diff --git a/jupyter_notebooks/classifier_tests.ipynb b/jupyter_notebooks/classifier_tests.ipynb index 2d15f14..ce6c94d 100644 --- a/jupyter_notebooks/classifier_tests.ipynb +++ b/jupyter_notebooks/classifier_tests.ipynb @@ -27,7 +27,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 133, "id": "32a509a0-ff60-4744-b0a6-7077c4a15bec", "metadata": {}, "outputs": [ @@ -112,7 +112,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 132, "id": "26ba6967-a405-49d5-b835-c3cb9276bc08", "metadata": { "scrolled": true @@ -121,246 +121,16 @@ { "data": { "text/plain": [ - "{'M-SP-PITCH-V2-0100-0.3': [],\n", - " 'M-SP-PITCH-V2-0097-0.3': [],\n", - " 'M-SP-PITCH-V2-0096-0.3': [],\n", - " 'M-SP-PITCH-V2-0099-0.3': [],\n", - " 'M-SP-PITCH-V2-0098-0.3': [],\n", - " 'M-SP-PITCH-V2-0095-0.3': [],\n", - " 'M-SP-PITCH-V2-0094-0.3': [],\n", - " 'M-SP-PITCH-V2-0093-0.3': [],\n", - " 'M-SP-PITCH-V2-0092-0.3': [],\n", - " 'M-SP-PITCH-V2-0091-0.3': [],\n", - " 'M-SP-PITCH-V2-0090-0.3': [],\n", - 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"{key: value[0]['info'].get('mods') for key, value in data.items()}" + "sum(len(value) for key, value in data.items())" ] }, { @@ -2799,7 +2569,7 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": 131, "id": "49058b85-96bc-469a-b3d5-fe98f28b132f", "metadata": {}, "outputs": [ @@ -2822,21 +2592,21 @@ { "data": { "text/plain": [ - "(
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,\n", " )" ] }, - "execution_count": 119, + "execution_count": 131, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -2862,22 +2632,24 @@ "\n", "batchlabels = ([5, 15, 25], ['Baseline', 'Ground touched', 'Mesh touched'])\n", "smooth = None\n", - "plot_vector_covar(group_baseline+group_touch_ground, group_touch, vector_method='norm', distance_method='corr', smooth=smooth, plot_cdf=True, fig_out='touch_combined', do_lines=True, figsize=(4,4), batchlabels=batchlabels)" + "plot_vector_covar(group_baseline+group_touch_ground, group_touch, vector_method='norm', distance_method='corr', smooth=smooth, plot_cdf=True, fig_out='touch_combined', do_lines=True, figsize=(3.5,3.5), batchlabels=batchlabels, label_placement='x')" ] }, { - "cell_type": "raw", - "id": "c4b17694-0fcf-4f8c-8486-09f9839993ce", - "metadata": {}, + "cell_type": "markdown", + "id": "4d1ef7b7-364e-45a0-b3ca-2bb03607de28", + "metadata": { + "jp-MarkdownHeadingCollapsed": true + }, "source": [ - "#### Do we see a difference when the mesh is heated?\n", + "## Do we see a difference when the mesh is heated?\n", "\n", "In this experiment, mesh 5 was heated up to 60 ~ 70 Celsius using a hair dryer." ] }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 122, "id": "c93504ec-b1a3-4e80-b98e-64a0df0e3698", "metadata": {}, "outputs": [ @@ -2906,7 +2678,7 @@ " )" ] }, - "execution_count": 92, + "execution_count": 122, "metadata": {}, "output_type": "execute_result" }, @@ -2936,7 +2708,7 @@ "group_hot = [value for value in data['M-SP-PITCH-V2-0005-0.3'] if value['info']['meta'] == 'hot-mesh-hot-serial-5-25-07-02-01-p0.3'][:10]\n", "\n", "smooth = None\n", - "plot_vector_covar(group_baseline, group_hot, vector_method='norm', distance_method='corr', smooth=smooth, plot_cdf=True, fig_out='hot_mesh', do_lines=True)" + "plot_vector_covar(group_baseline, group_hot, vector_method='norm', distance_method='corr', smooth=smooth, plot_cdf=True, fig_out='hot_mesh', do_lines=True, label_placement='x')" ] }, { @@ -3733,10 +3505,129 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 149, "id": "ff523649-f8af-47c0-a2ce-a0433686456f", - "metadata": {}, - "outputs": [], + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "setting threshold for quantile 0.001\n", + "Baseline threshold set at 0.985280\n", + "\n", + "Distribution parameters:\n", + "Within class: 0.99±0.00143 min: 0.986 max: 0.993\n", + "Cross class: 0.988±0.0014 min: 0.984 max: 0.99\n", + "\n", + "Type 1 error (false alarm rate): 0.001000000000\n", + "Type 2 error (missed alarm rate): 0.947287927127\n", + "EER: 0.2421818181818182 th: 0.9885775337419679\n", + "setting threshold for quantile 0.001\n", + "Baseline threshold set at 0.985170\n", + "\n", + "Distribution parameters:\n", + "Within class: 0.99±0.00151 min: 0.985 max: 0.993\n", + "Cross class: 0.985±0.00207 min: 0.979 max: 0.988\n", + "\n", + "Type 1 error (false alarm rate): 0.001000000000\n", + "Type 2 error (missed alarm rate): 0.497008336612\n", + "EER: 0.060802469135802464 th: 0.9877988633902236\n", + "setting threshold for quantile 0.001\n", + "Baseline threshold set at 0.990168\n", + "\n", + "Distribution parameters:\n", + "Within class: 0.992±0.000474 min: 0.991 max: 0.993\n", + "Cross class: 0.99±0.000725 min: 0.988 max: 0.991\n", + "\n", + "Type 1 error (false alarm rate): 0.001000000000\n", + "Type 2 error (missed alarm rate): 0.212168000058\n", + "EER: 0.0463768115942029 th: 0.9908329311778704\n" + ] + }, + { + "data": { + "image/png": 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", 