{ "cells": [ { "cell_type": "markdown", "id": "visualization-00", "metadata": {}, "source": [ "# Visualization with FDFI\n", "\n", "This tutorial shows the plotting helpers in `fdfi.plots` for background data, aggregate FDFI scores, per-sample UEIFs, inference output, and explainer diagnostics." ] }, { "cell_type": "code", "execution_count": 1, "id": "visualization-01", "metadata": { "execution": { "iopub.execute_input": "2026-05-26T14:10:22.548951Z", "iopub.status.busy": "2026-05-26T14:10:22.548438Z", "iopub.status.idle": "2026-05-26T14:10:23.451398Z", "shell.execute_reply": "2026-05-26T14:10:23.450843Z" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from IPython.display import display\n", "\n", "from fdfi.explainers import OTExplainer\n", "from fdfi.plots import (\n", " confidence_interval_plot,\n", " correlation_heatmap,\n", " dependence_plot,\n", " diagnostics_plot,\n", " force_plot,\n", " summary_bar,\n", " summary_plot,\n", " waterfall_plot,\n", ")\n", "\n", "rng = np.random.default_rng(42)" ] }, { "cell_type": "markdown", "id": "visualization-02", "metadata": {}, "source": [ "## Simulated Data\n", "\n", "Use a small correlated background matrix so the correlation heatmap and dependence plot have structure." ] }, { "cell_type": "code", "execution_count": 2, "id": "visualization-03", "metadata": { "execution": { "iopub.execute_input": "2026-05-26T14:10:23.453527Z", "iopub.status.busy": "2026-05-26T14:10:23.453347Z", "iopub.status.idle": "2026-05-26T14:10:23.462136Z", "shell.execute_reply": "2026-05-26T14:10:23.461574Z" } }, "outputs": [], "source": [ "n_train = 200\n", "n_test = 60\n", "n_features = 6\n", "\n", "cov = np.full((n_features, n_features), 0.25)\n", "np.fill_diagonal(cov, 1.0)\n", "cov[0, 1] = cov[1, 0] = 0.75\n", "cov[2, 3] = cov[3, 2] = -0.55\n", "\n", "X_background = rng.multivariate_normal(np.zeros(n_features), cov, size=n_train)\n", "X_test = rng.multivariate_normal(np.zeros(n_features), cov, size=n_test)\n", "feature_names = [f\"X{i}\" for i in range(n_features)]\n", "\n", "def model(X):\n", " return 1.5 * X[:, 0] - 0.8 * X[:, 2] + 0.4 * X[:, 4] ** 2\n", "\n", "explainer = OTExplainer(model, data=X_background, nsamples=40)\n", "results = explainer(X_test)\n", "ci = explainer.conf_int(alpha=0.05, target=\"X\", alternative=\"greater\")" ] }, { "cell_type": "markdown", "id": "visualization-04", "metadata": {}, "source": [ "## Background Correlation\n", "\n", "`correlation_heatmap` clusters features by `1 - abs(correlation)` and returns the reordered names." ] }, { "cell_type": "code", "execution_count": 3, "id": "visualization-05", "metadata": { "execution": { "iopub.execute_input": "2026-05-26T14:10:23.464085Z", "iopub.status.busy": "2026-05-26T14:10:23.463949Z", "iopub.status.idle": "2026-05-26T14:10:23.604853Z", "shell.execute_reply": "2026-05-26T14:10:23.604368Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "['X4', 'X0', 'X1', 'X5', 'X2', 'X3']" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fig, ax, reordered = correlation_heatmap(\n", " X_background,\n", " feature_names,\n", " show=False,\n", ")\n", "display(fig)\n", "plt.close(fig)\n", "reordered" ] }, { "cell_type": "markdown", "id": "visualization-06", "metadata": {}, "source": [ "## Global Scores\n", "\n", "`summary_bar` is the aggregate bar-chart helper for `phi_X`, `phi_Z`, and their standard errors." ] }, { "cell_type": "code", "execution_count": 4, "id": "visualization-07", "metadata": { "execution": { "iopub.execute_input": "2026-05-26T14:10:23.606899Z", "iopub.status.busy": "2026-05-26T14:10:23.606763Z", "iopub.status.idle": "2026-05-26T14:10:24.047949Z", "shell.execute_reply": "2026-05-26T14:10:24.047441Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
featurephise
0X01.3808970.266202
1X10.5984470.080826
2X20.3763290.062175
3X40.2906750.064366
4X30.2381670.026621
\n", "
