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diff --git a/notebooks/SpheroidData.ipynb b/notebooks/SpheroidData.ipynb new file mode 100644 index 0000000..1f2b0d7 --- /dev/null +++ b/notebooks/SpheroidData.ipynb @@ -0,0 +1,589 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "e7e464fb", + "metadata": {}, + "source": [ + "# Imports and Functions" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "a4281819", + "metadata": {}, + "outputs": [], + "source": [ + "from sunlab.environment.base.cpu import *\n", + "from sunlab.environment.base.extras import *\n", + "from sunlab.globals import FILES\n", + "from sunlab.sunflow import *" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "7e3ad7e2", + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns" + ] + }, + { + "cell_type": "markdown", + "id": "508f94fc", + "metadata": {}, + "source": [ + "# Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "603ab89a", + "metadata": {}, + "outputs": [], + "source": [ + "model = load_aae(FILES['PRETRAINED_MODEL_DIR'], MaxAbsScaler)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "57ae538a", + "metadata": {}, + "outputs": [], + "source": [ + "training_data = process_and_load_dataset(FILES['TRAINING_DATASET'], FILES['PRETRAINED_MODEL_DIR'])" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "d07a1d92", + "metadata": {}, + "outputs": [], + "source": [ + "spheroid_1p5mgml = process_and_load_dataset(FILES['SPHEROID']['1p5mgml'], FILES['PRETRAINED_MODEL_DIR'])\n", + "spheroid_3p0mgml = process_and_load_dataset(FILES['SPHEROID']['3mgml'], FILES['PRETRAINED_MODEL_DIR'])\n", + "spheroid_4p0mgml = process_and_load_dataset(FILES['SPHEROID']['4mgml'], FILES['PRETRAINED_MODEL_DIR'])\n", + "spheroid_6p0mgml = process_and_load_dataset(FILES['SPHEROID']['6mgml'], FILES['PRETRAINED_MODEL_DIR'])" + ] + }, + { + "cell_type": "markdown", + "id": "15bc28e5", + "metadata": {}, + "source": [ + "## Cumulative Morphological Latent Spaces" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "da7a1825", + "metadata": {}, + "outputs": [], + "source": [ + "spheroid_1p5_df_12h = spheroid_1p5mgml.dataframe\n", + "spheroid_1p5_df_12h = spheroid_1p5_df_12h[spheroid_1p5_df_12h['Frames'] < 96//2]\n", + "spheroid_1p5_df_24h = spheroid_1p5mgml.dataframe\n", + "spheroid_3p0_df_12h = spheroid_3p0mgml.dataframe\n", + "spheroid_3p0_df_12h = spheroid_3p0_df_12h[spheroid_3p0_df_12h['Frames'] < 96//2]\n", + "spheroid_3p0_df_24h = spheroid_3p0mgml.dataframe\n", + "spheroid_4p0_df_12h = spheroid_4p0mgml.dataframe\n", + "spheroid_4p0_df_12h = spheroid_4p0_df_12h[spheroid_4p0_df_12h['Frames'] < 96//2]\n", + "spheroid_4p0_df_24h = spheroid_4p0mgml.dataframe\n", + "spheroid_6p0_df_12h = spheroid_6p0mgml.dataframe\n", + "spheroid_6p0_df_12h = spheroid_6p0_df_12h[spheroid_6p0_df_12h['Frames'] < 96//2]\n", + "spheroid_6p0_df_24h = spheroid_6p0mgml.dataframe" + ] + }, + { + "cell_type": "markdown", + "id": "a8378dc1", + "metadata": {}, + "source": [ + "## Snapshot Morphological Latent Spaces" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "39c3efa4", + "metadata": {}, + "outputs": [], + "source": [ + "spheroid_1p5_df_24h_ss = spheroid_1p5mgml.dataframe[spheroid_1p5mgml.dataframe['Frames'] == 95]\n", + "spheroid_1p5_df_12h_ss = spheroid_1p5mgml.dataframe[spheroid_1p5mgml.dataframe['Frames'] == 96//2]\n", + "spheroid_3p0_df_24h_ss = spheroid_3p0mgml.dataframe[spheroid_3p0mgml.dataframe['Frames'] == 95]\n", + "spheroid_3p0_df_12h_ss = spheroid_3p0mgml.dataframe[spheroid_3p0mgml.dataframe['Frames'] == 96//2]" + ] + }, + { + "cell_type": "markdown", + "id": "6a6c73f5", + "metadata": {}, + "source": [ + "# Runtime Parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "5ce1ed49", + "metadata": {}, + "outputs": [], + "source": [ + "SAVE_EXTRAS = False" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "a85a22d9", + "metadata": {}, + "outputs": [], + "source": [ + "g_Base = lambda *args: DIR_ROOT + \"Figures/Invasion/InvasionData/\"" + ] + }, + { + "cell_type": "markdown", + "id": "dfaa682d", + "metadata": {}, + "source": [ + "# Plots" + ] + }, + { + "cell_type": "markdown", + "id": "672c3cb9", + "metadata": {}, + "source": [ + "## Snapshot Morphological Latent Spaces" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "82b2fde3", + "metadata": {}, + "outputs": [], + "source": [ + "SAVE_EXTRAS = True" + ] + }, + { + "cell_type": "markdown", + "id": "d80958c2", + "metadata": {}, + "source": [ + "### 1.5 mg/mL" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "b82d16ff", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 600x600 with 3 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(spheroid_1p5_df_12h_ss, x='Latent-0', y='Latent-1', hue='Class', s=2, palette=Pmap)\n", + "plt.gca().get_legend().remove()\n", + "plt.apply_boundary()\n", + "if SAVE_EXTRAS:\n", + " plt.save(g_Base() + \"1p5_Snapshot_12hr\")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "07b7453c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 600x600 with 3 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(spheroid_1p5_df_24h_ss, x='Latent-0', y='Latent-1', hue='Class', s=2, palette=Pmap)\n", + "plt.gca().get_legend().remove()\n", + "plt.apply_boundary()\n", + "if SAVE_EXTRAS:\n", + " plt.save(g_Base() + \"1p5_Snapshot_24hr\")" + ] + }, + { + "cell_type": "markdown", + "id": "7e986d8f", + "metadata": {}, + "source": [ + "### 3.0 mg/mL" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "eefd1e46", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 600x600 with 3 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(spheroid_3p0_df_12h_ss, x='Latent-0', y='Latent-1', hue='Class', s=2, palette=Pmap)\n", + "plt.gca().get_legend().remove()\n", + "plt.apply_boundary()\n", + "if SAVE_EXTRAS:\n", + " plt.save(g_Base() + \"3p0_Snapshot_12hr\")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "fe2754df", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 600x600 with 3 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(spheroid_3p0_df_24h_ss, x='Latent-0', y='Latent-1', hue='Class', s=2, palette=Pmap)\n", + "plt.gca().get_legend().remove()\n", + "plt.apply_boundary()\n", + "if SAVE_EXTRAS:\n", + " plt.save(g_Base() + \"3p0_Snapshot_34hr\")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "e2d8a111", + "metadata": {}, + "outputs": [], + "source": [ + "SAVE_EXTRAS = False" + ] + }, + { + "cell_type": "markdown", + "id": "af707e2f", + "metadata": {}, + "source": [ + "## Cumulative Morphological Latent Spaces" + ] + }, + { + "cell_type": "markdown", + "id": "9a3c63b2", + "metadata": { + "heading_collapsed": true + }, + "source": [ + "### 1.5 mg/mL" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "2d338983", + "metadata": { + "hidden": true + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 600x600 with 3 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(spheroid_1p5_df_12h, x='Latent-0', y='Latent-1', hue='Class', s=2, palette=Pmap)\n", + "plt.gca().get_legend().remove()\n", + "plt.apply_boundary()\n", + "if SAVE_EXTRAS:\n", + " plt.save(g_Base() + \"1p5_Cumulative_12hr\")" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "5f9f5005", + "metadata": { + "hidden": true + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 600x600 with 3 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(spheroid_1p5_df_24h, x='Latent-0', y='Latent-1', hue='Class', s=2, palette=Pmap)\n", + "plt.gca().get_legend().remove()\n", + "plt.apply_boundary()\n", + "if SAVE_EXTRAS:\n", + " plt.save(g_Base() + \"1p5_Cumulative_24hr\")" + ] + }, + { + "cell_type": "markdown", + "id": "136f2969", + "metadata": {}, + "source": [ + "### 3.0 mg/mL" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "0dc05bea", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 600x600 with 3 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(spheroid_3p0_df_12h, x='Latent-0', y='Latent-1', hue='Class', s=2, palette=Pmap)\n", + "plt.gca().get_legend().remove()\n", + "plt.apply_boundary()\n", + "if SAVE_EXTRAS:\n", + " plt.save(g_Base() + \"3p0_Cumulative_12hr\")" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "b2745da9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 600x600 with 3 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(spheroid_3p0_df_24h, x='Latent-0', y='Latent-1', hue='Class', s=2, palette=Pmap)\n", + "plt.gca().get_legend().remove()\n", + "plt.apply_boundary()\n", + "if SAVE_EXTRAS:\n", + " plt.save(g_Base() + \"3p0_Cumulative_24hr\")" + ] + }, + { + "cell_type": "markdown", + "id": "17243710", + "metadata": {}, + "source": [ + "### 4.0 mg/mL" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "4f742b0b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 600x600 with 3 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(spheroid_4p0_df_12h, x='Latent-0', y='Latent-1', hue='Class', s=2, palette=Pmap)\n", + "plt.gca().get_legend().remove()\n", + "plt.apply_boundary()\n", + "if SAVE_EXTRAS:\n", + " plt.save(g_Base() + \"4p0_Cumulative_12hr\")" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "255b2f52", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 600x600 with 3 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(spheroid_4p0_df_24h, x='Latent-0', y='Latent-1', hue='Class', s=2, palette=Pmap)\n", + "plt.gca().get_legend().remove()\n", + "plt.apply_boundary()\n", + "if SAVE_EXTRAS:\n", + " plt.save(g_Base() + \"4p0_Cumulative_24hr\")" + ] + }, + { + "cell_type": "markdown", + "id": "9dc49703", + "metadata": {}, + "source": [ + "### 6.0 mg/mL" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "8dc753bd", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 600x600 with 3 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(spheroid_6p0_df_12h, x='Latent-0', y='Latent-1', hue='Class', s=2, palette=Pmap)\n", + "plt.gca().get_legend().remove()\n", + "plt.apply_boundary()\n", + "if SAVE_EXTRAS:\n", + " plt.save(g_Base() + \"6p0_Cumulative_12hr\")" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "51286b86", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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sPi/HpVqOsC5qJesif2Nz5D94dBfRvnhapnenZUY3zkzvTD13S2zq9NcJ+nONjymfeIiJ0nj6fxH0aC/T+AtREiSwCFEchxQsV7DEhJUKFIHalM7HalNCME+HR3nZYK5jx+Ft7N52BC3VS2JaJSqnJJGUVpVKGQlEuaKxGwpbp2/QL34SGqyBP3rDl1dDSiLeCB+ZcV4yKnlJT/CQXtlDWqKb9AQvylK8Q0Wk5TBJznVUdmymkn0bkdajgfL6ozjiqc8hTyMOextwyN2YZG8dVJCXOPNhsMO5js2R/7DFuZqdzvX4dC820049V0saudpQz9WSuq7m1HE3JcqMK/JzHEo2efMzD2s2mJzT08rtVzipXzt8J8MToiySwCJEQY73IVl7rCnmLzNQq6EBDQiM3mlbtE6wwXBUHWUt/7GW/1jDarawCR8+dMMJu2uRkF6PjpUaUoOa6OjExm6kevUfqVXrGyIiDnA0uRl7Nw3Hc6AxdrcFm8uCI9OKI8OKM91GRJoNuysQHvwWk/QEDynV3KQmuUir4ialihsjIr9hTrlz6KnE2XcRZ9tNrG0Psba9RFkPomkKv2njsLc+B91NOORpxBFPA5K9dfCpiKC9bz4M9jg2s8O5nt2OjexxbOGgfVfWTL0J3uqc4WlELU8janoaUt1Tn+qe+lT11saRTzmUUiz73ceMbw2SUxUDulsZd56DLm0tWILVHChEBSaBRQjfsVE4R4EjCg4SmBtlj4LtCrYT6I8CkAg00KAJ0FSD6JI/ESmlOMQhdrCDbWxhM5vYwDr2sx+AaH880Udr49lSm4xNtalCLN3OOkLDuruJjd1CfPx/JCT8hdN5GJ8vkkOH2rF/fy8yMmoX+NxWj05Eip2oo3Yij5741+IPNBu5owzSKgdqYjIreciI8+KKM/BE+/BG+FCFbF2yaG7ibHuIs+8k3raLWPtuYqz70bTA4SndSCLVqE6GrwqZ/kp4/HF4zSgMMwKfcmKYTnymE0NFYJiReM1IvP5ozEJOcGdoXg7adrLfvp0D9p0ctO/mkG03h217MHRv1nbxRhWqeGtRxVubRKMGlY3qJPiqEm9UIc6XSKw/AYc7nhUrbMxf6mP3fkXlShq9O1np1NpKiyYW6p2h47BLgBGiqCSwhIBSirS0tFAXIzSUgj9UYKguBJpSsv6W7QfAzPZ//7H/H7/Nd+w2n8r2O+Al0AnVd+xfjwrc5gXcBPp3GEUobwJQlcBEbrW0wPDjYvAoL3/xBy5cqGNT1zsiDlC11hJMTEz8mJqBDwO3z8Bv8aCsbnSLgUXzY9H9WC0+7BY/NqsPOwqHZmK3enE63ERGpef7/MmHa5N8sAFHD9VDmafXVKEpjUi3nagMJ1GZdqIynTiMgoOBTzfxW/z4dRPTYmJqClNXKA2Ulv2DJ1B7ZfNiqbwLa9IerJX2Yok7hDU2+bTKrkwN5XWiDAfKsKH8dpTPBn4r+Gwo37HbDUfgx2fHNOyYfium34Lf1I595dSJr6QGJgq/buLXFNvWdSA9MwbDauCz+DB1E7/uP7a9hqk0TFNDmTrKtKCUjmZaQFlA6WhKR1cWNGXFoulkRnhY0HYVyg423YJNs2DRdCyahq7p6JqGhoaORpMGFipHRTCaMcRrlU7rvRLFFxMTIzMhlwAJLCGQmppKXFzR28mFEEKEv5SUFGJjQ7uURHkkgSUEyloNS2pqKrVq1WLnzp2yE4oik++POB1l8fsjNSwlI7jd8UWhaJpWZna87GJjY8tkuUV4kO+POB3y/RGlv3qYEEIIIUQRSWARQgghRNiTwCIK5HA4ePDBB3E4ZJE3UXTy/RGnQ74/4jjpdCuEEEKIsCc1LEIIIYQIexJYhBBCCBH2JLAIIYQQIuxJYBFCCCFE2JPAIoQQQoiwJ4ElBJRSpKamIgO0hBCiYpPzQeFJYAmBtLQ04uLiytR6QkIIIYJPzgeFJ4FFCCGEEGFPAosQQgghwp4EFiGEEEKEPQksQgghhAh7EliEEEIIEfYksAghhBAi7ElgEUIIIUTYk8AihBBCiLAngUUIIYQQYU8CixBCCCHCngQWIYQQQoQ9CSxFdOedd6JpWtbPTz/9FOoiCSGEEOWeBJYi+Oeff5g8eXKoiyGEEEJUOBJYCsk0Ta688kp8Ph9VqlQJdXGEEEKICkUCSyG9/PLLrFy5kqZNm3L55ZeHujhCCCFEhSKBpRB27tzJ/fffD8CUKVOw2+0hLpEQQghRsUhgKYTrrruO9PR0LrnkEnr37h3q4gghhBAVjgSWAsyYMYM5c+aQkJDAs88+G+riCCGEEBWSBJZ8HD16lJtuugmAp59+mqSkpBCXSAghhKiYJLDk484772Tfvn107dpVOtoKIYQQIWQNdQHC1bJly3j77bexWq288cYbaJpW7MfyeDx4PJ6s/6empgajiEIIIcoYOR8Un9Sw5MLr9XLVVVehlOKWW26hZcuWp/V4Tz75JHFxcVk/tWrVClJJhRBClCVyPig+CSy5eOKJJ1i7di21a9fmwQcfPO3Hu/vuu0lJScn62blzZxBKKYQQoqyR80HxSZPQSdatW8eTTz4JwCuvvEJUVNRpP6bD4cDhcJz24wghhCjb5HxQfBJYTjJ58mS8Xi/169cnMzOTzz777JRtVq9enfX7woUL2bdvHwBDhw4NSsARQgghRE4SWE5yvDPUli1bGDt2bIHbP/roo1m/b926VQKLEEIIUQKkD4sQQgghwp4ElpO8//77KKXy/cneEXfRokVZt9etWzd0BS8DNE0rtz9CCCFKljQJiRJXEU7oeb1GpVQpl0QIIconCSyiRBQlpJSFk3pxQ1dB9ysLr10IIcKBBBYRNIU5qZfVE3Rhyl2cUFPY+5TV900IIYJFAosotvJWi3K6cnuNwWoOk2AjhKjoNCVHuFKXmppKXFwcKSkpxMbGhro4hVKcE698tQqvtPv5yGcjRHgoi+eDUJEaFnGK4p485SRYfIV970qzxkY+TyFEOJHAUsGdzglQTmilrzSDjYx8EkKEEwksFYiEk4qjJIONBBkhRChIYCmnJJyIwsjvsy7qd0iCjBCiJElgKUekY6wIpry+GxJkhBChIIGlApEThAiGYNXK5LatfEeFEHmRwFKOycFflLbTnYsmv23l+yxExSaBpRySA7sIJ9K0JIQIBgks5URFWGBQlC8SZIQQRSGBRQgRViTICCFyI4FFCFEmlGSQkRAjRPiTwCKEKNOCEWSybyvhRYjwJIFFCFEuFSZ45BZqjt8mwUWI8KKHugBCCBEqBc0pI53ZhQgfEljKGbkqFKJolFISXIQoA6RJSAghyBn2palIiPAjNSzljFwJCnH68qt1kRoXIUJDAosQQuRBmopEqfnXDHUJwp4ElnJIDqJCBI/0cRGlYok0NRZE+rAIIUQhSB8XIUJLaljKiZMPknLFJ0TJkT4uQpQ+CSxCCFFM0lQkROmRwFKOSFW0EKWvMH1chCiQHL4LJIGlHJMDpRClR5qJxGmRwFIgCSzljNSyCBFaElyEKBkSWMo5OTgKERoFBRchRNFIYCmHpJZFiPAhtS2iUOSwXSAJLEIIUcKkmUgUyJTEUhAJLBWAHAyFCA+FCS6yvwqROwks5ZRMJCdE+JLp/sUppIKlQBJYhBAiRGQOF5FF1j4skASWckxqWYQoG6SPi5AaloJJYBFCiDAhwaUCkxqWAklgKeeklkWIskeCSwUkgaVAEliEECJMyeRzFYg0CRVIAksFILUsQpRtUttSAfhDXYDwJ4FFCCHKAGkmKucksBRIAksFIbUsQpQPElzKKenDUiAJLEIIUQZJcClnfKEuQPiTwFKByKKIQpQ/0jG3nJDAUiAJLBWYHMyEKD/yCi5S21JGSJNQgSSwVDBSyyJE+SaLK5ZRRqgLEP6soS6AEEKI4DoeWvIKJ9lvl4uYMGHI51AQqWGpgLIfoORqS4jyq6DFFUFqXsKG9GEpkNSwCDRNk6ssIcqxwl6knPw3OS6UIgksBZLAIoQQFUhR5mSSpqNS5A11AcKfBJYKSimV42AktSxCVEyFDTASXkqYBJYCSWARQgiRpaAOuyf/TcJLkMgooQJJp9sKTKbrF0Lk5XiHXem0W0qkhqVAUsMihBAiX0XttCu1LsUgnW4LJDUsFZzUsgghiqIwNS9S6yJKgtSwCCGEKJbC1LxIrYsIFqlhEVLLIoQ4bYWtdRGiuCSwCCGECBoJLqKkSGARgFTXlhmHFTzog2WytKsIbwX1dZF+LqKoJLAIUZZkACsV7JWAKcoOqXURwSCdbkWW7LPfysy3Yaq2BjOtEJHH3/0Klik4U4MkOQGI8FLYVaQr7LHHVKDLfpsXqWERoqyJ1CCvq9G1Cu7zw9f+0i2TEEUgw6Lz4Al1AcKb1LCIHKSWpYxrosE9OrSSaxER/mRY9Elc5F17KiSwCFGu2DQYZAl1KYQoMmkuAtyhLkB4k8Ai8iW1LEKI0lTY4HLy9uVCZqgLEN4ksIhTZG8WAgktQojSV9T1i3K7X5njVkAF67dTBBJYhBBChLWizMad/W9lLry4Ql2A8CY980SuZLp+IUS4KswCjFAGRxtJYMmXBJY8/PnnnzzxxBMMGjSIWrVq4XA4iI6OpnHjxlx66aUsXbo01EUUQogKr1yFF+l0my9pEspFr169WLJkySm3e71eNm7cyMaNG5k2bRoXX3wxb7/9Nna7PQSlLHnSl0UIUZYUp99LWB3TJLDkSwJLLnbv3g1AjRo1GDVqFD169KB27dr4/X6WL1/O888/z+7du/nwww/x+Xx88sknIS6xEEKI7MpkeHGHUXgKQ5oK+ScUfoYMGcKECRM4//zzsVhOndPi0KFDdOvWjQ0bNgCwZMkSevToUejHT01NJS4ujpSUFGJjY4NW7pJSrnrhCyEqtMI2CZXWcS7rfND5ELHXxsMEmUcpL9KHJRdz5sxh9OjRuYYVgMTERJ5//vms/8+cObO0iiaEEOI0hHWfF2kSypc0CRVT7969s37fvHlz6ApSCk7uyyKEEOVB2DUbyVpC+ZIalmLyer1Zv+t6xXobJbyIoPjXhN3SvCjCQ1jUvHgL3qQiq1hn2iBavHhx1u9NmzYNYUlKh/RbKUU/mfC0D9LL8XuerOBGP7wjq0qL8BOy8GKU430+CCSwFINpmjz11FNZ/x89enQISyPKna0mLFaQFuqClKBKGtylwwg5BInwVtTwclqkhiVf0oelGCZPnsxvv/0GwIgRI2jfvn2+23s8HjyeE42TqampJVq+kpK9L4vMyRJkG0yI1aCaBhdbYCQQV4pNb6tM+M6ESy1QpZSe9xwZDSHKlsL2eclPvucDo9hFqxDk8qaIFi9ezF133QVAlSpVmDJlSoH3efLJJ4mLi8v6qVWrVkkXU5QlaQom+WHKseYRq1a6YQVgs4JvFRyQECpEYRS25uVkeZ0PTBQel+x/+ZF5WIpgzZo19OjRg+TkZBwOB99//z29evUq8H65JepatWqVmXlYThZWEy2VB0rBN2agdqVjiK4hTAWHKL3aFSHKiaLOU5XX+eBw54OYLeJInGorkXKWB9IkVEhbt25lwIABJCcnY7FY+PTTTwsVVgAcDgcOh6OESxga0jQUBJoG54W4eUTXoEpoiyBEWVOcZqG8zgd+IC3FJDEI5SqvpEmoEPbs2cPZZ5/Nnj170DSNd999lxEjRoS6WEKcntUmXGfA32aoSyJEmZNbWDmdizcFpByVi7/8SGApwKFDh+jfvz9btmwB4JVXXmHChAkhLlVonbxTyrwsZZQfSD72rxCi0IIdVgA0Hdwu2Lxddsi8SGDJR0pKCgMHDuS///4D4KmnnmLSpEkhLlV4kGagMLHShJsM2FiMWpLWOnxqg7PkMCBEYeXWZyUYx0NNB4sFZs6ToUJ5kSNVHjIzMxk8eDB//vknAPfeey//+9//Qlyq8CW1LCHiAfYgwyGFKAUleZzTgPhojelzvbg9ckGYGwksufB6vYwYMYKff/4ZgJtuuonHHnssxKUKP1LLEga66zDDCmeW/105+6yip/sjRFGVRDNQjsfSoFK8RmqaYsa3MoNcbmSUUC7Gjh3L/PnzAejbty+XX345q1evznN7u91O48aNS6t4YUtGDIVIOT4Bl1S4KOmTjyhfSuP7oimw2TS6tLMw5WMPo8+143SU3327OGQellwU9SBZp04dtm3bVujtU1NTiYuLK7PzsJysqPMQCJGf4oSU3L5zxQ078v0VJyvJY9zx88Gh7gexNopj0YWKO552cetEB9eOdwbtecqD8l+PLIQokhV/GXy3uPQ7xRTUXJN9ZtGTf4KxfWHLISqWUr0g06Bakk7/blZe+8jD/kMy5UB2Elhykd+BLrefotSulEdyRVq+vD3Dy93PZp7a8c+jIKVkPuvCBJVgKkyAkeAiSvPz11RgLhaAkQPtWK3w2GuuUnv+skACiwg6OciXbf+7ysm7T0ed2n4+1Q8X+yA5cFhd8bfBxLsyWL+l+PNG5BUKirtOS3EVFFxExROSfk7HnjI6UmP8UDtzF/lYtEKGAB4ngUUEhdSylB+N6llo1zzQHz85xeSjrz0cSjahiQb9NIgMbJeSBn+t8ZGeWbxq69xOCDO/89D5/JTTCkGnI6/gIrUtFUsowoqmyHFG7t7eSqumFu593kVahhxfQQKLKCFycC8flv5h8MlsL59/64X+FrjJCsdqXgb2sLFiZixntQgs1ub3K2Yv8LJjbyBsHDpi8vZ0d67t8HmdEOJiNM5sZCEixH0NJbiI7Eqtpi/bV0vTNC4fZedoquLJKdI0BBJYRBBJLUv506aplU3bTDZuy70Wxcz2ka/Z6OfmR11MnxOYQ+LnP308McXDz3/4ctwnv6vXs7vZeOfJKGrXCPFikMdI/5aKJ1SjHrVcniYpQWfsUDufzTFYulKahiSwiBIjB/Syr3YNC9NfieL2K06t8piz0Eu3UamsWh8IJM0bWXjlgQguHGIH4JweNt57OpJze9uy7nO6Ve1f/eDl49meor6M0yL9WyqOUE/RoHI5I/frYqVFY53/Pe0iNb1iXxRKYBFC5KvtmVZqVA0cKvYfMvnkazdvz3Azdbqbzm2txEQFDvIWi8ZZLazUPLatw6HRq5Mt38mv1m/x5fm33Hz9g8F7n3tCUpsntS3lW6g/w9xqWAB0XePKMQ5S0hWPvlqxm4YksIigkpWcw9wvJnzqB38+J/wf/HCHAQdP3ebbnww++Mrgidc9JFbSGdDDRt0zAs03v682uPyeDJ5+y12ooiilaFyvaE0/T94ZwfvPRoXseyW1LeVT2Mx8nMdXKClB5+Lhdr6YZzB/acVtGpKp+YWoSBab8JOCQTrE57FNOrCTXBdUHNbfRuV4Da+hGNjDTkz0iSNsfIzOvgMmBw/n3t8l+0mhuCeDaonhcY11vPwnn+iO/1/6c5UdYRNWCtCro5U/1/i5+1kXbc60UKVyeOwLpUmm5g+B8jY1f25C3RYs8pCsIBWoU0BtgKlAL7jGYN9BE7sdEuICB88VfxtUS9KpW/PUmpPs34k9B/zc+lgmtWroPHVHBHohnitc5VWzIt/5siHUx6rj54OjnQ/ibxvHhivz3hdS0xV3P+vizEY6056NKtP7TXFUvIgmSoUcrMNUJa3gsAKFCiteQ3HhTenc+7yLrTv9PDc1k1sfd/HKtJydYk/u46GU4sdlBhu3mxw87MdfxmcflyHQZVNu38uQH7cKePrYaI1rxjn45U8/Uz4u3c7n4UACiygVcuAuf+w2jfHn2UiI15g+x8PrHxv072Zl5MD8RwVt3+Vnxd8GjevBW09EY7OWj++GBJeyIxw/D1XIIrVsYmF4fxsvvOth8a8Vqz+LBBZRYkJ+tSJKXMO6Vj6dbeBwaJw/0MbIgTa6nRUILLmdFK57IJ0X3vXw52qTJ26PKjdhJbv8gosIvXDus6IVsrbx/IE22jSzcMPDmawL0azQoSCdbkWp0TQtbA4MIjh6tLcy7dlI2px5YnhzXlLTTWKiNL76wUvjejo6ioW/GPTtGgg40+d48BgwYYSjNIpe4pRS0ik3zIRzWFFa3kObT6brGtdf7ODR19xcekcG01+Ook4u/cbKG6lhESUqXA4GomRYrRo9OthOCSu5dWQ8vs3w/nYmXezkzc+8vPyBmwU/B9ri5/5kBJYAKEdkCHR4C6fjk9KAIvTninBq3HGFA6sFxt6cwZad5b+mRQKLKFVyoC6fFvxicOMjmew7ZBY46iIjU/Hgi5nommLrTpNvFwcmj3vh3kjefjKq1MpcWiS0hIdQjwYqiLJ7Ct0kdFylOJ17rnViscDo6zP4Z23RJmIsaySwiBIXbgcGEXx7Dpgs/tUgNa3gzzotUzFnkUFcjMaA7lbOahFomU6spFM1UWfXvtBeKS5aYfDTiuB2ZpQOuaFVFt5j7ZxpRQ4sAAnxOg9cH0FigsaYGzOYUc5qKbOTeVhCoCLMw3KyYEwaJsKXUor0DIiN0U+5PTu/X+H2gtutiI7ScNgD34uvfvAy7Qsv486z8b9n3Ex5NJKBPWyEwqDLU3HYdL56I7rEnkPmbik94dxvBU6cDw5/chm2b99kza3FC1eGTzFtlpeFy30M7WvlkVsiiYsJ/6BWFFLDIkpF9gNEWbjaCakPfPBi2ara1TQtx6y3kPtJYfK7bgZMSAPICivZxUZB3y5WqiWW/nckLT3QVHXpSAeP33bqYo/BJOsSlY5wDys5aKCdxm5vs2pcMdrB9Rc7WLjcx8BL05i3xAjf11sMEliECDd7ga0qMNtsOHrHB++demTN60T7xTwvU6cH1heqV8tC9/ZWHA6NIykn6r+H97fz5RvR7D0IC5f7OJRc/Ne+fbefz+Z48HiK9hhHUkxmzjPYd8CkeaOSH0BZ0LpEElxOT5kKK4DSFHoQWkO7trPy1B0R1Kquc90DmVxxdyabt5ePDrkyrFmUmuzDPGWIcz5utwRmvAzXabfXKjiptSa/Do0/LDPYsNXPZec7OO9sGw3r6Mxf6uWuZ9x8+mIkZ7U88WDDB9ioVkWne/viH5q+/tHgxfc8NKit06FV4ZuV6tS0sOCjGCrFlu77ntvw5+NkPwmecH8fla5Oq4Ylu8qVdG6d6OD3VX4+nu3lnMvSGXuenesvdpTpNYgksAgRbixhGlSOe9yaY1XZgkZfPH57BIYRGAI963svtz/p4v7rnZzb20ZiJZ2MTIXVGmgi+vxbLwnxelZzkd+v+PhrL43q6XRpW7jwMXaInaYNLLRrXvTDW26LK/71n49f//Zx6fkOnI6S+WzyWkwx+23hfsINJ+E+Iig3SlfoQezrrWkaHVpZad3MwvxlPr6c7+Xzb72MO8/ONWMdJJXB4FL2SizKDanyLqMcGuTS/yQvleN1qiUFDjVnNbdw3Xg7SQkaY8+zUS1J54JJ6Tz0kgvDp/j0Gy8//HziqH0oWfH4626+/qHwR/KkyjoDutuwBCn4zV9q8OxUDzv2lPyiRwU1E4mCldX3SRHcwHKc3aYxpI+NF++LZEgfG9PneOlxYRr3PJfJ1l1lq6lIalhEqcqv+rvEPO6DCOBW+boH28mf5ZqNgSPu3IUeNu0wuXCIg6qJOnv2m3z9o5chfWxcNNzBmBvTqZ6kc+EQkwZ1dJo00LFZNT6ZHIU9Wy1G1USdma9F5azG/sIPexRcZymV2qirLnQwqJeNxvVKbybRvPYTqW3JX1nrt5KdspRMYDkuKkLj/HPsnNPLxo8/G3y32GD6XIN+Xa1MvMBBpzaWsA97IT2CT5s2jYkTJ6JpGj5f2RoVIcoQO6f0uRAlo1kDS6CmZI6X1RtMnA64emwEK/728exUDzv3mnyzwOD5eyOoWlnn1Q88bNnp56X7I9m+28+jr7poWFejbTMbA3rY0DSNlk1OOkxtUrBKwVVAKWSISnE6leJKvzK6oGaisnIiLi1lOazAsU63BqAUlGBwiIrQGHa2nUE9bSz93cf3Sw3G3ZJBk/o6E0Y4OK+fjajI8AwuIb/kLEtfKFFG3RHyr3mFcHxf9vsVaRkmHVpZeP5tL8kpit6drHwyOYJlv/to2USnTTMrVSrrPHmnjtcAi0Xj0FGTZb/7Sc+0MPUzF0/crhgzOJd1hW6xgI9A01QFkFdwkdqWE8p6WAEwLX40BboBpr3kn89u1+jX1UbfLlZWbzCZv8zg/hdcPDnFxciBdsadZy/VWsXCkCO5KHUhaRYSQXfyZ2j4FK996KZRXY0Gta38t9GkR0cLn3/nY+dexS9/+hnR30ZKGjiOHZATKwVqLtZs9LF1h58xQ2w47YpIp4UlvxkkVdbo29nOn2t8zF3k5drxzsB9sh3QN2z1M+NbLxMvcFCjavntlldQcMm+TUVSHsIKgLIG+khZ3KUTWI4L1GJaaNnEwsEjJguX+/j6Ry8ffOmlXXML486zc25vW4l1OC+K8rt3i7AlYSXIDit42wfbQneQVkqxe7/JW595ef8Lg1Hn2qlZTWPHLpM+nS1US1TUqanRv4eFof1sTJuVc/rwdz/3ctezHrbvNtm604+pYP4yP+/P9HLdAxn88oePabMMdu09tePrP+v8vPu5l/Vby1YHwuKSjrknlJewAqAsge+vxR26MiQl6IwZbOeVByK56RIHhqG4/UkXnUam8tBLLtZuDu0+VqwalokTJwblyTdt2hSUxxGiQtukYJqCyibUDV0Vbt2aFm6Z6KBOzcAQ5OaNrDzyiouzu9pYv9XA7/fz3WIf+w8pMjIVHq/KGr587XgHjetqPDPVy7B+Ght3KIb1s2K1KtZuMul+loX506KpX+vU1zeiv42WTXSa1q9YFcYVvWNueQorkC2wuEJcEAJTEHRqY6VTGyv7D5ksWuFj9gKDD7700rqphbHn2RnSx0ZkROkG5GKtJaTretCS/PGdzu+vGFdHUDHXEsquoldhB51S8J+ChlqJ9us4+QSZ/feXp7m4YYKTnXv9zF9q8PsqP0P62hjcJ1C3vWajwesfedm4zeTx2xysWm/y9gwvn74YRZ2agRCy96DJW5+5OX+gne27/dz+pJspjzi5+VE3fbvaeOHeyBJ7bWVdRVubqDyFlePng+2Lh1D73lmsvRZSmoVfTZnPr/hzjZ9FK3z8u85PVASMGGBn/LDS6+tyWk1Cx6smT+dHCHGaNA2a6yUaVlZv8NFrbBrfL8593OWy3wOj/OYv8/HFPC/7D5kcOOLniSku3pvp5rd//KRlmCRWgjufcrNpu0nLJpYc7eLVk3SuH+/kvZleHHadBR/F0LuzgyfvjMBUin/WGlll+XPNiVGFZpCXMNi03c/ld2Xw8x8lOMY0yCr6atDl4VyibIHvmy09xAXJg9Wi0bGVlf9d5eTF+yI4u5uNbxYanHNZOhfelM63Pxn4fCX7ORSrDrVy5cocOXKEgQMH8sYbbxT7yWfOnMkdd9xR7PsLIUqH3aZRu7qOM481AYf3DxxKRg2yk55h8tL7XsYPtzBngZu6Na3Ur63hdGgMPsfKm58Y2Gwabz4WqDExfIp1m/w0b2whJV3x488GTRvonN3NxhfzPMxdZLBkpR8daFjXz7c/GaS7FD99HMuX33t5/h037z0TRaMgNYdlZCr+/s/H0dSyNxY+v2ai8nBSh7I5i22hWPyYNrCGaWDJLilBZ/S5dkYOsLFylZ8ffja4/qFMqlfRuHSkgzFD7MRGBz8oFyuwdOjQgXnz5rF27Vrq1KlT7CdPTEws9n1F2RT2V3s/HevU2Vv6o2fXuJ6FjyZH5/n3uOjA+6WUwu1VXHa+jV4drFgtDm55zM3YoVaW/e5H0+Dy0Xb2HPDjciv++s/HvCUGH31l8OZjkfTvbmPJpzFZKz//8LOPVev9/O8qO/FxOtt2KerU0Nl7ULHvoElUlEbDOhYOHPJTPUlnxd8+GtXVqVPTwr5DJr/84WNwbxuOItQ+tW5m5ZfPY4t0n3BSnvu2lNuwAmhWL0Yk2FNDXZLCs1o1urS10qWtlW27/Mxb4uPZqW5e+dDNJSMcXHaBnYT44B1Li/VIHTp0AGDnzp0cPHgwaIURFUtYHmw+8sPHFac/VXGkZyo+/zbnKJ9zj/VVmfmdlzc/MTD8EBOtcTjZpH0LnX0H/LRuphPpgG9/Mvj1H5Nd+/zMW2yw5FcfvTpZqJwA/6z1sWSlD/3Ywo8XD7czqLeV+csMPv7aS81qGt07WAPNQAoGdLdx3/VOHnjJw6V3pvPe524+/CowzOLrHwLrFv36b9EnpSyrYeW48jiSqKyWu7B03YMvCmwpoS5J8dQ9w8I14xy8dH8EvTpYeedzDz0uTGPye27SM4NzrC9WYOnYsWPW7ytXrgxKQYQIC/dZ4d6KNdqkqH75w8f/nsl9KEPPDjYuGWFj4igHf//nY/K7Xpo21GlS30q1BJ2oSI2/15pkZCo+/NLD9j0m/bpa2HdQ8eNSg/e/8HLL4y4OHDbZs9/E5Ybd+yAyQmPjNpO/1/gZO9TBE3dE8O1iA49HUT1Jp3cnC/+uM8n0QN/OgaacEQPsTL43gk6tAp9ncorJf5sq1oza5aVvS3nqZJsXzWrgiwZHcqhLcnoqxemMH+bgpfsjOburjTc+9tB7XBqzvvee9md2WoFFKXVagaVhw4ZccsklTJgwodiPIURQ1dUCPyJP23f56NAy56Hj+AmlUT0LD94USd2aFtq1sPLEHRFcOz6COjV1/ttiYvgUdWpoNKuvERsNK//1s2s/NKwNs+b7qFwJPng2kiqVdd741M3V92Vy5KiJzarxxmMRNGuokZIWmN7/sdfc/L3W4MX33VwwyM7Tdzo5lKw4dDRQpiqVderU1Jn2pQePR/HaR26GXZ3Btt0VrwatLNe2VISwAqBbvRgx4DgS6pIER0yUxtihdp6/J4Km9XVuf9LFpXdmsP9Q8RcRLdalZFJSEqZ5+iuXduvWjW7dup3244iypzwecCqK+HidhEo6R476SYjPu6OrzarRuY2V6x/KpEFtjf2HTNIzLazeYGL4dKIjFbdMtLJohaJyPNSqrqEUWbPVDj/bRo0qOrWra1SK05k+18um7Saff+ejXk2N+yY5MHwa78zwkhivUb2KznXjHPTscOKw9t1ig7dneOnT2caA7jYSK+lUT6qY/ZPKyxT/ZaWcRaVZPHhjwX4UNJ9CWcM/TBZGYiWd6y920u0sH+/M8HLeVem89XgkrZsVPX5UzD1XhERZuJoTBRs1yMGUR6LyDSvH/fyHQVqGIiPTpH93K/OX+RncVyc+FqKjNN6e7sfjUdSqrlO3po7Xa3L5XZk8OSWTP9cEFkw8o7qFLu1sNKqnUy1Jw+OBPftNoiI1ure38e27Uew96GfKxx46tbEQH3visHb1OAdfvB4YQdSxtY1rxjlx2DV+X2Xw9Q/H+uE84oPXKk5TUVmqbSnPnWxPplsNvPGgKXAcDnVpgq/tmVYeu9VJfKzGuFsyWL2h6DWdEliEEEVW2JPbjj0mNiv8+HOgP8rZXS1s3aloVEfjzIY6NatqVIqF5o2srN7g579NijOqaUydbqDpcMlIG89OdbP0Ny/VE3Ua1dFJiIfrLnLSsLaFL+Z5aVLPgtfQWL/VxONV7D98ovY3IS6w0OLBwyaPv57Jst8DIeXDrwzueMpFcooZmHiv/J4Hc5VfaAmX4FKRwgocq2GJD/wecSCkRSkx8bE6d1/jpEYVnSvuziCjiJ1xJbAIURJ+NWHx6TebhqOinNDGnWenfQudsefZWPyrjyb1dXp1tNK5jZ3XPjJwuSE5FTZtN6iapBMfq5MQp2hcT+fLeT6iI2HfQcXilX5uf8pNmzOt3HWNkwZ1dN781MNdz7pY+a8PhcmYwTZ+X23SfXQa3/7k5Wjqiff/j9V+3plh8NZnXgyfol5NjftvcGIq+KClycGxFe9QGM4jiUL9/KGgW7z4osBvh4i9oS5NyXE6NG68xMGRFMW0Lz1Fum+J76V79uxh4sSJXH755SX9VKKMKO9XSgB86odX/IGr93IktxPJnU9l5PmZZmbCF/N8xEZrjBliw+2GT78xsNtgQHcLZ7XQadlUZ98hSElT/PSrj537YHAfC9eMt3PwMFgtcFYLC8/cFUH39jbOamFj+rceXG6T1x5y4PP7WbNB8fl3BglxGoN6WXnydTf3Pn9iJFO/blYevMHBZaPsHE1RvPO5l/Wb/fz8h4+HXnaz+NdAk9CUj91cekfRr/zKsnALLRWlk+3JNKsBGngqQ2Q5DiwQmHiu3ZkWlv5WtKbYEg8sycnJvP/++7z//vsl/VQijFW4K6abrPC4JTBtfjmR22f44IsZec5+C1C7poWFn8Rw3XgnHVrYmPW9j+fujqB3FzuvPxJN9SoWPpjlo2FtCzFRcNvldm64xM5HXxns2a8YerYNl1vx9gwv3dpaefAlFzPmuFm9ziTdpejc9nK6truYS0famHiBjfVb/DxwQwTVq2hUTQyUNzUtMMrIaoNNW/0kVdaZ/VY0d1zlZEB3G289Hsmg3idmtS3/p8ZThcvw54oaVgA0PTA1vzsRIneFuDClIC5G40hK0T5bmXBCiJJQTwPKd1gp7IkkIS5wXRQTDWc2slAt6URn3ZED7dSoqnNubxtJCQY3P+ai7Zk6jepaiIrSaNfcyqO3RrBtl5+bHssgIxNcLj/1amv8vRbWb6lBjSp+bHadX/822LlPce14B+89E8nMeV4WLvdww8NuHrzRyfS5BikpiguHOKl3bNXnye+50YCzuwUCy7XjnVw7PlC2lDSTGXO9DOhuo84ZFtin4A8Tzi7ZdZtCKZRT+1fksAKBmW4B3ElQaTXoHoVZjr9nG7ebnNmgaHUmEliEEEVS3JNI/doWDJ/in3W+rNVdq1fRGTHAfuzvOhMvsHEwWdGxlYX3ZnpZuNzgidsiOXDIxGrROJRsUqWyzvq/FfVqwSezH+TXf0zaNDMYPcTGzr0mmqYxf5nBwy97GdjDSp/ONmpU1bl0pI09ByAq26LPazb40XM5Zq5a72PeYoNpX3qxWDUmXmCB+SZMNaG6Bu3K54kEQjO1f0UPKwC6JTBqxlUlMFIoahekNQhxoUrIn2v8bNtl8tCN+VTP5kICiygVeR0Ew1qaCqwt1FOHuDJW9iLatN2PzQp1agZ/mXifT7F5h5/YaJ20DIXPB7MXeFn8q48Hb4wgNlrjxffczF1kUL+2xrLf/Vxwjo0zG+rMW+xj/yGT8wc56NjGyqp1Xr5Z6KdRbY34OMhwwYyXo4hwarz5qYcPvzIYP8xBjw5Wxg+zMaC7lR4d7MdKYuPv/3xcdmc6drtGvy42Jt8bgd1+6mf75Xwv02YZvPRABL06HmsuGqxDHQ1ale/vAuQMC7nN2xLMMCFhJSdPAphWiN5ePgPL4WSTt2d46NXRSo8ORYsgFa9rvAi5MhNclpvwjAk/l8/RPscppbj63owcnVSzy/55nXwimf6th5sezSQtI+8TzJfzDQZNzGDjNj+z34ph7FAHO/aYLF1pZHVujYyAKpU1zutn47t3ovngS4M//