plot, each dot is an individual in the dataset. Notice, for example, how Integrated Gradients overestimates the impact (positive or negative) of *age*." ] }, { "cell_type": "code", - "execution_count": 25, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'utils.summary_plot'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mutils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msummary_plot\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0msummary_plot\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mshap\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minitjs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m feat_names = [\n\u001b[1;32m 4\u001b[0m \u001b[0;34m\"age\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"sex\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"Jitter(%)\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"Jitter(Abs)\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"Jitter:RAP\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"Jitter:PPQ5\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"Jitter:DDP\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"Shimmer\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"Shimmer(dB)\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"Shimmer:APQ3\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m ,\"Shimmer:APQ5\",\"Shimmer:APQ11\",\"Shimmer:DDA\",\"NHR\",\"HNR\",\"RPDE\",\"DFA\",\"PPE\"]\n", - "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'utils.summary_plot'" - ] - } - ], - "source": [ - "from utils.summary_plot import summary_plot\n", - "shap.initjs()\n", - "feat_names = [\n", - "\"age\",\"sex\",\"Jitter(%)\",\"Jitter(Abs)\",\"Jitter:RAP\",\"Jitter:PPQ5\",\"Jitter:DDP\",\"Shimmer\",\"Shimmer(dB)\",\"Shimmer:APQ3\"\n", - " ,\"Shimmer:APQ5\",\"Shimmer:APQ11\",\"Shimmer:DDA\",\"NHR\",\"HNR\",\"RPDE\",\"DFA\",\"PPE\"]\n", - "\n", - "#shap.summary_plot(a_rc, xs, feat_names)\n", - "summary_plot(a_dasp, xs, feat_names, sort=False, limit=30, title=\"DASP\")\n", - "summary_plot(a_rc, xs, feat_names, sort=False, limit=30, title='Integrated Gradients')" - ] - }, - { - "cell_type": "code", - "execution_count": 269, + "execution_count": 35, "metadata": { "collapsed": false }, @@ -614,139 +558,69 @@ "name": "stdout", "output_type": "stream", "text": [ - "[[23.649744]]\n", - "[[5.5000000e+01 0.0000000e+00 6.5100007e-03 5.0339997e-05 3.2000002e-03\n", - " 4.0799994e-03 9.6099991e-03 4.5110006e-02 3.9700001e-01 2.5630003e-02\n", - " 3.0139999e-02 3.5870004e-02 7.6890007e-02 1.6067993e-02 2.0028999e+01\n", - " 5.5746001e-01 6.7828000e-01 3.0860999e-01]]\n", - "26.477\n" + "Exact\n" ] - } - ], - "source": [ - "idx = 36\n", - "_y = fModel.predict(np.zeros_like(xs[idx:idx+1]))\n", - "print (fModel.predict(xs[idx:idx+1]))\n", - "print (scaler.inverse_transform(xs[idx: idx+1]))\n", - "print (ys[idx])" - ] - }, - { - "cell_type": "code", - "execution_count": 254, - "metadata": { - "collapsed": false - }, - "outputs": [ + }, { "data": { - "text/html": [ - "\n", - "
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\n", - " Visualization omitted, Javascript library not loaded!
\n", - " Have you run `initjs()` in this notebook? If this notebook was from another\n", - " user you must also trust this notebook (File -> Trust notebook). If you are viewing\n", - " this notebook on github the Javascript has been stripped for security. If you are using\n", - " JupyterLab this error is because a JupyterLab extension has not yet been written.\n", - "
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\n", 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" ] }, - "execution_count": 254, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from utils.force_plot import force_plot\n", - "force_plot(_y[0], a_exact[idx,:], feature_names=feat_names, plot_cmap=[\"#C52A38\", \"#3EA0C6\"])" - ] - }, - { - "cell_type": "code", - "execution_count": 264, - "metadata": { - "collapsed": false - }, - "outputs": [ + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DASP\n" + ] + }, { "data": { - "text/html": [ - "\n", - "
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\n", - " Visualization omitted, Javascript library not loaded!
\n", - " Have you run `initjs()` in this notebook? If this notebook was from another\n", - " user you must also trust this notebook (File -> Trust notebook). If you are viewing\n", - " this notebook on github the Javascript has been stripped for security. If you are using\n", - " JupyterLab this error is because a JupyterLab extension has not yet been written.\n", - "
\n", - " " - ], + "image/png": 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\n", "text/plain": [ - "" + "
" ] }, - "execution_count": 257, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "force_plot(_y[0], a_intgrad[idx,:], feature_names=feat_names, plot_cmap=[\"#C52A38\", \"#3EA0C6\"])" + "from utils.summary_plot import summary_plot\n", + "feat_names = [\n", + "\"age\",\"sex\",\"Jitter(%)\",\"Jitter(Abs)\",\"Jitter:RAP\",\"Jitter:PPQ5\",\"Jitter:DDP\",\"Shimmer\",\"Shimmer(dB)\",\"Shimmer:APQ3\"\n", + " ,\"Shimmer:APQ5\",\"Shimmer:APQ11\",\"Shimmer:DDA\",\"NHR\",\"HNR\",\"RPDE\",\"DFA\",\"PPE\"]\n", + "\n", + "summary_plot(a_exact[:, :], xs, feat_names, sort=False, limit=30, title=\"Exact\")\n", + "summary_plot(a_dasp[:, 0, :], xs, feat_names, sort=False, limit=30, title=\"DASP\")\n", + "summary_plot(a_intgrad, xs, feat_names, sort=False, limit=30, title='Integrated Gradients')" ] } ],