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ri5599lnavHmzu2z37t00YMAA6t69u8p5dMmSJT7jKV1ZpCEqw4kTJ+jFF1+kt99+m4hK9JRnn32Wbr75ZnrppZeIiOjXX3+lyZMn00033VQt9l154gt9+PHHH2n9+vX0yiuvuMuOHTtGsbGx1KlTJ9q0aRPt3LmTpk6dSuHh4dU2OuTKlSvJz8+PWrRoQUeOHFFN1Xbv3k0PPPAA9ejRgz744APVeTeiMZKG6E8OHjxIPXr0oKZNm9L//d//uctPnDhBzz33HDVs2JDCwsKoTZs2dMstt6g8kqsLNbkPpVpIbm4u3XTTTaQoCo0ePVpV59dff6WEhARq1KgRRUdHU4sWLap1Kutt27ZRUlIS+fv70w8//EBEJTpWKbt376a77rqLRo0apVUTqw3SEP3JwYMH6f7776datWq5Rw6l5Ofn06lTp+iDDz6gHTt2VNu4wDWpD6WGp+wq3c8//0wul4vWrVtHcXFx1K1bN7LZbKr6RCUJKH/66SfB/0ZLvInK6enp1LlzZ2rYsKHb1aC0T0Qly/k3iiBdHjesIeKWRI8cOUL/+Mc/qEWLFvTee++5y6vrF6Wm9+HUqVP02GOP0cGDB2nNmjWkKAplZGSQw+GgDRs2UHh4OD344IPu+mV/wNWJss/2P//5D82bN4/eeOMN97T34MGDdOedd1LTpk3dxqjsyMjzGjciN6QhKv0B79ixg1JTU+n555+nAwcOEFFJzOZHHnmEEhIS6P3333efU92+KL7Qhy1btlCbNm0oISGBzGazEH95w4YNFBYWRg899JCqvLry/PPPU926dWnw4MEUHx9Pt956qzu+9K5du+juu++mZs2a0cmTJzVuafXjhjJEZUXANWvWUEREBPXq1Yvuuece8vf3p5kzZxJRyXD5kUceoe7du1NqaqpWzWXxhT6U5d///jcpikLx8fG0d+9e1Xulxqhu3bp0zz33aNTCirF69WqKiopyx/pevnw5GY1G+s9//uOuk56eTq1bt6aBAwdq1cxqyw1hiN555x367bff3K8PHTpEUVFR7tGC3W4nRVHcP2IiooyMDOrbty/17NmzWixv+0IfylLqIb148WJ6+eWXqWvXrnT//fcLm0NdLhd98803FBsbKzj7VSdee+01t4FZvXo1BQcHu/8AFBQUuNNCZ2RkVLuRaXXA5w3RlClTKCwsTJWSd9u2bXTnnXcSUYm3cVRUlMrbuHQen5GRobmoS+QbfSildGqVn5+vKl+7di117tyZ7r//ftq2bZu7fNeuXURE1XLrCdHlEer48ePpueeeox07dlBgYCClpKQQUUl/ly1bRq+//rpKF7oRl+jLw6cN0enTp6lp06Zu7eHIkSNUWFhIH330ETVv3pzOnDlDMTExNGLECPdfqfXr19Pw4cOrzX4lX+iDJ9988w316NGD+vTpQy+++KJbhF67di0lJCTQgAEDaNWqVfTSSy+RoiiqkaDWeBvNfP3116QoCimKonJSLCwspMTERBozZsx1amHNxKf9x00mE+rVq4dffvkFqamp6N+/P86ePYu///3vCAkJQUxMDHr06IHFixe73fE3b96MkydPVhvXel/oQ1l27dqF/v37Iz4+Hn5+fli7di369esHm82GXr16Yfr06bh06RJeeuklLF++HGlpaahTp47WzQagzkW/bt06LF++HJs3b8b58+fRp08fTJgwASaTCYWFhThx4gQOHDiA+++/Hzk5Ofj3v/+tceurOVpbwr+alJQUaty4MSmKQv/+97+JiKi4uJhef/11atmyJQ0dOpTy8vJo//79NHHiRAoJCaEff/xR41ar8YU+EJXoWsuWLXP3wWKx0CeffEK33XYb9ezZ07194/jx43TkyBFhN7qWlF2tGz9+PIWFhVHDhg2pWbNm1Lx5czp27BhZrVaaMmUK+fv7U/369alNmzZ09913u0d8cjrmHZ81RKVfnPXr15OiKBQVFUVz5sxxC54XL16k119/ndq0aUN+fn7UqlUratOmTbXIVFGKL/ShlFOnTlF8fDyFhobS/Pnz3eUWi4U+/fRTateuHfXu3btaBWQrpawR+u9//0sdOnSgXbt20YULF2j79u3Up08fCgsLc281ycjIoO+//54OHjzonsr5amTFa4XPJ1g8duwYDh8+jB9++AEfffQRBg8ejGHDhqFBgwaw2Wyw2WzYsWMHYmJiEBoaioiICK2bLOALfcjPz8fixYvxzjvvoGnTpqqMsTabDd988w2ee+45xMfH49NPP9Wwpd5ZvXo1vvrqKxARPvroI3f5qVOn8MQTT0Cv1+OTTz5BYGCg6rwan/zweqCxIbzmlP71ysvLo5ycHNVf2AkTJlBcXBzNnDlTtZJU3ZzkfKkPZcnPz6eFCxfSLbfcQsOGDVO9Z7Va6csvv6xWcbLLBiZzOBz00EMPUXBwMLVq1crdv9J/U1JSqGnTptVq20lNwqcMUemX4ssvv6TExESKjY2lBx98kGbNmuWuM3XqVIqLi6NXXnmlWi1rl+JLfdi+fTvNmTOHJkyY4A7Qb7FYaMGCBdS6dWvBGFVXSjPLWq1WGjduHNWtW5dmzJihiie9ZcsWaty4MR05ckSrZtZofMoQEZUsDZvNZpo7dy5t3LiRxo8fT4qiqDJVTJs2jSIjI+n111+vlgKiL/ShNMZ09+7dqWPHju6cXb/99hsVFxfT22+/TfHx8artG9WR7777jkJDQ93CudVqpSeffJLi4+Np9OjRdOLECTp06BAlJiZSt27dpLNiFfEpQ1RcXEyDBw+mV199lYiIzp8/Tw0bNqRnnnmGiNTThZdfflnlIFhdqGl94KZgx44do+joaFqyZIn7/Y8//pjCwsLo+eefJ6KSELVz5syhbt26CYHjtcSzP5s3b6bQ0FCVL5PFYqGnnnqKAgICKCIigvr160eDBw+m4uJiIqp+e/pqAjXSEHn7oG02G8XHx9Pnn39OZ8+epQYNGtCIESPc73/yySfCFgKt8KU+5OTk0J49e9yxgX788UeKjY2lAwcOqH7YK1euJJ1O557qFBQU0O+//379G14JnE4ntWzZUjW1JCoZGT3zzDPUsmVLeuWVV9zpoKvjql9NoMZJ+aUrEDk5OdizZw+2bt3qfq+4uBiNGjXCnj170KVLF/Tu3dsdnzk3Nxfffvstfv31VzidTo1aX4Iv9SEjIwP9+/fHtGnTMGvWLDidTlitVpw5cwYWiwWKosBqtQIAHn74YbRo0QK7d+8GAAQGBiI0NFTLbrj57LPPsGnTJgDASy+9hGHDhmHSpEn48MMPcf78eRw/fhwA4OfnB6DE0fSNN95Ap06d8NVXX2HJkiW4dOmS+31JJdHaElaG0r/ABw8epLZt21JsbCyFhYVRz5493X9533nnHVIUhbp27UpFRUXucydPnkw333yz5qsyvtCH0nYeOnSIQkJCaPLkyXTq1CnVKO/BBx+kFi1aqMK4Wq1Wio+Pp8WLF1/3NpdHamoqmUwm2rp1K9lsNpo1axYNHz6c2rZtSz179nRv3RgwYADdf//9tHjxYlq4cCERXZ6m3XLLLbRgwQKNe1JzqTGGqPRLfuDAAQoICKAXXniB9uzZ4w4jUTax3ssvv0x6vZ5GjBhBTz75JD366KNUu3ZtzR39fKEPpVy4cIG6du3q1q5KKe3j9u3b6Z577qHmzZvT5s2b6b///W+1jDH9zjvvkMFgoM8++4x932q10ujRoykhIYEmT55MDz30EN1xxx3UsWNH9yZWi8VCY8aM0fwPRE2mxhgiohIR1Gw209SpU91l58+fp7CwMBoyZIiq7tKlS+nhhx+mu+66i8aPH08ZGRnXu7ksvtAHopJ4R02aNKGtW7d61bt2795N//jHP8hsNlPTpk2pZcuW1SpO9uLFi8lkMtHnn3+uKn/nnXfo559/dr9+5ZVXqHv37u7XDofDPSr0jLQoqRo1xhA5nU6aNGkSRURE0Jtvvukuf+2110hRFLr99ttp+vTpNGPGDGEVprqsYvhCH0pZuXIlGQwG9w+ybPtK3QkKCwvp8OHDdP78eTp16lS1igawZcsWUhRFiO2dlJREHTp0UIno+/bto9jYWDp79qyqn9XNibQmY9Bao6ooOp0OTz/9NIqKirBq1Sr4+fmhoKAAr7/+OmbNmoU2bdpg/fr12L17N5YsWYKAgABMmDAB//znP6uNe70v9KGUmJgYGAwGfPbZZxgwYICqfXq9HgDw3nvv4euvv8bXX3+N8PBwrZrK0qBBA3Tt2hXp6enYu3cv2rdvjwceeACnTp3Cl19+idDQUBARFEXBTTfdhFOnTuHMmTOoV6+e+xql0Q4k1wCtLWFlyc7OpqeffpqaNWtGBoNBlbiulDVr1tALL7xQLXegE/lGH86cOUN16tSh++67TxWDuewo4dlnn6WJEydW25HD0aNH6Z577qF7772XunbtSu3ataMTJ04QEalGeh999BFNnz69WjqO+go1zhAREZ07d45Gjx5Nt956qzukBJHah6O6fvlL8YU+rFmzhvz8/GjIkCH0008/ucsLCwtp0qRJ1KhRo2q/5eHo0aP0t7/9jWrXru0OaFZ2+tW7d2/q3r27u0wao7+GGrv7/ty5c5g1axb27NmD/v37Y8KECQAAp9PpnhpUd2p6H1wuF5YsWYKnn34aTZo0QUJCAsxmM7KysrBr1y58++23aNeundbNvCK//vor/vWvf0Gn02HixIno3r07AKB37944duwYMjIyYDQa5S76v5Aaa4iAyz/k/fv34+6778ZLL72kdZMqjS/0IS0tDW+88QZ+/fVXBAQEoEuXLhg2bBiaNm2qddMqzLFjxzB69GjodDpMnjwZycnJOHToEA4dOgSj0QiHwwGDocZIqjWOGm2IgJIf8qRJk3DmzBmsWrUKYWFhWjep0vhCH3xhtHDs2DGMGzcOGzZsQGxsLH788UdphK4TNd4QAcBvv/0GAIiMjNS4JVWnpveB/lxh8vx/TePnn39GSkoKkpOTYTAYpBG6TviEIZJI/gqkEbp+SEMkkUg0p2ZP6iUSiU8gDZFEItEcaYgkEonmSEMkkUg0p0YYIqvVihkzZrgj/dVEZB+qB77QB1+kRqya5efno3bt2rh48SKCg4O1bk6VkH2oHvhCH3yRGjEikkgk5bNt2zYkJSWhfv36UBQFX3zxxRXP+e9//4v4+HiYzWbExsbinXfeEeqsWbMGLVq0gJ+fH1q0aIHPP/9cqJOSkoLGjRvDbDYjPj4e33//faXbLw2RROIDFBYWok2bNliwYEGF6p84cQK9e/dGt27dsH//fkyePBmjR4/GmjVr3HV27tyJgQMHYsiQIfjhhx8wZMgQPPTQQ+7kB0BJGu6xY8diypQp2L9/P7p164ZevXohMzOzUu2v8tTM5XLh7NmzCAoK+svd+fPz8xEVFYXTp0/X2OG07EP14K/qAxGhoKAA9evXv+KeO4vFApvNdsXref6u/Pz8KpQlRFEUfP755+jXr5/XOhMmTMBXX32Fw4cPu8tGjhyJH374ATt37gQADBw4EPn5+Vi3bp27zj333IPQ0FB8/PHHAICOHTvitttuQ2pqqrtOXFwc+vXrh9mzZ1+xrW6qGj/k9OnTBEAe8pBHmeP06dPl/m6Ki4spsE7dK14nMDBQKJs+fXqFfpsAhDjcnnTr1o1Gjx6tKvvss8/IYDCQzWYjIqKoqChKTk5W1UlOTqbo6GgiKonXrdfrhcQDo0ePVsX4rghV3kgTFBQEABi3LxN+gZf/suwfywwNbUUVuiYVXVIXGIxCHcUvQDzPyfx1cdiFIl3QTUJZ6NG1QlmxIt7DbgwUyvSOYqHMpVM/UpND7HuI/pJQlkvijnt/V4FQRhBHn1TBGXawXmyvzSWeq1Poivf014t51bKdYh/Cld+FMieJ17u7rfhZB4eIZUG1xa/sLZ3E++7+5pzqdZ0GZqHO+WyLUObnJ8aB8g8Qn1HuOfWqW5HNgcdX/c/9u/CGzWbDpZxzGLcnE35B/IjMWpCPN2+PFkZt1zJn2rlz54QN1pGRkXA4HMjNzUW9evW81jl3ruTZ5ubmwul0llunolTYEFmtVtWSZ0FByY/ELzAY5jIP1GgUP3C4XBW6Bxk8jAdniJjrk8L9EJkfGHOuSS8+Aoci3hd6sUxPDqHM0xAZGVvP3dNI4vVNiliPMwquChoi7r5gnl1FDJGfXiwzomJ94AxRLZNYL8CPK2MMVoDpitcLNIvnFZnEz481RExZkYlPcFlRmcLkHwCTv/gHDwDIUXLt4ODgv3QK7NlW+lOlKVvO1fEsq0idK1FhsXr27NmoXbu2+4iKiqrUjSQSSRlcVP7xF1O3bl1h1JKTkwODweCOh+WtTukIKDw8HHq9vtw6FaXChmjSpEm4ePGi+zh9+nSlbiSRSC5DLir3+Kvp3LkzNm7cqCrbsGED2rdvD6PRWG6dhIQEACVpt+Pj44U6GzdudNepKBWemnlT7PePXaCajrV/Z7xQJ/3pt8ULOsVhsec0QRdYW6zDxXJmpn6ufFGb0AWI83cbxGG9UyeWGRyFQhmnzehc6n7Z9bWEOsVOUZtQdOJQ36r4i/VIrKeD2H8TRN2s0MlMLxXxS293qYfVRkW8Z5FT/BwcjI4WqJwXygpsFYvH7XSIbTP6ic8876z4PIsK1Z+DzSL2wWgUr2WzivW4mX/eH2oZodjOfJ/LoTyDUxVDdOnSJfzyyy/u1ydOnMCBAwdw0003ITo6GpMmTUJWVhaWL18OoGSFbMGCBRg/fjxGjBiBnTt34r333nOvhgHAmDFj0L17d8yZMwd9+/bFl19+iU2bNmH79u3uOuPHj8eQIUPQvn17dO7cGYsXL0ZmZiZGjhxZqfbLqE8SiQaQ0+nWgrj3KsvevXvRo0cP9+vx40sGBI899hg++OADZGdnq3x7GjdujLVr12LcuHFYuHAh6tevj7feegsDBgxw10lISMCqVaswdepUTJs2DU2aNMHq1avRsWNHd52BAwfiwoULmDlzJrKzs9GqVSusXbsWjRo1qlT7pSGSSDTgWo+I7rzzTrfYzPHBBx8IZXfccQf27dtX7nUfeOABPPDAA+XWGTVqFEaNGlWhdnpDGiKJRAvKE6Wvg0ZU3ZCGSCLRAJfDBZeDd2vxVu7LXL0hshWpxGJOmI5f8IxQlv6v+UIZFVxQvXYxKiFZRGdAVk0kRsC2iA59HEan6IRoNYUIZQG2XKGsWK/2+yDGnyLIKDpbWu2iuBykE9tho4oJvZwIH6gT+8+J1Z4t1usY0Zgp+51x8HQy3zCzgRGEOd8thosXxOcUES3643g+dgcjfFsYAZurFxohLtLU8vf4HPSVHMXIEZEKOSKSSDSAXC6QF0dfb+W+jDREEokGkJNAXqZg5JQjIolEch241qtmNR1piCQSDSAir8vt5S3D+yrX3hAxHtOcMB2/cIxQtufhKeoCRnBWzKL3LtlFz1owmy0VxivbCEY4hihOKi5R2LTomEgAivoeRqfokf07id7WTkasLXCJ9fSomLMbtxE23yW2l/PK9izTOcU6BkUsc5pET/BLdsYDmxHcud9ecVHFvKGddrEtNtuVdRajSbyWwcCI2oXMZ29RX9/CtKFcpFitQo6IJBINcDmccHnxrPZW7stIQySRaIEcEamQhkgi0QApVquRhkgi0QCXsxzPakaT83Wu2hBR0SV1ZEXOG9rDYxpghGkAt380S11n0CShjhIshgXFJcZjmvOsNokRGjnR1UWigE2M6GwiMUlfoS5E9Vph2uGviOe5SHxunJBuUsTFAC6CosKov7UNTLgMJjSIySPsB+cJrWMC8F1kPKvrBortLbSJ1wsOEUO01AoUv54h4eJCQmh9USRv2Egt9Ec0EOv8fo4Jx8L0KzRS/N7k/a728NaXHwtfhIhX6Evfu8GQIyKJRAOkZ7UaaYgkEi1wuLx6VkNuepVIJNcDKVaruXpDZDCqsm1w4V25XfSchuOpCd2+SkzQxmlLXLYPGMTd55x+VQBRm3AYRD2B20XvcInagdOg1iZcTkYPYpwNi8x1hDKzVQx362J0KX+dKFDYGKfMIibyH+fQWODRL4tN1KoCPTOugA9jm1cs9tXqZJwt/2B0OeYH6WAcB82MliReT4xk8Aezk5/DZhHv6dkOrl3lIT2r1cgRkUSiAeQoZ9MrE4rE16lyXrP8/Py/pEESyY2AFKvVyLxmEokWlC7feztuMGReM4lEA4jKyWt2Axqiq85rpvgFqNNAMzvcufCu3C56T2fFijg9AsDeEa+L97SK4qQuQLyngUTB0klMrjMDnx7YE71Hrnszie1wMg6IJtsfQhnnqGhXxLbpmcgAOmaXfhFEcZ0Tqz0dKTmnzwKH2A4Xs0BgYkKoOhgR2mpldvgzu+/9PEO0AnAxgcRyz6s/1/C6zMICcx63I9/BaDl//KF21Kx0XrNylu+9Luv7MFKslkg0QK6aqZGGSCLRApeLzVDsfu8GQxoiiUQDZDohNdIQSSRaIDe9qrj63fdOG6isxzI3rOR25HPhXT130TMe05ww3X7JC2K9fv8SylxGUbCspYjtIKcoEnOe1QbGa1pHatHSCVFcDdaLu9QtzHMLhCjy25kwqw7mYwxQxHsUUcX67+n5rWNyn3nu0Af4Z1TR31REpLgQome2+AeHioJ4eCMxpG5UI7V3PLerPiRMvJa1WOxXQLD4PaxTR31uka3CC9AA5BYPT+SISCLRAHI6QcyWm9L3bjSkIZJINIDI+8jnBpyZSUMkkWiBnJqpkYZIItEAcrpAXkLCeiv3Za7eEDnsKLtTxJUvhq7gQn5weceEeoynLucxzQnT7b9YKNZ74t9CmY3Edth1oqjL7YbhxFmLSe0drnOKntt6Jl2M3SDes4ARzRlnawRD3IBsJUZgNYnid4FdrOf5B5kLCwuIf7X1XMgT5lyDTjyXy2EWWb9i3tA6poGeHtJGP1HkxyXRG5oLT2syi+cqHp+95+srIv2IVMgRkUSiAdKzWo00RBKJBkiNSI00RBKJBkiNSE3lvLAkEsm1oVQj8nZUgZSUFDRu3Bhmsxnx8fH4/vvvy62/cOFCxMXFwd/fH82aNcPy5ctV79vtdsycORNNmjSB2WxGmzZt8O2336rqzJgxA4qiqI66detWuu1XPSLSBd0EXRmPZV2AGAPaZRG9fBUmXIiQd4zxyOZCeXAe05ww3X7xc0LZqbv+Tyjzc4mCeJFe9PwlxmvaaFcLx3aD+DzMOjE+c7FLFLUVRhD29NwG+JjgXAiRIgcTooWpF2RUt6+YOS/UT2xHro3xhDaLfci+JH7tAhmRuKJSiYURnR129clceA+nXbwBV8bGzvbYD8aFCimXcjSiqjgSrV69GmPHjkVKSgq6dOmCRYsWoVevXsjIyEB0dLRQPzU1FZMmTcKSJUtw++23Iy0tDSNGjEBoaCiSkpIAAFOnTsWHH36IJUuWoHnz5li/fj369++PHTt2oF27du5rtWzZEps2bXK/1jO/7SshR0QSiQaQy+WengnHnyOi/Px81VE2VLMnycnJGDZsGIYPH464uDjMmzcPUVFRSE1NZeuvWLECTz75JAYOHIjY2FgMGjQIw4YNw5w5c1R1Jk+ejN69eyM2NhZPPfUUevbsiblz56quZTAYULduXfcRERFR6echDZFEogGlMau9HQAQFRWlCs88e7aY1QYAbDYb0tPTkZiYqCpPTEzEjh072HOsVivMZvVMwt/fH2lpabDb7eXW2b59u6rs2LFjqF+/Pho3boxBgwbh+PHjFX8QfyINkUSiBRWIWX369GlVeOZJk8QU7ACQm5sLp9OJyMhIVXlkZCTOnTvHntOzZ0+8++67SE9PBxFh7969WLp0Kex2O3Jzc911kpOTcezYMbhcLmzcuBFffvklsrOz3dfp2LEjli9fjvXr12PJkiU4d+4cEhIScOGCmGa+PKQhkkg0gJzkfWr2p9NmcHCw6uBCNZfF06mSiLw6Wk6bNg29evVCp06dYDQa0bdvXwwdOhTAZY1n/vz5aNq0KZo3bw6TyYSnn34ajz/+uEoD6tWrFwYMGIDWrVvjb3/7G/7v/0o012XLllXqeVy1WB16dC1M+suXsYFJbMjgGRcZEGMjc8kPuRjTXCgLzmOaE6YbfbdFKPNM9AgAilX0SuaiFFNAqOp1nbPiysXZsNvFE01iUkel6KJYzyXeNaTwkFBW6BJjbBcxemp+LTEbS569UPU6FDlCnQtWJnY285lm5os/HqNObMj/0kTv8JBA8e+kxSaeG5cpLi78elK9QKI/VMBcq2KicHioeP2TZ9V9tToqGbP6GqYTCg8Ph16vF0Y/OTk5wiipFH9/fyxduhSLFi3Cb7/9hnr16mHx4sUICgpCeHg4ACAiIgJffPEFLBYLLly4gPr162PixIlo3Lix17YEBASgdevWOHbsWKX6IEdEEokWXMN0QiaTCfHx8di4caOqfOPGjUhISCj3XKPRiIYNG0Kv12PVqlXo06cPdDq1WTCbzWjQoAEcDgfWrFmDvn37er2e1WrF4cOHUa9evUr1QSZYlEg04FrHIxo/fjyGDBmC9u3bo3Pnzli8eDEyMzMxcuRIACXpwLKysty+QkePHkVaWho6duyIvLw8JCcn49ChQ6op1e7du5GVlYW2bdsiKysLM2bMgMvlwgsvXA5E+NxzzyEpKQnR0dHIycnBK6+8gvz8fDz22GOVan+FDdHs2bPx0ksvVeriEomE51pv8Rg4cCAuXLiAmTNnIjs7G61atcLatWvRqFEjAEB2djYyMzPd9Z1OJ+bOnYsjR47AaDSiR48e2LFjB2JiYtx1LBYLpk6diuPHjyMwMBC9e/fGihUrEBIS4q5z5swZDB48GLm5uYiIiECnTp2wa9cu930rSoUN0aRJkzB+/Hj36/z8fJntVSKpKuTio1KUvlcFRo0ahVGjRrHvffDBB6rXcXFx2L9/f7nXu+OOO5CRkVFunVWrVlWqjd646gSLxUoAHMrlUBJOnShiGp2i2GeFeC0XqQVAh0EUcLnkh1yMaS6UB+cxzQnTt68S/TX2PDZTKINV9BiHx/y6EGI8ZSWYcfhivnzEeExzAna+U3xOXIgSLpmiwSaK8HqXWvznYl37QXSuU5ikjtznDJd4rkmMRgInMzII8K+YrKnz6D93LS68CecU7HCI5xr06pMdVLkwIKWZXr29d6MhN71KJBogY1arkYZIItECF4kR6Mq+d4MhDZFEogFELpAXLchbuS8jDZFEogElHtTepmbSEFUauzEQ0F9WGg2OQqGO1RQilCkuJkGfU30uJ7g6DaLHMFeP89XkQnlwHtOcMH37shfFev+YKl7PI862gURvY/zxm1gWwnjAcs+Ii+PNhPKwG0SR3GwXxXowArZL8VCOGX3YwiR6LPavI5QFFZ0Ryi7pQoSy3y6K3tt1gsUpyrk8sSwyQuzDyfPqsjrBQhUUW8VrcVsiiq3i5/BbgbqejYsvXh5yaqZCjogkEi34C5bvazLSEEkkGiBXzdRIQySRaABROZte5YhIIpFcF+TUTMVVGyK9oxj6MnGUiVE2A2y5QplFJ4rOJlJ73DpcXKJDEQOT2I8TsLkY02zwBsZjmhOmb1