vXxwwfRtGoaOKh99YPBR1/7+X6pn+Q0mL/MRAPSMhWVK+ncMMHJ3Hei2bff5I4n3YwdYs8WVgI+mOVh90HFv+tMvlticNOjLhy5BJarxzr5eHIkQ/rYiYk69vfKGvTS4aQJvfbuN/lmoRefr3yeZEuyb4uElVxYArUs0dtCXZDgS04xefINN9GRGs/eHVHk75DUsAiRl+46PAh0Lt+53vDBjZc6cNoKfp0ej8qxMOCBgyb/rvfh9SqIyv3g07KphYkX2GhU50TtzbXjHFwy0pEVBq660MlVF564z0XD7BxJseWo8enZ0YrPZ9KlrYW9+300a2Bl2iyDpMoevIZBbBTcermTrTtN/lnnI90VCCser+K5t92c2cBC/ToWzmyo072DjQ++9FI5Hm56JJPWzXSaNQhMUOf2KCKcGp3bnOiIm5/p33p4eZqXGq9onNWycPcpa/KbJTeYAaPCh5VjXNUgdhOBUYZl5QKvAHsPmDz9lhtNg89eiiKxUtGPqyUeWCpVqsSECRPKzlW1KDFlrlkoUoOzg99EUirSFXxlBkJXAWsj3fxYJm43vPt0FGQo+MKEzho0PvWAcvIqxtdPcHLVhc58VzduWt/CfddH5rjNYtGIiTrx/7WbfaxaZ9K4nkZUhE6vTjb2HTLxGgq7LfDYrZtaad3Uyo7dfgZd7uXKUVamPhFJ9SS4+TEXsdEaK/7y8c9ag6F9bURHwtvT3QzuY2PuQgOvAQ/fFAEEVnL+bI7BbVc4WPmvl+V/QrNGOl3a2bjj6Uz+XOXnjcciaFTXirOAjo+jBjmoV8tCq2JMNV7W5LYPFze0VLSJ4Yoiszok/gn2ZPAmhLo0p++fdT5e+9BD1SSd95+JombV4l0ElvgeVqNGDRnSLE5RGqMOSt1yE2b5A0OazwhxMNuo4E0TLEDd3EPX6g0+TBUIFF7j2I3bVaBjqdKhceCm7Cepkz83TdNweUwOHDGpVb344W7Gt16++dGHxQpN6uk8cnMEg69I54JzbLRrYWXY2SeadmrXtPDBs5G8+akXj2Fw4XkO6tTQWLDcZPGvBi6v4qOvfOw9oPjxFx91a1mY83Y0kREnPpN+3Wy8eD/06WRj7FA723ebRDgCf6tVTWf7LpP3Pveweaebz1+NzgpNualZTadmNXuefy9vghFaJKzkz1U98G/MZjhchgOLaSq+/tHgi3kGPTtaefG+SGJjin9sDFpg+eCDDwAYPnw4sbGxhbpPeno6s2bNApAVm0XZd1DBOsClCPmQ5jYavGJhaYqf9dMNJo5yoOs5y3T/ZDduj8l37wb210NHTNJiFLMu8BFj0biKwgWQx15zs2iFwaKPYoiNKd6V05WjnfTt7Cc9MzCKJyFeZ/S5Nlau8vPvOpNObawYhuL9L7wkVtKoX9vCj7/40C0W3v7MQ1SUYlBPK598Y/DQzU6SKums2+xn5AAriZXgULLCkaF493MP44Y5aFLPwnn9jocMLWvotVKKg0cUndtYqZqoERersJbRSraSFMyaFnEqfwS4EyB2CxzuEOrSFE9KmmLKJx5Wrfdz/QQHN05wYLGc3nExaIHl0ksvRdM02rdvz5lnnlmo++zfv59LL70UXdclsIiyb7cK1GiEwyqrmgZtNL583M2CXwxGDbITFwP8qaCBBvEaN1/mIPui64+/7ua3fwxqVLVQ9UhhXsNeYB79uoyiXi0HUZH532fzdj8J8YGVl09Wo6pO9Soaho+s2owHb4xk++7AUM9HXs4kw+XH7bFQt6bONeMcTHsmkg++dLNwuY++XazszzS5/UoHg3ra+elXgxff9/LmYxE8+KIHv19x+xVOvl/qY9c+xdihdurX1kk+ap7S7yQjUxEbrXHxCAdvfOJm0Qof/bqWz74ppyNYoUVCTu5c1QI1LGXR6g2BxUg1Hd5/NpIe7YOz/4RFo6t8YSumcndF1ksH3YSoMKhhOebea51cf7GDOEODN3zwCXCJBldYTwzXPWZQLxstGuuMGWzHaj21yv7UZqEZwM0M6p1IpmsIew+anFEt9+qIfYdMhl6VzqBeNp6/JzLXbV58z813i33MeCUqa8XlE51uNf5dB/Pei2DJSi/PTnVRt6aFBctNJl5go/WZOo++6qNHB3A6wGrVaNtMZ85CgwuH2EiI0+nd2cbz9yom3e+iazsLX873snC5j19nxRAbrWe9ttcfCXSuOXjYZOpnXoYPUEUKLIZP8fzbbprUszBiYPluKpKalpKTWQMq/QeWTIW/gIuBcOH3K7743uDrHw26tLUw+d5IkioHb9BCSAOLzxdYR8BqDYvcJEpBmet4WxTxGnyqwGXCzeExsqhygk7lBOA3E2YD5wF9cw8VA3rYgKJcCY0DqgBn88oHbj740su896OplUtoqRyvMaB7YEXmP1f7aNfi1H2+SmWdMxtasGULS9t2+bFaYUhfG/Vr68THavy0wsd3i01GDzb56o0oNF3x71qTts10HnzJg2lClUSoFKcxe4GPw0cVLz8QCEnd2tlZ8pmV6CiNVk19DOxpyworJ0uqrDPn7ehca4Ty43LD7B8N+nSBEQOLdNcyqTihpVwfB4Iks0bg35itcLR5aMtSGEdTTV750MP6LSa3Xu7g2nGnNkOfrpAmhfXr1wOQkFCGexWJ01KursaqANfo0PSknXS1CVU1SArhAbqDBpMtUF+Dk+cdSVHwiwk9dIguShmTgLEAdGxtoBRUzuPkbrNqOOygawSapnIxfpiD8cNg+V8G8xYbXD3WwaV3ZlC3ps77z0Zzbm+Yt9hg0XKTc3tb6dfFitUCb88w2HvAxOFQdGql8cU8L7GxGr/+bTK4t5UjKf4c6wMd72fToVXu4WzPfpMjKSYtGluLNZFebLTGN1OjiXBWnBOy1LQEnxELvojAfCzhHlg2bPPz0vseLDp8MjmKjq1LJloU+1GXLFmS6+0rV67k0KFD+d7X4/GwefNmnnvuOTRNo02bNsUthiiDTj64lZsDm1WDC086we1VMMkPQzW4PYTXB5qWM0itM2GrgnN09i30seorP/3sVvR+Vv5d5yMlTdGjgy3b3fM/+fbpbKNP5/xrZ0YMtNO6mZm1jk9unn7TxYZtJpu2+Rk+wMZ1FzmIyja6J7Ey9Oxk5cZLnNSuodNtVCrdz7JitcKKv0x6ddSJitJwuRV3Xmln9gIfXdtasjrVFsYzb7n5fqnBLzNjqBRbvJqyysWYY6Ksk9ASZBpkVoPoraEuSP6WrjSYOsNLqyYWpjwS3CagkxX7CNq7d+9ch6ZNnDix0I9x/At+9dVXF7cYopwotwe2KsBNOjQKs6vt2SbMUdBa5+P9Pl7b7uWLBAs7f/Qyb6nBspU+fpsVizOItQSd29jo3Cbvv5um4td/fMRFa4wcaKftmTbanglrNvqYeFcG11/koH0LG+1bnAhG902KICFeo2EdCweP+PljtZ+tu0w+mW0wtK/GxcPt/L7Kz9//+WhzZuEOd6POtdG5jYX40xh+WVEVJ7SU230/CNxVIeFvwnICOaUUsxcYTJ9rcME5Nh67LSLf4f/BcFqXfLl9yYryxTvjjDO45557GD58+OkUQ5RBFaYN26LByDAcF3uRBfoqqKExcrCduASd71d4+XaxnxpVdV57OJLdB0ze/NTDs3dF5bhrSZ1cdF3jo+ejseiQlqF46X03Q/raSMtQ/LHKR0p6zg6sHq+iT5fAxG53P+eiST2NGlUstDnTgq7BU296ePQWJ/+u99NuS+EDS7ezbHBWSbzCikFqWoLHVQWsbnAcAk9SqEtzglKKz78z+OoHgxsvcXDTpY5SOZ4XO7AsWrQo63elFH379kXTNN555x3q1auX5/00TcPpdFK9enVq1apV3KcX5UC5bRrKj1eBlyL2FSnkQxuKJ6e4GY+VhmhwnSXPIdY/bPHx4VceHqjsoOE8jX5enX5f+nj+3gjaODTq/auxvJl5Slj5ar6H5BSzyB1RC+v45G4r/vbx0vse9h00efKOSH6dFZtjxlmPV/HMW26++8lg5mtRrN/sIzPTwjNveRkzxMY5PWzERGscPBL4Pu3cGxi//dqHbpISNPp0tjHtSw/Dz7bTMNvEekdSTHbvNWnZVAYCnA4JLcWk+UGd+D66EwP/Ru0Or8Dy9Y+BsHL3NU6uvNBRas9b7L2yV69eud7esWPHQs/DIkSFMd8PMVqgc+tKBe9aA1P/Z+c/FmYiihdmPF5YuNxgYg0L7AGuJM89/MhRk3VbTL78zuCO32zUbQg/XBBBg5U6JAIfK7q8f+qdb3ncxSO3OLloWMkepLq3t3B2Vwsp6Yr7J2fyyM0RWX+bu8jLgy+6uXacnf49bFSO13nungg++drL/dfb6dPZTt0zLPTqZGPKx242bTdp11zncLKf6XO9NGlgYflffr7+0aBakp4jsLzxsYd3Z3qZPy2a+vn0tREFk9BSdBbbUfzeyln/90cGOt5G7AXahKxYOfz8h48Z3xrcdKmjVMMKBHGU0NatgZ5BNWvWDNZDigqgXNeyZCrYD9QCXjehEYGROBYgt+k5PvbB18BUKyQUPbTERGnMmRqDnWPt3fkEn5Hn2Nm130+dGla41IpmgQZv+gOjmsdZoJ9Cq5+zFiUtw2TeEoM+nUu+9sFi0Xnx/igee83F9l0mX/3o5a81Jvdc6yQuVqNVMwu9OttoeGxBxTMb2lDK4Lm3vQzuc+IgevloB63P1GlUx8qfa/z4/dCtnc47M7xcOdqG0x7oO3N8+OXAHjYqV9KKvdaJyCm3RRPL1T4eZFbnvhyBBQ08CRCxP3Rlym7nXpO3Z3gY3t/GjZeUblgB0JR8c0pdamoqcXFxpKSkFHoZg/KuXK4t8qwv0LH1dUsgoDg1qJVLiEhW8I0fpivoBVyfS+1LCdm+x88nX3sZN9ROnTNy1ihk/0x+/9cbkpWIlVKYJjz5RqD5J795UX761WDtJj9XjHFgs2r8/Z+PBcsNrhzjJDZaw2solq700bFVYFTRk1My+Xi2j58+jqZWDalNKWkF9XEoF/t8MZw4H0Dy39+QsS/n5D3VF4AtDVbfEdo+fz6f4oGX3Nis8NUboRm2L5cRIiycfLAK2w65yQquM+ALf8HbRimoDziBRnruYQXgKz9MVdAWGBfksKJUoN9MHtZsMJk63cs/6/J/Pc0bW8nIVFx0azqvfugOXvkKsH6LH5cH7rzKybfvRnP4qMn/nsnkr/98p2zbu5ONa8c7syae+/kPH69/5GXBL142bvXz5BQXDevqxERrRDg1rhrr5KMXIvMMK3MWeflhmcG7n7u57M4M0tIr5gk1WCpqICkKe9S2U24zYsFxpPTLcrJvFxvs3GPy/D2RIZtjKOh1uz6fj7lz57J06VK2bNlCWloafn/+B0NN01iwYEGwiyLKmDLTPGSlcDPvX2mF8xQcJv9hiT10WO6HCIK/yvNbflim4HVroA/NSc7paeWbqVE0rZ93DcOy3714vAqbVcPp0E57McCMTMWBIyYbtpocOGRy8QgH6RmKWx7LpHNbC5ePdgKwdpOPIVdmcOMldm66NDBk8sMvPXz+rcG+Aybd2lvp3cnGW595cNgV914XSWSExuGjJnv2mVx6voO//vMxbZaXCwYpps0y6N7eRp1jAeWMapY8lxIAeOEdN1UTdXp3spLpUoThN7HMqTCjA4vJHrPhlNuMaLBlgGYoVAkPG87L0VSTr34wmDDSTovGoauNDGpgWbZsGRdffDE7duzIuq0w4+/lCyzKjEoavFzIphGbBktMmGLCSxZol8f3vKEOj2qBmphgq6JBY3Ld0zdt97P8Tx+jzrWfsopq9n3y4tsyuXWiA02Di4bb6d3p9JqGXvvQzbszvfRob+WfdT4uGGRHAanpCo/3xHZnVLdw/cV2umdbOG3CCAex0Ro//GxwOFmx5DeDWd8btG+p4/EqIiM0pnzsZs5CH/26WalRVefv/3wcOGQy89VI2rUofNmnPBKF1QoNalu4emzOv+0/ZFI1USqoiyO3Y35YXpiUMr9fxxm36pTbfceW3rKlg7dSKRfqmC9/MLBZ4cZLSuIgVXhBCyzr1q3jnHPOweVyoZTCbrfTqFEjEhIS0HXZsUXhlJlalsLqooMJND72mp7wgQO4Lduu97oPdih4rAQ6s46wwIhjv8/zgwIGBa6Qvlng5ZUPvDRvbKFd87yf+97rnLRupnPDw5l0aGmlbi2NtFQ4s5GlWMvFd21vxfAr2jTTuesaR1b18vRXonNsFxOlccvEiBy3xcboTBjpZPywwFL1W3b6mL3AoFUTnc07/PyzzsuAHlYcdpjyscHDNzm4ZpyNRSv8/LTCzeyp+QeW7N+/Jsdqnf5c7cNhDzSLAXy/2GDSw5m8/WTkaYe3ikouVE+VkpJIrRp/E9hJT7w3/mN9W62ZoQksh5NNFq3wcdOlDuJCPJli0I6QTzzxBJmZmVgsFh5++GFuvPFGoqOjC76jECcpV6Glngb1LOBTgWYhGyf2ukwFU/1gqkDtSkkfC74ySY5SWHvqxERpXDzcQb0zLMRG5X+3iaPs3PJYJt3bW/lino/KlTSmzTJ4+YEIhvTNfzXi7xZ7qRyvgQatm1px2DW6n2Xjz9V+bnjYw4xXil69/MxUF8kpiidui6B+LSv3X++kZlULb09388FXBtNfieS9mQZXXGhjzBAHdptGVKQHz0l9eQ4fNTmcrGhcz0J6pmLrDh+PveahQysrt18ZuJLcscfPvc+7SE5VLJseg9WqUauGxrCzbdSsIhdiIniOpCRSt+5/2KM34k1vnHW7eWwX0z2hKdfXCwyiIzUuGVn6o4JOFrTAsnDhQjRN46abbuKee+4J1sOGhR07dvDyyy8zd+5cduzYgcPhoGHDhowePZrrrruOyMjIUBex3CvToSVTwf980By4I9sVeTowT8FIoIkemDulBOdS9N6vc+HdGTR+1uCVh6JITND56GsvmW6TK8c4qXuGTtt8ZoOtFKvz5mORVE0KdFq1WRULfjHo1zX3WoY3PnHz0vseWjfViXBq2G0eXnkoCrtNY3AfG5ViNZo3OvF8aRmKtZt9dGhpzfPq2+9XrPzHT6ZbZXULOr6I4aSLnAzrb6dpAwvXjnfQrrmFbxYY1KquMXaog0UrDB55NZNbL4sgOkrj+bfdfDnf4IvXonjjUw9rN/lpUNtC9uusv9b4SEzQaN/SgvVYZ94zG1l5/h6ZWE4E1+HUJJTSiEhcniOwHJ9HTjdKv0wHj5j8tMLHLRMdRJfSyMX8BG2vO77g4YgRIwrYsmyZO3cu48ePJyUlJeu2zMxMVq5cycqVK3n77bf59ttvqV+/fghLWf6Uq0mnLEAU8AnQy4QGGviAOKALgSHPT5pwkYKrS+5E+NXfPiIidBrVPVEzMHGUnbR0xR1PuRg5wJZrYNF1HaUUGZmKL+Z5aVzXyp1XRXDpHRkcPuonMQGefN3DLZc76NTaxodfeUDB3oMmHVtZ6NRGY/4yk30HFYYP7LZAv5AGtY/XrvwL7OaT2X14+k0Pn70UScfWuYcgi0Xj/EFWYqK1U5aur5ygUzkh8NpumODkyFGTy+9K45yeNjq2tvHXGh/T5xhcMsJBdJSFc3raqFNTZ+1WP3MW+hh/no3/XR0IM8d1amtjzwHF8AH51yQJcbo8Pgve9AZEVVlMyrZLsm5Xx3ZXLQSHvpnfGcTGhEftCgRxWHNSUmDe4IiIiAK2LDv++ecfRo8eTUpKCtHR0Tz++OP88ssvLFiwgCuvvBKA9evXM3jwYNLT00Nc2vKnTIaT3Dg0mGCB8RrU1OA5P1zvA7eCzYALeEKHDGB2IYZLF1PDOhaa1Ndp39LKxbels3C5l227/DSoo/PJ5EiuzzYRVG7v/b/rfTz0sptvFwcu9cYNtbFlp2LJrz72HjTxeuHAYZNPvvGy+DeDmy51MnqwnQsHR9C0gc5lF9hyrLx8whPAUAb1TOWOKx00a5B/aLtwsJPBvQo+gCbE63wyOYpbLg9sO+kiJz9+EEOdmoGg1LOjjavHOomN1HnsNif335AzrABUS9S5dryT6knS/FNSys1+fppMzYc7uQ1RVRZCtjFpWmBVCVQpV3Bs2eln2R8+brnMkbVkRqgFbS/s3r07AKtXrw7WQ4bczTffTGZmJlarlfnz53PPPffQpUsX+vbty1tvvcUzzzwDBDocv/DCCyEubflUZuZnKciZeqD2JFaDhlpgxFCMBqN0SAYigY0KNpklVoR2Law8/b9IoiI1tuww+WuNn+fe9vL6xx46trZRu3re/Uk0TaNjKyvvPhVJiyY6V997iIjId+ndyaDNmVYWfxpLjw42lAKnTaNrWysJcTodWllZv83PU3dEcfXY3C9mtuy8k+8W/0KNqklcO95JzLF1ltLSFeu2nDrfSkH+Wevj+XdcpKYr2rWwZg1jdjg0qp/U78Q0FQ+86OK7n4wSX2lWnFBm9+MSZOp+XEfOwha5B0fsmqzbtWPXMKoUWyH9fsW7M700rqczZnD41C4GLbDceuutWCwWXnrpJXy+oh9kws3KlSv56aefALj88svp0qXLKdvcdtttNGvWDIAXX3wRwwhBI2MFUG5Cy3GjLdBRh78V7FHwB7DChDXA8GOhwVCBSepOdkgFOvAWw9FUk/nLDJo1tLB0egxXXujkxkvsTLzAjlIKo4DHtVp1tuw0ycyAJSttWPQdXD56DY++6mLLDj+HkgNDfb98I5qJx+ZSeWe6h/G3ZLL4V4MJt6fz4y8Gf6w2MM3Ac63d7OPpN5sw6cEmzPzOm+P53vzMzdArM9i4rWi1Tj//4WPuQh+ffeMp8Opd1zVefSiCu685dbjmxm3+rHIKURo8Ka0w/Q6iq8/Luu143xV/KbbKzF1ksG2XyRO3RWT13QoHQQssHTp04IUXXuDvv/9m5MiRWX1ayqqvvvoq6/fLLrss1210XWfChAkAJCcnZwUcEXzlLrS84Id3/XC5BT60whgrvGKB4+v3TPPDeB9syVbjslXBGB98XrxamC++N7jmvkx++cOHrmvERmvceImTT78xuP6hTIZfnU5axon3ObeT/WOvualzhs5Hz0fy+Gt38es/HTi39yb+WG3QZ3waP/58InR4PIpaNXXuneQgPg42bTP5418fo67PZOnKwEXNouU+klNMzutnpWv7wCXkX2t87Dtk0rODlUkX2amRz2icLTv9rN+SM9Bcer6Dlk10nn7Lw579Bb9XZ7WwkZqhmP5tIOCs2+LnuamZ3PhIJl//4C3w/kIEizLtuJPbEl39u6zbLMdGB/lLqbfFpu1+Zs4zuHKMg7b5THcQCkErzSOPPAJAp06dmDNnDnXq1KF///40bdq0UKNoHnjggWAVJSiWLl0KQFRUFGeddVae22VftXrZsmX079+/xMsmyoF7LYG9z6IFZriNABKPrea8QwU65nZQcLMf7iNQIxMPDNQCfyuGQT1tOOzQvlVgt//0Gw/7D/lx2AMdnJs3seSYxTYtXbH8Ty9d2p2oEt66OJ6mDRT/bfQRH6Nzbq85eLyfYrVeRpe2/bjhYRdfv2mhcT0Li1f6eGCym4ductK6qY2l061s223idGo0bxR4okG9bLz4nof6tSzUrm5h1z4/o27IYPxwGw/fmHfn2+MefNGFYSievTuSWseatCIjNG69wsnowSaVYnW8hsq1uWf7bj9rN5kM7Gll+hyD7xYb9O9i46OvPPy+yk+EU2PuTwbn9rbjcJTxgCzKDNfhjiQ0eg3ddhTTiMfiCtxulMIsIanpilc+8NC8kYVbJoZHR9vsgrb4oa7rOa56izoxUEHT95e2pKQkDh06ROvWrfn777/z3C45OZmEhAQARo0axYwZMwp8bFn8sPjK/QyZT/hgsYIZVtir4BMTLtGhQfA6fWa6FO9+7uG/zX7WbvLz4n0RjLg2kysvtHP3Nccu47YodrxrcONaD3fd76RL2xOhJft7vm33TgZMiOWy8w8wsHcGs39oxA0TIqhcSSctXfHNQi/9utrynBXWNBUfz/bSuK5OpzY2/H7FR197+HK+j+EDrFw6Mv+ZNb9f4uXmR10M7GXjxfsCF0bpmQqnHfx+GH5NOm2bW3ji9lMvmh57zcW7n3v59p0ooqM0DicrWjezsn2Xn9Ub/fzyp491m/188Fw0UbkM6Txw2OTKuzMYOdDOJeeH38E9nJ18rqjIjp8Pvlzcjebm3TjtKdTqOp5dyz8idedoEv6EpJWw8rmSDc0+n+LJN93sP6j4+q3osFyxPKglUkpl/Zz8/4J+wonb7c5q0jrjjDPy3bZSpUpERQVm3tq5c2eJl62iK3dNQye7xgJvWSFOg6Y6PGINalgB2LnXz+T3PDSuozHr9WiaN7Ly9P8iGDUoW+e6/0xqL9a471ydNk1/yvOxqiWewfUTfPTu8jyLVxzgo699HEwONMPERGuMO89B1USd/YdMpnzsZu/BnE00uh6YwM7ww6dzPOg6DO1rJyoCrHrBn+2AHjauHm+nQe3AasxHU0zOnZjGM2+5sVqhSzsrjevruD2K9Myc351x59l58f4IGtcLrCnUulmg5qnOGRYG97Hz+G2RfP5qIKykpSvuejaTOYtONBFZdIiL1bCHT5/EMkHCSt4yLGn4PVXwptXP6sdiSwdvfMk+r1KKqTO8bNpmMuXRyLAMKxDEJiHTLLnRDaUtLS0t6/fCzNYbFRVFRkZGnkObPR4PHs+JaQpTU1NPv5AiS8jnZ/GowNDlYDzObgXNSzaENalvZfZbUdSubskakZMVVv4yAwsmTtLhPQvtG34GXIFS76Fpgb5c2d9vp0M7tr5IJjarG1PZqVn11NFGv/7t49mpHqol6YzIZU6Tmd8azF9mMKinjYR4nY8nn9jvDh42iY3Wcm2W0TRFrWqz+G5JK6bPbcgF5zjp3t5Kg7o6FovGAzcEaoxueyKT9Vv8fPlGdNZqzvVrWahfaztwO3A1MPCUxz8+10uGS/HjMoOqlTXoE/hb5Uo6Hzwns3mLosnvfJBhSSHel4jrSAeiq30PmNhSdTwJJVum6XMNlq708dL9EXRoFV79VrILzxgVYm63O+t3eyEunxyOQHWwy+XK9e9PPvkkcXFxWT+1apXgdKYVQG7hJGQ1LUtMGOaDf08jsO9UsN6E7024zg8f+AOdbktghMrhZJO7nsnkwGGVFVZy8ANHAb8WWJSRs9m593G+/KFPjs1yvt9RwAe0b3ket10eQXqG4uZHM1ny24lRcwN72vjw+UjO7Z17n5Q7r3Ly+atRxMfmPCTtO2gy8NI0Jr/vzvV+8C/nn3MR/7vyXZo3shHh1Hji9kjGnJuziaZlE52eHW25rDSdAiwE9ubx+AHVknQWfBjDDRNCu/hbeVPuakgLIb/zQbrlKACuI+2xOg/ijP8Hewq4q5RceeYsMpi9wODeSU6G9gvv6kIJLLlwOk8clLzegkcJHE/LeU2ad/fdd5OSkpL1I01Hpy9sqpLjgNYEztnF9YoPnvHDUhOGabBdwSwT8jpHn4ajqYq5iww2bc/ZZ8xUxwJXex0+tUHr44eGOjw55SaeebMSbnfOUKZpWq4/Napa+OFng517T2zvsGt0O8uGw37iBJWWofjwKw+795nUqKpTo4rO7n05yxUbrTG8v402TU+96lv2h8GHXzXBNKfTqN6kXBdwTE1XfL/UYOxQB3de5cxxgtx3wOSCSY34btFW4NIC37u4WD2shniWVWGz74ZIfueDNOsRANwpzTF9TqKqLMSeAq4SCiyLVhh8MtvLdRc5uHxU+PfDCt+6nxCKiYnJ+r0wM9hmZGQAeTcfORyOrFoYETxhsUhiaz3byb2YLrDAVhO+UjBSh5YaZAIlsHZHgzoWfvokhvjYE49tKINRDKOJasbT2vOn3OfhmyNwuRUOR+HnGfrv+3gu+h4uOvb/3D6X31f5mPyuh++XGHRvb2X9FpNlvxss+iSW6EiNw0dMPD544MbcRxl+Nd9g7iKDc3tdQIZb8fFXLsYOtVP3jBPVKJ/M9vDMWx7efCyS/t1tzFtssHC5wT3XnbgoSc2QtcBE6cnvfJBiOTYdiLLhSWlBdMJP6P7bcFUNfjmW/+Xj7Rlexp9n47bLy8b5qURqWBYtWsSECRNo1KgRMTExWK1W/vvvvxzbLF26lNdff52PPvqoJIpwWpxOJ4mJiQDs2rUr322Tk5OzAos09ZS+ctEJt6MO51igAbD/WD+WElzpoXKlQP+O43R0alOHJALLa/y+yuC1D9243IH3NilBJ7r6FyhVvdjPmVtNTN8udv76Jg6/H1xu6NfNysRRDiKPZYl7XnAx7ub0PCe0u+0KJ1+8FkXlSjprNphMne7l3/Unamj8fsX8JV56d7LSuU3g2mzTDj8/LDPYstNPtSo6M1+LputZhbtuS89UrNlY+Ekx1272ccGkdBYulwklRcF008ZR68Gs/7tTWhBR9RfQ/biKv+vl6o/VPl7/2MOws208fHNEmTluBjWwZGZmMmrUKM4++2w+/vhjNm/eTEZGRq5XVxaLheuvv55LLrmEjRs3BrMYQXF8BttNmzblO3PvunXrTrmPEEVmAvuO/fuAHyb74D8TFpT8cH+LZuFlbQq3a3cB8OMvPia/52H3sUnXdqgdPMTT6PqRHPdT6ndM02T3Pt+x0X6pKFX0TqifvRzDLROdDOlj59rxzqyOroN62bhkhD2rk+yq9T42bD3xflRP0jnz2GrPA3tY+WZqFIOz9ZGxWDSGDXBw3tm2rP46V19op0FdjVemBZp6f1hm0GtsOvOWFBwq3pvp4byrMli1vnChRZmQlm5SjsYjBE32c0JZOVmWNJvp4KjtIOrYOkKelObojjSMZmsxYoP3Hq3Z6OflaR76dbHyzP8iTllENJwFNbCMGTOGWbNmoZSiQ4cO3H777Xlu27VrV1q2bAnAF198EcxiBMXxtZEyMjL4448/8txu8eLFWb9369atxMslTlXmaln+MmG6P+cU+5U0eNsGIy1wnQXGWWCmCY+auU/RX4KuHefg6zejaFgn0LRSmcq8ov+ZYxuP1wTOyuqzAuDzRfPr39/x48+/MvDSVN6ekYlSCq9R8Bk7+2e2fbcfv18xvL+dy0YFqluUUkx6MJNHXs69Y7uuazRvZM1RcwRwyUgHw/uf6Ehos+mMPtfBqHMDwabeGTpjhtioX+vEoTA1XeH3n/qe92hv5YYJdurWzNlz97d/jFNm2wU4s5GV76fFcna3/Ce/EwLA5o/ApxmkW5IB8KQ1RpkaRqe8zz9FtWWHnxfecdOpjYWXHogsc32yghZYvvzyS+bOnQvAW2+9xYoVK7IWB8zLyJEjUUrlOOmHi+HDh2f9/t577+W6jWmafPDBBwDEx8fTp0+fXLcTJa9MhZYFJkwx4TDwpR9uNyAlW/l7avCHCfWA5y2BMFOK4mJ0qiQcPzTsxuGfkuPvgyemcjT11BP6jz/7GHtzS46ktGHiKDvPvuVl5b8GNquWY84lt8fkn7Wn1mhomsaKvw36XpTO5996T/nbvddFcNXYorW1+/0KlytnWUef6+Dc3oEQ07CuhSdvj6RxvUAI2bnXT5/xqbz5meeUx2pzppWbL4vIMboqw6WYeFcmL7xdAj2kRYVi9QXC+SFbYMSa8kfCwVqYzf8KyuPv3m/y9Ftumjaw8MajUTk6wJcVQQss06ZNA+Ciiy7iiiuuKNR9jk95v3bt2mAVI2g6duxIjx49AHjnnXdYvnz5Kds8//zzWWW/6aabsNnkSiqchG1omWiBtyxQVQMPgZG12Ssh/AQWRtwJnJVtF01V8Jgvl2aiWcAAYEtQirdohUGXUWnMXuBl3eZV2Gx35Ph7/x5WqlQ+9dDRrkVgOu/ObSzUr6XTr6uVhPic2302x0OvsWlERuTeQbpLWztbfopn7HnOrL4uxw3saaNnx6LtYy+86+acy9JITjExTcVPKwwOJedd4xMdqdGns416J9WiuNyKeUuMrMnn0jMDK0lHRWg8f08kV44L7+Gg4S5s99VSZDFtOMwIDtv3BP7vAm13XfRaq0/7sY8cDYSVakk67zwVSWRE2Xy/gxZYVq5ciaZpjBkzptD3qV490JPo4MGDBWwZGi+99BIRERH4fD4GDBjAk08+yYoVK1i0aBFXX301d955JwCNGzfmtttuC3FpRZkZLpmgQeNju96FFphqy1mLYtXgVSvcke2k6VaBlZp/U7D75AdMAzYDwVmor0ZVnUG9rLzxsYfvFnc+5e+TLsp9LpIqlXWqJmp8Nd/LWS2svPZwFA1q5zzxJ8TrtGpiIdIZeL2Fmen6eHDxGkX/fGvX0OnUxorDrvH7ah8T78rk02/yfp8qxek8d3ckg06aL+bHnw2ueyCT734K1Ay9M8PNkCsyWLvJx8AeNtq3kIuVoioz+2spivMlctAWGOjhSAb218ZWeV3+dypApkvxzFQ3Vgu8/8ypcx2VJUEb1nz48GEAatasWeT7hussuW3btmX69OlcdNFFpKamcs8995yyTePGjZk7d26OodAidMJiqHMwOE+6AnrRD38peC+3JqJLgAlAQVdNKcBkYAjQPs+tmtSz8PhtkXwyex3Xjj8zx98Kei9//sPPv+t9XHWhk9xGbg7obmNA91NP7r+vMrDqCpeXHOsWZeew64UqQ3ZjBjsYMzjwe8vGVh6+KTATblF1b2/lkVuc9OkcuG+3s2z4TTij2qmz+gpRXPG+JHY616EIBBafpSY2+wF0PQ3TLPo5xudTvPi+m+QUxczXoqmez8rnZUHQSn/8hF2Uaec3b94MQOXKlYNVjKAbOnQo//77L7fccguNGzcmMjKS+Ph42rdvz9NPP81ff/1Fw4YNQ11MkY9yUd3cXINeGsRrkGuv/sK8xvXAw8D3BW7psMHYoZsL8ZgrgV+z/vfYLRF8/kp01jT6Hq/i5WnuHLPenjAD+AmAs1pY8Zsa427O5KX3XfnWvGQfGl0UEU6Ni0c4qFer6CGjUpzORcMcJB7r23NWCwu79ire+ET6rgRLudhPT1O8UQWXnkma5TD2I+DRqgHgsG8v8mMppXj7cy/rtpi89XgUjeqW/XAdtMDSqFEjAH777bdC3+f46KDWrVsHqxglok6dOrzwwgusX7+ejIwMkpOTWblyJXfeeSeRkTLpVLgJq6n7s/vBD0/7ILMINT5KwT8m9NXhOitYTud1dAR+B27E41E8/ZYrz+G8B47cTXzs0JOKklu5bwQuy/pfTLRGYqUTh5XDyYopH3tYlG0uEtNUzFmYweYdHwGTmbfY4IEXM6lVXeeeax0M7BmogfF4FY+9mslX80/tAHtcccNLMHgNhbfw07IUKDnFzLd/TXlUJms/S1CCLzBD3H7bduzJkBERmOLWbjulHbhAsxcYLPnNxzN3RtCpTfmYIzZogeXcc89FKcXrr7+eYy2evMybN48vvvgCTdMYMmRIsIohBBCmB8JtCpYqeNwHRwpZvlUKrvfD7NM/kSWnmBw80haIITVdMf0bL7/9nXtgiTqpU55h5hUaHiPQzHTCkWwn3RpVdea8Hc0tl59YtmLzDpM/Vi1k38EhwFOs3uhjzgIDww9XjHHS5NiInUyXYvYCL2s3+/EaZqH7uuQlLUPxwzIDjyfvx1Eq9yHN2W3f5ef7pT5eeTCSe6/LfTmO4rjzaRcTbs993ipRMdiUgxhfJdyZyVh8kBFbCQC7bV+RHmflvz6mzzW44RIHw3NZbLSsClpguf7664mPj2fbtm2MHDkyq0/LydxuN88//zwjR47ENE2qVavGZZddluu2QpyOsBvqfJkFrtDgSMGbAoEamSf8cJkGXU5/V737WRcX3ZqOaSqSKuvMfSeG267IecJNS1d8OsdD5UpP5bh9w6YN3Pp45rGJ2+YCo4B/gX5kX+X4p18NOl2Qxo8/nwhCDWpbiM02FLhhHZ3br3ybru3uZN7i6kwc5WD+BzHUOKl9vVKczvtPRzF9rpfXPgpcBB1vKpr5bcG1Liebs8jL1fdlsmB53tUiD77k5qLbMvKcXRdg2pcernsgk43bglsb0q+rlREDbKH/noqQquSriv2IQungrmLD74/Cas39fJqbHXtMpnziYVAvKzddUjam3C+soAWW+Ph4PvroI3Rd5/vvv6d27dqce+65WX9/9NFHGTRoEFWqVOHOO+/E7XZjs9n4+OOPcyw2KES5ZdVguBWm2AIjhQpi16AaMMACdTVwKSjg6j8/fTpbOX+gPWtmy+pVdLQIF/PVd7hUYEK2JSsNxg3NuT8qNYWtu+oze4HBzj0m8OWxn22nPEe1RI3BvW1Ur5L369M0jajI5/n5j++47kGNlf/6sVoCNSAnO6O6hXN62mhSL2eV9pmNdO5/IYOde/MOHyc3F/XtbOPBG510bZd3W361RI36Z+hY8jkyjh/m4KUHImhYJ7gdGC8c4uDKMXIsrOgSjGokHqxEZmU/yqbhN6OxHFvFuSDpGYrJ77mpd4bOs3dFlqlZbAtDU0Guf/zhhx+4+OKLOXDgQOAJTrpaOP50iYmJfPrpp/Tr1y+YT18mpKamEhcXR0pKCrGxsaEuTrmX13cw7HlUYLr+Ohqs8MMbJnQGrgneENpP1UdM4ire4j0u0MbkenWvlGLGXC9Tp3u47Qon5/T8BXgXGAuck+djr/jb4MMvvdxxpTPHgoQA3y32sn2XjypJVs7pYWPcrelUSdB56/HiL3tdmJqJMvPZVzDZP7uK9hkdPx8smXMxlkrdydBTaf1tDVLrKbzdq1G/9pUkpwxh++4X8n0c01Q897aHrbtMvnkrmjOql+0RQbkJ+ivq378/W7Zs4ZVXXuHss88mLi4uqxo3IiKCbt268fTTT7N58+YKGVZE6Qu7pqHCmmHCBB+sN8EF7AViCl/2nWoHw9W5fKFm5LlNX87mcZ6hF33yDCvgpUu7PZx3to2zmluAtsBMlHqHF99z8cnsQPPM76sMNu84Mand3gOKhct9HEk59QQ0Z4HBM1MNMjMVkREaA7rZ6HpW4UcxrNno49eT+t9kn003L3l10lVK8ePPBnv2V6xOryL8xLriqZJchQ11