From 041897f78937ece9d0822bbecd61ca6e2ee054af Mon Sep 17 00:00:00 2001 From: Yang Date: Thu, 11 Jan 2024 09:58:11 +0100 Subject: [PATCH] use dianna visual module for shap tutorials --- tutorials/kernelshap_tabular_penguin.ipynb | 29 ++++------------------ tutorials/kernelshap_tabular_weather.ipynb | 25 +++---------------- 2 files changed, 8 insertions(+), 46 deletions(-) diff --git a/tutorials/kernelshap_tabular_penguin.ipynb b/tutorials/kernelshap_tabular_penguin.ipynb index c7e281d2..24b93ceb 100644 --- a/tutorials/kernelshap_tabular_penguin.ipynb +++ b/tutorials/kernelshap_tabular_penguin.ipynb @@ -387,23 +387,6 @@ "It can be noticed that the body mass feature has the biggest weight in the prediction." ] }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "# get the scores for the target class\n", - "explanation = explanation[np.argmax(predictions)]\n", - "\n", - "# rank the results based on the absolute values\n", - "# and pick up the top 10 of them\n", - "num_features = 10\n", - "abs_values = [abs(i) for i in explanation]\n", - "top_values = [x for _, x in sorted(zip(abs_values, explanation), reverse=True)][:num_features]\n", - "top_features = [x for _, x in sorted(zip(abs_values, X_test.columns), reverse=True)][:num_features]" - ] - }, { "cell_type": "code", "execution_count": 11, @@ -411,7 +394,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -421,14 +404,12 @@ } ], "source": [ - "from matplotlib import pyplot as plt\n", + "from dianna.visualization import plot_tabular\n", "\n", - "colors = ['b' if x >= 0 else 'r' for x in top_values]\n", + "# get the scores for the target class\n", + "explanation = explanation[np.argmax(predictions)]\n", "\n", - "plt.barh(top_features, top_values, color=colors)\n", - "plt.xlabel(\"Importance scores\")\n", - "plt.ylabel(\"Features\")\n", - "plt.show()" + "_ = plot_tabular(explanation, X_test.columns, num_features=10)" ] } ], diff --git a/tutorials/kernelshap_tabular_weather.ipynb b/tutorials/kernelshap_tabular_weather.ipynb index 284ce90e..9920703b 100644 --- a/tutorials/kernelshap_tabular_weather.ipynb +++ b/tutorials/kernelshap_tabular_weather.ipynb @@ -240,24 +240,10 @@ "cell_type": "code", "execution_count": 10, "metadata": {}, - "outputs": [], - "source": [ - "# rank the results based on the absolute values\n", - "# and pick up the top 10 of them\n", - "num_features = 10\n", - "abs_values = [abs(i) for i in explanation]\n", - "top_values = [x for _, x in sorted(zip(abs_values, explanation), reverse=True)][:num_features]\n", - "top_features = [x for _, x in sorted(zip(abs_values, X_test.columns), reverse=True)][:num_features]" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -267,14 +253,9 @@ } ], "source": [ - "from matplotlib import pyplot as plt\n", - "\n", - "colors = ['b' if x >= 0 else 'r' for x in top_values]\n", + "from dianna.visualization import plot_tabular\n", "\n", - "plt.barh(top_features, top_values, color=colors)\n", - "plt.xlabel(\"Importance scores\")\n", - "plt.ylabel(\"Features\")\n", - "plt.show()" + "_ = plot_tabular(explanation, X_test.columns, num_features=10)" ] } ],