/5yhXr2RXGs9ghhi0hBxOzmkkmyeGviP23MYkd7WCSKerE9ulcaoFdz3jGc/G09Q4mNjlXjwnlYmAEcW7AUKc2s4DBJF2sF6KuZ2A8prkZkI3xog4OEE/+/ZK6cTqlcgIzOZ0gnZyalSJHRBKJFshMryqkIZJItIConKmZXL6XSCTXAZnpVY00RBKJFjgdgM5LeFln5cLO+gJXbYhcOgNcusuX0TExlYv1olsrKaIAWOjhcetkvIP1DlE45ZIOWkxhQpln8kNAjDFdckEm/Abj0VwRATs9aYR4TxMTGkQvfhTEJI7kYlYXExNSRS8K0+QSRXKXgfE2r0CyQAMj83Pe8hwKMyWpZRJHAS4mtAY3WDAxyRM9vaZDg5hknborh/cAgFpM6BHPJfZKz6bkqpkKOSKSSLRAitUqpCGSSDSAXE6QlxGkt3JfRhoiiUQLqJwRkZyaVR6TowjGMjnE7HpR/+CcC41OcZe+p3bgYhwVzSRqRE7GUVHHOfQZxDxpXN4xLrwrt4uec1b01ITiv14i1DnW4+/iPS/eJJSFOcQsnQUIFMrqmcUIAia9mMcrJlr8uHPyjghlTqNa8AiJEDWSkGDxmR88niWU1Q8XP/s/CsUf2n1JYvjc4HDx+frVEvsQ1bq2UNb0O/Vu/oAQUTO7lCd+R4ovidpXk3hRR2y6Q53JtNBqx9s/CtW8IzUiFXJEJJFogdMJKN5WzeTUzCsyr5lEcg2RIyIVFc70Onv2bNSuXdt9yFRCEslVULpq5u24waiwIZo0aRIuXrzoPk6fPv1Xtksi8W1cjvKPG4yrzmsWor8EUxlnvGKn6DQXZBSF3t9JFIQ9d5G7GDvpZMKiBuvFXd96hzjPNuvEdpwNu10oY/OOceFduV30Hs6KnDDddMtGoWzPozOEsnO2WKHM8If4B8DhFHOdnbOI0Q0unBTbe0GpK5T5OdXit+kis1v+rPhX20pifrX838RnbmHqbdwgRmjgCAkURfLGuy8IZYcyxMUQT0xG8btks4ueiT8fEmWIY5nqZ2KtrDe09CNSIcVqiUQLpEakQhoiiUQLpCFSIQ2RRKIFLqd3LUh6VkskkuuB4iIoXsJ9eCv3Za7aEOVSGIx02WtVYcJfWu2i2On0zJ0FwEVqcbrILObJMtn+EMosjLhnN4g714tdYjtgEoVTdmjM5B1jw7t67KLnPKY5Yfr25WLZ3mGvCWUO5q9o3vlsoYzzNr9Iome5wuQ18/xsipmviZ6JeGDVi17f5BSFXq5tNib9G7djvrBYbK/FwuRm8/gtO5hwshabWMYJ2MXM9U0GdT0Xs4hSPuVMzZjPxNeRIyKJRAtcDkDx4j0jl+8lEsn1QCEXG5ep9L0bDWmIJBItkKtmKqQhkkg0QCEnFOJXx7yV+zJXbYj8XQUwKZcvY1VE8TdIJ4buKHCJntVGqBVLs/V3oQ4xomAgxDAYBU6xHpdjSykSvZKJm7szS6pc3jHP8K5cKA/OY5oTptu/N1Gs1+9fQpmOETe5ULx6LpSJnhHrPS5ndIme656fFQCIQVv4Zx6gMJ7wzCPPvSg+85BAsaKlWKznKUTXuYnJTcZcn5iYrzZG1Ha6yn99RWQWDxUV3msmkUiuHaUakbejKqSkpKBx48Ywm82Ij4/H99+LsbbKsnDhQsTFxcHf3x/NmjXD8uXLVe/b7XbMnDkTTZo0gdlsRps2bfDtt99e9X05pCGSSLSAqPyjkqxevRpjx47FlClTsH//fnTr1g29evVCZmYmWz81NRWTJk3CjBkz8NNPP+Gll17Cv/71L3z99dfuOlOnTsWiRYvw9ttvIyMjAyNHjkT//v2xf//+Kt/XG9IQSSQaoJCj3AMoiflV9igbD8yT5ORkDBs2DMOHD0dcXBzmzZuHqKgopKamsvVXrFiBJ598EgMHDkRsbCwGDRqEYcOGYc6cOao6kydPRu/evREbG4unnnoKPXv2xNy5c6t8X29IQySRaIBCVO4BAFFRUaoYYLNnz2avZbPZkJ6ejsTERFV5YmIiduzYwZ5jtVphNqv1TH9/f6SlpcFut5dbZ/v27VW+rzeuWqwmKCoBmVP8bcQIpxDrmTxCZ7pI/AtgV8T8Ynbm+pyjK5f/jHMeYwVsJq8Zi8f1uBjTbCgPph2cMN3+i4VC2ZEePYUyTtRnRW0d4+Hu8dpJYh2F+WycBlH4DqDzQlmOTvSYv1kneofXCRU/Vyb8OULDxM+mVrba691oYBY5mHxlTmZ7hckknusprnNie7lUYPn+9OnTCA6+nBOQC8MDALm5uXA6nYiMVHv/R0ZG4tw5cbEEAHr27Il3330X/fr1w2233Yb09HQsXboUdrsdubm5qFevHnr27Ink5GR0794dTZo0webNm/Hll1/C+Wco26rc1xtyRCSRaICOnOUeABAcHKw6vBmiUhQPK01EQlkp06ZNQ69evdCpUycYjUb07dsXQ4cOBQDo9SV/AObPn4+mTZuiefPmMJlMePrpp/H444+736/Kfb0hDZFEogl0haPihIeHQ6/XC6OQnJwcYbRSir+/P5YuXYqioiKcPHkSmZmZiImJQVBQEMLDwwEAERER+OKLL1BYWIhTp07h559/RmBgIBo3blzl+3pDGiKJRAMUt6jBH5XBZDIhPj4eGzeqI39u3LgRCQkJ5Z5rNBrRsGFD6PV6rFq1Cn369IHOI+W62WxGgwYN4HA4sGbNGvTt2/eq7+uJ9KyWSDSgZArGjwN0VfCsHj9+PIYMGYL27dujc+fOWLx4MTIzMzFy5EgAJTHns7Ky3L5CR48eRVpaGjp27Ii8vDwkJyfj0KFDWLZsmfuau3fvRlZWFtq2bYusrCzMmDEDLpcLL7zwQoXvW1GugVitU8WW5gTRil9LPa/014lhNvSMh7OD6UYwxPATLsZjOqTwkFCW7xRFV0789YyxDQDFpJ7Hc8kPuRjTXCgP7llywnSzLeuFsj0DJwhlluI/hDJXEBOf2yOvlitP9AkpimgnlCl+ord87kkxdrQ9qIFQVjtQjAmely/2P6iW+BkSIzB7yBisyM0J2MVM8sfaQWI9z7AiTibMSHko4L3OS9+rLAMHDsSFCxcwc+ZMZGdno1WrVli7di0aNWoEAMjOzlb59jidTsydOxdHjhyB0WhEjx49sGPHDsTExLjrWCwWTJ06FcePH0dgYCB69+6NFStWICQkpML3rShyRCSRaEB5U7DKTs1KGTVqFEaNGsW+98EHH6hex8XFqRwTOe644w5kZGRc1X0rikywKJFoQMnUjB/7VGVqVtORCRYlEk0oT6iWm169IhMsSiTXDuUKx43GVSdY9MQEUWC2QfR85ZInKh6b/WwQ76djPLK5sBJWxhuYE5wLXWIiQmKUTbtBFGJtTrGvLr36viZ9gVCHS37IxXHmQnlwfeCE6dtXzxHK0u97UihTagULZfCIu+1g+llRLJEthDLdJTGZ4jEmYaO/URwZ5BSI9fR6MRzLcQ/tO7RADFuSb6nYT95kFL9zfxSrz7UyYWfKQ1EIiuJFI/JS7stIsVoi0YCStWZ+hflqVp5rKtIQSSQa8FesmtVkpCGSSDSgPC1IakQSieS6oFdc0Cv8FMxbuS9z1YYoWF8MUxlxs9ApisSBOlFMzmdE4toGi+p1kVMUCYsgJk4sIrGsjkn0aC5yiOJvEfOZc3N0s10URO1gBHGXug8x0eIjvnDSIpRxyQ+5GNNc2ziPaU6Yjv9qkVC2t/8zQplnyBPFxsTmFkoA0ot9Neb+IpS5mHAhnOezPxN+I1hcM8BNIeJ9/XPUAnskE7Pan/GitjORYnRM48IC1E/AUslUZHJEpEaOiCQSDZCrZmqkIZJINECvEPReDI63cl9GGiKJRAMUhZ+Olr53oyENkUSiAToQdF6W6b2V+zJXbYhsLh1QJrwGN6zkyjjRtchD6ObqcGW1FFH8LbBXzLM6v5a4Z85gE4VuMZIz4NKJnt8ug7osJ++IUOeCUlcoU5jrc8kP2RjTTCgPzmOaE6bbf/62UJb+r/nq6+eeFa9fmwkfYhc/B3vthuK5LrGvF/PEr2Ihk9hQx05bRM/vQrv6s/4lm/m+2UXvfn+DWM/mEBdNci6p22urZBgQnc57nGvdjWeH5IhIItECuWqmRhoiiUQDdAp5Gd15G/X5NtIQSSQaIMVqNdIQSSQaoC9HI9LfeAOiqzdEnkNMu0s055yB50Rnk6IWBQtcose0EaK3MRdShAljjCCjeG6eXYyprHeJoqtLEUVinUu8nuJQ98vJhLLwc4piuJO5PrcJm3X+ZzzQPUN5AHySSE9hGgDiF45RvebCjHDCNIzi5wUmTjj5MZ+rTuwZ970xMkpuLT/xHp4rTxUNvKXnEnNy8a716vZSJXfM6xT+ut7u5+vIEZFEogFyaqZGGiKJRAMMCmDwMkxz3nh7XqUhkki0QI6I1FyDvGaKylHQqIh6hZ6Z1+sYs282qM+12EQNxsCESOCWO7l5djGz+z4UOUIZt5ufExn0TnFXuichEeKJpouiA14x81EYXWLUAicTApfLO8aFd+V20XPOip6aEBd2du/9Y4QyTg/SF10Q7+knRhqo7Sd+roHMx2BzcDnMxM/Vz6CuF8RcS8/oUmZG0wv0Z8IaK5677yuZ16wcjUgaIolEcl0od9XsBkwEL/OaSSQaIFfN1Mi8ZhKJBpRqRN6OGw2Z10wi0QC9Tin3uNG46rxm/non/Mp4gRU5ReGQc0LjRWf160CDKFYXOESnPE9HyBLEe4b6ifE8L1jF6/nBKpRZSOwXl23BAPU9QoLF8wxMDi89iW3jnDcVEttWFNFOKOPg5NSK7KLnhOn2n4mOkHsff0UoczGiOZnEeK8uJnXaRXYtQPyRMpv5hQUSbkmc02L8/cTrE4lPzlM0t1dh973O2+57qRFJJJLrgdSI1EhDJJFogKIoULyIQd7KfRlpiCQSDdDpAcb9qeQ9uelVIpFcD+TUTM1VG6JsZxiMZfJ7OYyBQp3fHYyHsEkMg3rRo55CogjtYnaQEzOU1TtFUTfXxtTjBGGI9y32ryOey/RLcanPPXg8S6hjJbHvVr343MQeAE4uJ5gfk+yLgcs7VqFd9IzHNCdMt39/qlCWnjRCbIci9jXPWrGvYi29+Nk4GKE4r1h9vRCzeN5Fq9ivixbGs9okluUWqz3cbc7KWQ85NVMjR0QSiQbodd6nZnq56VUikVwPdIrCZpAtfe9G4wb0WJBItKdUI/J2VIWUlBQ0btwYZrMZ8fHx+P7778utv3DhQsTFxcHf3x/NmjXD8uXLhTrz5s1Ds2bN4O/vj6ioKIwbNw4Wy+Xp/IwZM9zTzNKjbl0xS82VkCMiiUQDdHoFOi4cJAAdE+X0SqxevRpjx45FSkoKunTpgkWLFqFXr17IyMhAdHS0UD81NRWTJk3CkiVLcPvttyMtLQ0jRoxAaGgokpKSAAArV67ExIkTsXTpUiQkJODo0aMYOnQoAODNN990X6tly5bYtGmT+zUXDeFKXLUhCld+h0m5fJlA5bxQx8nc5ZJdbGzdQLV3cV4xE