NgCglB1dL7hf6OwFBv+s8/PS/RHlMqxAEOdhyS4yMpJJkyYxadIkAHw+H36/P88ltYUobWVifpY2GozRoLoGTXToqoOj8IHFh4997MVD3v09qumByRuv44ZT/na/eTe/q99or/1Mreq3c8OE+zDVbuA1YAmGL565iwzObGRlaF/Fxbdl0rdLYMI4gBED7PTrYiU25tSD5/UXO6hWRaNLu8Ah6Lo8JqPLy3Nve/hrjY9fv4jNGkKdXWEW18t++6r1Blfdm8lVF9q565q8O9J6lZed7KCBJlMZiJIRczhwnvyj4QrqenqilI5G/sPR1m/xM/M7g0kXOYo8G3RZUipjnaxWK1Zr+RhWJcqmkyeUgzIQWlrqgZ/jihBWAOpp9VlB7uuQ5FfLpJRipfqOc7iAKijaMwy4gb1qHU5+5qjaQD3tLOw2mP6yid2mER2l8ezdEcTHaBg+lbXCcmyMjt+vePVDN80a6AzoETgYN2tk5f5GeR8Ttu/288YnHsYPs9Oi8anbTbrITmq6PdewktvrKeh1t2wSOMiP+sCXdZ/ctn2Ht7ifu5inFtJe61jgcwtRVNFHnLgi3PxVcznDt/hBU6h85lnKdCumfOKhzZkWbixnnWxPFrR6o759+9KvXz+2by/8BDd79uzJup8QJS2swwlAuoJFZmAa/hKS39BftdqP2hxoEumgVeYXGnIFDQl0nHmRPxnL/ZyNnUpZ90mI14mOCjxej/ZW7n3exdNv5Ky+XrfFz2sfenlnRu5DqHOzc6/JjG8NNuUxEqd9Sxt9uxT9SrKgZqOGdaxomkavsWnMX3ZqeY98PJJxny2iNnWK/Nwid2WmibaURB+2c6h6Cobu4YB9Bxo+lMp7aPKns72kZSheuLfsrb5cVEGr9vjpp5/QNI2MjIxC38flcmXdT4jSENZT9y804VkTHtahb/BmpSxo/1JKgaFg0kEYPR/qnwd05Gcm8gW7uPvYezZYG85ghuf5OE67Rs+ONhrWzXkd1LyRlbuvddCoTuFfU/f2NpZ8Gk2Nqicea+1mH5Pf8XDNOAftWpz+oev4557b+7N0ehwDp+fcDuC/P2Kx2+OoMrb4nYPFCWW2Q3xJURCd7GB/2xQA9jg2o+suTDP379u6zX4WLPfx8M1Oatcon/1WspN2GlHhhG1o6aaDAjoE78BTqLACYNPggY/gjAeAz1HqGpbPaEVq0kZ8fXzYOF6b8Q9wBnDqchoOh8ajt+Te/+OyC5zsP2Syar2Plk0Kd9ipedI6PSlpil/+8jF6cHAnwsovuBy/XSnFO+pNej0WwXjt4ly3W63+ZTvbGawNzfXvQhTEnmnF7rKSVs1LrFGZvfatWCxp+PwJp2zr9yven+WhTTML488rP5PD5Sekkex4bYzMwyIEUFmDYZYijQSCnCNfTv7JTZ7NImckAV1Q6gfcnqWsmtGOun8MxKYtB3wEVoQ+C3gU2AkkF7qMs9VX3Pjuf4y6Pp39h4s+EsfjUXwxz+De65yc3a1kOhUWtH7RFfo1fB75DlGRub+vr/AilzCWfapos5JWVFK7cqqo5EDwSKnqopKvCofs27FaUjGMKqdsu/g3Hzv2KB66yVnu5lvJS0hrWL777jsAzjjjjFAWQ1RAYVvLUkSFbU4t3Gu7mA2qNk9wC6Mcjfj81alUjp9DYHHD+wjMu/I40IHAukT9gI8K9fzb2ELy2b8wqfZdp0yNf0QdxoqVWC0uz/sbfli1zk+luLxfr9+v+HW1m3pNXFR3nnpFWlj51bj8qC8J1ILl4mZu4wJGU+3YgnUibxJWchd11IE3woc7xkesLxG/cy0AHm/tHNt5DcWX8w2G9rXSqmnFaSgp9iudOHFirrffd999xMfH53tfj8fD5s2bWblyZaCDW69exS2GEMVW1kNLUfp+Ffa12alNJrX5nB9oV+0iIrVIoCuBwOImULtiAtcDDQp8PI/ysJ99XM/NXNI6nfOehT//dPPeM4E2eVOZDGcw9ajPND7J83GiIzW+fisa20lHLJ9P8cU8L53bWNm4w+Sqe7w0vW0m04aMIElLKrB8+ckruBz//8nvZzOtOc1oflrPKSq2qKN2UpLcoEGsvxJeS2BKfrcn5762dGVgfqObLq1YrRPFDizvv/9+rin566+/LtT9j+/sCQkJ3H333cUthhCnJa/hq2VRMCbIq6vVY5Qay4PczWHuojrnAl6gMbPUXmZyAVOZRpR2b6Ee7zVeZPafe7ny4IWMGziRc3r+QI0qJ/q/6JrOcDWSeOILfCyHPfB6tu708+V8L+OHOZi9wMuTUzxcNMzGjZc4Of+y/djauokieJ1i8/qO5BVcRP6kdiVvkSk29jZKBSDKH0c13YfPH4XXqJW1jWkqvltiMLCHlfq1g9c5vywodmCpXbt2ji/e9u3b0TSN6tWrY7Pl3casaRpOp5Pq1avTtWtXrr32WmrUqFHcYggRVGWtluW4U8o804/6zoc26MQunv9r+51Av5QRjNLGMEKdj1U7fl87cClbeRqDDFw8RRQjgHYFlGot3ll9aLCqLo8vt3NOp56s2nCYKpUTc2x1q3ZnoV8nwG//+Hj1Qy+tmllpUlfn3N42RpxjIzFB59lLGgONi/R4hZFfM1FZ/c6EA3nfTtBNDWeajbSkwLQAkf4YGmJyxN2E7N1N12w02bNfMfne8j3nSm6KHVi2bduW4/+6HnhD58+fz5lnnnlahRKiNJXFpqF8114xFcwyoRYFSlOpHOEIdbTngJkEFi9KxKrtAZKACCAViOVqJrGDuSRqj6GUB03LL7B4yfA9xx+rbifGZePTF6OpXOkN7r7GR6O6xb8q3Kq2MHRAbRrXi6J1Mwu6rtGzU+mNkMivtiXcvzPhoLzUZpaESI8DTWmkJQRmprarCJqi2OVpkmO7hSsMGtXVad+yYtWuQBBHCfXs2ZOePXsSFSXzE4iyL5wPrAWWTddgshX+Zy3wJPo4D9ODjhxWk4DvgERgE9AUeAL4ikBwWUi0Fs3ZvjvYeOA21m4uqFbUzRTLRlY80IOElrvZezBQjpZNrDiLOGPvccvUYtrTki9sH9G2uTXXkREHDpukpiuSU0wWrTDwn8bq1nnJazRRfiOzxKkk4OUU4QoE7/TKgcBSWUsjUYNtnhM1hukZij9W+xk92F4hv2tBnThOiLKqTE7dTz4H/ar5zylyXG/6EUsc0XQEjlcxVwGuAboB8UxWwzD4gTu1vgzShuCOfhwtOgq4OZ+SxdKKWznPs4A1v8bRMSHnUObHX3cRH6sxqZBrCG1X25jGewxnJC1ples2bo9i1KR02jS30qyBzjNvefjohUi6tiu5YdBS21J4FfEEWxROtx2vw48REVhAtLpjG14F290NOD7ubMXfPpQJ5/Urv+sF5afijIcSogB5hZbjfwsHxTno59ex+BztXM7h3JNujQVOLGW/EoWLfwGwWjWirbM5uXJ2k9rIX/zJSC7AogWqqgdoMCDCj29yHFbrifZ2pRRrNvipUaXwFbzppLGQH3mEJ2iTR1OUww6jB9uplhSoLo+M0GhdjCGf+w6aPDDZxXn9bQzpk39zU1FHEgmRl0ivA1e8l+PLBtVwbmA5Oq5sp+mf//TRrb2FpITyP6ttbiSwCJFNOI8aCtboikANwFTgikJt/zbTUDkmHzl1EqsPeJdXeYmmNKMlrdh7wCQpYQ1W6ydYrXcSCEEwZ5GX/zb6eevxyEItXHhcc60lq9VGIrS8V1LWNI1JF5+osZkwonht/G6v4r9Nfnp1KvzhUWpbikbek1M5PVYy4rwAWDU3iY4tzMNCrBaonTx4xGT9FpOrL8x7Hyjvgh7TvF4v7733HsOGDaNu3bpER0djsVjy/ZGVnEU4yW/G07Iq3Uw/6ZZvAfhDraSH2ZEn/pzHL3/mvjhhpBZJlJZ/37TLuZoP+JQWtOS/TT56j0tj2qxbgfVA3aztfv3Lx4y5Xrw+slZ0XrrSYP1Wf66P6zUU85YYHD5q5htWgqluTQuLPolh/LCijcLIb5ZcIQrDFRvYB6s412LRfMxFBxX4/iz73UeEEwb0qJjNQRDkwLJhwwbatGnDFVdcwTfffMOOHTvIzMzMMRV4Xj9ChJvs38tQn3ROt3ZlExtPuuXtwOOiYVMOflrhZ97inIFljvqae9QdpKuTw84Je/abPP66C2N7LYZow9A0jSoJOqMG2TizkRWoyo69fpauNDiaatKpjZWv3ozGGpvG+/53+fqPXdzyuIvXPvTk+vgr/vJx3QOZzJrnLdLrzc0PywwuuzODHXtyD0fZ2Yq56m1+HXIrsnxHtYksrpjAPlgtYhUH3PXZhY6OBaUUS3/3cU5PG5ERFfe7FLSqjYyMDAYNGsTWrVvRdZ1hw4aRlJTE1KlT0TSN++67j+TkZH7//XdWrFiBpml06dKF/v37B6sIQpRLwTjZtdbanHRLYOr6dlp7FlqWsnaAjyqJJ65f/lnnY27Cb3yf9DHXczPRROf6uOu2+Pn4ay9N6lloeGy4cmKCzmO3RWZtM/UzDx9/bXDLRDuT3/Uy9YlI0qsu5Fb9elptfZbh/S9j2Nmn9hVZq/6jZYt6PH6bk14dT/+qMi1dsWGrH8/pZ58suX02x0NLWezELULLHW2g46OKcx0rj44Ax1dYlY21m032HVSMGlQxFjnMS9ACyxtvvMHWrVuxWCx8//339O3blzVr1jB16lQAHn744axt//77by666CJWrFjBhRdeyPXXXx+sYggRVKHu05LXCbE4sr+Wk0+ezRrmPBR8OtvL8l9v5N9PXUTb7yJQI3Mf0Ao4sVpx66Y6jetaOJpqkp6p2LXPT9P6OR9r7BA7bc+00rm1hUpxOh1bW7EwkCmeDzlq7067HjZaNM7Z3+R3tZKB9ObhiMe5fujNxXq9Jxt5jp1h/W1YLMH5PPNb3Tm/+1Tk0FKRX3theKJ8VHZsxKa72ZB5FlQKBJYFvxjUqanTqU3Fm3slu6A1CX3zzTdomsbo0aPp27dvvtu2adOGRYsWUaVKFW699Vb++OOPYBVDiBJT2sElmGGlqK672MGU+xKItuuAC8gEPgV+ybGdrmtUitNw2DXe+MTNkCsyWLfFl/X37WobDRr6GTnQTo1qFi4a5iAmSiNSi2SM83waJiYw5sZM5izK2RxVj3rcwC10oVtQX9fJYcXlVuw7VLTVo093vpWK3jwk8uaN8lE14j/SjCocMAKLArvTraz8189Fwyvm3CvZBS2w/PfffwCMGDEi17+ffKBNSkri1ltvxefz8eqrrwarGEKUW0UJK7+rlcxT3xb7MWpXt9ClrQ04PgNuJeAv4Pkc21WK03nvmSguHuHg4BGTNs10qhwbcrlW/UdHWvMaL+b5PPVr6Yw7z0bjejmvHCtriTykPcZZWodClbe4XnjHxTmXpBU6tOTXBFSU/ngV/cQjcueN8JPk2MCOjM6YBL6T/6zWsNlg1DkVuzkIgtgkdPToUQDq1KmTdZvDcaKXfXp6OjExMTnu061b4Opp8eLFwSqGECWqtGo9TreT7WSeZRE/sl5tJ0aLKXD7XXv9WHSN6lXzu4bJf/XjZg0txEXrxMcGyl6NakzkSs6iY573qVfLwmO3Rub595LWvpUNXdeIiy44QBT2sy9sZ+2K3jwkTmWJOki07SC7M9thaoHO4X+uUlw4yE5sjITcoAWWyMhI0tLScuyg8fHxWb/v2LGD5s1zLr1+fNt9+/YFqxhClLpgTxIWjPlW7uJerubaQoUVgCvvzSAhTufjybl3ri2MS0fmnLW2kpbAkzxX7McrDQN72BhYwDDRvEJHYT6XgsKLTDAnsqsUuRmAva7WYAmMznO54bILpHYFgtgkVK9ePQD27NmTdVtiYiIJCYHRCD///PMp9zned8Vulw9DhK/CVveXRDV/cU9kLbXW9NT6FHr7S893MOrcou2HFeEkezphJbf75DdXizQTiUr27Rz1noHHjEMda6Vs30qnTs2K3dn2uKAFlvbt2wPw+++/57i9X79+KKV49tlnOXz4cNbt27Zt4+mnn0bTNNq0aROsYghRokp6/qBQnbTGDHYwvH/hA4tLuRjCAB5S95ZgqUInrwARjM+9oOAiKq44224OupsCsG1n4Ltwbt+KOQ1/boL2TvTv3x+lFLNnz85x+4033gjAli1baNy4MaNGjWLw4MG0bt2aXbt2AXDVVVcFqxhClKqTTzwFnnD2KfAU7mQV6hoMn/Lxj/oLU53aIdWChTM4g3gq5fsYG9S6XO8fzoJZq5KfihJaytvrKTEaxNj2ccRbFwh0tgU4o07uM1BXREELLEOGDKFnz57ExMSwefPmrNu7devGAw88gFKK5ORkZs2axbx580hLSwPg0ksvZdy4ccEqhhAhl+cBereCi30wreCZVkuGCSwt9NZTUz+hD92Y65t7yt/smp03tfe4Wbs9z/t/r76jM+2YyYziFBaAaepdnlKPZZ3cF/9q8MEsT4nVbpVWWMn+uKEOpiJMRB/FprtJ8Z7BvoMme3YEajwzcYW4YOEjaIElMjKSn376iaVLl9KgQYMcf3vooYf44YcfGDNmDM2bN6dJkyYMHTqUzz//nHfeeSdYRRAiJAp9wqkEDNOg5am7XenUrnwP9Cz01im/tKPFLzcQvasFv6hlXKrGsVFtyLHN9t1+nn/Hxd4Dp9aiNKEpV3EtLWlV7BL/zBJmMRMvgelpv5xv8OxUN6npwXt/CgoqpREoJLQIKh0EIM1XnZWr/CREBDqxp5EaylKFlVJbdbBfv37069cvx22bN2/mgw8+AGDChAmlVRQhgq5QM+JGanB9KBf6bA88CtxfqK0v73gmnTY+Rq86Vr5kJfOZx7XckGOb31f5ee1DL80bWqleJWcQq6vV46mT5m0pqud5BS8eHFpgioS7rnVy7Xg7cTHBudYKRo3Kyn8NDB90bRe8RenKy5BnaQ4qPH9coI9ncmYC/230M6y/k8+JIoWUEJcsfIR0meRly5Zx2WWXoeu6BBZRYZVe35UkAtPrFy6wJFXW6VM5EAzOZzT91UBitbgc25x3to36tXRaNS2ZUQyBYdknhmZXS9SpllhyYaU47/2zUz0cOGzy0yenF1hCvQyECC0VHQgmf2+IxvApena08j1xHOZQiEsWPkIaWI4rD1cSQuS3Vk84KmoZTw4rEFjVuG3zwh5G3MB8oA/ZQ0heVqtV7GUv/bUBGMpAobBrpz8FQrD7qdx1tRPDXzJ9asL9O1QU5em1lAhnJl4zgtUbNZo10EiM14mnEvuRecqOk/FSQoSRUB/Ud6tdbFNbS+jRvwWGAZ8UuOUT6hGe4ynGcT5H1GGu40rGccFpl6AkOtW2a2GlU+vgNAeF+vMPJqktKiKHC68/gm27TTq1CVwEVKYye9gd4oKFDwksQoRQMA7q29U2/lKFX0A0v5PiDVzD2CAEg9z1Bl4Ghmbdcru6mRvUNTm2UkqxmIUYGHzIZyRolWlME1rQin0HTPzFqM0oyXlViupdNZUP1ful+pyhVp6CWImxGXgMO34/tGseaGJNIokd7AhxwcJHWDQJCSGKf1B/mPuZx1zWqi3EafGnVYaxXIyLzGLdN7/w9aj5ILfxPyK0nJ1297GH/exjg1pPY61J1uPMVN9gwUKkFolf+blDu5tV6330vC6Ne65zcun5jlOeo6jhL1Qn0Y+YRgwxXMylIXl+EaYsPtxeC9WSNBIrBeoSqlKN3ezEp3z/b+++w6Oq8j+Ov28SkpAGSxVJkBYgKIiCKM1QBAsK+KOoK3URXVbXirroIqi4WAALig0pwiq6FEURG1IEQUKzAQqISBPphCSElPP7AzMSMi3JZOZO5vN6nnmeMPfMne8Mk7mfnHPuuURYOlzrHRAJckMYyhV0K1FYOXueRF/rhhLtw5NRYY8yikddbm9ME6+fb8gXMMTr1oXZ4S/9//Iu4Po9C7a5UM5oOKgErHxO5USQ0uDPgY9anEsuueziV+pRP4DF2YMCi4gNlOag1MHq6LM6iiuYDkx2OfDXss4NdAl+ZZf33e6MZcjJg/p1/jzjLpEkAH5iiwILmsMiEjDBdLA/m/s5Ib0wphrGZBa59lJJ5ow4e/xH+R/SN78n2/O3uXyOsr7uU1kKtnrPFMyfazuoU+vPw3I1qhNDDFvYHMCK7EOBRcSHgvlA4y3PZ9oMAZ4AKjptl2Wy2JT/Ax3yL+XZ/GdKFDSOc5xN/MBJTpb+BYnPKKyUXMEnvVaNP99DC4vzqMf3fBeYomymRENCjz32mE+efOPGjT7Zj4gdeTv/INAhpzjzJLw7LbiH232M50nm8A4pnE8CCd6WWcgN1k30Nn1DYiJisMxj8dVCfKHKAGEWxMUWfh/rUY9v2RiQmuymRL/tY8aMUZIWCWLFWVXVXbuSHJAupQ0nOcm/+PcfK9mWTCiElWDg7wtGllcGCA873atypoY0YhELSTfppfp9KQ9KPCTk7bhxeRpXFvEVuwV+Z/WU1UUBu1lX8YT1lF++fLNMFiPMXbxtZpX5c4UihRVfMlhhRd/