" ], "text/plain": [ " feature phi se\n", "0 X0 1.380897 0.266202\n", "1 X1 0.598447 0.080826\n", "2 X2 0.376329 0.062175\n", "3 X4 0.290675 0.064366\n", "4 X3 0.238167 0.026621" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fig, ax, importance_table = summary_bar(\n", " results[\"phi_X\"],\n", " results[\"se_X\"],\n", " feature_names,\n", " show=False,\n", ")\n", "display(fig)\n", "plt.close(fig)\n", "importance_table.head()" ] }, { "cell_type": "markdown", "id": "visualization-08", "metadata": {}, "source": [ "## Per-sample UEIFs\n", "\n", "After the explainer runs, `explainer.ueifs_X` stores per-sample X-space UEIFs. Use these for summary, dependence, waterfall, and force views." ] }, { "cell_type": "code", "execution_count": 5, "id": "visualization-09", "metadata": { "execution": { "iopub.execute_input": "2026-05-26T14:10:24.049997Z", "iopub.status.busy": "2026-05-26T14:10:24.049800Z", "iopub.status.idle": "2026-05-26T14:10:24.379526Z", "shell.execute_reply": "2026-05-26T14:10:24.378899Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0cAAAFjCAYAAAD2GHCKAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAPYQAAD2EBqD+naQAATjNJREFUeJzt3Ql4VOXZ//E7+0JISAABWQUFxAqIsqi1iEsRUNx41bLIJkgVWVwQrIpUK61UquL6IrIoLsViX6tStIoiLkWtKEVRkFVAkC0LgRCS87/uh//MNQlJSDLPSZ5kvp/rGkNmzpw585tnnHPnWSbK8zxPAAAAACDCRVf3AQAAAACACyiOAAAAAIDiCAAAAACOoucIAAAAACiOAAAAAOAoeo4AAAAAgOIIAAAAAI6i5wgAAAAAKI4AAAAA4Ch6jgCgmt13330SFRV1zKV9+/bBbc4///zg9bGxsVK/fn0599xz5f7775c9e/Ycs8+S9qeXl19+2dz+/vvvm98///zzUo+rV69e5jGK69atm7nvunXrilz/5JNPmuu3bt1aruetx/Dggw+KH/7yl79IixYtJCYmRq644opy309zvvTSS4O/z5s3zzyn3bt3H/e+jz/+uHTp0qVS93XdW2+9JWeccYYkJibKySefbF7rynrnnXekY8eOkpCQIPXq1TPXtWrVSsaOHSt+vb9SUlLC2sfhw4dl0qRJ8qtf/Urq1KlTode1tPf3008/XWS70Pd46GXt2rXBbTZt2mQef+PGjWE9HwCliy3jNgBAFUlKSpL33nvvmOtCaaHy5z//WQoLC2Xv3r3y8ccfyyOPPGJOVJcuXWpOOEPdcsstMnDgwCLXnXLKKeU+pl/+8pcyY8YMycvLMyey6uDBg7Jq1SpJTk6Wjz76qMj+9HiaN29uLuUtjvT53HXXXWKTnkzeeuutMnnyZLnsssukQYMG4rfc3Fx54IEHTIFU23zyySdy+eWXy/XXXy8zZ840r7u2rfj4eLnhhhsqvD/djxZaTzzxRLCNv/baa5Keni6u0td39uzZ0rVrVznvvPPM+y3c93fr1q2P2S7wHg+lhWPov6+66iqZOnWqLFiwoMLPA8DxURwBgAOio6OlR48eZW6jf2UP3UZ7OMaMGSPdu3eXa665Rr755huznwDtOTnePsuiJ2p6wq+9S4EepJUrV0pcXJx5PD1JHjZsWHB7/V0LquqihZuehAb+0j5q1KgST0D9oD1yR44cqVAvVU3x+9//3vSIzZkzJ9ijuGXLFrn33ntlxIgRRdrc8ezfv19++uknGTBggCkyArRYcpm+9/QPEtqToz2CFS2OyvP+DjzO8bbTzH/961+bIuqEE06o0HEAOD6G1QFADaYF0D333CPfffed/Otf/7K677PPPtuc1GnRE6D/1mF1Orwo9Prt27ebIT+B4kj/qq3/zsjIMD0COmRIC6vQoUbTpk2TAwcOBIcP6TYB3377remtSEtLM8OI+vXrJz/88EOR49P7/PGPf5Q777xTGjduLA0bNjTF2pVXXmlub9OmTfBkVh9Hh221a9fO9HrpX+C1sMzMzLSS1fz5801hpEMei1u/fr1ccMEFwcd97rnnjumZ6d+/v5x44onmuXbu3Fmef/75Itvk5+fLHXfcIS1btjS9eE2aNDG9YqHHr4XHTTfdZG7Tbc4880x5++23w3pe2muoPR7XXXddkesHDRokO3bskC+//LLc+9LXIdA7NHLkSPPaBIrr4sPq9Ppf/OIXpndRCyfNRdvdF198UWSfDz/8sOnN0XaihYL+weD7778XP+jxuqBnz57mffXiiy9W96EAtRLFEQA4QnseQi+e55XrfvpX5MBJdigdfhe6v4KCggodj55w6glq8eLonHPOMRftodG/pgeuV4EeJi2UdPjUokWLzEmcDrXTgipw4qrDsfQEWXt69Lj1EpjHsmHDBrN/3beeUOv9f/75Z7nwwgvNyXqoRx991BQfWnC88MILplAMzGNavHix2a8WVjosSp//H/7wB1myZInpEfvggw+ChVS4PVb6OCXNz1JaWFx88cVm6Jj2uujz/uc//xm8ffPmzea+zz77rPzjH/+Qq6++2mwTOmxq+vTpZo6KFoJa8OjwPS2mAnnonBh9jDfeeMM8x9dff106dOhgnvvq1atLbROlXQK0INV9n3rqqUWek+47UMSWlx5L4HnffffdJjN9vUqjPUzjxo0zReErr7xiXkN9vbRQDPjxxx9NUfV///d/Jj99foG2U5byZKD7skXbiBbvWjxrdjpEryTaJrUQ1LldWgQtX7681F4onbsFwAceAKBaTZ06VaugYy7PP/98cJuePXt6/fr1K/H+hw4dMtuPGTMmeF1J+2vTpk3w9mXLlpnrPvvsszKP7be//a3XoEEDr7Cw0FwyMjK8N954w9xWv3597/XXXzf/njBhgpeWluYVFBQcsw+9Lj8/32vXrp03ZcqUIs+7Tp06x2x//fXXeyeddJJ38ODB4HW7du0y2z7xxBNFnuNpp51mjivUokWLzG0bN24s9Xnp8axYscJs991335Wa89y5c802P//8c6n7+vjjj0vMMnDfe+65p8j15513nnf22WeXuC99Lnpso0ePLrKNHtNVV11V6jE899xzXmxsrLdmzZoi13fr1s37n//5n+O2teKXQHaBjD755JNj8tPrH330Ua8iNEe9n2YTqmXLlt7NN98c/H3o0KFeVFSU99///jd43TvvvGPu++GHH5a47yNHjni5ubleSkqK98wzz5TZzsqTgR5DScrTJkLp+3jGjBnev/71L/PeGThwoLm/Xhfq3nvv9ebMmeMtX77ce/nll72zzjrLi4uLM+2rON1W338A7GPOEQA4QHtQiv+VuLzzZQI9TMWH/YwfP14GDx4c/F3/Gl1R2qPx1FNPmWF7+pf0ffv2meF2Sn9qj5EO79KfgWF4gR4FXWhBF2nYtWtXcH/lGfKkPSPa26J/ZQ/0YuhwrE6dOslnn31WZNs+ffqUe7iTDlXTBQV0lT0dZhd6TG3btpXK0uFlSnsGSlK8d0p/1x4g7cnS1fQ0U51gr70f27ZtC/bw6YqEATrnRxfH0OGI2gOjQ+ZC5/poZqeffrp5HqE9P9rb9tJLLwV/Hz16dJHV+EqjvVKhSsvYz6FmegynnXbaMb1V2lsU8Omnn5rep//85z9FeouO186Kt6OS2FrII/Q9qPT109447b3U96jO4VM6zDSUvk76/HVFSl0tsPix6SqV2osWuD8AOyiOAMABeqJ71llnVeq+gZNFnXcTqlmzZpXeZ0BgDpEWP1oc6fLiOt9B6fAlPWnT4U66gp1O0FfZ2dlmqJ8WC1qM6DwZLcx0KN2hQ4eO+5i6RLKuwqeX4oqv4FfeCek6pE2H+WlxoMPOtPDQokYLlfIcU1kC9w+s6Fdc8WPU3/WkVp9no0aNzPwaLSI1Pz0ZTk1NNQWpDiUL+N3vfmfaiM5t0pNozfbmm2829wksK63zf0o6UdYCLEDbSHkyC8ydCswR0gIuVOB3P1eYCyzzHaCr44XmrYtCaDvTNv7MM8+YYkq30