0KDCejLOL6C+yyDzWLFzHzRW9wKsSyo6IxQxnlWe1I/nMml9psokJNT3ETMXT+AxOebe1IMd2uJbCGUGXN/Ecq4vGOe4jQbyoPxmOaE6fivl4j1+gwXyhoEic+E2+pgYiLqhgSLX7C6l9TX40J5BFiZcMXM9SNCxOv756i/qxaH6BlfHtd61Sw5ORnDhg3D8OElz3bevHlYv349UlNTMXv2bKH+ihUr8OSTT2LgwIEAgNjYWOzatQtz5sxxG6KdO3eiS5cuePjhhwEAMTExGDx4MNLS0lTXMhgMVRoFlUVOzSQSDVB05R9ASYSLskfZ6BdlsdlsSE9PR2Jioqo8MTERO3bsYM+xWq0wm9Wro/7+/khLS4PdXmLEu3btivT0dLfhOX78ONauXYt7771Xdd6xY8dQv359NG7cGIMGDcLx48cr/TykIZJINEBXzoZX3Z9DoqioKFXEC25kAwC5ublwOp2IjIxUlUdGRuLcuXPsOT179sS7776L9PR0EBH27t2LpUuXwm63Izc3FwAwaNAgvPzyy+jatSuMRiOaNGmCHj16YOLEie7rdOzYEcuXL8f69euxZMkSnDt3DgkJCbhwQRxFl4fUiCQSDajIptfTp08jOPhy6nBu03lZPP2PiMirT9K0adNw7tw5dOrUCUSEyMhIDB06FK+//rpb49m6dStmzZqFlJQUdOzYEb/88gvGjBmDevXqYdq0aQCAXr16ua/ZunVrdO7cGU2aNMGyZcswfvz4ctur6nOFa0okkmuG50qT5wEAwcHBqsObIQoPD4derxdGPzk5OcIoqRR/f38sXboURUVFOHnyJDIzMxETE4OgoCCEh4cDKDFWQ4YMwfDhw9G6dWv0798fr776KmbPng0XF/IAQEBAAFq3bo1jx45V6nlc9YjISQqcdNnqFthEEdozFjUAOJiwGoU2dT2rU7STDi5hGYOB2bCTfYmJC83ELYZLnItf0oUIZXpi4kKT+np/FIrXtzCe1U6IzyNAET23c3Sih7c9qIFQpruUK5S5OK9s5gvlmXeMizHNhfLgPKY5YTr+m3fFc/slCGVO5rO2MN7xtfyZEC2KWjzmQnnki48XfkzsaSPjzV3s8dFbuUg05XAtg+ebTCbEx8dj48aN6N+/v7t848aN6Nu3b7nnGo1GNGxYsmCxatUq9OnTB7o/h2RFRUXu/5ei1+tBROzzBEq0p8OHD6Nbt26V6oOcmkkkGqDXKdB7Wb7XV3K7CACMHz8eQ4YMQfv27dG5c2csXrwYmZmZGDlyJICSwIZZWVluX6GjR48iLS0NHTt2RF5eHpKTk3Ho0CEsW7bMfc2kpCQkJyejXbt27qnZtGnTcN9997mnb8899xySkpIQHR2NnJwcvPLKK8jPz8djjz1WqfZLQySRaICujCjNvVdZBg4ciAsXLmDmzJnIzs5Gq1atsHbtWjRq1AgAkJ2djczMy9lenE4n5s6diyNHjsBoNKJHjx7YsWMHYmJi3HWmTp0KRVEwdepUZGVlISIiAklJSZg1a5a7zpkzZzB48GDk5uYiIiICnTp1wq5du9z3rSjSEEkkGvBX5DUbNWoURo0axb73wQcfqF7HxcVh//795V7PYDBg+vTpmD59utc6q1atqnQ72Xtdk6tIJJJKodeXMzXzUu7LXLUhurutEbVM5V9GUUR3VU7rCg5Ri6L5f4jetlbGGzYiUlxNKC4S1cPAQLGd/0sTPZo579rfLoqJGLmUwbU8QkbclyTGhN64QRSSmVySbEzlm3XZQlntwN+EsmNMXGzuL+3FvCsL+FzyQy7GNBfKg/OY5oRp5QvR8W7vE/8Wz7VcEuudyBOvVzdG9dpVVCDUQSjjIOgUPaSVYGblyU8dUNvusADYI9bzgsz0qkaOiCQSDZDxiNTIBIsSiQbIqZkamWBRItGC8vaZ3YBuxjLBokSiATLTq5qrTrAYHGJEgN/lyzgZz1QOTkyu5SEmE+NZa2DO48JFRNY3C2WcQB4SKNpizqO3TrBYxnm5u0jdluDw8vcHlRIaJLYj96LY1zqhohdxXr7YEH+j2F5/k/icCm1iPc9ageKj9JL8UIT7bLjnywnT7Rc/J5SlP/22UOayiGFQdGa1F7liZeKLB4UKZWQTBWyFia/jea7Ozrhpl4OiU6B48RfyVu7LSLFaItEAveI9tbT+BhwSSUMkkWhA2bhD3Hs3GtIQSSQaIJfv1UhDJJFogF7vfZm+CiGfazxXbYiCahsQ4HfZFdnoxyStuyC64RqNYr0QD2HXYRdFWD8m5ENwqJh00ckk3eOw2MR7BDDxjc/lMQJ2bfGL5KnD+tUSH3FIIBMCpVhsByekc38sg2qJ9XIKxOsFM3kYdQoT9sIjhIqNXYBgwnEw4TI4L3UulAfnMc0J0/ELnhHK9v7zVeZ6avGYHOJ3UMf84l1MO2BnfiYBtdXXr2B4mlLk1EyNHBFJJBogp2ZqpCGSSDRAb1CgN1y7eEQ1HWmIJBINkJte1UhDJJFogHRoVHPVhuiWTmEIDrgsFuedtQh1IqIDhDInI0SH1ld7w5qZsB0uRoQObySqsFyUO8slMcRDXGbFXIQjI8T2coK4yaRWGqNa1xbqNN4tplqxWJjY1sWi+BsaJgrznFCq14v9uolJFAiIIm4tPzFOsSecV7mDeR5c8kMuxjQXyoPzmOaE6fZLJ4v1BoxTvVaCw4Q6zvNZQplS9IdQRn5iLG5cVCe65MTw8tCVEyq2KhEaazpyRCSRaICcmqmRhkgi0QA5NVMjDZFEogHSEKmRhkgi0QAZGE3NVRui3d+cU8WsLipkYv4yz9XGeDQ39BCduZjVuedFUTCqkZg40GgS3VMddlFM/fWkGL5BxzT45HmxvfVCxHrFVvU9mn4nxro+lCGKsJxjroUJ0VErW+w/tyXguBjGGv454rmFdrEPOqjv62dgxHAmgWVesfh1qntJ/Aw9kx8CYoxpQAzlAYge04AoTANA+zVvquswYUb0TBgQ5x+iK7hSK1go0weqy1z24sqErJae1R7IEZFEogHSs1qNNEQSiQboDAp0XjyrvZX7MtIQSSQaoFNKDm/v3WhctSGq08CMQPPlebXNIjrhOSoYPjaigacmIDrlhdcV45ZyI1mjnyiccLqR/pCY74oPFSvew8BoM54hXwNCmO3nDJwzYJ2bmD4wfy25/ocWiNpMJHO9X7JF7cvzKQUxoWKdjENjiJnJJcdEMiAmZi+Xd4wL78o5DnLOip6aEBt29l/zhTLWU9Mu3tNx/qz6tUN05C0PRSln1UxOzSQSyfVAp1eg8+ZZLVfNvCPzmkkk15By/IhuxLmZzGsmkWiATlf+caMh85pJJBpQOjXzdtxoXHVes/PZFhSZLjuocSFgLYyAzQnHv59TC35/MCFmuR3vIcyOdDA77Z2MQyPnNMiNjD0dFUvaItbTeTj6XcoT+2AyMpEBmHb8zuQ148RfTsDOt4hl/oWiEFtkv/LfIr1OPE/PnHbRKhYGWMVz87kUYKFMPjHG4ZAL78rtovd0VuSE6fiFY4QyNuysVVw08XRyVCo5jJFbPNRIsVoi0QBpiNRIQySRaEB5WtCNqBFJQySRaIBOV87yvRwRSSSS64Gcmqm5akPk56eHXxkvZpu1Yp7VBmZHd0UcSjmR28qEVK3FhJnlxGoObjc75+3K5fsyePyVK2ZEcxvTDk7A5jyQOa/vYkaE5rCLTYG/gRGiPZpiNor39PcT23vRwvVLvKcf52nvFBtHNlHA5vKOceFdhV30jMd0RcPO7hk4QWybh4BNlfSs1ukUryOfqo6IUlJS8MYbbyA7OxstW7bEvHnz0K1bN6/1Fy5ciAULFuDkyZOIjo7GlClT8Oijj6rqzJs3D6mpqcjMzER4eDgeeOABzJ49G2bzZXf7yt6XQ46IJBIN0Bm8b27VVeFXuXr1aowdOxYpKSno0qULFi1ahF69eiEjIwPR0dFC/dTUVEyaNAlLlizB7bffjrS0NIwYMQKhoaFISkoCAKxcuRITJ07E0qVLkZCQgKNHj2Lo0KEAgDfffLNK9/XGDSiLSSTaUzo183ZUluTkZAwbNgzDhw9HXFwc5s2bh6ioKKSmprL1V6xYgSeffBIDBw5EbGwsBg0ahGHDhmHOnDnuOjt37kSXLl3w8MMPIyYmBomJiRg8eDD27t1b5ft6QxoiiUQDSoPnezuAkm1UZY+yW6zKYrPZkJ6ejsTERFV5YmIiduzYwZ5jtVpV0ysA8Pf3R1paGuz2kg3TXbt2RXp6OtLS0gAAx48fx9q1a3HvvfdW+b7ekIZIItEA3Z+ZXrmjdMoWFRWl2lY1e/Zs9lq5ublwOp2IjIxUlUdGRuLcuXPsOT179sS7776L9PR0EBH27t2LpUuXwm63Izc3FwAwaNAgvPzyy+jatSuMRiOaNGmCHj16YOLEiVW+rzeuWiPyD9DBv4xYzYW5DI0QPbIthUzOrki1hbYxub4cDrEsIFhURE1mUXHm8n+Fh4pes5y4XsyI8MEB4j1qeXg+N4kXvYN/PiRuGC5m+mpjvK1NJnHYXjtILDMZxfZyIXBtDq6e+nVFQ3kEmsSyCCaXmlEv3lMJjhTLuFUDu3g9Lu+YEN6VCeXBeUxzwvTtq+cIZZ5hRirtWV2BMCCnT59GcPDlfnA7G7jzSiEiryFFpk2bhnPnzqFTp04gIkRGRmLo0KF4/fXX3Xnstm7dilmzZiElJQUdO3bEL7/8gjFjxqBevXqYNm1ale7rDTkikkg0oCIaUXBwsOrwZojCw8Oh1+uFUUhOTo4wWinF398fS5cuRVFREU6ePInMzEzExMQgKCgI4eHhAEqM1ZAhQzB8+HC0bt0a/fv3x6uvvorZs2fD5XJV6b7ekIZIItEAb9Oy0qMymEwmxMfHY+PGjaryjRs3IiEhodxzjUYjGjZsCL1ej1WrVqFPnz7Q/Tm6Kyoqcv/f3W69HkQEIrqq+3oil+8lEg241g6N48ePx5AhQ9C+fXt07twZixcvRmZmJkaOHAmgJHpGVlYWli9fDgA4evQo0tLS0LFjR+Tl5SE5ORmHDh3CsmXL3NdMSkpCcnIy2rVr556aTZs2Dffdd597+nal+1YUaYgkEg241umEBg4ciAsXLmDmzJnIzs5Gq1atsHbtWjRq1AgAkJ2djczMTHd9p9OJuXPn4siRIzAajejRowd27NiBmJgYd52pU6dCURRMnToVWVlZiIiIQFJSEmbNmlXh+1YUhTjVsQLk5+ejdu3aWP3oHaq8ZnlMLrJa/qLoaGHE2aBgtV102MU6f/wheuDWqSOGAeHEMk7o3p8hCpae3tEA8FsBE1aD8Q73fJr9eoli9frNvwtlJmY4zsWF5sJvcPGu/ygWrxcWIJ6bdZGJi61X3zg8QLw+51X+W6G4aBBVW/y8ikXdGD/V6SWU6ZgwIMR4SNPZX4QyfWxr1WvPGNMAoPjVEsrYkB9MPc8Y2JaCfLx2SwguXryoEpg9Kf3d5Hw7BMEBTPgaAPmFNtS5Z8UVr+VLyBGRRKIBMp2QGmmIJBINkFk81EhDJJFowF+x6bUmU2VDVCotFdnUGkAxt8Vbz4RoZfQfvYd2wGlE3PWLbKJwUlGNyOoQr+cgxvHPyeSIV66sERVaRc3Myuw0d6HqGhEXPtfKtNfCfDQ25lyC+sYWRg+yM+dxz8jCPF/GNxR2Zve6zs7kNWOcUrlcZy6Pc7m8Y5wTIreLnqtnKVA7pVovlbyuqOR6yWr3OgW7xHxnfJ0qi9VnzpyRmTwkEg9Onz6Nhg0ben3fYrGgcePGV9wCUbduXZw4cULYD+arVNkQuVwunD17FkFBQX/5nDY/Px9RUVGCy3tNQvahevBX9YGIUFBQgPr16wtOgJ5YLBbYbMzSYRlMJtMNY4SAq5ia6XS6ci3/X0Gpq3tNRvahevBX9KF27doVqmc2m28oI1MR5BYPiUSiOdIQSSQSzakRhsjPzw/Tp0+/YhiE6ozsQ/XAF/rgi1RZrJZIJJJrRY0YEUkkEt9GGiKJRKI50hBJJBLNkYZIIpFojjREEolEc6QhkkgkmiMNkUQi0RxpiCQSieb8P1SdKLzfrd1AAAAAAElFTkSuQmCC", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "group_a1 = [value for value in data_runs[f'apply-patch-interleave-reference-25-07-11-03-p0.3'] if value['info']['serial'] != 74]\n", "group_b1 = [value for value in data_runs[f'apply-patch-interleave-reference-25-07-11-03-p0.3'] if value['info']['serial'] == 74]\n", @@ -3752,6 +3643,8 @@ "\n", "corr_after = plot_vector_covar(group_a2, group_b2, plot_cdf=True, do_lines=False, smooth=smooth, triangle_delta=False, return_matrix=True, batchlabels=batchlabels, figsize=(3, 3), label_placement='x')\n", "\n", + "plot_vector_covar(group_b1, group_b2, plot_cdf=True, do_lines=True, smooth=smooth, triangle_delta=False, figsize=(3, 3), fig_out='patch_interleave_classifier')\n", + "\n", "fig, ax = plt.subplots(figsize=(3, 2))\n", "alike = lambda corr, a, b, batch_size=10: corr[a*batch_size:(a+1)*batch_size, b*batch_size:(b+1)*batch_size].mean()\n", "for cand, label in {2: 'Control', 3: 'Experiment'}.items():\n", @@ -3782,7 +3675,7 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": 150, "id": "536e703b-4106-447c-a3ae-7483da51ab48", "metadata": {}, "outputs": [ @@ -3807,13 +3700,13 @@ "(
, , None, None)" ] }, - "execution_count": 119, + "execution_count": 150, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -3823,13 +3716,245 @@ } ], "source": [ - "batchlabels_before_after = (list(range(5, 45, 10)), ['Reference A (before)', 'Reference A (after)', 'Experiment (before)', 'Experiment(after)'])\n", + "batchlabels_before_after = (list(range(5, 45, 10)), ['Reference A (before)', 'Reference A (after)', 'Experiment (before)', 'Experiment (after)'])\n", "fetch = lambda run, serial: [value for value in data_runs[f'apply-patch-interleave-{run}-25-07-11-03-p0.3'] if value['info']['serial'] == serial]\n", "group_a3 = fetch('reference', 1) + fetch('modified', 1) + fetch('reference', 74)\n", "group_b3 = fetch('modified', 74)\n", "plot_vector_covar(group_a3, group_b3, do_lines=False, smooth=1e-10, triangle_delta=False, batchlabels=batchlabels_before_after, figsize=(3, 3), fig_out='patch_ref_exp_interleave_direct', label_placement='x')" ] }, + { + "cell_type": "markdown", + "id": "22d21172-9d15-4e10-93d5-e9fbc35a7dcf", + "metadata": {}, + "source": [ + "## Can we distinguish a board that has a trace shorted to itself?\n", + "\n", + "This experiment was run like the interleaved patch experiment just above. Only here, we shorted a trace to itself. We did that by soldering a bridge in one of the little loops where a trace goes in a hairpin shape. We bridged less than 5 mm of trace in total.\n", + "\n", + "Serial 72 is the specimen that was modified.\n", + "\n", + "The reference run has to extraneous samples at the end that we cut off." + ] + }, + { + "cell_type": "code", + "execution_count": 156, + "id": "054aa276-8e1a-4e65-80b6-ebad29ff88e1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "setting threshold for quantile 0.001\n", + "Baseline threshold set at 0.983440\n", + "\n", + "Distribution parameters:\n", + "Within class: 0.988±0.00157 min: 0.984 max: 0.992\n", + "Cross class: 0.988±0.000948 min: 0.986 max: 0.99\n", + "\n", + "Type 1 error (false alarm rate): 0.001000000000\n", + "Type 2 error (missed alarm rate): 0.999999745778\n", + "EER: 0.5117283950617284 th: 0.9881507392379334\n", + "setting threshold for quantile 0.001\n", + "Baseline threshold set at 0.985367\n", + "\n", + "Distribution parameters:\n", + "Within class: 0.99±0.00145 min: 0.987 max: 0.993\n", + "Cross class: 0.989±0.000823 min: 0.987 max: 0.992\n", + "\n", + "Type 1 error (false alarm rate): 0.001000000000\n", + "Type 2 error (missed alarm rate): 0.999999699864\n", + "EER: 0.4984175599795815 th: 0.9894706442474371\n", + "setting threshold for quantile 0.001\n", + "Baseline threshold set at 0.989187\n", + "\n", + "Distribution parameters:\n", + "Within class: 0.99±0.000423 min: 0.99 max: 0.991\n", + "Cross class: 0.991±0.000592 min: 0.989 max: 0.992\n", + "\n", + "Type 1 error (false alarm rate): 0.001000000000\n", + "Type 2 error (missed alarm rate): 0.999517388165\n", + "EER: 0.7310344827586207 th: 0.9907599830714379\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", 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", 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "group_a1 = [value for value in data_runs[f'short-within-trace-interleave-reference-25-07-11-04-p0.3'] if value['info']['serial'] != 72][:30]\n", + "group_b1 = [value for value in data_runs[f'short-within-trace-interleave-reference-25-07-11-04-p0.3'] if value['info']['serial'] == 72]\n", + "group_a1 = sorted(group_a1, key=lambda trace: trace['info']['serial'])\n", + "\n", + "smooth = 1e-10\n", + "batchlabels = ([5, 15, 25, 35], ['Reference A', 'Reference B', 'Control', 'Experiment'])\n", + "corr_before = plot_vector_covar(group_a1, group_b1, plot_cdf=True, do_lines=False, smooth=smooth, triangle_delta=False, return_matrix=True, batchlabels=batchlabels, figsize=(3, 3), label_placement='x')\n", + "\n", + "group_a2 = [value for value in data_runs[f'short-within-trace-interleave-modified-25-07-11-04-p0.3'] if value['info']['serial'] != 72]\n", + "group_b2 = [value for value in data_runs[f'short-within-trace-interleave-modified-25-07-11-04-p0.3'] if value['info']['serial'] == 72]\n", + "group_a2 = sorted(group_a2, key=lambda trace: trace['info']['serial'])\n", + "\n", + "corr_after = plot_vector_covar(group_a2, group_b2, plot_cdf=True, do_lines=False, smooth=smooth, triangle_delta=False, return_matrix=True, batchlabels=batchlabels, figsize=(3, 3), label_placement='x')\n", + "\n", + "plot_vector_covar(group_b1, group_b2, plot_cdf=True, do_lines=True, smooth=smooth, triangle_delta=False, figsize=(3, 3))\n", + "\n", + "fig, ax = plt.subplots(figsize=(3, 2))\n", + "alike = lambda corr, a, b, batch_size=10: corr[a*batch_size:(a+1)*batch_size, b*batch_size:(b+1)*batch_size].mean()\n", + "for cand, label in {2: 'Control', 3: 'Experiment'}.items():\n", + " x1, y1 = alike(corr_before, cand, 0), alike(corr_before, cand, 1)\n", + " x2, y2 = alike(corr_after, cand, 0), alike(corr_after, cand, 1)\n", + " ax.plot([x1, x2], [y1, y2], 'o-', label=label)\n", + "ax.grid()\n", + "ax.set_xlabel('Similarity to Reference A')\n", + "ax.set_ylabel('Similarity to Reference B')\n", + "ax.legend()\n", + "\n", + "colors = plt.get_cmap('tab20').colors\n", + "cit = iter(colors)\n", + "fig, ax = plt.subplots(figsize=(4, 3))\n", + "alike = lambda corr, a, b, batch_size=10: corr[a*batch_size:(a+1)*batch_size, b*batch_size:(b+1)*batch_size]\n", + "for cand, (label, marker) in {2: ('Control', 'o'), 3: ('Experiment', 's')}.items():\n", + " x1, y1 = alike(corr_before, cand, 0), alike(corr_before, cand, 1)\n", + " x2, y2 = alike(corr_after, cand, 0), alike(corr_after, cand, 1)\n", + " ax.scatter(x1.flatten(), y1.flatten(), label=f'{label} before', alpha=1, marker=marker, s=5, color=next(cit))\n", + " ax.scatter(x2.flatten(), y2.flatten(), label=f'{label} after', alpha=1, marker=marker, s=5, color=next(cit))\n", + "ax.grid()\n", + "ax.set_xlabel('Similarity to Reference A')\n", + "ax.set_ylabel('Similarity to Reference B')\n", + "ax.legend()\n", + "fig.tight_layout()\n", + "fig.savefig('../paper/fig_short_interleave_scatter.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 155, + "id": "b4390203-9f0c-4a75-ac89-edb97561a15f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "setting threshold for quantile 0.001\n", + "Baseline threshold set at 0.983926\n", + "\n", + "Distribution parameters:\n", + "Within class: 0.99±0.00183 min: 0.986 max: 0.993\n", + "Cross class: 0.989±0.00152 min: 0.986 max: 0.992\n", + "\n", + "Type 1 error (false alarm rate): 0.001000000000\n", + "Type 2 error (missed alarm rate): 0.999767597486\n" + ] + }, + { + "data": { + "text/plain": [ + "(
, , None, None)" + ] + }, + "execution_count": 155, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "batchlabels_before_after = (list(range(5, 45, 10)), ['Reference A (before)', 'Reference A (after)', 'Experiment (before)', 'Experiment (after)'])\n", + "fetch = lambda run, serial: [value for value in data_runs[f'short-within-trace-interleave-{run}-25-07-11-04-p0.3'] if value['info']['serial'] == serial]\n", + "group_a3 = fetch('reference', 1) + fetch('modified', 1) + fetch('reference', 72)\n", + "group_b3 = fetch('modified', 72)\n", + "plot_vector_covar(group_a3, group_b3, do_lines=False, smooth=1e-10, triangle_delta=False, batchlabels=batchlabels_before_after, figsize=(3, 3), label_placement='x', fig_out='short_ref_exp_interleave_direct')" + ] + }, { "cell_type": "markdown", "id": "fcd32eba-f122-42c2-b686-06243f200767", diff --git a/paper/fig_cdf_hot_mesh.pdf b/paper/fig_cdf_hot_mesh.pdf index c928c55..6511f6f 100644 Binary files a/paper/fig_cdf_hot_mesh.pdf and b/paper/fig_cdf_hot_mesh.pdf differ diff --git a/paper/fig_cdf_patch_interleave_baseline.pdf b/paper/fig_cdf_patch_interleave_baseline.pdf index fc30cdf..19deea7 100644 Binary files a/paper/fig_cdf_patch_interleave_baseline.pdf and b/paper/fig_cdf_patch_interleave_baseline.pdf differ diff --git a/paper/fig_cdf_touch_combined.pdf b/paper/fig_cdf_touch_combined.pdf index f11e509..66da059 100644 Binary files a/paper/fig_cdf_touch_combined.pdf and b/paper/fig_cdf_touch_combined.pdf differ diff --git a/paper/fig_covar_hot_mesh.pdf b/paper/fig_covar_hot_mesh.pdf index 770a743..c0246c6 100644 Binary files a/paper/fig_covar_hot_mesh.pdf and b/paper/fig_covar_hot_mesh.pdf differ diff --git a/paper/fig_covar_patch_interleave_baseline.pdf b/paper/fig_covar_patch_interleave_baseline.pdf index 8415845..4231cc4 100644 Binary files a/paper/fig_covar_patch_interleave_baseline.pdf and b/paper/fig_covar_patch_interleave_baseline.pdf differ diff --git a/paper/fig_covar_patch_ref_exp_interleave_direct.pdf b/paper/fig_covar_patch_ref_exp_interleave_direct.pdf index b83eb16..94bf3cd 100644 Binary files a/paper/fig_covar_patch_ref_exp_interleave_direct.pdf and b/paper/fig_covar_patch_ref_exp_interleave_direct.pdf differ diff --git a/paper/fig_covar_touch_combined.pdf b/paper/fig_covar_touch_combined.pdf index a4a28c9..56272f0 100644 Binary files a/paper/fig_covar_touch_combined.pdf and b/paper/fig_covar_touch_combined.pdf differ diff --git a/paper/fig_patch_interleave_scatter.pdf b/paper/fig_patch_interleave_scatter.pdf index 786cce4..476d965 100644 Binary files a/paper/fig_patch_interleave_scatter.pdf and b/paper/fig_patch_interleave_scatter.pdf differ diff --git a/paper/fig_results_hot_mesh.txt b/paper/fig_results_hot_mesh.txt index 695a8fa..3acd4d9 100644 --- a/paper/fig_results_hot_mesh.txt +++ b/paper/fig_results_hot_mesh.txt @@ -1,4 +1,4 @@ -Results calculated from plots fig_covar_hot_mesh.pdf / fig_cdf_hot_mesh.pdf on 2025-07-10T11:36:26.942829 +Results calculated from plots fig_covar_hot_mesh.pdf / fig_cdf_hot_mesh.pdf on 2025-07-11T17:01:24.372970 setting threshold for quantile 0.001 Baseline threshold set at 0.980069 diff --git a/paper/fig_results_patch_interleave_baseline.txt b/paper/fig_results_patch_interleave_baseline.txt index 1191376..e2a5de7 100644 --- a/paper/fig_results_patch_interleave_baseline.txt +++ b/paper/fig_results_patch_interleave_baseline.txt @@ -1,4 +1,4 @@ -Results calculated from plots fig_covar_patch_interleave_baseline.pdf / fig_cdf_patch_interleave_baseline.pdf on 2025-07-11T16:56:05.011425 +Results calculated from plots fig_covar_patch_interleave_baseline.pdf / fig_cdf_patch_interleave_baseline.pdf on 2025-07-11T19:17:04.741667 setting threshold for quantile 0.001 Baseline threshold set at 0.985280 diff --git a/paper/fig_results_patch_ref_exp_interleave_direct.txt b/paper/fig_results_patch_ref_exp_interleave_direct.txt index 06246a6..efdae57 100644 --- a/paper/fig_results_patch_ref_exp_interleave_direct.txt +++ b/paper/fig_results_patch_ref_exp_interleave_direct.txt @@ -1,4 +1,4 @@ -Results calculated from plots fig_covar_patch_ref_exp_interleave_direct.pdf / on 2025-07-11T16:56:52.209622 +Results calculated from plots fig_covar_patch_ref_exp_interleave_direct.pdf / on 2025-07-11T19:17:12.277084 setting threshold for quantile 0.001 Baseline threshold set at 0.979357 diff --git a/paper/fig_results_touch_combined.txt b/paper/fig_results_touch_combined.txt index d300685..b37b6bd 100644 --- a/paper/fig_results_touch_combined.txt +++ b/paper/fig_results_touch_combined.txt @@ -1,4 +1,4 @@ -Results calculated from plots fig_covar_touch_combined.pdf / fig_cdf_touch_combined.pdf on 2025-07-10T17:05:18.731896 +Results calculated from plots fig_covar_touch_combined.pdf / fig_cdf_touch_combined.pdf on 2025-07-11T17:06:11.411547 setting threshold for quantile 0.001 Baseline threshold set at 0.978979 diff --git a/paper/paper.tex b/paper/paper.tex index ad09264..e6927a6 100644 --- a/paper/paper.tex +++ b/paper/paper.tex @@ -1154,7 +1154,7 @@ a patching attack from a \emph{skilled} attacker to an \emph{expert} attacker, a \begin{subfigure}[t]{0.23\textwidth} \includegraphics[width=\textwidth]{fig_covar_probe_points_p0.3.pdf} \label{} - \caption{Baseline vs. for previous plots specimens with soldermask removed} + \caption{Baseline vs. specimens with soldermask removed for previous plots} \end{subfigure} \caption{} %too much: fig_covar_soldering_p0.3_minmax.pdf @@ -1183,6 +1183,14 @@ a patching attack from a \emph{skilled} attacker to an \emph{expert} attacker, a \label{} \end{figure} +\begin{figure}[H] + \centering + \includegraphics[width=1.0\textwidth]{fig_tempco_edited.pdf} + \caption{The effect of heating on a time-domain trace. One of 12 channels shown. Gray: Raw data. Black: Relative + difference between hot and cool cases.} + \label{fig_pic_board} +\end{figure} + \begin{figure}[H] \begin{subfigure}[t]{0.27\textwidth} \includegraphics[width=\textwidth]{fig_covar_patch_interleave_baseline.pdf} @@ -1212,51 +1220,47 @@ a patching attack from a \emph{skilled} attacker to an \emph{expert} attacker, a \begin{subfigure}[t]{0.23\textwidth} \includegraphics[width=\textwidth]{fig_covar_open_p0.3.pdf} \label{} - \caption{} + \caption{Open, p=\qty{0.3}{\milli\meter}} \end{subfigure} \hfill \begin{subfigure}[t]{0.23\textwidth} \includegraphics[width=\textwidth]{fig_covar_short_across_traces_p0.3.pdf} \label{} - \caption{} + \caption{Short, p=\qty{0.3}{\milli\meter}} \end{subfigure} \hfill \begin{subfigure}[t]{0.23\textwidth} \includegraphics[width=\textwidth]{fig_covar_open_p0.4.pdf} \label{} - \caption{} + \caption{Open, p=\qty{0.4}{\milli\meter}} \end{subfigure} \hfill \begin{subfigure}[t]{0.23\textwidth} \includegraphics[width=\textwidth]{fig_covar_short_across_traces_p0.4.pdf} \label{} - \caption{} + \caption{Short, p=\qty{0.4}{\milli\meter}} \end{subfigure} - \caption{} - \label{} -\end{figure} - -\begin{figure}[H] - \begin{subfigure}[t]{0.48\textwidth} - \includegraphics[width=\textwidth]{fig_covar_distinguish_layouts.pdf} - \label{} - \caption{Different mesh layouts, Missed alarm rate 18\% at 0.1\% false alarm rate, CER=0\%} - \end{subfigure} - \hfill - \begin{subfigure}[t]{0.48\textwidth} - \includegraphics[width=\textwidth]{fig_covar_distinguish_copies_large_run.pdf} - \label{} - \caption{Three identical copies, Missed alarm rate 1.7\% at 0.1\% false alarm rate, CER=0\%} - \end{subfigure} - \caption{} + \caption{Covariance matrix of intact (top left) and modified meshes (bottom right). Shown are two pitches. Ten + specimens each with either one trace interrupted, or both traces shorted in a random location.} \label{} \end{figure} \begin{figure}[H] \centering - \includegraphics[width=1.0\textwidth]{fig_tempco_edited.pdf} + \begin{subfigure}[t]{0.28\textwidth} + \includegraphics[width=\textwidth]{fig_covar_distinguish_layouts.pdf} + \label{} + \caption{Different mesh layouts, False negative rate 18\% at 0.1\% false positive rate, CER=0\%} + \end{subfigure} + \hspace*{5mm} + \begin{subfigure}[t]{0.28\textwidth} + \includegraphics[width=\textwidth]{fig_covar_distinguish_copies_large_run.pdf} + \label{} + \caption{Three identical copies, False negative rate 1.7\% at 0.1\% false positive rate, CER=0\%} + \end{subfigure} + \hfill \caption{} - \label{fig_pic_board} + \label{} \end{figure} \end{tcolorbox}