PZBphMGxkfQBqspcS/YmyZMkSX9chIjbgTZAqq4PRfvMbW9hMqtWpyLYXzLOcIpsR1r+Ktc8sMvmERUQT7asyBd/3ugmA817PRJKIJZY0vqYDqQGoyz5KFFhSU0P7TRPxlUB+uZ89LOQprJR1rZOZxCSeZZn5mmZWs0LbvmIFmWQyguIFlipWVVaYNVQkxpelhjT1qpQRKx9ngx7hhNOIJqzmK//XZDMaBBYRl8riIPTFV6ewwiw6XVb4+jt9uZEk6tCYZOA4nDEh9w3exPxxHsVXZgX55NPeurzIvjNNJlv5iQutFo77Srv6r/xJYaXsWOF55Bnnh+TzuYD3mUeeySPcKpsrowcDndYsEsLczS/bkL+en812t49faZbziBnJMXPUq+fLyDI8/Vo2oyZkFdl2gdWMW6zbiLReAOoDf16EMdaKJc6KA2A0D/MA9zjd/zRepxNtWWX016iv2eVaTOVVWEQuufnOr0Z+Ac1IJ53v+dbPVdmLelhEfMzTGTh2m3DrTIbJoBfX0J5UZjHbZbuvWMErvMRN9KcSlT3s9TDRkRad2kRROcH530rbzTYSSSTKuho4PSn3oDlAApWItE5/mT/OOPLJd/r4DjTnXm6lEY08vUTxknpV/CMs4hQ5uUWvkQWnJ95GEcWXLOdCLvJzZfahHhYRKSLWiuUpJjKUYW7b3cE9rGYDKdb5he7/3ex30vpqwsMH8OBtMdx2U9FJsLvMRpbTlzfYDMwEqrHH7OZSLuIZxjnaXWa1pa3V3vHvHJPDDDOVLWYzza23GHFqDrmH8orzcm0tkMFAvSr+Ex6ZQ3ae88UWKxBJCk1ZzlL/FmUzCiwiZSgYelNcucG6iU5WF7dtKloVqW81KHTfp2YRTWnAIvPhWa3/D7jS5b5q8i1DrI1ce8bXUgKV6MX/cQHNXD5uM5u4hzt4m1nAzTw3/XO6Dorkzf2L3NYu7gXzZzdYZeXGutzWjAtZxQpyTI4fK7IXBRYR8alEkuhNPxKpU+j+XeYmupsFjDYPA/CkGcvLZpJje6TVB5hPHWuE4754K57HGEceuRw2h5w+XzOa8y7vcRu3Ax25qGkDkq/azLvxr/r8tYUC99eJUs9KWTqZ4zqwXMhFZJDBOtb6sSJ7UWARkUIeMSPpZ3qV+C+5ptYFvGpNpZnVvND9RzjMN2xgL3swxvA5n7CGr89oEQP0omDuSoEv+JxbGMx85jp9PsuyuMLqxrl/XAX5yg4VeO6OJCZXfL5E9duNHXo6FFT848Qp14spNqAhscTxZQgPC2nSrYgfnXnwsetBIJY4qlCFMB//PdPcasFGs4VKVMKyLOabhYTh+RTNVDrxAq9wJVd5/VxJVlJpSg1JmlwbeCdOJVDVxbZwwjmfC1jOUu5npF/rsgv1sIhIIc24kEpUJpMMn++7mlWNMfybu83txFsJxFrOu8APmYNcZTox2UwiwUqgvzWQ6laNQm22m21sNBt8XmOo0RCQfaSfrOx2ezOas5Y1ZJts/xRkMwosIlLIRtYzm/9ymCNlsv8cTnGSk27bWFjEEk8kFVy2GcVI/o9ryTJF13Qpb8pqWEi9KvZyNKuy2+3n04xsstnAOv8UZDMaEhIpA8W5GrK//WC+w8KiqXWB0+338SBDuZWa1jnF3ne6SeczPqYrVxJvnV6pdpFZSEMakmw1BuBp61mP+6liVWUuC4rcv91sYxYz+BvDGMbfuZ4+VLScnwoa7MryM6SgYk/HPASWetSnIhVZw2ouo61/irIR9bCIhJh/cCv/ZLjL7VFWlCOspJvjfFOMYZdFfMgtDGLUxnnMmJfNr2YnN9OXF3mh1HUDrGUNzzOBjaynk9WFvtYNLtsaY1hoPuBXs9Mnz11eKKzY15GsSm63hxNOQxqxljQ/VWQvCiwiIeZBHmYED3rV9kWepzPt+dZ841X7blzFxLyX2P1uZ37Ymkcd6zymMYu/8w+n7Z81z3CDuZ4M4918md704wtW0J0eHtt+x7cM4Aam4Pr05hPmBPvMPq+euzxQWLG341muzxIq0JCGbGS9H6qxHw0JiQRAIA8Q11jXet22G1cRQQT1qO9V+8rWXxgcMYQ+owwV/jgBqKf1fy7bhxNBDLEsYB43McDj/iOsCFpwsVe1nM8FvMwUWnKJyzaPMYr5zGWVWUc1q7pX+w1WribWin3k5noeAqxHA+Yzl+PmGAmW+x6Z8kaBRcRP7DqnxZ2W1iVuD/iuxMW4fq3GGB5nNOdQi7eZRSKJPMGj9DU3EWH57isp3ArnBv7qtk1b2hFDLIc4RFVTLSj/jzxRr0rwyPXiihJJfyzI+BM/0orWZVyRvWhISCTIfWu+Yb75n8vtC8x7zDTT/VcQkGWyuNUMZvIZK9kWyCWXxXzGD3xPCil0IJXZzPM6rBhjOGVO+aTOXlYfLqE1bbiY95nnk33ahavTlUFhxa5ycj23qcXpBRJ/OeNq5qFCPSwu/PrrryxcuJClS5eyceNGdu/eTV5eHtWqVaNly5bceOON9O3bl4gIvYUSWK8xmbeZRWvThtpWYpHtb/Emm9nETaZ/qXowDhzKZ933eXRpF0GFCPc9EXnksZ1tRZbnB6hgVeBD8wkRVCj2GT6nzCnG8Tif8TEfmc89dokfM0f5kPfpxjVUdzHk04gU/sYwUmharFr8oaRnCrl7jMKKPeVmR5KT4/n/JoYYYollL3v8UJW96GjrxCOPPMLYsWOd/mLv2bOHPXv2sGDBAiZOnMjcuXOpU6fol7JIAcuyyvQgcTcjuJ4+TsMKwDM8x0myix1W9pvfiCPesbjb/xadYvyUbGZNjKHtxa7XRwGIs+KYZxayipWcNCeJtgpfnbnglOfiOGqOcA1dacUlXMCFRLhZo6XAIzzESr4kH8MABjttk2wlMx77L+Pv6XPkKdgoqNjbqaxYr3pYACrzFw5woGwLsiENCTmxd+9ejDHExsbSv39/pk2bxooVK1i7di0zZ87kkktOj+mvXbuWK664ghMnTgS4YgllDa1kulhdXW5PsuqQbCUXa59HzGFSuYxHzlgCvOcVkTz1QEUuPt958PnWfMM48zhHzGGOm2PM413+Sh8+ZiEnMg3L03LIyS35QTOCCjSjOS24iFesKcRYMR4fU4/6pNCUfewtNwfsgqGes2+uaMXa4JCTHev170cMsaRzvIwrsh8FFieqVq3KU089xb59+5g5cyaDBw+mXbt2tGzZkv79+7Nq1Sr69esHwNatW3n2Wc8LYUnoCeaDRCxx3Eh/2tLecV/tc8Loe00kYZE5PG7G8LaZBcB48yR3m9tZwmKeYRxb2MID3MsEnmI8z5NKJ+Z9corB92ey/Gsv/4R0Is6K41VrKn+zbvX6MXdbI4gmmmm8TiaZJX5uuyjO8JCCSnDJy65Irpe/HhWI4BS+mccVTDQk5MRTTz3ldnt4eDiTJ0/mvffe49SpU8yZM4dRo0b5qToJdsFwEIm0IhnD2CL3LzdL2cJm/ssMzuM8bqI/v/M7v7CDR/kPqXSkhXUxv5qd1KcBAxlChBVB5zZ5nDoVRctmni926EmOyWEnv5BIUpGhJmeeZCKZZLi8bpFdFXfuSjB8rsS13FPRXgcWw+nLV4Qa9bCUUNWqVWnevDkA27dvD3A1Iv4xjscYw8Pcwd104gpGmhE8wmPM40MqWZVoYZ1eI+UG6yZqUJPLaMEOs4PEc8K55YZoKieU/ivnQe7lGq7gJS/nnVS1qpJkBdc8M2+GeM6+SXDLy4kkL9+7/8ccThFFVBlXZD8KLKWQnX36iplhYXobxT1/rO+Rl2dIP1G2B66h3MY/uZs7rLvIIot3mU066YRZRX8H4omnAclEEenTGlI4n+a0oDktfLrfM+0ze0kzX5fZ/l3xdCqygkn5tSc6G2//ezPIoBKVy7QeO9KRtoR+//13Nm/eDECTJk0CXI0IvPJWNp1uPs6e37xYfaqE+lg3MNJ6BICRjGIV66hl1eIbs5Fe5hpWmuWOtr2tfrxjzedcq3aR/fy8K4+X/3uSo8fzi13DMOvvzLHep6t1ZclfiAcTeZqr6cIv5pcye44zKajIkYg8rwKLwXCEw1SnRtkXZTMKLCX0zDPPkPvHgGPBBFyRQDovMYzUSysQ62aVWW8dML/zhfnc7YEy2oqmhlUTgCwy2cqPXk9sXfZ1Ls9Ny+a77SfdtjtkDvKF+Zx8U/xgk2WyeNyM5lPzcbEf25cbGcczJOL8VHFfUlARgLx87w7H6RznJCdJJKmMK7IfBZYS+Prrr3nuuecASExM5B//cH5htwLZ2dkcP3680E3E167tFMmEh2J8Mk9kCq/Shx6sZY3LNukmnRlmKtvNNi6z2vIdW6lFbQaZm1hv1rrdf99rIuk95yUeuLADh8xBl+2m8wZ96MFqvir2azjEQV7lJZazpNiPbW1dxjBruE8vFeAtBZXyzdXxIDc/DG9Gjvf8sWBcAxqUZZm2pMBSTPv376dPnz7k5uZiWRYzZswgJsb9ehDjxo2jUqVKjltSUuglYwkuvenLbdzO67zCCeN8naHbGcbLTGIB8wEIs8I4yAE+YRG/s9/t/uNiLJIr1SDFSiHSxRyXoWYgBznAOJ7hQi4q9mtItJJYyVoe5N/Ffqy/nN27oqBS/rk6HuTmh3lcQRpgJ78QTjgNKN7aSuVBUAeWgtBQ2tv06dO9er709HS6d+/O7t27AfjPf/5D586dPT5u5MiRHDt2zHHbtWtXaV62iM/sMbtZZr4ocn8jqwkJJLCWNI5zlPfNPA6bQ4Xa1DzUjKaZrenPIMd9Ha3O/MROrrK6F9nnp+Zj/mn+znTzBgBDrFuYas1yueptLLFEEcVt1u1OT0neZX7liDns9vWdZ9Ul3op320bEn1wdD/Kw8OZKL9vZSjKNvDqlv7zROixeOnnyJD179mTdunUA3HvvvfzrX//y6rFRUVFERYXeKWhSlN3+gp7Es7zGy3xtNpBsNS60bTC30JWr+IZvGEJ/nmQ8t/Ln8OfeJ+7i4JF8qk8vHDhcXd9nJctZzlL2sofBDPVY2wvWyy63HTfH6EIHutCNl3nd477sSL0rocnV8SAv3yLSix6Wn/iRdnQoi9JsL6gDS0REhONMndKoVauW2+25ubn069ePJUtOj4XfcsstTJgwodTPKxJof2UgTbmA+jQssu0pxvIWM5nNfC6iJdEUvlDhUw9UJKcYJySN4F/04HrqcF5pyyaWOP7O7dQvJ+P4CiuSn2/h6e/aE5zgF3ZwD/f7pyibCerAAmV/SnF+fj4DBgzggw8+AOCGG27g1VdfLdPnFPGX5taFNOdCp9v60I8UmpJEEjWo4bis/QIznzxyub5W32I91y/s4CVe4G5GlPqUzHArnHt5oFT7CCR/rMsjweVkTjgVo91/LjbxPQZDey73U1X2EvSBpazddtttzJ49G4Brr72WmTNnaqE4CQntrVTakwrA28x13P8yL5JOOtdTvMDyG7/xIe9zA391GZJCgYaCxJnpP1xKk4ru22xkPUnUoa5Vzz9F2YyOvG7ce++9TJkyBYAuXbowZ84cKlTwfEl7kfLsBV5mKjOL/biu1pVsYQdXWlcXut8Yw5btueTl+e/AvcgsZIi5mX1mb6E6/E1hRQrsOVGJ2Irue1g2soFOdPFTRfajwOLCmDFjHFdhbtu2Le+//74mzooANTOS2fRZPdJPGH4xOzhpTrLRbOBe8092ulgZdqVZwT/MMKcLy32+MpdrhmbwweKcMq78T3vZw3KWcZxjAPzXvEkrmrHNbC3T59VQkLgT4yaw/MY+drOLK+jmx4rsRUNCTkyaNIlHH30UgNq1a/P000+zY8cOt49p3Lixel8kJHy6IocHnszi0Wd/4v4W7bmH+0mkDjOYSk+u5zzqFnnMNn5iLu8ylNsKrdCZbo7zW/PPGTYwlWZNSn8lZ28NtW7lRnOz43TpWGKpR/2QvKCc2Ie7VarXsoYKRJKK56U0yisFFifmzv1zvH7Pnj20b9/e42N27NhB3bp1y7AqEXvo2i6Cp/9VkTbJiQzlNi6jDR3oSDvauxxbH8gQrqI7Nf9Yyr/AfOZyd/ztTB0ykwZWb3+U73Dm2i69rN70omyfX3NXxJM4N3NY1rCadnQI6XWFFFhExGt7zV4qxVWiz1WxQCRP8JRjW11cTwS0LIua1Cxy/1VcwwSep2M5/6tRYUW84aqHJYMMvuNb/sPTfq7IXjSHxYmlS5c6rufh7U29K2IX35vveNW8xEnj/sKCxbXP7KUdLRnH4161X2NW86p5iRzjem5KDasmQ6xhVLb+4qsyRYJWjIvAso408sjjaq7zc0X2osAi4if++qt6PnMYyf38yBaf7rcSlRnAENrQtsi29WYtL5sXyTbZjvvm8i4P8yC7Ce1LUah3RbwV42IdltV8RXMuJNEq+6uH25kCi0iQM8aww/zs+Pdw7mABi7jQauHT54mxYnjM+g/drR5Fts1jDv/mQX7hzzru5QE+5gvqWfV9Wkcw0VlBUhwxTi4PlMMp1rGW7hT9vQs1CiwiQe595tGSC1hkFgJQzapOeyvVrzXczX0sYjGNrRRWmZU8bB4kgghaWa2dtt9o1pNu0v1aox2od0XciXJy4fJv2EgWmQosKLCIlCl/HKAak8Ig/kZDP11ufqn5gr1mT6H7qlnVaW1dBkAaX/Mak9nNbvJNPrPMDNaY1Y62G816OtOel5nkuG+v2cME8xR7zG6/vAZ3Npnvud50Z4lZXKr9aChIiiuyQtEeuVWspB71SaFpACqyFwUWkSCXYjXlWetFkq1GZf5cP5jveIj7mXxG2DjbbdzOajZwodWC39jHPdzBm0xzbG9AMiMZRVeudNy3mpU8waOs4EsOmYOsM2ll+jrcySabrfxEBhk+26fCingj4qzzdvPIYw2ruY5eGl5EpzWLSDH8zu9sYTPduNplmygrigZ/XP35XKs2C8wn1Ka2Y3u8Fc/9jCz0mGvpxQI+5hIu5Qke5SWeZ6VZSxMrpVC7mWYaEVTgJqu/D19VYRdZLfnW/EiYVfK/53RwkZIIO+tjs5lNHOOYhoP+oMAiIl5rQzte4jVS6eT9Y6zCZxUtMguZy7s8wVPUtM4BINKKdFyBtoe5nupUd7quyxu8Tjzx3ITnwLLN/EQDkksUHkoTVs6m3hXx1tkfldV8RQ1q0pJWgSnIZjQkJCJei7aiucnqz7lWbc+NXfiVnSzmU8d1fM7WyrqEf1r3EG0VPWViFu/wKlM9PsdH5gNa04L3zrjKtL+od0VKKv+MwGIwfM0qrqWHTwN0MNO7ICJ+dSvD+YYfSbYaO92eZ/LIMllOtyVaSV6FpcakcAu30ZTzS1VrcWmirZRGTu6fP//CDvbzG9eE+GJxZ1JgERG/siyLBCvB5fYx/JtU2nDcOO+B8UYDqyFPW8/S+Kw5MCJ2dirnz4D7NauIJ94xVCoKLCJ+o6EC79SjHpfRhsggu3KyelektLL/XCiaNNbQma5EWk4WZwlRmnQrUo5MNa+zmq+YyCTirLhAl1Mif7NuDXQJxaawIr6Q9UdgOcJhtvIj93J/YAuyGfWwiJQjv7GPb/mGHFxfcFBE7Ckr63TQXc9aLCy60DXAFdmLAotIOTKSUSxnNctYzHBzC0fM4UCXVO6pd0V8JSu7ILCs40IuoppVPcAV2YsCi0g5YlkWkVYkP/Mzi/mME5wIdEki4qXMk4Z88vmGjepdcUKBRaQcupsRrOM7kqw6Ptnf9z/lsm9/vk/2VZ6od0V8Kesk7GA7xzlGRzoHuhzbUWARKYfCrDDizzp12BhTogPq4aP59L0jg2emnATg1315vPLWSQ4fU4A5k8KKlFZ2NnzHt0QRRSucX+k8lCmwiJRDy81SHjIPcNQcAU4fTIeOzOTfE50vyObOXypZjLojmj5XVQBg2de5PP1aNhu+z/NpzSVljGGKeZXF5jO/Pq9OUxdfO5Vr+IHvaUVroqzgOq3fHxRYRMqhNL5mCq+wj33A6YNr7ZoW1aoU/1fesiz+2iOKti1PB5beV0Yya0IMqZfaY1WEoxxhDA/zDm8FrAb1rogv5OQYtrCZy2jruXEIssc3joj41O3cRW/6Udf68wKCj98T45N9x1S0HOGlNL433xFPPOdZdUu1n79YVfjYLKEqVUtdk7fO7F1RWBFfOR7zG8c4SmsuDXQptqQeFpFyKNqKLhRWXDmRafjwi1Okn/DvQTfTZNKTq3mYB32yvwusZtSyzvXJvjzRUJCUlUOVtgJwsa7O7JQCi4gfWZZV5BZIi1fmcOdjWXyy3L8LzcVYMTzGfxjEEJ/s74Q5wc9mu0/25Y7OCpKydLTydmqTSFWrWqBLsSUFFpEy5umgFsjg0vGyCP4zIprO7fw/OnyzNZCu1lU+2ddEnqYtLdlutvlkfyKBcCzhF5pxYaDLsC3NYRGxiUDMi6gUH8aN1wb/2QiX0xGAmpxTZs+h3hUpa0fjfuV8LRjnkgKLiB+4Ori56lkpuF8HRe90tDqX6UJbCitS5ipmkRF9iCY0DXQltqUhIZEA8rSYW6DnuJzJGMP4KSd5c352oEsRKXfyq59egqAhyQGuxL4UWERswF1wsctE3Zzc05N0N2yyx4Jx/qLeFfGH/Cr7AahHgwBXYl8aEhKxkYKDoadQEoiDaGQFi3cmxRERXuZP5XdZJouKVsVAlyEhzFT9nUp5VUmISPDcOESph0XEhgp6XLwNIv7qhUmIs4ipaJ9hKl94w7xKC5qw1Wwtsk29K+I3lQ+QaM4LdBW2ph4WEZtzdpD0JpA4a6MDblE1OIdLaUsccW7b6b2TsmQqHaNumG+url5eKbCIBKGzD57e9qjo7KOirrN6ch09i9xvpwnPEhqSwhIDXYKtKbCIlAMlDTDiHQU88Yda+OfyEsFKgUWkHPIUYCzL0kHYDQU+CYSa1Ax0CbamSbciIaA4E3hL4pA5xF6zp8z270+aaCuBUkOBxS0FFpEQ5ctehPu4k2vpRrbRonIiJVWd6oEuwdY0JCQSQowxZTLccRXdaUkroqzgvi6RelckkKpQNdAl2JoCi0gI89Vclhutv/qgmsBSWJFAU2BxT0NCIiFGB+KiNMlW7CDYeyjLmgKLSIjTwboohToR+1FgEQlBOiD/SUNBIsFBgUVE1MsiIranwCISotSToN4VkWCiwCIigHpZFFYkkMJPVQx0CbanwCISwkL5IB3qAU3sJSInJtAl2J4Ci4g4hOpBPJSDm9hDRI56WDxRYBEJcaF4sA7VYCb2VSFPgcUTBRYRKaS8H8w10VbsKCxPi8Z5osAiIjpoiwRYRK4CiycKLCISMtS7InYVnh8Z6BJsT4FFRIDCB+/yOCyksCJ2Fp6nwOKJAouIiEiAheVXCHQJtqfAIiIO5bWXRb0rYneVYiICXYLtKbCIiIgEWGINDQl5osAiIi6Vh14W9a5IMKhghQe6BNtTYBGRQs4+oAdzaFFYkWARgYaEPFFgEZGQoLAidhamw7FHeodEpIjy0MsSjDVL6FJg8UzvkIiUe+pdEbuzdDj2SO+QiDgVzL0swVSrCICFPrOeKLCISLmiibYSjDQk5JneIRFxKZh7WUSCiXpYPFNgEZFyQ70rEqwUVzxTYBERt4LloK/eH5HyTYFFRMqlYAlaIqAhIW8osBTTokWLsCzLcRszZkygSxIpc3a/KKKGgkTKPwWWYsjIyGD48OGBLkNERCTkKLAUw6hRo9i5cyc1atQIdCkifmfXXhb1rkh50JJLAl2C7SmweGn9+vW88MILREVFMXbs2ECXIyJOKKxIsOpF70CXYHsKLF7Iy8tj2LBh5OXl8dBDD5GcnBzokkQCwm69LHaoQcQX9Fn2TIHFC88++yzr16+nUaNGPPjgg4EuR8Q2Avklq6EgkdCiwOLBL7/8wujRowGYPHkyUVFRAa5IRPTXqEjoUWDxYPjw4WRmZnLzzTfTpUuXQJcjEnCBXK6/YDmBs6l3RaT8iwh0AXb21ltv8fHHH1O5cmUmTJgQ6HJEQpa7UKSwIhIaFFhcOHz4MPfccw8A48aNo2bNmiXeV3Z2NtnZ2Y5/Hz9+vNT1iQSSMaZQiLAsy+fBwVPPjYKKBCMdD0pOQ0IujBgxgt9//51LL72UW2+9tVT7GjduHJUqVXLckpKSfFSlSPnjatingDFGYUWClo4HJRfUgSU3N7fQMvklvU2fPr3QfpcuXcq0adMIDw/nlVdeISysdG/TyJEjOXbsmOO2a9euUu1PxA58PZdFQUVCgY4HJachobNkZ2dz2223AXDnnXfSokWLUu8zKipKZxeJuKChHwklOh6UXFAHloiICDZv3lzq/dSqVcvx87x58/jpp5+IiIigadOmzJ49u0j7TZs2OX7+/vvvHW0uvfRS6tWrV+p6RIJFSeayeNsTo6AiImcK6sAC0KRJE5/ur2AyVG5uLsOGDfPYfu7cucydOxeAadOmKbCIuOBNUFFIERFXgj6wiEhgnd3LAsWfz6KgIiKeBPWk27IwePBgx+Q+V7clS5Y42o8ePdpx/+DBgwNXuIhNFGfIRxNpRcRb6mERkVJz1svirI2ISEkpsIiIzymciIivKbCIiE8opIhIWdIcFhEREbE99bCUQMeOHfXXpIiIiB+ph0VERERsT4FFREREbE+BRURERGxPgUVERERsT4FFREREbE+BRURERGxPgUVERERsT4FFREREbE+BRURERGxPK90GQMEqucePHw9wJSIi4mvx8fEer14uxafAEgDp6ekAJCUlBbgSERHxtWPHjpGQkBDoMsody+iiOH6Xn5/P3r17gyaFHz9+nKSkJHbt2qVfQik2fX6kNILx81Oc73ZjDOnp6UFzPAgk9bAEQFhYGImJiYEuo9gSEhKC5gtD7EefHymN8vr5sSyrXL6usqBJtyIiImJ7CiwiIiJiewos4lFUVBSjR48mKioq0KVIENLnR0pDnx8poEm3IiIiYnvqYRERERHbU2ARERER21NgEREREdtTYJES69ixI5ZleXWT0PPrr78yYsQIUlJSiI2NpUqVKrRu3Zrx48eTmZkZ6PLEhrz9PunYsWOgS5UA0MJxIuJzCxcu5Oabb+bYsWOO+zIzM0lLSyMtLY0pU6bw0UcfUb9+/QBWKSLBRIFFSq1Vq1ZMmzYt0GWITXzzzTf069ePzMxM4uLiGDlyJJ06dSIrK4vZs2fz+uuv8+OPP9K9e3fS0tKIi4sLdMliM8OHD+cf//iHy+2xsbF+rEbsQoFFSi02NpYLLrgg0GWITdx9991kZmYSERHBp59+Sps2bRzbOnfuTHJyMg888ABbtmxh4sSJPPLIIwGsVuyoRo0a+k6RIjSHRUR8Ji0tjaVLlwIwdOjQQmGlwH333UdKSgoAzz33HDk5Of4sUUSClAKLiPjMe++95/h5yJAhTtuEhYUxcOBAAI4cOeIIOCIi7iiwiIjPfPnll8DpYcKWLVu6bJeamur4ecWKFWVel4gEPwUWKbUtW7ZwySWXEB8fT3R0NImJifTs2ZM333xT3f0hZvPmzQA0bNiQiAjXU+SaNGlS5DEiBf73v//RuHFjKlasSHx8PMnJyQwaNIglS5YEujQJIF1LSEqsY8eOLFu2zG2bpk2bMmfOHMecBSm/Tp48ScWKFQHo3r07H374odv2cXFxZGRkcNlll7Fq1Sp/lCg2582aTb169WL69OlUqlTJDxWJnegsISmxsLAwunTpwjXXXMOFF15I1apVSU9PZ/369bz66qts3ryZTZs20alTJ9asWUOdOnUCXbKUofT0dMfP3pyqHBsbS0ZGBidOnCjLsiSIxMTE0KNHD7p06UKTJk2Ii4vjwIEDLFu2jFdeeYVDhw7x3nvv0bNnTz777DMqVKgQ6JLFj9TDIiV29OhRKleu7HRbTk4Ow4YNY8aMGQBcf/31zJs3z4/Vib/t2rXLEUoHDBjAm2++6bZ9nTp12LVrFw0aNGDbtm3+KFFszt13yv79+7n66qvZsGEDAM8//zx33nmnH6uTQNMclnIuNzfX6+Wu3d2mT59eZN+uvlgAKlSowJQpUxxzFebPn8+ePXvK6FWKHURHRzt+PnXqlMf22dnZAI5hJBF33yk1a9Zkzpw5REZGAjBp0iQ/VSV2ocAiZSYiIoKhQ4c6/u1pvosEt/j4eMfP3gzzZGRkAN4NH4kA1K9fn65duwKwbds29u7dG+CKxJ80h6Wci4iI8MlZGLVq1SrR45o2ber4WT0s5Vt0dDTVqlXj4MGD7N69223bI0eOOAJLUlKSP8qTcqJp06YsXLgQOP2dcu655wa4IvEXBZYQcOYppP6mKVKhJSUlhS+//JJt27aRm5vr8tTmLVu2FHqMiLf0nRK6NCQkZWrTpk2On/WXUPnXvn174PRwz7p161y2O3N4sF27dmVel5Qf+k4JXQosUmZyc3OZOnWq49+XX355AKsRf+jVq5fjZ1dX8M7Pz3ecQVS5cmU6derkj9KkHPj555/57LPPgNPzWWrXrh3gisSfFFikRJYsWcLRo0ddbs/JyeGWW25xdP1fd911mqsQAlq3bk2HDh0AeOONN5wuCDdhwgTHvKq77rpLa2kIAB988AG5ubkut+/fv58+ffo4Vs++/fbb/VWa2ITWYZESGTx4MHPnzqVHjx507NiRxo0bk5CQwIkTJ1i3bp1j4Tg4fan41atXU69evQBXLf6wYcMG2rVrR1ZWFnFxcTz00EN06tSJrKwsZs+ezWuvvQZAo0aNWLt2baGziyR01a1bl5ycHHr37k2bNm2oW7cuFStW5ODBgyxdutSxcBycHnr8/PPPiYqKCnDV4k8KLFIigwcPdiwK506zZs2YPXt2obOFpPz74IMP6N+/P8ePH3e6vVGjRixcuJCGDRv6uTKxq7p167Jz506P7Xr37s2UKVPcrtki5ZMCi5TI5s2b+eSTT1i1ahWbNm3iwIEDHD58mKioKGrWrEmrVq3o06cP119/PeHh4YEuVwJg586dPP/88yxcuJDdu3cTGRlJw4YN6du3L3fccQcxMTGBLlFsZNmyZSxbtoxVq1bx888/c/DgQY4fP05cXBxJSUm0bduWQYMG0aZNm0CXKgGiwCIiIiK2p0m3IiIiYnsKLCIiImJ7CiwiIiJiewosIiIiYnsKLCIiImJ7CiwiIiJiewosIiIiYnsKLCIiImJ7CiwiIiJiewosIiIiYnsKLCIiImJ7CiwiIiJiewosIjawdOlSLMvCsizGjBkT6HIE+PXXXxkxYgQpKSnExsZSpUoVWrduzfjx48nMzAx0eSIhR4FFRKhbty6WZTF48OBAl+K1M0Pe0qVLfbrvhQsX0rx5cyZMmMCWLVvIzMzkyJEjpKWlcf/993PxxRfz888/+/Q5RcQ9BRYRkTN888039OvXj2PHjhEXF8cTTzzBV199xeLFixk2bBgAP/74I927d+fEiRMBrlYkdEQEugARETu5++67yczMJCIigk8//ZQ2bdo4tnXu3Jnk5GQeeOABtmzZwsSJE3nkkUcCWK1I6FAPi4jIH9LS0hzDS0OHDi0UVgrcd999pKSkAPDcc8+Rk5PjzxJFQpYCi0iQy8jI4J133uGWW26hRYsWVKpUiQoVKlC9enVSU1MZP368y6GLjh07YlkWO3fuBGDGjBmOeSEFt44dOzp97JEjRxg7dixt2rShWrVqREVFce6559KzZ0/mzZvntuazJxinpaVx0003kZiYSFRUFLVr12bAgAFs3ry5yGN/+eUXLMuiU6dOjvs6depUpO7p06d7fvPO8t577zl+HjJkiNM2YWFhDBw4EDj9Hvh6/oyIOKchIZEg1717d5YtW1bk/oMHD7J8+XKWL1/O5MmT+eijj2jSpIlPnvOjjz7i5ptv5ujRo4Xu37dvHwsWLGDBggV0796d2bNnExcX53ZfL774Ivfccw+5ubmO+/bu3cusWbOYN28eixYt4vLLL/dJ3Z58+eWXAMTGxtKyZUuX7VJTUx0/r1ixgq5du5Z5bSKhToFFJMjl5ubSrFkzevToQatWrTj33HMxxrBz507mz5/Pu+++y44dO+jVqxcbN24kOjra8dhp06aRkZHBlVdeyd69e+nZsydjx44ttP/Y2NhC//7ss8/o0aMHeXl51K1bl+HDh3PppZeSkJDAnj17eOedd5g1axYLFy5k0KBBzJ0712Xtn3zyCV9//TXNmzfnrrvuolmzZmRlZTF//nyef/55MjMzGTBgAFu3biUyMhKA2rVr891335GWlsbf/vY3AKZOncoll1xSaN+JiYnFfi8LenQaNmxIRITrr8czg5+zXiARKQNGRAJuyZIlBjCAGT16dLEe+9NPP7nd/tlnn5mwsDADmClTpjhtc9555xnADBo0yO2+Tpw4YWrWrGkA061bN5ORkeG03WuvveZ4PZ9//nmR7QXbAHPNNdeY7OzsIm3Gjh3raDNv3rwi2898z5YsWeK2bm9kZWU59te9e3eP7WNjYw1gLrvsslI/t4h4pjksIkEuOTnZ7fYrrriCHj16AIXnaJTEtGnT2L9/P9HR0cycOZOYmBin7YYNG0br1q0dj3ElOjqaadOmOXpPznTnnXc67i8YqilL6enpjp89DWPBnz1POrVZxD80JCRSzhw4cICjR4+SnZ3tuK969erA6TVGSuP9998HTs/hqFGjhtu2l19+OWvWrGHVqlUu23Tt2tXlfuLj40lOTuaHH37wyyJtJ0+edPzsLECdLSoqCoCsrKwyq0lE/qTAIlIOrFy5khdeeIHPP/+cw4cPu2x38ODBUj3P2rVrgdNzTyzL8uoxv/32m8ttniYBV6lSBSjc+1Fce/bs4ciRI063/eUvf6F27doAheb2nDp1yuN+CwJhxYoVS1ybiHhPgUUkyI0ZM4ZHH33Uq7al6Q3IyckpclaQN9xdd8fVkFKBsLDTo9Z5eXnFft4CDz/8MDNmzHC6bdCgQY7Tn+Pj4x33ezPMk5GRAXg3fCQipafAIhLEFi9e7Agr9evXZ8SIEbRv3546deoQFxdHeHg4AI888giPP/54qZ7rzNDQr18/Ro0aVar92U10dDTVqlXj4MGD7N69223bI0eOOAJLUlKSP8oTCXkKLCJB7PXXXwegcuXKrFq1yuV8EFdDIsURHR1NTEwMmZmZHD16lAsuuKDU+/SH6dOne72IXEpKCl9++SXbtm0jNzfX5anNW7ZsKfQYESl7OktIJIj98MMPwOlr3LibBFsw98QVb+ejXHTRRcDpOTPuhnr8wduai6N9+/bA6eGedevWuWx35kJ97dq183kdIlKUAotIECtYHdZdeNi4cSOrV692u5+CCadnnlnkTMHp0RkZGbz00kvFKdXnzpwk66lub/Xq1cvxs6vTsfPz83nzzTeB0z1bZ14iQETKjgKLSBArWINlxYoVTk/9PXDgAP379/e4n1q1agGwfft2t+3+/ve/U61aNQBGjRrFokWL3LZfuXIly5cv9/j8JVFQM3iu21utW7emQ4cOALzxxhtOT8meMGGCY3Xbu+66iwoVKvjkuUXEPc1hEbGZjRs3ejXnon379gwcOJAPPviAEydOkJqayoMPPkjLli0xxvDVV18xceJEfvvtN9q0aeN2PZS2bduyZMkS0tLSePLJJ7n66qsdC6NVrFjRcepvQkICb7/9NldffTXZ2dlce+219O7dm969e9OgQQPg9PWE1q1bx/z58/n222+ZNGlSmVwLqE6dOiQmJrJ7927Gjx9P7dq1ady4sWPeSc2aNQud+eOt559/nnbt2pGVlUW3bt146KGH6NSpE1lZWcyePZvXXnsNgEaNGnHffff59DWJiBuBXmpXRAovM+/tbdq0acYYY4YMGeKyTXh4uHnuuefM6NGjHfc5s3v3blOlShWn+0hNTS3SfvHixeacc87xqs4ZM2YUeXzBNk+XIUhNTXVZgzHGTJ482eP7UxILFiwwCQkJLvfdqFEjs3Xr1hLvX0SKT0NCIkFu6tSpzJw5kw4dOhAfH09UVBTnnXceAwYM4KuvvuKuu+7yuI/atWuzZs0ahg4dSsOGDQvND3Gmc+fObN++nRdffJGrrrqKWrVqERkZSXR0NElJSXTr1o0nnniCLVu2MHDgQF+91CKGDx/O3Llz6datGzVq1HB7wcLiuO666/j222+55557aNSoETExMVSuXJlWrVrx1FNPsWHDBho2bOiT5xIR71jGGBPoIkRERETcUQ+LiIiI2J4Ci4iIiNieAouIiIjYngKLiIiI2J4Ci4iIiNieAouIiIjYngKLiIiI2J4Ci4iIiNieAouIiIjYngKLiIiI2J4Ci4iIiNieAouIiIjYngKLiIiI2J4Ci4iIiNieAouIiIjY3v8DRsjOCz59j+IAAAAASUVORK5CYII=", + "text/plain": [ + "<Figure size 600x600 with 3 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(spheroid_6p0_df_24h, x='Latent-0', y='Latent-1', hue='Class', s=2, palette=Pmap)\n", + "plt.gca().get_legend().remove()\n", + "plt.apply_boundary()\n", + "if SAVE_EXTRAS:\n", + " plt.save(g_Base() + \"6p0_Cumulative_24hr\")" + ] + }, + { + "cell_type": "markdown", + "id": "41316f1c", + "metadata": {}, + "source": [ + "# END" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "254a130b", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "tfnb", + "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": "3.9.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} |