eLjeK+pzus6noosNFFRuqDJq6++aoaEFh+yGBCYa6fbFRf4Q4c+T4ojwC6KIwCo4QIrZ2mxYpsWNk2bNg0WR6GPof/WlcxWrFhhTvYDhZTOJdGCTee/aG9PgC4eoAXb8WjxpSeFurhAcXXr1q1Uz4XOfdITYj2JDp3fYUOgWNQFEYoXqEp7zjTD0N/1hFb/+q8nt2+++aZZWECXxw4oPt9FCy/tNdJLYI6V/lt7F4cMGWKOQZdyD6woVxp9vYr3UJREv0dHF0nQRS204NCewEsuuSR4u66MqEo7sa8KOn8pJyfHzC0LFFLaa3a8+UaqPAXF0KFDzZw3P5R3PmFp22lxqq9L8fcDgPBRHAFADaZ/PddhN3qSqiui+UGH1mlxpCdqU6ZMCV6vq4fpyehjjz1mTjb198Dk89C/9CvtGdFFGkKHSentxRdYUBdddJH897//NauUhfZ6hEOPKfR41MKFC63sW1fACxQUoV/cG9prFbpUtf6uw+L0uenJvQ6jCz027XnTBRVKo1/CqotOaKEXWBBBM9NePO09KT4kLlRFh9VpUabt6q9//atMnDgxeLsO1dNV8apzCW59TbU4Di109DhDhxW6MKyuJNorqAWdvpal0aGfWjjranzFaVsLZygogNJRHAFADaE9EzrHQouUwJfA6gpmegKrJ4V+DQPSHiHdvwrtOdIhbtoboyflegKnS1UrXUkrJSXFDPvSL2LVeTTayxHae6K0oNMTWV1xTverw8m00NCeDd1f7969zcm8Dj3Tlcu0p0e/G+c3v/lNhZ+DruSmx6M9J/pYumLdu+++KzacdNJJplDQZaZ1DlRxuuqcZqXzhvT7kD788ENz0htYEVCfqy5JHljNTP+t14fO1dJlwrWgCixrravaaRsIFMQ6ZFCLJV0O/fbbbzcnztpedKidzm/R1e7U8YqnkujQPV1pUL83Spfw1kJZV1vTxwttc/rYWgDrpSoEnvvw4cPlxhtvNL1Z+t0/xYfjlaQyw021zWjBot/7pfQ10J4bnQsVmA+lr7V+D5G2LV1tLvBY2gulbVsLOi3KtbdLh40GCjttE3rsOsxTe2t1aXztTdR2r72eJRV3od8TBcAiHxZ5AABUQGmrtoXSVdQCq2jFxMSYVeN0NbP777/f27179zHbl7QaVqjyrlanvvjiC7NtSatjjRs3ztx26623Frl+yZIlZiW5xMREr2PHjt5bb711zEpwuuLZTTfd5DVq1MisTKa3B3z//ffeNddcYx4zISHBa9WqlVnFLnT1stKeY0mr1elKZrfddpvXsGFDr27dut6AAQO8Tz/91Gyn24ezWp265ZZbvHPOOafIdYH76mpjul/NokWLFt7//u//Ftlu3bp1Xq9evbzk5GSvefPm5jkVbxMPPfSQWb1MVwTU67t06eK9+OKLRfaTmZnpTZw40TyGrnLWpEkTr2/fvsHVBcPx5ptvep06dfLi4+O91q1be48//vgx2+jxde/e3dpqddp+jnff+fPnm+PRbHv06OGtXLnymH2V5/1VHrrfkla10/0Xf831/RWg7Vjbrx5jUlKSWUHwhRdeOKYN9O7d22vcuLF57erVq2deu3//+9/HHMeOHTu86Oho79133w37OQE4VpT+x2axBQBApNHvEtL5VfodTTpXJ9Lo3Cnt7dIVAXWxAfhHh7HqRVdddOWLaYHahC+BBQAgTLqM9uWXXy5/+ctfIjLLlStXmsUhBgwYUN2HUqvp/DQtjAKrFAKwj+IIAAALHnrooXKtxlcb6ZwkXRzCz+WvIWYuks5pKv7dSQDsYVgdAAAAANBzBAAAAABH0f8NAAAAABRHAAAAAHAUXwILXxQWFpqJo/oFeayoAwAAgOqg31qUnZ1tvgC7PIvGUBzBF1oYNW/enHQBAABQ7bZu3VquFUUpjuAL7TFSW7ZsMV8MiPD+4pGTkyMpKSn0wllAnvaQpV3kSZauom2SZTi+//57GTVqlMyePVvatm0rVd02s7KyzB/sA+emx0NxBF8EGuiBAwfoQbKAAtMu8iRLV9E2ydJVtE2yrCwtXGJiYszP1NRUqa62Wd5pHqxWB1/pGE/YGSurPxE+8rSHLO0iT7J0FW2TLCOpbVIcwVec0NvJMC8vjywtIU97yNIu8iRLV9E2yTKS2ibFEQAAAABQHAEAAADAUfQcwVcNGjQg4TDpBMLk5GRWqrOEPO0hS7vIkyxdRdsky0hqm6xWB19RHNl748MO8rSHLO0iT7J0FW2TLF3lR9uk5wi+YrW68Okkw8zMTBZksIQ87SFLu8iTLF1F2yTLSGqbFEfw1bZt20g4TPqGz8/PpziyhDztIUu7yJMsXUXbJMtIapsURwAAAABAcQQAAAAAR7EgA3xVmJUlR/bsIeUwaFdxYn6+FOzdK4UWV2OJVORJlq6ibVZtllFxcRKTmmrxUWv3pPeUlBRWTSXLiGibFEfw1d4/PSRbWGkNAOCYH0aOkIv796/uw6gR9MQzMTGxug+jViBL9/NkzhF8dWJ8PAmHyYuKktwGDcxPhI887SFLu8izarPUSdwoZ56eJ/v27WNhIBttkyydz5PiCKgBCmPp5CVPN9E2ydNVtE179MSzoKCA4ogsI6JtUhzBV1sPHyZhAAAA1AgUR/BVAfkCAACghqA4gs/sdXNGLF11ae9e8xPk6RTaJnm6irZpfdJ7amoqq9WRZUS0TSYywFcsIWAnw1iGJ1pDnmTpKtomWbpKTzzjWWCJLCOkbdJzBF95lEfhZxgVJQcaNWK1OkvI0x6ytIs8ydJVhYWFsmfPHvMTZFnb2ybFEXzVhFXWrGAZb7vIkyxdRdskS1fZXA0s0pGl23lSHMFXCdE0MQAAANQMnLnCV3uPHCFhAAAA1AgUR/BVViGLeYfN8yR5925Wq7OFPO0hS7vIkywdnvRer149Vqsjy4hom6xWB1+xWp2lDAsKyNIS8rSHLO0iT7J0lZ54RkdHUxyRZUS0TXqO4CtWq7OQIavVWUWeZOkq2iZZukpXAtu7dy+r1ZFlRLRNiiMAAAAAoDiqvIMHD0r79u1l5syZRa6/8sorZfDgwcHfv/32Wzn33HMlOTlZ2rZtK6+//rovDW/ZsmXSq1cvSUtLM2Mvw90+JydHxowZI40bNza3Dx8+XHJzcyt8XKmsVgcAAIAagp6jSkpKSpL58+fL1KlTZe3atea6BQsWyMqVK2XWrFnm9/z8fLnsssvkwgsvNF1+WkgNHDhQ1q9fL7bVqVNHRowYcUyxVtntb7vtNtmwYYMp7jZu3Cjbt2+XCRMmVPi4MvieIwAAANQQFEdh6N69u4wdO1aGDh0qmzZtkvHjx8vs2bMlPT3d3L58+XLzrb333HOPJCYmyqWXXio9e/aU559/Xmzr1q2bDBkyRNq0aWNl+9dee00mT55snote7rrrLnPc2mNWEfkFrFYXrijPkzo7d5qfCB952kOWdpEnWbpKJ7xnZGSYnyDL2t42aeVhmjZtmhlu1rVrVxkwYID07ds3eNvXX38tp512msTFxQWv69y5s7m+NDqErbRLx44dparoxLbQbxzW3w8dOiTr1q0rcfu8vDzJysoqclHbCvieo3Dpq+DFxJifCB952kOWdpEnWbpKzweKnxeALGtr26Q4ClN8fLz06NFDdu/eLcOGDTtm3k7x+Tz6e3Z2dqn7279/f6mXsooq27SXa/r06eZ5ae/Xgw8+aK4PFD3F6bY6fylwad68+f+/hcW8wxYVJbkNGpifsIA87SFLu8iTLB2lJ556HkJxRJaR0DYpjsL03nvvyaJFi2T06NFmiJ3OMwpISUmRzMzMItvr73Xr1hXXPfroo9KyZUvp1KmTdOnSRfr372+ur1+/fonbT5kyxTy3wGXr1q1VfMQAAABAeCiOwqA9QIFFDR5//HFzXaCHRekwuDVr1hQpmFatWiWnn356qfvUgqq0iw7Rqyra+zNnzhzZtm2bbN68WU4++WSzcl27du1K3D4hIUFSU1OLXAAAAICahOIoDBMnTpQOHTqYAknnFc2bN09mzJhhCiD1q1/9ykwS+8Mf/mDm5Lz11lvy/vvvy/XXX1/qPnUoXmkXLbRKE5gTdPjwYfO7/lsvld1eV6jbuXOn6ab88ssvzXPV+VUVnfBGA7ODxRjsIk+ydBVtkyxdFcXQbrKMkLbJuWslLVmyRBYvXmxWpwvQIWiTJk0yc4+0t0gLJv1eo3feecfMNdLV7BYuXGh6YWzTlfF0efHevXubYW36b70E6OOG9jwdb/uvvvpKzjzzTLPk97XXXiu33367GTpYUS1DFqNA5bCClV3kSZauom2Spav0D6M6rJ7V6sgyEtpmlMfsOvhAF27QoXlf9ukrqRRIYdEphgXx8RJz+DDLW1hAnvaQpV3kWbVZrr1+iPS9+mqLj1p76ali4I++9CCRZUXp94EOHjxYXnjhBWnfvr1UddsMnJNqZ0B5pn3QcwRfbT/CUt5hi4qSQxkZrFZnC3naQ5Z2kSdZOkpPQPUEk7+nk2UktE2KI/jqMN+JAAAAgBqC4ggAAAAAKI6AmiGa4Ynk6SjaJnm6irZpj87liImJYb4RWUZE24y1tiegBFFmWizCXcEqefduQrSEPO0hS7vIkyxdpSee6enp1X0YtQJZup8nw+rgq4Yx1N/h0vIyPymJMtMS8rSHLO0iT7J0lU521+9CZEEGsoyEtklxBF8lx8SQcLiioiQvLY3V6mwhT3vI0i7yJEtH6Ymnfhk9xRFZRkLbpDiCrzILCkgYAAAANQLFEXy1j+IIAAAANQTFEVADxOTlVfch1CrkSZauom2SpauT3uPi4litjiwjom0yWx6+YrU6Cxl6niTt22dhTyBPu2ib5Okq2qblPKOiJE3nvoIsI6Bt0nMEX7GQt50MD6ekkKUl5GkPWdpFnmTpKp3snpuby4IMZBkRbZPiCL6qE81qdWGLijLFkf6EBeRpD1naRZ5k6SiKI7J0FcURapyGsYzcBAAAQM1AzxF8VWCxmxMAAFt0EjcAFMef9eGr/FsnSoszziDlMLuMDxw8KHWSklgpyALytIcs7SLPqs2yJcVRuWmGCQkJfAZZQJbu50lxBF/F1qsnsfXrk3KY6pGgVeRJlq6ibZKli/TEs27dutV9GLUCWbqfJ8Pq4Cubq4dEcobZ2dlkSZ7OoW2Sp6tom+TpKtqm+3lSHMFXFEd2MszLyyNLS8jTHrK0izzJ0lW0TbKMpLZJcQQAAAAAFEfw28knn0zIAAAAqBHoOYKvYmL4Elgbkw2Tk5NZJcgS8rSHLO0iT7J0FW2TLCOpbVIcwVdbt24l4TDxoWQXeZKlq2ibZOkq2iZZuoriCDXOwYMHq/sQajydZJiZmcmCDOTpHNomebqKtkmerqJtup8nPUfwFavV2ckwPz+fLC0hT3vI0i7yJEtX0TbJMpLaJl8CCwAAIk5BVpZ4+fnVfRg1QqHnSUFmphzRv6pbnNtRHlFxcRKTmlqlj4nIRnEEAAAijhZGW0aMrO7DqBG8qCg50KiR5OzcKVFV/OXuP4wcIRf371+lj4nIxrA6+KpRo0YkbGGyYUpKCqvVWUKe9pClXeRJls7yPEnIzDQ/q5oOmapNeJ+7nyc9R/BVeno6CYdJ3/CJiYnkaAl52kOWdpEnWbpKTzvjWGDJTpZ8pjufJz1H8NW+fftIOEw6yVBzZHELO8jTHrK0izzJ0uVhdbkNGpifCDNLPtOdz5PiCL7auXMnCYdJ3/AFBQUUR5aQpz1kaRd5kqXLCmMZbGQD73P386Q4AgAAAACKIwAAAAA4ip4j+Mrm6iGRnGFqaipZkqdzaJvk6SrapmWeJ4l791bLanW1DW3T/TwZQApfJSUlkXCY9A0fHx9PjpaQpz1kaRd5kqWr9LQz9vDh6j6MWoH3uft50nMEXzVr1oyEw1RYWCh79uwxPxE+8rSHLO0iT7J0/UtgWa0ufLzP3c+T4gi+4oTeDpbxtos8ydJVtE2ydBWFkcUsGZ7odJ4UR/DV+vXrSRgAAAA1AsURAAAAAFAcwW+sVmcnw3r16pGlJeRpD1naRZ5k6SzPk+Tdu1mtzgLe5+7nyWp18BXFkZ0Mo6OjydIS8rSHLO0iT7J0lTntLCg4+hPhZclnuvN5MqwOvmJBBjsZ7t27lywtIU97yNIu8iRLV7FanT28z93Pk+KoFAcPHpT27dvLzJkzi1x/5ZVXyuDBg82/Dx8+LAMGDJBWrVqZivXvf/+7+OmZZ56RFi1aSJ06daRfv36yY8eOUrft06ePpKSkBC+JiYmmst6t3eIiMnfuXGnXrp2kpaVJgwYN5KqrrpItW7YE779s2TLp1auXuV27KyvrpJNOqvR9AQAAgKpEcVTGl5fOnz9fpk6dKmvXrjXXLViwQFauXCmzZs0KbvfLX/5Snn/+ed+/z+e9996TO++8UxYtWiS7du2SRo0ayaBBg0rdfsmSJZKTkxO8jBo1Si666CJTCKkLLrhAPvroI8nMzJQff/xR2rRpIyNGjAjeXwsw/b14cVhRcXFxYd0fAAAAqCrMOSpD9+7dZezYsTJ06FB55ZVXZPz48bJw4UJJT083t+s38k6YMMH8OyYmxtcXSnt6tMdKj0lNnz5dTjzxRNmwYYO0bt26zPvm5eWZ437qqaeC17Vs2bLI+vDaq7Ru3brgdd26dTOX999/P6zj3r59e1g9TwAAAEBVoTg6jmnTpskbb7whXbt2NUPo+vbtG1bgZRUKOmTu66+/LvE2vf6WW24J/q49R40bN5bVq1cftzhavHixKX6uuOKKItevWLFCLr30UtN7FBsbK0888YRUlhZgegnIysoyP3Nzcyu9Txylr11GRob5ifCRpz1kaRd5kqWrojxP6uzcaX4iPLzP3c+T4ug4tHeoR48e8uyzz8qwYcPCDnz//v2Vup8OjSteWOnv2dnZx72vHvuQIUMkISGhyPU6JFCPR+ch6TYdOnSQytKeLC0ki+NboMOnGepEQ53Xxup/5OkS2iZ5uoq2aTlPvegImSNHWLEu3Cz5THc+T/4UXY65PjrPZ/To0WaIXX5+vlQHXVRBe3hC6e9169Yt834bN240iyuMHDmy1G10HpLerr1IBw4cqNTxTZkyxRxP4LJ161ZzPcVR+DRDLWLJ0g7ytIcs7SJPsnRWVJTk6pxli8slRyre5+7nSXFUBu2VCSxK8Pjjj5vrHnzwwbACD11BrvjltNNOK/V+HTt2lFWrVgV/10UZdLW6008/vczHmzNnjpk79Itf/KLM7bTo06JG91sZ2iuVmppa5AIAAADUJBRHZZg4caIZaqYFkq66Nm/ePJkxY0aRIkXn2Rw6dMhUrFpg6L8LCgpK3WfoCnLFL2vWrCn1fsOHD5cXXnjBrJan83juuusu6dmzZ5nzjfQ49JhL6jXSBR50lTo97p9++knGjRsnbdu2NcuSK+2i1Oeiy5Ur/bdeKqp+/foVvg8AAABQHSiOylgKWxcymD17dvC6Tp06yaRJk8zco8DwOv2uIF32W78j6JprrjH/1qW9bdOlt3Vej34fUcOGDc0qcLoCXYD+u3jP09KlS01X43XXXXfM/rTA05XvtMeqS5cupvjT5xwYr7l8+XLzXHr37m16lPTfeqkoiiM7mGtkF3mSpatom2TpKhZjsJglwxOdzjPKYyIDfKCr1ekXyGrvVNOmTckYAOCUI3v2yJYRpc/HhRvWXj9E+l59dXUfBsKg3xeqX0ejI6Dat28v1XVOqn/sL8+0D3qO4Cvt4UJ49O8XOryRv2PYQZ72kKVd5EmWrtKp7kfi481PhJkln+nO50lxBF9xQm8nQ/2rB1naQZ72kKVd5EmWzoqKkkMZGaxWZwHvc/fzpDgCAAAAAIojAAAAADiKniP4Kj4+noQtrMISExPD6jaWkKc9ZGkXeZKly6KPHKnuQ6gVeJ+7n2estT0BJSjre5hQPvqGT09PJy5LyNMesrSLPMnS5WW8k3fvru7DqBV4n7ufJz1H8BWLCNjJMPBFwyBPl9A2ydNVtE3LeYpIflISq9XZyJLPdOfzpDiCr9atW0fCYdI3fE5ODsWRJeRpD1naRZ5k6ayoKMlLS2O1Ogt4n7ufJ8URfFVYWEjCAAAAqBEojgAAAACA4gh+s7l6SCRnGBcXR5bk6RzaJnm6irZpX0xeng97jTy0TffzZLU6+IriyE6GaTrWG1aQpz1kaRd5kqXLq9Ul7dtX3YdRK/A+dz9PhtXBV82bNyfhMOkkw9zcXBZksIQ87SFLu8iTLF2lU90Pp6SwWp2NLPlMdz5PiiP4KiEhgYTDxP9I7SJPsnQVbZMsnRUVZYoj/VnVdMhUbcL73P08GVYHX+3cuVPq1atHygAAp0TFxUmL5+ZU92HUCIWeJ/syMyU9LU2iq7hAalnLiiO4j+IIvsrMzCRhAIBzYlJTq/sQatTXcsToSWNGhkRHM+gItRstHL5iQQY7GerwRLK0gzztIUu7yJMsXUXbJMtIapv0HMFXnNDbybBu3boW9gTytIu2SZ6uom2Sp6tom+7nSc8RfGVzglwkZ5idnU2W5Okc2iZ5uoq2SZ6uom26nyfFEXzF9/OET9/weXl5FEeWkKc9ZGkXeZKlq2ibZBlJbZPiCL464YQTSBgAAAA1AsURfKVrzwMAAAA1AcURfLVt2zYStjDZMDk5mcUtLCFPe8jSLvIkS1fRNskyktomq9XBV6xWZ++NDzvI0x6ytIs8ydJVtE2yjKS2SXEEX7FanZ0Ms7KyJDU1lWKTPJ1C2yRPV9E2a0+eBVlZ4uXnS61aXS03V+oep7cjKi6OLyquprZJcQRfURzZyTA/P9/8pCeOPF1C2yRPV9E2a0+eWhhtGTFSagsvKkoONGokdXbulKgyVlj7YeQIubh//yo9tprI86FtMucIvoqJiSFhAACACtATflQPiiP4qk2bNiQMAACAGoHiCL5iGJidDFNSUsjSEvK0hyztIk+ydBVt0yLPk4TMTPMTbrZNiiP4auPGjSQcJn3DJyYmUhxZQp72kKVd5EmWrqJtWsxSROIOHjQ/4WbbpDiCrxgzGz6dZLhv3z4Wt7CEPO0hS7vIkyxdRdu0mGVUlOQ2aGB+ws22SXEEX7FanZ0MCwoKyNIS8rSHLO0iT7J0FW3TrsJYFot2uW1SHAEAAAAAxREAAAAAHEXPEXzVtGlTEg6TTjKsjm8lr63IkyxdRdskS1fRNi3yPEncu5fV6hxumwx6hK/q1q1LwmHSN3x8fDw5WkKe9pClXeRJlq6ibVrMUk++Dx+2uMfIFuXDORI9R/DVzz//TMJhKiwslD179pifCB952kOWdpEnWbqKtmmPrlJ3oFEjVqtzuG1SHMFX2mARPlb9s4s8ydJVtE2ydBVt02KWDJN3um1SHAEAAAAAxREAAAAAHEXPEXzFCmt2MqxXrx5ZWkKe9pClXeRJlq6ibVrkeZK8ezer1TncNimOKungwYPSvn17mTlzZpHrr7zyShk8ePAx27/99tvmhZswYYL4YdmyZdKrVy9JS0szjSTc7Su6v9KwWl34tN1ER0dTHFlCnvaQpV3kSZauom1azFIvBQXmJ9xsmxRHlZSUlCTz58+XqVOnytq1a811CxYskJUrV8qsWbOKbHvgwAEZN26c9OjRQ/xSp04dGTFixDHFWmW3r+j+StO4ceOw7o+jK7Hs3buX1eosIU97yNIu8iRLV9E27WG1OvfbJsVRGLp37y5jx46VoUOHyqZNm2T8+PEye/ZsSU9PL7Ld3XffLdddd520a9dO/NKtWzcZMmSItGnTxsr2Fd1fafLy8sK6PwAAAFBVKI7CNG3aNMnNzZWuXbvKgAEDpG/fvkVu/+yzz2Tp0qUyZcqUcu1Ph7CVdunYsaO4SougrKysIhe1efPm6j40AAAAoFxiy7cZSqPfyqvD5Z599lkZNmxYkdvy8/Nl1KhR8uSTT0pCQkK5Qty/f3+NDHv69OmmUAQAAABqKnqOwvTee+/JokWLZPTo0WaInRZEATNmzJAzzjhDzj//fKnttGcsMzMzeNm6dau5XifJITyaYUZGBllaQp72kKVd5EmWrqJt2hPleVJn507zE262TXqOwpCdnR1ctEDn5+g8nQcffNAs0hBYoe7rr78OLkqgRYO+eP/+97/lk08+KXGfKSkppT5ey5YtZc2aNeIi7RkrqXeMb9QOn2aoEw11JRaWRidPl9A2ydNVtE3ydJWWRF5MjMiRI6xY5+h7neIoDBMnTpQOHTqYAknNmzdPzj33XLn88sulc+fOsnjxYjl8+HBwe12wQZfG1gKqNDk5OZU6Fm0Y+liBxzt06JD5mZiYWKntK7q/0lAchU8z1OGW+pcRiiPydAltkzxdRdskT2dFRUlugwam90i/8wjuvdcpjippyZIlpvhZvXp18LpOnTrJpEmTzNwjXYhBX6jiy38nJydLgwYNxLbly5eb7yUKfazQ4mThwoWmKAv0PB1v++PdXl5t27YN41kBAAAAVYfiqJL69Olj1lUv7t577zWXkmjPkl90XlNZhcugQYPMpbzbH+92AAAAoLZhtjx8tWXLFhK2gOF0dpEnWbqKtkmWrqJtWsySPz473TbpOYKvQudcoXJ0EY/69esTnyXkaQ9Z2kWeZOkq2qb91ergbtuk5wi+YmienQy1yCRLO8jTHrK0izzJ0lW0TYtZisiR+HjzE262TYoj+IoTejsZZmVlkaUl5GkPWdpFnmTpKtqmRVFRckgX7LI8FCxSeT6cI1EcAQAAAADFEfzWqFEjQgYAAECNQM8RfFWvXj0StrAKS0xMDCsFWUKe9pClXeRJlq6ibdoVfeSI5T1GrigfzpEojuAr/dZihEff8Onp6RRHlpCnPWRpF3mSpatomxaz9DxJ3r2b5bwdbpsUR/DVrl27SDhMOsnw0KFDLMhgCXnaQ5Z2kSdZuoq2aTFLEclPSmK1OofbJsURfMVqdXYyzMnJIUtLyNMesrSLPMnSVbRNi6KiJC8tjdXqHG6bFEcAAAAAQHEEAAAAAEfRcwRfJScnk3CYdJJhXFwcCzJYQp72kKVd5EmWrqJt2hWTl2d5j5EryodzpFhrewJK0KJFC3IJk77h03R8MqwgT3vI0i7yJEtX0TYtZul5krRvn8U9RrYoH86R6DmCr46wln/YdJJhbm4uCzJYQp72kKVd5EmWrqJtWsxSRA6npBx3tTrtDUH1tE16juCr9evXS7du3UjZwhs/MTGRoXUWkKc9ZGkXeZKlq6qzbUbFxUmL5+ZIbVHoebIvM1PS09IkuowsW1IcVVvbpDgCAACAk2JSU6U2KSwslBg9Ac/IkOhoBnC5iFcFAAAAACiO4Leq7n6vrRkmJCSQJXk6h7ZJnq6ibZKnq2ib7ufJsDr4iuLIToZ169a1sCeQp120TfJ0FW2TPF1F23Q/T4bVwVcnnXQSCVuYbJidnc1qdZaQpz1kaRd5kqWraJtkGUltk+IIvoqJ0WmHCIe+4fPy8iiOLCFPe8jSLvIkS1fRNskyktomxRF8tW3bNhIGAABAjUBxBF8dOHCAhAEAAFAjUBzBVyzIYCfD5ORksrSEPO0hS7vIkyxdRdsky0hqm6xWB19RHNl748MO8rSHLO0iT7J0FW2z6rMsyMoSLz/fn2OIi6s1X64b5cM5EsURfGVzglwkZ5iVlSWpqakUm+TpFNomebqKtkmeNb1tamG0ZcRIX47hh5Ej5OL+/aU28Hw4R2JYHXxVv359Erbwxs/Pz6fQtIQ87SFLu8iTLF1F26xdWerj1xaeD3lSHMFXGRkZJAwAAIAageIIvtKuTgAAAKAmoDiCr3bu3EnCYdIxtCkpKcw3soQ87SFLu8iTLF1F2yTLSGqbLMgAX7FanZ0MExMTLewJ5GkXbZM8XUXbJE9X0Tbdz5OeI/iK1ersZLhv3z6ytIQ87SFLu8iTLF1F2yTLSGqbFEfwFcWRnQwLCgrI0hLytIcs7SJPsnQVbZMsI6ltUhzBV/Hx8SQMAACAGoHiCL5q1aoVCQMAAKBGoDiCr1iQwU6GNr/5OdKRJ1m6irZJlq6ibZJlJLVNiiP4at26dSQcJn3D6/BEiiM7yNMesrSLPMnSVbRNsoyktklxBF8VFhaSsIUM9+zZQ5aWkKc9ZGkXeZKlq2ibZBlJbZPiCKgBWPWPPF1F2yRPV9E2ydNVtE2386Q4AgAAAACKo9IdPHhQ2rdvLzNnzixy/ZVXXimDBw82//7000+ld+/e0qBBA8nIyDD//uabb3xrWM8884y0aNFC6tSpI/369ZMdO3aUum2fPn0kJSUleNFvD46Ojpbdu3eb23NycmTMmDHSuHFjqVevngwfPlxyc3NL3NdvfvMbM5Zz1apVvj03AAAAoLrRc1SKpKQkmT9/vkydOlXWrl1rrluwYIGsXLlSZs2aZX7Xb+TVomL9+vXy008/Sbdu3eSSSy4xX0Zl23vvvSd33nmnLFq0SHbt2iWNGjWSQYMGlbr9kiVLTAEUuIwaNUouuugiU8ip2267TTZs2CDffvutbNy4UbZv3y4TJkw4Zj9vvfVWmUXY8bRs2bLS98VRWphqAcuCDHaQpz1kaRd5kqWraJtkGUltk+KoDN27d5exY8fK0KFDZdOmTTJ+/HiZPXu2pKenB3tnrrvuOvOi6EoZd9xxh2zdulU2b94sts2dO9f0WOkxac/R9OnT5YMPPjAFzvHk5eXJwoULZeTIkcHrXnvtNZk8ebJ5Lnq566675Pnnnzc9ZgFaVGnBpD1W4RSZCI++4bXXj+LIDvK0hyztIk+ydBVtkywjqW1SHB3HtGnTzHCzrl27yoABA6Rv376lbqvFihZKOvStNHp7aZeOHTuWer+vv/5aOnfuHPxde450SNzq1auP9xRk8eLFpuFcccUVwet0VY/QCWz6+6FDh4osvT1lyhQZOHCgtGvXrlwFWFZWVpGL0h4phEdfm71797JanSXkaQ9Z2kWeZOkq2iZZRlLbjLW2p1pKe4R69Oghzz77rAwbNqzU7bS36MYbb5SHH35YYmNLj3X//v2VOg7txdECKpT+np2dfdz76rEPGTJEEhISgtddeumlpvepU6dOptp+8MEHzfWBokbnU7377rvy5Zdfluv4dF9aSBYX2B8AAADgOnqOyjHXR+f5jB492gyxy8/PP2abH3/8US688EJz+4gRI3x5oXRRhczMzCLX6e9169Yt8346n2jZsmVFhtSpRx991MwH0uKoS5cu0r9/f3N9/fr1zXPUOUpPPfVUkYKqLNrLpMcTuOjwQgAAAKAmoTgqg/bKaLGjK9Y9/vjj5rpAD0vAtm3bpFevXqZnRuftHE/oCnLFL6eddlqp99Mhd6GrxemiDLpQwumnn17m482ZM8csFPGLX/yiyPVpaWnmNj1+7fU6+eSTzTA9HUKn1+mqe9dee625Ti9KF3R45JFHSnwcLaJSU1OLXAAAAICahGF1ZZg4caJ06NAh2Bs0b948Offcc+Xyyy838390Ps35559vighd1a68w+MqQ1fFu/rqq00RpoWOFmI9e/aU1q1bl3ofXTVPj7mkY9MepeTkZDnhhBNM0aXPVYfF6dyk5s2bmwIpVJMmTeSVV14xQwwrQveH8GiGulQ8WdpBnvaQpV3kSZauom2SZSS1Tc5cy1gKWxcy0NXpAnQI2qRJk8zcIx16prfpMt7amxLaA/Thhx+KbRdccIGZ13PVVVdJw4YNTWGmK9AF6L+L9zwtXbrUzHHSFfWK++qrr+TMM880K99pcXf77beboYMqJiYm2GMU2nOkQ+50+4ooPk8KFacLZxRfQAOVR572kKVd5EmWrqJtkmUktc0ojzMu+EAXYtChe/pdUBRIdlZioffIDvK0hyztIk+ydBVts+qzPLJnj2wZUXS+uC1rrx8ifa++2pd9l0S/L1S/juaFF16Q9u3bS1XnGTgn1Tnx5Zn2Qc8RfHXgwAESBgAAQI1AcQRfFZ+7BAAAALiK4gioAWx+8zPI0ybapl3kSZauom2SZaS0TVarg69YYc1OhroYBuwgT3vI0i7yJEtX0TbJMpLaJj1H8BXrfdjJ8PDhw2RpCXnaQ5Z2kSdZuoq2SZaR1DYpjuArXRYc4dE3vK60QqFpB3naQ5Z2kSdZuoq2SZaR1DYpjuCrsr6kFgAAAHAJxREAAAAAUBzBbxs3biRkC6uw6PBEVgqygzztIUu7yJMsXUXbJMtIapusVgdfFRQUkHCY9A2fnp5OjpaQpz1kaRd5kqWraJtkGUltk2F18BWLCNjJ8NChQ2RpCXnaQ5Z2kSdZuoq2SZaR1DYpjuAriiM7Gebk5JClJeRpD1naRZ5k6SraJllGUtukOAIAAAAAiiP4rWnTpoQMAACAGoGeI/gqJSWFhC1MNoyLi2O1OkvI0x6ytIs8ydJVtM3alaU+fm0R5UOerFYHX+3evVvS0tJIOQz6hidDe8iTLF1F2yRLV9E2qz7LqLg4afHcHPFDy1pWHKVZPs+kOIKv9u7dK23atCHlMOgkw4MHD0pSUhK9RxaQpz1kaRd5kqWraJtVn2VMaqrFR629PB/OkRhWB1+xWp2dDHNzc8nSEvK0hyztIk+ydBVtkywjqW1SHAEAAAAAxREAAAAAHEXPEXzFQgLh0zG0CQkJzDeyhDztIUu7yJMsXUXbJEtX+dE2WZABvmrSpAkJh0nf8HXr1iVHS8jTHrK0izzJ0lW0TbKMpLZJzxF8pSuIIDw6yTA7O5sFGSwhT3vI0i7yJEtX0TbJMpLaJsURfLV582YSDpO+4fPy8iiOLCFPe8jSLvIkS1fRNskyktomxREAAAAAMOcIAAAAiBwFWVni5edX2eMd2b9fahIWZICvbK4eEskZJicnkyV5Ooe2SZ6uom2Sp6tcaJtaGG0ZMbLKHu+nw4drVJ4UR/AVxZG9Nz7sIE97yNIu8iRLV9E2yTKS2iZzjuCrU045hYTDpJMMMzMzWZDBEvK0hyztIk+ydBVtkywjqW1SHMFXNhtrJGeYn59PluTpHNomebqKtkmerqJtup8nxRF8tWnTJhIGAABAjUBxBF8d9nESHgAAAGATxRF8xYIMdjJMSUkhS0vI0x6ytIs8ydJVtE2yjKS2yWp18BXFkZ0MExMTLewJ5GkXbZM8XUXbJE9X0Tbdz5OeI/iKBRnsZLhv3z6ytIQ87SFLu8iTLF1F2yTLSGqbFEfwVaNGjUg4TPqGLygooDiyhDztIUu7yJMsXUXbJMtIapsUR/BVamoqCQMAAKBGoDiCr/bu3UvCAAAAqBEojuCrPXv2kLCFyYbaA8fiFnaQpz1kaRd5kqWraJtkGUltk9Xq4CtO6O1kGB8fb2FPIE+7aJvk6SraJnm6irbpfp70HMFXhYWFJGwhQ+2BI0s7yNMesrSLPMnSVbRNsoyktlmri6OFCxfKOeecU+7t9UukVq9e7dvxjB49WjIyMqRx48a+PQZqJ5ZEJ09X0TbJ01W0TfJ0FW3T7TzLXRzl5eXJqFGj5KSTTpK6detK+/bt5bnnnhOXDRo0SD7++ONyb5+TkyOnn366L8fy0UcfyauvviobN26Un376Kez9DRs2TCZMmCCuq1OnTnUfAgAAAGB3ztGRI0ekSZMm8q9//Utat24t//73v6VPnz7SrFkz+fWvf12uqk67vGJiYiQSaVHUokULSUtLExdU1evRtGlTX/cPAAAAVHnPkfYA/P73v5c2bdqYyU89evSQXr16yYoVK0q9T6tWrWT69Olm2+TkZPnmm29k165dpkfnxBNPNBft/dBeKfX+++9LvXr15KmnnjIn1enp6fLII4/It99+K927dzerUVxxxRVy4MCB4GMMHjzY7EdvO/PMM2XZsmXB2+bNmyedO3cucjwPPfSQOR7t/erZs6ds3bo1eLs+r1WrVpl/33fffXLZZZfJ2LFjzTFpYfPKK68Et9VjHjNmjBkmp71pc+bMMffftGnTMTk89thjcsMNN5ghezp0T3t91A8//GAeo2HDhtKyZUt54IEHgmMmt2zZIhdffLG5TXPo169fcN+6Px0y+OSTT5r9nXbaacHn9/e//z34uPpvva6yr4cuw33llVea56gZaL6bN2+WitAv5kJ4tF1p/ixuYQd52kOWdpEnWbqKtkmWkdQ2Kz3n6NChQ7Jy5Urp2LFjmdtpgTJ//nwzZK1t27bSv39/M+dm/fr1plj46quvTFEQkJ2dbYoG7Wn561//Krfffrvceuut5t9aMKxbt06eeeaZ4PYXXnihKZ50MtZ1110nAwYMMPsozYIFC+TFF1+Un3/+2RR899xzT6nbLl26VM4991yzbz1GLXAC+9bfP//8c1mzZo0pqF577bVS9zNu3Dh5+umnzZA9zUEzOXjwoDn2Cy64QLZt2yYffvihvPzyyzJ37lxzHy2S9Hlr8aYFiRYzOqwxsD8taG666SazPz2G8qrI6/HnP//Z9Bj++OOPJgMtALWoLIkWVFlZWUUuSl9HhEff8NHR0RRHlpCnPWRpF3mSpatom2QZSW0zurJDsrRQOOWUU+Sqq64qc9vf/va30q5dOzN86+uvvzbFzYwZM8zJfv369eWuu+4yxUoo7aHSZfm050R7LS6//HLTs6KVofag/Oc//wluO3z4cDNULS4uTu644w5TVOjjlEZ7gnRYYGJioikwvvjii1K37dKli/zmN78xxz5kyBA5fPiwfP/99+Y2PebJkyeboYb6+FOnTq1AgiJvvPGG6RGaOHGiea7aMzV+/PhgFtrLo8MW9Ti1V+x3v/udLF++POzVOCryemimWhTpNrq99sLp61ES7ZHSHAKX5s2bm+tZYS18mqH24pGlHeRpD1naRZ5k6SraJllGUtuMrUxhpCfY3333nZl/pNVaWfSkP0CHhe3fv7/ICbbuL3TolfZM6Il6gP47dHU3/V17PZQGoT0/2qu0c+dOcyzaY7F79+5Sjyd0X9pzVFYvU+i2WpEmJSUFt9++fXuwACj+PMtDs/jvf/9rCr4AfT6BfWrPlhZL2qOUmZlprtPiTB8/nHlLFXk9tNjUHsJrrrnGHMO1114rf/zjH00OxU2ZMsX0dAXo6xCaDwAAAOC6CvUc6YnzzTffbIbTvf322+U6SQ8tnvRk+YQTTjAn5IGLnnQHip2K0h4Ovbz55ptmP7o/PaaqWCJR5+eEzlfSIX8VoVnoHJ7QLLSgCAyR02IjNzfX9JLp9dprpALPraSiVOcf6X0CduzYEdbrofv705/+ZArhTz75RN59910zz6kkCQkJpocr9AIAAADU2uJIh6TpktTvvPOOGRJWUV27djU9F3fffbfpAdETfZ1Ps2TJEqkMLRp0SFqDBg1Mr4oOxwvMdfGbDrfTxR10WW4tKO6///4K3f/SSy81vV1abGjvjPbWaBGii1IofR7aS6Y9Szq0bdq0aUXu36hRI9mwYcMxwwBfeuklsz+97Yknngjr9dChfzqMUHu0tNjRYXaxsRXubAQAAABqV3GkJ816Iq8n8Dr/R3sV9KIrtpWXzlv5xz/+YRYgOPXUU00vj84h0sUAKmPo0KFmpTY9Hp1HpMO9qmoolxYUnTp1kg4dOpi5OH379g32oJSHZqfDErU3RucX6XyfgQMHBr8DSYshzUWLUF0UQucfhdI5X5qj3h5YFEMXUtDeH13hTvd1/fXXh/V66M9LLrnEDHXU53n22WebIZUVofPSEB7t7dOhj8cbwgryrGq0TfJ0FW2TPF1F23Q/zyiPr+m1Qr9s9vzzzze9NpzEHu350mIrMNQRlReYB6bFLMt5h4887SFLu8iTLF1F26xdWR7Zs0e2jBhZZY+34fBhmfzzLnnhhRekffv2VZ5n4JxUR3qVZ9oHf4quJP1+IP1OJX1BdHEGXeXt6quvpjAqpqJzsVDyG1+LTP6OYQd52kOWdpEnWbqKtkmWkdQ2KY4qSYsiXYZbK1EdXqdLes+aNcvaC1Nb6Pc5AQAAADUBs+srSYsh/fJXAAAAALUDPUdADcBcI/J0FW2TPF1F2yRPV9E23c6TniP4isUp7GSoqxnCDvK0hyztIk+ydBVtkywjqW3ScwRf6XdQITw6yVC/x4sFGewgT3vI0i7yJEtX0TbJMpLaJsURfKVfYovw6Btel6GkOLKDPO0hS7vIkyxdRdsky0hqmxRH8JWuKQ8AAADUBBRH8NXOnTtJGAAAADUCxRF8xYosdjKszm/Srm3IkyxdRdskS1fRNskyktomq9XBV5zQ28kwPT3dwp5AnnbRNsnTVbRN8nQVbdP9POk5gq9YRMBOhocOHSJLS8jTHrK0izzJ0lW0TbKMpLZJcQRfJSQkkHCY9A2fk5NDcWQJedpDlnaRJ1m6irZJlpHUNimO4KsWLVqQMAAAAGoE5hwBAAAAESIqLk5aPDenyh4vd906kbFjpaagOIKv1q1bJ127diXlMCcbxsXFsbiFJeRpD1naRZ5k6SraZu3KMiY1tUofL/bnn2tUnhRH8BWr1dnJMC0tzcKeQJ520TbJ01W0TfJ0FW3T/TyZcwRfsVqdnQxzc3PJ0hLytIcs7SJPsnQVbZMsI6ltUhzBVxRHdjKkOLKHPMnSVbRNsnQVbZMsXUVxBAAAAAA+oecIvmrZsiUJAwAAoEagOIKvEhMTSdjCZEP9Ml0Wt7CDPO0hS7vIkyxdRdsky0hqmxRH8NWOHTtIOEz6hq9bty7FkSXkaQ9Z2kWeZOkq2iZZRlLbpDiCr7Kzs0nYwmRDzZHFLewgT3vI0i7yJEtX0TbJMpLaJsURfMUJvZ0M8/LyyNIS8rSHLO0iT7J0FW2TLCOpbVIcAQAAAICIxJIC/BCo4HNyciQrK4uQw1BYWGi6jGNjYyU6mr9nhIs87SFLu8iTLF1F2yTLcOi5YEFBgS/nhOVpm4HHLG/vUpTHuCf4YMOGDdKmTRuyBQAAQLXbunWrNGvW7Ljb0XMEX2RkZJifW7ZskbS0NFIOg/7Fo3nz5uZNnZqaSpZhIk97yNIu8iRLV9E2ybImt83Aog0nnnhiufZJcQRfBLo2tTDihN4OzZEs7SFPsnQVbZMsXUXbJMua2jYr8od6JjAAAAAAAMURAAAAABxFzxF8kZCQIFOnTjU/QZYuoW2Spatom2TpKtomWUZS22S1OgAAAACg5wgAAAAAjmJYHQAAAABQHAEAAADAUfQcodKefPJJOemkkyQxMVHOPPNM+fDDD8vc/oMPPjDb6fatW7eWp59+mvQrkeXixYvl4osvloYNG5o1/c8++2xZunQpWYbRNgM++ugjiY2Nlc6dO5NnJbPMy8uT3/3ud9KyZUszQbZNmzby3HPPkWcl81y4cKF06tRJkpOTpUmTJjJ8+HDZs2dPxOe5fPlyueyyy8yXOkZFRcnf//7342bCZ5CdLPkMst82A/gMCj9LG59BFEeolFdeeUUmTJhgGuCXX34p5513nvTp00e2bNlS4vYbN26Uvn37mu10+7vuukvGjRsnf/vb3yL+Faholvo/Cy2O3nrrLfniiy+kV69e5n8eel9UvG0GZGZmyvXXXy8XXnghMVbyfa6uueYaeffdd2XOnDny3XffyUsvvSTt27cn00rkuWLFCtMmR44cKWvWrJFFixbJZ599JjfccEPE53ngwAFTND7++OPlyoLPIHtZ8hlkN88APoPsZGnlM8gDKqFbt27emDFjilzXvn17b/LkySVuP2nSJHN7qBtvvNHr0aNHxOdf0SxL0qFDB2/atGkRn2Vl2mbAtdde6919993e1KlTvU6dOpFlJbJcsmSJl5aW5u3Zs4f8LOQ5Y8YMr3Xr1kWue+yxx7xmzZqRbwg9lXnttdfKzITPIHtZloTPoPDz5DMo/CxtfQbRc4QKO3z4sOmx+PWvf13kev39448/LvE+n3zyyTHb9+7dWz7//HPJz8+P2FehMlkWV1hYKNnZ2ZKRkSGRrrJ5zp07V3744QfzXQmofJavv/66nHXWWfLQQw9J06ZNpW3btnL77bfLwYMHIz7WyuR5zjnnyI8//mh6ifXcYOfOnfLqq69Kv379Ij7PiuIzyD98BoWPzyA7bH0GxVo6HkSQ3bt3S0FBgTRq1KjI9fr7Tz/9VOJ99PqStj9y5IjZn46lj0SVybK4hx9+2HQ9a1dypKtMnuvWrZPJkyebuR863wiVz3LDhg1mKJjOp3nttdfMPm666SbZu3dvxM87qkyeWhzpnKNrr71WDh06ZP5/2b9/f5k1axbNtIL4DPIPn0Hh4TPIHlufQfQcodJ0clwo/ctm8euOt31J10eiimYZoGNp77vvPjOX4YQTTvDxCGtnnnqyOnDgQJk2bZr5CxMqn2XgL8h6m57Qd+vWzcwznDlzpsybN4/eo0rk+c0335i5mffee6/pdfrnP/9p5s6MGTOGploJfAbZx2dQePgMssvWZxB/JkWFNWjQQGJiYo75a+euXbuO+atoQOPGjUvcXv9SX79+/Yh9FSqTZYAWRDpRWydpX3TRRT4fae3MU4cj6tBOnRw/duzY4P9c9YRV2+bbb78tF1xwgUSiyrRN7QHWoQxpaWnB60499VSTpw4PO+WUUyRSVSbP6dOny7nnnit33HGH+b1jx45Sp04ds5DDAw88ELE97pXBZ5B9fAaFj88gu2x9BtFzhAqLj483S9C+8847Ra7X33UYSEl0ueni2+uJp44NjYuLi9hXoTJZBv5aN2zYMHnxxReZfxBGnroU+urVq2XVqlXBi/5Vvl27dubf3bt3l0hVmbapJ/Lbt2+XnJyc4HXff/+9REdHS7NmzSSSVSbP3Nxck10oLbBCe95RPnwG2cVnkB18Btll7TMorOUcELFefvllLy4uzpszZ473zTffeBMmTPDq1Knjbdq0ydyuqy8NGTIkuP2GDRu85ORkb+LEiWZ7vZ/e/9VXX/UiXUWzfPHFF73Y2FjviSee8Hbs2BG87N+/vxqfRc3NszhWq6t8ltnZ2WYltQEDBnhr1qzxPvjgA++UU07xbrjhBh9f8dqb59y5c817/cknn/R++OEHb8WKFd5ZZ51lVr2LdNrWvvzyS3PRU5mZM2eaf2/evNnczmeQf1nyGWQ3z+L4DKp8lrY+gyiOUGl6ct6yZUsvPj7e69Kli2mEAUOHDvV69uxZZPv333/fO+OMM8z2rVq18p566inSr0SW+m/9n0Txi26HyrXNUHwwhfc+//bbb72LLrrIS0pKMh9St956q5ebm0vTrGSeunS3LpOseTZp0sQbNGiQ9+OPP0Z8nsuWLSvz/4N8BvmXJZ9BdvMsjs+g8LK08RkUpf+x3KsFAAAAADUOc44AAAAAgOIIAAAAAI6i5wgAAAAAKI4AAAAA4Ch6jgAAAACA4ggAAAAAjqLnCAAAAAAojgAAAADgKHqOAACw6P3335eoqCjZv39/ue/TqlUreeSRR3gdAKCaURwBACLGsGHDTOEyZsyYY2676aabzG26TW00b948qVevnjMFIQC4iOIIABBRmjdvLi+//LIcPHgweN2hQ4fkpZdekhYtWlTrsQEAqhfFEQAgonTp0sUUQYsXLw5ep//WoumMM84osm1eXp6MGzdOTjjhBElMTJRf/vKX8tlnnxXZ5q233pK2bdtKUlKS9OrVSzZt2nTMY3788cfyq1/9ymyjj6P7PHDgQLmPubCwUH7/+99Ls2bNJCEhQTp37iz//Oc/y+y5WbVqlblOj0dvHz58uGRmZprr9HLfffcFh/Tdf//9MnDgQElJSZETTzxRZs2aFdyP3l+31/0F6OPodbpfvV2ft0pPT6/VvW8Aaj+KIwBAxNFCYe7cucHfn3vuORkxYsQx202aNEn+9re/yfz58+U///mPnHzyydK7d2/Zu3evuX3r1q1y1VVXSd++fU3xcMMNN8jkyZOL7GP16tXmPrrd119/La+88oqsWLFCxo4dW+7jffTRR+Xhhx+WP//5z2Yfur/+/fvLunXrynX/c845x8xpSk1NlR07dpjL7bffHrx9xowZ0rFjR/Mcp0yZIhMnTpR33nmnXPvWYk8zUt99953Ztx4vANREFEcAgIgzZMgQU6Bor8fmzZvlo48+ksGDBxfZRnt2nnrqKVM49OnTRzp06CCzZ882vT9z5swx2+jtrVu3lr/85S/Srl07GTRo0DG9Jnp/7ZWZMGGCnHLKKaZQeeyxx2TBggVmOF95aFF05513ynXXXWce509/+pPpPSrvIg7x8fGSlpZmenUaN25sLtpLFHDuueeaok57wG655RYZMGCAeU7lERMTIxkZGebf2sOm+9bHAoCaKLa6DwAAgKrWoEED6devn+kR8jzP/FuvC/XDDz9Ifn6+KRwC4uLipFu3bvLtt9+a3/Vnjx49TNERcPbZZxfZzxdffCHr16+XhQsXBq/Tx9Shchs3bpRTTz21zGPNysqS7du3FzkOpb9/9dVXYkPxY9bfWT0PQCSiOAIARCQdRhcY2vbEE08cc7sWMCq08AlcH7gusE1ZtAi68cYbzTyj4iqyAERZxxEdHX3M8WhhFw4/9w0ArmJYHQAgIl1yySVy+PBhc9E5PMXp/CIdjqbD70KLgs8//zzY26ND7T799NMi9yv+uy4AsWbNGrO/4hfd//HoPCFdJCH0OAKLPASOo2HDhuanzvcJCF1AQeljFRQUlPgYJT2H9u3bV2jfqrT9A0BNQXEEAIhIOldGh8XpRf9dXJ06deS3v/2t3HHHHWZluG+++UZGjRolubm5MnLkSLONfl+SDr+79dZbzWIEL774ovk+oVA6V+iTTz6Rm2++2RQVuojC66+/bub2lJceg84z0sUc9HF0fpDua/z48eZ2LbR0YQRdge7777+XN9980yzgEEpXpcvJyZF3331Xdu/ebZ5HgM65euihh8x9tRdt0aJFwX3rHCsdOvjHP/7RZLB8+XK5++67i+y7ZcuWpqfpjTfekJ9//tk8DgDURBRHAICIpb0yeimNFgRXX321WcBBe4B07tDSpUvNktWBYXG6Uts//vEP6dSpkzz99NPy4IMPFtmHrgL3wQcfmKLovPPOM8uF33PPPdKkSZNyH6cOybvtttvM5fTTTzfFmhZYusBDYC6Ufk/T2rVrzXFoIfXAAw8U2YcuBKHF3LXXXmt6g7QYCtD96twoPTZd1lsLq9DeNF3NT3vNzjrrLFM0Fd9306ZNZdq0aaZoa9SoUYVW4gMAl0R55RkwDQAAaiXtUdKV9PQCAJGOniMAAAAAoDgCAAAAgKMYVgcAAAAA9BwBAAAAwFHMOQIAAAAAiiMAAAAAOIqeIwAAAACgOAIAAACAo+g5AgAAAACKIwAAAAA4ip4jAAAAAKA4AgAAAAAx/h+cZboO5i/7ZwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = summary_plot(\n", " explainer.ueifs_X,\n", " features=X_test,\n", " feature_names=feature_names,\n", " show=False,\n", ")\n", "display(fig)\n", "plt.close(fig)\n", "\n", "fig, ax = dependence_plot(\n", " \"X0\",\n", " explainer.ueifs_X,\n", " X_test,\n", " feature_names=feature_names,\n", " interaction_index=\"X1\",\n", " show=False,\n", ")\n", "display(fig)\n", "plt.close(fig)\n", "\n", "fig, ax = waterfall_plot(\n", " explainer.ueifs_X[0],\n", " features=X_test[0],\n", " feature_names=feature_names,\n", " max_display=5,\n", " show=False,\n", ")\n", "display(fig)\n", "plt.close(fig)\n", "\n", "fig, ax = force_plot(\n", " 0.0,\n", " explainer.ueifs_X[0],\n", " features=X_test[0],\n", " feature_names=feature_names,\n", " max_display=5,\n", " show=False,\n", ")\n", "display(fig)\n", "plt.close(fig)" ] }, { "cell_type": "markdown", "id": "visualization-10", "metadata": {}, "source": [ "## Inference and Diagnostics\n", "\n", "`confidence_interval_plot` consumes `conf_int()` dictionaries. `diagnostics_plot` consumes the shared diagnostics dictionary from OT/EOT/Flow explainers." ] }, { "cell_type": "code", "execution_count": 6, "id": "visualization-11", "metadata": { "execution": { "iopub.execute_input": "2026-05-26T14:10:24.381331Z", "iopub.status.busy": "2026-05-26T14:10:24.381189Z", "iopub.status.idle": "2026-05-26T14:10:24.583087Z", "shell.execute_reply": "2026-05-26T14:10:24.582488Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = confidence_interval_plot(\n", " ci,\n", " feature_names=feature_names,\n", " show=False,\n", ")\n", "display(fig)\n", "plt.close(fig)\n", "\n", "fig, axes = diagnostics_plot(\n", " explainer.diagnostics,\n", " feature_names=feature_names,\n", " show=False,\n", ")\n", "display(fig)\n", "plt.close(fig)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.19" } }, "nbformat": 4, "nbformat_minor": 5 }